diff --git a/02_activities/assignments/assignment_1.md b/02_activities/assignments/assignment_1.md index 74d1323aa..025f544bd 100644 --- a/02_activities/assignments/assignment_1.md +++ b/02_activities/assignments/assignment_1.md @@ -34,7 +34,7 @@ * You should make a commit after each session with that lesson's code and notes. Your PR should have the same number of commits as there are sessions. It is important to make the commits to your branch in a timely manner right after each class. ### Submission Parameters: -* Submission Due Date: `ongoing` +* Submission Due Date: 23:59 - 02/02/2026 * The branch name for your repo should be: `assignment-1` * What to submit for this assignment: * The `participation` folder/directory should be populated with the above mentioned .py/.ipynb files along with any written notes or comments (preferably in .md or .txt format). diff --git a/02_activities/assignments/assignment_3.md b/02_activities/assignments/assignment_3.md index 99341bc82..91b64a4d2 100644 --- a/02_activities/assignments/assignment_3.md +++ b/02_activities/assignments/assignment_3.md @@ -48,7 +48,7 @@ 🚨 **Please review our [Assignment Submission Guide](https://github.com/UofT-DSI/onboarding/blob/main/onboarding_documents/submissions.md)** 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly. ### Submission Parameters: -* Submission Due Date: `23:59 - 11/02/2025` +* Submission Due Date: `23:59 - 02/02/2026` * The branch name for your repo should be: `assignment-3` * What to submit for this assignment: * A folder/directory containing: diff --git a/02_activities/assignments/participation/inclass-coding.ipynb b/02_activities/assignments/participation/inclass-coding.ipynb new file mode 100644 index 000000000..181f3da44 --- /dev/null +++ b/02_activities/assignments/participation/inclass-coding.ipynb @@ -0,0 +1,3864 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "89aff388", + "metadata": {}, + "source": [ + "New coding file for all in-class coding" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a40d04ef", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "markdown", + "id": "fa5502ee", + "metadata": {}, + "source": [ + "Class 1: " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "61c441b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "## making scatterplot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "05d7f493", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# now creating a bar plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a64c696e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# now creating a line plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3266614c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# now creating a histogram \n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.hist(y, edgecolor='black')\n", + "## the histogram doesnt require the x value since it takes bins " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "be0c39c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding additional details to the plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "ax.set_title('total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "408ed29e", + "metadata": {}, + "outputs": [], + "source": [ + "font1={'family': 'sans-serif',\n", + " 'color': 'blue',\n", + " 'size':20}\n", + "font2={'family': 'monospace',\n", + " 'color': 'green',\n", + " 'size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "72c639f1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding the fontdict to our line plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "ax.set_title('total growth over time', fontdict=font1)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "952866d6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1784993817.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding more mods\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker=\"*\",\n", + " color=\"indigo\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "576f2aef", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1164172830.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding lines\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker=\"*\",\n", + " color=\"indigo\",\n", + " linestyle='--',\n", + " linewidth=2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e76acf5f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/2618906631.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding some new colours\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker=\"*\",\n", + " color='#7425b9',\n", + " linestyle='--',\n", + " linewidth=2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9955dd08", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/813298194.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,\n", + " y,\n", + " marker=\"*\",\n", + " markersize=12,\n", + " color=\"#040304\",\n", + " linestyle='--',\n", + " linewidth=2,\n", + " markeredgecolor=\"#723a50\",\n", + " markerfacecolor=\"#030404\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d98f7958", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/2739754969.py:12: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.grid(axis='y') ## adding a grid to y axis\n", + "ax.plot(x,\n", + " y,\n", + " marker=\"*\",\n", + " markersize=12,\n", + " color=\"#040304\",\n", + " linestyle='--',\n", + " linewidth=2,\n", + " markeredgecolor=\"#723a50\",\n", + " markerfacecolor=\"#030404\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "988aa795", + "metadata": {}, + "source": [ + "Class 3: " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "eca60a53", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x=np.arange(50)\n", + "y1=np.random.randint(0,100,50)\n", + "y2=np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1b3f0675", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1852219038.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e67fefa1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/412667596.py:3: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAESCAYAAABkens4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjwVJREFUeJztvQeUHNWVPn578kxP0gRNUJZQQglJJIEBgwQYg01wPGYNa/tn1jbBgLHPsn8br212ZbNrzOJlwWZtsL0mmF2LBbxggwBhQEggIVBCKKfRzGhyjt3/c1/VrX5VXeFVdXV39fT7zpkzqae7prrq3fd997v3hqLRaBQkJCQkJCQmMHLSfQASEhISEhLJhgx2EhISEhITHjLYSUhISEhMeMhgJyEhISEx4SGDnYSEhITEhIcMdhISEhISEx4y2ElISEhITHjkQQYiEolAU1MTlJWVQSgUSvfhSEhISEikCVgq3tvbC42NjZCTkzOxgh0GumnTpqX7MCQkJCQkAoKjR4/C1KlTJ1awQ0ZH/1x5eXm6D0dCQkJCIk3o6elh5IfiwoQKdiRdYqCTwU5CQkJCIuSQ0nJtUHnttdfgE5/4BNNH8cmffvrpOP30rrvugoaGBiguLoY1a9bA3r17dY/p6OiAa6+9lgWqyspK+MpXvgJ9fX1uD0VCQkJCQkIIroNdf38/LFu2DB544AHT399zzz1w//33w0MPPQSbNm2CcDgMl156KQwNDWmPwUC3c+dOePHFF+G5555jAfSGG25weygSEhISEhJCCCUy9QCZ3bp16+Cqq65i3+NTIeP71re+BXfccQf7WXd3N9TV1cGjjz4Kn//852H37t1w6qmnwttvvw2nn346e8wLL7wAH//4x+HYsWPs740YHh5mH0aNFp9bypgSEhIS2Yuenh6oqKhwjAe+1tkdPHgQmpubmXRJwIM466yzYOPGjex7/IzSJQU6BD4eLaPIBM2wdu1a9jz0IZ2YEhISEhJu4Guww0CHQCbHA7+n3+HnyZMn636fl5cHVVVV2mOMuPPOO1nUpg90YUpISEhISIgiI9yYhYWF7ENCQkJCQiLtzK6+vp59bmlp0f0cv6ff4efW1lbd78fGxphDkx6TCoxHovDm/jbYcrgjZa8pISEhITEBgt2sWbNYwFq/fr0ueYi5uFWrVrHv8XNXVxds2bJFe8zLL7/MWoBhbi9VePivB+ALD2+C+9fvS9lrSkhISEhkSLDDerht27axDzKl4NdHjhxh7sxbb70V7r77bnjmmWdg+/btcN111zGHJTk2Fy5cCB/72Mfgq1/9KmzevBneeOMNuOmmm5hT08yJmSxcfKqSV3xjXxt09o+k7HUlJCQkJAC2H+uGvuGx4Aa7d955B5YvX84+ELfffjv7GgvJEd/5znfg5ptvZnVzZ5xxBguOWFpQVFSkPcfvf/97WLBgAaxevZqVHHzkIx+BX/7yl5BKzKkthYUN5TAWicJfdpkbYyQkJCQk/MfIWASuefANWPKPf4amrkEIfJ1d0OsqnPDAK/vgX/68B86bWwO/+0rqJFQJCQmJbMaO491wxc9fh4rifNh218UJTa9JS51dpuHjSxrY5zf3t0OHlDIlJDIbz34T4D/OARgZSPeRSAgEO8TiKeUpG9OW1cFuVk0YFjWWM2fmX3ZKKVNCImMx0AGw5TcArTsBTu5O99FIOGC7FuwqIFXI6mDHs7s/bT+R7kORkJDwiv0vY8NC5evR1OSAJLxjR1MP+7y4UQa7lOFyTsps74v135SQkMi0YKdCBrtAY3Q8ArtPKMFuiWR2qcPMmjDTjVHK/PNOfTG8hIREBgA9dvtitb0wKnN2Qca+1j7mxiwrzIPpVSUpe92sD3aIy5co9X1/2t6U7kORkJBwi5adAH1czl0yu4zI1y2aUg45OakxpyBksOOkzI3726FNSpkSEpmFfS/pvx/pT9eRSAhgpxrsUilhImSwA4Dp1SWwdGoFRKIAL+yQrkwJiYzCflXCDKnLmWR2gcb2NDgxETLYGdjdn97PIlfmYBfAB38CGJM1hhMZY+MReHFXy8RsizfcB3BYmZUJ089RPstgF+hrcZdqTpHBLs0lCJsOtsPJ3iyRMjfcA/DEFwDefyLdRyKRRPzfjmb46m/fgbXPT8D6s0N/BYiMAlTOAKhfrPxMGlQCiwNt/TA0GoFwQS7Mqg6n9LVlsFMxraoElk2rVKTMbCkw7zmmfO44kO4jkUgijnYoi/+O48qOekKBXJinrAHIV519ktmZoqN/BFp7htLe/BmxqLEipeYUhAx2HK7QpMwscWVSIr+/Ld1HIpFE9AyNss+H2vshA1vhiplTdMFOGlSMiEajcMX9f4WLf/YaDI2Op+04djTFnJiphgx2HC5bogyP3XSwA1p707sDSgmohyC2WpLIfFj0hOwZVMaoDIyMTyyJvn0/QOdBgJw8gFnnAeQXKz+XzC4Og6Pj0NQ9BN2Do2ntA7wjTU5MhAx2HKZOKoHl0ytZjWpWuDJH+pTPA+3pPhKJRPHOrwHWTgXY84Ils6OcyYTrmjJ9FUBhGUCBlDGt0D8cY3O46UkHIpEo7KQ2YTLYBceV+Vw2uDIpkT8gZcyMx9G3AaLjAEc3xf2qZzAW7A5NpGBH+bo5FymfNRlTGlSM6OeGpA6mKdjhRgsDbVF+DpsnmmrIYGfAZWqwe/tQB7SkOZmbOhlTMruMBy3wg522we5g+wQJdlguc/C1WL4OQTKmHPETh/6RMdOvU4mdar7u1IZyyE2xOQUhg50BUyqLYYUqZT4/0SchkEEFF8jx9NwAEj4Hu6GuuF/1DMXe24MnJ0iwO/qWYkQJTwaoU0sOJLOzxADH5tLF7MiJmY58HUIGOxNcvpR6ZaYw2PU0Afz2SqXIOxXAaM671kwYgUQGgfJUDswOHZlpR9tegN98AuDgX31wYa4GyFGXMWlQEZIx+9PE7GJOTBnsApW3Q5b99qFO1qE7JdjzPMCBVxWjQSowPgIQ4S56mbebICy9K85yzhtUDrUPMKNAWrHrfxUJcutv/amvI8g6u8AaVCJoTlHrPCWzCxDqK4pg9cI69vV/vXU4NS9KO/Lh3tS8nrFZbsDzdk1dg3DnH7fD3pYUnZ8JwuywW8XouBLccAOHo1WaugcDYozyeM31nABo2YHNMAFmXxj7uZQxLdE/MgafyX0VvpT7PAxwm59U4UjHAPQOj0FBXg6cMjn15hSEDHYWuG7VDPb5f7Ycgz5OAkgaKNeCvf7SEewCXlj+2KYj8PjmI/CbjYfSfSgZlbPDuioEGgJwdiPiUFuag8Goavwa7Eis5KBxOUC4OvZzTcaUwc6IocFB+Oe8X8H3838HxZ2709b8eWFDOeTnpifsyGBngXPn1MDsmjDbjax793jyX5Dkp5EUMRfjghBwZkcuwm61QFrCKth1A0RiMhVJmOVFeex6RhxsS9GGypHZeQ12JGGu1v+cmN3YEOpmiRzhhMP4QAfkh5TrYkbzX9KWr1vcmPrOKQQZ7CyAfdu+qLK73208lPw2S7hIpZTZGV4n4F1UqL9jXxokmIwAn6eia4kzp5QX58NMtfHuwbQzO2szjSMwkBOz4/N1CCoqR4zJvB2PSH/s/p7b9pJiUMuSzikEGexs8KmVU6GkIBc+bOmDtw4kORiQ/GQMQsmCsRYp4AaVw+1qsEuFpJxpYM5a7v3kgggxu4rifJhVGw6GI5OOdbgHYNzl5qVpm/L/FVYATDld/7u8Yu41ZLDjkcNJxtXDxwCa30/ZayNRoCbk6eicQpDBzgblRflw1fIp7OvfvXUoNTImuiRTMV8ugwwq3QOjWu6pl6sZk1AxNgwQ5WQ7Lm9HfTHxWqaRKgfT3UUFZUavigKVHMy+ACA3T/87LEHIK1K+ltPKdcgZMpznnetS9trHOgfZ/ZufG4J5dWWQLshgJ2hU+fPOFmjuTmJHFd5YkAp2N5o5BpWjnTHWIpmdQP6VY3a0SSgvztMMKigJ4xDNtIFnXW5NKlq+ziBhEmStnSnyhpVrYiiar/xg59MpkzJJwpxfX8bcmOmCDHYOWFBfDmfOqoLxSBQe25TEMoTBWJ4lJeUHJGPm5Aee2ZGEiZDBzgTGhZ2rtdNydkX5UF9exPoSjkWibLcdiODshtlhPvvY2+bmFEK+OhBUOjJ1yB9W1peXIitgOFSoTIs48V5KnZjpzNchZLBzwe4e23yU1Sn5Dky6qxdjypgdyTwVUwIf7LBGh+8EMeFmsiWR2WluzOJ8ZrqKmVT6M4/Z9Z5Q5NrCcoCKqeaPkczOFEWjygaoKVoD7xSckVIpc4c66QAHtqYTMtgJ4NJF9TC5rBDa+obh+R1JaCGGiXrd9ymUMSunx4JdQIMIH+ywQHo4GRuOCRXs4nN2aFBBzKoJWLBzw+xIai/hauuMkMHOFEVjyma6K1oKL+eeGwt2Sb7nFXOKZHYZAyyC/MJZSlD43cYkSJmGFk8pqbUbMQQ7NA0ENKl/pEN/XFLKNMC4sPMGFa7ODqEVlrdnILMjx3C4xvoxclq5KUrGlQ11J5TCq5HlynnqOgzQ9G5SX/dE9xAbFpuXE2I5u3RCBjtBfOHM6ewNe+dwpzaqwjcYO9WngtlRzg67xucWBlrK5Jkdoi/ojszOwwD3Lwd4eDXAhn8BOPF+cnfQxk2KqUFFZXbVE4HZ2QU7yezMUErBLloGnaN5APMuTYmUSfm6uXVlUJSfC+mEDHaCmFxeBB9bXJ8cdhfH7FIR7NTXKAjHdsoBDHaj4xFo6lJcsGhdzghm9+GfAToOABx/B+CVuwF+cR7AzxYBPHeb8ju/F2I7g4rG7NRgVxuEYDeQILOzkTHxeja+hgSURZVg1wWlMIBTDxZdnRJX5k5Nwkxf55SkBbvx8XH43ve+B7NmzYLi4mKYM2cO/OhHP9KZCvDru+66CxoaGthj1qxZA3v37oWg47pVM9nnp7cdZ7VfGc3saDHAxaGkKrDBDhtAoxO2MC8HplWVZEatXfcR5fOMcwHmf1wpdu45rky0eOyzAD+ZBfDK2iQGu874OrtiVcZUmd3xrkEYHkus+/0Tm4/AFx5+C+576UM2q0zIOIRzEyPcvTPgootKv3p9SmbneuJABShrSme0lDUHH5+zRnGu4rV6fGtC9+cXf7UJvv3Ue/DCjhNxG1FiduksJicYqjITx09+8hN48MEH4Te/+Q0sWrQI3nnnHfjSl74EFRUVcMstt7DH3HPPPXD//fezx2BQxOB46aWXwq5du6CoSC0KDSDOmDkJFtSXwQfNvfDUlqPw/86bnfk5OxbsgsvsSMLEQFdamJcZzK5LDXYLPwlw9teUhffQ68oYJ2R2PccANj0IcOGd/rwe5acwD4ObGJOcHRlUakoL2HnEc3ikfYDJS17x76/sYyUMb+5vh/te2gt15YVw0YLJsHpBHZx7Sg0UF5jIVsY2Xr7n7OS0ciMGRkahUgt2yvs9CIVQOv9jADv+B2DnHwGmrvT03M+93wR/3au8L09tOQYFuTlw1uwqWI3XwcI6zYk5IYPdm2++CVdeeSVcfvnl7PuZM2fC448/Dps3b2bf4+7vvvvug+9+97vscYjf/va3UFdXB08//TR8/vOfj3vO4eFh9kHo6TG4F1OEUCjE2N0/rNsOv3vrMHz53FnMzp0wuF6GqcvZcQskudsCWFhOwW56VYlW9sEPogx0sCPzDy7Acy9WPnpbAH46D2CoR2lWTINHVfx+02GWk/y7C+aIvx6xmPJGgPZ9GrNjs+y4Oju6htGRiTtulDITCXbtfUqnn4+cUgNbj3RCS88wPL75KPtAJr5yxiQoKdAvMeXjHXAv/wPfc3ZyzI8Rgz0dUBpS7p3uUClAFGBgeAxKUcpkwe5pgEvuxovD9XOTcjC7NswUGKyJxeCHH//47C72O1wiF9ZPQBnznHPOgfXr18OHH37Ivn/vvffg9ddfh8suu4x9f/DgQWhubmbSJQFZ31lnnQUbN240fc61a9eyx9DHtGnTIF24ankj6wKAb6pvhblGGTOVdXYFpYHO2SH7oGBHzA4nUWRUsONRRDvcaByDX7+7Bf6/dTtg7fMfQGuPi249tLBjsOOUAmRvNKeVDCp+OTIx7zM4qsigD31xJWz93sXwmy+fCdevmgFTKotZeQgyvpd2t+g+Nu81TBBxc83RY4XcmFLGJAz1KJuEgWgh5OUXxQa4YhcavP9RaTj2jqfn7lWVg48vboBX7/govHT7BfAPH18AZ82qYmOlEMumVZqz/Exndn//93/PmNeCBQsgNzeX5fD+6Z/+Ca699lr2ewx0CGRyPPB7+p0Rd955J9x+++3a9/j86Qp4uFOtLM6H1t5h6B0e9VfGRA0dJamU5uw4ZjcQbGZH8mWg3Zi4iaBFudLkGsXFBt2v48MKo1eDX9fACBtOS+gaHGWmKLHXpGA3JSYVjg5Bz5AS6VBaQqZFmFVdkrBJhVgdPm+4IJcxxgvm1bKPf/xklDVPf+9oF0QMebzy3v0Af419Hx3shBA+RoRV0Hm1rbOTzM6IkV7lvu4OlbP1q39kXAl2uN7Mvwxg+1OKK3OaWmzuApQ/Ly3KY9cADmbFjxvOn8Ou6S2HO+HUNI71SWqw+8Mf/gC///3v4bHHHmM5u23btsGtt94KjY2NcP3113t6zsLCQvYRFISRYfQO+zfenpgddjNp+zBFzE5dDPCC14JdR2CD3YzqEu3rPr82GclA11HlMwYxjcUZgD/vb9XJ1z94dhfbQBFc5SWJxZROBgjlAkTH2TXVM1iimVNwISL44chs71eCXXW4QPfcCPwea6pM66qOt7Fg1wHlUAU9EGLH2g1QXGn/ghgQ+13k7CSz0zCqBrveHAx2CsNijkwESpkY7HapUqZBVncCqSxlah0nj8qSApa3Cwp8lzG//e1vM3aHubclS5bAF7/4RbjtttuYFImor1fs+y0tLbq/w+/pd0FHuDDXX6MEMTtqgZSS3phc6YGHnN1rH57UZswlC5hz4mVMuqECzezsJEwCBUE12P1lZzMbEIyqDxV/u8pLagaVcOy5Bzt1s+x4kCMzkYnlHf1KYK4udbkJVYPQaEElk9WUY+0Qu16RDQu7MSWzM86y689VmB1C26jPWQ1QUKa4hbFUxqOMWabmhIMM34PdwMAA5Bh2ByhnRtTJwei+xKCGeT1elty0aROsWrUKMgHaBTPsN7ObmsKpB5yM6TJnh+1/rvv1Zrjp8eR2X+gaGNV2jtMyJWeHXSkQlUo/Vadg19k/Av+wbgf7FqUfMoy4C3aDsfeyeJLy9WAX9KibAjKnEKhlWHPPUGyH7xJtqoxZFS5w94fqsRYWl7BuHsLlB7QRQ5mSH9JqhJQx4xAdVO7rgVwTZoeyOkqZHgvMScY0Y3YTPth94hOfYDm6P/3pT3Do0CFYt24d3HvvvXD11VdrEgfKmnfffTc888wzsH37drjuuuuYzHnVVVdBJgBzFL66AknOqlBzPMnO2WHjaZophglqlzm7va0K89zV1M2KvpMFki3R0o7dFzAvEHg3pktm9/1ndrKeq3Mnl8Kta+YqEjlTDVxspGhhR1ZDcuBgZ1z3FF5emlSSnxC7wxZQiOpSl8FOLT0Ih8tYn0ZEZ7t5rt48X2fD6hAUCCewjHmord9djaSanhjKr+SCHff3fIG5SkrcBjtSJLIq2P385z+HT3/60/CNb3wDFi5cCHfccQf83d/9HSssJ3znO9+Bm2++GW644QY444wzoK+vD1544YVA19jxoAWp3+Ou2FHGTDaz49tL8aUHeBxY9OsA6miCTZnxxksWDnPmFERG1NlRsKONi02w23XgKDzzXhNzrf3rZ5YpAV2VyF0FdC3/yjM7TsY0WYgSdWS296kypkdml18UhrFCJTDvOSjQkUjL19mYU7KA2f3p/RPw0X99FX78/AfCf5MzpDDnkYJYsEOTioY5FymTJHqbAA695up4slrGLCsrY3V0hw8fhsHBQdi/fz9jcQUFsZsC2d0Pf/hD5r4cGhqCl156CebNmweZgrBR904EmHjXmB3l7FIU7NDMkFcIUFwVs8MbyyAsuiYQ9rYm71gpJzjNGOyCnLPrPirM7F7bvp99/toFs5k9GxFWry1PBhVc6ItUZocGFW68jxGJTj8gg0pV2G3OLhaYi8pr2ZfHjh9z/jtSHeycmBO8qBw7odz74h729e4T4rXGecPKPY15UkrBDPIbdZQyl35W+fr1+1zl1Ok6pXszyJC9MT0gJjX5sOiiGQUdabx1HOuvktk4mG8Vhk663LzYIilgUuGD3YctyTPTkDllRpWyMGdGzk5cxswb7YH5dWVwy+q58aqBq2Bnxez04314JNoQmkoPXMuYFJjzimBSjWJIaz/ZzAqSEy4on+BuzD/vbIb9J/tdt8zLV4PdWCEW+ZNyYNion3OLsvk98ArA8S1Cz4u1lKjuZG3OLhtAbkzsQpAwiEnlFgCElZ0uG1CZzJuVd2ISXJhUcGwHYW9L8pjdYXW0z/RqZQGjnF1gmR2yif6TjsFud5dy21WEBuCnn10GhXmxgtvSRIIdM6hQzo5jdiYSkyZjegx2Ws7OtYwZC8w1tUqwKx7rgfeOdSXeKow978RsBI0sCtuzEei9FUGhOrgVimPBjhoCaJg0A2Dp55SvX/up0PPSMeB+OWzolBNEyGDnAZ5MBE75OmRWaBYhJDNvx+d4CC5MKthEOBXM7mjHoC5nV1aYH+ycHUmYhRWWdWMYxNbtUs7ZabWhuJ6B3gwqg5xBZZKJQSXPdxkzZlBxK2OqG6X8YshR82+TQr2slEWsCXR1VjK7Vz88CTvVPpNumV3RqJImiZZUaTKm6WbqI7dh6ALY8yeAFqXVl1BBeWGeP20TkwwZ7BJwY3q1betA+TpcHLFkg3amyay145tAEwSbQWNCmr/RcLGknpW+HuJYBJq6KdiFdcwOc6WOsldAJUxsIt48rASIOWXxAc2TQYWXMfmcnaEvphmzw9ybG5ZALAMdpIkxu2ItcGGT4g1OwU6Y2ZXEXJ8unYVBxn+orO4Ty5SWcHgPCk2ZwFM2rqwxOSzYqczOzG9QOw/g1E8qX7+u62Dq4MQMvjkFIYNdunN2JGPSIlVYmnxmN2oW7Kr0O2gHCRMdfrijG4tEkzL1+ljnAEtbFufnsk79vHzsqxM2KTV21k5M7HnZA8qCnDPc7Y/T18qNSYuRSc4O37vaskJPUiZuNjBfk1DOjrmAlWuuKtTLWotheynfcnZmExYyFJsOtMPbhzpZ27fbL1aMfLjZEzLIjQ5CQVTZmOSWVkOJen1Z/u1531I+Y4PodsVA5eTEzARzCkIGOw+I60Lgh4xJshdJmcl0ZPITD1zm7EjCnDKphPXAS5aUyffEpHZUmNvCGz6weTtqFWbD7LCQuydaYj7twstGCtkLLeq6YBdjdmYGlUSkTDKnFOXnxE01EA92RZoLuDa3nzWsfn1fmw/Mjgt2E0TKpFzdZ06fCjOrS7QGy0JSplpjNxrNhYKSSihRp4VbbqYalgHMvUTxDbzxb7ZPTfdgJphTEDLYeYAnE0GQmJ2pjCmWszuh1tg1VhTBvDoKdn1JKzuYrjYtJmgmlSDm7QRkTAx23RC2DHaury1qDmBSVB4zqJgvRl4dme3UKsxt2QE7Xp7ZKYG5MqRcP7Z5O9GcXQ6W0xRNGJPK+8e62LgcDHBfu2AO2/hRcCFmZQu1FVsXlEK4KE9TR0xlTCO72/YYQLdhSkWGdk9ByGDnASWUV/FDSotjdmXJz9nxpQcuc3ZUdtBYWQzz1NZWe5PA7HCEEm9OIWjlB0OZGexaujlmN6zOtOMQKz0QVA34BZ1jdtGhLugbGrGUMRNxZHouO4gz0yjMriAyBIUwwvJ2pnko/BuS3p2YHT03/1oZjAdUVnflskat3pSCi1CuVWV2ndFSxsKLyaBiF+ymnw0w4yPKRPk3f275sJ4MKihHyGDnAWE/e2NqzK4iIMxOPNhRH8dkypg47YBHoLuoCDK7HmJ2KBUZ3mcyqAj/fxTskM2gwUlVCELRCJTCkO3O26uM6bnsIM5MU6HUdmFLuPwBNvzVVCWgfF1OvtLpwwkkz/OdgjIQeF/9eWcLs/Z/48LYMF8yhFBOVoTZdUIZu3diBhWHvz1fZXdbHgXoM2fcktllAXydesCXHqQzZ6dNPnAIdqpDsrEyJmMeah9w16vPRbCj3SwhsLV2yCJwbI9DqzBc0IchHyI5BaZSJl9ULuS245kS+1wEkKd8XRHqZ3k1vo7PKtiJOvsQbaqM6bp7Cn+8GJxxFVeZ6PlTlGPc8KF6Dq2GtorMvZsgzO7BVxWDyKWn1sMpk2PjkmIypnjOrosxu1zzdmFmmH0hQONyRXbe9KDjLLtMgAx2HhBWmR060sYSbYTMlx6knNlxdX1hUWan5uwqi6G+vAjKCvOYMyyR2Wimo30MfTEJ+HqBnGnXfSwmQ5NJxOT/amZu1hBEiaGglGkS7NDlSo5HsY0Lx9LVa6kC+izNKcSaMXYgQ+gcED+fHaqMSS5Zr3V2DKoj85xGZSkyLUHQWoUJSJjsuTO/GTR2D8K+qYgbLzxF9zuSDcmAZIcIJ2OGGbOjdmEOwQ4vjPPuUL7e/HBsU86B7kFZejCBQQuS0A7JrUFFY3apyNmZMDvcyVnIP9ibT1mslWCHyfK5STCpYO0XOl3xfps6qTh5Bf1JKTuYbsk+sM0Zda4I0ebGyOw4d6OQScXI7BBqsEVmZ7cQYePpxgrl7w629Xnoi5mgjMmOVQl2K2qVwP72wc74+lVSG5yaQE+gZtAPbtjPNpE4+X3JVH3jAXpPRZjdWJ+yUeiCMsbqtIktIwLKwfyPA9QuVDZkbz8c92spY2YBCvJyID835E9hudGgUliWnpwdBtncQlt2h/LVyHiEDRmtU2u0kmFSIXNKQ3lRnAQXWBlT0JyCQLaVU1RuGuzQdYe1hcImFbNgp26csFjbypxCmFmjBIaDVqN+MNAYcjbtXrunmB2vyuzq8gZgSmUxu77eOtCeILPLbBkTN5T/s+WYKatDuHFjjquDW7uhFArzcqBYDXYY5xyVA8wBn3e78vVbD8ZtgmWwyxJ4atjritmlImfHBTtkIw4Ty0nCrCsvgjy13i0ZJhXjtIOMkDEFzSk0n884rdxzrZ1ZgwAds7NfiGbZOTLHRwF+eQHAQx/RLXSex/sYO6iwY1WCXWiwAy6Yr/SGfe3DNovxPm5lzMw0qDy2+QgL+mfOrIIzZ9FEkhjKXbgxIyorHsirYEoMXxcpVCe86BqASTOVDTAWmpuN91Hb+AUdMth5RFjrMZeAnIbbq8F0ujENwUTL2ym7QSNOqE7MhorY3EEyqfg56sfKiRloN6YW7KzNKSQB42bBLthpLcNGvMqYxOz6nZmdXa1dz3Gl32dfM8Ch1xMf3MrXBWrMLtbx5fy5teZ5uyxjdjgUGXHFsgbT308qGBOWMUM0uDWvQlMOkOEJb9RxIgrKmYj2WCNq/vWlQSVLHJkJMTvc5WItS6o7qJjV2QkUllP3FMzXEeaqLrHDPjoyrWrs+BsrcHV2At1TWlRmh8Ye35idmbNWY3b2BhXH8gP6nxD71rNPmOehOjvXOTvW7WXINGeHzOGcU6ohLyfEjoXGO3nK2RVkds7ugDrGZ04tZyAjHNsC1204H27Le0os2A0pwW44vyLu+oqbfGCFMmU6BfTqJ8rTqC0pY05waN3DEzGo0EKHtUYU5LScXTIbQffFy5gCheXUFxNzKwSU5PBix2Q63aTJlDGDz+ycZcz6CrFg586gwp0rVRKvQGbn4JQj9ny0c8DaYYrY95J23lFi89RBhe9VqTG7mJqAx7piuhKoN+w9mZVuzNHxiKZszK413J+Ipq2QGx2D83K2C7kx87hZdoRYTljwHipTGWbvCVMZU7oxJzh8YXa8OYUcfCnJ2Tkxu3bbgnJexsQ8wDyf83YxGTP+ZqddpC+t2vwC2ulR6kNUzrB8WHP3sImM2ZVYyzA7GTOEBhX7XTexdGQJcTkgGlmE6NgP0HFQkzDR2UdmB2HwwUetBdQakKvFz5S327DnpEkTaFE3ZuZOK8drH8tO8PwyBcAI1aU9NdTmzOwi45A3opS2jBbGcn9CLcMcmB0G5aFRZdMjmd0ER1hjdmP+mVNSNvXApPSANwBYGlTiZUxd3s6H8oOh0XGNAZnJmMR6AiVjajV2pZY1dojWXrcypogb00bGFGB2qFBMKsmPm0CvY6uE/euhzauEyY5VfX50/aLTTydjqsFunhLsNu5vi42OEm0CPQFKD0gdQXmZGqCbBbvJoS4YHnS43wa7sKKTfRnl5isKtQwzZXaxYMfff3LqwQQHLUgJtQwzlh2kgtmhKcasqJzfZVsxO67Gjgfl7fxgdjjah24gWoQDL2MK1NjFG1TM6+xcz7SjAMJvXDRm52xQQUxRaxmPdw6aB/Hqucrnfeu9D221YqEGZndqQzlzeeJCvOVwp+IIpXOUBTLm/pPKfT/bLF9n2ASXDrfYP5l6TrEXa3FR7P2iyQfCZVPE7LDeTl2XSMJEBkrO7KAjM45yorYMM/bF5HN2uGNPxvBJtgBE49mAg4yJ5pOTvcMWzK7MN0em2WgfHiSZBCrYkdxn0yYMO+3QwNO6CofSA7tp0k5WfkSRwuzKQ/2OBhUEFZbzE+h1/9fKv1U+H3wNOnv6/OmLSSBmhxu/yDibeH2+yu5ew7wdXYuhHFvWbO7GzERmpwY71TgUB24TPGm02X6IsaEJtHHtEh5RhmsSbYz7WuKmlGcKZLDziLA2086HnJ1Oxoz1wEuKlMkXhsYFO2uDSouab8Jei0bGRTLm4fZ+JkMmy4mJKFVrerCo3E0/x3SbU072DbOZbeg2rAnzwU7fLsy9G3PAsl0YKyovcsHs+GCH55aY3YKPK9fGSB/kn3g7gWDHzbLTjpUCWFQL/OfPq4nl7UhSx6BI0ucEZnYkY5qaUwzGtamhk/bXiNYEulTrnMLLmK7mcWp5uxMZWVCOkMHOI3xpW2Xsi6k1yM1NXrDjczzGxcOmqFwrO6hQ2oTxwInXyCBwMScZJmFmZ1Jjx5ceCPeODIoTU5UwJ5cVMvZiX2eXqEFFCSCloSEoL3DeEJC7Vidj4jXAygRCAOVTAU5ZzX5c26LU21V5qrEzcY7mFcTGWqlM5Dy13m7XiR7obGtyl6/LdGbXZlN2YGgjiMHO1pGpNYEu0yaUIyjwDbhRRwx5O62gPEOcmAgZ7DyCuocP+G1QwUBSmMS8nVmrMAItKIOdTFISMafEHJn+mFS0oa0WzA7zDRRrA2NSEWkVRt1TyMnKtwszMFR3BpV4aXA0P6YOoElFONjxzK77SGyRw4A0Rwl2Mzs3ss+MnbqFWWDWFZYri3NNaSEsmaJsBj48cEh9jItgR9d2hgW7roERLSdK9Y9x4NYER0cmx+xKVekSQS7aATcqjGR22QtfppWbGVQQBUmstdNkL5NgwktKGPA4nOBG+5jBr7ZhTjImsqJSNzmtwAQ7RQbW7OTE7KLjcT0HXZW1mDhre0ei0K0OiC2N9gnLmDo3JhWUV0xVPs+5iH2aOrwPaqErMTemMdgZHJm8lHn02FF3BeX882eYjLlflTCxtIdvNq8Dp/Ygs7Ptj6kb75On/TgsOvnApvwg02rsEDLYeQTJAgm1CzNjdoikMrs+a2aXmx87FkPe7rjaF7NBNTMYMW9y4tMP+NE+Zq3CPOW0ko2x4VixrVBfzCJORs4zlTK1jdSIN4MKSlvdUeX9zRuJl0mtmF1r73DM7k/5Omp/VloL0LCMfXlezvsep5TToFkjs9M7MhEXzJvMPne0HlcfUzPhg51mTrHK1xnWhCmhNvsBruo93Bkt0zZQPLNztVk0FJZLg0oWgR+V4RnGvpgEcj4lJWdnUVDu4MikXT/fPcXckemd2aHbE/NwmNIyk0sD2TKMggIGL5uiZ5p4oAW7kHXezl0j6Pg8GBaHd4F6DZnMITMCWRoaj1BNJQZv6jA9ZQ37dEHu++67p7BjNfTFtGF2y6dXKpO1x7o85Owyc1I55etm11jk6wxqT32oE/r7+4VkzBIds0tExmzWXZtSxswC+DL1YMhCxkxFzs5MxrQpLKdFsMFBxkRm5koe4XBYZXUY6PJtancCVWvHS5h2NXZaqzAuSFgEO1cSuYks3c0xO6McbQbMuTYa83ZGGROZt5q3Y8yuxGX3FKvSA4v6Tnz/zz2lGiaF1MVdMjt1Lo9+Mxnh+5caMdCpyZilHAOjwDeQALMjRikNKlmAsBf7rhG0yBllTI3ZJSNnZ1FQ7sjszAvKCTi1GksSogk4Mqn5r52Eqa+1G82IfJ2pjIlwYHZi8+ziA0jP4BibX6Y8tzOzM3VkErPj/q+emuXQGy2GqlAfVPfuFnpeMYNKdZyMSVJmNQU7Vzm7cMz9mYxa1aSXHZRan7+o8v905Ssybw4ZiWyZnTK4lVDits7OyOyiUc6NKZndhIcvReVWBhWqtUsGs7NqFWYz+QBlMfo/qQDZCGVqeWImFb6g3A4aswuCjCkY7EjGrBcKdi6mSZsEEHy/3DA7U0emiYzZMRSFNyKL2deFh14Vel7HAngLGZNMKlWg1CH25RnuETvwz09TFgIOLA4nc5ZlQTmX1mgvmc0+F/Rxzboti8oxZ8czOw/BrrQ+9h4O90g3Zla2CxsZ91bcjMYGqjuyZHYpLj0wdKE35uuQudk1/010tt0Rm2kHZsGORowEItjZdE/BXTD1IWQTDwRlTLysbBckLA8ZH457P9Gg0gUU7NwxO/Ze4yaLgiQnY+LQ1tciS3VTEBKaZRdnUNEH5qmTSqA2V7mW3m1zIZvyz58hUia2ycNpEjhrziovrkmYBaXQX6Jcb8UDqoHHdFZmrINK2EzGdOM3wM0xXa+9zZLZEY4fPw5/8zd/A9XV1VBcXAxLliyBd955R/s9Boe77roLGhoa2O/XrFkDe/fuhUwCXTzjXoubtUUI6+rUmquU5uwcgh2Xs7OrsTM1qXhkdmRusU3Q+zkl3g+YyH1WZQe4MPBGAatghyNY0KTj+D/ydWSJMju+iwqZbvD4qB4Qg13/SCzYHXtbOJA6M7tJ5kODIxGoiCrXxIZjLjaUOblKs2n2mv0Z1wCaNR0wA21+C8tgpLSRfRkePGHx2H6A8RHTDiolXpgdn7fraeIMKlmcs+vs7IRzzz0X8vPz4fnnn4ddu3bBT3/6U5g0KdbX7p577oH7778fHnroIdi0aROEw2G49NJLYWgoMyQHvpmq50VXKzsoj+9kkpKcXdjeoMLl7JzydfENod0HaewdSQXpC+q5lml2ObtAyZgznAvKjSNbKNgNd8dJwmE1KNrK5BprCSmddziDSsyNKRbsGvmcnSZh6gM4Fjwfi9bCifxpSn3gwQ1Czx13vFYGFUPODo89B5SN5J8PjLhTULQBroMZ1gDaruwgxuzGypX3pmLYItip53I4mg+DUKjbZHkPdrG8nZQxAeAnP/kJTJs2DR555BE488wzYdasWXDJJZfAnDlz2O/xgr3vvvvgu9/9Llx55ZWwdOlS+O1vfwtNTU3w9NNPQ6YAd1900XiqtTPrixnQnJ3G7HgJzkbGxEGgbh2Zh9ik8whjNdMzRcYcG2G7XNFWYXHzyYQGuI6LOWs5JygzqBCzc2lQwY1NpPNInIRJMiZif/nZ3qRMkaJyPqCp12BXNAxHe8Zgnxt5PMPG/AiVHdB6gMqPer1Vj+mnh8fl66CUOVsL8nISkzENjsxYsMtiZvfMM8/A6aefDp/5zGdg8uTJsHz5cnj44Ye13x88eBCam5uZdEmoqKiAs846CzZuVFoRGTE8PAw9PT26j2BNKx9LuC9ma88QfPFXm+BP759Ics6uz8GNScyuI25CuROzw7Ev2CAY1ytXCxMA7GlWdq3z6susZRxDnV3amV0Pyn3Y3bnYtg7M1ImJKLQLdgIGKIvgwWRMl8wOc4l42jFvNNh2SF9QzsmYiKbac5Uf7Hs5rtWZLeh4rYrKMf/IBydVSh/MV6eXf8gNdJ1g5QdCBeXcvZtXpSgJVZEOJf9vhEW+DkGb9NHxKBvC6pbZRXpPyDo7xIEDB+DBBx+EuXPnwp///Gf4+te/Drfccgv85je/Yb/HQIeoq6vT/R1+T78zYu3atSwg0gcyx4yfVm7onvLCzmb46942uP0P26BlOC+JOTubdmEWNU/k0GtwCHaIuSq7c+vI3NOsbGAWqHk/OwSmzk6wxq7FrMYOkWgzaIu6Nb6DimheDXf/xDyH2w6bmm7a1cGt/fVnKjkxDPYn9wg9vy2zw41XTn583k5ldjlq2YGnYJch08odyw54GbOwHIor62AwWgA5uNmiHKtFE+gwnyeG2CbdffmBwuzGu2LSaVZ3UIlEIrBixQr453/+Z8bqbrjhBvjqV7/K8nNeceedd0J3d7f2cfSoTSFlChF2O/HXpuyAFkSU8n7xVmsK3JgOReW4kKoLRax7ir2MyZtUPnTTSSUahb7D78JNuevg+q5/Nx17E8iZdlTQa2BAvsqYdqqBhSSNBb9YSKwxO0H2pTF3LWenlzGpSXFlRQXAzHPdS5lWReW4UTDL26nMLjxJYRSbD3aIj5DKIBkTnY3Yqk2Y2RWWQnlxAcufmk6U5xi90j1F72RFSRNHTbmWMtVgh8yOPU9uDhRx3oWsC3bosDz11FN1P1u4cCEcOaK8IfX1yoXb0qKfsovf0++MKCwshPLyct3HRGN2rapjD7GtRX0+Q7cEX0DuNCsZE3+eq/Y9HGhnblMKxE4yJoJq7RynH+Au/8M/Azx3G8DPFsFdx/8O7sh/Ck499iTAjv+x/VNtpl3ag51gjZ2TQcUm2HmSMZHZUelBZFR4wSdHZkGfeR6Shs9WYaswtZsK7F8v9Nx2x2tZa6eqC+FJdSxfjBvBtw7Ez1rM9Jl2B9V8HU57sG2szBlU8HHHo8rGdKzDJNip5441gTZhXyVeTCpqsMtRW4ZlkoSZlGCHTsw9e/TSxocffggzZigaMxpWMKitXx+7STAHh67MVatWQSYhIQu8kdmpO7szZ1VBHyiLwfhQEt2YVjIm22VT3q6NLXCo7efmhGBymQCz0xpCWxz7odcBHvs8wE9mATz2WYB3fg3QcxwGooVwMqou/n0qs7WAls8aypRgN+w62AnJmBbvJboxB6AQoiQNuigsz4MxKBluNZUxidmxwa1qn0w49Ia4VKjV2RUJyefE7ELhGm16ubCUmUHMznFgq4lBBfPWx9RgN9Ku5lgtDCr8eJ/4lmHuu6jkDiBRicpgd9ttt8Fbb73FZMx9+/bBY489Br/85S/hxhtv1GzVt956K9x9993MzLJ9+3a47rrroLGxEa666irIJIQTaRmmMbsKzaCC+MZH58DiWVO0YIeWfF9BC5NV6YGhZRhJmCjBYcATlTGPdQ4yo0Qcnr0V4MPnlYJ6HAp6xv+D/Rc/AsuHfwHP5a42t6AbUJZBzA6ZMU4pjysoNwa7uJl2ZFAZd2XlR5lPqfsMQZTq1wTzdsjcsbkws/sjuw+rMpnqotaCHU48qJ2v7PTRVNL8fmIyJkI7Vi4wkyM4XAMXqMHuNeFglzkGFTKnzHEKdlSKVFDG7sXWHMX3EOlUc6ymBhVsFWbC7LSWYS7uoVLl9XIiozAJejPKiZmUYHfGGWfAunXr4PHHH4fFixfDj370I1ZqcO2112qP+c53vgM333wzy+fh4/v6+uCFF16AoiJn5jBhWoYZ+mJix38EsqfvXLmSfV0Ao/CrDR9CcmRMmxuL+hD2Y7Cj0T5i782kcIFWOrDtiMki26+yhmv/G+C2HQCX/xTezj8dhqEACsvia/zs3Ji4ycBgEuQaO2TGeIy4OKFMZRrsImNxDERINTAp0iZLOBL0ELWhc1FY3ghtsXwdV/+J5Qw4HR7BZtnhC1DdleDz28qYJp17tMYGJTVwzik17BzizDfsNiIe7IJfVL5fpOxAx+yUDWVHgXL+Q2Y5OzKoGArKE5IxcYivqvrUhboks0NcccUVjLFhkfju3buZQYUHsrsf/vCHzH2Jj3nppZdg3rx5kGnwXK9ikDHR/ku27rryQqivie2o/3P9ds8dSTwVlVswO5F8HWHlDGWXvvVIp3XX9volmoPxA7XsoHTSZPNOGgbws7nSxu7GRwF6mxxbhZE5pba0MJ4Z43sQyjVvGSYyoNZkXBOx6bLCPAgRWxKstZtaWcxmpJn9T239aheYwjwozFOPmTr/OBiKtPfejtmZGVRo0xOuhorifFg+TQner32on8hhP608+Mxuv1qm4yhjcgYVRE+hkkPL6zUx7KnnscPQFzN+7fLWRaUu1JlRTkyE7I2ZAGJ5lURkzEqN1aFDalJJARuiGlXbHRWM98O3nnrPHzkTi6CRRdjl7AyF5U3d7oPdiunKorTlcGd8oFW7tvMt0j5Qyw6qauuFmB0utlQkm7Zg13Nc+V+wc0mpGqTtauzMmHGiM+3MmkAPqhOki7lBvC66qFCwGy1VpHSCTsIkUCuxYYFgxzdk5rq92BpUOGaHICnzlT32Od1MkjEjkSgcalc2oHPsyg4MBhVEf7HSMqxgoFW5ty2mlJsHu1zlOVwXliv36ORQp5QxswmkeydqUCHbcW1ZoVZQHVJ3b3VFo/D+sW74xWsHEj9gvpTBltnVmDA7cYl5+XSFUWw72sVuZg20KOKEbnUxwlwQFZQ3NEwVytkRw0irSYVvAC1SY1duMexUC3Y9vtTZoTkFwVx9LnN2uCjOzlfOfXdhvWn3FCZhGoviRYIdH3RMZUwDs2NdsInZKdcjmVRe3NUCF/7rq3D3c7vgzf1t5oXRGWJQwc3k0GgE8nNDMFV1wwp1UMFAWVILQ9F8CGGOFTdfpqUH+vE+BPqZ69mTarCrw2eWMuYEwajzLKxwQh1UYsyOzCmTy7gFUd293fIRRTa476UPNQbkGXTjo/kg12ZXxjnjtL6YFqN9zIC9LfFmwvzRPn62HS3oyOrUAIGstnNglHXvmDplipCMqeuiki5mJzrHzqrGzsiOvMy0M2kQQEM1y4vzYqOjRHNqOEswTzn3rTl6tkoyO3bJiT92F8EOHaJm156R2eH5wLIJbvO1ZEoFXL18CgsMaNf/z9cPwhce3gQrfvQi3PjYVlj37jHoGhjJqKJycmLOqA5Dns3AYqNBBVFWXKCVH+hq7VBiVzcgrINKQXJkzPJEg92J902dyMmCDHZWO6j7lgI8erntw1wN2eSBFyOxLAx2ZE7hF0Q1CX3BzGJYs7CO2f/veOo9d+193JYdxE0rb9cmlLuRMfGmXTZVWWi38lImMQDq/cnl62bWhKGwXM1V4rkxa4HEH6JIo+QAlR3o3lseDjPtvMqYmOMClzk7RKMqYx6PqMHH0D2FlR0QSIp2w+ycOvcQsyNWh5s+tVQBVY+ffe402Pq9i+HBa1fAp1dOZceDmypss3fbk+/Befe8otQDajJm0INdn/0MOxuDCjIr08JydXMTgRD0QNhWxhzwKGPWJSpjouz6y48C/Hi6MhA2BZDBzgydBxXX4JE3bSUgcjm5ljH5ha2owpbZhUb64J+vWQyVJfmw43gPPPjqfkjalHJDzi7C6uxGXMuYiBUzTPJ2xAC4sTHEVtmkA5TFQjlC7C7t/TH7WvTNcR1lTKdg12UuY4p0UNExO07GdJmzQ+mwZkzJh+0brXLO2dGmRYjZ0bFanAeN2XXqgx3ljzngInvZkgb4188sg83/3xr44zfOgZsuPIXNW8TAh51WtBFWAc/ZaQ2gnfJ1unZhpVpe1jTYqfdOf04pRCBHZ+jyi9lhzo7uQU/o2K9MzkCWqpY0JBsy2JmBv3lbd1k+LNbSadxbsMM3Ojcvxuz4om1uph3+/AefXMS+vX/9XtjZ1J2cVmEEVTaK9rVpu0DGFFxgxXQTR6bG7CrimN2CenXUES16jrV2xOxMavlc4B/WbYfP/mIjjLidSUjmCSrTcDCoxNXYERwMKmJuTC7YDZKMyefsBIPdQDvkR4chEg3BhwPlpjIm656iHTsxu17vg1uNzA7HHY2PcefXusE2Ah2ueK3dcel8+PgSZSF+72hXxhhUhAvKUQ3SBvWWaszOVMZU752ekLIZMa2zK0iU2SVYetCmllTVzrPNefsJGezMwC88LTstH0Y7JtcXjKF7CgU7LDvQYJh88MlljXDpojpW63THU++7X5wtrOqmUHfTOcNdrMAYa+ywXMQNyKSCdVFaHmU4ntmROWU+zbAz66RhAtpVUl2ZFyCjfmzTEcYE3DaujjEP+8W4Rc3ZxXVPIRD7sphW3peQQYWYnaCMqS6YJ6ECDnePmRpUakq9ypgODcj5UVcYnKmg3OH88limliagMSpTDCrCBeX8hkKTMTlmR/1MuWuzG5TH+VZnxzG7WuiCsoIEwsdJNdjVzIdUQQY7M/ALjwizcy1jdupucJK6JvPBTmN2ykWOwebuq5YwqWb3iR7491f2gWtQntBqSjlBDTihaAQqoM9Vvo6Arj3KQ7yLi4/RoEIDW1sNA1vNiosTmXyAJqN1XwN4+e64X722ty2OuQhDgHngdUEz97wyO3TqWZadmOXsSMZkBhWXzE5dMJEt0KQLo4ypc2N6MahYMbvcvNi5QGYiyOx4UJ54x/FuGKfyhgAHO9wkN6mbIceCcrp3sSRJNfiUcy3DzGRMNKcg7Ors+t36DcK1MA45kBeKwCRIwFzStifG7FIEGezMwO9UW2yCndcLxoLZ6WRM1XHFlwtgacKPrlrMvv6PV/axm9r3VmEIvJnUhacq1KsN9nQLYneaScVgUMGBrchQcZc5bVKJIXfT7k/Orn0vwHuPA/z13jh3Ld96qtNtsBNgHiRhYmC2LMB1MKjYyuRmbkzeoKKxRkFmp46KwWCH1ySvHlDutpqXMV2VHgyYz7Ljwb/3Njk7K5wyWenwj+frWH8o8DImNYDGDSx2HnJjTiH2fpSYHZYeoNTJF5RHKNjFMzv62eCoy416bh60g/K+TxoXbMptBhoNJZldwJidxYgU2jENjrpsW8X1xcS/I4lIZ1DhcnY8rljaCJcvaVDlzPdgeGzcvynlPNRFvAp6ocFF2YGZSUXL2xkMKmROwUkJ2sBWs04aJtA6jDhJyJ1qk1xMhnOLMp73v+496Y3ZYU6J2JIN8zBl7ILBDgvn0WJvqxyYGlTG4uvsmI1/XHhkUUuoll3yVDaBtZKdA4kaVBxydjoJ2xuzw/wdlicgdreNBZ7ZCc2wszCnIDBn1gYVMAz5SoMDqrVTmV3beNgyZ1esjuZxu1HHutiWiHJfl44IdLIxA2462/YqX2OP1RRBBjsz8AsPLpC8Hs6BL9Z0lbcjZldUyQIdxklc63U1TDbTyn945SJmuUZzx8/Xu5AztUnHAjZndUeNzM6tE9NoUsEemWwzwA2f5PN1C0nCZK9r0kkjkZwd3ySXYzjIirG+T3uYm2CnBeJQLKB4cWKKzrRzDHZcb0y+gwrl7CyePw7qdd5fpORljnUNaHlA2syxDj/asXM5O6eZeSbHGgfenOQhZ8fn7Xa2jgSe2WnBTqTswFBjR+9xFHKgGQxSpnp9thGzMwl2Ydqou8zZYY6vOapc8yXDLobpGq8zbASP9b42fWX9hgx2ZjAuDBZSZmFejtbv0NUOiZ6/uFKrw6ox9k405Ox4YFC8W5UzH9ywX3GfiUCTvcSD3SQW7LwxO5yAgPIdykrMAGIwqHxgNKckI2fXxQU7LndlHBXjitlpbayqAHKsh1c2dw8nFuycaglpIec2L5pBBXN2KEfTpkkkb6cGuzGcRsGG9g7pzg3miKhNm77lW9R50LBTnZ3xvdfOsbiMyefttjVTsBtwbA6RNBx+E2D3s5a/PtDW54LZ6bunIMgNeTRiCHYDse4pfKcnHsUe24XhtdiqBruCQf1MUtdOzKo5Sq42RZDBzgzGhafV3JGJppGwl4uG757SayF1meTseGCd0SeWNbIdN8qZQhOcRZpAq4gSs4Mez8EOg/dp07h6OzqvBmanC3aCOTttWrkjs+NmfXGuRAp2ZIxxxewEWYc2tLVCINiZ5L0ce68a2BJKTLo6O4SbwnJVxsxRJ68f71QCFMnsOuWBXhdbv4lImU4GFaOEbWgVJopl05Tz+V7LqHlfzlQBpW6c2/jkF/XqgpeyA50qwwc75T0+ogW7o4bxPqVsc5Jv0pmlxGO7MJyq3qIGu5DXYvCTqTenIGSwMwMtPLULnU0qXhyZJn0x4wajWuTsePzwk4sYI0RH47+tVzVwofE+zjm7kYJJmowpOt7Hrik0y9tpBpVydr6OdAzEauxMJi74Mq3chNl1D4zCu2oeEdtPITqoPEIEgqzDsVWYbnKA3Uy7MYem3sWacxM77SC0ukjRwnLcCKmLZHHtLPb5uCpj6oa28sByFNHyA5StuGM1Bd8yzCOzQzMVHmdfhKsLdZAy0Yjz553NYhtGN+wFawYhCtGTH8T9GjcmwmUHFgYV3GijGBRXWO4w3gcR9lhUjjnhFlA3UF6DXVvqzSkIGezMQAxkxioX5QfjHvtimtTYOeTsCOjg+qerFTnz4dcOOC/8Wrsw55urK6QsYlPze6BITWZ7wQp13M+7ONuOM6jsUeva0JSjs7PT4jboV87uSNx5f2N/G8uTonuPDA20oAuBGz1jB23igYiMOT4Sx0BsN1K88UJ9P4nVIaPW8smitXaqExMdlrXqiCmSMdvMyg7cmlSEmJ26iKLRgoKjS2aHagvm7bBzyHhOgZBJ5T9e3Qd/97st8OPn44OSZ5zYpn35uz+tjxvThZtclPfxvZpeFfZkUMH/VVdrZ8jZ4eBWs7IDXsZEc52uWbsD8H5riarXVO8JSKjGLoXmFIQMdmagG3f6ObFdmnGERiItwzSDSgW0qDJmrQdmh7h0UT2Tu9CdSaOCEi49wHu1QOn5uCBHXQQ9Yvm0SZrNOjIUM6iYSphuDCoi7bSQzbDdNfc9V3Jw/txazfLtSsY0jJ5xlDHt3Ji4qaEWaRaF5ab/IwUPnIen1l1p432K8mJNAESbQZMEVjFVk62p1q6Dyg6MMqabMT9uDCrk1MOaMqfWdjZ5uyEoFGJ22FcTse7d476xu+Gj78a+aT8Al/3bX9mUBpQBEftVVjdtUrE+D+rCoGLaHxPVAZp4YNEEGhHmfo4BTxR4/JSz88Ts8Pg0ZidlzPSDFp26U5VaIpSLKKlq2TLMQ84OZcwek7IDXc7OubPHpHC+GDtx4cbcH5rJPk8bPxazjXtARUk+Y1AMFHiQ2WltwozBrjq2eFLdkJ1BZWiMSUKmMOZKBrvYYylfd8H8Wk2aQ2u98A6XcnY2rAOfiyRqy4JyBLZI46VM0Zl2fNmBGthi5hROwhPN2XVTY+tp2qgZDHb4f7Srg1vjZEw3tXZCBhU12JH7Gc+vh1ZSlLcbiBY4Tis/1NavNTbA87d+t8CsPAGMH4sFu5WlHWwzilMaVv90Azz97nHWWUjYnGJhUKHcrNYyDBkxBjpV3kYZ08ycgijKz9FOrZu1C+83ytlB/0nbe9RSFWHBOARQMxdSCRnsjMCFkxYdlJgmL7SVMj01VNWeHwe3mjSBNjI7B1s32cG1tlyJtgsDgA+HytnOMBfGAUxyDm7zdoUwAjk0sqWwXKuxm8/n6zRZL+TI7kjGxEVk2Kp1Gp+vQwx2wr7WPjjRPcSctGfNqoJK9dxhnKNg4Qezw8neaB7CnApOKbeFhSPTdqadWV9MozmFPbdLGbNiGgvOuBBiLgv/j9h4H5NgJ9pFhYKd2eBWI7MjuMzXEZaqzK5nvMCR2b20W+8o/J+tiSkZDJFxKGiPmdoWFZ6ER/72DJhZXcI2QLc+uQ3W/t9u8bIDC4MKMbtWqIRICGvtxgGat7Ofj+UWwzAUWDK7UCgEJfnuTSooY3ZAGYwD/m0UoK/VmzkFp4XYsfwkQAY7IzBvQosyLkLI7mx6ZJa6HeCKNmhaGDiDSlxehy5qvIAd3GQU7JyZneCIHzZUchh2RdQaGPUG8oqVMyZBGdCCE4JoQZhrAG1gdmjl19pcWQc7vFFpZ2qZtzMyu6EujdWdNbua5SJRQiJnp3D5gYBTsEUtO0ADkeOcMocuKqb5YNPxPsp50DXtFh3gysmY6N6rU2V1zNuZDm4liBpU3DA7gst8HQGPc3pVCQyBc86Ogt0Xz1audbw+yCHtGe37IG9sAEajKqvqPgoXzimHF249H7596XzGqmhz7J7ZGWVMpdaur7hBlysczq+w7J5CKPbQAQplTHy93vwab1Km1iYstfk6hAx2RtCCg3kUDDh1i+yZnVuDiurQQkQKK7Q8W3zpAXcTOOTtsN0QoosrkrbP2TnfYMc7B2BXVA12LTsgEWBxeVlIee1oYSm09o2yY0XWo0mcPASaQWPHFeqiYmnMIWY3aaa24FOwO39ubCGlRZy6hDhCwCnoOO3ARX9M0//PxGyk64tJEM3ZkXSolh1MISmzc1DbRGHgTqpBJY7ZeQt2CDSpDDrk7FAJefuQcl5uOH82LJ9eydj4/77bBAnhxHvs03vROTCUi+9PlJXA4ObqxgtPgfXf+ihcvrSBMb3z5wn+jyazIPn3uqdQDXZNSrAbzFODnQWz89oyjDr0DBTWeDOpaA2gU5uvQ8hgZwRfC4bUYfIiW2bnus6Odtj5JdAxrMhw+DJxCwnmcmghc8jbkcnC0T7vovQA8zW7I9N9YXZzakuhrlA5ttG8Mo3VzaoJmzs9RQvLnWrtiNk1LGOfIgOdsAlnnQHAR+fXxgU7GlDqR85OyIkpOtPOVMa0HtyqkzGFc3YkYyrvOfVDxfID0ybQng0qNtceXpe8zOmR2SGWTa2AQcrZWUwrf3XPSRbcUF2YVlUCn1qhFNP/95Zj1nlgEagBZ3tkFvSWqBvG9linIzy3D3xhBbz67QthKvWE9Shj0nvdnl+vY3YDucr7YpWz89oyjFSUoaLJ3oJdmswpCBnsjNDs8eoCRDk7Sv4mWmfH9cUkcwom/s0KP0UdmcI5O8GicszVoLy6KzozFuwSuPmRhZ02Wfn/+kMlsEcb2GrI1xFEm0Gr577XaqYdFZQ3nMY+jfS1s/+tsaKIBWBCVYkLZocyNAVhG+bRIlJj5zDmJ2zHXE3cjaYGFZE6OyyA7lHZTIWy4JMj8xjH7ExzdpqM2Ss4z87hfPDszmPOLp7ZmQe7F1UJc81CZXjoJ5Y2Mlkby2J2Ngn0+3RgdjujM2G0cnZsWGkisDCokAR/MkcNPh0H2Ke+HOV9CdsyuzzXfgNyk46U1HmTMdNUdoCQwc7SPFIek4HU9knQqiSVeYQ13dsls+O6p8SVHbiotdMxO7ucEzYC1hacsGMxNMa243lTIYr963DXbjR7uMTiKiXB1jleZN4mjIfLWjvTnSkGJao7UpldSH1v0YXJz+cjxiJUa4ebFcyj8sdpy+wczCleB7iamI20wa38UE2RMT+9Tcr/hO+1OjWaZExc9MmkquuL6dqgIsDsjHm7BJjdosZyrfSgpzf+2LCB+oY9iqS95tQ6zTl8sfo1sjtPwOtODXbI7PJq5yg/b08w2DkwuxOhmFKB6KFgZzVtA7wNcKWNVyTsIdhhwO5Rz6tkdgGAZo/nmujWWUuZrqeVc30xLcsOXDM75YLnGxtbsjoBGZMaANdWlkGIdmDNieXt5lUqjsmW4QL44IRTsJvksj+myf/d16JMdsbca/0S9qPCyADkwRhcME+/MLgKdpSvQ8t9XoFAjZ0bGbNHvF2YzSw7vUFFwI1JEmb5FEU+x2YCKrPb2aRcr5Ul+Rbqg1uDSrF4sEsgZ4cu6YJiZSPQ3B4f6Dcd6GALN47NWqo2FkB8WpUyn3mvyduA5M6DLO0wFM2HfdEpUFI/359gpxWVx9fZIbRaOxVd1BfTooOK1wGumhlMHeLqSsak8q1wbbwZKQWQwc4IQ/9GBhtHZswxN+a9L6ZVsBOstdNkOLvFmnbWuPjb2b+5zhksb1O/1Je83fSwcn5OjhZqU8EXWsmYbptBm+XsiIkiK+cYWFXOAJxzin4RdVVYruXr7CW2FlcGFas6O5t2YabjfWzq7LAjiVW9JOfEJJCMiS3ILPN1Do2sPQW7Yn+YHaKsTDmvbZ1dli7MNQsnx8ZLAcB5c2tYAMSNzyt7PNTcNSn1dbujM6AgvwDCjfMTlzGRLY5YuzERh8b116Pd4FZj2ZS70gO1S09Fg3tmR8EuxW3CCDLYGcHX2BEmWzsyw9pctXHPfTEtd/+CzI5qxYSYHUqYDoW61ABYCXZLfAl2RePK6/dGS5gpB3eVVLyceM5uzNqcMmkGK2cYyVMWiVWNOXoDB29QEQp2NFS0JvG+mKJ1dmYyk+ngVm6WHb9h0jq0dDkUlKuGJE7GJNTwQ1t50OJrx+xQE9fq7FLD7BCTKpTz2t2t/7/RfPLSLn2+joBlItQv9X+8SJmqhLkjMpOdw1D1nBgDcriPLcEXxRtlTNWNeXSkHCAn9r53CAS7Yg9N7InZ5Vc2umd2aWoATZDBzsmgwjM7zNkZjBrkdhrwwOwch3vShe2Q/KfFGg0qli4yFxMPqAGwLti1JBbs6H/ohRJt/A+/o04kZ2fL7NR5Wd2gnMuPTIm/+V0ZVASGiuJOmSzathMP/MjZmRpUuP8RZUknk4rG7JSyAwq0vBxqyexEDCrYZYPynK6YnXeDCqKmSmG1fX29uu44u070QFP3EKt3O9fA8hHkynz5g1atxlAYqhtye3SWwo6RWdP/pJpHXIOCJG5aDOePmF33cBSgQgnS/OBWq0bQ/O/cFpUjCqumxO5R0Q5LktkF3KCCqJ6rjDIxGeRqaw8XnnjgkLNzMKhgPgWBjMmU5bDncFd2gGA3K+Ur0ezhVJgscF57osXmxeQu6+wQZXZ1aByzGx2PQOuo8rqn6zfyDFWlLkoPtPE+zuYUZK90jIkEO5xkEDeR3qRI27SDikjeTis7iMmYCH60k6kT02hQsdpo6ZpWCxpU8H7j8+YeUF2p/H3u+BAcbI+xo5d2KfLkeXNrTUtfMJeMDcLxfsLcnTDw/ycnZmSWVr4B1ackJmXyEqZBlaGcHSs74Zh5q82U8riickFmh9fgyLgia5dW1Cq9SxF9ze6CnWR2AcGwCbNDIwLtRgzjfuhiEjeoxJceOLoxHZgd3rCUbLbMO42KMzstZzdJ3ZmqtVcJFZer57UPRIKdD3V2HLPbergTOiLKIjujZCRBZufcPYUkTJSneden62DH7crjTCqGdmFslt2giUFFxJFpKCgnaIu1VV9Mntlh1yGrTj8mTastQSwIrwEPfTF55BYq5wYbZ71/rCsuX3exQcLk8emVU923D8NSl6FuGAvlw4fRqTGZnqRMryYVWpMMTaD5jU3fyBhEK7hgN1ri2EEl7NKgwncqKsXXLXeRt0N2T8w2DU5MhAx2Ijk7nUllhyWzEypEVZ8/WhTrnmJpT6d8iNMUaJGWYYLjfVDuIWanLXZ+5O1UeThaoCyOCxsszCn8gocbA6wB8zLTjmN2r+09qcmYOSZGCmJ2eNM7dr0XGNwqNO1AINhh/gilNlPlwGBQwc0WKXU6g4pTYTlesyYyJoLPqVrKmGxDFrIvP+Bn2TkFsNLJ+s+JQD03JTAM7x1Vzu2J7kHYfrybHcaFC6xf45PLGiE/NwQ7jvdofVxFJcwjeTNhFPKgsbIoNpE7oWBnXmPHMzt8G4fLYsz8xEiJeOnBsLtgh2sejiZy5cjEQIcNqvF6QddvGiCDnYgbEzGZ8nYGZqfunFDyIIpvC1VK6g+VaY9H95c9s+sTnnxg2TJMcLwPNv5FyzVey5qTUAt2iTO7z3zkVLjjknlw5iwb6zEtzg6dPyzdiriLpHqeyhmsRVh3NGzJblBqxIVNqPxAIGcX2ywIdsfQZtoNx+U/YuUVYxYGFSUgEasryM1hTa71z2+Ts0OpmIKRYRHSFmur8T7a1AYHk4qoExMx63yAVTcBrPkB+BXsikIjsO2och3RVIPl0yqt7zvVobt6QZ07owqZU6Kz9O8/MbtEZUyTNn+sv6taEjJQrJpGQrnQMqpsTsI2MmYJNbEXHPFDTky6JqGsXpzZkTkFJx0kyNi9QgY7EYOKrtbOEOw4zV+o7Y66eJOshvm2wrzchHJ2QsxOsFUYSZgowWl1VfXKgFhofh88Q5Vil86ZDjddNNde3svl8jU2eTva1cYFAsxBRSMsp9CRM4ntzrsgbBk88ViEm2kLMLtjnUogsnSbGsHkqZA7k4ohZ8ebU+LOrbEZNL4Xu54BePobAP9xtvIzLCY3dDfhg7WljInQRhT5EOxQ5rz0nwBOWQ0JIz8mY6IpBTdxWsmBWjxuh0+pUua6d5tgTGQjq7YJ2zyktlzzTca0Zna6/phFSrCLllQBxS+7dmElGrMbc8Xs6L5zxezSNJ08pcHuxz/+Mbv5br31Vu1nQ0NDcOONN0J1dTWUlpbCpz71KWhp0Y/aCJRBhWd27Xt1g1xtpSYzqAvOybEie3OKW2bnlHfSDCql4mUHBGJ2OOrH7fwqAi2ERsZsBYEhrpqMaczZafm66fD+ceV180rs81bCheWUs7MpisUWW66CHXNMlrtrGWaQMU37YhoNKvvXA/z2KoCfzAL4wxcBtv1emUmG78k5t8T9GV9+YMnsRPpjinZP8RtqcA3njLBAt+VwJ7y5r90xX0fA/qkY5Nv6hpkULmpOeW98JpP56ujerpod2yh5MXlRna2hxs7oyDxZsRRg0dUweOYtpptxqyb2bnN2sWDnhtml15yS9GD39ttvwy9+8QtYulQtTFZx2223wbPPPgtPPfUUbNiwAZqamuCaa66BwBpUyKlmMcg1LOpq4mblNY8UO3fYKBQf4OrYud+kLsuu7IB34jH7Pi6I4yOWQ2y9dm13Nqm0u6+z4/J11OOwbJKan7FYbIQmH+D7J9AEmjYMwk1+hWbaWRhUSMZUF6K4fB3P7I5vATjwimImwQX47BsBrnsG4Nv7Ac65Ke7P+A2PZc5OpIsKSbMOzQx8h3qtl+cq5+bfX9nLUgczqkvMp20Y/zw3B648bYrG7myBJp/BDoiG8mBPdBqrr9RGO+E1X1rvXcokg5qJQYUPPmyq1GcehY6l/499j5twu/FSJVR64FLGpOAqmZ2Kvr4+uPbaa+Hhhx+GSZNiOZju7m741a9+Bffeey9cdNFFsHLlSnjkkUfgzTffhLfeegvSCjRDkGRotD2jNGTRSSUmNY07X7RqvdHxIeWCqfWJ2VH5gWVhuab7i8mYuqJi9r8v9m5SQTZIi7NxE+FkUrGptdNkTEtmNwO2H1OCR21tnS2zoy4qtuUH+P5hwLeRMdHgc6zLJbPTTfy2mmlnwezUHKzG7MyC3byPKfb3mecBXHI3wE3vANzyLsDH/hlg9gWWbc9qSgtY0fWF82vZ15Zw6o+ZbmYXUoxgb6isDv8nIZcsMkBV7nz3iMOIJJXV9ZTPhRHI1ysjiUqZTjKmGnyoIToxtbBNvo4PdqJlU56ZHXaAadubtgbQSQ92KFNefvnlsGbNGt3Pt2zZAqOjo7qfL1iwAKZPnw4bN240fa7h4WHo6enRfSQF/M7UjIFoJpWd3i4a2rXnFkBTn3KzTbYqO3CZs9OYiWXOTmyWHUlwcTdrIo5MvnQiCcwOd6a6nArH7HaovR0bGhpsDS9C5QfE6nDRttg0oOQVZ/ARgduZdoY8WKzGzmSBw4X25i0Af/scwDk3KyYBAWBA+M/rT4dHvnSmfXDw06DiJ9T3qDCqLww3dk2xw8KGMu2+IGZjl69rKpkfZ+7RSZlegp2NQYUPPhSM6Fqxy9d5aRdmnbNzCHZoFsP1Bzu80GzJiRLsnnjiCdi6dSusXbs27nfNzc1QUFAAlWrBJ6Guro79zgz4PBUVFdrHtGl6i7RvoIUG7flm9UAas9tluug6dg/nuqecVBmErT3dFbMTzNk5yphOwc6DSYUWQXxtpzorFzk73latq3NUmV1f8RQteM+YOkUoZ2fbMkzL11lLmEfV12uoKDZvnOxZxrR3Y5qO90kVHA0q8d1eUgL1Ws8dx/ckqtUgnjGTc/sK3Fd0j1JPVztmty93jmm7tYQKyx2Yna6wnCslCIsyuxGxsql4GbM+dn/brVGUr8OAL3r/Z0KwO3r0KHzzm9+E3//+91BU5I9Gf+eddzL5kz7wNVJqTiGQlBdXfiAoY+q6p1ATaIGcHTopUQoQagZtJWOKFZU3UbAz3qx8+YHb2XZuzSmCwQ5nj+FHHPNRmd3eEYUdYo6mrLI29h6YHL8jMxZsAk1OzLjzlyiz4zdSrNckBZCwdV/MVEEzqFgEA220VKqDXez1ZlUoC/tFCybb5rHMMF9tWE6jqczNKds0c4pp2YkmY8aGuLo3qJTby5gq8yLvgF2NHR/ssD5zWGDCg8bs6HlxfaINOU4ZccrXpdGckpRghzJla2srrFixAvLy8tgHmlDuv/9+9jUyuJGREejq0stJ6Masr1d3CgYUFhZCeXm57iOl5hSCxSDXUsqruGB2LTTeR4TZuWgZ5uzGtA52GDCIIegMKojaBUoHDMyh0aDPZJlTBHN2upZhlLdDxtOv1FK926u8j4txhAvlYNGcwY87csXsnMsOiBnTiBxhuOmPOYbXTlS3oKN8qvwfaWR2hnxjUJgd4pJ5yjFes8J9QfNCtdvPHqtghwYNdLWGcmHzQIOFjEnB7oD7zaJmULFidvk6kxIpTHbjfYytxEQcmbSh1GRMXd7uRGB7YiYt2K1evRq2b98O27Zt0z5OP/10Zlahr/Pz82H9+vXa3+zZsweOHDkCq1atgkB2TyHgz6nLBCdlai3DBJldVMfsbIId6ziRIxTseDehqSRhMuzTykWIUo9WOKodS1Esuew2b6fVLrphds45O13LMJppRwNbC8thS6tyHhY3Vij/N3WFN8nbuWN2djV2HswptjJmbvy1ZdJr8nCH8rPpVSk2gdjM47Pr45kS5GB7MuX+uv2jU+Gv37mQ9cN0C5q7aMns1HwdbggPdkXM3/8qLDQPKRsCh2vas4ypyox9gjJmbk5Ia0AgMsC1xyhjiubt0jidnIdAl1p3KCsrg8WLVblPRTgcZjV19POvfOUrcPvtt0NVVRVjaTfffDMLdGefrRa4Bq17itGkgjZjlDJnnqvrMedsUFEW2bH8Mm1OmK2MiaYAtBvjDeI4wLVAaxqM+au4YCWQs9MkTCtWglIm/t8Y7OZ/DNwzO39lTF35ATE7zom5Qy07wKa+7FxivRnuwJGVG5oeC5UeaMzOTsb0UHbg1qBCwQ4ni2MBPqYPtGDn3PvUdwTVoEKvOT4MhZFhmFbrLdjO55gdbiTjzDpqvm5k8hLoPTJmrozgceA1h2sHSpluZvU5GFQoT0v3ABWJO8mYxP5QwhRhdlq7MNfMjsoOJpiMKYKf/exncMUVV7Bi8vPPP5/Jl3/84x8hsN1TeJiUH8SmlY+JtQrLKdN2ZDRTytmRaV9rh89Dxe2m7ESgqJws85b5Jq/jfkiGSQazMwYDNV83Wj4NDrcrAWBRY7l5JxHTYDeqGwejAx1L2MfuKV4MKobggcYBKoafVpWGgCLcQSUNrJNek2fDLoE1eciCUOKniRY6qPm6jgplbZhUkm8+bcCrI1NjdvZ1dmQgIbOWXRPouJZhQsGOmJ1JsOs5YW3qovtG0AWc0cHu1Vdfhfvuu0/7Ho0rDzzwAHR0dEB/fz8LdFb5upTCyaBiYVKxnTvGQ80l9YbKnCVMv7uoGLrkC3dP4eG11k6EMds1g45Y34h042nnXmV2J/PqtaBDNXR23f/p3I1Hoppc4zZnh7t+TwXltpMPTK4tQ1PvIyqrw4Ctk5iCYlDRBremuKicZ5N0DB6A7fxm1YStpUxVxjxaOM9+s+jVkenYQUXvxqRrxW68j5eWYcTsdCYoKiV4978ADr1uzepwIoPAxJVkQvbGdJOz42vtMGen5sY0GdNpd3RCse2fKJrtLGH63R9TwKAiJGOyFzjgOHbINxkTe1yaTCowbjQ0GRPHrADAobGaWL6OQCYVk5wdujrJ7GJpUnHI2bX1jTBJKOS2xs61jKlndjEJMw3MSaiDSpoMKjpmF29KcoMFViYVzFXhPLdQDuwNzbC/f7w4Mtk4A3uDitGNSfk3u8GtXlqGmRpUln4eYNrZSqrld1cD7Hw6UNPJechg58aNSVQcjQ6421IX1ljpgc3uCPtpqmxwf94c8REwfkw+wBtGYMSPVmNntTPFRb6s0bTW0HeDCtbj0CIqUFjeZ2B22weUwLZkaoXwXDca9WNpUnGosyMJE1tFUUlEoiYP03Zhho4kJNemLdgVBVjGJCUjAWZnG+zUfB3mow73hszzdWaOTFGg8xZbFIp0UKHSAzKoiOTs8lVm59AyDJs2UEDUqQd4TNc9DbDgCqW70FN/C7DpF4FzYiJksHMrt+EiTBMQmt7VF5XbuTFP7lYuhqIK2DeiLJaT7fpieuiPacns2I0eFZYxLW9WrxMQvDA70WbQxpZhnYobc1NnmT5fJzCxm86fM7Or9teJibBqBG3WLswgSR8JCrPDUUFmjcLTbVDhj8EjLGvtKNg1LIvlvCsFZEzR8gNe0XHooIKdhEZZUCKDijOzCxeKyZi8shDv1C4G+OxvAU7/irLOPP8dgBe/r/yP/GifNEMGO7cyJmLKSuVz09a4TgSW4G6KVrV7SrJydl3GnJ2JVd0IvEla1HIIy5vVa9swLwYVPm9nN+aHZ3bI2NRar7c6w7EaO0FmR2NszA0+A7HzaMnsPObr+GsOAwarozMwO77LhSF4aMGuOl3BjsslmbE7fnhrBhpUeGa3r7WX3StxZQcNp3H5Wov/c9IMpVYVj0WkeTJ/7+D/gaUUJuBlRWR3fS5ydsWCBhVijViqYKpa4LFd/lOAi76rfP/GfQDrvqZMSglA2QFCBjvTYGdoAm0V7I5vtW/pxIO7KVpVR5cYs3ORs6MxNcZgR3+bV2x5wzR3D7GNGF7Itk1/vQQ7Lx1UeEemTWG5bvIBOTGLqmEgWgQNFUVQw4+mscnZ2Z4/ntWh3d/CKODZiWk8N1zAICkKDaJad3qDjJl2ZodqBwUVs8LyCcDscAOIOTAs7TnY1m+6iaWct6Uyguepcro7RyYFO5uGDNgRhjbcaFIZcOPGzFeZnYOT3LTGzghMVp//bYAr/0MJ6u8/oTTgQEgZM2AQcWMipqyIBbDIeKyo3G53xN0UJ3uHk8Ts8s1bhglMKecbQNs2/a1XxzVh/hGnRCSrg4pOxrTJ2ak3H5Mx1XxdZ0FjPKsTydlRsDObfEDHgKzO4vxY9hUVAW5CNAt/LGDgIkYvp0lJ3LgmzKUQo0hbsNOZVHqDM/WAf02TrjlukJMTii8uxxwuNjnGf7t2EbSq97Xt++/WkelQY2fWDJo23WERN2ZhrhCzozSBaaNxI5ZfC/CFJ2PnHjetNi32UgUZ7NwaVKg4Ei8+dHid3GM9hoWAQaFlh/J143JoIWYnEuwE6+xsC6M1J2YCBeWESbMUkwv2OxS9Yb0YVHS1ds7Mjp171TB0DGrjnZgCObsqO2ZH5hTbvpgJyJgWjkzceISNHXo4d+OJ7iEYi0ShIDeHGWPSBjuTSlqZnT8GFT5vt6dZ/R/p+q+YBicGlU0X1rrazv5z68h06J4Sb1LhmZ2L0oMRMRlT58S0w9yLlSkb2GZw5d9CECCDnW6wqqDchrvwxuXK18e3aBcVXjCmBclYa4LBoaAM+sPTNAYoJGPSwEYXkw/iDSrOBeXCrASnapNBR1TK1Jid4Cw7N8yOz9mpMuaeIeXvlkwtd8fs7Eo3Bpxr7BKSMXXBTh+M4zZTHFMiCXNqVTFjH2mDXfmBNrw1c2VMU0cmdkNBVEzTSZi2yohbR+aI/eBWs5ZhsZydm6LyMdvH0aw8V3WcmO65cRPA6rsgCJDBjmc/6mBVoQGjfLDjG6qaWXi1fB2aU5SLBvX/OFdTojPtNIPKqOtWYUJOTC95O5zWkKhBxSI48W7MXk7GfL+/0pzZUc7OaVq5WbBzaBWGDk5sAYfrXIOxCbDftXa0cBfEgt2MdEqYvERtyuwGMt6ggiAZc/cJ9XruomA31dmJaWR2oqqIILPjm0ETSxNZX0oEa4S1VmEia1ZAIYMdgRYYrKETuSk5RyZKF7SpNrXwUr6u0aU5xeO08g5jM2iBnF1Tt0ONnddgx4J0NDGDiktmdyRayyTiuHNMzA5NFCZdWbRp5XbMzqKgnCTMurIi1nHDE0RbhnHMLu01dnFdVAzBDksRcNJEuoJdgX/BjpgdqiCsdRYxu8ppzk7MuGB3wLYzkBuDCt8fE6dfYBcgvv7XDmHBAa6uZcwAQgY7M3OKnQxhDHYtOyE0NqRdNHETpbneecjsWtQkdq1Ivs7jtHKclK059/i/FZh4IGSuoFFH7XudH0uLH24i8gT/Zxd1drF2YSMQVSceHI1Ojjen8Dk7hElXFtvSA4dWYdr58yphCrQMizeoFGvdU6alO9hZyZi8fJgWg0qxb8EO0wSUF2WDXLuPxcuYFQ7vP05NQUcv1tzS3/toUEFXNaFYdVraoViwib2QGzPgkMHOrTmFgB3Mw7VKd4Pm7bq8nQ64eyMGxJcdiAY7LWfXKyRJoFEhLu/k4IZjPR3dOAnLG2OtkpyKY3lzisgmwiOzq4p0QWh8GCKQA03RavNgh9ZvWjTM+mOqwQ4lnSGjHK01gbYqKE8wXyc00y6+9ECTMavT23fQcswPDW7F8TZuNzsBM6ggdI5MTcac5tx9iM/3o8lL1KSiMTsxgwoFOwx02LzaCWE1H6zbHNu4MSWzmwhw26wYF26u3o4svHHMrm2vsjihg7F6jlZ2UCcqY7pgdpgYN20Z5iBjomznqqdjqdq0G3enTrO5vHZPMebsLCa1kzV/Wkhpsn0yVANjkAeL+c4pgnk7tFXnqQtEnKPVgdkl1D3FGDAM7Cg2086Qs2MyZn8wZExLZsfl69xudgJmUIkzqfAyppvNIi9lCjM7MYMKTWUQcWIiivPdFZXLYDcRIDLexwgt2G2JtQwzupo0CXMp29VRLY44sxPP2Vm2DHOQMY9z+Sahno55BbFF36kThNeyA10z6HHLKdgY4PHcTwudZN8fHK+J74lplrcb6rTYLFg4Mh1zdsTsEgg6JnV25gYV5bX6owXadOq0jPYRMaiks+yAva5/OTue2R0+3qwF9kjZFDjRNSRu8NLKD/YnPN6HQPVvWIoiWlDupl2Y6XifDIMMdgSye7sJdo1qcfnxLTFXk7E/JldMjtBq7ESaQPMX+fiwed9BkTE/DlPKaVfa6MZFWN5gP8fKD2aHshcFe4daO2J2RyK1LPdmWXPmUGtXbRXsHJtA+8jsBA0qrUO5Wv5XpDVUWgwq6Swo51+X1A2fgl1fq8rKiqugbSQPRsYjzKQmpIxo5Qc+ypicQQUhej2UUJ3dqCizkzm77OmeYtZJpWM/1OYqi11copdrE4aIMTuXbkzBvJ2pfd6h9CBmrnCxINH0g96m5AU70WbQHLM7Gq1l+TrLWict2HWKM2OcWEHM0oTZuc55es3ZkWqgsqUT6vqddgnTboCrVmOXpoJ3n3N2NMi1cqRZ+UHlNK3sADdY+WrO3LfyA5cGFUqhi4z30dXZ2TWxlzLmRDWoOPTFNC7EarJ5QXR/fL0K5ploOoDK7MigIjTehyRDdG8J5u2o/AAnbotOKfe0UIsyu0RkTF3ezn7yQSzYoRPT5rVsppXzY350wY7yktjvz+T6wHNNOQ8hGctznd24jqUc788JTrCzGuCadhnTPzcmAstKZteEoTHUblpQLgRqGYalMk5qjWDpgZFxiebsStSgiMxU1+DacpadZHaZDy/TtDl2d8rYnnhmhzs3DFDYOaJmHnP4UY6lVpTZuczbmbYMc2gXFgt2RQFkdmKOzGk5rRqzW2LmxBRsBk2F+TpmrHVPqVI6yFjk6zAPWyRg93YvY5p3UDnaGw1OsCsMqozpr0GFpMwpobaYE9Nt2UlZg3I+MBet1oYmyux008Nd5OyKOQZoZ1KJlR5IZpc9430sTCozh9RgxxtUKF+HM+By86C1Z1gbkyHUUNWDI5NahumYnVPOzkuNWKqYnYCMWVEI0ADtGrNbZOyc4qJlmGlheSqcmB46qBzqCWCwC5pBha55vAdEZ8gJODKnUrBz68REoMReNVtMyhQ0qBiDkGjOriA3R3MgWxWWYwtEjdnJDipZ6sbkgt2U/l3xzE4d7hrL15GEWWTfPy+BWrsqtfRAn7Prs51SrnVPqXSTs2sQc2NqMkzymN3UnA7IDUVhOJoPo8U19kFH0KCiY8ZajV0SnZj8tYcLM+YJ4+rsxhRpXJ0Pd6BbWbxnpGuOHQ/azGAvR74zSDpn2eleN8rV/CXeELrRhNm5krC1YHfAF4OKMdiJtvUKhUKxwnKL/pjKLEV6HSljZqdBhUbehHKhdLQN6qBDn+g1ODFdlx0kxOz4YGfN7HABpZo8V25M4WCX/JxdY7SFfT4WrYFFUybZbyREmR0/5sehL6Yv3VPiZtp1m7sxKXhgmUV3JHjMzrgpSzez45tP+1hrRzLmWNkU8YJyt8FunHu/HerswgV5WstC0SbQhLBDyzAypyADxNaImYrMPfJ0d1AhYB5s8qnsy9Ny9sekJtwKnVDNKY2neSs78JKzM8s52eTs6EZFWdXVro26qCDr4SZrx2HI4yw7F5MP5g0q53lXdIZ55xQXOTtzZifWFzNhGTM3L1awr44r0rcLG9ct2APRArb4CLeeSybyi2JGKl2wS2MTaDqndFw+mVSmluVAXUi5fg6PV2v30FRXzE7totJx0Pox/ObWgdnhxAuezYkaVBCxsqkxB3NKnjtFKmCQwS7RnB1nUlmWsz+W5O08qNjVcwuVmU5eyg68TCs3zdlR6UE8s4vtSl2yA2RI+L85sTuy7Lsd7xMX7KwnH8zufot9fi2y1N6JKcLstNKDUQ85Ox8YVq060fnkbnNmp25cxnOLIAo5jNUFZgEyM6lw3V7SBieTyuE3Ae5bArBvvdDThVRT1mC0AN5qjjEf32VMut8F+8rym1U3zK6k0L7WLlZQnrkSJkIGu0TdmFywWxraH9O9qb4OZ79hT0ZsHqvOwXItO7nI2VG7MOx1p/V3tJExYw2gXQZgXGBFTCoJG1Qccnb97VDbq+RLN4wvs3diiuTsSmPMTptNaMPsfJljZ9Zku/UD0/6F4+p7OZpTFBwJ026Aa7plTPbaYftp5ZsfBsAm4tt+L/Z8ak9M7MH6yp6TWsmPGzalBTscS4VyZQJlB8bCctfMLt9exuyZAON9EDLYIVCGo+S1J2anmFSW5hyAgaER03wdLopbjyhsYvl0F7V8LpkdXpC6/o5odKARKzYypqdiaJHyg0QNKk45uwOvQAiisDsyHQaLap0Xf2J2mAuhgmeTOkUck0I79lj3lPicHeY7qbYyoYJygqoC8MyOX7gGB5TzORwqDMa0Ax60KJsxu3QMbhVhdphuOLIxboNhC7Un5vFoDby+r83be4/3Dioj2Eieemx6nGVnZlIJu+ioU2IsbZmABeUIGeyMO1EvuaXahRDJLYLy0CBUDR3V98RU83UH2/qZtIi9J22t8Qnm7OL6O5KEaSFjUkGsJ3NFWb09s8OFZNhHZmdmHd/3Evu0IbIUzptb4yzpIUsO5Vjm7bBomOzV7f3DjsyONgs1pQnW2NkwOyxVyc9V/q9hNdgNRAuDMbTVqfwgEMzOpj8m5kZJhseRVVYsi4c6mgcNUTiw11MzAazXpLwdpjwSmFJO4MuZKICJoKTAfvKBlDEnEvjCZxzB4Ra5eTBcqww0nT26R1mUuenkiK1HlIV16ZQKsWbLPCgACzA7xCTqooJ5J5JumO6vJuo5eLJNx436sQh2uNDhztUPgwo+j1HGRRu+mme5+tPXw72fVTYWjouMNvnA3pGpmVRscna+Spg8s0O2rEqtGMCJ3Q0PKNdAX0R5j6cHoezAbmpDuovKnZgd5usIOMVDZBKBJmPGrgdPrJ5G/Vi9pktmxxeWh90wuwLDCCkLZueqNjiAkMHOaxNoA8YblLzdgrG9iv6Pz4kBRnVqkoS5YoYqo7kBXewCObu4ZtAO430SkzEdyg9o0UMm5dABwnahooXSmLdr2QHQ38p+X7f4AnFm5ZC3q+LLD7BmjIKiCbPzzYnJHxud15NKowL20uqCNDyoLIA9Y2qwCyKz44MdpQfSyezsppUf4YKdQT62RLcyJLivSH2fvL7/mknlYELdU0xlTC/MbsTCjSllzAmERMwpKnKmKnm7JaF9MHrs3Zgkpbqoth5Wg53bfB0vYwgzOz7YWY/3wV54VA7hScZ0MqjwZQeJOAZJyjTm7far7rlZ57sbDOrgyNS1XGOPier/LllOzLi8XUzKJHPA6JDC1PsiBf6/blIMKmkuPWCvbRPsDqv5Oir5EMnbqcyuoHqG9iNPykiVE7NzZ1DhZcawC2ZXrBWVSxlz4sNr9xQO+dNPZ58Xhg7D+JHNunwdXix7WpQLd8X0RJidYLDTJh+M2rYKw6nGaDjElkE14UL/DSqaPOz9vOqCjLFlGFnFT1nj7vmc+mPyLcNIwsS/UV21SZUx+bwdF+xop07BbhAKWZd9X/KEqTCopDXYWciYvS1qu64QwPJrxZgdSuc9x9mXlQ1qsPKqjDiVHwh2TyGUF3vL2YVp8oFFsNt9oldn3spUyGCXSPcUDvk1s6EzWgqFoTHI3/mULl/33tFulsbDBXGy6IRyHiRjuM3ZMWZnPd6Hn2OHRakJMTsz80ii5pQ4k0qHfiE4otTXwZyL3D2fKLPDYCdYUJ5w9xQzZtca78gc14JdQbAkzEAbVCwmH5CEWbcYYNrZYswOZXPM7YVyoHG6Gqy8vv8U7NAkg0HU45RyAs+83JQJlNBMOxMZc8vhDth8qIMZpD6+JCbbZiJksEukewqPUAh2hZTRHbkDSgd+aFiuz9d5YXXsuNRFpK9FyC2mk+G07ik+OzF56QcHy5oFjkS7p9h1UTn4V6WkApP8NB9MFA45O11huY05hc2xU4PdtCQzO1q8Iur7ORgtDJY5xWqAayCKyi1m2pGEOWMVwOQFsYGqdmN3VAkTVY0FU5RNWHF+rtZ5xxUqpgHk5Cl5TbO8t8fSA8wYFOW5ydnlWTK7f39ZGTB7zfKpiY2vmojBbu3atXDGGWdAWVkZTJ48Ga666irYsyeWaEcMDQ3BjTfeCNXV1VBaWgqf+tSnoKVF6W+Ycd1TOHyYNzf2Dc4+q1PMKVsSydchJi9S6s0woBx4Vbg/Jis9sAl2mhOzoth7iyiqg+tp8n+8j13OTi05gFNWu38+B2YXm1Y+bMvsegbHoFetTXLVRFu0iwougGpAJmYXGRnUZMzAMjuz3pjpGt5qN62cnJgzzlECDyoouIFqt5lEQDVxFVNhfl0Z3H7xPPinqxd762KDrcwqp1tLmS4NKuTGLMnPdaXUlGgGFX2w29nUzYrm8am+/lGXG8psCHYbNmxggeytt96CF198EUZHR+GSSy6B/v5Yvddtt90Gzz77LDz11FPs8U1NTXDNNddAJhtUEAcL1N0h7c7zi1kXjndVZrdyhhoY3AJLBpZ8Wvn6vceEJx+wBs821u+jar4pIQlOKz9QJzf72T2FUGxgdiiZasFujYfnE2sG3YHnz6agnM5fTWmBbi5YwsBNV/kUHbvTZClidlAQjGkHwgaVIDA7LtjhJgLdvIjp5yh0SGvV9oFzsKucxgLcLavnwjUrpno/Nru8nUuDSoXaQcVVJxfgemMaZMz/eEUJ+lcsbYSZNeZu7kyC717SF154Qff9o48+yhjeli1b4Pzzz4fu7m741a9+BY899hhcdJGSa3nkkUdg4cKFLECefbaqnWeYQQVxtGQBAN1Par7uQFsfa7eDDXsXNCQg5532BYDNvwTY/Zxyo5IUJ8zs4neH7x/r1rq4ewba5HHR6E0Bs6NghwsDtlnC0o6Z57l/PkGDihOzi+XrkrCQY94OjRCYt5t+dsxKrjIlLCoPVPcUHbPrDmjOjpMxj25SXLYYbMrqlJ/VLgQ4vsU+2JGMiUzQD/gY7BY1lsPlSxtgpct0SYnJ1IN9rX3wfzsUafUbF2Y+q0tJzg6DG6KqStmdY9BDtrdmTWxHvmDBApg+fTps3Khq6AYMDw9DT0+P7iNoBhXEWHEt66rAz7DbelgtJp9aCfm5CZxufD68GTE/tnOd0OSDLl3OTr8w6hyiXmr/RMoP6GZN2KBiGOBKLszpZwvnM7wZVOxzdp663XvM29FuPaqyk6Egy5i0eUTTBV6vgSkqHzCXMAmT441BVt1TUMb0BZNsuqi4lDHzcnPggS+sgC9/JOYSddUubCTG7B7asJ8JKGsW1sGC+gTv32wIdpFIBG699VY499xzYfHixexnzc3NUFBQAJWVemZSV1fHfmeVB6yoqNA+pk3zaVflc84uXJAHvx67DDrK5gOc+klDvi6BgIJAmQXZHeK9x20fSgYLrJsZoyS3IWenc4i6ncIgWn7gu0GFgl0CEqaLonIcbRLpt2N2SSg7sHBkkow5onZQGc8t9maKSIlBpVeRmrnZeyy/my7w08oJ1A8TJUwCbiaFZUw115ZUZufOoOIVJYacHV7XT7+rlFfcdJFiupsISGqww9zdjh074Iknnkjoee68807GEOnj6FGLxqnpdGOqO6Rfj18Gfzj9ca1vJDkxVybCnghLP6t0I0EJpk1xSVm5snLVBPWI2kvR2BczYYeoSH9MbbyPTzk7NKhg0+5Df/VuThFgdtgWiZppj/edtMzZ+d49xY7ZqVLTuMrUS0rLgjPah0DvcxTn7g3oZcMgNYLGz8e3WjM7dGRyk+JTI2MejC/fccnsvCJsaBf2iw0HYCwShY+cUgOnTfNoqsumYHfTTTfBc889B6+88gpMnRqj/PX19TAyMgJdXfpdNbox8XdmKCwshPLyct1HcgwqiQU72n0PqA697sFR2Nva523SgVVgmbPakd2hE6tSTVaPDpkzu1iwS/C4ygWYXYKbCF3ODuUnXEhL65T6KC/gc3Ym9U18M21NxrRtFZaMnN38WLnJQIcmYxaBsgiXlQVQWsJrTGuy3RNjUujExJ6kQTGoHHtHcV1ivnnSzNjj0BSENW3Yh5UVm5usE7SB803GxC4sISWw9asbK78mhgiimGsEjR2VnnxHCeg3XjhxWB3C9ysQa48w0K1btw5efvllmDVLrx+vXLkS8vPzYf362KBELE04cuQIrFq1CtICnxblEn6iNABsO6oEdHTNYVd8X6BJmU+YF6KqoMV6XAt2sQUZHaLUvsyzQzSuP2ZzEg0q6jFiMe/uZ2ISpldmQzJmNBLrLG+a94xC7lBn6ppA80Dpl9jDyQ+0jVQJKDmwyooENxDJAL4ffBcVGqGUTnOKGbPTJMxV+muId2Sa5e0oX4fKgF/SIra5o/eZ75GJLG8ktTIm1dWNjEXYJvjs2QmuDRM92KF0+V//9V/MbYm1dpiHw4/BQeVCw5zbV77yFbj99tsZ60PDype+9CUW6NLixMSA4ZOMWUoTf9VEr2/5Oh7zP64cZ88xgEOvOZpUIsPxbkzfHKI8s8NdqVH68cuggjtzqtMic47brim65yuOPZ9N3q4c+iEnOmbK7JC1Uzd4X7unWOTtyI1ZpAa7qsoABjteHdExu3QHOwOzO/xGvIRplDLN8nZ+S5iEqpnxeTs8VtyMpUDGLMrL1WL+45uPaLm6wMnkQQt2Dz74IMurffSjH4WGhgbt48knn9Qe87Of/QyuuOIKVkyO5QgoX/7xj3+EtIAFuqgvi3KM2SmLINXXJeR2NAIT/Ys/pXy9zbrmTutjR7tDzg3nm0OUJMZcVfLra06OQQVvOi1vh+c0lFiwE3RkVoe4eWKGRtNUkI+Po/fdd2gL7x6N2RWHlA1FzSQfr6mkmFS6g1F2YCwqxw5ER9+2DnZkUjFldskKdiYmFa0PbshyYolfyMkJsS4wCMzVLWwohwvnT4aJhrxkyJhOKCoqggceeIB9pB3E6nCn76Zzvglo941td1Aq3KbOsEs4L2bEsi8AvPNrgN3PKuzJJJjgInxBzntQ1b1LXyLgpzmFAhHmEnGsEZpUeJeaXzImBVXKC05ZEZM2vQLzdtihxKLWblI4H6pAPf5wdWolzDh3IDI7kjEVabC+JqASk66LSij9ZQdGGbP5PWWgMb7/dH5FmR1XUJ70YMebU1LAsEoK8rR2YTdeOGfCsTqE7I3pU/cUBC1ION4ejSnYSgr1cGwr5Cumng5QfYoidez6X9OHzIFj8PP8+yEHIgCnXavV/fHyqi8OUV3ejjOpoKRJs8wSlTERJdyxei05cMXsCqE61GOTr0uiEzOu7uuDOIPK5KqAMztk9UGYZWeUMam+DvN1ZqYZCoDYMgydvymRMc2YnU+qiMu83ezaMFy2OLMbPltBBju/HIO8hXdkTAsoy6ZWsmJPX8HX3JlJmf1t8Lm9d0B5aBD2Fy8FuOI+bXfou0OUD3Z8+QHfDNgvZkcgR2oicKq1K8mHKpIxDfk6LMh/8m1l4ZtZnUSJqUY1S/S3QnisG3JhnE3VQBQUJzeP48sAV03GTGONnS7YRgH2vxJr/myVg8b/AcsnsAQhmQXldoXlKaqxI0wuU1Str18wRytbmmiQwc6ngnIE7b4Hhsf9ra8zw9LPKzIRJtt5FxfuRp/8GygfOg6HI5Ph3qq7lN6aKpLiEDUrP6BghzJMTq5/wQ7fpynKoNykMrvSwpiMyTG78UgUvvnENtZ9BheI61Zx1nW/gQtdhSIL57Xvgcp8rht/uqVBKxAT4Q0q6T5W/vXJnMIXk/NgjkyLTipJkzFnxa5FapyQoho7wt1XL4affmYZfHqlz4E8QJDBzqdWYbwUgAYVLS82I0lFmRVTAGZ/NFaGgMB86XO3MWv1WH4pfGX0Djg2rJeQYhPTfQzCZuUHfplTjOOEZl+odItPFE79MUs4gwqXs1v7f7vh5Q9aoTAvBx6+7nSor0gya9FySLuhpkDJqURwk5NgfjklY36CYlDB64VMVCitYvBTe9eawixvh7I8Xd/qBsQ3oAGFrm9idylmdgvqy+FTK6dOyFwdQQY7n8oOEOSYwzlyB04qlv/l05KYW+Hbh2EJxRv/BrDt96yw9+CF/w77olOhA/tjcogFYR+Pi5idmYzpV0Hsyr8FOOvrAJf8yJ/nE3BjVmk5OyXYPbH5CPzn68pi9NPPLoNlqeguobGMD6CqQJEwx3OKUmJaSLg/ZlCYnTHgYs6bUzuEHJlsOnlUMbJZDPL1rZNKMu4fCRns/DSoUEPV0XHFkTq7JhzrxJEMLLhCscXjBICX7gJ46R+Vn3/sx5A792L2ZRc2M1aRNIeomUHFr/E+hNJagMt+7F9PQoH+mPWgBMJoSTW8ub8Nvvu0MhLmtjXz2NiTlIBrG1ZFzC4IwUOI2QXEoMKOgTtnVhKmScmH2Ry7pGw0jCaVFMuY2QAZ7HzM2Wkzx1Qs91MqNAN2RVl0lfL1mz9Xdp6nfwXgzBu0ZtDoCMWOCIikOUT5yQdUehL0nanTTLucfliZoyx2e/Lmw9f/ayurQfrEska4ZXUK2yhx+aNPL1UYZn5RgGeLUVH5sKFdWJCCnVl9nRmzw8BDjsxkOTHjCsvTI2NmA2Sw8zHYYWEmv+lLmjnFTMpEYA7vsp+wnWd5cT6bMIzoGhzRSZi+O0SJ2WGXe8qB+dU9JVkots/ZFe57AQpC4/BBZBr8zf92MRcrNsX9l08vTW1eg9pXDbTBhXVKDizHMK4puAYVytkF4HjpGHLyAKaeYf9YrBvF9QAdmW17k+vEJEhml3TIYOdjsMNFMMx100iaOYUH1guhnInSzGceBchVOqegfZgmF7O5bJw5xfcgjDIVGT4ob+e3QcVvFBGzMw921JbsT+NnQVvfCDRWFMEvr1sJRWqniZQBzQuVM9S2LVuDEzwyyaDCHwPWmzptFpgj0zDup1tpo+WbjO4U7LQm0DLY+QUZ7Hw0qPCOTJQ0505OwUKPN+bnfw/w5edj0pwKyheiYQaxJZkOUa384IS/432SBbucHUqbB5R6rP+LnMXe04evPz2xuX9+5O2a3g1+sOMNKjTPLgjHS8HOScK0GuSabBmTau36W5VAl6KJB9kEGex8NKjwtXYoeaW7OJPydp39I2xqeVIdoppJxcDsfNpE+A7aGODUg3Gufg3xwZ/YmJfWklOgKW863Pe502BRYxr/D8rbNW1TPgdZxuQHuAalqFzrmJIfy3GLnnON2SVZxsTNF/V/7TwkZcwkIEkdbDMIPi/K1B/TV2t/osFuYBTeVV2YSXOI8iaVTDCo8O83bnh4O7kqYU4+6/Ow7dyLoTAvxdKlFbPDno5BkQWtQO/3+HCMNQeB2V14J8BHbhMPvHxhOZb1ULDzu6DcKGUe71CkTGlQ8R2S2fmYs0PMqVUuzo/Or4V0Y5I6+QBlzKTU1/EoM3RR8bv0wG9gVxdyDvKOTOxgceBV5etFV6U/0PELLyEIwcMKfI4WB88GKTi7YZi0wcAibyw7wOCNxfw44DVZ4PN2ktn5juxmdmiT97GDCuKeTy+FW9fMg1k16beHY60YyZi7TvT43znF6GDTMbveYBtUSDrC3CIf7D54TplUXbcEoGYuBAI189QJAtHgBzvcROACjYt10IKdG5TWKaYrdOvufzkm1asGsKQHu0y4fzIM2c3ssHVQZNRXZodMIAiBDlGpyphtfcPwntoTM2kOUWN/zKDLmFYmFRoOK5rbSQUwRzeJ68EZ9OBB7zmxk3QPb/Vq/CJ2t++l5EuYxi4qMtj5juwOdsTqQjkTUi6oCiu70E0HO6B/ZDy5DlHj5IOgy5hmheX97QAHNihfL7oaAgVaeIPO7Mze86AHZyf5mGTtZDkxjQ2hMdhJGdN3yGBHO9Gg9hr0gdmd6B7SRvokzSFKzK7/pOJuzARmZ2wG/cGzSiFx/VKA6jkQKPB5uyC7Mc3e86AHZ6cNBgWeZDkxjcyu5xjAuNrTVhpUfEOWB7uA2+N9ytmlpH0ZjsFBazfmlXqaYgtEkM+tkdntfDp4EmYmMjuj9JbpzI6QbBkTG44bNwrY+1bCF2R5sPPXnBI0kBuT4GvzZyNw6jOZVKjFUtBzDnzOrr8N4OBryvenXhXshTfowWOiyJj8BiMZo32MQHWJpEzqKerHOCsJhuwOdtTlg+SsCQaqsyMkddwQQgt2arf43MLgzl0zMrvdqoSJc86CJmGSIxNzyxnB7CZIsAvXxgq9U8Hs+E4qQd8oZiCyO9j5XGMXNFBvTMTcyaVQYWB6STOpUNeJoDNmPmenuTADZkzha8RoIcR+mUGG8X3PRDem0ZGZipwdn7dDSHOKr5DBLugmigSAkw0o4CWtvs7MpEJzwIJ+XonZoex66K/BlTAJF3wHYN5lADPOhUCDivUROCE8k6U4ko9xY5QKpsUHO2lO8RUZfBX6gAluUCGTCo6nSckEhkxjdhTsOvYrnxuX63MmQcOyzysfQQf/vmcqqyMQs0uFhBnH7KSM6Scks8uERTkBXHlaI5wyuRRWL6xLHbPTGHPAb1YyqBCCKmFmGvj3PVPzdYR5HwOomgOwNEWbDMnskobsZnY+j/cJIrB1GX6kBMTsCJkiYxJOvTJdRzKxwL/vmR7skNHdos4RTAXQ5IVsGMcjBX2zmGGQzG6CB7uUwhjsgn5eeRdu4wp9Sy4J7+CVkqA7R4MGvvxAGlR8hQx2mcBAMgU05ocQ9POKrkZWCC8lzOQxuwDMsss0kJQpmZ2vyPJgN/FlzJQHD96JF/RcKO6iG09TjnnxNek+mokDyewSw7QzuWkXEn4hu3N2WWBQSQu7O5khBhXEF9cBjAwAlKXAwJMtmEg5u3Rg1c0A8z8OUH1Kuo9kQiG7mV0WGFTSmrcLuoxJAVkGOn8hg13irfdwluIEbE6fTmRvsBsf45oVT8x2YWkBlR8gJGPOTuQVKH0d2dcy2EkEA9kb7IjVZYrclimg/piZwuwkkgN67yWzk8j2YPfAAw/AzJkzoaioCM466yzYvHlzevJ1+WGA3CT3jMxWGVPKw9kLYvXSoCKRzcHuySefhNtvvx2+//3vw9atW2HZsmVw6aWXQmtra+oOQppTki9jSsacvaD3XjI7iWwOdvfeey989atfhS996Utw6qmnwkMPPQQlJSXw61//OnUHIQvKk4NMM6hIJAdSxpTI9mA3MjICW7ZsgTVr1sQOIieHfb9x40bTvxkeHoaenh7dR8KQTszkoHxK7GvJmrMX1Hc06OOIJLIGKa+za2trg/Hxcair09u98fsPPlC75Ruwdu1a+MEPfuDvgaBbrH4JQPVcf58324E2/jP/TnHkyYUue7HySwAj/Uq9mIREAJARReV33nkny/ERkNlNm5bgyI25FysfEv7j4/ek+wgk0o05FyofEhLZGuxqamogNzcXWlpadD/H7+vrOds6h8LCQvYhISEhISGRETm7goICWLlyJaxfv177WSQSYd+vWrUq1YcjISEhIZEFSIuMiZLk9ddfD6effjqceeaZcN9990F/fz9zZ0pISEhISEyIYPe5z30OTp48CXfddRc0NzfDaaedBi+88EKcaUVCQkJCQsIPhKLRaBQyDGhQqaiogO7ubigvl/Z2CQkJiWxFj2A8yN7emBISEhISWQMZ7CQkJCQkJjwyos7OCFJefemkIiEhISGRsaA44JSRy8hg19vbyz4nXFguISEhITEhgHEBc3cTyqCCdXlNTU1QVlYGoQSm+VInlqNHj0qjiwnk+bGGPDf2kOfHHvL8+Hd+MIRhoGtsbGR9licUs8N/aOrUqb49H55MecFZQ54fa8hzYw95fuwhz48/58eO0RGkQUVCQkJCYsJDBjsJCQkJiQmPrA522Fwap6XLJtPmkOfHGvLc2EOeH3vI85P685ORBhUJCQkJCQk3yGpmJyEhISGRHZDBTkJCQkJiwkMGOwkJCQmJCQ8Z7CQkJCQkJjxksJOQkJCQmPDI2mD3wAMPwMyZM6GoqAjOOuss2Lx5M2QjXnvtNfjEJz7BWu1g67Wnn35a93s06+KQ3YaGBiguLoY1a9bA3r17IVuwdu1aOOOMM1hrusmTJ8NVV10Fe/bs0T1maGgIbrzxRqiurobS0lL41Kc+BS0tLZANePDBB2Hp0qVap4tVq1bB888/r/0+m8+NET/+8Y/ZPXbrrbdqP8vm8/OP//iP7HzwHwsWLEjaucnKYPfkk0/C7bffzuo4tm7dCsuWLYNLL70UWltbIdvQ39/P/n8M/ma455574P7774eHHnoINm3aBOFwmJ0rvBCzARs2bGA33FtvvQUvvvgijI6OwiWXXMLOG+G2226DZ599Fp566in2eOzbes0110A2ANv24SK+ZcsWeOedd+Ciiy6CK6+8Enbu3AnZfm54vP322/CLX/yCbQx4ZPv5WbRoEZw4cUL7eP3115N3bqJZiDPPPDN64403at+Pj49HGxsbo2vXro1mM/ByWLdunfZ9JBKJ1tfXR//lX/5F+1lXV1e0sLAw+vjjj0ezEa2trew8bdiwQTsf+fn50aeeekp7zO7du9ljNm7cGM1GTJo0Kfqf//mf8tyo6O3tjc6dOzf64osvRi+44ILoN7/5TfbzbD8/3//+96PLli0z/V0yzk3WMbuRkRG2C0U5jm8sjd9v3LgxrccWNBw8eBCam5t15wobrqLsm63nqru7m32uqqpin/FaQrbHnyOUYqZPn55152h8fByeeOIJxnpRzpTnRgEqA5dffrnuPCDk+QGWEsEUyuzZs+Haa6+FI0eOJO3cZOTUg0TQ1tbGbsq6ujrdz/H7Dz74IG3HFURgoEOYnSv6XTYBR0thvuXcc8+FxYsXs5/heSgoKIDKysqsPUfbt29nwQ2lbcytrFu3Dk499VTYtm1b1p8bDP6YKkEZ04hsv3bOOussePTRR2H+/PlMwvzBD34A5513HuzYsSMp5ybrgp2ERCI7dLwR+byCBLDFCgMbst7//u//huuvv57lWLIdOIvtm9/8Jsv1ohFOQo/LLrtM+xpzmRj8ZsyYAX/4wx+YGc5vZJ2MWVNTA7m5uXGuHvy+vr4+bccVRND5kOcK4KabboLnnnsOXnnlFd0sRTwPKI13dXVl7TnCHfgpp5wCK1euZO5VNDz927/9W9afG5Ti0PS2YsUKyMvLYx+4CUDDF36NLCWbz48RyOLmzZsH+/btS8q1k3XBDm9MvCnXr1+vk6fwe5RiJGKYNWsWu7D4c4UThNGVmS3nCn07GOhQmnv55ZfZOeGB11J+fr7uHGFpAuYesuUcGYH30/DwcNafm9WrVzOJF1kvfZx++uksN0VfZ/P5MaKvrw/279/PypyScu1EsxBPPPEEcxQ++uij0V27dkVvuOGGaGVlZbS5uTmabUCn2Lvvvss+8HK499572deHDx9mv//xj3/Mzs3//u//Rt9///3olVdeGZ01a1Z0cHAwmg34+te/Hq2oqIi++uqr0RMnTmgfAwMD2mO+9rWvRadPnx59+eWXo++880501apV7CMb8Pd///fMmXrw4EF2feD3oVAo+pe//CWa7efGDLwbM9vPz7e+9S12X+G188Ybb0TXrFkTrampYY7nZJybrAx2iJ///OfsRBYUFLBShLfeeiuajXjllVdYkDN+XH/99Vr5wfe+971oXV0d2yCsXr06umfPnmi2wOzc4McjjzyiPQYD/ze+8Q1muS8pKYleffXVLCBmA7785S9HZ8yYwe6j2tpadn1QoMv2cyMS7LL5/Hzuc5+LNjQ0sGtnypQp7Pt9+/Yl7dzIeXYSEhISEhMeWZezk5CQkJDIPshgJyEhISEx4SGDnYSEhITEhIcMdhISEhISEx4y2ElISEhITHjIYCchISEhMeEhg52EhISExISHDHYSEhISEhMeMthJSEhISEx4yGAnISEhITHhIYOdhISEhARMdPz/jV66LFb0uzQAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, y2) #listing both y1 and y2 here also works\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7966ecdc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/595518487.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding legends\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label='person 1')\n", + "ax.plot(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "421d113b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1078680109.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAESCAYAAABkens4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAl99JREFUeJztfQeYHNWV9e2ePD05z0ijHFFCiCQwYJAwYLAJjmvWYC9rbAPGgLF32d/gxFoGG4zBGBtsg82SzK7FAl6wQYBIQgKBQAmhnEYzo8k5dff/3Vd1q19VV3hVnWfe+b75JvV011RXvfvOveee6wuHw2GQkJCQkJAYx/Cn+gAkJCQkJCQSDRnsJCQkJCTGPWSwk5CQkJAY95DBTkJCQkJi3EMGOwkJCQmJcQ8Z7CQkJCQkxj1ksJOQkJCQGPfIhgxEKBSCpqYmKC4uBp/Pl+rDkZCQkJBIEbBVvLe3FxoaGsDv94+vYIeBrrGxMdWHISEhISGRJjh48CBMnjx5fAU7ZHT0z5WUlKT6cCQkJCQkUoSenh5GfigujKtgR6lLDHQy2ElISEhI+BxKWq4FKq+++ip86lOfYvlRfPKnnnoqKn96yy23QH19PRQUFMDKlSth586dusd0dHTApZdeygJVWVkZXHHFFdDX1+f2UCQkJCQkJITgOtj19/fDkiVL4N577zX9/e233w533303/Pa3v4X169dDIBCAc845B4aGhrTHYKDbunUrvPDCC/Dss8+yAHrllVe6PRQJCQkJCQkh+GKZeoDMbvXq1XDRRRex7/GpkPF95zvfgRtvvJH9rLu7G2pra+Ghhx6CL37xi7B9+3Y45phj4O2334bjjz+ePeb555+HT37yk3Do0CH290YMDw+zD2OOFp9bpjElJCQkJi56enqgtLTUMR7Etc9u79690NzczFKXBDyIk046CdatW8e+x8+YuqRAh8DHo2QUmaAZVq1axZ6HPqQSU0JCQkLCDeIa7DDQIZDJ8cDv6Xf4uaamRvf77OxsqKio0B5jxE033cSiNn2gClNCQkJCQkIUGaHGzMvLYx8SEhISEhIpZ3Z1dXXsc0tLi+7n+D39Dj+3trbqfj82NsYUmvSYZCAYCsObu9tg4/6OpL2mhISEhMQ4CHbTp09nAWvNmjW64iHW4pYvX86+x89dXV2wceNG7TEvvfQSswDD2l6y8MBre+BLD6yHu9fsStprSkhISEhkSLDDfrhNmzaxDxKl4NcHDhxg6szrrrsObr31Vnj66adh8+bNcNlllzGFJSk258+fD+eeey587Wtfgw0bNsAbb7wB11xzDVNqmikxE4Wzj1Hqim/saoPO/pGkva6EhISEBMDmQ93QNzyWvsHunXfegaVLl7IPxA033MC+xkZyxPe+9z341re+xfrmTjjhBBYcsbUgPz9fe45HHnkE5s2bBytWrGAtBx/72Mfg/vvvh2RiZnURzK8vgbFQGP6xzVwYIyEhISERf4yMheCS+96ART/8OzR1DULa99mle1+FE+59eRf8/O874LTZVfDwFclLoUpISEhMZGw53A0X3PM6lBbkwKZbzo5pek1K+uwyDZ9cVM8+v7m7HTpkKlNCIrPxzLcBfnMKwMhAqo9EQiDYIRZOKknamLYJHeymVwVgQUMJU2b+Y6tMZUpIZCwGOgA2/gmgdSvA0e2pPhoJB2zWgl0pJAsTOtjx7O5vm4+k+lAkJCS8YvdLaFiofD2anBqQhHdsaephnxc2yGCXNJzPpTLb+yL+mxISEpkW7FTIYJfWGA2GYPsRJdgtkswueZhWFWB5Y0xl/n2rvhleQkIiA4Aau12R3l4YlTW7dMau1j6mxizOy4YpFYVJe90JH+wQ5y9S+vv+trkp1YciISHhFi1bAfq4mrtkdhlRr1swqQT8/uSIUxAy2HGpzHW726FNpjIlJDILu17Ufz/Sn6ojkRDAVjXYJTOFiZDBDgCmVBbC4smlEAoDPL9FqjIlJDIKu9UUpk9dziSzS2tsToESEyGDnYHd/e2DCaTKHOwC+PBvAGOyx3A8YywYghe2tYxPW7zhPoD9yqxMmHKK8lkGu7S+Frep4hQZ7FLcgrB+bzsc7Z0gqcy1twM8/iWADx5P9ZFIJBD/t6UZvvbnd2DVc+Ow/2zfawChUYCyqQB1C5WfSYFK2mJPWz8MjYYgkJsF0ysDSX1tGexUNFYUwpLGMiWVOVEazHsOKZ879qT6SCQSiIMdyuK/5bCyox5XIBXmrJUAOaqyTzI7U3T0j0Brz1DKzZ8RCxpKkypOQchgx+ECLZU5QVSZVMjvb0v1kUgkED1Do+zzvvZ+yEArXDFxii7YSYGKEeFwGC64+zU4+5evwtBoMGXHsaUposRMNmSw43DeImV47Pq9HdDam9odUFJAHoJotSSR+bDwhOwZVMaoDIwEx1eKvn03QOdeAH82wPTTAHIKlJ9LZheFwdEgNHUPQffgaEp9gLekSImJkMGOw+TyQlg6pYz1qE4IVeZIn/J5oD3VRyIRK975I8CqyQA7nrdkdlQzGXeuKVOWA+QVA+TKNKYV+ocjbA43PalAKBSGrWQTJoNd+qgyn50Iqkwq5A/INGbG4+DbAOEgwMH1Ub/qGYwEu33jKdhRvW7mWcpnLY0pBSpG9HNDUgdTFOxwo4WBNj/Hz+aJJhsy2Blwnhrs3t7XAS0pLuYmL40pmV3Ggxb4wU7bYLe3fZwEO2yX2ftqpF6HoDSmHPEThf6RMdOvk4mtar3umPoSyEqyOAUhg50Bk8oK4Dg1lfnceJ+EQAIVXCCDqbkBJOIc7Ia6on7VMxR5b/ceHSfB7uBbihAlUANQq7YcSGZniQGOzaWK2ZESMxX1OoQMdiY4fzF5ZSYx2PU0Afz5QqXJOxnAaM6r1kwYgUQGgepUDswOFZkpR9tOgD99CmDva3FQYa4A8KvLmBSoCKUx+1PE7CJKTBns0qpuhyz77X2dzKE7KdjxHMCeVxShQTIQHAEIcRe9rNuNE5beFSU55wUq+9oHmFAgpdj2v0oK8t0/x6e/jiD77NJWoBJCcYra5ymZXRqhrjQfVsyvZV//11v7k/OitCMf7k3O6xnNctO8btfUNQg3/XUz7GxJ0vkZJ8wO3SpGg0pwww0cjlZp6h5ME2GUx2uu5whAyxY0wwSYcWbk5zKNaYn+kTH4XNYr8NWs52CA2/wkCwc6BqB3eAxys/0wqyb54hSEDHYWuGz5VPb5fzYegj4uBZAwUK0Fvf5SEezSvLH80fUH4LENB+BP6/al+lAyqmaHfVUIFATg7EbEvrYUB4NRVfg12BFby0HDUoBAZeTnWhpTBjsjhgYH4afZf4Af5DwMBZ3bU2b+PL++BHKyUhN2ZLCzwKkzq2BGVYDtRla/dzjxL0jpp5EkMRfjgpDmzI5UhN1qg7SEVbDrBghF0lSUwizJz2bXM2JvW5I2VI7MzmuwoxTmCv3PidmNDWHeLJYjHHcIDnRAjk+5LqY2/yNl9bqFDcl3TiHIYGcB9G37ssruHl63L/E2S7hIJZXZGV4nzV1UyN+xLwUpmIwAX6eia4kTp5QU5MA01Xh3b8qZnbWYxhEYyInZ8fU6BDWVI8Zk3Y5HqD9yf89ue1ERqE0Q5xSCDHY2+MyyyVCYmwUftfTBW3sSHAwo/WQMQomCsRcpzQUq+9vVYJeMlHKmgSlrufeTCyLE7EoLcmB6dSA9FJl0rMM9AEGXm5emTcr/l1cKMOl4/e+yC7jXkMGOh59LGVcOHwJo/iBpr41EgUzIU+GcQpDBzgYl+Tlw0dJJ7OuH39qXnDQmqiSTMV8ugwQq3QOjWu2pl+sZk1AxNgwQ5tJ2XN2OfDHxWqaRKntT7aKCaUavGQVqOZhxBkBWtv532IKQna98LaeV6+AfMpznrauT9tqHOgfZ/ZuT5YM5tcWQKshgJyhU+fvWFmjuTqCjCi8sSAa7G80cgcrBzghrkcxOoP7KMTvaJJQUZGsCFUwJ4xDNlIFnXW5FKlq9zpDCJMheO1NkDyvXxFA4R/nB1qeSlsqkFObcumKmxkwVZLBzwLy6EjhxegUEQ2F4dH0C2xAGI3WWpLQfUBrTn5P2zI5SmAgZ7ExgXNi5XjutZpefA3Ul+cyXcCwUZrvttAjObpgd1rMPvW0uTiHkqANBpSJTh5xhZX15MXQcDPvylGkRR95PqhIzlfU6hAx2LtjdoxsOsj6luAOL7urFmDRmR2me0klpH+ywR4d3ghh3M9kSyOw0NWZBDhNdRUQq/ZnH7HqPKOnavBKA0snmj5HMzhT5o8oGqClcBe/knpDUVOYWddIBDmxNJWSwE8A5C+qgpjgP2vqG4bktCbAQw0K97vskpjHLpkSCXZoGET7YYYP0cCI2HOMq2EXX7FCggphelWbBzg2zo1R7IddbZ4QMdqbIH1M2013hIngp69RIsEvwPa+IUySzyxhgE+SXTlKCwsPrEpDKNFg8JaXXbsQQ7FA0kKZF/QMd+uOSqUwDjAs7L1Dh+uwQWmN5ewYyO1IMB6qsHyOnlZuiMKhsqDuhCF4JLVXOU9d+gKb3Evq6R7qH2LDYbL+P1exSCRnsBPGlE6ewN+yd/Z3aqIq4wehUnwxmRzU7dI3PykvrVCbP7BB96a7I7NwPcPdSgAdWAKz9OcCRDxK7gzZuUkwFKiqzqxwPzM4u2ElmZ4YiCnbhYugczQaYc05SUplUr5tdWwz5OVmQSshgJ4iaknw4d2FdYthdFLNLRrBTXyM3ENkpp2GwGw2GoKlLUcGidDkjmN1Hfwfo2ANw+B2Al28F+N1pAL9cAPDs9crv4r0Q2wlUNGanBrvqdAh2AzEyO5s0Jl7PxteQgOKwEuy6oAgGcOrBgouTosrcqqUwU+eckrBgFwwG4eabb4bp06dDQUEBzJw5E37yk5/oRAX49S233AL19fXsMStXroSdO3dCuuOy5dPY56c2HWa9XxnN7GgxwMWhsCJtgx0aQKMSNi/bD40VhZnRa9d9QPk89VSAuZ9Ump17DisTLR79PMBt0wFeXpXAYNcZ3WdXoKYxVWZ3uGsQhsdic79/fMMB+NIDb8FdL37EZpUJCYdwbmKIu3cGXLio9KvXp2R2ricOlIKypnSGi5g5eHDmSkW5itfq4Xdjuj+//If18N0n34fntxyJ2ogSs0tlMznB0JUZO2677Ta477774E9/+hMsWLAA3nnnHfjqV78KpaWlcO2117LH3H777XD33Xezx2BQxOB4zjnnwLZt2yA/X20KTUOcMK0c5tUVw4fNvfDkxoPwr6fNyPyaHQt26cvsKIWJga4oLzszmF2XGuzmfxrg5G8oC+++15UxTsjseg4BrL8P4Myb4vN6VJ/COgxuYkxqdiRQqSrKZecRz+GB9gGWXvKKX7+8i7UwvLm7He56cSfUluTBWfNqYMW8Wjh1VhUU5JqkrYw2XnGv2clp5UYMjIxCmRbslPd7EPKgaO65AFv+B2DrXwEmL/P03M9+0ASv7VTelyc3HoLcLD+cNKMCVuB1ML9WU2KOy2D35ptvwoUXXgjnn38++37atGnw2GOPwYYNG9j3uPu766674Pvf/z57HOLPf/4z1NbWwlNPPQVf/OIXo55zeHiYfRB6egzqxSTB5/MxdvcfqzfDw2/th385dTqTc8cMzssweTU7boEkdVsaNpZTsJtSUai1ffCDKNM62JH4Bxfg2WcrH70tAHfMARjqUcyKafCoikfW72c1ya+fMVP89YjFlDQAtO/SmB2bZcf12dE1jIpM3HFjKjOWYNfepzj9fGxWFbx7oBNaeobhsQ0H2Qcy8WVTy6EwV7/ElAQ74E7+B3Gv2ckxP0YM9nRAkU+5d7p9RQBhgIHhMSjCVCYLdk8BfOJWvDhcPzdlDmZUB1gGBntiMfjhxw+f2cZ+h0vk/LpxmMY85ZRTYM2aNfDRRx+x799//314/fXX4bzzzmPf7927F5qbm1nqkoCs76STToJ169aZPueqVavYY+ijsbERUoWLljYwFwB8U+PWmGtMYyazzy63KK1rdsg+KNgRs8NJFBkV7Hjk0w43HMXg12xvgf+3eguseu5DaO1x4dZDCzsGOy5TgOyN5rSSQCVeikys+wyOKmnQ3355Gbx789nwp385ES5fPhUmlRWw9hBkfC9ub9F9bNhpmCDi5pqjxwqpMWUakzDUo2wSBsJ5kJ2THxngii40eP9jpuHQO56eu1fNHHxyYT28cuPH4cUbzoD/+OQ8OGl6BRsrhVjSWGbO8jOd2f37v/87Y17z5s2DrKwsVsP7z//8T7j00kvZ7zHQIZDJ8cDv6XdG3HTTTXDDDTdo3+Pzpyrg4U61rCAHWnuHoXd4NL5pTMyhY0oqqTU7jtkNpDezo/RlWqsxcRNBi3KZyTWKiw2qX4PDCqNXg1/XwAgbTkvoGhxloiix16RgNymSKhwdgp4hJdJhagmZFmF6ZWHMIhVidfi8gdwsxhjPmFPNPn746TAzT3//YBeEDHW8kt7dAK9Fvg8PdoIPHyPCKui82vbZSWZnxEivcl93+0rY+tU/ElSCHa43c88D2PykospsVJvNXYDq50X52ewawMGs+HHl6TPZNb1xfycck8KxPgkNdn/5y1/gkUcegUcffZTV7DZt2gTXXXcdNDQ0wOWXX+7pOfPy8thHuiCADKN3OH7j7YnZoZtJ20dJYnbqYoAXvBbsOtI22E2tLNS+7ovXJiMR6DqofMYgprE4A/Dn/a269PWPntnGNlAEV3VJYjFFNQC+LIBwkF1TPYOFmjgFFyJCPBSZ7f1KsKsM5OqeG4HfY0+VaV/V4TYW7DqgBCqgB3zsWLsBCsrsXxADYr+Lmp1kdhpG1WDX68dgpzAspshEYCoTg902NZVpSKs7gbIsxWofJ4+ywlxWt0sXxD2N+d3vfpexO6y9LVq0CL785S/D9ddfz1KRiLo6Rb7f0tKi+zv8nn6X7gjkZcVXKEHMjiyQkuKNybUeeKjZvfrRUW3GXKKANSc+jUk3VFozO7sUJoGCoBrs/rG1mQ0IxqwPNX+7qktqApVA5LkHO3Wz7HiQIjOWieUd/UpgrixyuQlVg9BobhlLqynH2iF2vSIbFlZjSmZnnGXXn6UwO4S2UZ+5AiC3WFELY6uMxzRmsVoTTmfEPdgNDAyA37A7wHRmSJ0cjOpLDGpY1+PTkuvXr4fly5dDJkC7YIbjzewmJ3HqAZfGdFmzQ/ufy/64Aa55LLHuC10Do9rOsTFTanboSoEoU/xUnYJdZ/8I/MfqLexbTP2QYMRdsBuMvJcF5crXg13Qo24KSJxCIMuw5p6hyA7fJdrUNGZFINfdH6rHmldQyNw8hNsPaCOGaUp+SKsRMo0ZhfCgcl8PZJkwO0yrYyrTY4M5pTHNmN24D3af+tSnWI3ub3/7G+zbtw9Wr14Nd955J1x88cVaigPTmrfeeis8/fTTsHnzZrjssstYmvOiiy6CTADWKOKqCqR0Vqla40l0zQ6Np2mmGBaoXdbsdrYqzHNbUzdr+k4UKG2JknZ0X8C6QNqrMV0yux88vZV5rs6uKYLrVs5WUuQsa+BiI0ULO7IaSgcOdka5p/DppfLCnJjYHVpAISqLXAY7tfUgEChmPo2IznbzWr15vc6G1SEoEI7jNOa+tn53PZJqeWIop4wLdtzf8w3mKilxG+woIzGhgt0999wDn/3sZ+Gqq66C+fPnw4033ghf//rXWWM54Xvf+x5861vfgiuvvBJOOOEE6Ovrg+effz6te+x40ILU73FX7JjGTDSz4+2l+NYDPA5s+nUAOZqgKTPeeInCfk6cgsiIPjsKdrRxsQl22/YchKffb2KqtV98bokS0NUUuauArtVfeWbHpTFNFqJYFZntfWoa0yOzy8kPwFieEph37BVwJNLqdTbilAnA7P72wRH4+C9egZ8996Hw3/iHFOY8khsJdihS0TDzLGWSRG8TwL5XXR3PhE5jFhcXsz66/fv3w+DgIOzevZuxuNzcyE2B7O7HP/4xU18ODQ3Biy++CHPmzIFMQcCY944FWHjXmB3V7JIU7FDMkJ0HUFARkcMb2yAsXBMIO1sTd6xUE2w0Brt0rtl1HxRmdq9u3s0+f+OMGUyejQio15YngQou9Pkqs0OBCjfex4hYpx+QQKUi4LZmFwnM+SXV7MtDhw85/x1lHeyUmOO8qRydUO58YQf7evsR8V7j7GHlnsY6KZVgBvmNOqYyF39e+fr1u1zV1Ok6pXsznSG9MT0gkmqKw6KLYhRUpPHScey/SqRxMG8Vhkq6rOzIIikgUuGD3UctiRPTkDhlaoWyMGdGzU48jZk92gNza4vh2hWzo7MGroKdFbPTj/fhEashNLUeuE5jUmDOzofyKkWQ1n60mTUkx9xQPs7VmH/f2gy7j/a7tszLUYPdWB42+VPmwLBRP+VaZfO752WAwxuFnhd7KTG7M2FrdhMBpMZEF4KYQUwqKxcgoOx02YDKRN6svBKT4EKkgmM7CDtbEsfs9qujfaZUKgsY1ezSltkhm+g/6hjstncpt12pbwDu+PwSyMuONNwWxRLsmECFanYcszNJMWlpTI/BTqvZuU5jRgJzVbUS7ArGeuD9Q12xW4Wx5x2fRtDIotCejUDvrQjy1MGtUBAJdmQIoKF8KsDiLyhfv3qH0PPSMeB+OWBwyklHyGDnAZ5EBE71OmRWKBYhJLJux9d4CC5EKmginAxmd7BjUFezK87LSe+aHaUw80ot+8YwiK3eppyzY6t9UZ6B3gQqg5xApdxEoJId9zRmRKDiNo2pbpRyCsCv1t/Kfb2slUXMBLpyQjK7Vz46CltVn0m3zC5/VCmThAsrtDSm6WbqY9dj6ALY8TeAFsXqS6ihPC87PraJCYYMdjGoMb3KtnWgeh0ujtiyQTvTRPba8SbQBEEzaCxI8zcaLpbkWRnXQxwLQVM3BbuAjtlhrdQx7ZWmKUw0EW8eVgLEzOLogOZJoMKnMfmancEX04zZYe3NDUsgloEK0tiYXYEWuNCkeK1TsBNmdoUR1adLZWE64zcqq/vUEsUSDu9BoSkTeMqCyhrjZ8FOZXZmeoPqOQDHfFr5+nWdg6mDEjP9xSkIGexSXbOjNCYtUnlFiWd2o2bBrkK/g3ZIYaLCD3d0Y6FwQqZeH+ocYGXLgpws5tTPp4/jqoRNSI+dtRITPS97QFmQ/cPd8VH6WqkxaTEyqdnhe1ddnOcplYmbDazXxFSzYypg5Zqr8PUyazG0l4pbzc5swkKGYv2ednh7XyezfbvhbEXIh5s9IYHc6CDkhpWNSVZRJRSq15fl3572HeUzGkS3KwIqJyVmJohTEDLYeUCUC0E80piU9qJUZiIVmfzEA5c1O0phTiovZB54iUpl8p6YZEeFtS284dO2bkdWYTbMDhu5e8KF5tMuvGykkL3Qoq4LdhFmZyZQiSWVSeKU/Bx/1FQD8WCXr6mAq7P6mWH167va4sDsuGA3TlKZVKv73PGTYVploWawLJTKVHvsRsNZkFtYBoXqtHDLzVT9EoDZn1B0A2/8yvap6R7MBHEKQgY7D/AkIkgnZmeaxhSr2R1Re+waSvNhTi0Fu76EtR1MUU2LCZpIJR3rdgJpTAx23RCwDHaury0yBzBpKo8IVMwXI6+KzHayCnPbdsCOl2d2SmAu8ynXj23dTrRm58d2mvxxI1L54FAXG5eDAe4bZ8xkGz8KLsSsbKFasXVBEQTys7XsiGka08juNj0K0G2YUpGh7ikIGew8oJDqKvFIpUUxu+LE1+z41gOXNTtqO2goK4A5qrXVzgQwOxyhxItTCFr7wVBmBruWbo7ZDasz7ThEWg8Eswb8gs4xu/BQF/QNjVimMWNRZHpuO4gS0yjMLjc0BHkwwup2pnUo/BtKvTsxO3pu/rUyGPeqrO7CJQ1avykFF6Faq8rsOsNFjIUXkEDFLthNORlg6seUifJv3mP5sJ4MaihHyGDnAYF4emNqzK40TZideLAjH8dEpjFx2gGPtHZREWR2PcTsMFVkeJ9JoCL8/1GwQzaDAic1Q+ALh6AIhmx33l7TmJ7bDqLENKVKbxdawuUMsOGvplkCqtf5cxSnDydQep53CspA4H31960tTNp/1ZmRYb4kCKGarAiz64Ridu9EBCoOf3u6yu42PgTQZ864JbObAIjr1AO+9SCVNTtt8oFDsFMVkg1lkTTmvvYBd159LoId7WYJadtrhywCx/Y4WIXhgj4MORDy55qmMvmmciG1Hc+U2Od8gGzl61JfP6ur8X18VsFOVNmHaFPTmK7dU/jjxeCMq7jKRE+fpBzj2o/Uc2g1tFVk7t04YXb3vaIIRM45pg5m1UTGJUXSmOI1uy7G7LLM7cLMMONMgIalStp5/X2Os+wyATLYeUBAZXaoSBuL1QiZbz1IOrPj+voCosxOrdmVFUBdST4U52UzZVgss9FMR/sYfDEJ+HppOdOu+1AkDU0iEZP/q5mpWX0QJoaCqUyTYIcqV1I8im1cOJauXkul0GcpTiHWjLEDGULngPj57FDTmKSS9dpnx6AqMk9pUJYi0xYEzSpMIIXJnjvzzaDRPQh9UxFXnzlL9ztKG5IAyQ4hLo0ZYMyO7MIcgh1eGKfdqHy94YHIppwD3YOy9WAcgxYkoR2SW4GKxuySUbMzYXa4k7NI/6A3n7JYK8EOi+WzEyBSwd4vVLri/Ta5vCBxDf0JaTuYYsk+0OaMnCt8tLkxMjtO3SgkUjEyO4QabJHZ2S1EaDzdUKr83d62Pg++mDGmMdmxKsHuuGolsL+9tzO6f5WyDU4m0OPIDPq+tbvZJhInvy+arDceoPdUhNmN9SkbhS4oZqxOm9gyIpA5mPtJgOr5yobs7Qeifi3TmBMAudl+yMnyxaex3ChQyStOTc0Og2xWni27w/TVSDDEhozWqj1aiRCpkDilviQ/KgWXtmlMQXEKAtmWP7/ENNih6g57C4VFKmbBTt04YbO2lTiFMK1KCQx7rUb9YKAx1GzavbqnmB2vyuxqswdgUlkBu77e2tMeI7PL7DQmbij/Z+MhU1aHcKPGDKqDW7uhCPKy/VCgBjuMc46ZA6wBn3aD8vVb90VtgmWwmyDwZNjritklo2bHBTtkIw4TyymFWVuSD9lqv1siRCrGaQcZkcYUFKfQfD7jtHLPvXZmBgE6Zme/EE23U2QGRwHuPwPgtx/TLXSex/sYHVTYsSrBzjfYAWfMVbxhX/2ozWK8j9s0ZmYKVB7dcIAF/ROnVcCJ02kiSQQlLtSYIZUVD2SXskwM3xcp1Ce84BKA8mnKBhgbzc3G+6g2fukOGew8IqB5zMWQTsPt1WAq1ZiGYKLV7ZTdoBFHVCVmfWlk7iCJVOI56sdKiZnWakwt2FmLUygFjJsFu2CnWYaNeE1jErPrd2Z2dr12PYcVv8++ZoB9r8c+uJXvC9SYXcTx5fTZ1eZ1uwnG7HAoMuKCJfWmvy/PHRNOY/pocGt2qZY5QIYnvFHHiSiYzkS0R4yo+deXApUJosiMidnhLhd7WZLtoGLWZyfQWE7uKVivI8xWVWL746jItOqx42+stOuzE3BPaVGZHQp74sbszJS1GrOzF6g4th/Q/4TYtYZ9wjoP9dm5rtkxt5ch05odModTZlVCtt/HjoXGO3mq2eVmds1ujzrGZ2Y1JyAjHNoIl609Ha7PflIs2A0pwW44pzTq+oqafGCFYmU6BfTqJ8rTqC2Zxhzn0NzDYxGo0EKHvUYU5LSaXSKNoPui05gCjeXki4m1FQKm5PBix2I63aSJTGOmP7NzTmPWlYoFO3cCFe5cqSnxUmR2Dko5Ys8HOwesFaaIXS9q5x1TbJ4cVHivSo3ZRbIJeKzHTVEC9dqdRyekGnM0GNIyGzOqDfcnouldyAqPwWn+zUJqzGxulh0hUhMWvIeKVYbZe8Q0jSnVmOMccWF2vDiFFHxJqdk5Mbt224ZyPo2JdYA5ca7bRdKY0Tc77SLjYtUWL6CcHlN9iLKplg9r7h42SWN2xWYZZpfG9KFAxX7XTSwdWUJUDYhGFiE6dgN07NVSmKjsI7GDMPjgo/YCagbkavMz1e3W7jhqYgItqsbM3GnleO1j2wmeX5YBMEJVaU/2tTkzu1AQskeU1pbRvEjtT8gyzIHZYVAeGlU2PZLZjXMENGY3Fj9xStKmHpi0HvACAEuBSnQaU1e3i0P7wdBoUGNAZmlMYj1plcbUeuyKLHvsEK29btOYImpMmzSmALPDDEV5YU7UBHodWyXsXgNtXlOY7FjV50fVLyr9dGlMNdjNUYLdut1tkdFRoibQ46D1gLIjmF4mA3SzYFfj64LhQYf7bbALOzrZl2FuvqKQZZgps4sEO/7+k1MPxjloQYrJMszYdpAMZoeiGLOmcn6XbcXsuB47HlS3iwezw9E+dAPRIpz2aUyBHrtogYp5n53rmXYUQPiNi8bsnAUqiElqL+PhzkHzIF45W/m8a433oa1WLNTA7I6pL2EqT1yIN+7vVBShdI4mQBpz91Hlvp9hVq8zbIKLhlvsn0w9p+jFWpAfeb9o8oFw2xQxO+y3U9clSmEiAyVldrojM45yvFqGGX0x+Zod7tgTMXySLQDhaDbgkMZE8cnR3mELZlccN0Wm2WgfHpQySatgR+k+G5swdNqhgae1pQ6tB3bTpJ2k/Ih8hdmV+PodBSoIaiznJ9Dr/q9lX1E+730VOnv64uOLSSBmhxu/UJBNvD5dZXevYt2OrkWf35Y1m6sxM5HZqcFOFQ5FgdsEl4822w8xNphAG9cu4RFluCbRxrivJWpKeaZABjuPCGgz7eJQs9OlMSMeeAlJZfKNoVHBzlqg0qLWm9Br0ci4KI25v72fpSETpcREFKk9PdhU7sbPMdXilKN9w2xmG6oNqwJ8sNPbhblXYw5Y2oWxpvJ8F8yOD3Z4bonZzfukcm2M9EHOkbdjCHbcLDvtWCmAhbXAf/qcqkjdjlLqGBQp9TmOmR2lMU3FKQbh2mTfUftrRDOBLtKcU/g0pqt5nFrd7khGNpQjZLDziLjYVhl9MTWD3KzEBTu+xmNcPGyayrW2g1LFJowHTrxGBoGLOaVhYmZ2Jj12fOuBsHdkuigx1RRmTXEeYy/2fXaxClSUAFLkG4KSXOcNAalrdWlMvAZYm4APoGQywKwV7MfVLUq/XYWnHjsT5Wh2bmSslcpETlP77bYd6YHOtiZ39bpMZ3ZtNm0HBhtBDHa2ikzNBLpYm1COoMA34CY7YqjbaQ3lGaLERMhg5xHkHj4Qb4EKBpK8BNbtzKzCCLSgDHaylJKIOCWiyIyPSEUb2mrB7LDeQLE2bUQqIlZh5J5CSlbeLszAUN0JVKJTg6M5kewAilSEgx3P7LoPRBY5DEgzlWA3rXMd+8zYqVuYBWZdY7myOFcV5cGiScpm4KM9+9THuAh2dG1nWLDrGhjRaqLU/xgFbk1wVGRyzK5ITV0iSEU74CYLI5ndxEVcppWbCVQQuQnstdPSXibBhE8pYcDjcIQb7WOGeNmGOaUxkRUVualppU2wU9LAmpycmF04GOU56KqtxURZ2zsShm51QGxRuE84jalTY1JDeelk5fPMs9inycO7oBq6YlNjGoOdQZHJpzIPHjrorqGcf/4MS2PuVlOY2NrDm83rwGV7kNnZ+mPqxvtkaz8OiE4+sGk/yLQeO4QMdh5BaYGY7MLMmB0iocyuz5rZZeVEjsVQtzus+mLWq2IGI+bUxD79gB/tY2YV5qmmlWiMDUeabYV8MfO5NHK2aSpT20iNeBOoYGqrO6y8v9kj0WlSK2bX2jsckftTvY7sz4qqAeqXsC9P83/gcUo5DZo1Mju9IhNxxpwa9rmj9bD6mKpxH+w0cYpVvc6wJkzytdkPcFXv4c5wsbaB4pmdq82iobFcClQmEPhRGZ5h9MUkkPIpITU7i4ZyB0Um7fp59xRzRaZ3ZodqT6zDYUnLLF2alpZhFBQweNk0PdPEAy3Y+azrdu6MoKPrYNgc3gXqNWQyh8wIZGkoPMJsKjF4U4XprJXs0xlZH7h3T2HHavDFtGF2S6eUKZO1x7o81Owyc1I51etmVFnU6wzZnjpfJ/T39wulMQt1zC6WNGaz7tqUacwJgLhMPRiySGMmo2Znlsa0aSynRbDeIY2JzMxVeoTDfpXVYaDLsendSateOz6Faddjp1mFcUHCIti5SpGbpKW7OWZnTEebAWuuDca6nTGNicxbrdsxZlfo0j3FqvXAor8T3/9TZ1VCuU9d3CWzU+fy6DeTId6/1IiBTi2NWcQxMAp8AzEwO2KUUqAyARDwIt81ghY5YxpTY3aJqNlZNJQ7MjvzhnICTq3GloRwDIpMMv+1S2Hqe+1GM6JeZ5rGRDgwO7F5dtEBpGdwjM0vU57bmdmZKjKJ2XH/V0/VUugNF0CFrw8qe7cLPa+YQKUyKo1JqcxKCnauanaBiPozEb2qCW87KLI+f2Hl/+nKUdK8fhIS2TI7ZXArodBtn52R2YXDnBpTMrtxj7g0lVsJVKjXLhHMzsoqzGbyAabF6P+kBmQjlKnlsYlU+IZyO2jMLh3SmILBjtKYdULBzsU0aZMAgu+XG2Znqsg0SWN2DIXhjdBC9nXevleEntexAd4ijUkilQpQ+hD7sg33iB3456cpC2kObA4ncZZlQzlX1mgvnME+5/ZxZt2WTeVYs+OZnYdgV1QXeQ+He6Qac0LahY0EvTU3o7CB+o4smV2SWw8MLvTGeh0yNzvz31hn2x2wmXZgFuxoxEhaBDsb9xTcBZMPIZt4IJjGxMvKdkHC9pDgcNT7iQKVLqBg547ZsfcaN1kUJLk0Jg5tfTW0WDcFIaZZdlECFX1gnlxeCNVZyrX0XpuLtCn//BmSykSbPJwmgbPmrOriWgoztwj6C5XrrWBAFfCYzsqMOKgEzNKYbvQGuDmm67W3WTI7wuHDh+Gf//mfobKyEgoKCmDRokXwzjvvaL/H4HDLLbdAfX09+/3KlSth586dkEmgiyfotblZW4Swr07tuUpqzc4h2HE1O7seO1ORikdmR+IW2wJ9PKfExwMm6T6rtgNcGHihgFWwwxEsKNJx/B/5PrJYmR3vokKiGzw+6gfEYNc/Egl2h94WDqTOzK7cfGhwKASlYeWaWHvIxYbSn6WYTbPX7M84A2hmOmAG2vzmFcNIUQP7MjB4xOKx/QDBEVMHlUIvzI6v2/U0cQKVCVyz6+zshFNPPRVycnLgueeeg23btsEdd9wB5eURX7vbb78d7r77bvjtb38L69evh0AgAOeccw4MDWVGyoE3U/W86GptByXRTiZJqdkF7AUqXM3OqV4XbQjtPkijdyQ1pM+r4yzT7Gp2aZXGnOrcUG4c2ULBbrg7KiUcUIOibZpcYy0+xXmHE6hE1Jhiwa6Br9lpKUx9AMeG50PhajiS06j0B+5dK/TcUcdrJVAx1Ozw2P2gbCT/vmfEXQZFG+A6mGEG0HZtBxFmN1aivDelwxbBTj2Xw+EcGIQ83SbLe7CL1O1kGhMAbrvtNmhsbIQHH3wQTjzxRJg+fTp84hOfgJkzZ7Lf4wV71113wfe//3248MILYfHixfDnP/8Zmpqa4KmnnoJMAe6+6KLx1Gtn5ouZpjU7jdnxKTibNCYOAnWryNzHJp2HGKuZkilpzLERtssVtQqLmk8mNMA1KKas5ZSgTKBCzM6lQAU3NqHOA1EpTEpjInaXnOwtlSnSVM4HNPUa7AoH4GDPGOxykx7PsDE/Qm0HtB5g5ke93irH9NPDo+p1UMSUrbnZ/tjSmAZFZiTYTWBm9/TTT8Pxxx8Pn/vc56CmpgaWLl0KDzzwgPb7vXv3QnNzM0tdEkpLS+Gkk06CdesUKyIjhoeHoaenR/eRXtPKx2L2xWztGYIv/2E9/O2DIwmu2fU5qDGJ2XVETSh3YnY49gUNgnG9crUwAcCOZmXXOqeu2DqNY+izSzmz68F0H7o7F9j2gZkqMRF5dsFOQABlETxYGtMls8NaIp52rBsNtu3TN5RzaUxEU/Wpyg92vRRldWYLOl6rpnKsP/LBSU2lD+ao08s/4ga6jrP2A6GGcu7eza5QMgkVoQ6l/m+ERb0OQZv00WCYDWF1y+xCvUdknx1iz549cN9998Hs2bPh73//O3zzm9+Ea6+9Fv70pz+x32OgQ9TW1ur+Dr+n3xmxatUqFhDpA5ljxk8rN7inPL+1GV7b2QY3/GUTtAxnJ7BmZ2MXZtHzRAq9eodgh5itsju3iswdzcoGZp5a97ND2vTZCfbYtZj12CFiNYO26FvjHVRE62q4+yfmOdy231R0064Obu2vO1GpiWGwP7pD6PltmR1uvPw50XU7ldn51bYDT8EuQ6aVO7Yd8GnMvBIoKKuFwXAu+HGzRTVWCxPoAF8nhsgm3X37gcLsgl2R1OmEdlAJhUJw3HHHwU9/+lPG6q688kr42te+xupzXnHTTTdBd3e39nHwoE0jZRIRcDvx16btgBZETOX97q3WJKgxHZrKcSFVF4qIe4p9GpMXqXzkxkklHIa+/e/BNVmr4fKuX5uOvUnLmXbU0GtgQHFNY9plDSxS0tjwi43EGrMTZF8ac9dqdvo0JpkUl5WWAkw71X0q06qpHDcKZnU7ldkFyhVGsWFvh/gIqQxKY6KyEa3ahJldXhGUFOSy+qnpRHmO0SvuKXolK6Y0cdSU61SmGuyQ2bHnyfJDPqddmHDBDhWWxxxzjO5n8+fPhwMHlDekrk65cFta9FN28Xv6nRF5eXlQUlKi+xhvzK5VVewhNrWoz2dwS4gLSJ1mlcbEn2epvocD7UxtSoHYKY2JoF47x+kHuMv/6O8Az14P8MsFcMvhr8ONOU/CMYeeANjyP7Z/qs20S3mwE+yxcxKo2AQ7T2lMZHbUehAaFV7wSZGZ22deh6ThsxVoFaa6qcDuNULPbXe8lr12anYhUF7L6sW4EXxrT/SsxUyfabdXrdfhtAdbY2VOoIKPOxxWNqZjHSbBTj13zATahH0VehGpqMHOr1qGZVIKMyHBDpWYO3boUxsfffQRTJ2q5JhRsIJBbc2ayE2CNThUZS5fvhwyCTFJ4I3MTt3ZnTi9AvpAWQyCQwlUY1qlMdkum+p2bWyBw9x+lt8HNcUCzE4zhLY49n2vAzz6RYDbpgM8+nmAd/4I0HMYBsJ5cDSsLv59KrO1gFbPGsqUYDfsOtgJpTEt3ktUYw5AHoQpNeiisTwbxqBwuNU0jUnMjg1uVX0yYd8b4qlCrc8uXyh9TszOF6jSppcLpzIziNk5Dmw1Eahg3fqQGuxG2tUaq4VAhR/vE20Z5t5FJWsAiUpYBrvrr78e3nrrLZbG3LVrFzz66KNw//33w9VXX63Jqq+77jq49dZbmZhl8+bNcNlll0FDQwNcdNFFkEkIxGIZpjG7Uk2ggrjq4zNh4fRJWrBDSX5cQQuTVeuBwTKMUpiYgsOAJ5rGPNQ5yIQSUXjmOoCPnlMa6nEo6An/CrvPfhCWDv8Ons1aYS5BN6A4g5gdMmOcUh7VUG4MdlEz7UigEnQl5cc0n9L36YMw9a8J1u2QuaO5MJP7I7sPqGkyVUWtBTuceFA9V9npo6ik+YPY0pgI7Vi5wEyK4EAVnKEGu1eFg13mCFRInDLTKdhRK1JuMbsXW/2K7iHUqdZYTQUqaBVmwuw0yzAX91CR8nr+0CiUQ29GKTETEuxOOOEEWL16NTz22GOwcOFC+MlPfsJaDS699FLtMd/73vfgW9/6Fqvn4eP7+vrg+eefh/x8Z+YwbizDDL6Y6PiPQPb0vQuXsa9zYRT+sPYjSEwa0+bGIh/Cfgx2NNpH7L0pD+RqrQObDpgssv0qa7j0vwGu3wJw/h3wds7xMAy5kFcc3eNnp8bETQYGk3TusUNmjMeIixOmqUyDXWgsioEIZQ1MmrRJEo4E3Uc2dC4ayxugLVKv4/o/sZ0Bp8Mj2Cw7fAHquxJ8fts0polzj2ZsUFgFp8yqYucQZ76h24h4sEv/pvLdIm0HOmanbCg7cpXz7zOr2ZFAxdBQHlMaE4f4qlmfWl+XZHaICy64gDE2bBLfvn07E6jwQHb34x//mKkv8TEvvvgizJkzBzINnvtVDGlMlP+SrLu2JA/qqiI76t+v2ezZkcRTU7kFsxOp1xGWTVV26e8e6LR2ba9bpCkYP1TbDorKa8ydNAzgZ3OljN0FRwF6mxytwkicUl2UF82M8T3wZZlbhokMqDUZ10RsujgvG3zElgR77SaXFbAZaWb/U1u/6gKTlw152eoxk/OPg6BIe+/tmJ2ZQIU2PYFKKC3IgaWNSvB+9SP9RA77aeXpz+x2q206jmlMTqCC6MlTamjZvSaCPfU8dhh8MaPXLm8uKrW+zoxSYiKkN2YMiNRVYkljlmmsDhVS5YW5bIhqWLU7yg32w3eefD8+6UxsgkYWYVezMzSWN3W7D3bHTVEWpY37O6MDrerazlukfai2HVRU1wkxO1xsqUk2ZcGu57Dyv6BzSZEapO167MyYcawz7cxMoAfVCdIF3CBeFy4qFOxGi5RUOkGXwiSQldiwQLDjDZk5txdbgQrH7BCUynx5h31NN5PSmKFQGPa1KxvQmXZtBwaBCqK/QLEMyx1oVe5tiynl5sEuS3kO143lyj1a4+uUacyJBMp7xypQIdlxdXGe1lDtU3dvtfmj8MGhbvjdq3tiP2C+lcGW2VWZMDvxFPPSKQqj2HSwi93MGmhRxAnd6mKEtSBqKK+vnyxUsyOGkVKRCm8ALdJjV2Ix7FQLdj1x6bNDcQqCqfpc1uxwUZyRo5z77rw6U/cUlsI0NsWLBDs+6JimMQ3MjrlgE7NTrkcSqbywrQXO/MUrcOuz2+DN3W3mjdEZIlDBzeTQaAhysnwwWVXDCjmoYKAsrIahcA74sMaKmy/T1gP9eB8C/cz17Ek12NXiM8s05jjBqPMsrEBMDioRZkfilJpibkFUd2/XfkxJG9z14kcaA/IMuvFRfJBlsyvjlHGaL6bFaB8zoLcl3kxYP9rFz7ajBR1ZnRogkNV2Dowy947JkyYJpTF1LiqpYnaic+yseuyM7MjLTDsTgwAaqllSkB0ZHSVaU8NZgtnKuW/169kqpdnRJSf62F0EO1SIml17RmaH5wPbJrjN16JJpXDx0kksMKBc//ev74UvPbAejvvJC3D1o+/C6vcOQdfASEY1lZMSc2plALJtBhYbBSqI4oJcrf1A12uHKXZ1A8IcVHITk8YsiTXYHfnAVImcKMhgZ7WDumsxwEPn2z7M1ZBNHngxEsvCYEfiFH5BVIvQZ0wrgJXza5n8/8Yn33dn7+O27SBqWnm7NqHcTRoTb9olk5WF9l0+lUkMgLw/uXrdtKoA5JWotUo8N2YWSPwhihglp1Hbge695eEw085rGhNrXOCyZodoUNOYh0Nq8DG4p7C2AwKlot0wOyfnHmJ2xOpw06e2KmDW45dfOBbevflsuO/S4+Czyyaz48FNFdrsXf/E+3Da7S8r/YBaGjPdg12f/Qw7G4EKMivTxnJ1cxMCH/RAwDaNOeAxjVkbaxoT0673fxzgZ1OUgbBJgAx2Zujcq6gGD7xpmwIilZPrNCa/sOWX2jI730gf/PSShVBWmANbDvfAfa/shoRNKTfU7EKsz27EdRoTcdxUk7odMQBubAyxVTbpANNiPr8Qu0u5P2Zfi94c1zGN6RTsuszTmCIOKjpmx6UxXdbsMHVYNabUw3aNVjjX7GjTIsTs6FgtzoPG7Dr1wY7qxxxwkT1vUT384nNLYMP/Wwl/veoUuObMWWzeIgY+dFrRRlilec1OM4B2qtfp7MKKtLqsabBT751+fxGEwK8TdMWL2WHNju5BT+jYrUzOQJaqtjQkGjLYmYG/eVu3WT4sYukU9Bbs8I3Oyo4wO75pm5tphz//0acXsG/vXrMTtjZ1J8YqjKCmjcJ9bdoukDEFFzhuiokiU2N2pVHMbl6dOuqIFj3HXjtidia9fC7wH6s3w+d/tw5G3M4kJPEEtWk4CFSieuwIDgIVMTUmF+wGKY3J1+wEg91AO+SEhyEU9sFHAyWmaUzmnqIdOzG7Xu+DW43MDscdBce482ttsI1AhSteazeeMxc+uUhZiN8/2JUxAhXhhnLMBmmDeos0ZmeaxlTvnR6fshkx7bPLjZXZxdh60Ka2VFXPsa15xxMy2JmBX3hatlo+jHZMri8Yg3sKBTtsO9BgmHzw6SUNcM6CWtbrdOOTH7hfnC2k6qZQd9P+4S7WYIw9dtgu4gYkUsG+KK2OMhzN7EicMpdm2Jk5aZiAdpXUV+YFyKgfXX+AMQG3xtUR5mG/GLeoNbso9xQCsS+LaeV9MQlUiNkJpjHVBfMolML+7jFTgUpVkdc0poMBOT/qCoMzNZQ7nF8eS9TWBBRGZYpARbihnN9QaGlMjtmRnyl3bXaD8ri49dlxzK4auqA4N4bwcVQNdlVzIVmQwc4M/MIjwuxcpzE7dTc4pbpq+GCnMTvlIsdgc+tFi1iqZvuRHvj1y7vANahOaDWlnKAGHF84BKXQ56peR0DVHtUh3sPFxyhQoYGtrYaBrWbNxbFMPkCR0epvALx0a9SvXt3ZFsVchCHAPPC6oJl7XpkdKvUs207ManaUxmQCFZfMTl0wkS3QpAtjGlOnxvQiULFidlnZkXOBzESQ2fGgOvGWw90QpPaGNA52uEluUjdDjg3ldO9iS5Iq8CnhLMPM0pgoTkHY9dn1u9UbBKohCH7I9oWgHGIQl7TtiDC7JEEGOzPwO9UWm2Dn9YKxYHa6NKaquOLbBbA14ScXLWRf/+blXeymjrtVGAJvJnXhqfD1aoM93YLYnSZSMQhUcGArMlTcZTaWFxpqN+3xqdm17wR4/zGA1+6MUtfy1lOdboOdAPOgFCYGZssGXAeBim2a3EyNyQtUNNYoyOzUUTEY7PCa5LMHVLut5NOYrloPBsxn2fHg33ubmp0VZtUoDv94vg71+9I+jUkG0LiBRechN+IUYu8Hidlh6wGmOvmG8hAFu2hmRz8bHHW5Uc/KhnZQ3vfyoKAptxloNJRkdmnG7CxGpNCOaXDUpW0V54uJf0cpIp1AhavZ8bhgcQOcv6heTWe+D8NjwfhNKeehLuIV0Av1LtoOzEQqWt3OIFAhcQpOStAGtpo5aZhAcxhxSiF3qia5WAznFmU876/tPOqN2WFNidiSDfMwZeyCwQ4b51Fib5s5MBWojEX32TEZf1B4ZFGLr5pd8tQ2gb2SnQOxClQcana6FLY3Zof1O2xPQGxvG0t7Zic0w85CnILAmlkblMIw5CgGB9RrpzK7tmDAsmZXoI7mcbtRx77YlpByXxeNCDjZmAE3nW07la/RYzVJkMHODPzCgwsknw/nwDdruqrbEbPLL2OBDuMkrvW6HiabaeU/vnABk1yjuOOeNS7SmdqkYwGZs7qjRmbnVolpFKmgRybbDHDDJ/l63XxKYbLXNXHSiKVmx5vkcgwHWTH292kPcxPstEDsiwQUL0pM0Zl2jsGO88bkHVSoZmfx/FFQr/P+fKUuc6hrQKsD0maOOfxox87V7Jxm5pkcaxR4cZKHmh1ft9vaOpL2zE4LdiJtB4YeO3qPw+CHZjCkMtXrs42YnUmwC9BG3WXNDmt8zWHlmi8cdjFM13idoRE89vva+MrGGzLYmcG4MFikMvOy/ZrfoasdEj1/QZnWh1Vl9E401Ox4YFC8VU1n3rd2t6I+E4GW9hIPduUs2HljdjgBAdN3mFZiAhCDQOVDozglETW7Li7YcbUr46gYV8xOs7GqAPBbD69s7h6OLdg59RLSQs5tXjSBCtbsMB1NmyaRup0a7MZwGgUb2jukOzdYIyKbNr3lW9h50LBTn53xvdfOsXgak6/bbWqmYDfgaA6RMOx/E2D7M5a/3tPW54LZ6d1TEKSGPBgyBLuBiHsK7/TEo8CjXRhei61qsMsd1M8kda3ErJip1GqTBBnszGBceFrNFZkoGgl4uWh495Rei1SXSc2OB/YZfWpJA9txYzpTaIKziAm0ijAxO+jxHOwweB/byPXb0Xk1MDtdsBOs2WnTyh2ZHTfri1MlUrAjYYwrZifIOrShraUCwc6k7uXovWpgS5hi0vXZIdw0lqtpTL86ef1wpxKgKM2uyzzQ66L1m0gq00mgYkxhG6zCRLGkUTmf77eMmvtyJguY6sa5jU98WZ9d8NJ2oMvK8MFOeY8PaMHuoGG8TxHbnOSYOLMUerQLw6nqLWqw83ltBj+afHEKQgY7M9DCUz3fWaTiRZFp4osZNRjVombH48efXsAYISoaf7VGzYELjfdxrtmN5JZraUzR8T52ptCsbqcJVErY+TrQMRDpsTOZuBCXaeUmzK57YBTeU+uIaD+F6KD2CBEIsg5HqzDd5AC7mXZjDqbeBZpyE512EFpfpGhjOW6E1EWyoHo6+3xYTWPqhrbywHYU0fYDTFtxx2oK3jLMI7NDMRUeZ1+I6wt1SGWiEOfvW5vFNoxu2Av2DEIYwkc/jPo1bkyE2w4sBCq40cZkUFRjucN4H0TAY1M51oRbQN1AeQ12bckXpyBksDMDMZCpy120HwQ9+mKa9Ng51OwIqOD6z4uVdOYDr+5xXvg1uzDnm6vLpyxik3N6IF8tZnvBceq4n/dwth0nUNmh9rWhKEcnZ6fFbTBeNbsDUef9jd1trE6K6j0SNNCCLgRu9IwdtIkHImnM4EgUA7HdSPHCC/X9JFaHjFqrJ4v22qlKTFRYVqsjpiiN2WbWduBWpCLE7NRFFIUWFBxdMjvMtmDdDp1Dgv5cIZHKb17ZBV9/eCP87LnooOQZRzZpXz78tzVRY7pwk4vpfXyvplQEPAlU8H/V9doZanY4uNWs7YBPY6K4TmfW7gC831rC6jXVewRi6rFLojgFIYOdGejGnXJKZJdmHKERi2WYJlAphRY1jVntgdkhzllQx9JdqM6kUUExtx7gvZqreD7O86uLoEcsbSzXZNahoYhAxTSF6UagImKnhWyG7a6577mWg9NnV2uSb1dpTMPoGcc0pp0aEzc1ZJFm0Vhu+j9S8MB5eGrflTbeJz87YgIgagZNKbDSyVramnrtOqjtwJjGdDPmx41AhZR62FPmZG1nU7cbgjwhZoe+mojV7x2OG7sbPvhe5Jv2PXDer15jUxowDYjYrbK6xvICfR3UhUDF1B8TswM08cDCBBoR4H6OAU8UePxUs/PE7PD4NGYn05ipBy06tccovUSYLqKiqqVlmIeaHaYxe0zaDnQ1O2dnj/JAjhg7caHG3O2bxj43Bg9FZOMeUFqYwxgUAwUeZHaaTZgx2FVGFk/qG7ITqAyNsZSQKYy1ksEu9liq150xt1pLzaG0XniHSzU7G9aBz0UpasuGcgRapPGpTNGZdnzbgRrYIuIULoUnWrPrJmPrRm3UDAY7/D/a1cGtUWlMN712QgIVNdiR+hnPrwcrKarbDYRzHaeV72vr14wN8Pyt2S4wK08AwUORYLesqINtRnFKw4o71sJT7x1mzkLC4hQLgQrVZjXLMGTEGOjU9DamMc3EKYj8HL92at2sXXi/Uc0O+o/a3qOWWREWjH0AVbMhmZDBzghcOGnRwRRTzXzbVKYnQ1Xt+XFwq4kJtJHZOci6SQ6u2XLFahcGAB8NlbCdYRYEAUxqDm7rdnkwAn4a2ZJXovXYzeXrdVpaz+fI7iiNiYvIsJV1Gl+vQwx2wq7WPjjSPcSUtCdNr4Ay9dxhnKNgEQ9mh5O9UTyENRWcUm4LC0Wm7Uw7M19MoziFPbfLNGZpIwvOuBBiLQv/j8h4H5NgJ+qiQsHObHCrkdkRXNbrCItVZtcTzHVkdi9u1ysK/+fd2DIZDKEg5LZHRG0L8o7Cg185AaZVFrIN0HVPbIJV/7ddvO3AQqBCzK4VyiDkw167IEDzZvbzsawCGIZcS2bn8/mgMMe9SAXTmB1QDEHAvw0D9LV6E6fgtBA7lp8AyGBnBNZNaFHGRQjZnY1HZpHbAa4og6aFgROoRNV16KLGC9hBTUbBzpnZCY74YUMlh2FbSO2BUW8gr1g2tRyKgRYcH4RzA5wBtIHZoZRfs7myDnZ4o9LO1LJuZ2R2Q10aqztpRiWrRWIKiZSdwu0HAkrBFrXtAAVEjnPKHFxUTOvBpuN9lPOgM+0WHeDKpTFRvVerptWxbmc6uJUgKlBxw+wILut1BDzOKRWFMATONTsKdl8+WbnW8foghbRntO+C7LEBGA2rrKr7IJw5swSev+50+O45cxmros2xe2ZnTGMqvXZ9BfW6WuFwTqmlewqhwIMDFKYx8fV6c6q8pTI1m7Dk1usQMtgZQQsO1lEw4NQusGd2bgUqqkILEcor1eps0a0H3E3gULdDuyFEF9ckbV+zc77BDncOwLawGuxatkAswObyYp/y2uG8ImjtG2XHiqxHS3HyEDCDRscVclGxFOYQsyufpi34FOxOnx1ZSGkRJ5cQRwgoBR2nHbjwxzT9/0zERjpfTIJozY5Sh2rbwSRKZXYOapsoDNwJFahEMTtvwQ6BIpVBh5odZkLe3qeclytPnwFLp5QxNv6/7zVBTDjyPvv0fngmDGXh+xNmLTC4ubr6zFmw5jsfh/MX1zOmd/ocwf/RZBYk/1735KnBrkkJdoPZarCzYHZeLcPIoWcgr8qbSEUzgE5uvQ4hg50RfC8YUoeaBbbMznWfHe2wcwqhY1hJw+HLRC0kWMuhhcyhbkciC0f5vIvWA6zXbA9NiQuzm1ldBLV5yrGNZhdrrG56VcBc6SnaWO7Ua0fMrn4J+xQa6IT1OOsMAD4+tzoq2NGA0njU7ISUmKIz7UzTmNaDW3VpTOGaHaUxlfec/FCx/cDUBNqzQMXm2sPrkk9zemR2iCWTS2GQanYW08pf2XGUBTfMLjRWFMJnjlOa6f974yHrOrAI1ICzOTQdegvVDWN7xOkIz+29XzoOXvnumTCZPGE9pjHpvW7PqdMxu4Es5X2xqtl5tQyjLMpQfo23YJcicQpCBjsjNHm8ugBRzY6Kv7H22XG+mCROwcK/WeOnqCJTuGYn2FSOtRpMr24LT4sEuxhufmRhx9Yo/1+/rxB2aANbDfU6gqgZtHrue61m2lFDef2x7NNIXzv73xpK81kAJlQUumB2mIamIGzDPFpEeuwcxvwE7JiribrRVKAi0meHDdA9KpspVRZ8UmQe4pidac1OS2P2Cs6zczgfPLvzWLOLZnbmwe4FNYW5cr4yPPRTixtYWhvbYrY2Cfh9OjC7reFpMFo2IzKsNBZYCFQoBX/Urwafjj3sU59feV8Ctswu27XegNSkI4W13tKYKWo7QMhgZykeKYmkgVT7JGhViso8Alre2yWz49xTotoOXPTa6ZidXc0JjYC1BSfg2AyNse1w9mQIo38d7tqNYg+XWFihFNg6g/nmNmE8XPbame5MMShR35HK7Hzqe4sqTH4+HzEWoV473KxgHZU/Tltm5yBO8TrA1URspA1u5Ydqioz56W1S/id8r9Wp0ZTGxEWfRKo6X0zXAhUBZmes28XA7BY0lGitBz290ceGBuprdygp7ZXH1GrK4bPVr5HdeQJed2qwQ2aXXT1T+Xl7jMHOgdkd8UUyFYgeCnZW0zbA2wBX2niFAh6CHQbsHvW8SmaXBtDk8ZyJbq11KtP1tHLOF9Oy7cA1s1MueN7Y2JLVCaQxyQC4uqwYfLQDa46tbjenTFFMtgznwodHnIJduUt/TJP/u69FmeyMtde6RexHeaEByIYxOGOOfmFwFeyoXoeS++xcgR47N2nMHnG7MJtZdnqBioAak1KYJZOU9DmaCajMbmuTcr2WFeZYZB/cClQKxINdDDU7VEnnFigbgeb26EC/fk8HW7hxbNZi1VgA8Vk1lfn0+03eBiR37mVlh6FwDuwKT4LCurnxCXZaU3l0nx1C67VT0UW+mBYOKl4HuGpiMHWIq6s0JrVvBaqjxUhJgAx2Rhj8GxlsFJkRxdyYd19Mq2An2GunpeHsFmvaWePibyf/5pwzWN2mbnFc6nZTAsr5OTqap00Fn2+VxnRrBm1WsyMmiqycY2AV/gE4ZZZ+EXXVWK7V6+xTbC2uBCpWfXY2dmGm431s+uzQkcSqX5JTYhIojYkWZJb1Ogcja0/BriA+zA5RXKyc17bOLksV5sr5NZHxUgBw2uwqFgBx4/PyDg89d01Kf9328FTIzcmFQMPc2NOYyBZHrNWYiH1B/fVoN7jV2DblrvVAdekprXfP7CjYJdkmjCCDnRF8jx2hxlqRGdDmqgU9+2Ja7v4FmR31igkxO0xhOjTqkgGwEuwWxSXY5QeV1+8NFzJRDu4qqXk59prdmLU4pXwqa2cYyVYWieUNfr2AgxeoCAU7GipaFbsvpmifnVmayXRwKzfLjt8waQ4tXQ4N5aogiUtjEqr4oa08aPG1Y3aYE9f67JLD7BDlpcp57e7W/98oPnlxm75eR8A2EfJL/R8vqUw1hbklNI2dQ1/lzAgDcriPLcE3xRvTmKoa8+BICYA/8r53CAS7Ag8m9sTscsoa3DO7FBlAE2SwcxKo8MwOa3YGoQapnQY8MDvH4Z50YTsU/2mxRoGKpYrMxcQDMgDWBbuW2IId/Q+9UKiN/+F31LHU7GyZnTovqxuUc/mxSdE3vyuBisBQUdwpk0TbduJBPGp2pgIV7n/EtKSTSEVjdkrbAQVaPh1qyexEBCroskF1TlfMzrtABVFVobDavr5enTvOtiM90NQ9xPrdTjWwfASpMl/6sFXrMRSGqobcHJ6usGNk1vQ/qeIR16AgiZsWw/kjZtc9HAYoVYI0P7jVygia/53bpnJEXsWkyD0q6rAkmV2aC1QQlbOVUSYmg1xt5eHCEw8canYOAhWspyCQMZmyHPYc7toOEOxmpXolij2cGpMFzmtPuMC8mdxlnx2i2K4PjWN2o8EQtI4qr3u8fiPPUFHkovVAG+/jLE5B9krHGEuww0kGURPpTZq0TR1UROp2WttBJI2J4Ec7mSoxjQIVq42WzrRaUKCC9xtfN/eAyjLl77OCQ7C3PcKOXtympCdPm11t2vqCtWQ0CMf7CWt3wsD/n5SYoela+wZUzootlcmnMA1ZGarZsbYTjpm32kwpj2oqF2R2eA2OBJW0dlFpteJdiuhrdhfsJLNLEwybMDsUItBuxDDuhy4mcYFKdOuBoxrTgdnhDUvFZsu606g4s9NqduXqzlTtvYqpuVw9r30gEuzi0GfHMbt393dCR0hZZKcWjsTI7JzdUyiFielpXvXpOthxu/IokYrBLozNshs0EaiIKDINDeUEbbG28sXkmR26Dlk5/ZiYVluCWBBeAx58MXlk5SnnBo2zPjjUFVWvO9uQwuTx2WWT3duHYavLUDeM+XLgo/DkSJqeUpleRSq0JhlMoPmNTd/IGIRLuWA3WujooBJwKVDhnYqK8HVLXNTtkN0Ts02BEhMhg51IzU4nUtliyeyEGlHV5w/nR9xTLOXpVA9xmgItYhkmON4H0z3E7LTFLh51OzU9HM5VFsf59RbiFH7Bw40B9oB5mWnHMbtXdx7V0ph+EyEFMTu86R1d7wUGtwpNOxAIdlg/wlSbaebAIFDBzRZl6nQCFafGcrxmTdKYCL6mapnGZBsyn337AT/LzimAFdXoP8cC9dwUwjC8f1A5t0e6B2Hz4W52GGfOs36NTy9pgJwsH2w53KP5uIqmMA9kT4NRyIaGsvzIRO6Ygp15jx3P7PBtHC6OMPMjI4XirQfD7oIdrnk4msiVIhMDHRpU4/WCqt8UQAY7ETUmoobqdgZmp+6cMOVBFN8Waiqp31esPR7VX/bMrk948oGlZZjgeB80/kXJNV7LmpJQC3axM7vPfewYuPETc+DE6TbSY1qcHZw/LNWKuIukfp6yqcwirDscsGQ3mGrEhU2o/UCgZhfZLAi6Y2gz7Yaj6h+R9ooxC4GKEpCI1eVm+ZnJtf75bWp2mCqmYGRYhLTF2mq8jza1wUGkIqrEREw/HWD5NQArfwTxCnb5vhHYdFC5jmiqwdLGMuv7TlXorphX606oQuKU8HT9+0/MLtY0ponNH/N3VVtCBgpU0YgvC1pGlc1JwCaNWUgm9oIjfkiJSdckFNeJMzsSp+CkgxgZu1fIYCciUNH12hmCHZfzF7LdURdvSqthvS0vOyummp0QsxO0CqMUJqbgtL6qOmVALDR/AJ6hpmIXz5wC15w12z69l8XVa2zqdrSrjQoEWIMKh1hNocNfznbnXRCwDJ54LMJm2gLM7lCnEogs1aZGsPSUz51IxVCz48UpUefWaAaN78W2pwGeugrgNycrP8NmcoO7CR+sLdOYCG1EURyCHaY5z/lPgFkrIGbkRNKYKErBTZzWcqA2j9vhM2oqc/V7TTAmspFVbcI2DKmWa3FLY1ozO50/Zr4S7MKFFUDxy84urFBjdmOumB3dd66YXYqmkyc12P3sZz9jN991112n/WxoaAiuvvpqqKyshKKiIvjMZz4DLS36URtpJVDhmV37Tt0gV9tUkxnUBefoWL69OMUts3OqO2kClSLxtgMCMTsc9eN2fhWBFkIjY7aCwBBXLY1prNlp9bop8MFh5XWzC+3rVsKN5VSzs2mKRYstV8GOKSZL3FmGGdKYpr6YRoHK7jUAf74I4LbpAH/5MsCmR5SZZPienHJt1J/x7QeWzE7EH1PUPSXeUINrwD/CAt3G/Z3w5q52x3odAf1TMci39Q2zVLioOOX94DSW5qule7tiRmSj5EXkRX22hh47oyLzaOligAUXw+CJ15puxq1M7N3W7CLBzg2zS604JeHB7u2334bf/e53sHix2pis4vrrr4dnnnkGnnzySVi7di00NTXBJZdcAmkrUCGlmsUg14Coqombldc8UuDssJEnPsDV0bnfpC/Lru2AV+Ix+T4uiMERyyG2Xl3bnUUq7e777Lh6HXkcFper9RmLxUZo8gG+fwIm0LRhEDb5FZppZyFQoTSmuhBF1et4Znd4I8CelxUxCS7AJ18NcNnTAN/dDXDKNVF/xm94LGt2Ii4qlJp1MDOIO9RrvSRLOTe/fnknKx1MrSw0n7Zh/PMsP1x47CSN3dkCRT6DHRD2ZcOOcCPrr9RGO+E1X1TnPZVJAjUTgQoffNhUqc89BB2L/5V9j5twu/FShdR64DKNScFVMjsVfX19cOmll8IDDzwA5eWRGkx3dzf84Q9/gDvvvBPOOussWLZsGTz44IPw5ptvwltvvQUpBYohKGVolD1jasjCSSWSago6X7Rqv9HhIeWCqY4Ts6P2A8vGci3vL5bG1DUVs/99oXeRCrJBWpyNmwgnkYpNr52WxrRkdlNh8yEleFRX19oyO3JRsW0/wPcPA75NGhMFPoe6XDI73cRvq5l2FsxOrcFqzM4s2M05V5G/TzsN4BO3AlzzDsC17wGc+1OAGWdY2p5VFeWypusz51azry3h5I+ZambnU4Rgb6isDv8nIZUsMkA13fneAYcRSSqr6ymZDSOQo8+MxJrKdEpjqsGHDNGJqQVs6nV8sBNtm/LM7NABpm1nygygEx7sME15/vnnw8qVK3U/37hxI4yOjup+Pm/ePJgyZQqsW7fO9LmGh4ehp6dH95EQ8DtTMwaiiVS2ertoaNeelQtNfcrNVmPVduCyZqcxE8uandgsO0rBRd2ssSgy+daJBDA73Jnqaiocs9uiejvW19fbCl6E2g+I1eGibbFpwJRXlMBHBG5n2hnqYJEeO5MFDhfab20E+MqzAKd8SxEJCAADwu8vPx4e/OqJ9sEhngKVeEJ9j/LC+sZwo2uKHebXF2v3BTEbu3pdU+HcKHGPLpXpJdjZCFT44EPBiK4Vu3qdF7sw65qdQ7BDsRiuP+jwQrMlx0uwe/zxx+Hdd9+FVatWRf2uubkZcnNzoUxt+CTU1tay35kBn6e0tFT7aGzUS6TjBlpoUJ5v1g+kMbttpouuo3s4555yVGUQtvJ0V8xOsGbnmMZ0CnYeRCq0COJrO/VZuajZ8bJqXZ+jyuz6CiZpwXvq5ElCNTtbyzCtXmedwjyovl59aYG5cbLnNKa9GtN0vE+y4ChQiXZ7SQrUaz0riO9JWOtBPGEap/YVuK/oHiVPVztmtytrpqndWkyN5Q7MTtdYzrUSBESZ3YhY21R0GrMucn/brVFUr8OAL3r/Z0KwO3jwIHz729+GRx55BPLz45Ojv+mmm1j6kz7wNZIqTiFQKi+q/UAwjalzTyETaIGaHSopMRUgZAZtlcYUaypvomBnvFn59gO3s+3cilMEgx3OHsOPKOajMrudIwo7xBpNcVl15D0wOX5HZixoAk1KzKjzFyuz4zdSzGuSAkjA2hczWdAEKhbBQBstlexgF3m96aXKwn7WvBrbOpYZ5qqG5TSaylycskkTp5i2nWhpzMgQV/cClRL7NKbKvEg7YNdjxwc77M8cFpjwoDE7el5cn2hDjlNGnOp1KRSnJCTYYZqytbUVjjvuOMjOzmYfKEK5++672dfI4EZGRqCrS59OQjVmXZ26UzAgLy8PSkpKdB9JFacQLAa5FlFdxQWza6HxPiLMzoVlmLMa0zrYYcAghqATqCCq5ykOGFhDo0GfiRKnCNbsdJZhVLdDxtOv9FK916u8jwtxhAvVYFGcwY87csXsnNsOiBnTiBxhuPHHHMNrJ6xb0DF9qvwfKWR2hnpjujA7xCfmKMd4yXHuG5rnq24/O6yCHQo0UNXqy4INA/UWaUwKdnvcbxY1gYoVs8vRiZQow2Q33sdoJSaiyKQNpZbG1NXtjqStJ2bCgt2KFStg8+bNsGnTJu3j+OOPZ2IV+jonJwfWrFmj/c2OHTvgwIEDsHz5ckhL9xQC/pxcJrhUpmYZJsjswjpmZxPsmOOEXyjY8WpC05SEybBPKxUhpnq0xlHtWPIjxWW3dTutd9ENs3Ou2eksw2imHQ1szSuBja3KeVjYUKr83+QKb1K3c8fs7HrsPIhTbNOYWdHXlonX5P4O5WdTKpIsArGZx2fn45kU+NGeTLm/bvj4ZHjte2cyP0y3oLmLlsxOrdfhhnBvV8j8/a/ARnOfsiFwuKY9pzHVNGOfYBozy+/TDAhEBrj2GNOYonW7FE4n5yHgUusOxcXFsHChmu5TEQgEWE8d/fyKK66AG264ASoqKhhL+9a3vsUC3cknqw2u6eaeYhSpoMwYU5nTTtV5zDkLVJRFdiynWJsTZpvGRFEAyo3xBnEc4JqrmQZj/SoqWAnU7LQUphUrwVQm/t8Y7OaeC+6ZXXzTmLr2A2J2nBJzi9p2gKa+7FxivxnuwJGVG0yPhVoPNGZnl8b00HbgVqBCwQ4ni2MDPpYPtGDn7H0ad6SrQIVeMzgMeaFhaKz2FmzncswON5JRYh21XjdSswh6D4yZZ0bwOPCaw7UDU5luZvU5CFSoTkv3ADWJO6Uxif1hClOE2Wl2Ya6ZHbUdjLM0pgh++ctfwgUXXMCayU8//XSWvvzrX/8KaeuewsOk/SAyrXxMzCrMX6ztyGimlLMi077XDp+HmttN2YlAUzlJ5i3rTV7H/VAaJhHMzhgM1HrdaEkj7G9XAsCChhJzJxHTYDeqGwejAx1LII7uKV4EKobggcIBaoZvrEhBQBF2UEkB66TX5NmwS2BPHrIgTPHTRAsd1HpdR6myNpQX5phPG/CqyNSYnX2fHQlISKxlZwIdZRkmFOyI2ZkEu54j1qIuum8EVcAZHexeeeUVuOuuu7TvUbhy7733QkdHB/T397NAZ1WvSyqcBCoWIhXbuWM81FpSr6/YOYUZbxcVg0u+sHsKD6+9diKM2c4MOmR9I9KNp517ldkdza7Tgg710Nm5/9O5C4bCWrrGbc0Od/2eGsptJx+YXFsGU+8DKqvDgK1LMaWLQEUb3JrkpnKeTdIxeADa+U2vClinMtU05sG8OfabRa+KTEcHFb0ak64Vu/E+XizDiNnpRFDUSvDefwHse92a1eFEBoGJK4mE9MZ0U7Pje+2wZqfWxrQ0ptPu6Igi2z+SP8M5hRlvf0wBgYpQGpO9wB7HsUNxS2Oix6XJpALjRkNLY+KYFQDYN1YVqdcRSKRiUrNDVSeJXSxFKg41u7a+EZYS8rntsXOdxtQzu0gKMwXMSchBJUUCFR2zixYlucE8K5EK1qpwnpvPDzt9U+3vHy+KTDbOwF6gYlRjUv3NbnCrF8swU4HK4i8CNJ6slFoevhhg61NpNZ2chwx2btSYRMVR6IC7LXVhjbQe2OyO0E9TZYO7s2eKj4CJx+QDvGEERvxoPXZWO1Nc5IsbTHsN4y5QwX4cWkQFGsv7DMxu84AS2BZNLhWe60ajfixFKg59dpTCRKsoaomIVeRhahdmcCShdG3Kgl1+GqcxKZMRA7OzDXZqvQ7rUft7feb1OjNFpihQeYsWhSIOKtR6QAIVkZpdjsrsHCzD0LSBAqIue4DHdNlTAPMuUNyFnvwKwPrfpZ0SEyGDndt0Gy7CNAGh6T19U7mdGvPoduViyC+FXSPKYllj54vpwR/TktmxGz0snMa0vFm9TkDwwuxEzaCNlmGdihpzfWexvl4nMLGbzp8zs6uMrxITYWUEbWYXZkhJH0gXZoejgsyMwlMtUOGPwSMse+0o2NUvidS8ywTSmKLtB3xGx8FBBZ2ERllQIoGKM7ML5ImlMfnMQrRSuwDg838GOP4KZZ157nsAL/xA+R/50T4phgx2btOYiEnLlM9N70Y5EViCuylaVfeURNXsuow1OxOpuhF4k7So7RCWN6tX2zAvAhW+bmc35odndsjY1F6vtzoDkR47QWZHY2zMBT4DkfNoyew81uv4aw4DBuujMzA73uXCEDy0YFeZqmDH1ZLM2B0/vDUDBSo8s9vV2svulai2g/pjuXqtxf9ZPlXpVcVjETFP5u8d/D+wlcIEfFoR2V2fi5pdgaBAhVgjtiqYZi3w2M6/A+Cs7yvfv3EXwOpvKJNS0qDtACGDnWmwM5hAWwW7w+/aWzrx4G6KVlXRJcbsXNTsaEyNMdjR32YXWN4wzd1DbCOGF7Kt6a+XYOfFQYVXZNo0lusmH5ASM78SBsL5UF+aD1X8aBqbmp3t+eNZHcr9LYQCnpWYxnPDBQxKRaFAVHOnN6QxU87sMNtBQcWssXwcMDvcAGINDFt79rb1m25iqeZtmRnB81Q2xZ0ik4KdjSEDOsLQhhtFKgNu1Jg5KrNzUJKb9tgZgcXq078LcOFvlKD+weOKAQdCpjHTDCJqTMSk4yIBLBSMNJXb7Y64m+Jo73CCmF2OuWWYwJRy3gDa1vS3Th3XhPVHnBKRKAcVXRrTpman3nwsjanW6zpzG6JZnUjNjoKd2eQDOgZkdRbnx9JXVAS4CdEk/JGAgYsYvZyWSuLGNWEthRhFyoKdTqTSmz5TD/jXNHHNcQO/3xfdXI41XDQ5xn+7egG0qve17fvvVpHp0GNnZgZNm+6AiBozL0uI2VGZwNRo3IillwJ86YnIucdNq43FXrIgg51bgQo1R+LFhwqvozusx7AQMCi0bFG+blgKLcTsRIKdYJ+dbWO0psSMoaGcUD5dEbmg36HoDetFoKLrtXNmduzcq4KhQ1AdrcQUqNlV2DE7EqfY+mLGkMa0UGTixiNgdOjh1I1HuodgLBSG3Cw/E8akDHYilZQyu/gIVPi63Y5m9X+k67+0EY4MKpsu7HW1nf3nVpHp4J4SLVLhmZ2L1oMRsTSmTolph9lnK1M20GZw2VcgHSCDnW6wqmC6DXfhDUuVrw9v1C4qvGBMG5Kx1wSDQ24x9AcaNQYolMakgY0uJh9EC1ScG8qFWQlO1SaBjmgqU2N2grPs3DA7vmanpjF3DCl/t2hyiTtmZ9e6MeDcYxdTGlMX7PTBOGozxTElSmFOrihg7CNlsGs/0Ia3Zm4a01SRiW4oiNJGXQrTNjPiVpE5Yj+41cwyLFKzc9NUPmb7OJqV56qPE8s9V68HWHELpANksOPZjzpYVWjAKB/seENVMwmvVq9DcYpy0WD+P0rVFOtMO02gMuraKkxIiemlbofTGmIVqFgEJ16N2culMT/oLzNndlSzc5pWbhbsHKzCUMGJFnC4ztUbTYDj3WtHC3duJNhNTWUKk09RmzK7gYwXqCAojbn9iHo9d1Gwm+ysxDQyO9GsiCCz482giaWJrC+Fgj3CmlWYyJqVppDBjkALDPbQidyUnCITUxe0qTaV8FK9rsGlOMXjtPIOoxm0QM2uqduhx85rsGNBOhybQMUlszsQrmYp4qhzTMwORRQmrizatHI7ZmfRUE4pzNrifOa44QmilmEcs0t5j12Ui4oh2GErAk6aSFWwy41fsCNmh1kQZp1FzK6s0VmJGRXs9tg6A7kRqPD+mDj9Al2A+P5fOwQEB7i6TmOmIWSwMxOn2KUhjMGuZSv4xoa0iyZqojTnnYfMrkUtYleL1Os8TivHSdmaco//W4GJB0LiChp11L7T+bG0+OEmIlvwf3bRZxexCxuBsDrx4GC4JlqcwtfsECauLLatBw5WYdr585rCFLAMixaoFGjuKY2pDnZWaUw+fZgSgUpB3IIdlgmoLsoGuXYfik5jljq8/zg1BRW92HNLfx9HgQqqqgkFqtLSDgWCJvZCasw0hwx2bsUpBHQwD1Qr7gbNm3V1Ox1w90YMiG87EA12Ws2uVyglgUKFqLqTgxqOeTq6URKWNESskpyaY3lxisgmwiOzqwh1gS84DCHwQ1O40jzYofSbFg0zf0w12GFKZ8iYjtZMoK0aymOs1wnNtItuPdDSmJWp9R20HPNDg1txvI3bzU6aCVQQOkWmlsZsdHYf4uv9KPISFalozE5MoELBDgMdmlc7IaDWg3WbYxs1pmR24wFuzYpx4eb67UjCG8Xs2nYqixMqGCtnam0HtaJpTBfMDgvjppZhDmlMTNu58nQsUk27cXfqNJvLq3uKsWZnMamdpPmNPsVk+6ivCsYgGxbyzimCdTuUVWerC0SUotWB2cXknmIMGAZ2FJlpZ6jZsTRmf3qkMS2ZHVevc7vZSTOBSpRIhU9jutks8qlMYWYnJlChqQwiSkxEQY67pnIZ7MYDRMb7GKEFu40RyzCjqklLYS5muzrqxRFnduI1O0vLMIc05mGu3iTk6ZidG1n0nZwgvLYd6Mygg5ZTsDHA47lv9B1l3+8NVkV7YprV7YY6LTYLFopMx5odMbsYgo5Jn525QEV5rf5wrjadOiWjfUQEKqlsO2CvG7+aHc/s9h9u1gJ7qHgSHOkaEhd4ae0Hu2Me70Og/jdsRRFtKHdjF2Y63ifDIIMdgeTeboJdg9pcfnhjRNVk9MfkmskRWo+diAk0f5EHh819B0XG/DhMKaddaYMbFWFJvf0cq3gwO0x7UbB36LUjZncgVM1qb5Y9Zw69dpVWwc7RBDqOzE5QoNI6lKXVf0WsoVIiUEllQzn/upTdiFOw62tVWVlBBbSNZMNIMMREakKZEa39II5pTE6gghC9Hgqpz25UlNnJmt3EcU8xc1Lp2A3VWcpiF1Xo5WzCEBFm51KNKVi3M5XPO7QeRMQVLhYkmn7Q25S4YCdqBs0xu4Phalavs+x10oJdpzgzxokVxCxNmJ3rmqfXmh1lDVS2dERdv1OewrQb4Kr12KWo4T3ONTsa5Fo20qz8oKxRazvADVaOWjOPW/uBS4EKldBFxvvo+uzsTOxlGnO8ClQcfDGNC7FabJ4X3h3dr4J1JpoOoDI7EqgIjfehlCGqtwTrdtR+gBO3RaeUe1qoRZldLGlMXd3OfvJBJNihEtPmtWymlfNjfnTBjuqS6Pdncn3guaaah1Aay3OfXVDHUg73+9Mn2FkNcE15GjN+akwEtpXMqApAg6/dtKFcCGQZhq0yTtkawdYDI+MSrdkVqkERmanO4Npylp1kdpkPL9O0OXY3a2xHNLPDnRsGKHSOqJrDFH5UY6kWZXYu63amlmEOdmGRYJefhsxOTJHZ6G/VmN0iMyWmoBk0NebrmLHmnlKhOMhY1OuwDpsvIPd2n8Y0d1A52BtOn2CXl65pzPgKVCiVOcnXFlFium07Ka5XzgfWotXe0FiZnW56uIuaXQHHAO1EKpHWA8nsJs54HwuRyrQhNdjxAhWq1+EMuKxsaO0Z1sZkCBmqelBkkmWYjtk51ey89Igli9kJpDFL8wDqoV1jdguMzikuLMNMG8uTocT04KCyrycNg126CVTomsd7QHSGnIAiczIFO7dKTASm2CtmiKUyBQUqxiAkWrPLzfJrCmSrxnK0QNSYnXRQmaBqTC7YTerfFs3s1OGukXodpTDz7f3zYui1q1BbD/Q1uz7bKeWae0qZm5pdvZgaU0vDJI7ZTfZ3QJYvDMPhHBgtqLIPOoICFR0z1nrsEqjE5K89XJixThjVZzempMbV+XB7upXFe2qq5tjxoM0MejnyziCpnGWne90w1/MXuyF0gwmzc5XC1oLdnrgIVIzBTtTWy+fzRRrLLfwxlVmK9DoyjTkxBSo08saXBUWjbVALHfpCr0GJ6brtICZmxwc7a2aHCyj15LlSYwoHu8TX7BrCLezzoXAVLJhUbr+REGV2/JgfB1/MuLinRM206zZXY1LwwDaL7lD6MTvjpizVzI43n45jrx2lMceKJ4k3lLsNdkHu/XboswvkZmuWhaIm0ISAg2UYiVOQAaI1YqYic4881Q4qBKyD1RzDvjzWvzuSasKt0BFVnNJwrLe2Ay81O7Oak03Njm5UTKu62rWRiwqyHm6ydhSGPM6yczH5YM6gcp63haeaO6e4qNmZMzsxX8yY05hZ2ZGGfXVckd4uLKhbsAfCuWzxEbaeSyRy8iNCKl2wS6EJNJ1TOq44iVQmF/uh1qdcP/uDldo9NNkVs1NdVDr2Wj+G39w6MDuceMGzOVGBCiLSNjXmIE7JdpeRSjPIYBdrzY4TqSzx744UeTv3KnL1rDxlppOXtgMv08pNa3bUehDN7CK7UpfsABkS/m9O7I4k+27H+0QFO+vJBzO632KfXw0ttldiijA7rfVg1EPNLg4Mq1qd6Hx0uzmzUzcuwax8CIOfsbq0WYDMRCqc20vK4CRS2f8mwF2LAHatEXo6nyrKGgznwlvNEeYT9zQm3e+CvrL8ZtUNsyvMs++1izSUZ24KEyGDXaxqTC7YLfbtjuS9qb8OZ7+hJyOax6pzsFynnVzU7MguDL3uNH9HmzRmxADaZQDGBVZEpBKzQMWhZtffDtW9Sr10bXCJvRJTpGZXFGF22mxCG2YXlzl2ZibbrR+a+hcG1fdy1J+fPilMuwGuqU5jstcO2E8r3/AAAJqIb3pE7PlUT0z0YH15x1Gt5ccNm9KCHY6lwnRlDG0HxsZy18wuxz6N2TMOxvsgZLBDYBqOiteemJ0iUlns3wMDQyOm9TpcFN89oLCJpVNc9PK5ZHZ4Qer8HVHoQCNWbNKYnpqhRdoPYhWoONXs9rwMPgjD9tAUGMyvdl78idlhLYQank36FHFMCu3YI+4p0TU7rHdSb2VMDeUENQvAMzt+4RocUM7nsC8vPaYd8KBF2YzZpWJwqwizw3LDgXVRGwxbqJ6Yh8NV8PquNm/vPd47mBlBI3ny2PQ4y85MpBJw4ahTaGxtGYcN5QgZ7Iw7US+1per5EMrKhxLfIFQMHdR7Yqr1ur1t/Sy1iN6TttL4GGt2Uf6OlMK0SGNSQ6wncUVxnT2zw4VkOI7Mzkw6vutF9mltaDGcNrvKOaWHLNnnt6zbYdMwyavb+4cdmR1tFqqKYuyxs2F22KqSk6X8X8NqsBsI56XH0Fan9oO0YHY2/phYG6U0PI6ssmJZPNTRPCiIwoG9nswEsF+T6nZY8ohhSjmBb2eiACaCwlz7yQcyjTmewDc+4wgOt8jKhuFqZaDpjNEdyqLMTSdHvHtAWVgXTyoVM1vmQQFYgNkhyslFBetOlLpheX+1UM/Bk2w6atSPRbDDhQ53rvEQqODzGNO4KMNX6ywXf/ZyuPPzysbCcZHRJh/YKzI1kYpNzS6uKUye2SFbVlOtGMCJ3Q0PKNdAX0h5j6ekQ9uB3dSGVDeVOzE7rNcRcIqHyCQCLY0ZuR48sXoa9WP1mi6ZHd9YHnDD7HINI6QsmJ2r3uA0hAx2Xk2gDQjWK3W7eWM7lfw/PicGGFWpSSnM46aqaTQ3oItdoGYXZQbtMN4ntjSmQ/sBLXrIpBwcIGwXKloojXW7li0A/a3s97ULzxBnVg51uwq+/QB7xigomjC7uCkx+WOj83pUMSpgL60uSMODygLYM6YGu3Rkdnywo/JAKpmd3bTyA1ywM6SPLdGtDAnuy1ffJ6/vvyZS2RuTe4ppGtMLsxuxUGPKNOY4QiziFBX+yUrdbpFvF4weei+SklJVVO/uV4Od23odn8YQZnZ8sLMe74NeeNQO4SmN6SRQ4dsOYlEMUirTWLfbrarnpp/ubjCogyJTZ7nGHhPW/12ilJhRdbtIKpPEAaNDClPvC+XG/3UTIlBJcesBe22bYLdfrddRy4dI3U5ldrmVU7UfecqMVDgxO3cCFT7NGHDB7Aq0pnKZxhz/8OqewiFnyvHs83zffgge2KCr1+HFsqNFuXCPmxILsxMMdtrkg1FbqzCcaoyCQ7QMqgrkxV+goqWHvZ9XXZAxWoaRVHzWSnfP5+SPyVuGUQoT/0ZV1SY0jcnX7bhgRzt1CnaDkMdc9uNSJ0yGQCWlwc4ijdnbotp1+QCWXirG7DB13nOYfVlWrwYrr5kRp/YDQfcUQkmBt5pdgCYfWAS77Ud6deKtTIUMdrG4p3DIqZoBneEiyPONQc7WJ3X1uvcPdrMyHi6INaITynlQGsNtzY4xO+vxPvwcO2xKjYnZmYlHYhWnRIlUOvQLwQGlvw5mnuXu+USZHQY7wYbymN1TzJhda7QiM6gFu9z0SmGmtUDFYvIBpTBrFwI0nizG7DBtjrU9nx8apqjByuv7T8EORTIYRD1OKSfwzMtNm0AhzbQzSWNu3N8BG/Z1MIHUJxdF0raZCBnsYnFP4eHzwTafMroja0Bx4If6pfp6nRdWx45LXUT6WoTUYro0nOaeEmclJp/6wcGyZoEjVvcUOxeVva8pLRVY5Kf5YKJwqNnpGsttxClsjp0a7BoTzOxo8Qqp7+dgOC+9xClWA1zToqncYqYdpTCnLgeomRcZqGo3dkdNYWJWY94kZRNWkJOlOe+4QmkjgD9bqWua1b09th5gxSA/203NLtuS2f36JWXA7CVLJ8c2vmo8BrtVq1bBCSecAMXFxVBTUwMXXXQR7NgRKbQjhoaG4Oqrr4bKykooKiqCz3zmM9DSovgbZpx7CoePsmdHvsHZZ7WKOGVjLPU6RM0Cpd8MA8qeV4T9MVnrgU2w05SYpQXeLaKoD66nKf7jfexqdmrLAcxa4f75HJhdZFr5sC2z6xkcg161N8mVibaoiwougGpAJmYXGhnU0phpy+zMvDFTNbzVblo5KTGnnqIEHsyg4Aaq3WYSAfXElU6GubXFcMPZc+A/L17ozcUGrczKplinMl0KVEiNWZiT5SpTU6gJVPTBbmtTN2uax6f65sddbignQrBbu3YtC2RvvfUWvPDCCzA6Ogqf+MQnoL8/0u91/fXXwzPPPANPPvkke3xTUxNccsklkMkCFcTeXHV3SLvznALmwvGeyuyWTVUDg1tgy8Cizypfv/+o8OQDZvBsI/0+qNabYkrBae0H6uTmeLqnEAoMzA5TplqwW+nh+cTMoDvw/Nk0lNP5qyrK1c0Fixm46SqZpGN3WlqKmB3kpse0A2GBSjowOy7Y4SYC1byIKacodEizavvQOdiVNbIAd+2K2XDJcZO9H5td3c6lQKVUdVBx5eQCnDemIY35m5eVoH/B4gaYVmWu5s4kxF1L+vzzz+u+f+ihhxjD27hxI5x++unQ3d0Nf/jDH+DRRx+Fs85Sai0PPvggzJ8/nwXIk09Wc+cZJlBBHCycB0D3k1qv29PWx+x20LB3Xn0M6bxjvwSw4X6A7c8qNyql4oSZXfTu8IND3ZqLu2egTB4Xjd4kMDsKdrgwoM0StnZMO8398wkKVJyYXaRel4CFHOt2KITAut2UkyNScpUpYVN5Wrmn6Jhdd5rW7Lg05sH1isoWg01xrfKz6vkAhzfaBztKYyITjAfiGOwWNJTA+YvrYZnLckmhydSDXa198H9blNTqVWdmPqtDJLxxAoMboqJC2Z1j0EO2t3JlZEc+b948mDJlCqxbt8402A0PD7MPQk+PYUBkGghUEGMF1cxVgQ12VGfYvbtfbSafXAY5WTEQaXw+vBlRLbZ1NcDxX3WcfNClq9npF0adQtRL759I+wHdrDELVAwDXEmFOeVk4XqGN4GKfc3Ok9u9KDAzgK0V6sJLu/Wwyk6G0jmNSZtHFF1gPTdtmsojzC64fz2MBiYDzDwP6yrKD2uXAhStBehsjvzMiMEBgKJGgNKZ1o9xg/L5yvP1dUU/n69A+V12qfBr3XHJMVqpSBQFWUGYVJwFgeyQ9nePvLkLGoqyYPmMKphWluvq+eKNnJwcyMrKSu9gFwqF4LrrroNTTz0VFi5cyH7W3NwMubm5UFamZya1tbXsd1Z1wB/96EdpX7ML5GbDH8fOg2sqNkDFMZ821OtiCCgITLMgu3vhZoD3H7MNdiSwwL6ZseE+5U021Ox0ClG3UxhE2w/iLlChYBdDCtNFUzmONgn1tym5flNml4C2AwtFJqUxR1QHlWBWgTdRRFIEKr1Kqpmbvcfqu6kCN60cRUW4znQVLwf42ElK1mCv2tQdWAZw6h1Kiwn9zIgpnwOYdCFAXrX1Y9wgcKz6mrnRzzfv6wCzRwGCNfF5LQvkBEPwwzNrAPfie/fuhbFQCE6tCcEpNTVs9ib+LNXAeFFXVxfThI+EBjus3W3ZsgVef/31mJ7npptughtuuEHH7Bob45RGiJcaU+1t+WPwPKg5/nr4huobSUrMZbGwJ8LizwO8+AMlBdO2C6BKUX+aqbKy/D5mZjwy0Ku8yQZfzJgVoiL+mNp4nzjV7FCggqbd+17zLk4RYHZoi4Rm2mOhMAT7jirBzqRmF3f3FBtFZkBNNQWRqfsBCouK02e0D4He5zDO3RvQpw3TxAiaBbrOTqipqgTs0PFVzorY6KFpege20GD9bmrEQ5VHK1rIBQHKZ8QngI8OA7DL0A9QPU1vvnB0FCA8BlA21dTEPV4YGQtCuK2fXU/Ta4uhBftvAyOsltdYkdpaHW5OBgYGoLVVUbjX19enX7C75ppr4Nlnn4VXX30VJk+OFHAxOo+MjEBXV5eO3aEaE39nhry8PPaReIFKbMGOdt8DqkKve3AUdrb2eZt0YBVYZq4A2PWCwu5W3Gz6MFRilRXksKbo0SFzB5VIsIvxuEoEmF2MmwhdzQ4VdLiQFtUq/VFewNfsMNWGfpkmZtpHcf4gpTFtrcISUbObG2k3GejQ0pj5oPh1FhfHuIFIBPAawwARDinvPU3bQCWm4RwnFWoKNRgMsnWnpqIUKkPDSs03wLn7oLl2b5Zy/Nm+6GCG/qzZ2A/nU/7Oi4+uEXm5AL34+ujugINmucZtfMvDPoCCwoQy46xgCHzZynuVlZMLPWPD4MvOhfqKIshPA4uwggJls4IBD/UfXlOa/kREYgx0q1evhpdeegmmT4+4DCCWLVvGcrBr1kQGJWJrwoEDB2D58uWQEsRpUS7kJ0oDwKaDSpoMVXPoih8XYCoT8f7j5o2oBkVhUAt2kQUZFaJkX+ZZIRrlj9mcQIGKeozYzLv96UgK0yuzoTQmLmrkLG9a9wxD1lBn8kygeWDql0QQRz/UNlKFoNTAykpj3EAkAvh+8C4qNEIpleIU7vVHfco9UcgCFgVn7hrCr6lFgjw9eVD/HbYVxSPQsefyRyapY9aCgGlgZMiIeL2WBfzcOWjtGWZrOK5lbvw1E43CQmX9Qr2HV/gTkbr8r//6L6a2xF47TBvgx+CgsgsuLS2FK664gqUlX375ZSZY+epXv8oCXUqUmBgw4pTGLKKJv6qEN271Oh5zP6kcZ88hgH2vOopUQsPRasy4KUR5Ztd/VEkDJUKggjtzWoRQnOPFNUX3fAWR57Op25VAP/gxjWTC7JC1kxt8XN1TLOp2tPDkq8GuoiwNgx2fHcENJAlCUpnC5MUxajDx0XGZiZuIQZnMOmSbLQQFp3iBno/EPLQRI5ilU+MIPxfvmYIbs+jFeWmVJo/HscT9LN53331Mgfnxj3+c5Vfp44knntAe88tf/hIuuOAC1kyO7QiYvvzrX/8KKQELdOG4LMoRZqcsgtRfF5Pa0exmXPgZ5etN1j13mo8dNaZyari4KUQpxUg3a19zYgQqeKFrdTs8p77Ygp2gIrPSx80TMxhNU0M+Po7e97iDXD2O7tCYXYFPWYyqyuN4TSVEpNKdHm0HRgcVZEx0XGbN2hSYeXFNooMdXVv8ZjGJwc7n82nsLgxh5rea6RMOzBD3/wgpsBPy8/Ph3nvvZR8pB7E63Om7cc43Ae2+0XYHU4Wb1Bl2MdfFjFjyJYB3/giw/RmFPZkEE1yEz/C/DxXd2/QtAvEUpyDwJsFaIo41QpEKOULEM41JQZXqgpOOi6Q2vQLrduhQYtFrVx7IgQpQjz9QmdwUJgFbTRBHkdlRGlNhHHVVMf7/SXFR8aW+7YC9PgWwYTUVGQLwZZu7utimMdVgZDIXMj7Bjmd2wUigSwLD8vt8EFLX7nRjdfGC9MaMk3sKghYkHG+PwhS0kkJFE9oKxRWTjwdAFRmmY7b9r+lDZsIhuCfnbvDjjX3spVrfH59ejYtCVFe340QquEulBSPWNCaikDtWry0HrphdHlT6emzqdQlUYhqZXeuHUQKVmoo0Z3bI6tNhlp0ujTmIRWzzel1UsBvWsyv2s0SlMfOi05hUj8f6YBLgVyNBXnaW5sQy3iCDXbwUg5w8HG13KKAsmVwG2bGmCq167qxSmf1t8IWdN0KJbxB2FywGuOAu7caOu0KUD3Z8+wFvBhwvZkdARWqscOq1K8yBCkpjGup12JD/xNuKk8a0ygRKs6tURWZ/KwTGuiELgmyqBiK3wOMw3GQOcNXSmCnssdMFW0xhqgHFyowA1ZAUYHimxQtUTEY9JYzZJUnFmqO+TnUSWB2WrNBCEr2R8bU2bdoEyYAMdnFqKEfQ7ntgOBjf/jozLP6ikiba/4Z+0jHeME/8M5QMHYb9oRq4s+IWXdolIQpRs/YDCnZYF4mHmoyCHb5Pk5RBuQlldkV5kTQmx+ywd/Hbj29i7jOY7rls+TRIGHBBLlXSwtntO6Ash1OipTo1aAVKqfMClVQfK//6GrOzCHa8ItM4JSHRAhUMcDTVJJxYZhcMYqklwlwbygugsbxQGw+WSKBP8sc+9jG47bbbIJmQwS5OVmG8oSoKVLS62NQ41+sIpZMAZnw80oaAwJz7s9cDHFgHYzlFcMXojXBoWJ9CikxMj2MQNms/iJc4xThOaMaZilt8rHDyxyzkBCpczW7V/22Hlz5shbxsPzxw2fFQV5pg1qKJVLZDVa6y2w/hJifG+nJSxvyki0AFrxctoGBdys+OiTUsj4xFf4RzYWA0BAMD/ZGfDY/AwPCw8vOg3/zvXHzotA24GcSePz6VGYrU7FDsh+1c+IFq9qqqKrj55pt1z4F2ijfeeCNMmjQJAoEAnHTSSfDKK6/oPIrLysrg6aefhmOOOYb1LWO7Fz7mxBNPhKqyEpg+qYYFof379+sEhzNnzmSuV3PnzoWHH35Yd2qRmf3+97+Hiy++mLUHzJ49m72GHb785S/DLbfcorOMTAbGn+TGLeLUdoAgxRzOkWvFhmRMFTYmsLaCqcw9LysN5mf8G8CbdwNseoTdIHvP/DXsejoXGtEfk0MkCMfxuIjZmaUx45HCRCz7itJUvvyq+DyfgBqzQqvZKcHu8Q0H4PevKyz6js8vgSWNCdrIGNsPdv6D1e0qco/DcQcQ9OfreqPS1h8zXZidMeBiWtXnh8GRMTjmlr/b/BFu3j6w+Hls2Pbjc/QqXsy+jIwqmRmsJxp67P70pz+xlq0NGzbAO++8A1deeSXzE/7a177Gfo+BcNu2bfD4449DQ0MD63M+99xzYfPmzSwAIdCJBNkUBidMIaJf8bHHHsue47HHHmNmH/j8lMbE5/j2t78Nd911FwtMaBKCbWJoEnLmmWcCAa0cb7/9dvj5z38O99xzD1x66aUsYJIfcrpABrs4ClTQLgwxGlR2XDOqAlpzd0Iw7wJFFo8TAF68BeDNXys/P/dnkDXjbBy4BF1oZqwiYQpRM4FKvMb7EIqqAc77GcQNAv6YdYqPE4QLK2Hd7jb4/lPKSJjrV85hY0+SAs42rCJ3CQt2oXQIHkLMLk0EKuwYCrUOo7QIvqYilf5IqtSQxkR7RGzZwkCEDAuDGH6PgQoZGk6Owc8Y6BDI8nACDf78pz/9qdaQ/Zvf/AaWLFEmsnR0dLA2MWwDQ/aGwOkzhF/84hfwla98Ba66StlgYm80TqbBn/PBDh/zT//0T+xrfK27776bBU0MtukEGeziWLPTZo6pWBrPVKEZ0BVlwUUA7z0M8OY9ys+OvwLgxCuhHGexYfwZHoORsRDkZvsTpxDlJx9gagV3hvFmdvGG00w7fz9U+JWhwzuy58I3/+td5pX5qSUNcO0Kc0/SRDeWf3ZZJcBrSEzSeLYYNZUP803lKRaoUIAbGdFZ5+GEcWRYUUAhSqvaslO3SJH/owk5zrLLKQaoUsfyxAB8bVuRiqbGVCpNaLjBC0fQhOOOO+5gtTcMfPh5zpw5uqfE1CYyOEJubi4sXrxY+x6ZFwaqc845B84++2zG3j7/+c9r/pPbt29nDJIHmvr/6le/0v2Mf05MoZaUlGhelukEGeziGOzwAsbrkVLpCROnGFOZGOwQWMM77zYWbEoKcpgzQigM0DU4wiYbUAoz7gpRYnYo7cYaGAaSeLmnJAoF9jW7vF3PA/iC8GGoEf75f7uYivXYxjL4+WcXJ7cHiTwyB9rgzFqlBuZPoClwfAUqVLMrTKNgFxGg4PtoaggQzgLIzVFSif4gQE4uAFoA5qADd77iYRlvGIOdCzVmX18f84tENyqjb2RRUZHOY9JnuHaR+V177bWMBaLxx/e//302dNuNmxXaP/LA1+DFL+kCKVCJY7DDNznA3QgJE6fwmLJcSWfitOXPPaTJonHqAfXLsLlsnDgl7kEY01Qk+KC6XbwFKvFGPjE782BHtmR/C54EbX0j0FCaD/dftoy5SyQVyELQ9R5x+N30CR6ZJFDhjwGFKk7qYDNFZqKUmFa9doY05vr1OGw2AkwnYi0Og9vSpUsZs0M2NWvWLN2Hlbk+D/x7nCzz5ptvslFsaPVIKc033nhD91j8HgUumQjJ7OIoUEFgihDVmJjSnF2ThIUeb8wvPmL6K6wXdg6MMsEMYmMiFaIoUkGWhK4ktcfEb7xPomBXs8PUJgp/AOD/Qiex9/SBy4+Pbe5frHU7rMs2vZf+wY4XqJDlVjocLwU7URUrilhG+yON8VpDeYKk+dQehJMVUImpqTGVYIf1OKyZff3rX4d3332XCUEwjYnA9CWKQi677DL2MwxeR48eZWb7mGI8//zzTV8S59Tdf//98OlPf5rV+tCQf+fOnex5EN/97ndZWhOfD1OczzzzDOuRe/FFdZ6kR2CtEP+fpialxo+vi8DALBKcvUIGuzgKVLReu95hlvJCdpVKKENc+6Gzf4RNLd9ztD9xClFMZWKdA4NdnJv1E1qzw6kHWKPhF7EP/8YWndbCWdAUnAK/+sKxsKAhhf8H1u0+eh6gSW2+Tec0Jj/ANV2ayikD0oY1N8FzZ7QN0xrKE8Ts/NlKYGO9dsNRaUwMQGimj20CyOZQJcnX0zAdeeutt8J3vvMdOHz4MGtPwFQkik+sUFhYCB9++CFTera3t7NaHRr5Y0BFXHTRRaw+h4IUfD2cYIOvg60QsQBbE1DVSfjiF7FnGOAHP/gB/PCHP4REQQa7OC/K5I8ZV2m/R9DEcmR376kqzIQpRHmRCiLdBSr8+40bHt4lRU1h1pz0Rdh06tnMQimlIEUmMo10SQtagd5vXLCJNacDszvzJoDjrwI4ZDJ30QxaGnNIKcInOo3JXjNPEfUgizTYhWFdDFsAsO/NDPh7bAHADzN85StfYR88amtrWXuBHb75zW+yDzdeyDgz0A5mx5IMyJpdHGt2iJnVSkH443OrIdUgNwRMYyakv45HscFFJd6tB/EG1m1IOcgrMlF1t0dtxl1wUeoDHa/IJKRD8LACX6PFwbPpFJxzXDTi0zFj0GaBLpzYNKZRpKLV7OQSHS9MbGaHu5I4Oqggbv/sYrhu5RyYXpV6eTj2iiEwjbntSE/8nVN44OQDHbPrTW+BCtXtsLbIB7sPn1XqJrWLAKqUZtyUowol5eo063QPdriJQCsuHC2VbsHOa1qRrmV0OUlk8OFFKkka3DqRMLGDHebjQ6NxZXbIBNIh0CHK1DRmW98wvK96YiZMIWr0x0z3NCYFOxR+8CIVGg6L/YvpAqzRlU8D6NybGcED33MMdjRLMdXDW70Kv7DWONIfuZYTmcI0MjvOLoy3/ZLwjonNkYnV4W7Nyhg2g1ERUFIu6/d2QP9IMLEKUePkg3RPY5o1lve3A+xZq3y94GJIK1DdLt2Zndl7nu7B2aluR8wumcEuwUbQExEy2NFONF29BuPA7I50D2kjfRKmECVm139UUa5lArMzmkF/+IySPqpbDFCp2CelDfi6XTqrMc3e83QPzlYgRkqBJzvBEwEomLJsUzipI34mAib2mUx3eXycanZJsS/DMTjMuT0M0NMUSWGl87k1MrutT6VfCjMTmZ2xTpupzM7YMpFoZkd1Qh6S2cUNEzzYxVeckm4wzqaKq/mzEbgDJZFK287Iz9NdoILAml1/G8DeV5Xvj0nDYMczu3QPHuMtjZmsYMecW/jX8I3LjFOqMLGDHbl8UDprnIH67AgJHTeE0ILdjoi6LF3nrhmZ3XY1hVm/JP1SmKTIJCVg2jO7cRLsjEwr0cGOvQZ3v0glZlwxsYNdnHvs0g3kjYmYXVMEpYmeQkwilaMfZgZj5mt2mgozzYQpfEqtfLrOtT9tYXzfM1GNqSkyC5Ib7PjNoeyxiysm9tmMs1VYugEnG1DAS1h/nZlI5eiOzDivxOww7brvtfRNYRLO+B7AnPMApp4KaQ1q1qcAEY/J8qlOZSLDSwbT4pmdrNfFFRM82I1vgQovUknKBIZMY3YU7Dp2K4q7hqUAFSp7Skcs+SLAlx5P//PKH1+msjqjSCUZrM7I7MahEnN0dBT+7d/+DRYtWsRm36EBNfp+kil0IjH+zqYbjHOBCuLCYxtgVk0RrJhfmzxmpzHmNBan8AIVQrqmMDMN/PueqfU6nqUi2yqsSM7r8QKVBDK7YDCYkplzAwMDbGrDzTffzD7jFAWceoCTFxKNiR3s4jzeJx2B1mUv3nAGVBXlJY/ZETIljUk45sJUHcn4Av++p3OwQ7tAdEix+8Cet/KpSp3U6bFuPkwMlBlY+45fF+xwysA111zDPkpLS9lEAwwWvAkzTiW/8cYbYdKkSYwxnXTSSTrnlYceegjKysrYxAGcR5eXl8fG7OBjcJIC/g3+HieR79+/X/s7NJ6eOXMmm3I+d+5cePhhdVA0N8Pz97//PVx88cVsigLO2MPXsAIePw6HxdFB+Hw4meHXv/41GzyLx5NIZHAyPQ4Y5wKVpMMY7NL9vPIq3IbjFEsuidjBZ0rSWTmKEwZ+qmYjko3/aDIXGlH7AVoZcmlMHMNzxRVXwIYNG+Cdd95h432mTJkCX/va19jvMRBu27YNHn/8cZYaxGkG5557LmzevJkFIGJVt912GwtOlZWVUFFRAcceeyx7jsceewxGRkbY89M0c3wOHO2D0xZwnt2zzz7LRvNMnjwZzjzzTCDgpIXbb78dfv7zn7M5ezhbDwMmPr8Iuru72WtisE0kZLDLBAaSKaAxP4R0P6+42OBOGnfvMoWZIGaXBrPsMg1Yt8Ngx6UxGxsb4Ze//CULCsiIMIjh9xiokBHhnDn8jIEOgSzv+eefZz//6U9/qtXLfvOb38CSJUu0IaoYaHDmHbI3mk5OwDl2OIrnqquuYt/j8FickI4/54MdPuaf/umf2Nf4WnfffTcLmhhsnTA0NMRqePj3JSWJXS8meLAb/2nMpAcPrHFo/YtpHuxwB9twLMDRjwAWXpLqoxk/yBRmh8eGDCtVr213H+FGnBOrYLqPGBdi+fLlbCo51t4w8OFnnFjOA1ObyOC0p83NZZPLCci8MFCdc845cPbZZzP2hulFHOKK2L59u25ALALTnDjQlQf/nJgOxaDV2trqeAow+OLrYTrWak5fPDHBg12GLMqZxu6OZohABfHl1QAjAwDFSRDwTBRkSs0Og0c69iwGapRNo6AhQ19fH5tejnUv/MyjqChicF9QUKALmAhkftdeey1jgU888QR8//vfZzU1DK6iwMGxPPA1nMQvFOgw3fnSSy8lnNUhpEAFIZldYup26Z7GpIAsA93EDHbpPl6IC0zr16/XPQTTiViLw+C2dOlSxuyQTc2aNUv3UVenuhrZAP/+pptugjfffBMWLlwIjz76qJbSfOONN3SPxe9R4BILKNDt3LkTXnzxRR37TCQmLrMLjnFmxePTLiwloPYDhGTMExMosMBmbKw7ZXqfXZoA63FYM/v617/OJPsoBME0JgLTlygKwX41/BkGr6NHj8KaNWtYivH88883fc69e/fC/fffz2T/WOvDFgAMQPg8iO9+97ssKOHzYYrzmWeeYa0CGKBiCXSf/exn2f+AghcM0s3NzVpaFVOticLEDXbE6jIl3ZYpIH/MTGF2EokBvvcY7CSziwswAA0ODrI2AWRzqJLk62mYjrz11lvhO9/5Dhw+fJi1J2AqEsUnVigsLIQPP/yQKT3b29tZre7qq69mARVx0UUXsfocClLw9aZPn85eB1shvAKPjVoTUAnK4+WXX47puZ3gC/PNGknEvffey6SqGNVRHYQ7FXwjRdDT08P6NVBJ5DnX27EX4O5jAXICAP8vRUXq8YgNDwD8343K1/+6BmDy8ak+IolU4J5lAO27AE6+GuBcRQ2YaqDyD9kMLtr5+ZmjEsUAgIEBWwAmKoZs3jvReJCSmh0WQpGS/+AHP2B0FoMdKoJEFDxxgxSnJD6NKRnzxAW995LZSaQJUhLs7rzzTtYfgg2KWOz87W9/yyj1H//4x+QdhGwoTwwyTaAikRjQey+DnUSaIOk1O+zSR4ksqn8Ifr+fFUDXrVtn+jfYL4IfPG2NGVKJmRiUTIp8LVnzxAX5jqajtD/DwNt+SWRQsGtra2MKnNpavdwbv8diqRlWrVrFLGniClSL1S0CqFSsdCTiBJTxn/h1RZEnF7qJi2VfVTwg534y1UciIZE5akxkgVjj45kd2ufEhNlnKx8S8ccnb0/1EUikGjPPVD7SEKlw+5dI/XuW9GCHkliUzra0tOh+jt9bNUCiQzd+SEhISHgF9nBhyQRnp1VXV7PvjY4iEukFbBbA0hf2DeJ7F0sfXtKDHR7ssmXLWMMj9nFQ1Mbv0blbQkJCIhHAxRKl60eOHEnKsFCJ+AEFjDjlAd/DjEpjYkry8ssvh+OPP5711mH/SH9/P1NnSkhISCRys42L5tjYGNMOSKQ/MBOYnZ0dMwtPSbD7whe+wGjpLbfcwprKsWESjUiNohUJCQmJeAMXTTQvNhoYS4xvpMxBJRbExUFFQkJCQiLjkdYOKhISEhISEsmEDHYSEhISEuMeGdFnZwRlXuPipCIhISEhkbGgOOBUkcvIYNfb28s+x9xYLiEhISExLoBxAWt340qggn152CdTXFwckxyVnFgOHjwohS4mkOfHGvLc2EOeH3vI8xO/84MhDAMdDqC168PLSGaH/9DkyZPj9nx4MuUFZw15fqwhz4095Pmxhzw/8Tk/doyOIAUqEhISEhLjHjLYSUhISEiMe0zoYIfm0jgtXZpMm0OeH2vIc2MPeX7sIc9P8s9PRgpUJCQkJCQk3GBCMzsJCQkJiYkBGewkJCQkJMY9ZLCTkJCQkBj3kMFOQkJCQmLcQwY7CQkJCYlxjwkb7O69916YNm0a5Ofnw0knnQQbNmyAiYhXX30VPvWpTzGrHbRee+qpp3S/R7EuDtmtr6+HgoICWLlyJezcuRMmClatWgUnnHACs6arqamBiy66CHbs2KF7zNDQEFx99dVQWVkJRUVF8JnPfAZaWlpgIuC+++6DxYsXa04Xy5cvh+eee077/UQ+N0b87Gc/Y/fYddddp/1sIp+fH/7wh+x88B/z5s1L2LmZkMHuiSeegBtuuIH1cbz77ruwZMkSOOecc6C1tRUmGvr7+9n/j8HfDLfffjvcfffd8Nvf/hbWr18PgUCAnSu8ECcC1q5dy264t956C1544QUYHR2FT3ziE+y8Ea6//np45pln4Mknn2SPR9/WSy65BCYC0LYPF/GNGzfCO++8A2eddRZceOGFsHXrVpjo54bH22+/Db/73e/YxoDHRD8/CxYsgCNHjmgfr7/+euLOTXgC4sQTTwxfffXV2vfBYDDc0NAQXrVqVXgiAy+H1atXa9+HQqFwXV1d+Oc//7n2s66urnBeXl74scceC09EtLa2svO0du1a7Xzk5OSEn3zySe0x27dvZ49Zt25deCKivLw8/Pvf/16eGxW9vb3h2bNnh1944YXwGWecEf72t7/Nfj7Rz88PfvCD8JIlS0x/l4hzM+GY3cjICNuFYjqON5bG79etW5fSY0s37N27F5qbm3XnCg1XMe07Uc9Vd3c3+1xRUcE+47WEbI8/R5iKmTJlyoQ7R8FgEB5//HHGejGdKc+NAswMnH/++brzgJDnB1hJBEsoM2bMgEsvvRQOHDiQsHOTkVMPYkFbWxu7KWtra3U/x+8//PDDlB1XOgIDHcLsXNHvJhJwtBTWW0499VRYuHAh+xmeh9zcXCgrK5uw52jz5s0suGFqG2srq1evhmOOOQY2bdo04c8NBn8slWAa04iJfu2cdNJJ8NBDD8HcuXNZCvNHP/oRnHbaabBly5aEnJsJF+wkJGLZoeONyNcVJIAtVhjYkPX+93//N1x++eWsxjLRgbPYvv3tb7NaLwrhJPQ477zztK+xlonBb+rUqfCXv/yFieHijQmXxqyqqoKsrKwoVQ9+X1dXl7LjSkfQ+ZDnCuCaa66BZ599Fl5++WXdLEU8D5ga7+rqmrDnCHfgs2bNgmXLljH1KgqefvWrX034c4OpOBS9HXfccZCdnc0+cBOAgi/8GlnKRD4/RiCLmzNnDuzatSsh186EC3Z4Y+JNuWbNGl16Cr/HVIxEBNOnT2cXFn+ucIIwqjInyrlC3Q4GOkzNvfTSS+yc8MBrKScnR3eOsDUBaw8T5RwZgffT8PDwhD83K1asYCleZL30cfzxx7PaFH09kc+PEX19fbB7927W5pSQayc8AfH4448zReFDDz0U3rZtW/jKK68Ml5WVhZubm8MTDagUe++999gHXg533nkn+3r//v3s9z/72c/Yufnf//3f8AcffBC+8MILw9OnTw8PDg6GJwK++c1vhktLS8OvvPJK+MiRI9rHwMCA9phvfOMb4SlTpoRfeuml8DvvvBNevnw5+5gI+Pd//3emTN27dy+7PvB7n88X/sc//hGe6OfGDLwac6Kfn+985zvsvsJr54033givXLkyXFVVxRTPiTg3EzLYIe655x52InNzc1krwltvvRWeiHj55ZdZkDN+XH755Vr7wc033xyura1lG4QVK1aEd+zYEZ4oMDs3+PHggw9qj8HAf9VVVzHJfWFhYfjiiy9mAXEi4F/+5V/CU6dOZfdRdXU1uz4o0E30cyMS7Cby+fnCF74Qrq+vZ9fOpEmT2Pe7du1K2LmR8+wkJCQkJMY9JlzNTkJCQkJi4kEGOwkJCQmJcQ8Z7CQkJCQkxj1ksJOQkJCQGPeQwU5CQkJCYtxDBjsJCQkJiXEPGewkJCQkJMY9ZLCTkJCQkBj3kMFOQkJCQmLcQwY7CQkJCYlxDxnsJCQkJCRgvOP/A97gCkDmtUXuAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding legends\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label='person 1')\n", + "ax.plot(x,y2, label='person 2')\n", + "ax.legend(loc='best') # can use best for it to decide\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "060e8d12", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1874136076.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifying the legend\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label='person 1')\n", + "ax.plot(x,y2, label='person 2')\n", + "ax.legend(loc='lower right',\n", + " frameon = True, # frame \n", + " fontsize = 12,\n", + " ncol = 2, # changing the number of columns \n", + " shadow = True)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b0202efc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1096437556.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# moving the legend outside \n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label='person 1')\n", + "ax.plot(x,y2, label='person 2')\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor = (1,1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7a1a3962", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/1829101662.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAESCAYAAABkens4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAQ4NJREFUeJztnQl0VOXZx/9JSELYEgFDAAEjqAGRRVlEcKmgoEIBt2KpUOWDVlFBrAp+CEWtLKIiiOBWFivgioqtKAUBkUBAREAEt3xggZAKJuwQMvc7/3dyk5lhZjJJ5s7dnt85cyZ3yZ2577z3PvfZ4zRN0yAIgiAIDibe7C8gCIIgCEYjwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBMdTDTbE4/Fg7969qF27NuLi4sz+OoIgCIJJMFX88OHDaNSoEeLj450l7CjomjRpYvbXEARBECzCzz//jHPOOcdZwo4anX5yderUMfvrCIIgCCZx6NAhpfzocsFRwk43XVLQibATBEEQ4spxaVU4QGX16tXo06ePso/y4O+///4Z9tNx48ahYcOGSElJQY8ePfD999/77XPw4EEMHDhQCaq0tDQMGTIER44cqehXEQRBEISIqLCwO3r0KNq2bYuZM2cG3T5lyhRMnz4ds2fPxvr161GzZk307NkTJ06cKN2Hgu6bb77BsmXL8NFHHykBOmzYsIp+FdRJTQXuvbf8HefOpdgH/u//YDmuvtr7ijUcC44Jx6aq/PWv3mMJgiA4Rdhdf/31ePLJJ9G/f/8ztlGrmzZtGsaOHYu+ffuiTZs2mD9/vgoo0TXAb7/9FkuXLsWrr76Kzp07o1u3bpgxYwYWLVqk9juDtWtxeuxYHNq9W9lm9ZcgRA3OOwrszZuN/6xjx7yftXJl8O3y4CAI1s+zy83NRV5enjJd6qSmpiqhlp2drZb5TtNlhw4dSvfh/gwZpSZ4BmvXotrf/oY2zZqpY/FV4UjMO+4Ajh8HmjUrXVXs0ZD94wF8sHmPeueyq+BYcEw4NlVl7Fjvsews7CZMiJ2w42eFEnaCIBhCVANUKOhIgwYN/NZzWd/G9/T0dP8vUa0a6tatW7pPMLZu2QKtRFjp0TcRk5DgfZWwdNs+TFiyHfsKy0yrDVOrY3yfVujVuiFcAbWH6tWjc6xq1bwvu3H6NJM2zf4WgiDA7RVUaNJ56CH1Z+02bZSPjq/UX3/1348m0tatgeRk4KKLgKVLQ/rsKOju/scm1N+xFfPffAybpv8eO565CW9NHohDvx+ktoekd2/gvPOCb+vSBfDRVjFnDnDNNQAFO79Xq1bArFmV9y9SE+D6QI2A2nCvXlShgRo1gKuuAr74onI+Oz5s3HknwFwVfueGDYG+fcv3dQYzvXGZ/tS33/aee0qKd4y2bvVuf+kloEULr8ClzzLwM7iOv+mXXwKXX+79/8xMYPbsMz8/Px8YMoRPVd7jtW0LzJsX/HynTgWmTQOaN/ee44svAh07evfhuXMf33H5/HPg1luBpk29+/Mh64EHztRk//hHoFYtYM8eoF8/799nnw385S9AcXHZd+A6Qu1O/yyOnyC4iGITLGtRfRzPyMhQ7/v371fRmDpcbteuXek++bw5+XD69GkVoan/fyk33QR89x2wcCHw3HNA/fpqtVbyrlizBnjvPeCee5iAB0yfDtx8M7B7N1Cvnt/hOKDU6OoeLcDrbz2GAzVSMavzLThUvSbOKcxHr+/WYtCS7bi2VQYS4oP4TX73O2DQIGDDhrIbJNm1C1i3Dnj66bJ1FGwUvL/9rVfrWbLE+x2pSQwfjqiwYgWdqMCllwLjxwOsHqALWd6kO3Wq2PE4bt98A9x3H3DuuV4hsmyZdyy5XFH4HT78sOx8J070PjA8/LBXyHA8+OAyZQpw113e8/GF2264AbjtNuD224G33gLuvhtISvLuTyh0KBh/+MErXCkQKWApfAoKgBEj/I/J8WGwFAOiKLzoez58GBg3zrvuiiu8+1HAEh6Lpkd+LudTTg4wYwbwn/94t/lCodazJ9C5s1eo/vvfwDPPeAUr/5+CjvOCf/NzOb9JmzYVH1tBsClLzbKsaVWA/7548eLSZY/Ho2VkZGhTp04tXVdYWKglJydrCxcuVMvbt29X/7dx48bSfT755BMtLi5O27Nnz5kf8vTT/CBNy831O6b66nwlJWnaDz+U7f/11971M2aUrZszR637cuUmrdkjH2lD+/+vWu496Dm1HPha+8MvwU+4sFDTkpM17cEH/ddPmaJpcXGatmtX2bpjx878/549Ne288/zXXXWV9xXwXX3PV/HZZ971fCcej6adf773mPzb93MzMzXt2mu1sPD4PB4/j/z6q3eZ411Rxo/3/q8vXOZY+Z7HSy9512dkaNqhQ2Xrx4w585w5Jlz3zDNl606e1LR27TQtPV3TTp3yrps2zbvfP/5Rth+3demiabVqlX2Ofr516mhafr7/d92wwX8sfAn2O06ceObvPXiw9xiPP+6/b/v2mnbppWXL//2vdz+OWaRjKZRP8WlN+2m1pm152/vOZcFyfLx1r3ZukHvuuSUvbq8oujzgezgqbMZkPtzmzZvVSw9K4d+7d+9WeXcjR45U0Zoffvghtm7dikGDBqmcvH407QBo2bIlevXqhaFDhyInJwdffPEF7r33XgwYMEDtV2EYDMMnZx0+JTPR/Kefztj1l6Mn1Ts1OdL9xxxUKz59xn75h8ueOPzgcalJUcNQsr6EN98ELrvMa+rSodlNp7AQ+OUXr4mR34vLVYXjz/zF3/8eOHDAe3y+jh4FundnQmTF/FH8vtSYaCYNNBNXFn4PX42QGo+uQfpWO9DXB/5m1Ij/9KeyZX4/LlPjpHmT/OtfNBd4NT+dxETg/vs5WYFVq/yPyc/WTYmR4Ps7cmw5xtT6+Pt/9dWZ+//5z/7L1BSDzEUhimz/EJjWGpjXG3h3iPedy1wvWIbiEstaMIOlvo7bjTJpVljYbdy4Ee3bt1cvMmrUKPU3E8nJww8/jPvuu0/lzXXs2FEJR6YaVPcJhnjjjTeQlZWF7t2744YbblDpBy+//HLlzsBXwOicdVbQG3b9msnqfV2Ti/GvCy7HyC8WKp/dK+8+gVu3LEPS6SK1Pb12mMANmjJ//plhpd7lH3/03ni53hf6zSiIa9YE0tK8N9hHH/Vui4aw0xP1Bw/2Htv39eqrwMmTFfscmvQmTwY+/tjr+7rySq95MUzQUIV/G/oVSWBwkb4+8Dfjww/Hz5cLLvC+6z4+mpDPP99rwvWlZcuy7b7QzFkRaMKlSbRu3TI/HB9aSOD4co4HCtIQc1GIEhRobw0CDgWkLR3a510vAs8y5OQe9DNdBkIRx+3czxI+u6uvvlrl04WC2t3jjz+uXqFg5OWCBQsQFXyiLP0I8h3bNklDw9SDyCs8gXv6P4r2e3Yo7e7K3E14+uPn8T8bFuPu4TPRKbNu6M/r08cbCELtjk/4fOeNlkEMOhSA1GqysoBnn/Xe3KmVUAuh7zGcxhUqx0oPctDRj0E/YYk/9Ax4c64II0d6z48BP598Ajz2mNfPRl9aycNNVH6bCvxmUcdXUysPjvm117LkD/DII97fk8KXQSgUgIG/Y6jzEozBUwwsfcRHL/CF6+KApaOBrBuBePltzCakxayS+1UU68eLRzHBlkEndIIyGpNH/apxlnpNvXIQ+m5fieeXTMX0uB1IiO8d+iC82THIgsEJFGQ0YdJU5WuCZTAKNSsGZ/hqN599Vv6XpCZAGFzhS6CGoptuaVr1yWusMjzugw96X9QeKUgZZPGPf8CU/DeaDn21OwYsEd08ynSULVu8gsdXu9uxo2x7ZecYI0f5eYzsZGCSDoN2jJrPjMyU6MzI2LX2TI3ODw04tMe7X2ZJ4JFgGmEtZpXYz1mpB0S/0QXe/CsJo31e6XMeMup4TZo6+ed5zV6t60fw5E+TJW/ENBd+/fWZJkz9Cd9XU6HJi5GA5aELMfrcfDWMQDMvIzC5L6P+gtUV/e9/USEYcehT0q30u9C3RsFtVh4cUxR0Tp3yLtNUyPMnjNakqZUPHb7/x4hJara6ybEycyzY78i/n3++8udEq0Cwz9LZt69MUAvhObI/uvsJhkKLGaMuQz3ucT23h7WsOVqz029q//u/wIAB3uCDSG5gYeix4RN0n/si9v6mF/6b3hhpp0+i2dIFXi2JN8/y4D4UAsyh4g2RQQ++XHed12xJkyADKiiMXnnFm3PHm1k4mK7AYJcxY7zmM/qKFi3y3sB9oRZDYcuAGf4Pc8QaN/aa2KhB8lyoYUYKNRiaXhnmz7w4BocsXsy8Ee+4mwG1ZfoR6Z+jr44CjYE5FPycB4TpAhSANCvSd0qN7513vD5T5tOV0/ajVKjTr8ocPu5P4cegGZotuY2/M8eVY/ruu1XzwdGMyvHlufCc+Psyn5Avwt+dmmQsTLp2p1aD6O4nGEqgZc13husCkNuDpn25QrNjPtsTT3g1KN7Qbr8dcYyIqwpXXYW4Dh3QeOkHaPf0eJz795mIY5ADfVORBDAwEIH5c8zP+s1vvELMlwsv9N5wabLijZI3Ud6UA3O+QvHGG15/4KRJwFNPeT+DfwfC/DIGyjCZ/YUXvPlxTIZmdCITnysC/YqMaGQ0Jm+4fLEGKX2SgcI8VtCkSz/nxo3e4gIMDOJ5Dh3qLzz4nQcO9AoJml/5kEAtOtLxpuDk//LBhdGUHAdGcXI9HxhoyqXvkongnCfz51ftvPiQwgcT/kb8LM4VoeI0uxyoQ/dBGF2hTmPvfoIloGVt1h8uQUaqv6mSy1xvZJ5dHPMPYDNYLow1MgsLC6WfnVOhIOdDzbZtZn8TwQ7RmIogusJt84FWvzXjmwlhYHoBoy4ZjEIfHU2XldXoIpUH1jdjCsZFstFxT38GzTx8+pWINUcSzRuL5aAgo0BjVKZvsAo1vl6TRNBZlIT4OHRp7l/hymhE2Ln1aTjozWGy3BwchiuKnnPOMr1AHt4EW/vshOgiSbiuQS96HpjIyzxTrg9b9NxuULAxveDiW7zvIuj8KHZ7SzPR7FyGnZJwpd+boaWZaMScEK7oueAYXKHdR4Bodm6iIkm4gr0eYnI/B7a+4333FJtemkmwBq7S7stBNDs3IUm4rvG/JmRRgz/btNJMgvmIdu+PaHZuQpJwXeN/7ZgzEj3jc0wrzSSYj2j3/oiwcxOShOsi/yswIel1JMBjSmkmwXzMLrxsNUTYWSVyKYjfJeow6ITpBYpAgVeyzNwks4NThCr7X+OgIQMH0DF+R6hf2tDSTKbPdcH0wstWQ3x2VohcimXemyThOoMI/apjuqXhz19X95vPGWZG4kmOZ8wLLzMYRQuyPa5kLrhFu5dyYUEilwIHRH/2NaR2W2m5oxCfalS5I5tVUHF0FZDKQI2IHbnLY/BHKG7WzRpjZ9ZcdzH6PS0eHqXlp6MA+UjDBk8WPIg3vB6lleSBCDufm2m3yStCOnT1p6A1j1wTvRsFBc601mHMUfShNQJGbrW0IDIayRMKN3cYOq5Zf+7IXDeNrz6Zh0bZE9AAB0rX7Uc97O0yHu17DobdiVQeiM/OzMglyXsrF8kTcoj/Vea6OWz/EO2zRyDdR9CRdBxU691UMUmEnZmRS5L3VqU8IcLtbix95Od/rROg3VJDsppJUOa6qRG7cUECmBSsmOSSACEJUDEzckny3qKmbce6grplsEsRZJnr1tamM6+A0xFhZ2bkkp73Vp7fxaV5b5InVMEiyFZG5nrsEW3aDzFjBrSMJzHLS7Kb3yXGSJ6Qg5C5HntEm/ZDhJ3ZLePt5HcxSdsOU+9FqoDYiarOdUlGrxhSMckPST2wSk6XzfLeYh2NSbRY5T4K1pvrkoxexdzGEFeQAx6oJc9OcAySZ+dyJBm9agR9UGjsmIpJIuwERyEVVFyKJKNHB49zLUeRygOJxhRsAQWbbdILHHxjiTkSPu+eiF2DEWEnCNFEfEvRRcLnhSghwk4QjPYtMbeM6+lbskMCuJXMyhI+b2mKbeReEGEnCDFpphoHLBnhCK0vpgFDkoxuWZbaLHBMAlQc/CQjWLDlzhmURRQWZ/Wx/NyKpA3Wta0ywp5Hha8hF4TP242lUZgH0UKiMQ3Abk8yQgxhovO7Qyr5z3E4ntIAPYpnYM+hIsvOrUjaYKXWSET1agnIOxT8Gqn0NeTw8Hk7URyFeeCIFj/FxcV47LHHkJmZiZSUFDRv3hxPPPEEfGUq/x43bhwaNmyo9unRowe+//57WBlpNSMY5zPSkHI8D02OfG3puRVJYe6CY0V+Nzjf85j4r+2Vv4Yo0EZuU81ocfNr3nemG4igs908WGrSfI66sJs8eTJmzZqFF154Ad9++61anjJlCmbMmFG6D5enT5+O2bNnY/369ahZsyZ69uyJEyesWdBXWs0IVS/NVD7sIm3luVXZgttayeuVz3Ordg3p4fMX3+J9t2FgjxPIr8I8MHM+R13YrV27Fn379sWNN96Ic889F7fccguuu+465OTklGp106ZNw9ixY9V+bdq0wfz587F37168//77QY958uRJpar6vhzf2FVwUKHjyMhHmqXnVlULboe7v1npPAXj5oGZv3PUhd3ll1+O5cuX47vvvlPLX3/9NdasWYPrr79eLefm5iIvL0+ZLnVob+3cuTOys7ODHnPixIlqH/3VpEkTxBJpNeMPn8qyfzyADzbvUe9W0DosXei4diMgpW5IIcjh26vVQ44ny9Jzq7zC3NHACucpGD8PzPido556MHr0aKV5ZWVlISEhQfnw/va3v2HgwIFqOwUdadDA38fBZX1bIGPGjMGoUaNKl3n8WAo8aTVThgTpVLKZ6o5/lkQU8hbh478uWZ5QdAc8YZ49rTC39DZY9Lv4n0X0sMJ5CsbPAzN+56hrdm+99RbeeOMNLFiwAJs2bcK8efMwdepU9V5ZkpOTVZSN7yuWSKsZLxKkEyHBfEth2ts8mvgwPvV0ssXcCtkGq04y0mokhn3aZ9S5268hS1pVPBVvnVTZeWDm7xx1ze6hhx5S2t2AAQPU8sUXX4xdu3YpU+TgwYORkZGh1u/fv19FY+pwuV27drDbk4xhjV1tFqTDM+d25tY4eRyirfXFNbscV2/Px5s2mlu80QXLoVq2PS/sNTL0iky8vDrXNufpCqvK9sqXt6vsPDDrd466Znfs2DHEx/sfluZMj8ej/mZKAgUe/Xq+ZklGZXbp0gVWxZTGrhZCgnSM0/rsOLf0wtx92zVW71wu7zzG3NDKdufpaKvK9pJk/cBC23p5O243YB6Y9TtHXbPr06eP8tE1bdoUF110Eb766is8++yzuOuuu9T2uLg4jBw5Ek8++STOP/98JfyYl9eoUSP069cPVibUk4wbnkYlSMdYnDK3yjsPp5yn7a0qngjK2y0d7bVEVCLFw4q/c9SFHfPpKLzuuece5OfnKyH2pz/9SSWR6zz88MM4evQohg0bhoKCAnTr1g1Lly5F9erWd07bqtVMFJEgnegQrlSWU+ZWeefhlPO0olUl4nHdZXzrJKv9zlEXdrVr11Z5dHyFgtrd448/rl6CPdCDdGg2CVGOV5kpJMAgNBLJKljGqnLEfa2Tou6zE5yJHqRDAg0RZjue7YBEsgqWsqrUcl/rJBF2QsRY1fFsdaTcnGC51Kdm5ZW3Y+ukxo5qnST97ATbO55d6XMRXIMhqU/xJeXtghQ6KD0qO0o4qP6oaHZChQkWbiyERiJZBUtaVVqFLnTgxB6BotkJgsFIJKtgWatKqxDl7Ryk0emIsBMEg5FIViFaGBLOH19S6MDhiBlTEAxGIlkFwXxE2AlCDJBIVkEwFzFjCkKMkEhWQTAPEXaCEEOsVkKp3PqJLghcsEs5OVPwOGcOiLATBCGqrV8Eh5ST2+6sORCnaZrtyjawJVBqaioKCwtj3shVEByvSexYUpJsHHhrKNEwHJiDZZVyciFGvMyvGytNa/uHtpkDkcoD0ewEwaUE0yQa10nEvxMeQopBrV+EKrTwictBwiejjde0PMa2/zELicYUBBcSqjB1kyNfI+V4XmStXwy68Wf/eAAfbN6j3t1QLzSScnJtDq9G/NuDq9RoNWIq0v7HRohmJwguI5wmkY4C01q/WM5nFSPKKxMXDw/GJ86PnaZ1xJntf0SzEwSXEU6TyEeaKa1f3NwCqbwycZ3id6BR3MGQ/QmirmnVcmb7HxF2guAywmkSOZ4s7NXqIrT1MPqtX9zeAqm8Fj4x17abObP9jwg7QXAZ4TQJD+IxoWhQiaAJUdwsyq1fKtICyY3l5GKubceXtP8J+Y3s2f5HhJ0guIzyNIlPPZ3waOLDMWv9Ii2QwpeT++Ptt8de02rlvPY/EqAiCC4jkmagV/e7C3GtRsckp0taIEVQTi7BhEarrZzV/keSygXBpVgl+pG+uG6TV5TbAmnNI9e4u45o0Iomjb2CzoaaVqzlgQg7QXAxVqnFqEdjIoSmKZ0hnFerMlqIsBMEwVZYRdMU7IWUCxMEwVZICyTBSETYCYJgGWzVAkmwFZJ6IAiCIDge0ewES2CVQAlBEJyJCDvBdCQwQRAEoxEzpmAqbi4ALAhC7BBhJ5iG2wsAC4IQO0TYWQRpWum+AsCCINhc2O3Zswd/+MMfUK9ePaSkpODiiy/Gxo0bS7czj33cuHFo2LCh2t6jRw98//33cCs01bFc0u2vrMOIRZvVO5edbsKTAsCCINhW2P3666/o2rUrEhMT8fHHH2P79u145plncNZZZ5XuM2XKFEyfPh2zZ8/G+vXrUbNmTfTs2RMnTrjvpuZmn5VvYV92Y74sfjt+G79WvXM52H6CIAiWiMacPHkymjRpgjlz5pSuy8zM9NPqpk2bhrFjx6Jv375q3fz589GgQQO8//77GDBgANxCeT4rBt5zO6tKODEMX2810/bwaoxLnK+6MeuwgejjRYPwde0r1X6CIAiW0uw+/PBDdOjQAbfeeivS09PRvn17vPLKK6Xbc3NzkZeXp0yXOqxr1rlzZ2RnZwc95smTJ1X9M9+XE3Cizyqs75FFbHM/B7a+o94T4MGLl/wHLyZOQwb8z5HLXM/tThT0tifgt1TLguAmze6nn37CrFmzMGrUKDz66KPYsGED7r//fiQlJWHw4MFK0BFqcr5wWd8WyMSJEzFhwgQ4Daf5rMLmy8VvOLM9Se2GaH/6JLS4M9tSUr6xU3b7byYD1/7B9ZXdrd9qppG3u7WLW80ILtPsPB4PLrnkEjz11FNKqxs2bBiGDh2q/HOVZcyYMaqitf76+eef4QSc1LQynO/x/QWzobHxpO/NkRzeBxw/GKb/sgYc2uNtaSJYR9AF+y0P7fOu53ZBcIOwY4Rlq1at/Na1bNkSu3fvVn9nZGSo9/379/vtw2V9WyDJycmqdYPvy0k+q9A3e69mZHWfVTjfYxw8yh+nBd0aIezdJZgPTZXU6MJlRi4dLSZNwR3CjpGYO3fu9Fv33XffoVmzZqXBKhRqy5cvL91OHxyjMrt06QI3QV8UTXwkUODpy9xudZ9VON9jp/gdKvCkShONTSoF86GGHajR+SGauOAiYffAAw9g3bp1yoz5ww8/YMGCBXj55ZcxfPhwtT0uLg4jR47Ek08+qYJZtm7dikGDBqFRo0bo168f3AZrP7ILc0aqv6mSy3bpzhzOp5iOgiocOQ6o09jbjVkwn0g1bIM0cTcWXhAsHKDSsWNHLF68WPnZHn/8caXJMdVg4MCBpfs8/PDDOHr0qPLnFRQUoFu3bli6dCmqV7e+b8oI7N60MpxPMR9plTxqybn3miTBKVYhUg3bAE1cioULVSVOY+KbQ9uwVxr6HGiK4RMqL1xqFibecK3e/obfjxVfGIwSOJmYHL4m+X5khDRlxgEpZwGJ1QOi+xp7BZ0Vo/ssNj9iet7TWnuDUUJ4aFVU5sitUR0PPfgp8BP1K4AWEDs/LLoST/SuoUjlgQg7i4dV2+WJVr8hEd8JxdtNz/gczEp6vuTmFLgVwG3zgawb7SFALDY/TIvGDPdbRnEc9AepUD5hfmpqjURUr5aAvEPWvkYEY64hEXZVupBDPENG+UKOxhOtlS7mCufZmay9VVhjttj8sNbNypjfkr451oqtKFa9RlzP9uhfQyLsKm2iCRVtZoyJpipPtAxiWfPINZYy14QVIBYy/1VYY7bY/DCdGP2WDEZhcfTKYNVrxLV4jLmGIpUH0qm8MmHVmVdYqpRYl+b1YBV4Uwn5fTiBYzB25d2Ul27PD6ox68W3g2oDFpsfphOj37IqBRWseo24ll3mXkMi7CwSVu30UmJWMbdpdRph5bE/QEO7ihXfttj8cAt64YVgwU+RIteIRTD5GpLmrRYIq3Z6KTGrlbV6qmiKCpqpUPFti80PtxCu8EKkyDViEUy+hkTY6dDnQHtxuOJdMUxwdkopMauVtVL1NlmZJvF1v5555WoDFpsfbiJk4YU6yUirkSjXiF1oZu41JMLO1wfB0NdwxbtimODslFJiVvQNcMgaxR1Qpcwi1gYsNj/cKPAYaLJw6GV4fkA79f7F6O6YdNPF1rxGpAXSmZh8DYmw84Uhrwx9rRMQnMCnERPCyp1QSswUIrT5BytlFlYbsNj8cBt68FPfdo3VO5cteY3QhM6ow3m9gXeHeN+5LB0hYOY1JKkHwbBQiLwdKqhYDj5J8wZTDgNOjcU6T6uK52ZZbH4IFrpGJBczMqSCikWEnY0w7CK38w09grJWx1MaoEfxDOw5VFS6VqpuuJOoXUOSi2kKkmfnAgwrJWb3kli6b0A9YccFLWuV0udprM661hragOCMa0hyMS2N+OxsSrjO4FzP7VUxw2gBF61mt07UEfgGgvmABPcQ9WtIcjEtjWh2NiRcZ/CwidERhuyzq/iZsVLetXHsRM2izXYww1Dg2aXAtGD7a6i4ZjoSorifEF1E2NkQw0qJlZhhQmfB2NAMY0aJMsGV11BOcRaaaXWRgYMqvSUQ9prNQz3kFl2I+B8PiPk8xoiwsyFGlRLzHM6LyK4d6X6C4KZrKP9oEeYWDcKsxGlKsPnKL72p+oSiO7B+0dcoOC6BUbFG7lk2xKhSYt8erhHV/QTBTdcQ9/3E0wl3F41EHvzzNKnRcT23+wq6qPjZhYgQzc6BxXH11iYVLZP0Q42LcVYEZhjud1Hlv74gOPIa0o/5aWEnLDvZQVXoYeGCfKQhx5MFTwjdokp+diFiRLOzIUaVEkuvUxMTigb5mV2CmWG4nyDYGSOuId9jaohXBQs+9Fyu3kMJunILkAtRQ4SdTTGiTBKfTLfUvhL3hDDDcD23S2FdwQkYcQ2FOmZaSmJE/y/tiIxDKqjYnGhXUNFzj9gRoKOPGWZDiRlGanIKTsOIKkSBx/RoGga+ur7c/2OBa2k0WzGkgopLCNsZvBLoT6b0H6wrLKsbKRFjglOJ9jUU7JgUfkb42YXIEWEnnAEFGh3lUkpLEKKD7s+j1SR4ATtp2WU0YsYUBEGwez1bF3NIzJiCIAjWQqwm5iHCTnBfzzGDcct5GoKdW0uZ6CMUykeEnRAT3GK+cct5GoLdW0sJlkZ8doLh6OkMIXo3G5rOEEsty8zztL0mJR2+nfNbxhjx2QnObkdkMS3LzPO0vSZV0loK4UbPTq2l3PxbWhipoCJYppWKLZrbWuw8IxYmuZ8DW9/xvnNZ16QCO2v7NOmlAM/+8QA+2LxHvXPZECrS4TvGxGwMqkIEv6Ugmp1g03ZEVtOyzDjPSj/x124InD4ZVpM6vuQh9Hi/OvYcikErGot2+LaF/1W04ogRzU6wZTsiq2lZZpxnpZ/4D+8Djoc7dw0px/PQ5MjXsWlFQ/9SNPezoWXAiVqx64TdpEmTEBcXh5EjR5auO3HiBIYPH4569eqhVq1auPnmm7F/f2yf2oTYoLc9Cd393Pu0HM0ySWZoWWacZ+Wf+CODdVF90Y9EbSeq5jwGUtC/FG706jT27hcDyrMMGDIGDtOKXSfsNmzYgJdeeglt2rTxW//AAw9gyZIlePvtt7Fq1Srs3bsXN910k5FfRXBYOyKraVlmnGdYv1K5T/zlwwLgMfE90rzGQIpwo9drUqXNcBX1u1na/2oDrdh1PrsjR45g4MCBeOWVV/Dkk0+Wrmd46GuvvYYFCxbgmmuuUevmzJmDli1bYt26dbjsssuM+kqCSfgWl/a9iWQY5P8wqrmt1c4znF9pdtuf0LaSx9Sb9LLhaMx8j4wYZHpB0IjCSZWOKKyM382y/tdwWjGDUULNdm5vFhut2JXCjmbKG2+8ET169PATdl9++SWKiorUep2srCw0bdoU2dnZQYXdyZMn1cs3r0KwF7Esk2Rm0d1YnmeovD4K+YlrCrAoqeLH1EpGjE16wzUcNcT3SIHGQIoo5YqFGx+uD5X3aEn/a3lascpRDDHbq6AVOwlDhN2iRYuwadMmZcYMJC8vD0lJSUhL8zeRNGjQQG0LxsSJEzFhwgQjvqrg0DJJZmhZsTzP8vxK7D+4H/WQjoOIC/XEn3IWkFj9DE3q0WMD8enJdkE/1/BWNLwpZ15hakSuWZYBq2nFTiPqwu7nn3/GiBEjsGzZMlSvHp0nnzFjxmDUqFF+ml2TJk1gK1xa3cBMnFx0tzy/UjHiMe7UHZid9HzoJ/4+z5+hScU1uxxXb8/HmzZvRVMRv1vgg4kt2/FEWSt24n0t6sKOZsr8/HxccsklpeuKi4uxevVqvPDCC/jkk09w6tQpFBQU+Gl3jMbMyMgIeszk5GT1si1S3cA0nFp0NxJ/0SeeTtjQaRo67Zgc/ok/QJMyUyuOFlX1u9lyDKKkFTv1vhZ1Yde9e3ds3brVb92dd96p/HKPPPKI0sgSExOxfPlylXJAdu7cid27d6NLly5wHKFq/unVDaTmn1AJIvUXFV/YB+h1R4Wfvu2uFUfD72b3MTCU7fa7r0Vd2NWuXRutW7f2W1ezZk2VU6evHzJkiDJL1q1bVxXuvO+++5Sgs0UkZkXUdqluIBhEhfxKvDlX4onfzlpxtPxudh4Dw/DY875mSgWV5557Dr1791aa3ZVXXqnMl++99x5s8TQzrTUwrzfw7hDvO5dD1Z6T6gaCQZiZ12cHZHwMZJc972sxEXYrV67EtGnTSpcZuDJz5kwcPHgQR48eVYIulL/O1sVWpbqBYCC6X4kaii9ctmQ7oRgj42MQR+x5X5NC0Eaq7VLdQDAY8SuFR8bHAGrZ874mwi7aaruvb0SqGwgxQPxKJo2PjcLuo0qk97Umnb0tpSwyPiLsjFTbpbqBIDgTm4XdR5VI7mutbwamt7XU+EiLH6PVdr26QZ0A/wB/eAuG5wqCUA7SLBVh72uX3wesnWG58YnTNM0CfSoqBiuopKamqqLSTF0wHJorGHVZnto+cmv4NAQ3mjwEwUmU3gtCuTUiuBc4CU/AfY2my0CNzuDxiVQeiBkzEqJhjox1dQMjEcEtuJXK+u+dSnzAfY0+OouOjwi7SJFiq17c7KsQBJuG3ccMC4+PCDs7FFu1CjYsESQIUcWmYfcxw8LjI8KuojjJHOmCEkGCEFUknci24yPRmIKjSwQJgiH++3CFyNycThRv3fERYSfY3hYvCDFF0olsOT5ixhRsb4sXhJjjdv+9DcdHhJ1ge1u8IJiCW/33Nh0fMWMKtrfFC4IglIcIO8H2tnhBsF1kM5Ovt77jfeeyYDhixhRsb4sXBNsgRRlMQ4SdYHtbvGPKlznlPITgSFEGUxFhJ9gbpzwpO+U8hOBIUQbTEZ9djCj2aMj+8QA+2LxHvXNZqCJOabXilPOwK7HwoUlRBtMRzS4GLN22DxOWbMe+whOl6xqmVsf4Pq3Qq3VAsIfgridlp5yHXYmVRi1FGUxHNLsYCLq7/7HJT9CRvMITaj23Cy5+UnbKediRWGrUUpTBdETYGQhNldToQj2zE24Xk6aLn5Sdch52o1yNmk+qo6Nn0tSLMpyRo+pblKGxFGUwEBF2BpKTe/AMjS7wkuJ27ie49EnZKedhN2KtUUtRBtMRYWcg+YdPRHU/oYziJl2wH/UQSinm+jzUU/tZGnnid49GLUUZTEUCVAwkvXb1qO4nlJGzqxBzT92BWYnTlGCL95EVugAcf+oO/HFXIbo0rwfLoj/xq/wrnoSv9JYnfsdp1DYrylDs0ZTliQ/kvE91yqyLBN+LzUaIsDMQTgxGXTIYJUTpZGSkeieQUDF48X3i6YS7i0ZifOJ8NEKZKZga3YSiO9T2G+ygNetP/EGjAifJE7/TCptbrSiDS6LIRdgZCJ+AODEYdRnimV1tt+uTkpno2jAF2rKTHdApfgfSUYB8pCHHkwVPiYXeNlqzzZ74bY9o1BFFkQc+BuhR5LP+cIntBF6cpmm2CwU8dOgQUlNTUVhYiDp16sDxT0hSRiqoeaXb5BXlas1rHrlGHiaECubZNY5Io3aSiS/YtRUquM5q11ak8kA0uxhAgXZtq4zKXRhSRiooojULZmrUTjPxVTaK3NL+8ABE2MUI3nQrPDEMLBzrhKdS3lRoTgm86WQ45KYjxIgK+tCsauKL1jWd79AochF2Liwj5aSn0ippzYIQ5UIRnHXczjkZyzkYzWs63aFR5JJnZ9WCsgYlvTqxfJmuNfdt11i9i6AT3FQoItrXdKeSKPIwmZ9qu92iyKMu7CZOnIiOHTuidu3aSE9PR79+/bBz506/fU6cOIHhw4ejXr16qFWrFm6++Wbs32/zckg0OU5rDczrDbw7xPvO5crW1zMg6VXKlwlC1bCaic+IazqhxB8eptaLLf3hURd2q1atUoJs3bp1WLZsGYqKinDdddfh6NGjpfs88MADWLJkCd5++221/969e3HTTTfBthhRUNaApFcrPpUKgp2wmonPqGu6V4k/nP5vX7hsx7QDQ3x2S5cu9VueO3eu0vC+/PJLXHnllSo89LXXXsOCBQtwzTXXqH3mzJmDli1bKgF52WWXwVYY5VszIOnVak+lgmA3rFYowshrupfD/OGGB6hQuJG6db0/PoUetb0ePXqU7pOVlYWmTZsiOzs7qLA7efKkevnmVURCcXGx+ixD+c9GwJMA1GoSeh8PgJ+ygXM6VOzY1z1TIkgRPLj+usnAKZ5fZOeYXiMejWsnRLQfTc2xJDExEQkJ7s4dFKyP1VJejNY0EyoTRe5GYefxeDBy5Eh07doVrVu3Vuvy8vKQlJSEtLQ0v30bNGigtoXyA06YMCHiz2WePI9VUFAAwzmVAnR9pvz9jqYAubkVO3ZCJnDdXOB4AeA5XbY+vhqQkgYk1KjQMVM14MnuDZT9PtRTKSd36ukC5ObGYOwC4JzIyMhAXJw9nxwFd2CllBeraZquFXb03W3btg1r1qyp0nHGjBmDUaNG+Wl2TZqE1qR0QUfzaY0aNYy9eZ46ChREcPy0ZkBSzcp9BovcFB0DiouAhEQgsQYQyTkF+b+zTxZhb0Fora1RWnXUrp6EWMKHk2PHjiE/P18tN2xoP3+A4C6sYuKzmqbpSmF377334qOPPsLq1atxzjnnlK7nk/upU6eUMPLV7hiNyW3BSE5OVq9ITZe6oGO0p+Hwex3bB3jCmBLjE4HadSMTUKFISanY/tQGC//j/73iE1E99RwkNUhTAq+omPZVL4kJ8UrQpabEVtDppJScHwUefzsxaQpWxyomPitpmq4SdnxKv++++7B48WKsXLkSmZmZftsvvfRS5Z9Zvny5SjkgTE3YvXs3unSpeu8x3UdHjS4mUIClngP8GsacyO2xNM1R0AX7PhR8v+Yi9axM1MlIxdGTxTjt8aBafDxqJieYbj7UfzP+hlYWdk6oPiM4i6pomsUumc/VjDBdMtLygw8+ULl2uh+OhTr59M73IUOGKLMkg1ZYuJPCkYIumpGYMb1x03+GzKCalBJ0anuMoOmS3yMchf9BXPVU1KpurQI6Zgtbt1WfEZxFZTTNpS6az1HvehDqhsX0gj/+8Y/qb0b6Pfjgg1i4cKGKsuzZsydefPHFkGbMilS55rFzc3OVRlm9eozL2XAoTx0p85El1YqtRkdOHgYO/FD+fvVaAMm1YSVM/e2qUBNR/4Xtmn8kuJOlDpnPpnU9iER28kY2c+ZM9XIUFGxmCxAK2mjuZxVMbnNk1ZqIglAZil04n61lxxKqDjXKaO5nBSzQ5sipbU8Ed5LjwvkshaDDPPlk/3gAH2zeo95tUy+SplP6CsPB7dzPQN577z1VJo4RsTRtb9682Tql2CpR1Dv/UFm5OzOqz9h2PgqWJN+F1ZREs3Oa09YnOpRpGBQ08fHxMY8OZS3Ubt264bbbbsPQoUMt1+aooppkrxoZ6Bk/AJ94OsW8JqKt56NgSdItVuMzFohmZ5EWOFdffbXKTeSLztb69evjscce8/OBMpjnL3/5Cxo3boyaNWuic+fOWPnZZ96glGMHMfeV2Sp38cNlq9Gq++1IzrwMu/fkYeXajeh04x2o2aIr0lpdja49bsSuXbtKjztr1iw0b95cVba58MIL8frrr/t9NwrMV199Ff3791fpAeeffz4+/DC8RnXHHXdg3LhxfmXhrNLmqDKaZNKx/ZidNA294nNi2vbEiS2ZBPPp5NA2PuEQYWehFjjz5s1DtWrVkJOTg+effx7PPvusEjI6FISsH7po0SJs2bIFt/brjV7X98L3G1YABbtU8MaxY0cxeeLf8Oprf8c327ah7nnt0O9//oKrftNd/U929joMGzasNGqW+ZAjRoxQ0bGsdvOnP/0Jd955Jz6jEPWB5dqopfEYN9xwAwYOHIiDBw3ujmBAm6PKapJxJZrkuMTXkaCKnfpuM6ZShdnzUXAuCQ5t4xMOEXYWaoHDEmjPPfec0q4oTJh/yGXCpHumb7At0hVXXIHmjerhL4N7o1vHdpjz5gelxygqOo0XHx+Fy9u3woVZWTidkILCwkPo3fcmNG/RQnWXGDx4sCq8TaZOnapSQu655x5ccMEFKv+R7Za43hfuc/vtt6NFixZ46qmncOTIESWUDcWANkdV0SQp8BrFHUDP2j/FpO2J2fPRMUSzqbKD6OXANj7hEJ+dhZy2TKr3zVNkov0zzzyjfG9bt25V7xRICs2rXZw8VYR6Z6WW/k9SUiLatDrfm1hePVUl7lNQMZfx2muvVWZFamh6/clvv/1WaXq+sHA3NUtf2rRpU/o3TajMZ9FrWRqGAW2OoqEhvtCnEdbXvMzwihNmz0dHYIFIXivTyyI1PmOBCLsoOm3pXzOqBBc1KZbQYoukhOLjwK9lPrdaNctKo6VUT/Z+Jiu5MME9ubbSCO+//37Va/DNN9/E2LFjVWPdilSsYYk3X/gZ7GphKAw64U2JPrRQZW57TYpecEqEGmJ87Qx0yTQ+HNuNQQRRRfe/Bj4o6ZG8t80XgQfr1Pg0GjFjRslpW3j8FHbkHcZPvxzB7oPH1DuXuT5S1q9f77fMZrYMBqGQa9++vdLsqE21OLcpWmSWvTLS65ebOM7/Z/eItWvXqnZLLOlGaNb84osv/P6Ny61aee35psObEW9KdQJMKnw6j/LNqrhJF+xHPYRygXF9Huqp/WKBG4MIoka5kbyM/hktJk0XIcLOh8o6bSnQdh045tdFgHCZ6yMVePTL0WfGwtgspTZjxgwVPEJovqQfb9CgQXhvycfI3b0HOV9tw8QZf8c///15iBNKVOW3KOQY2MIIzE8//RTff/+9EnLkoYceUt3kGZHJ9QyKYY4coz6rAoNXmFu3fft2tcxz4nKonoVhoUAbuQ0Y/BFw82ve95Fbo/5UnrOrEONO3aH+DhR4+vL4U3eo/WKBG4MIooYZkbyCpRFhV0WnLU2X4frDEW6PpIwaBdnx48fRqVMnVVCbgs7Xn0ZzJPd5cPRYXHhlf/QbMgobvv4GTRtnhEwcZ6rAjh07VIcJCkwej8dm1CXp16+f8s8xIOWiiy7CSy+9pD6HqRBVgakJ1CZvvPFGtTxgwAC1PHv27ModkKbKzCuAi2/xvhtQKow+C+bR3V00Ennw15ao0XE9t8fSR+a2IALbRvIK7isEHQtiUQg60rYXR06cVibL8jivfq2wXQYoXNq1a4dp06ZVrY2PzlmZse224IBC0KxMcvsr69Tf8fCgU/wOpKMA+UhDjicLnpJnw4VDL4u5j8MtbViiBqMu5/Uufz9aCfjwJNgW0wpBu81py2CUSIh0P1u2FXIIuo+MCdsUbOs8/n7LuBKNygwfmVuCCGwbyStYHjFjVhFGXUZzvwpBgdbgIm+7nrRm3ncui6CrFOIjcxB6JG+4XzOakbyC5RFhV0WYXpCYEH4YuZ37hYNd3SM2YQZrK1SjrvfdBg1QrYz4yBxEDCN5BesjZswqwnyzRmnVVdRlKLjdDl24Bfcl2joeCjQWCjexF6JgDUTYRYHUlCQ0q+eNuvRNP6BGR0HH7YK9sJyPzOTmtbZGj+QVXI0IuyhBgVaneqJhFVQEFyMlrwShyoiwiyIUbOHSC2KNkeXLhBghJa/MRTRqx2CdO7MQVVi1RcyqNses5rWCF9GoHYVEYzqQaJUvE0xGSl6ZR4gmvqUaNbcLtkKEncOIZvkywWSk5JU5SBFpRyLCzmENH+mjC9ToAuF27mcURUVFeOSRR3DxxRer3neNGjVSNT337g2npZiA1X/jWDevFczXqK0+J22M+OwcZqv3LUvGlkAMSIkPUr0l6uXLfDh27Bg2bdqExx57DG3btsWvv/6qilr/9re/xcaNG2EJ7PAbS8krd2nUdpiTNkY0O4vY6lkI+t5771UvFjWtX7++Eha+5saTJ0+q1juNGzdWGlPnzp1V5RUdtuo5t1E6Vn76L/S/5jJ0bN4A+/b8Bxuy1+D3vbuj8wWN0e2iZhjcvyf2/vxz6f+xvU/z5s2RlJSECy+8EK+//rrfd6PAfPXVV9G/f3/VRYE99tjVIBT8/mwOy47oPB6bxL7wwguq8SzbGJmOXfwxUvLKPRq1XeakjRFhZyFb/bx581CtWjXk5OSotjvsLUcho0NByL50ixYtwpYtW3DrrbeiV69eqg+dr1Y1d9Z0jJ/yPN5bno3UtDQ88D8D0eGyy/HOp2sw//1Pcdsf7kTNkhSJxYsXK63rwQcfxLZt21TrnzvvvBOfffaZ33ebMGGCEl783BtuuEH11mPPukhhRXIKzbQ0k+t22s0fIyWvzNOow7XNrdM4ehq13eakTZEWPxZpC0LNjl3Iv/nmm9JcuNGjRysNig1QqRGdd9556p0+MJ0ePXqo/ndPPfWU0uwoqD5ftwF1GrdQ2wt//RVXtjkPr731ETp06arWNatXozT9oGvXrqqP3csvv1x6TAq1o0eP4p///Kda5vcZO3YsnnjiCbXMbbVq1cLHH3+shG158Dfh52RlZeGNN94wt8WPXVu/SL6XSfmNxPcWWSIAo/mgYdc5abMWP6LZWSj6jeY+36TvLl26KK2NvretW7eqdzZgpaDRX6tWrcKPP/5Y+j80RXbtdKkSaMyrSz3rLPz21t/j7jtuxog7b8e/Fr2GYwUHSvf/9ttvlSDyhctc70ubNm1K/6YJlZOKwjmSYBUKTz5T0VxqOnaNcIxB81rBJI3arnPSZkiAik2i344cOYKEhATl9+K739epVav075SUFCUwfcuXzZs7B99sGYlVK5bhw/fexd8m/FX51ChcIyUxMdFvmZ/hKSfIRRd0u3btwooVK8I+dcUMC//GgkuLSMucjAmi2Zlpqw9g/fr1fsvr1q1TwSAUbu3bt1eaHbWpFi1a+L0yMjLCli9Lq5GErpd1xKOPPoq1a9eidevWWLBggdqnZcuW+OKLL/z+j8utWvk3Lq0ouqCjZvrvf/8b9epZpKiyyb+xYDNioVHLnIwJIuwsFP1Gf9yoUaOwc+dOLFy4EDNmzFDBI4TmSwaFMF/tvffeU74tBrJMnDix1LcWDO43ZswYFdhCDevTTz9VAohCjjz00EPK10cTI9czKIbHZ9RnVQTdLbfcotIM6KOjkM7Ly1OvU6dMrt4iEY6C1ZA5GRPca8ZkXM6pI0BxEZCQCCTV8jY+1W31QfNdJhka/UZBdvz4cRVwQm2Ogm7YsGGl2+fMmYMnn3xSRU7u2bNHpSfQFNm7d2jnNlMFduzYoSI9Dxw4gIYNG2L48OEq6pL069dPRX5OnTpVfR6DQ/g5DJipFJqGPT/tLE1NaNeund9mRnlW+tjRwsTf2BVIME3FkTnp3GjMmTNn4umnn1ZP+0w8phbDm3xMojGPFwCF/wE8RWXr4hOB1HOAlDRTLlgKAAqGSnUrtwqRjGsYYhKN6YvclKOPJEZXDZmThkVjmqLZvfnmm8pcN3v2bJUYzRt8z549lfkuPT3d+Bvyr7lnrucNWq3P9N6YpeGjMeNqJeQ3ji7SjqjqyJx0ls+OfqGhQ4eqnDAGQlDo0dz297//3dgPphJLzSMc3G6/1ENzkXEVJDFasDgx1+wYoMDweQZN6LB2I5OjGUQRDJbJ4stXba3chx/xN7EFg9u5X3JtxBLfsl+2w8LjKliweLJoLoIbNLtffvlFRec1aOCfM8Jl+u+CwYhD2mT1V5MmTSr34QxGieZ+ghcZV0ESowWLY4vUA2qBdD7qr599ihiHImjCM6MuIyHS/YSojmt5SeqChZHEaMHixNyMyXB5htXv3+//hMflUMnRycnJ6hUJLJdFsyh7p5199tlqubQEl1YNKE4AtNOhDxBXDfBUY2hgBc7K5VRxXBkQTPP2f//7X/Xb8TcTbIa0IxIsTsyFHW9kl156KZYvX65yvPQnei6zqn9V4c2Soev79u0L3iy0qAg4+kvoA9SsDxz5vyp/D9cRhXFlkFLTpk2D9t8TbJIYraIx44IXT5bEaMFETEk9YNrB4MGD0aFDB5Vbx9QDVtJndGa0BCpvmqdPn1b+wTP4YQXw+VTgqE8h45oNgCseBFpcFJXv4EqqMK7U9tneyLcQtmAzJDFasDCmJZWzmaeeVM5k6unTp6ucu2gmEYZFkjeNQcZVkDkgxJBI5YHj+tkJgiAI7uGQ9LMTBEEQBC8i7ARBEATHY8uuB7rltdKVVARBEARHoMuB8jxythR2hw8fVu+VrqQiCIIgOArKBfruHBWgwrw85tDVrl27SqHqfCKgwGRFFgl0ORMZn9DI2IRHxic8Mj7RGx+KMAq6Ro0ahc3RtaVmxxM655xzonY8DqZMuNDI+IRGxiY8Mj7hkfGJzviE0+h0JEBFEARBcDwi7ARBEATH42phx+LS48ePj7jItNuQ8QmNjE14ZHzCI+MT+/GxZYCKIAiCIFQEV2t2giAIgjsQYScIgiA4HhF2giAIguMRYScIgiA4HhF2giAIguNxrbCbOXMmzj33XFSvXl01jc3JyYEbWb16Nfr06aNK7bD02vvvv++3ncG648aNQ8OGDZGSkoIePXrg+++/h1uYOHEiOnbsqErTpaeno1+/fti5c6ffPidOnMDw4cNRr1491KpVCzfffDP2798PNzBr1iy0adOmtNJFly5d8PHHH5dud/PYBDJp0iR1jY0cObJ0nZvH569//asaD99XVlaWYWPjSmH35ptvYtSoUSqPY9OmTWjbti169uyJ/Px8uI2jR4+q86fwD8aUKVNUF/nZs2dj/fr1qFmzphorTkQ3sGrVKnXBrVu3DsuWLUNRURGuu+46NW46DzzwAJYsWYK3335b7c+6rTfddBPcAMv28Sb+5ZdfYuPGjbjmmmvQt29ffPPNN3D72PiyYcMGvPTSS+rBwBe3j89FF12Effv2lb7WrFlj3NhoLqRTp07a8OHDS5eLi4u1Ro0aaRMnTtTcDKfD4sWLS5c9Ho+WkZGhPf3006XrCgoKtOTkZG3hwoWaG8nPz1fjtGrVqtLxSExM1N5+++3Sfb799lu1T3Z2tuZGzjrrLO3VV1+VsSnh8OHD2vnnn68tW7ZMu+qqq7QRI0ao9W4fn/Hjx2tt27YNus2IsXGdZnfq1Cn1FEpznG9haS5nZ2eb+t2sRm5uLvLy8vzGigVXafZ161gVFhaq97p166p3ziVqe75jRFNM06ZNXTdGxcXFWLRokdJ6ac6UsfFCy8CNN97oNw5ExgfKJUIXynnnnYeBAwdi9+7dho2NLbseVIVffvlFXZQNGjTwW8/lHTt2mPa9rAgFHQk2Vvo2N8HWUvS3dO3aFa1bt1brOA5JSUlIS0tz7Rht3bpVCTeatulbWbx4MVq1aoXNmze7fmwo/OkqoRkzELfPnc6dO2Pu3Lm48MILlQlzwoQJuOKKK7Bt2zZDxsZ1wk4QqvKEzgvR168gQN2sKNio9b7zzjsYPHiw8rG4HfZiGzFihPL1MhBO8Of6668v/Zu+TAq/Zs2a4a233lLBcNHGdWbM+vXrIyEh4YyoHi5nZGSY9r2siD4eMlbAvffei48++gifffaZXy9FjgNN4wUFBa4dIz6Bt2jRApdeeqmKXmXA0/PPP+/6saEpjkFvl1xyCapVq6ZefAhgwBf/ppbi5vEJhFrcBRdcgB9++MGQueM6YccLkxfl8uXL/cxTXKYpRigjMzNTTSzfsWIHYUZlumWsGLdDQUfT3IoVK9SY+MK5lJiY6DdGTE2g78EtYxQIr6eTJ0+6fmy6d++uTLzUevVXhw4dlG9K/9vN4xPIkSNH8OOPP6o0J0PmjuZCFi1apCIK586dq23fvl0bNmyYlpaWpuXl5Wlug5FiX331lXpxOjz77LPq7127dqntkyZNUmPzwQcfaFu2bNH69u2rZWZmasePH9fcwN13362lpqZqK1eu1Pbt21f6OnbsWOk+f/7zn7WmTZtqK1as0DZu3Kh16dJFvdzA6NGjVWRqbm6umh9cjouL0z799FPN7WMTDN9oTLePz4MPPqiuK86dL774QuvRo4dWv359FfFsxNi4UtiRGTNmqIFMSkpSqQjr1q3T3Mhnn32mhFzga/DgwaXpB4899pjWoEED9YDQvXt3befOnZpbCDY2fM2ZM6d0Hwr+e+65R4Xc16hRQ+vfv78SiG7grrvu0po1a6auo7PPPlvND13QuX1sIhF2bh6f3/3ud1rDhg3V3GncuLFa/uGHHwwbG+lnJwiCIDge1/nsBEEQBPchwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBMcjwk4QBEFwPCLsBEEQBDid/wdq0oBrNdSK7QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding text and annotations\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower left')\n", + "ax.text(10,95,'this value is important!',# the values correspond with the coordinates for the axis\n", + "ha ='center', #ha = horizontal alignment\n", + "color = 'red',\n", + "size=12) \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b5ba0ab8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.1, '.Figure:(0.2,0.2)')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.axis([0,10,0,10])\n", + "ax.text(1,5,'.Data:(1,5)', transform=ax.transData)\n", + "ax.text(0.5,0.1,'.Data:(0.5,0.1)', transform=ax.transAxes) # in this case, the placement is relative to the whole graph, not corresponding to the axis cooredinate)\n", + "ax.text(0.5,0.1,'.Figure:(0.2,0.2)', transform=fig.transFigure) # in this case, it will be relative to the whole figure now " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8a60a6d7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/699004344.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding arrows\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important', xy=(10,95), xytext=(20,94),\n", + " arrowprops=dict(facecolor='black'))\n", + " \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "33aa703a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6y/mynkr40d6snbrkg7ckrn4p_80000gn/T/ipykernel_68485/3395392078.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding diff arrows arrows\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important', xy=(10,95), xytext=(20,94),\n", + " arrowprops=dict(facecolor='black'))\n", + "ax.annotate('This is also important', xy=(10,10), xytext=(20,9),\n", + " arrowprops=dict(arrowstyle='wedge',color='hotpink'))\n", + " \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ea74444f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#locators = remove ticks \n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) # this removes x axis ticks" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a4a9c77a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#formatters = remove just numbers\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_formatter(plt.NullFormatter()) # just removes the numbers but keeps the ticks" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "464bc15c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#setting the number of ticks\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3)) " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "f341754f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#change the interval length of each ticks\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.MultipleLocator(5)) " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a965140e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#rotating the axis \n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "markdown", + "id": "64368f0b", + "metadata": {}, + "source": [ + "Class 4:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f501354e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'shiny new x axis')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#changing axis font\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('shiny new x axis', fontsize=18, fontdict=font1)\n", + "#ax.set_xlabel('shiney new x axis', fontsize=18, fontdict=font1) #does the same thing" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4f433c02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'petroff10',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "2149a4fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('ggplot')\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label='person 1')\n", + "ax.scatter(x,y2, label='person 2')\n", + "ax.legend(loc='lower right')" + ] + }, + { + "cell_type": "markdown", + "id": "e536990d", + "metadata": {}, + "source": [ + "Starting new lesson stuff now!" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "86cdd156", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x1=np.arange(50)\n", + "y1=np.random.randint(0,75,50)\n", + "x2=np.array(['Luffy', 'Zoro', 'Nami', \"Usopp\", 'Sanji'])\n", + "y2=np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "502e5beb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAAEYCAYAAADPvfYMAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAF+xJREFUeJzt3Q9MV/X+x/E3DNilGiICg2SChHq7jdm/a3fgLYildmN3kH+W3ru6o5i2ttq61S2aq3ZlC28rW7S1ZkupUBldStCRpbhu4ta9/bmJXqOkdjVAYQasrhAIv70/v30ZICTnyB+/vp+P7YzO8Rw4vPt+eZ3Pn/M9IQMDAwMCAIBRodN9AgAATCeCEABgGkEIADCNIAQAmEYQAgBMIwgBAKYRhAAA0whCAIBpBCEAwDSCEABgWpjXA44cOSI7d+6Ub775Rr7//nt55JFHZNGiRT97zOHDh6WsrEyOHz8us2bNkuXLl0tWVtaFnDcAANPTIuzp6ZGUlBS59957x7X/qVOn5Nlnn5VrrrlGNm7cKHfccYe88sor8vnnn/s5XwAAprdFeN1117llvPbs2SPx8fFy9913u/WkpCQ5evSo7Nq1S6699lqvPx4AgOAaI/zqq68kPT192LaFCxdKY2PjmMf09vbK//73v2GLbgMAYNpbhF51dHTIjBkzhm3T9TNnzshPP/0kERER5xxTVVUllZWVg+uZmZny0EMPTfapAgAMmvQg9CM/P19yc3MH10NCQtxXnZzT19c3jWcWPLRmsbGx0t7eLjxycvyom3fUzB/q5l1YWJjMnDlz4r+vTLLo6Gjp7Owctk3XIyMjR20NqvDwcLeMpCFIF+n4BC4etF68ycaPunlHzfyhbobGCOfNmyeHDh0atu2LL76Q+fPnT/aPBgBg4oOwu7tbvv32W7cEbo/Q/9bmvSovL5fS0tLB/ZcsWeL2efPNN+W7776T9957Tw4ePOhuowAAYLp57ho9duyYPPPMM4PreqO8uuWWW+SBBx5w43iBUFR668Tjjz8uW7duld27d7sb6tetW8etEwCAi0LIQBB1Tre1tTFG6GH8ITExUVpaWhh/8IC6eUfN/KFu3unckbi4OJlofNYoAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwLczPQbW1tVJdXS0dHR2SnJwsBQUFkpaWNub+u3btkj179kh7e7tERUXJTTfdJGvWrJGIiIgLOXcAAKa+RVhfXy9lZWWyYsUKKSkpcUFYXFwsnZ2do+7/0UcfSXl5uaxcuVJeeOEFWbdunRw8eFC2bdt24WcPAMBUB2FNTY3k5ORIdna2JCUlSWFhoWvZ1dXVjbr/l19+KQsWLJDFixdLfHy8LFy4UDIzM+Xrr7++0HMHAGBqu0b7+vqkqalJ8vLyBreFhoZKenq6NDY2jnqMhuA//vEPF3zafXry5En57LPP5Le//e2YP6e3t9ctASEhIRIZGem+6oLzC9SJenlD3byjZv5QN+8mq1aegrCrq0v6+/slOjp62HZdb25uHvUYbQnqcevXr3frZ8+eldtuu03uvPPOMX9OVVWVVFZWDq7PnTvXdcPGxsZ6OV2ISEJCwnSfQlCibt5RM3+oW5BOlvHi8OHDLtjuu+8+mTdvnrS2tsrrr7/ugk7HGUeTn58vubm551wF6GSboS1FjE1rpm8wrffAwMB0n07QoG7eUTN/qJt34eHhk9Ig8hSEOuNTu0J1tuhQuj6ylRiwY8cOufnmm924opozZ450d3fLq6++6lqF+v1G+2V1GUlfLLxgvKFm/lA376iZP9Rt/CarTp4my4SFhUlqaqo0NDQMbtOuUl2fP3/+qMf09PSc0687WvgBABAUXaPaZfnyyy+7QNTJL7t373Zhl5WV5f69tLRUYmJi3H2C6oYbbnD3Eeo4X6BrVFuJup1ABAAEXRBmZGS4yS8VFRWuSzQlJUWKiooGu0Z1HG9oC3D58uVuffv27XL69GnXvaohuHr16on9TQAA8CFkIIg6p9va2pgsM0568ZGYmCgtLS2MP3hA3byjZv5QN+907khcXJxMNPomAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaWF+DqqtrZXq6mrp6OiQ5ORkKSgokLS0tDH3//HHH2Xbtm3y8ccfyw8//CBxcXFyzz33yPXXX38h5w4AwNQHYX19vZSVlUlhYaHMmzdPdu3aJcXFxbJp0yaZMWPGOfv39fXJhg0bJCoqSh5++GGJiYmR9vZ2ueyyyy787AEAmOogrKmpkZycHMnOznbrGoiffvqp1NXVSV5e3jn779u3z7UC//rXv0pY2P//uPj4+As9bwAApj4ItXXX1NQ0LPBCQ0MlPT1dGhsbRz3mk08+cS3H1157Tf71r3+5lmFmZqb7HnosAABBE4RdXV3S398v0dHRw7brenNz86jHnDx5Utra2mTx4sXyxBNPSGtrq2zevFnOnj0rK1euHPWY3t5etwSEhIRIZGSk+6oLzi9QJ+rlDXXzjpr5Q928m6xa+Zos48XAwIBrBa5du9a1AFNTU+X06dOyc+fOMYOwqqpKKisrB9fnzp0rJSUlEhsbO9mne8lJSEiY7lMIStTNO2rmD3Wbfp6CUANNw0xniw6l6yNbiQG6XccGh3aDzp492x2jXa2BccOh8vPzJTc395yrAJ1kM7SliLFpzfQNpi1wvRjB+FA376iZP9TNu/Dw8ElpEHkKQg0tbdE1NDTIokWL3DbtKtX1ZcuWjXrMggUL5MCBA26/QBi2tLTIzJkzRw3BwC+ry0j6YuEF4w0184e6eUfN/KFu4zdZdfI8W0Vbanv37pX9+/fLiRMn3HhfT0+PZGVluX8vLS2V8vLywf2XLFniZo1u2bLFjSPqDFPt+ly6dOnE/iYAAEzFGGFGRoabNFNRUeG6N1NSUqSoqGiwa1S7L4cOaGoz9sknn5StW7fKo48+6u4jvP3220e91QIAgKkWMhBEbXKdfcoY4fjoxUhiYqLrhg6i/8XTjrp5R838oW7e6ZCZfjLZRONGPgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwLczPQbW1tVJdXS0dHR2SnJwsBQUFkpaWdt7jDhw4IC+++KLceOON8thjj/n50QAATG+LsL6+XsrKymTFihVSUlLigrC4uFg6Ozt/9rhTp07JG2+8IVdfffWFnC8AANMbhDU1NZKTkyPZ2dmSlJQkhYWFEhERIXV1dWMe09/fLy+99JKsWrVK4uPjL/ScAQCYnq7Rvr4+aWpqkry8vMFtoaGhkp6eLo2NjWMeV1lZKVFRUXLrrbfKf/7zn/P+nN7eXrcEhISESGRkpPuqC84vUCfq5Q11846a+UPdvJusWnkKwq6uLte6i46OHrZd15ubm0c95ujRo7Jv3z7ZuHHjuH9OVVWVC8+AuXPnum7Y2NhYL6cLEUlISJjuUwhK1M07auYPdQvSyTLjdebMGdclunbtWtciHK/8/HzJzc095yqgvb19WEsRY9Oa6RustbVVBgYGpvt0ggZ1846a+UPdvAsPD5+UBpGnINQw065QnS06lK6PbCWqkydPSltbm2vNBQT+h991112yadOmUa+G9JfVZSQ9lheMN9TMH+rmHTXzh7qN32TVyVMQhoWFSWpqqjQ0NMiiRYvcNu0q1fVly5ads/+VV14pzz333LBt27dvl+7ubvnTn/5EVycAIPi6RrXL8uWXX3aBqPcO7t69W3p6eiQrK8v9e2lpqcTExMiaNWvcbNI5c+YMO/7yyy93X0duBwAgKIIwIyPDTZqpqKhwXaIpKSlSVFQ02DWq43jMggIABIuQgSDqnNbxRibLjI9ejCQmJkpLSwvjDx5QN++omT/UzTudOxIXFycTjc8aBQCYRhACAEwjCAEAphGEAADTCEIAgGkEIQDANIIQAGAaQQgAMI0gBACYRhACAEwjCAEAphGEAADTCEIAgGkEIQDANIIQAGAaQQgAMI0gBACYRhACAEwjCAEAphGEAADTCEIAgGkEIQDANIIQAGAaQQgAMI0gBACYRhACAEwjCAEAphGEAADTCEIAgGkEIQDANIIQAGAaQQgAMI0gBACYRhACAEwjCAEApoX5Oai2tlaqq6ulo6NDkpOTpaCgQNLS0kbd94MPPpAPP/xQjh8/7tZTU1Nl9erVY+4PAMBF3SKsr6+XsrIyWbFihZSUlLggLC4uls7OzlH3P3LkiGRmZspTTz0lGzZskFmzZrmvp0+fnojzBwBgaoOwpqZGcnJyJDs7W5KSkqSwsFAiIiKkrq5u1P0ffPBBWbp0qaSkpMjs2bNl3bp1MjAwIIcOHbqwMwcAYKq7Rvv6+qSpqUny8vIGt4WGhkp6ero0NjaO63v09PS473PFFVeMuU9vb69bAkJCQiQyMtJ91QXnF6gT9fKGunlHzfyhbt5NVq08BWFXV5f09/dLdHT0sO263tzcPK7v8dZbb0lMTIwLz7FUVVVJZWXl4PrcuXNdN2xsbKyX04WIJCQkTPcpBCXq5h0184e6BelkGb/eeecdOXDggDz99NOuO3Us+fn5kpube85VQHt7+7CWIsamNdM3WGtrq+uKxvhQN++omT/Uzbvw8PBJaRB5CsKoqCjXFaqzRYfS9ZGtxJF27tzpgnD9+vVugs35flldRtIXCy8Yb6iZP9TNO2rmD3Ubv8mqk6fJMmFhYe72h4aGhsFt2lWq6/Pnzx/zuHfffVfefvttKSoqkquuuurCzhgAgOmcNapdlnv37pX9+/fLiRMnZPPmzW4CTFZWlvv30tJSKS8vH9xfW4E7duyQ+++/X+Lj413rUZfu7u6J/D0AAJiaMcKMjAw3aaaiosIFmt4WoS29QNeojuMNndnz/vvvu1mizz///LDvo/chrlq1yt9ZAwAwQUIGgqhzuq2tjcky46QXI4mJidLS0sL4gwfUzTtq5g91807njsTFxclE47NGAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaWF+DqqtrZXq6mrp6OiQ5ORkKSgokLS0tDH3P3jwoOzYsUPa2tokISFB/vCHP8j1119/IecNAMD0tAjr6+ulrKxMVqxYISUlJS4Ii4uLpbOzc9T9v/zyS3nxxRfl1ltvdfv/+te/lr/97W/y3//+dyLOHwCAqQ3CmpoaycnJkezsbElKSpLCwkKJiIiQurq6UfffvXu3XHvttfL73//e7X/XXXdJamqqa1UCABBUXaN9fX3S1NQkeXl5g9tCQ0MlPT1dGhsbRz1Gt+fm5g7btnDhQvnnP/855s/p7e11S0BISIhERkZKWJivnlyTtGYqPDxcBgYGpvt0ggZ1846a+UPdvJusDPD0Xbu6uqS/v1+io6OHbdf15ubmUY/RccQZM2YM26brun0sVVVVUllZObiemZkpDz30kMycOdPL6UJEYmNjp/sUghJ1846a+UPdvNOGkl5AXNKzRvPz82XLli2Dyx//+Ec3znjmzJnpPrWgobX6y1/+Qs08om7eUTN/qJt3WivNgqE9hlMehFFRUa4rdGRrTtdHthIDdPvIiTS6Ptb+SpP+sssuG1y0W/TAgQN0H3igtfrmm2+omUfUzTtq5g91805rpVkw0UK99s/qRJeGhobBbdpVquvz588f9RjdfujQoWHbvvjiC5k3b57fcwYAYPq6RnXiy969e2X//v1y4sQJ2bx5s/T09EhWVpb799LSUikvLx/c/3e/+538+9//dvcdfvfdd1JRUSHHjh2TZcuWTdxvAQCAT56n4GRkZLhJMxpo2iWakpIiRUVFg12d7e3tg7Oh1IIFC+TBBx+U7du3y7Zt2yQxMVEeffRRmTNnzrh/pnaV6n2LEzk4eqmjZv5QN++omT/U7eKpWcgAHdQAAMMuylmjAABMFYIQAGAaQQgAMI0gBACYdtF8eCePdprcmn3wwQfy4YcfyvHjx9263g+6evXqn63xpcrray1Ab+TVT7W48cYb5bHHHhNLvNbsxx9/dLPEP/74Y/nhhx8kLi5O7rnnHt6j56nbrl27ZM+ePW72vX6AyU033SRr1qxxDzaw4MiRI7Jz5073QQPff/+9PPLII7Jo0aKfPebw4cPuiUj6t23WrFmyfPnywdv5gqpFyKOdJr9m+gLTz2x96qmnZMOGDe4Fo19Pnz4tlnitW8CpU6fkjTfekKuvvlqs8Voz/XB+fW3pRerDDz8smzZtkrVr10pMTIxY4rVuH330kbsHe+XKlfLCCy/IunXr3AW/XlBY0dPT427Ju/fee8e1v74vn332Wbnmmmtk48aNcscdd8grr7win3/+efAFIY92mvya6b2cS5cudS+y2bNnuzeZ3jkz8lN/LnVe6xb49KSXXnpJVq1aJfHx8WKN15rt27fPtQL1fuFf/vKXrma/+tWv3GvPEq910wt8ve968eLFrmb6lB69eP3666/Fiuuuu879PT9fKzBAW89aq7vvvtvVWD+o5Te/+Y1rWQdVEAYe7aSPcvLyaKeh+yt90Xz11VdigZ+ajXblpd/niiuuECv81k2fhKLdVNoDYY2fmn3yySfuIxRfe+0198f/z3/+s/z97393FxRW+KmbhqAeEwi+kydPymeffebCAaPTv/mjZcF4/w5eNGOEU/Vop0uJn5qN9NZbb7muqpEvokuZn7odPXrUtXC028UiPzXTP+DaLaotmyeeeEJaW1vdRzGePXvWdftZ4KduWi89bv369W5d63XbbbfJnXfeOSXnHIzGygJ9SsVPP/007rHVaQ9CTL133nnHTfx4+umnzQzC+6FvJu0S1fEtbRFifLTLXeulddNWkA5b6Fi0ToKwEoR+6KQPfRbrfffd51rUegHx+uuvux4JHWfE5Jn2IJyqRztdSvzULED/GGkQ6lWnDt5b4rVugZaNTnQICHwioY5j6CQQnbF8KfP7/tQn1ehxATourcdol+FkPWU82Oums+BvvvlmN66o9POYu7u75dVXX3WtwqH1xM9ngT66z8tF/rRXlkc7TU3N1Lvvvitvv/22+5D0q666SqzxWrcrr7xSnnvuOdctGlhuuOGGwRlqFp4s7ue1pmNd2poZOibY0tIiM2fONBGCfuum4/ZDH1igCL+fp3/zR8uCn/s7OJqLoso82mnya6atQL3ivP/++90sK70y1UWvOC3xUje9otSr8qHL5ZdfLr/4xS/cf1v5o+71tbZkyRI3a3TLli1uPOzTTz91XX46a9kSr3XTi6z333/fDVvobQH6B13fs7rdSiB2d3fLt99+6xalddD/1vsqldZL6zb0tab7vPnmmy4L3nvvPXfLid5G4cVF8U6ejkc7BTuvNdM3mHZLPf/888O+j4496G0BVnitG7zXTFvKTz75pGzdutW9L3VS1u233y55eXliide66Y3guq5/13RMVbtXNQT1gy+sOHbsmDzzzDOD63ofprrlllvkgQcecDfZB0JR6UX9448/7l5relud3h+tt4bp7XVe8BgmAIBpNtrbAACMgSAEAJhGEAIATCMIAQCmEYQAANMIQgCAaQQhAMA0ghAAYBpBCAAwjSAEAJhGEAIATCMIAQBi2f8BkIWGXjD9qF4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "761b3740", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# creates two plots in one fig\n", + "fig,(ax1, ax2)=plt.subplots(ncols=2, nrows=1, figsize=(7,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "488b0d1b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,(ax1, ax2)=plt.subplots(ncols=2, nrows=1, figsize=(7,3))\n", + "ax1.scatter(x1,y1)\n", + "\n", + "ax2.bar(x2,y2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "71d758cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# alternative way to name each plot in the fig\n", + "fig,ax=plt.subplots(ncols=2, nrows=1, figsize=(7,3))\n", + "ax[0].scatter(x1,y1)\n", + "ax[1].bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "568fbba4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7,4))\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "91904de8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'label3')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding labels\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7,4))\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A big label', fontsize=12) #this one gets cut off\n", + "someaxes['ax2'].set_xlabel('Another label', fontsize=13)\n", + "someaxes['ax3'].set_xlabel('label3', fontsize=12)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4cefea8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding labels - adjusting it to fit \n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7,4))\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A big label', fontsize=12) #this one gets cut off\n", + "someaxes['ax2'].set_xlabel('Another label', fontsize=13)\n", + "someaxes['ax3'].set_xlabel('label3', fontsize=12)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "54b85166", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'label3')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding labels - adjusting it to fit \n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7,4), layout='constrained')\n", + "someaxes['ax1'].scatter(x1,y1)\n", + "someaxes['ax2'].bar(x2,y2)\n", + "someaxes['ax3'].plot(x1,y1)\n", + "someaxes['ax1'].set_xlabel('A big label', fontsize=12) #this one gets cut off\n", + "someaxes['ax2'].set_xlabel('Another label', fontsize=13)\n", + "someaxes['ax3'].set_xlabel('label3', fontsize=12)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "b7d105fe", + "metadata": {}, + "outputs": [], + "source": [ + "# new data\n", + "np.random.seed(613)\n", + "x=np.array(['Luffy', 'Zoro', 'Nami', \"Usopp\", 'Sanji'])\n", + "y1=np.array([110, 180, 240, 99, 220])\n", + "y2=np.array([170, 100, 90, 120, 50])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "3f677a2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.bar=(x, y1)\n", + "ax.plot(x,y2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "dd652970", + "metadata": {}, + "outputs": [], + "source": [ + "y2_sd=np.std(y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "38ed3a6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2, color='blue')\n", + "ax.errorbar(x, y2, yerr=y2_sd, fmt='none') #fmt has to be changed to '-' to draw lines" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b674013b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2, color='blue')\n", + "ax.errorbar(x, y2, yerr=y2_sd, fmt='none',\n", + " ecolor='brown', \n", + " elinewidth=4,\n", + " capsize=6,\n", + " capthick=4,\n", + " errorevery=2) # places every second error bar" + ] + }, + { + "cell_type": "markdown", + "id": "05d911a4", + "metadata": {}, + "source": [ + "Final class!" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "e900e6fb", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "a0b056af", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n", + "headers = {\"User-Agent\": \"Mozilla/5.0\", \"Accept\": \"imge/*,*/+;q=0.8\", \"Referer\":\"https://en.wikipedia.org/\"}\n", + "\n", + "response=requests.get(url, headers=headers)\n", + "image_file=BytesIO(response.content)\n", + "image=Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "1dcc3339", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "74c3d8db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2)\n", + "\n", + "ax_image=fig.add_axes([0.1, #x coordinate using percentage\n", + " 0.11, # y coordinate\n", + " 0.15, # image width\n", + " 0.35]) #image height" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "7fa3c9b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2)\n", + "\n", + "ax_image=fig.add_axes([0.1, #x coordinate using percentage\n", + " 0.11, # y coordinate\n", + " 0.15, # image width\n", + " 0.35]) #image height\n", + "\n", + "# adding image\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off') # no edges are shown " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8585b71d", + "metadata": {}, + "outputs": [], + "source": [ + "# saving image\n", + "path='C:/Users...'\n", + "# full path or relative path\n", + "filename='/figla.png'\n", + "\n", + "plt.savefig(path+filename, dpi=300)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "7027d099", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips =sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "4b931d42", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips,\n", + " x='total_bill', y='tip')\n", + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "d7351b90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs total bill'),\n", + " Text(0, 0.5, 'tip amount($)'),\n", + " Text(0.5, 0, 'totalbill($)')]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding titles\n", + "tipgraph=sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y ='tip')\n", + "tipgraph.set(title='Tips vs total bill', ylabel='tip amount($)', xlabel='totalbill($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "d4dabd99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs total bill'),\n", + " Text(0, 0.5, 'tip amount($)'),\n", + " Text(0.5, 0, 'totalbill($)')]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph=sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y ='tip',\n", + " color='hotpink',\n", + " linestyle=\"--\",\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor='indigo')\n", + "\n", + "tipgraph.set(title='Tips vs total bill', ylabel='tip amount($)', xlabel='totalbill($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "7feb2ebb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAGyCAYAAAAVo5UfAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAvx5JREFUeJzsnQd4VPXSxt/tLb33QgqEGqogigqKgoCKXS/23nu9dq/otX5W7HrtvVAUBBRBem+BJJBAem+bTbZ/z/xPNsmGBJJAkt0wP5592HPOlrMnu3venXlnRuZ0Op1gGIZhGIbxMuR9vQMMwzAMwzDdgUUMwzAMwzBeCYsYhmEYhmG8EhYxDMMwDMN4JSxiGIZhGIbxSljEMAzDMAzjlbCIYRiGYRjGK2ERwzAMwzCMV6JEP8Zms6GmpgYajQZyOes1hmEYhvEGHA4HzGYz/P39oVQqj08RQwImNze3r3eDYRiGYZhukJCQgODg4ONTxFAExnUQdDpdX+9Ov8NutyMzMxOpqalQKBR9vTvHDXzc+w4+9n0DH/fj79g3NDSIIITrPH5cihhXCokEjF6v7+vd6ZdvboKOLX+x9B583PsOPvZ9Ax/34/fYy49gBWGjCMMwDMMwXgmLGIZhGIZhvBIWMQzDMAzDeCUsYhiGYRiG8Ur6tbG3MzQ2NqKsrKyvd8MrcTqd0Gq1KCgogEwm6/B2oaGh4nYMwzAMcyxRHu8CprS0FNHR0ex476aIMZlMwrXekYghZzuJnLCwMBYyDMMwzDHluE4nUQSGBUzPQseWjjFHuxiGYZhjzXEtYggWMD0PH2OGYRimX4sYi8WCGTNmYN26dc3r8vLycNVVVyE9PR3Tp0/HqlWr+nQfGYZhGIbxHDxCxNCQp3vuuQdZWVlufotbb70VISEh+OGHH3DOOefgtttuQ2FhYZ/uK8MwDMMczzTagVJLy7LDCZS1Wj6uREx2djYuuugiHDx40G392rVrRSTm6aefRlJSEm688UYRkSFBw7jzxhtvYM6cOX29GwzDMMxxIGBW1ADX7AGKzJKA2VEPzNgBHGg8DkXM+vXrccIJJ+Cbb75xW79t2zYMHjzYbebR6NGjsXXr1j7YS4ZhGIZhym2SYFlYKQmZjXXApC3A+jrgyj1AueU4K7G+7LLL2l1P1SxUltsaGsddXFzcS3vGMAzDMExr/BXA+6nA1XuB36ukCxGhBt5NBULUOL5EzOHGcKvV7keDlskA3FWoV4lrEmdryHdDF2+DUnCPP/44du/ejREjRoh0m+u1fPfdd/joo4+Qn58Pg8EgDNGPPvqo6IczefJkfP/99xgyZIh4nIqKCkyaNAmLFi1CfHx8l/fDdew6cwzpNu39DZiu4zqOfDx7Hz72fQMfd8859noZcH6IDJuMMrxZ0NIfbNkIJ5I1DhyrP1Fn/9YeK2I0Gg2qq6vd1pGA6U7DtMzMzHbX02NRszZvgo7BDTfcgJEjRwpxsmHDBrz00ktCzKxcuRL/+c9/8MwzzyAtLU2InH//+9/itlOmTBGeogULFiAxMVE8Fl0fOHCg6Kh7NMeBBOeRqKur41TgMWbHjh19vQvHLXzs+wY+7n1/7DVaHRoik/G/Yvcgwz1ZTrwRa0LdgaxeDQ54rIgJDw8XEYfWlJeXH5Ji6gypqalu3hoX1Em2vfWeDHmIampqhFChfaeoCokDiqoEBgbi2WefFaXqRHJyMr744gthkKbbzpo1C5988gkefPBBsX3ZsmXitt09BvRGJQGj0+kOO3aA8PX1xaBBg7r1PMyhv1DoC2XYsGHcg6eX4WPfN/Bx95xjn2eRY+JGGWrtUgrpqnAnns+TYXG1HA8ofPDukHQEK49exNAP644CEF4hYiiy8N5774nRAK7oy6ZNm4S5t6vQgW/vjU8n3iOdfD2Nffv2ISEhQaSKXNCba8WKFeJ/EhRUrUQCcO/evThw4ABOPvlk8TrPOussEanZs2ePiL5s3rwZL7744lEfg84cR9rOXz7Hlo7e10zPw8e+b+Dj3vfH3kcJXB8JfFEKrEgHotQyDNQDt2YBD8XLEKSSQXEMSoY6+3fu8+qkjhg3bhwiIyPx8MMPi/4xJGi2b9+OCy64AMc7bUN1KpVK/E/ppNmzZ4uIFQmX119/HaNGjWq+XVBQECZMmIDFixdjyZIlQihGRET0+v4zDMMw3kmIisQKsGEUkKqHEDXnhwL7xgOjfQBlL6sKj43EkAp7++23he+DTsxkPH3rrbcQFRWF45mUlBTk5uYKjwmlaIiMjAzxP5l6zz//fDzxxBNi2Wazif4748ePb74/pY8+/vhjIV7OPvvsPnoVDMMwjDcLGUi/nQW+SkA6G/U+HiViKP3RGhIun3/+eZ/tjydy4okniggVibs777xT9NOh6iKKqgQEBGDLli3iOMrlcrz77ruiVL11Rdfpp58uRA6Jm+eee65PXwvDMAzDHA0em05i2odSRyROyNx73nnn4auvvsLll18uttFYBuqlc/HFF+Pqq68WFV6XXnppc6SG8PHxEWXVVKlEt2UYhmEYb8WjIjFM54iNjcWnn37a7rYPP/zwiPen6MyFF17YA3vGMAzDML0Hi5jjCJpHRRVJVOFElUoMwzAM482wiDmO+OWXX0RvGBqq2bpEm2EYhmG8ERYxxxFz587t611gGIZhmGMGG3sZhmEYhvFKWMQwDMMwDOOVsIhhGIZhGMYrYRHDMAzDMIxXwiKGYRiGYRivhKuTvIyHHnoIP/30U4fbo6OjxfDM559/vlf3i2EYhmF6GxYxXgbNTLr33nvFdZqZ9NFHH+H7779v3s7ihWEYhjleYBFzlDRUNaC+pB6NNY3QBmhhCDNAF6jrseejydWu6dX0P037Dg0NdZutxDAMwzDHA+yJOQpq8mrw/SXf4620t/Dh+A/x1qC38MMlP4j1fYnRaMTdd98tJlufeuqpmD9/fvO2yZMn48cff2xeXrduHQYOHCiu5+fni+tvvfUWxo4dKzr7MgzDMIynwiLmKCIwv173K/Yv2e+2ft+SfZh/3Xyxva/4448/MGTIECxYsADTpk3DI488grq6uk7fn+Yr/fDDD7jiiit6dD8ZhmEY5mhgEdNNKIXUVsC0FjK0va8YOXIkrrvuOjHt+pZbboHFYsH+/e3va3tceeWViIuLQ0JCQo/uJ8MwDMMcDSxiugl5YI5me09C4sWFyz9jNps7fX+qcGIYhmEYT4dFTDfR+muPantPQmbftjidznZva7fbD1mn0Wh6ZL8YhmEY5ljCIqabGMINSJqa1O42Wk/bPRGqXqqvb0l15eXl9en+MAzDMEx3YRHTTaiMeuYHMw8RMrRM63uyzPpoGDZsmOgrk5mZKSqTqM8MwzAMw3gj3CfmKPCP9cf5X5/f0ifGXysiMJ4qYIi77roLDz/8MGbPno0BAwbgzjvvFOXYDMMwDONtsIg5Skiw9JVoISFCl9a017F37969zddjYmLw2WefuW2fPn1687bWt2UYhmEYT4bTSQzDMAzDeCUsYhiGYRiG8UpYxDAMwzAM45WwiGEYhmEYxithEcMwDMMw/Qxzmz6mVgdgb7/nqVfDIoZhGIZh+hFGG7CwEshuaBEw6+uArcb+J2S4xJphGIZh+gn1JGAqgEsygBgN8Fc6UGwBpmwDVDLg73RgpDRSr1/AIoZhGIZh+glaBZCkAwwKIN8MjNsEGO2AxQnE6IDAfnbW53QSwzAMw/QTFDIp0rIiHVDLgEqbJGDiNMDS4UCC5zaU7xb9TJP1fyZPnoyCgoJD1o8aNQpfffWV27r8/HxMmTIFy5YtE914GYZhmP6PwwmYHYCj1TqrE7Ch/8Eixgt55JFHmkcFtJ5O3ZbIyEisWrUKQUFBvbh3DMMwTF9hdQAb6oDJ2wCbE4hUAzU2oMgCTN4KLE8HkvtRNIZFzNFSbwHqLECDFdCpAF81YFD36FP6+voiNDT0iLdTKBSduh3DMAzTP7A6gXKrJGbIG0MpJFo+dRtQZwca25ReezssYo6Gqgbg8+1ARnnLurQQ4F/DgT4YCjlnzhykpqbir7/+gt1ux7vvvotZs2ZxOolhGOY4Qa8ATg8EfhsOpOokD0ysFvhrBKCRA0MM6FewiDmaCExbAUPQMq2/ZmSPR2Ta48cff8SHH34ItVoNg6GfvVsZhmGYTgmZyQGAUu5u9qVFmQz9ChYx3YVSSG0FjAtaT9t7SMQ88cQTeOaZZ9zW/fPPP+L/U089VZh8XcZehmEY5vhD2ab2mIRMf4RFTHchD8zRbD8K7rjjDkydOtVtnU4npa+io6N77HkZhmEYxpNgEdNdyMR7NNuPguDgYMTHx7e7TaPR9NjzMgzDMIwnwc3uugtVIZGJtz1oPW1nGIZhGKbHYBHTXcjvQlVIbYWMqzqpD0y9DMMwDHM8wemko4HKqKkKqZf7xDAMwzAMwyLm6DH0rmhZvnx5h9s+++wzt2XqDbN3795e2CuGYRiG6X04ncQwDMMwjFfCIoZhGIZhGK+ERQzDMAzDMF4JixiGYRiGYbwSFjEMwzAMw3glLGIYhmEYhvFKWMQwDMMwDOOVsIhhGIZhGMYrYRHDMAzDMIxXwiLGC7FarXjjjTcwZcoUDB06FKeeeirmzp0Lo9HYqftnZGRg8+bNPb6fDMMwDNOTsIjxQl566SUsWbIEzz77LH7//XchYP755x/cd999nbr/rbfeitzc3B7fT4ZhGIbpSXh20lFSZQVKLECNHQhQAmEqIFDVs8/5008/4bnnnsOECROaZyQ9+eSTuPzyy1FaWoqwsLCe3QGGYRiG8QA4EnMU5DUCl+wG0jYA4zcDg9ZLy7S+J5HJZFi7di0cDkfzupEjR2LhwoUIDAxESUkJ7rjjDowdO1akm8477zxs2rRJ3G7OnDkoKCjAww8/jIceeqhnd5RhGIZhehAWMUcRgbluL7Ckyn09LdN62t5TXHHFFWJi9eTJk/HEE09g8eLFaGxsRHJyMlQqlUgr2e12fP311/j5558RHh4uIjUEeWkiIiLwyCOP4NFHH+25nWQYhmGYHobTSd2EUkhtBYwLWk/beyqtRJ6W2NhYfPnll/j222+FWDEYDEKUzJ49G6effjrOPPNMIVYISjPdcMMN4npAQAAUCgV8fX3FhWEYhmG8FRYx3YQ8MEez/WiZNWuWuFRVVWHVqlX4/PPPhYgZOHAgLr30UixatEhUIOXk5GDnzp1uqSeGYRiG6Q9wOqmb+CuObnt32bNnD55//vnmZfLAzJw5U6SXKPKyevVqXHPNNfjoo48QFRWFa6+9Fv/97397ZmcYhmEYpg/hSEw3CVcDUwPbTynRetreE5DX5eOPPxZRmMGDBzevV6vV0Gq10Ov12LBhA9asWYOgoCCx7YsvvhD/O51OYQpmGIZhmP4AR2K6CfldPhgoCZbW0DKt7yk/zJAhQ0Rzu1tuuQXz589Hfn4+tm7dKgy+FotFNMCTy+WiUomqkKiPDJl5CdpOkNDZv38/qqure2YnGYZhGKYX4EjMURCrBb4e3NInhlJIFIHp6T4xr732GubNm4c333wThYWFQpScdNJJwhcTGRkpKpHeeustvPLKK0hMTMS///1vPPjgg9i9e7coxSbPDDXMo4Z39BgMwzAM4414vIgpKioSJ2VKkVBlDZUXX3XVVfAUSLD0tGhpi06nw9133y0u7XHxxReLS2tmzJjRfJ2qlejCMAzDMN6Mx4uYu+66SxhUf/zxR2RnZ4seKNHR0TjjjDP6etcYhmEYhulDPNoTU1NTI/weN998MxISEkT/k5NPPlmYVhmGYRiGOb7xaBFD1TaUOqEoDE1uJjMq9T5JS0vr611jGIZhGKaP8eh0kkajweOPP45nnnkG//vf/0R5MXWkvfDCC7v0OHQ/urSFSo7pwnQP17HrzDGk27T3N2C6jus48vHsffjY9w183I+/Y2/v5PPJnB5+Fn/xxReFuffqq69GVlaWEDRPPfWU6JNyJEwmEzIyMg4b6aE0FdPzUCUUzXdiGIZhmM5CmReqwPXKSAx5X77//nusWLFCCI5hw4aJCc3vvPNOp0SMi9TU1HYPAvVROdzBYQ4P6d+GhgaR8jtSEz2a0zRo0KBe27f+DP1C2bFjh/g80BwspvfgY9838HE//o69yWRCZmbmEW/n0SKGZv7Ex8cLAeOCutRSj5SuQAe+vYNPJ17uYHv0dOY40nb+8jm2dPS+ZnoePvZ9Ax/34+fYKzr5XB5t7A0LC8OBAweaO80SZO6NiYnp0/1iGIZhGKbv8WgRM3nyZKhUKtFxlqYxL1++XERh5syZ09e7xjAMwzBMH+PRIoZ8FJ988gnKyspwwQUXYO7cuaJnTNtutMcbVG5O85BoTtLQoUPFLCU6Nkajsa93jWEYhmF6DY/2xBDJycliajPTAs09Wr16NZ599lnExsYiLy8P//nPf0Tqrat+IYZhGIbxVjxexHg6jbZaNNoqYbEboVb4QKsMglbp16PP+dNPP+G5557DhAkTxDJ5hGi+FM1DKi0tFV4ihmEYhunveHQ6ydMxWoqxPOdhfLf7fPyy90rxPy3T+p6EKn3Wrl0Lh8PRvI6mUy9cuBCBgYHCS0Rdjl2sW7cOAwcOFNfz8/PF9SVLlogxDlQ2d+ONN6K6urpH95lhGIZhjjUsYo4iAvP3gWdQULfWbT0t03ra3lPQJO/PPvtMiJUnnngCixcvFo3kKPVGRujOQGmnV155BZ9//rnoAcApO4ZhGMbb4HRSN6EUUlsB44LW0/aeSivdeuutwgvz5Zdf4ttvv8XXX38Ng8GARx99FOeff36nHuOOO+7A8OHDxfWZM2cKIcMwDMMw3gSLmG5CHpij2X60UMdiulRVVWHVqlUiokIixpU2OhLURNCFj4+PqHhiGIbpKywOQN0qN2CxA2rua8ccAU4ndRMy8R7N9u6yZ88ePP/8883L5IGhSAqllyIiIoRXpjODtDqbdmIYhulpKq3AFyVAgVlaNtqAxVXAvoa+3jPG02ER002oCinad3y722g9be8JSJCQf2X37t1u69VqtRjPEBQUJARKfX198zYqwWYYhvFUAfN2AXDNXuCCnUCxGfi9EjhnJ3DaViCHhQxzGFjEdBPyu0yKf+wQIUPLk+If7zE/zJAhQ0Rzu1tuuQXz588X1UZbt24VBl8azzB16lRRcUSDM2l4FlUmffTRRz2yLwzDMEeLRg4MM0gno7V1wOhNwEW7ASeABK20nWE6gj0xR4GPOgKTE+f2ep+Y1157TVQXvfnmmygsLBSTuE866SThiyF/y1133YWHH34Ys2fPxoABA3DnnXfi7rvv7tF9YhiG6Q4GBXBGEPD9EGD2LqCwaVTeBD/g68FAlIYi0H29l4ynwiLmKCHB0tOipS06nU6Iko6ECTW/I49Ma6ZPn968be/evW7bbr/99h7cW4ZhmMPjcAJWCr20wuqQojEMczg4UMcwDMP0GWTiJQ/MJU02vziNdGLaaJQ8Mi6zL8O0B4sYhmEYps+gCMz+BinqcrI/sG408OMQ6eRUbJVKrxmmIzidxDAMw/QZgSrguiggRgucGgBEqIHTg4CFw4BUPZCoY08M0zEsYhiGYZg+JUgFXBgKqOQtZt8pgS3LDNMR/BZhGIZh+py2goUFDNMZ+G3CMAzDMIxXwiKGYRiGYRivhEUMwzAMwzBeCYsYhmEYhmG8EhYxXkZGRgY2b94sZiINHDiwr3eHYRiGYfoMFjFexq233orc3FyMHDkSq1at6uvdYRiGYZg+g0WMl6JWqxEaGtrXu8EwDMMwfQaLGC9izpw5KCgoEBOqJ0+e3JxOys/PF9f/+usvsZ6iNM8++ywyMzPFJOv09HTceOONMBqNzY/19ddfN9+WHrftUEiGYRiG8XRYxHgRb7zxBiIiIvDII4+IS1vee+89vP3223jmmWfEFOvbbrsN9957Lz788ENs3boV33//vbjd8uXL8eabb+Kxxx7DTz/9hNGjR+OKK65ATU1NH7wqhmEYhukeLGK8iICAACgUCvj6+opLW2655RYMGjQIM2bMQHBwMM4++2xMnDhRiJQJEyZg//794nYffPCBiMycdtppSEhIwF133YXo6Gj8+uuvffCqGIZhGKZ78OykfkRsbGzzda1WK4RJ62WLxSKu79u3Dy+++CJeeeWV5u1ms1kYhhmGYRjGW2AR04+gKE1r5PL2A212u12koyg60xofH58e3T+GYRiGOZZwOuk4JDExEcXFxYiPj2++zJs3T/hmGIZhGMZbYBHjZej1euFtORoT7tVXX41PP/0UP//8Mw4ePChSS7/99huSkpKO6b4yDMMwTE/C6SQv49JLL8VLL72Eb7/9ttuPMX36dJSXl+P1118X/ycnJ+Odd94RJl+GYRiG8RZYxHgZl19+ubi0JiYm5pA+L1RG3Zrnn3/ebZlKqunCMAzDMN4Kp5MYhmEYhvFKWMQwDMMwDOOVsIhhGIZhGMYrYRHDMAzDMIxXwiKGYRiGYRivhEUMwzAMw/QjbA6gXJoy00yFFf0SFjEMwzD9hLqiOtTm18JUYerrXWH6CBIwG+qA+/cDJU1CZq8JuDIDyDej38F9YhiGYbwcY6kRmfMzseq5VULERIyKwBn/PQMRIyKg8dP09e4xvUiRBZi8DWh0SJenEoBTtkqC5qoM4OvBQIga/QaOxDAMw3gxDdUN+OvxvzD/uvmo2l8Fu8WOgrUF+GTSJ8j9MxdOp7Ovd5HpRXwUwHOJ0vWvS4GB6yUB468EXk4GglToV7CI8TIGDhyIdevW9epz5ufni+el/xmG8Szqi+ux6d1N7W5beOtC1BXW9fo+MX1HoAq4NhK4Ocp9/Z8jgGEGQC5Dv4JFDMMwjBdTsqOkw211BXVorG7s1f1hPCOl9GO5+7r/5gFl/dDcy56Yo6S2thaVlZUwGo3w8fFBUFAQ/Pz8+nq3GIY5TtD4HN7zIlfxb9XjidzGFg8MpZDODQY+LZFSSwoZ8GoSEMqeGIYoKSnBI488ggsuuABXXXWV+J+WaX1f8MYbb2DOnDlu6yZPnowff/xRXKdtNK362muvxfDhw3HmmWdi5cqVzbetqKjAXXfdhVGjRmHixIl45ZVX3PLpS5cuxemnn44RI0bgpptuQk1NTS++OoZh2iMkLQRKXfu/R2NOjIE+WN/r+8T0HXo5MC1QEjAr0oHXU4CXkwClDLgiHPBVoF/BIuYoIjDPPPMM1q5d67aelmk9bfdE5s2bh7PPPhsLFizAoEGD8Nhjj8HhcIhtt956K8rKyvD555/jtddeE+Lniy++aL7vTz/9JITN//73P+zatQsffPBBH74ShmEI3yhfXPDNBZDRz+xW6EP1OOfDc1jEHGeEqYEXkoBNoyUPjJ8SuDoCyBwHTPIHtP1MxHA6qZtQCqmtgHFB62m7J6aVTjnlFMyePVtcv/nmm3HOOecI4VJVVYUtW7aIaEtsbKzY/uSTT8Jkauk3cf/994sIDjFt2jTs2bOnj14F05uYrBWwO8zw1UhOwUZbDWwOE/SqUMhlnv0VUm0Fau1AhApQK4BGO1BuA/wU0pd7f0ChVmDA6QNwy65bsOubXSjfW46k05OQMDkBAfEBfb17TB8JmbA2Zl+69Ef6yce49yEPzNFs7ysSEhKar5OHh7DZbMjJyUFAQECzgCEodUS4qpLi4uKat/n6+sJs7oedk5hDBMzqvP+ipH4rZqS8D60yELvLvsW2kk9wdsq7CNEP8lghQwLmfyXA/fuAJSOAsb7A3zXAzB3A+6nA7ND+I2RUOhVCBobglMdP6etdYZhepZ98hHsflwDo7vaeQCY7tHaOBEprVKpD5Tj5Xtpb3xa53D37yP0n+j9Wez3ya9fA6qjHgqzrEes3EXsrfhHbsioXwU8TA63SM3/tm53A24WAxQlM3QbcEg28UQDYncDrBcC0YMDzYqUMw3QF9sR0E6pCGj9+fLvbaD1t721IiNTX1zcv03VKa3WG+Ph4VFdXo6ioqHkdeV9uueWWHtlXxjsgkTIj9X2o5AaYrOXNAmZg8LkYFXG9xwoYIlwNLB4ODNRLQua1fEnAjPQBfh0qbWcYxrthEdNNyO9Cpti2QoaWaX1P+mG2b9+Ov//+2+3S0NCAYcOGCZ/Kb7/9JtJDjz/++CHRk45ISUkR+/7oo49i7969oqHee++9J6qUmOMXmUwOX3UUYvwmuK1Pj7gaOlUgPJ0INXB/jPu6R+KAsH7qD2CY4w1OJx0F4eHheO6553q9T8xLL710yLolS5ZgwoQJotTbJV6uvvpqlJaWdvpxX3zxRTz11FO4+OKLxWuh/y+77DIUFBQc41fAeAtmWw12lX2LnOqlbuvnZ14rPDL+2haflKdBJt6/qoEbs9zXX54heWQm+EpmX4ZhvBeZsx8bG6iyJiMjA2lpadDrDy0zzMvLczOyMl2D3jp0jOnYtufHaQ0f62OH3W7H1q1bkZ6eDoWiZ8/CNY0H8d3uC+CEHQODz8Hg0IuwIPMG4ZFJDDgdJ8U9Aq3SH55IuQUYsgEotQLpBuC7IcCMndJE33gtsGFU15t+9eaxZ1rg4378HXvTEc7fLjidxDBMhxhU4Tgz6VUMCp6NsVG3I1iXKjwyMb4TMSHmPo8VMARN6l2eDpweAPw6DEjWSx6ZUwOAJcP7V9dShjle4XQSwzAdolRoEOkzBqGGwaK8mgjWpeC0xKc92tTrYogB+GqwJGgIisB812qZYRjvhkUMwzBHFDJKaNzMvt4gYFy0FSwsYBim/8DpJIZhGIZhvBIWMQzDMAzDeCUsYhiGYRiG8UpYxDAMwzAM45WwiGEYhmEYxithEcMwDMMwjFfCIsbLmDx5MgYOHCgugwYNwsiRI3HJJZdg5cqVzbehbTT7iGEYhmH6M9wnxgt55JFHMH36dDgcDtTU1ODnn3/GjTfeiA8++AAnnngiVq1aBX9/z+2kyjAMwzDHRSTGYrGIoYRjx44VJ+hXXnlFzOzxFGj44+GWewJfX1+EhoaKAZSpqal44IEHcPbZZ2Pu3LliO21Tq7mjF8N4A3aHpc2ytc/2hWG8DY8XMc8++yxWr16NDz/8EC+//DK+/fZbfPPNN/AEaKjhfffdJ/53Ld97773Ny70JTZzOzMzEgQMH3NJJlH764osvcNFFF2HYsGE455xzsHPnTrEtPz9f3JYmYJ9++uliO0V0qqurmx9348aNmD17NoYPH46ZM2di8eLFzdseeughPPHEE+IxaYJ2bm5ur79uhvFm6i2lyKpciEZbjVg2WSuQUf6D+J9hGC8XMXQy/eGHH/DMM8+IkyidKK+55hps27atr3dNRFwef/xxbN++HTfddJM42dP/O3bsECf23ojItCYpKUn8n52dfci2N954AzfccAN+/fVXEcUhYdiaefPmiQjX559/Lvb/448/FuvLysqEqCERM3/+fFx33XVCuNBrdbFw4ULceeedePfdd5GQkNDjr5Nh+gv1ljIs2XcPVh58FrtKvxZCZk3eS1iT/yL+yXuBhQzDeLsnZtOmTfDx8cG4ceOa19HJ2BMICgrC008/LYRLSUmJ+J+gFA+lv2h7b0LihKivrz9k23nnnSciLcTVV18tREdr7rjjDiESCYq2kJAhKIJDKbx//etfYjk+Pl6MRv/0008xZswYsW7w4MEi2iOTyXr4FTJMz2B2ABp5x8s9hVymRIg+DeUNGdhc/B4yyn9Eg61cbIswjIBCpur5nWAYL8ejRQylZaKjo4VxlaIFVqtVRAVuvvlmyOWd/5ax2+3i0hby1hyNvyYmJkYIFpeAIWiZ1veUb8e1z20fv66uTvxvMBgOuR2JD9ftaTsdx9aPERcX1+72ffv24c8//xQVUC5oG0VcXLePiorq1Gul27T3N2C6jus48vE8espsMnxdKsPFYU6EKZ2ossnwU4UMZwYB0SpHjx57tdwPoyNvht1pQ1blr80CZlzUHUgOmgGlzMB/4yb4PX/8HXt7J5/Po0WMyWQSHo+vv/5amFYpvUEpHJ1OJ9JKnYW8Iu2h1WrFc3QHijyUl5eL1FFraPmdd95BSEhIjwgZekwyO7fdb0prEbGxseJ/s9ksbuMSK67b03qClhsbG5vfLK7tJFJcy/Q806ZNO+RYK5VKsZ1up9Fo0NDQcMT9JpG1devWY3IMGAlXxIzpHr5xSXi02BffV8jxZ5UD7yTZ8F6xAk/lKTHU4MRPKRbU7s9o93N8rI59dHwQLDaj27pGSx3Ky8pQWnRoavh4h9/zfccODz32Hi1i6GRpNBqFoZciMkRhYSG++uqrLokYquDR6/WHrC8oKGh3fWeoqqoSgoVSSa4Ukmv5ySefxEsvvYTAwEAca0g8UeVR2/0mb8qQIUOQkpIilklc0G3a3p7WE7RMIo6g/13bVSqViHLRcnJyMrZs2SL60bj46KOPhLih6JNCoRBChkTlkdJJlO5q/ThM96FjTl8oZMSmv4En47A7UF9Uj4bKBig1SuhCdNAF6+AJ1NplmGKR4fsK4NdKBdbWKVDaVBg0zhfw1WmQOGJEjx17s70aawpexoHa5WLZTxODWnM+tpd/DGWECoOHXQS1wu+onqO/4E3v+f6GvY+OPf1Q7igA4TUihkqF6aTrEjBEYmIiioqKuvQ4dODbO/h04u2ul8PliSHhQgKGIiCU8qJIUU96Ymh/SdhRFIh+IZKY+v7777Fo0SIhMFyvx/XaWl9c61tv7+g6XS677DJ89tlneO2114Svht7Ir776Kp577jm349aZ40jb+cvn2NLR+9pTIOGy69tdWPrQUphrpAhgRHoEZn8xG6GDQ/t69xCoAC4NA6xO4I5sNAuYOeHA3AEyhKllPXrsnXYHTNZScX189D1ICT4bGwrewp6KH2G0FgEyp0f/ffsCT3/P92cUvXzsO/tcHi1iRowYIdIfOTk5QrwQ+/fvdxM1fQkJF4q4uAQLLVPUqKdNvSQiXEKCnovMtZ988kmz2fZYQceZhBm9Ripxp4gTVSfNmjXrmD4P0z/JXZGLhTcvdFtXvLUYn5zyCa7feD0C4gPQ11DWvaJNW5ZqG+DohVZUBnUoJifMRUn9VkT7ngCN0g9jom5BhM9IxPiNh07Vu8UBDOONyJye1DmuHajEl7rSUoqGPDHU2I2MvVdccUWnwlFUTZOWltZu2oiMwy4PCdN1XF4bV9rqcPCxPrbhXfIXpaene+yvUmOJEZ9M+gQVme2XCZ//1fkYeslQ9CUkXt4uAB5vam+UqgMym+xd5wQD81KBCCn72qPH3uG0iUqljpYZ73jP91fsfXTsj3T+9oo+MQRFAah65tJLL8WDDz6Iyy+/HHPmzOnr3WIY5jDYzLYOBQyRt7r3G0K2haItxU3Ncq+NAFaPAuZJljJUUDSml/ajrWBhAcMwncfjPy1kCP3vf//b17vBMEwXUCgV8I3yRV2hVPrflrAhYehrQtXAkwnASf7AlEAgWAVcEgaEq4FxfkBUmygMwzCeh8dHYhiG8T58In1w8qMnt7tNqVNiwBkD4AmQkLkoFAhrGjXmrwJmBrOAYRhvgUUMwzCdwuF0bz5F3o2OII9U2gVpGHvbWKCVXYrKq+f8MQd+cZ5TOqyQH36ZYRjPxePTSQzD9D0Wex0K6zYhVD9EVNXYHWaU1O+Ejzpc9DdpD58wH0z5zxSccMcJqNpfBY2vBn6xfiLNJGelwDDMMYBFDMMwRxQw2ZWL8U/eXFH+OyXxeVQ27MPv2XfARx2G6Snz4Kdpv+2Bxk8jLsEpwegvUJTJ7jRDgZaKCZu9EUqF1DySYZje47j/OcSzOHoePsbejQxKaJXU00WGYuMW/Lr3WiFgnLBBKddDLju+Sl5jEoOwo/R/zVOmG6yV2F76OYyW4r7eNYY57jiuRQx1BKbRA3yS7Tno2NIxpmPNeCcqhQ6xfhMxJXGuWK6z5AsBE6AdgLOS/w8+6ggcL5jtVVhT8jQ2F7+Pfw7ORaOtBhsK38SmoneweN9dMFmlIY4Mw3hwOmnPnj14//33sX79etGILjg4GBMmTBBN6LypoRnNDAoLCxNjDDy8559HQseMBjtSGfzhmt3RMXbNaWK8E7lMDrXC122dSq6HDMdXFEYuUyPRfypKTduQW/MnCnauh9VRL7YlBkyBXKbq611kmOOKLosYEi7XXnst/P39ccoppwgBQ3N8/v77byxevFgMZ6SBi94CnVxjYto3JjKd6+RIgx25i2b/hUy8Rcat+D37TrGsVQai0VaNMtNOLM99WLTOJ7Pv8YBKboCvbZSYdbS24JVmATMi/GoMCb0IGqV/X+8iwxxXdFnE0Gyg0aNH4913322eiEw0NjbiuuuuE43pPvjgg2O9nwzD9BE2hxml9TtECilQm4xpyW+itH47luY8iJrGA7A5mnr1HydotEocNO1zW1fdmAP7YUrOGYbxEBGzd+9e/N///Z+bgHFFNChCc8899xzL/WMYpo+hwYSDQy+EThmIWP+JIuoSo5iAqQNehr82Hv7aOBwvmO3VyKz7H7Kq54vlEH0ayk0ZOFDzF2R5MkyMfRh6Vf+pxGKYfidiIiMjkZ+f3+62ysrKHp/gzDBM76NV+iM1eCYUcqm1rUqhF5OWFfLjr7WtrKkaa3TkTRgcehH2V/0hys+PN38Qw3iliKEhjHTx8/PD2WefDblcKnD6559/8Nprr4lp0wzD9D9cAqZl+fgTMBpFAFIMlyExaDLCDEOFuEsKPEv0yQnSpXIUhmE8XcQ8/fTTsFgseOCBB/Dwww+L0tnq6mrhiaFqldtuu635tlSxsnv37mO9zwzDMH1GUV410tPHN5vZNUofRPuOP2yFHsMwHiJiZs+e3TN7wjAM46WwgGEYLxExrSMtDMMwDMMwHi1iNmzYgMGDB8NgMIjrR2Ls2LHHYt8YhmEYhmGOTsTMmTMH3377LYYPHy6uU+i0bYdb1zr6PyMjozMPyzAMwzAM07Mi5n//+x8GDBjQfN1oNMLHx+eQ29XW1sJsNnd/bxiGYRiGYY6liBk3blzz9SuvvBLffPONiMq0Ze3ataLZHZVeMwzDMH2H3WGD3WmGWmFoXmexGaFWHvoDlGH6tYihvjA0JJGglBH1gmkvEpObm4uQkJBjv5cMwzBMlwRMuWkX6izFiJRNgNMih11rxD7TAgwOPV/Mv2KY/oDUqe4InHnmmUK8tPbBuJZdF2p6l56ejrlz5/bk/jKHodFWBbvD0mq5FhabNKCOYTydg41ASatsdIEZyG9En9PW/0dT2z2danMODuZvROP6AHx/wU/4+OSP8cdtfyOgeBxyy1bCbKvt611kmN6LxEyePFlcCDL2UiQmKSnp2OwBc0xosFZifcGbSAmejnDDcNgcjdhb8Qu0Cn8kBk5xCykzjKexvwGYvA0Y7wv8XwpgcwKX7AZMduCXoUCMtm/2q95SihrzQYTqh0Cl0InZSargQljsYdApAuCpaMzBMP4Qh0X//r15XWVWJTK+3ot//XEZ1BGeL8QYpkf6xHz22WddvQvTw1jtJuwq+xqZlb8gu2ohzkp+E+X1u7G+8HWxnVqiR/qO7uvdZJh2abADf1YDBxqlS6MDKLMCq2sBaiG3xwREaQC5rPcFzB/770e5aTdOH/Aiwn1GYF3B/4nP2JjI25AWOluMHfBELBXAysfXHLLeYXNgwfWLcNXKq+DLQoY5HkUM43nQML5BIechp3o5qhtzsCjrpuZtSYHTEKBN7NP9Y5jDoVMA54cAtTbgnn3ALxXSetIs3w8BJvj1voBxIYMMTjiwdP/9CNQlobIhS1ovoy2e26W3dEcpnA73NJiLyuxKNFQ0sIhhjh9PDOP5+KgjcXbKO1DKW+LuIfo0nBh7H3QqnizOeDYBKuDycCCo1c+qQXrgZH/A0Ec/tQzqMExOnIsQ/WAhZFwCZnTETfBRR8DhtMFjkTsOv13WvsBhGG+DRUw/gYx6WZW/CS+MC/rSrWzIdjP7MownUmgGZu8EKlvpggwTcHuWu9m3tw29NocJeqX7ZGqtKhC51X8io/wH2Owe4Dxuh9AhIZCr2v96Dx0SCl2wrtf3iWF6AhYx/QCrvR7ZVb9jfcH/ieV4/1Pgr0kQvxR/y74VFQ2Zfb2LTA+fbOvMhWiwVjWvo2WTteyI9220VqPOXASnU/rlTtVsRksJbPaeUw5FZiC31bm/3AJ8VgL80+SB+WYw8HJT3cA3ZZI3pm1mxFRhQunOUmx4ZwO2frpVpEgsRssxr/bbWvwJDtauFMtqhdRWYnXeC4j1m4iUoFlQKg51HNscUqVVpbVlHb3ekiPsnrnOjIqsCmz5eAs2ztuI0l2laKhq6Na++0UGYtqb0w5Zr9Qpcc7Hs+Ab7gervQH1lhJY7Cb0F2oO1iD792yse2MdcpbnoLage1VYdL/cv3LF42QtzBKP27ZKzVNpFJ/pwubPNJ0fevoz3ZewJ6YfoFIYEOUzBhpFAGL9TsT4mLtFk6vfsm+HSm6AQRXW17vI9BD0xUrRtgVZ1yElaAZGRdwAq8OIhVm3CEP3qQlPQa8K7fDLblvJpyKiMCP1ffhrYnGg5i+sOPAUpia9Kt5TSoXmmAuYKzOAfY3A0hGAnxJ49gAw3Ae4OgKYEQycGQhYnZKgqbcDpwS4e2KMJUYse3gZtn68tXmdTC7D9LenY+ilQ6H1OzalTHanBUXGzeJ6esQ1SAyYglUHn0OZaRcK6zYgzv+kdgXMZiNw2lbgoTjg9higzAKcshU4yQ94IxUIVx/6XI3Vjdjy0RYsuW8J0OpcOebmMTj1qVNhCO1adaFKr8LQS4YialQU1r62FlX7qxBzUhTSrkqAOsYEm6MBhXXrhXH5tIRnEet/EtQKPbwZErWfTv4UprIWURaQEIA5f8xBUHLnU+pVOVX4fOrnQhi70AXpcMWyKxA+ItyjJ5Y3is/0/5BR/j1mpL4Hf00ccqtXYMWBJzE16RVE+Yw95p/pvoZFTD8hUDcA5w76H1RyXbMHZlryG5BBIXL7TP/EYjcK4UH/U4Vao60apfU7UWfJF5EYis50JGLoJJ1d9RusjnosyLweqcEzsKvsG7Ftd9k3CNWnHfMvvFIrsLJWqkA6nUqq/YAvSyXBsmwEMNTQ4oG5KkI6nwep3B9j/x/73QQMQSbWhTctRMz4GESMiDgm+0q+l7NT5iGv9h/RwmB+5nXihE8iJs7vZMhlh3591tilqJLJATyeK0VgfqsEiizA71VAja19EUMnzCX3Ljlk/cZ3NmLA6QOQNjuty/tPYi5qTBRmfTgLDcZabK5+C0tqnoB8nxJpIeeL9wt5fXaWfoUoql70YhFTV1iHL2d86SZgiOrcavx4+Y+4bOFl0Icc+fVR5OvXa351EzBifWUDvpj+Ba5ffz38YvzgqdjFZ3pR02f6hjaf6W8Rqh/c70QMp5P6EfTLu7WJl8y+LGD6NxqlLwaHXIgR4VeJ5X1VvwsBo5BpxAmYxG1H0HtjRsp7QuTQl57ryy7adzwmxT/eI4bwIXpJrGjlwP5GScAQD8QBwwxAaKsTfKDqUAFTX1qPVc+v6vDxN727CQ77EUytXYhyme21qDBlYmvJh/BTxyC78jeRhpmfeS32V/0hrrcmWAU8Fg9cFyktf1QsCRhfBfB3OpDcjhXFbrFj3evrOtyPVXNXifRZd1FqlPANDsKomGvFdwJFaXeWfSkETJh+GE4f8AJ0Knffj7dhLDai5kBNu9sK1hfAVN6540ciiNJI7T5HkRG1+Z7dJNDQ4Wf6BEyKf6xfFnmwiGEYL0erCsCQ0ItF1M0FNTz018a3Gy1oDX3ZDQye5bZudOSN0Cl75stOKZeqjk5s9WNWIQNujwZC2olQtMVutaO+pOMu1ORdoF4oxwJKGxhUIahsyESwLhVnJv8fTox5ACZzuWjbH+k7RjTAa0uYGng4zn0dpcgStO2XipOIOdzJkdJndJujhU5gQ8MudVs3MvK6fnFia6w5vMHaamplUDqK21FExtPRq0IwMPicdj7T3i1UO4JFDMN4OXXmAszPvB5OtJzoCo0bsLnoPWFO7Qgy8eZWL8eW4g/d1v+WfRsqGrKajYHHEjLxPpULLK9uWWd3ApO2ADmdOD9o/DSIO7mNQmhFyvQUEXk4VhjU4Zia9DKmJr0GH3W48J0NDbgRswZ+ggBtfLv3yTIBJ21xX/d9OfB6gbvZ14XKoELyWckd7gO9Xq3/0fl8KGJUULsOa/Nfdlu/dP8DKKvf7dnl4p3AL7rjFI9Sq4Q2sHPHTxugFX+PjghI9NwuzS4Tb271X9hS/AFaQ/5IKvDoic90X8MihmG8GPLCbCv5rDmFNDP1AwwPu0Jso1Cy0VLc4X1tzkasynuuOYV04eDvxa84CkOvPPgMGm3th+ePhoNm4I0C6foDscDK9JbU0kt5kmfkcGh8NTj1yVMhp5BOG/SheqScnXLM95mEDAkYFwUHKmFQtiy3hkTKIzktKaRNo4Frmyw6Tx8Ayq3tR3wGXzi43ROtQq3ApEcnCaPu0WB3mIVhm1JIofqhuGjwT/BVx4jU0ooDT8Bsq4M3YwgzYNi/hrW7bcJ9E+Ab2bnGfr5Rvjj5kZPb3ZZ2QRp8wj17ArjV0fozfQIuHPxDc2pp5YGe+Uz3NSxiGMaLobLfUZHXITHgdOGBCTMMw4jwK4VHZnLCc/DTtB8tIKhl/tkp7yLe/1RRxUSdnWekvI9In9E4PfG/0KmO/aTjVB3w1WDgwTjg/ljJ2EsemQtDgX/HA/6dCKIEpwbjqhVXIXx4k5CQAUlnJuHqlVcjIL5vfymTh+f/koFpQZIHJt0HmDsAuCESmD8UiO3AU0lVNNf8cw0SJ7d0144YGSFeU1cqazpC0/S3jvGdgDMGvAh/bZxojkl/6zOTX++Rv3VvQhGUM/57Bk56+CSofdTNFUVnvHQGTrj9BBGN6QwkGkddPwpn/d9ZzUZgisyQEJr2+jTxmJ6MVumPGeIzfUrTZzpBeGTEZ3rAS17/d24PmdNbit+7gclkQkZGBtLS0qDXe6/z3lOx2+3YunWrmF6uULT4MZjeP+4NtmpoFD7NHhiqUpLL1Ecsm6U0gsVmFL6a1mWarZePNUYbYHZKJliCLCzVts55YlpTX1YvSpOpvJpOOEebcjmW73lKm5GgcXlgaNmgkEYsHA56PWTipWorXaCuUxU1XTMq10Cr7L2/dW8fd/JM1RXVwd5oFz1xKLIiV3T9tzqZw8nISx4ZhUYBnwifY5qm7Ekc4jNdJ5oyHou/c199z3f2/O0dfxWGYQ6LrtWJiWh9ojocJHrafrn19EnNRwm0DspTZqirAoag3ild7Z/SW7R9PZ19fRRRoEtPQGmrtu8LbxAwXUGhUiAg7uhfEwkfTy6lPvJnOrBf/51bw+kkhmEYxqOR11kRHdSqXUR1A1DbPzvQMl2DRQzDML0Ktbovr8+A3SG5eKmRXLFxGyz2jkunmeOYEiNkc1ciJMMEWYMNoFEMb20AftjNQoZhEcMwTO8KmCX77sOvmdeg3LRbeHfW5L+M+ZnXIK9mFQuZPqDUApjt7ss1nWur0vNQ35aVB4E6C5QLsiFbvA94ewNQUAdsKmIRw7AnhmGY3sPhtMPiqBXt0Rdm3YggXYpo40+YrOVwOo++qRvTeQrMwBUZwCPx0mwnGpvw7xxgtA9wSRjgf3SV3UcPlZZPTYLTZIFsbQFky3Kk9eSYvnUsdXXs4x1k+hqOxDAM02v4aqIwPfmdph4llmYBc0L03UgNngmN0jvNlN4I9eRxNR48a7v0PwmY94uAm7KA7MM3we09/DTAuYOkAVsu0kIAKqdXcVXk8Q6LGIZhehWlXCv6V7SG+tso5dwGoTehnjzUm4eGbtqcwPQdkoAhnkwAEnu+Yr1zUKv/N9a7TffGrjJg5QHKT/bhjjGeAIsYhmF6DZO1AmvyX0FerTTEkboME4uybhYeGZfZl+kd4rTAHyOk+VUupgYCd0YfOnyzT2iwAosyISMPjFwG581jgPHR0rZf9koChzmuYU8MwzC9hs1uahYwlEJKCjwDC7JuQK05H5mVC+CviYNC3n97WngaZOJ9PEeaX+WC0kob64CT/QFNX2drdCpgRiqcpSZYz0iAIjUICldX5oRAIJijd8c7HIlhGKbX8NXEYGbq+zgx5kExPZvmEpFHJj38GoyJvKnfNuWyOyyHdFXt66GLVIH0cl5LCum2qJbU0rQdwG4TPIMAHXDdSBxUGaXOiOSROS8NGBMlGX+Z4xqOxDAM02tQ19hAbTJ8VFFQKw3NZt8REVdBreiflSZWuwmFdRvEbCqaWUTipcyUARnkCNEPbB4V0dtQ5dHVEcDHxcCt0cAd0YDRLnljBuqAqA7mPPUFDoMKNfW1LSt8PWjnmD6FRQzDML0uZFwCxkX/FTANyK9di6U5D4gJ4TSMr9Feg4WZN0Emgxi4GaJPE8ekLxhkALaMAXRyIFAlXX4bBqjkQHg3RkEwTG/DIoZhGKaHUMo1ItKkkuthspbhl71XwuZoFOXlvqooMV26rwSMi+g2QY0YT6lKYphOwJ4YhmGYHkImkyNYl4oZqe+JSiyzXWr0Z1CFYXrKPPhpmiptGIbpFixiGIZhehAnHHA4rOL/1p2LuTsxwxw9LGIYhukzbA732Td2hxlOZ8vJ3tshEy8Nu1yQdRMcTit0yhAo5To02CpEaXlN48G+3kWG8WpYxDAM0yeYbbXYV/k7as0FYtlmN6OwbhMqG7L7jZBxOOzCyEsCxlcdjXMGfoSZqR9AJTcI0y/5Y5zO1q1oGYbpCmzsZZjDYbMDjXZApwQUcoBOOEYLldMAGu/6+FBfkEZnS9UJvSyjAwiklybr3Zk9OpkRWZWLsK7gNaRHP4GB/kpUNmZhyb57oFLoMCv1IwTqkuDtKBUaRPmMxVnJb8BPEwNfTTR8nA7hkaES6yBdcp8bexnGm+FIDMMcTsDsrwae+BPIq6Wf1UCREXjmb2B3GYUS4E0C5psyYPQmINsEmB3AqhogZR2wpc69Y2tPcqARuDcbKLcZEKYfitFx8/BO5enY12DGygPPwgk7/NSxUCt80V8QQsZ3dLOJ12X2lQQMfwUzzNHAnyCG6YgGG/DlDun/19YCq/OBV9dIkZivdgIW7zFmmhzAvfuAAjNw6jbgoyKpK2u1DbgtC6i09k6L+zO3Ax8WA5ftlkGmHoKH8ofjw2IVZu+Jw7jE90UjvKlJr8CgDkN/om1DOxIvLGAY5ujhTxHDdAR1Bb1tHBCkkwQLCZp6K2BQAXeP96quoWFq4K90wEchCZlbsqT28tRm/rshQGgvNDbTy6XpyJQ8WVEDRKyWYXGV9BX0QEwVciq+hdVRD7uzFxQVwzD9AhYxDHM4gnXA5cPc1507CAjv3Q6z5lozKrMrUbipENX7qxFkCOrS/cnzMkQP3B/rvv6zNCC2l5qb+SiBGUHAO6nSssu6+0JCDYbIfkF+1Q8wWoqwKOuWZrNvX1NXVIf9S/fj1+t+xeJ7F6N0eymCdF079gzD9Bze5UxkmN6ETLzkgfloi/v6b3cB0b5ArL9k9u1hagtqsfiexdj93W5qOiJCGYPOHYSg14PgH+PfqccgEy95YJ454L5+xg7grxFAci8NA66zAz+Vua9bVGXAZWmXI8V/NBZm3Qi7k8qs+z5VV1tYi+8u+A75a/Kb1619ZS0mPDABYfeHwRDSP0clMIw3wZEYhukISh29s0H630cN3HmClFqyOoA31ktemR6msaYRv93xG3Z/2yRgCCew56c9WHjzQjRUNXTqcWrswIydLSmkxcNbUksX7wbK3Ycs9wjFZuCaPcDiKml5RpCzKbWkxJw9KjhUQzEj9V0xX4gGJfYlTocTOz7b4SZgXKz57xrU5Nb0yX4xDOMOixiG6Qi9CrhhNBCilzwwA0OAu8YDYQbg5jGAVtHju1BfUi8ES3tkLchCfWl9px7HTwF8PxgYYQAWDQOmBEoemQFa4MvBQEgveGJoqODopqKjjwdSKkuGLwdLQma0D6CSyRCiH9znAoYwFhux/s31HW7f9P4m7u/CMB4Ap5MYpiPkMiDaD3hgohSJIUjQ3DtB6hujPLKIKbMAISqqRmlZ9ldIbWY6Q2N1Y0sEpr3tVY2HPJ9GDvgpW0qrrU5JpJBwGecnmXyJdB9g7ajeMfUSweSHjgXODwWSdYCv8MjIsGk0EKeVtgM9Lww7G4kx17l3E25NQ3mDEDHc44Vh+haOxDDMkYSMS8C4oKqkTgiY3EZg5k5gt6nJXmMGrtoDrK7tfHW2xu/wFVAKX40QLgSlhPaagP2NQK1NEjDflQH/OSht0ylaBIy4r6z3BIwLEiojfSUB4zL70rIkYDwHbaAWydOSO9w+7PJhkMv565Nh+hqv+hTecMMNeOihh/p6NxjmiJBouHQ3sK4WmLQF2GoErsgAFlVKvVLKO2mn0YfpkXBaQrvbYifGYpHMgCdygRILkGcGnjwA3J4F7GuQBMz1mcBr+cCvFTSn6Ni+xv6M2qDGqU+cChWlFNsQMigEUeOi+mS/GIbxUhGzcOFCrFixoq9347ik0VqDRluLkdFqN6HBWglPpq1RlaIVx6IrLXlQyjJKUZpRDGOpsXkicYO1ya3aBKVvPhwoRRgqbcCoTcCeBuC1oHrsDimHYl+ZeCxThQkVmRUo212GusK6Q55PH6THuZ+cKwRLa6JPiMZpn87GE9V66BrMKMmuhCOzFHfIa6BxOpBhAr5uqgKaEQxMDwKU3fy0N9rcXxv97Wmw4bGi7fuJHrvt8ewIW1UDGgpqUbqrFDUHa+BosACHSQN1haDkIFy/8XoMmj0IcpUc2gAtTrz/RJz/8/nwifQ5Js/RX6G/n8XW4tcy2+o6/TdlmH7niamursZ///tfDBvWpl8H0+OQeNld/q2o6x0ceiEUMhXyalcjt3o5Toi+B54IpVQu2w18M1gqHc5rlCpwXk+WUhfdmRNkt9pRvKUYv177K0p3lop1oUNCMevDWdANtmBV4TOYkvg8fNThzfcZbACWjQDSNwJj9A687SjF5qt+wedbihGSFoJpr0/D8seWo2Ct1BMlICEAZ887G3EnxYlIgAv/OH9c/NPFkugpM0EfokeDogG+MX5Y7qzBhgd+x8+/7BU+Dl2QDk8+fRpqzhyCZVV6xGmAjwZ2P21EU5aX5zyMyYlzheG23lKC5TmP4ISYuxGiH3RIJ9quQkMQ82r/QW71CoyPuRtapT/K6ndjfcHrmJz4HxhaHc+2mIuNkK3IFZ6h7MwK1JXWY/IlQyHLqoDs/MHAEVJxR0KulCM0LVSISPImyeQy6EJ02L5zO0IRelSP3Z8hsbKx8G2EGYYhMXCKGOaZXbkItZZ8jIy4FlplQF/vItOP8AoR88ILL+Ccc85Baal08mB6B/ryKTFuw6aiea418NfEYXnuo+J6gHYAQsJOgydBEZezd0jpFGqvv3CYlMbZXg+cvh3IPkEy2naVqpwqfDzpY9jNLWaWsl1l+OSUT/CvDeei3LYbqw4+h1MTnhYnYoI8MPdnSx1q39RXY+mEj2GhkQUAznjxDHx/8fdoqGwpka7OrcYX077AdeuuQ/RYac6OC0OoQVwIu92OrVu3IrAiEMtmf4nSHS2fC3q8ZbctwsR3FDh57EisrJNhfgVwQWiL2bezNFqrsHjf3agx52J+5vWYlvwG/j7wFMob9oiGdJcM+QVaVSCOhnprKZblPCzVjcOBtJAL8Fv27bA7G7Em/2WcHPdvaJR+h9yPIliK7EqoV0iNb0aeFAfH6EiovtohHsoZ5QvZaYmdd1AfBo2vRlxcx57pGLvDipzqP7Cn4kdxccAmJnWvzX9ZbA/WDURy0FlHLX4ZxmvSSWvWrMHGjRtxyy239PWuHHfQbJcww1CkBs8UyyRmluc+Ik44ET4jkRo8CxVlntUvI0glRWBcPVAoCkICRikDvqP13XjH2y12bHhjg5uAad5mtmPb25lI8Z2NCbH3NQsYElPX7wX+qAZO93eg+tvtzQImakwUijYVuQmYZpzA8keXS1VJh0GhUKAyp9pNwLRm65PL8bReSk9dS/tR5US9tSVdZXccOWWjUfpjSuJzUMl90GArx497LhUCRgaFiMwo5UffIU+nDMQJ0XeJ6/uqFmNB1vVCwPiqozEu+s52BQxRvqccObnVsAyTZizpVh2EYWGWOH72xADYR0YeEwHDdA2FXIWEgMmI9Zsollcd/E+zgEkImIIYvwksYJhjike/m8xmM5544gk8/vjj0Gq73xudfj3xL6juoZb7Y1zUnSg3ZaCyIVtap/DF6YkvQuE0wOnM87hjO1wP/DBEjjO3t+SNXkty4mQ/J1Q0J9ne9YZzB1cd7HB70epSTHriKvgoQ5qPha8ceCBOjqXVMjwTbkXG37luxlASMR1RuKFQlPeqfNsPGdFzBIVFYP/3Bw/bXyZNZsH0IKeYHD1Cb8TGwtcwJvJmqOV+qGiklM0bmJz4HHSKkA4fx1+dhKlJL4tOui7GRd+BSMNoyKA86r+9UmbAwKBzUFa/C/urlzSvp4Z3OmVoh49fvLUYv9/xO65fcRUiy01SZ2XCoILx7FRYqxsQGHzs5ym49sfT3vOehEYeiFPinxKi12SVjFkkSk+KfVi897pz7Pi49x32Pjr2nX0+jxYxb775JoYOHYqTTz75qB4nMzPzmO3T8YZ/oB4O3wOobNjXvM5ir8POkm8RLp8slnfs2AFPgSIU+vhU3LdP57Z+bp4MpxrMsOdlwmrt2oDBQJ9A+MX5iRNne/jG+SC/cRXCqkchP7fFoBrs44vsMQPgqKpGYXzLeABTuQkBiR37AnyjfVFdV43srZJobA+VSoWwhPajFIRSq4TdYcH/xdRDqVXh76xZMNtrYbEakRp0DpYduBd2pwVr817BEN+bUZhXcchjUAlxTGIg1ha+6rZ+e8lniNCegJKDjbBYjq7Vr8GghU94Iw7U/O22fm3eaxgacCMKDlS2+9r1kXqMvGI4/IxmoLhJwBD1Vqh3lEA+IUqk3HoKT3rPexpBYT6oVWxqFjBEnaUA+yuWQ2ceiqryVn+vLsLHve/Y4aHHXub04LaTkydPRnl5uTgxEa4vTLVajS1b2syzaQeTyYSMjAykpqZCr++l4TD9CHprlJg2Y1E2pfKcCDekC+Mqhf2JE2MehM6UjpiohOa/UV9TbpfjrO1U0iwTKaR/xznxUr4MRjsQrQE2jnIiVNn1WmMy33580sftbrto2XRsCH4Isf4nYnzUPVArDhUXJdtK8P7o98V1qnQho+5XM79qt5Hd7C9nY/BFgw/7C4W+UAYED8C7I94VwyHbMubmMTjjpTOg0ChgcRiRXbkAawtecbuNnyYW05LfgkEZ0e7zmB01WLLvLpSZdokUEpkyd5R+CavDCJ0yBLMHfQGN4ug8MXXWPPyYcXlzCine/xTsLPtSbBsYfB7GRt0GtbypzW8rTKX1UO6vho4mi1MKKd4fDr0Kqoxysd15yVA4x0XBSW2CjyGuY09FBp7ynvckHE4rDtT8iT8P/Fssx/mfIsR0Qd0asXx64kuI9TsJsi46Gfi49x32Pjr2dP6mAERaWtphz98eHYn57LPPYLO1lHK+9NJL4v/77ruvS49DB57f+N0jQJuAMP1w8at8csJcyGUKKORqFNVtQqzficgpqoAi1nOOL8mHZxKA83cBC4YBJ/vLMDMEOGUr8GgcNXyTdWtfQweHClGw9IGlogqIoGqVKc9Phs9AJRxlFgwLuxwalZ84Ru2V6854bwYW3bIIDqsD2z/bjulvTBeDHclz42LcbeMwYMqATu2jT7QP5vwxB5+f9blb517qKzPp35Og1kslSTqFP1KDz0FJ/XbkVC9tvt3ZKe+6VVO1RQ0DRkfdhCX77sHUAS8j0ncMEgJOEybf9IgrxfvgaP/uGocfkoLOQFHdZkxPeQdapZ+oSNpS/D6GhF4klsmb1RZDmI/oe+OI9YdTLkPh8HBh9k1KD4cyvw6ywaGQaXuugx5/p7SPAgpE+KYjQJsojP8TYx8UP4D+PvA0TNZyhBoGQ6no/t+Fj3vfoejlY9/Z5/LoSExbXI3unn/++U7d3hWJOZKSYw5PvYXMozIY1FJZKfX0sDutwktBIfv09HSP+mJpsAO1dqm9P403ov4wpRZArwD8j0K2kzHXWGJE0dYiwOFA5KhoGGiOks4qIglaZWC7AsaF1WQVM3mKtxULIUMGX/r4UZWTpd6CyNGR8AnzEf1IDoerOomOu1wmR21+LSqyKlBfXI/QoaHwjfJtrmQSt3fYUGbaiUVZN4sUkosBAVOFGVmvCu7wuWx2s4jkqOU+UCo0omLNZK2AUq7p0HTbVVzvJ5egMttqYXOYxX61J2BckJi0l9fD1mhD9up8UbYeEu0HJdXQB7qnE48VrY+9J73nPQ2jpUQYeF3vLRIwNJn8cCXzh4OPe99h76Nj39nzt0dHYhjPwKCWKkBc6FRBHm2yo/b6dHFB57TIo2sZIlD7qBHkE4SgJOn1t0APfuTmZxUKFZQxgUgbENhcgk3W44GHPF7noWgQ9ZGhS0fUmfOaBYyfJgbx/qdiR+nnwkirVvhgbPRtzVVVbSHhQpfm55PJm8Vsd8pvqXqlZdkiojmu95MLEkeaTr52ZZiP+BIbGse9RzyJthE+vapj8zjDHA1eJWI6G4FhGE8j2wSctwt4NQkY6QOYHMCcPcC1EcDkACD62BfSuJVKJwWdiWLjFkxPfkeIBIMqDJspZRN2MTTteHiONfRLPKdqGQYEniFES6O1GvurlyLef9IhIplhGKZfihiG6YuOxWRWdP2StDkaYLU3QteFJm80AuGavcDOeuDcXcDXacALB4FVtcCqGiBjLFBnaxmKeKwh0TAu6g63lA31/kkKmioMuj09iZnST+SJoM685Q17cUL0ndhW8gm2l36G7MrfcPqA56FXcQdchmH6YbM7hulLAZNR9j0WZd0Ko6VYdB7Nq1mDH/dcgupGqVNsZ6A5Sh8MBGI0QL1dmmxNAoakw9spgFbecwKmtZBpHeKnaAwJh54WMAR5I6gFPZFZ8Qt+yLhICBiCjJ7Ub4Y5tjTYqsRMr+Zla6UY8cAw/Q0WMQzTAdQPZ1PRe6hqzMbv2Xcis2I+luY8IFIjNNun9VDMI5GqBxYPd193UxQwOwSI7cFUkidAfpvBoRdhZMT1YpmOH0Hr0sOv6VJUizkyteZ8LMi8HhWmvULIkDH/j/33o7BuPQsZpt/BIoZhOsCgCsVZya+LSAEJmX/yyJPlRJh+hCgd7cgM2x40hPKmNj0X/1dC/WwOnbjdL3E6YXOY3FZJJ1SvKY70Chpt1fgr9wlUN+ZgQdYNohXC0v0PoqR+K/7Y/wAs9u43mmMYT4RFDMN0gEKuEWmQ1OAZbuunDHiuS2ZUmqN0QyawskZKIVG/GldqiTwyJVbJE+PN0GukUnYXJWY7yhqKRLSKTLxbSz7GjtIvxDaqkCKyKudjQ+GbItXBHBtoQvSpCU/CoIoQ/q1F2Tej1LRdtEgg75FGeeQqOobxJljEMEwH0EmgoHYt9lb84raeUkvkkenKUMqnEgBfBTAvFbg1Glg2QhIyN0QC+l7wxPQkWSbgpC1SVImETF6jHTN3yvFXjQb7ajbA5jSjzizNihoUcj5mpX6M0ZE3i2VKdVDvGebYQZ2Ypye/6bZuWNi/EO07Hkp5z/TPYZi+wou/OhkGPV5VQx4YKYU0HEPDLsWfuY+J1NKqg3NxasLTnUopUZ+a0b5A5gkkjKSeNZE0oX2klEzxZk8MpcIuzwAyG4BTtwI/DQEe3C/HZqMMl+8NQtbYsVibNxcJAacg2m+sGF9A/WoGh14If00sIn1GQ6/mHiLHEhLYKw487bYuo/x7JAVORbB+4GEbMjKMt8GRGIbpAI0iABNjHxIC5vQBL4gTMXlkfNUxODH2/i55YkjIRKiBmFaCha4fTsBQ19rDLXsCVHn1ZZo0l4rmU52xHULA0Ov9Ls2IHYVzkVPzB1YceEoMEY3xGw8fdYQ4domBU1jA9FA5uyuFNC76zubUEnlkWg9lZJj+AIsYxnux2IDGrk2k7grkH0gKPAtnJL0kPDDkkYn0Scc5Az8RzeKotbrZViduW2cuhNFcgqrcCmQtzMLa19cgZ8V+1BXWidECtL3BWtX82HWWItRbOj6hUJplV9nXzfch38jO0q8Oex9Ky9DztH4uSuNI64pEh1zXKAHad4utvvWdYa9qoDs0r7LXNAJ0OQLJeuA3qYK6mdeTbDjJz4ii2j/EMnX51SmDRYfg1qXXzLGFIl0UMVTJfXBy3KMI1Q/GpPjHhJChWVSSK4vpbRxOm4iQta5opM8liU7m6OBvEcb7oBNtQR2wPIcG7QCjo4ChYUDQsc/3S0bIlhMvCRk1ZCip34Hfsm/ByXGPIVQ/BH8feBYjjPfj2zN/RUNlSxlr8vQknPn1OCzcfwOSA6dhdOSNsDpMYjK4jyoCpyY8c0gbfypBXrr/AZSadqCm8YD4Nb02/zVkVy3EwZqVmJL4QrsCprIhC/MzbxBpg8SAyfDVROO37Fvhp4nDoJBzxWynMMNQFNVvxuLsuzEp/t9I8J8MtUKPTKMTNfUyjNxbAOUJMciTKbDHqMCJO/NgGB8F+HccMspvBK7a07J8kp8NJxn2wubQI8bvFFQ3ZuHkuEdEJGlf1RLRtbcrUSym8+hUAQjQJOLcQZ9iU+E8rKx+VgjuMwa8BI3C/7ADP5meEzDl9RlYkHUTRkVei7SQC9Fgq8SCzBsQ5Tsa42PuPez8MubwsIhhvE/A/LQHWJvfsi6rUhIwd48Hgnt+0KfFXo895T+IL6ci4yaYbTUY6LwUP8xc6CZgiLDRgdhfulz0nNld/i3M9hqUmXaJXh71lhI02ioPETEKmQqx/hOFiCFTcW71X+J+RJz/yZC387Gl0tmc6uWwOozYU/GjuH25KQN1Fvq1V4kR4Vfgn7wXEOM7HrvKvoETduws/RqxfhORadLjlB1y1Ni0+DMlCjH1dsw6oMI2kwLfpUbjLIsdLeMkD61KuiyDUkhSyuzzgTYM0ezBhtwbhQA8M3keyIGxMOsmsY+TE5+DrSkixPQMPppI5FQtx/5qKQpWby2F0VqGEH1aX+/acYnFZkRm5QIxJHZD4VuoNRfgYM0qNNjKRRfr0fabARYx3YbTSYx3UW5yFzAuSDz8mUPNR3p8F7SKAIz1vw/jQx/GwZq/RYhYVREtJlS3ZfUzG2FdnIrhoVeJ5X1Vi4WAUcjUODtlHgK0Se3OOhrS1AiOcAmYURE3YFDIeVArfNu5jx+GhF6KoaGXi+Wc6mVCwChkWkxLfgMZZT+junE/dpZ9KQRMsG4Qpia9Ijr5KuUyaORAgwM4LVeLk3J02GqSQS4DDAYVFIeZqk2VV68kAX4KYP5Q4NwQOcLUKpEqoojSb1nXY0HWdeILm9YZVCHQK7s+8LLceqih2MEtZg6BmttRRG7lQXdj74rcJ1DZkM2VYH2AVhUgIrA06oPYW/Gz+DxQanVGyvvw00T39S56NSximF6FJjcXm91/yRd2xa+6Ju8w2/KpNAM9SXVuNf558R98N/Nn7LrdhlElc6FpCIOlsuOTw5qnNmNw8IVu7fVDDcPgr02AQq7s8GTUtozbaC057EmIUgnDwi+HrNXHOsJnhEiBxfiNc7ttesTV0DWJiQE6YPkIIFYjCZncRsk5sWCABaf62KFVdfw1QdGXkb7AvhOAUwOoT4kcYfoUTE95T5TzNtqqRAM2uj4j9V0hnuTyrlXH7DUBs3YAOQ0tjQMv2AXsqGch0xaK+P2efbtIWdJYCRr4SfOxKEL3+77bYbbX9vUuHpfQjwXXjxIXsX4nwUcdKSbDM92Hjx7TqwJmTgZwfaYkZEjAPJULTN0GHDyyf1SidUe1tvTwGa0iqwLvj30fyx5ahrzVedj7y17Mv3A5QpXDoYtv/z76UD0uWHomFuXcCCdaOtoVGzcJz0Jrs68LMvFKHphFYjlQm9w8d4iaw5nt1Yfcx2R3tZu/Dk60CJ2CunXIqlgIi6OViRfAn7n/Rmn99mazr8phh4+85fhRFCYIDihJNLYy+3YkZKhKSdekTehLWaPQimhTy23UUMl1XRYw9B6Zth1YUwtM2QZk1EuCZkUNMHkrUOnlTQKPNfTrfuqAV0SvmBkp7yHabxxmpL4nGgxOHfCqm7Ga6T1o1tr8TGnshot9Vb8jo/y7Lo0vYQ6FRQzTK5C+IN/EsmpgQQVw7V7gkf3AW4XALhPwSznQ2JlM0AlSt9d2GRVJswLQE5jrzFj60FKYKJ3V+ilvGY6D9j9QqlmDlHMPTQ2Nf2gU8n0XNaeQZqR8gBHhUmqJPDJGi9QErjVOSvg4JeEwNup2cRIaHXmTWCZzLG1vDQnAbbV12Fr8SXMKaXLSRxjSlFqi5wnRD0S8/2RcNPhn+GsSxGTuvw48AaujHnkNDszaJUdGg1QaHaCUtOKpOVpsSomCzdi1CjAyI5PBmNJgSrlWXOg6ratpPNilxwpUSiXcOjmQ0wgM3gBsrZeE0xdpgA9/g7lBKbsQQ5poKOivjRPrArTxmJX6CYL1qVwR1geQSFlf8IZIIVHV2HmDvmhOLW0snCeiZ0z34Xc00yvQL/uT/ID3UqUW/ItadZp/KA64LJy8Jp14oAgDkBZC3bvc15N4OSsZUPfMW5oMu3t/3nvI+rUvbMTMUWegJv0PnPH61QhOCsGmdzbDarKKKIxG64u00KvR6KgSpa9UyRSoSxSlrkG6ZPhrDw3hUKXCibEPIDloOiJ80psHKAbpUhBuGA61nCp7DjRHt6ZvB7IafLE+/SbE26oRG3wlrtqXhnui4zA0VIZQQxqKjVsxIeYe+GoiMS3lTazIfVJUDFHFElVR7zdLwmBBmgODfGU4dZsMBxqBzVAjLVAFvzb7SKXeNAFbr5L6vFBEiYQRPV6dKCWtEl/YM1PfF7KMBAyto9JyH3VUh2m0tijlwBhf4LshwIwdLevfSAZOC4Tw8jDukFBpO1STh2z2HfT5nRj7AOwOM8ZF3y4+9+Oi7hDl8FSpp1e6G/uZriFzUhOLforJZEJGRgbS0tKg1/d81crxht1ux9atW5Geng6FonNpggorcMpWYFdTdiNIKXWyDe5KAIXOurvLKCcilViPiAAmxQPBOsploKe8MP834P/anVcok8tw5caLET40HHK7DqaSBlgbLVDolAiIDoBcIRcncDt8YVAqm3+d0clGreio7kcqm26dL3cttz7uNQ4FXs0Dnj0IqGXAV4Oq8EqBL/6pVQrBeFFwNdQyJ5wyh1sZJ80zIsOhK0q23QiUWpyY5OcUHpj9DcDKaifOCXAgwJUnaiVgKB2llGswKf5xyKHAxqJ5KKzbiOkpb0KrCEJx/WbRF4a+sAkym1JZaYRhFJQKTZeOPXlgKIVEERgXCVppdAP5eTz9Pc8cPf3huNN3AJW5uz7TJPxVcn2XPw/Hy7E3dfL8zZEYptdweWBcAoYgTwP1GHk/FYjo7GeZepZMiAWGhUtnYL0SUPbsh0sbqEXymcko3FQIp8OJhoqWUmpaVsNPEgUqQB2vEfOEKNo0xwEEKYByWyB+LgcuQR2ctY2QK+XQBaugPkxlZVvDX3sGQKoOujtWMuS+nA+cnxHYHKm4OBTwaxIqh7yeVuspSjbcB7A4ZNBSOMZixwC7DVFhGmjpS4uOcb0F8NU09aPJRJFxo7jvitynRIm4a77UgeoVGBhyHiJ9RkEuUzXvM0WRKFJDJuOuUGIBzt3ZkkK6Pwb4vwLJfEwembWjgPAW6w3DeCwUpWwNR8eODSximF6BzoM0xZk8MMQDsUCcBrgtW/LIfFIM3BXTyZSSC5/On72oA65MpmiORlCnTKfT3ulp1CQ6pr4yFQdXHhRpFJ9IH2z5cAv2/LwHw+cMh3+sv5tHheYIFVqAWhtwQxQwb58F0/cfxBd3LBRRHSJmQgxmfTALIWkh4jG7glrd8totDiDfDAzUS5U8xM56wNyFGCsJGXHsLXZgbzmwOg/aS4dS0xEgvxb4Zidw7SjIgnQIN6RjUvyT+PvAk8ivW938GOkR1yIpaJqI0LSFxIxC1vVfnOR5oXQjzWeaPwyY5A+cEwJM3gbcQ+8XTicxzHENiximV6CTJJ2A7ogG9ArgvljpzaeWSyLmqsguCpguQC32/9h3D3w00ZgY+6BYtybvRdSYD2Jq0qtH7GJKfpjNH27GsoeXwdlUHSVXyTFl7hRMuG8CgpKDoA9pCXfSiXVaEPBhMfB4LvBRMfCNtQy/nfOFWzoqf00+Pj75Y9yw6QYEJLQfMekIR+xA5Jjl8FMC9+wDrogArgDwZQnwRSnwbpFUJv1UIhDWlUgFVSLN2yjtJynPM5OBN9ZRsxrgy+3A1SOhNhgQ73+yqJqiYZgEhcmHhV12zDvxGpTA9CDgwHjJ5EvvEfLIUAqSpoL78zcYwxzX8FcA02tQGe6/4yVB4/LAXBQKzArpuZSA3WFDiXEbyhv2iAtFX6iPSm7NcrG92LgFiQFToJBLO0RTpslM6sLqAEq2l2DpA0vdHtdhdeCP+/7A9Ruvh0+4e9kqiYa5A6SBiN+UAf/SNWDXo8va9dOQQMpalIWxt4zt8DUYbUCJFQhRAv4qYE+DHKfvUoiKnT9GALdHAddmAnlm4M8RwAQ/KcKllHVjUo5eBVwyFPhqJ7CjVLoQ1PDuoqE0BEnk8jcVzWsWMARVH/2Z8xhOSXii2ex7LIUMXVzQ3yfGs20E7ULDF632RvhrY5s9EjR7qytGZ4Zh3OFgLNOrhKrdTbx0Uu5JTwOdHGL8JmBCzP1i+UDNX80CZkLMvaLtvkvAVFqBL0uBAnNL75U9pWasfG5lh4+/5pU1sDUe2qzE7KCKIen6cJkVJRub8mjtsP+P/XCQeupAwPxaAaSsA34sl1JVdBKnIAmlkNbWQHSfoY629JwknC4KAxYNA55IkI53l9CpqK4bmCidaJu5azwQZhCeGBJ+GeXfi9XUwOukuEfFdUotZVbM79Fp23U2oKZVxTel0sgs7g0C5q/cJ/Br5tWobswVxu7NRR/gh4yLUWbaKcQ2wzBdh+U/0+/RKH2RHHQWdpR+3tyXhab6UgkzbXMJmHmFwKM5wEQ/4PuhwJoa4ECxFcoDHTejqt5fDWujFUqt0m0gIplRXfOEbEo5fKN9Ya5t/+QelBIkPDftYXIAX5dKfVICVcDFuwGNTIYV6cC6Wsk8TM/zWRpgkAPjfKnhGXBWUDcLtUgdlZqogYX7+h92A5cPg8xPiwifURgadpnowjss7HIxy4nmPZGpNzV4VruemGMlYH4ud6DRQaZluUgtrat1CMP0w3FyEenzVCx2E8pMu0VPkPmZ1yHCkI7cmj/Ftrya1QjQJkIhSucpemgVc7lUCp3bvK7DVbIxzPEKR2KYfg+ZeP85+IJbY7l6azFWHZwrtrl8LIP0Uvrln1pg7Cbg/F3ALpkGYeM6nm0Se1Is1Ab3syeJB6pKJgGzbiQwLcUH6Q+e3P4DyID0q9I7fHxKTVGpNJmeG+zA2lqpW+3tZIiuBL4tA7IbpBLpeK0kYFz70C0qTMCrayQPDKWQzhggrae00ve7xVgHGm9AERiXB0atNIhp2CfFPdJj03ipEcSGOieu2CPHDZlyfFXmwLpaJ87YLscr+XK8W+hAfQ+PzaJoV6VN5hYlK+3klAt/TRxmpn4g5l5RGsklYIaHXenmJSIBQ5GZ/NrVsNqlUF5VQw72lP/EnV0Zph1YxDD9AvqFS9NiXVBjKfrSdzhsOFizEvurl4j1J0TfjfEx94rrOdVLxQBHuo2+KXrx7WDp/pSqIQtLlkOFkx+Y2G6khKIvo68fDYVKIaIExRbJUxOtAb4eDGwfA2w0SuXPg85Mwug2vheFWoELvr4A/vGHN8NS+o3mEi2pAv5ParuCv6opKiFdJ5N0nR2YuAXY5z5Eu+tQRGl8jCRgKIU0LRmgKiWNApgyQPLMNJWHapUtZmQSMjQfpqcgUZaqteDsQEk13JQpx6StMpFCS9EB5waVQuHsuZM8paxeyaPybqpMi0O9XYb5FcBNe91ngXW8/9QYMFQ0L2zNoJBz3crdyWe0KOsWLM15UEw4ptQTDdBcV/AqMit+FZPAGYZpgdNJTL8QMPsql0AhV4uIAPlgio3bkF+7BsPDr0S8/ykoDd4hhiHG+58qwh9k7iWfAm2TtzJVto1gUOpCnhCEOX/Mwa/X/oqq/dKso5BBITjhvXNgjAqAxgb8UAbcmgUsTwdG+1DKB3i3EHi9APgpkNI9BgQ9NBnTbhiH+m1FCA9QI3JYmCjVVmk77vRHxuL1dcDMnZL/48ZRwGA9sNvU0izw7hhg2Aap5876WiBafRSVXr4aYHoKMDUJCGxKZ4yJAoaHS9vIld1HRGqAeakWTN+pFsMfCR8FsHBIBSLV8mNeGdU6CrS6BpgrJibIYIsORJpcJvobESOLJCHZpiegGxR9IQ8MCerW/Jp5jehqTOkkgoY1hugHo6R+K5blPChGVdidFmgUfsLbpZJzSolhWsMihvFqJKPpNqzKm4ukoPMApwx6dQh+z74TsQFTsb9qCQaGzMKoyBtgtddDLlPDKdMiKWAqGu3VUDo0aLABlImgJnyX7pbSMjODgIl6G0wNdnxYosS1Jybg6lVXiyZ3NpkMSxw6XFLvg5lFkhflP03DtUvMFtRo1aId/ihf4MxAC/Y1qjFyExmGtZBDiyvHBeP5RBkCNYClsRF2BxmQJSFjt9hFhEZ6bU7UljWgsMqJ0QY9bo6R4d2CFgFD1UfUM+WqDGDNKMkjQ+XIWocdaOqs2VjdCKfNAbWfGorOjmQgsULm5FqzMC2rfdVQUYPBPsYODXLMamS2ijaRkfnP2gBcEtqxgqDMGAWSXJAYpNJ+AYXOSJi1Fmc2u1vzRBK24/2Am6OAdwqBFwpajuPkAODayMMLGIImebvM0JRCSg2egfmZ1wpxQzOvaCSERukvGgeenvg8ftt3u+hyTAKGOjvPTP1QCJ2u9hPqK9yOcZtlakXkSnu2d9vOQINL6UdLyzI1UuyZuWmMZ8MihvFqqIlaiG4Qxid8gKXGVATKMrBy361ICr0O+xWXIdVXDZujARnlP2Bb8Sc4Y+BCLKjWYHqADPaKXTCUa7BtgB4OmQw5DU58PViGARonchud0DllONFuRejabCgN8VCF6uEb6Su8r+n1wCN1QKlVaoGvkgErhtfC17YCMsdY+KojMDu4ESdqNqNeFokL90q/tM8IdOCx2FooHRWoLfdH9oJcxJ0aDX2UGiq7Hw78dQABiQHQBmix+8cMbHl/s+gI/NxVI5Fw7iDcVSlFGx6Pc+KcUEoxyTDRH/i5DJgTQSXdTpyttSPS1oCcbSXY/3s2Tjx/MCx+Glh81fCN8RNjEA5HQ1WDKCtf9dwq1BysQfT4aEy8fyICkwKh1PTNVwZFQ7YYyQMjpZCSdUCM2oq/alS4MVMBjcyBC0LlbqXYBKXXthmBqYGAj1KqPKO+RBeEAsEyO+UUpYqsKF9JyBTV0chhIDkIULWcaanK65lEYHWt9HgE9aj5ZrDUOuBI+KqjcVbymyisXS/M0CRYZqS+L96TNE+Hll2Y7UYx2sEFmXyrGvfDRx3pZvb1VGhMxJJK4LxQqaM0dV3+thS4NAwos0LM5DolQBJ+VG33Z5XUZoGM653t+1RQuxbxAadBq/QTvrb9VX9Ic4h6yJPFeC4sYhivx4gQ/F9pED4slmNqwDC8k/IDvi/3xYP7DKKL7ZLhMhTVbcbgqCfx9EEDPiqRYVGiFlMzBmHL0GBM2S4T/pcv0mQIUzkxfacMxRYZ5qUCC8wGPDQ2FtH/XQXcOR5ICBDnujAV8FcV8FkpMCUQyBhTh6raBVhT9DL8NQNwZvJbqGrYixU50i/sHwZ+iGm742F1OlHdmIPS8vWwLxyCP+5dhtAhobhw4Tmo3FGGb875FrpgHS789kKs+s9K1BVKE25L7vkdwe9uwJ/z5+BTuT/+FQHcvw/4pULqtfNmCvBanhPP5ckwzqDEz6FmBAVqETZrIAxf7RA/fa2XDEWV2Y7g1I6/6C1GCza9twnLHlrWvK58Tzl2fLEDVy6/EnEnSZORexsKQISrbEjWKmBxyvHDoAL4KLW4PdsXq+vUGKyrhsJJX2ctoypzGoDTtkr9c2ji9eRA4IKdwNo6Onk6cY+vBcFvrJdq1u8eL/3/yhqI0NytY4GUoOaIDJl46cTsEjBEjQ14LV8a+3Ck2V8UNYgwjECwLrU57RWoTcKE2Pvd0mBk4iUPjNleLVJI5KOpatyHZTkPYUri86IlgCcLGRKJrjlXRRbg5mjgtkxJ/FFk8rydkr/ol6FAuo80vJSm2L9iA66OAAIOcxwpCtVgr8CSfXehoiETY20VGBQyG//kPY/c6uUord8h/G76HvRmMZ4HixjG61HLrKLBG4mYJdVqTNweLUy2xAiDExq5ElMSn8PW8iU4wdeCj0r0+LVGhXEhvgiy28SvbPp1eGkGoJfLUGWTusFGaYCDtXaoqGJHdKzdAdw+DnU6DTLqgWHU464UWFYFPJarwb0RKSL0X2Pej/l7LxcpBCcc0Ckj0ejUosYOLK9W4AEMwbzYQDiHm0Xn37JdZfh03FcwlZtE1CUgPkCkchpp0GUrKvZWoHLRXgy5cKwYynain0KIGKpQopEORRYp1TBa64CyqA6BP+6STsgOJ5x+GjQ22LD8uT9wzsfnQBfQ/onQWGzE8kekPjptm/uRJ+iqFVfBJ8K9uZ8Lu9UumveRCVoffOwHrkaqzPhxsF1EKhJ1SuiUvngzpQE11hokaKzQqqLcbk8pvVSdJGJobEGEWjJfUxxqnK8MOmXT9PMaM/DyGikSQz1/aB2lz5oEDEWBqCrssgzpcU/1dyBRJ8PHxTL85yAQqpJGSxwppURCpnUKhE7KbX08tJ2GAjoVDhGpoU7IJGCoYoluK5d59vBDikiSWCER81gu8HahJGYMCqlNQIJGisacsxMIUUmRTLrPCB9p++Gg9CoNGw3SDRQiZkPhW9hV9g1MVsnhHu4zQpT6M8cXXJ3EeL0npsG8E3GWt/H6AMl06xIwM4Ma8XxCOYIUjaK0NUClQoLtA7yVVIV5lUo8pgmBX3EdlkcaEaWWmsWRgKFy6y8HA/+U2XBHXTnCPtkkPSDNEDJZhRg5a4dU2vxiUwXyV2VqPJY/AifEvymWaWIzCZgATQpSo19CkLIRryRKM5OKLErIdKHIjfkMlyy8UKyrL60XAiY8PRynv3A6frz8R1jrD+3itueTLThDZoLtwB5cG+nEswnSejpRENdFOPFEhBWhX2ylOnJJwIToUDY5ER+f+zX2/rwXjVXu4qg1pTtLxX60R0VmBUyVTYacNlTlVOGvJ/7CJ6d8gs/P/BzbP98uBNGxRKP0QbxWgSS9ToyKoBN+rFaLgQYV/LXuAoYgEUr9c2jcRev3xXdDgDOCAD0Zl6kCi2ZwkVGDBAxVZ909QUovtYoCDTZIFWKTA5x4L96E5xOdwiOTpJN8SUcSMJ3FTxON6SnzMCP1AxGpIY8MRWBmpn6EcMMINxHkibi6Vc8Jc39fPhUPDNACPw6jHxYAtXYkAUP8NlzqzdTat9QRGkUAToi+A8mB08SyS8CMj7lPrHP1fWKOHzgSw3i9J8ZHHQGDOhImi/vbucEhh1LuAyecyKtZidV5L2JAyHWod0gRC3+5E3K7HXaZHLZW5206h9OyXSaDkxyIdBajn+NNUPv/+UOlScqte5P4KBywO9wFghNWxGhsWJh5HRL8zsLXg64XqQ+NrQgKqGCjSEkryEgrk8tEhKbd1yuXCf8OVcnQLhnbNPqtd9Bz0vaW/ZWRd1UhlwzDrXyh1TZJuLk6JjdSa5gpyQgdHoay7aUdHO9DjaWV+yrx4fgPRSTJxU9zfkLSWUk49+NzO4zcdFfItIamYh9uMjYdHuqv0xrqxNys0+gKOaub7+BsubQy+5IgopQUHdbi3ZkYMGIEnkoAHok/9iMQSMi0hoQMXbwFZ5PhujX0PnWN42o7mJTed44uPb4TVoe7mLbZ68V65viDIzGM12OXRWKD4wI8lCv9CqNfx8TSajVuzNKhzKrE+oI3kBhyLXbgX3ggJwD3h1jxYG0pKmKCcEq+XvwqpHJdOqFbnMBlu4ETgxV4WRuEkuvHSid/6udiUIvy5dG+Uv+X+/ZLz3VrVCMeCN+IDQfvEcskrKTUUi6W778Lp8Y/iVrTOvgZn8aW3Cuxv2QFIrIuwHfn/Shu7x/nL4RLxZ4KLLptEWZ/Phsav0PPjvHXjsEVRXoo4gfhtQIZnhdlvy2v+atSGe4vVKL06jFSrxcSQ5UNCPk9G1f9eDGGXjJUeG5IwHxWDEzYLHlHSMxQE70h25QY9s1lQsi0hbw7dN/WWBuswgDcWsC42Pf7PpTTROw+9GeQB2aDUfqiS2wqsJqzRxrlUFfZ0OKBodySKyJD68iL1CYiRUImXOUQaQ2C0pDeOMOpJyET7+2ZwE8V7u9L6rGzr1HywOwxSSkkmmJPzNoJLK86VGy2R6O9SnhgDtSsEMt+mhjx/8aid7Cn/AduCHgcwiKG8XqsToqKSG/lC0OANSOBjwa2fKk6ocL0lLcRahiNfIvk1TjVzwGfhkaYZDIRTSEPzFeDgZ+HOEW1EQkZMm42Ul8Qql6hNMNlw6QTXRPkoyEuDgWejrdB5SwTKaQgbRqmp3yCs5JeF0KGGpQp5FqcHPcoUoOmil+RCrsOxiKjSN1EjYvE5asuwGW/XSaEDJVFq/Qqt1EGBKWalKclY0MdoHY4kNsgnUxvCrNjzVA7XkiUlgttMtgCtCifNRB1Fw2RhEyjDSqlHKc9fRq0flrxmh/cD+Q0AlO2AZ8UAWfvkHrNPGbyw7iXpHC9C9oX8tL4hLlHQqjkfNe3uzr822z7dBv6CqqeLrdJX3I/0RiJUcCUpr5yeY1OWO0ySbSQB+beE4F7J1BrXemODZSK60p8gCFoyHthUwrp9WRg3SjgmggpRUs9j6rtkoBZPFz6e4z1kaIwlHaiz9yRccDUVLl1YuyDOGfgp0gNnimW68yFYsArc3whc7p+VvRDTCYTMjIykJaWBr3+2BsNj3fIXLp161akp6dD0dSXpK8otwC/V0peB4qm1NqAP6ulxnMxTb/AzbZa1Dn8sLgKOD0QCDEbgVwTtsWFihRNsdmJ8XIzajVq7DMDKocTKfUmRG8vACbEAkE6yl90/JwWI4qNGxBqGIxATbjoZVFSvwMahS+0ykAx/4bSTWZ7LQzqMMjrfZG/ogjhY0Kgi1RB7fBH/tp8+EX7QeWjQu7yXGyct1EIndE3jkbi5EQUB/pBV1mHdQ8uRvh5w5A5PB4D1mZh1bU/46KNN2JrRChOVlsRYbMif28FMufvxYQLBkPhq4HZoIJfjJ9ICdF5emMdMHmbFFFykW4AfhnsgHJPMf554R9U51Yj/uR4jL5ptCj9VrTqn0LU5tfi7aFvw0zm2HYYdcMozHxXOsn0BbkNEH1lTvKH6MpcaJZM0GcEAkFyB5BXKzUtcXlgSo30hwQS/N16xXjie95ToQgYGaFJMFK1EY1moMquaUGS54xEzgm+kgeGOmNvqJX67dAw2I5ofdwb7RWiEinKd5zwwDRYK5FfuxYxfuN7tGv08Yq9j97znT1/s4hhuo2nfaHTibn1dIC2y+2utztgpZqHpsnQSqfoPCduQ03PlFa7FIXpoLdK2+ew2mlwn9KtxwdBERnXssNpbx6SaLNaIVfKmrfbbXY3oWCqbhTWDG2rZnNUAr3gxgXCH5N6/mDs/a4pEiIDbs+9C0HRvs37a6m3wGG1Q+2rOaQ/DIXvn84Fnm9q1EfsHgukGVpSRaLZnY9ajFZo9/Wbbfjjvj+w/s317W6/ZvU1iCUB6KnvC6nToPsd2lvnoe95T+Vwx7yzn9PDHXf6HLk+M0TbZeb4ETGcTmK8BmOJEfnr8rH+jfXY/cNuURFDZb0u2n4RdvTF6LZeIRc9zUgoiPVNJy+6rqRf6DTc8TDN4eh2VCHVaJUqj1wChsqrCfpibf3lStdbT3lWqlRu29tGOvQBWjcBQxU/FCEhKELTLGDECmDz2xvc9peGU2oDdIcIGDJTUkTixXz310MpJfLIiNeiU0EXqOtQwIj91ygx4b4J8Itt6c/iYthlwxBETeP6mMO+L9r72x6hGSBzdMe8s5/Tw9FWsLCAOX7hTyvjFVDa4tfrfoUxwIDSGgu+u+A7vD/2fRyssaGEBhz1ESRgqD388txHUWcqFs3pqusP4o9996LG3CrEcYxw2ByHLV2m2U6dCa5SWH/GDsnDQCkkqraiPh3kkflXhjSxubNQX5trVl2DaW9MQ+zEWCRPS8a/Fv8LZ756JgyhPOuHYZieg+Ur4/FQWmPd6+uQ8txZOLMyENfNGI1xagVCJsbh0v1KDDQAL6ZIPSp6m0Z7DRZk3SiGUC7NfQAn+D6EFTkPwGgpwuLsuzAz9QMx8flYoTSoED0hBrnLctrdHntWCiwO2RF7bpCR+fM04IWDwM9DgUg1sHyE1NDto0FSI7KuQNVVY28di+FzhotmdxQBYhiG6Wk4EsN4PPUl9XCG+eJzmS8OmoHHq3VYdno6bldFYJ1Jgc/K5GIGS1+glGlxcuTjYip2eeMuLCybIwSMUq4VgsZRd2w7iFKDtilzpwg/TFuoH0vqlMRONQ2jOUI0LJIajcVSc1o5MMZXqiahUQ3dQXSg9deygGEYptdgEcN4PDTZee2DS3BhVg4u9JXyHC/X6oSAoVP5NwMsoqNqX2AutyPvQydG+Nzstn6i7zNYcf1u1OTUoswizd45VoSmheCyJf9C8MCmGUgyIOHMJMxZcRWCqJdNJyEh0zp6RUKGep8wDMN4CyximKMiJKyp8UYTVnuTK/QYQuXGvtG+WHnlD3gxygplqyDEFH8nTgm2Q+aQRg70NlT9Ez8zFNkWqWmdi12Nn2LCk+nIXZ2H83cBiyqPnZCpVKrwUnQC9N9ehUkbb8UpW25H5gsXYE5DsChvZRiGOV5gEcN0m0Z7JUplS8T/RIO1GrvLvhVNp44lflF+wiR6xuKrcFmhzm1EwNIaGT4qc2JfXWZzRVBvoo60YQ0eaU4hpfldIqWWzDux0+8VDDg/WjTcuzPbvR9LdyEj7j+1MrxbLMe1lT7IigxBRVQQ5lZpsaQK+KFM6r7LMAxzPMAihukW1GBq5cFnsLX0A/x14HEhILaVfIz1ha9jUfYtqG/qqnmsiDgrBR8FRWB1nUykkD5MqcIlIVJq6eFcPapkg465eOoMcqiQrDtHCJhJhpdg+3YkTvR5CjIokaK6AFVWaXr1X+nHJlWjkAGnBTjxdJwN76U6cUmo1ETsxyHAndHAZWHS9ObehJoItoZav3ti+ykyiFNZfvbibGT/ni0quSympvayDMN4JVydxHQLOmknBZ6FvNp/UFi3Hl/vnAWro15si/OfBLns6AytxlIjHFaHZBT1USPIoMIjCcBmoxN3RxvhZ3od94ZPhhNjkKa3Ikxe0DxHpTfR6wKRGnAuEvSn45cLlqJgdSEG707FuS9/h+JsCx7V+uM/iU4kaQ814naXAIUT56vKEBkSDj/q4Q6pazB1pQ3pZU+L0VKCdfmvYVz0HfDVRMJkrcSmwrcxJOxSBGoHtDswsi9orG3E7m93Y9Gti4THiqAqqqkvTxUVVdQPh2EY74NFDNMtVAo94vwm4cSoR7C68LlmATMo+HyMjLgGWqW7VwZGi9vcIdSZAZpJ1KbTFTW0y/otE3J/C0o2lqN6rwmTnpgE32QlgpUK/DAkEHq5Cj8VLUFh9W94KmUBLNZCJBgSoJBpRISIWo/TQEJzXSOUwTbApINvRFNb+e5gNMNRZ4HDYodNLoNVKYchzNDcQM4/OBTVBQqccP8oHFgaBVl0AHLLfPCS1hc/1anwWxaQpndgnK9c9GcJUkkRFYJastPgSWqJ3xUaSgvhF9UypNFAffl6uYEsHetl+x9EqWkHKhr24uyUeViT/zJyqpcip3o5Lhj8LfSqEHgClZmVmH/9/EN67vx+5++IHBWJuJPi+mzfGO+GPsP+CmmMAkFGfoqG+vHZtVfgdBLTbRywoKqxaYxzE7Xmg82t9psprQfeWAeUNDVpq2oAPtgMHKyRWrw3QcLj97t/h0NjQsXA3xF6hRGGWDW2f78RudV/4UCjFRfvdmJXvQVBujSMiHsVj+T6Yoc5BvnGbFQ0ZOPvA8+guqoQS+5fjCprNpYW3I/KioM48PcBkU7o2gt0AgW1wJsbIH/mbyhf+AfaDzZDtq8K+3/LRl2ryc3KUAsCp8bhu1vPxrNnTsTM2iBcn2DEAC1Avfhm7JCL4Yrn7AS2GiVvS7EZuCkTWFYFmLxwbp1a4Ytx0XeKqFuN+QC+3DlNCBhiVOT1QlR6AvR3X/3S6g63r3p+Fcwkqhmmi9AsLmoOuboWMNslAfNELvBtqTS/jel5WMQw3aLBWoVtJZ8io/JrsRyiGyT+LzRuwJ+5j8NkLW+JwLy7URq098oaIK8GeH8zkFUpCRtTi7Coya+B0iCHYnwu9jXOx8b6FxFxgxEBl5TArAzCA7nBwtR65g4/+IT8F3OLxuLHCg3+tTcIZkUSLPZaNNqr8E/RfzDi8Uj8bboP5Q07sUP5BurrK1Cxt6JrL7KyAXh5jSS2XJSZ4PP1ToSG6JG5KAvmJpexjzoCgUrglohyEW2Zn1YAY/ndWDCkCkMMwIJhwPMHgTW1wClbgXW1wI2ZwE/lwLk7gdIu6qv2fg3WtfrSJIFEAyp7EoVchTDDUJyZ9Krb+hHhVyElaKYYzucJ2Bpswv/SEbSNbsMwXYGm3D+ZC/xRBZy5HfirBng8B3inELg+E8g69oWaTDuwiGG6BXkdXPNKhoZdjmkpb+O0hGfFshwKMcdHYFAB14wEdEqgzgLMXQXkVoveJrh6pDRBuIncZbnY8ekuqPcNQpRmvFi3ueFVbGt4GxnF/8V/4qsQpwFMDuCMnUH4sUJ6/pcG1MPSuBkapR/K6nehsHEtllbdKlJclM4Yar8ZS27+G38+8Wfnf3FTFGZDAblU293ms6kQdXvKUVFQ17yajofT+AXmD9qP7IKbxaTdAFkulo+gVBJwSxQQowHq7cDELcCvTZrq7RQg8ChSQQcaJWH0S7lUxl1kBq7eA7yU3/NCxmyvw57yn93W5Vb/KToYewrkqTrcEMrocdFQ+3KDHKZr+CuBf8cDg/WA1QmctR2YVyRtezQOSGgZecb0ICximG5Bnpdhof/CGQmvil/eWqU/4v0nYXryOzgl/gno1U1eCDJ2RtEZfKz7A8waCAwKATQtiWOlXinMvD9M/w0jlfdCrwpt3qaQqZGkUogqn9b8Kwy4KkKBgQEj4KeMQ4rfOW7bTwt4DfPP+Rs1B2pQuL6w8yKGBktmdhy5URTWISTeH4qmFBVFpjYVzcOOsv/hr+wLUW8tFesXZd0Mu3kLZLAgWQ/82Wb/r4kALgsH/FXd/zU49wCwxwTM2QP8r0QSML9XSSMFDph71hOzOu+F5hRSYsDpzaml37JvRb1FOgZ9jUKtwJhbxoj/20Lm3hPvP1EMu2SYrhKnBZaNaPG4EWcEAvfGAsH8luoVWMQw3Uat8IO5PBwaudQlVqUwIMp3bIuAcVHdCPyQ4b5ueY6UrmnFgCkDRIRm3APpKHT+DZO1pUzbaClGkd2K+/e5l+7+WA7sa9RCpQiA0V6AHOMSt+1bat/ElLcnQK6Si4Z5NHW5U5DhOOQw/ff9tTBWNkCjlU6MNkcD9ldJJ/P0iGtx6dAF8NckwOG0Ynf5d7A46kWK595s94f5pgzIbJA8Mt39NfhEAnB6k4/61ixgcVPm5OOBQGoPFt2Q5yXO/yRxfULMfTg57jFMT35bCJkIn3SPmiwcmBiIK/+8EkEpLVO1AxIDMOePOQhK6vtJ24x3Qh6Yp3LdP79/VQNbjJJHhul5POdbhvFKjHXuE5UPKamlyMeHW1pSSNNSgD9zpNTSq2uAR04WgoDQhatw0fzzYE/bhzXVb4h1UeqJcMisCAuZiacO+uOHcunx74sBvi2DmKV06lZgyxgntuY82pxCitdMRYbxSxSa10IZo8WMLy4Q0SN9cCcHA1Hl0SkJwD/tT6KuS4+AafVBGCJ8xLKvJgozU9/HgZq/MSjkPBGZmpr0JjLKv8KI8CtR7wzEPftaUkj3xwJflQL5ZikVtG0MkNRNwRGpAb4cDESuafkypd4x54YAvj34CVcrDUjwn4ywwUOhU4ZAo/RBmGEYZg/6Srx+qhLzFCgKE3tiLK7++2qYKkwi3akL1sE30jN8O4z3UWMFXslrSSHdHAWsqAZ2m6TU0vpRQDq/vXocjsQwPYtWCZydIkU2bhwDnJkE3H8i6qenoPLSYaiuaIC1ydyr9/dD5PgwRAWlI0CTgDjdqRhtuBsTYx6EuXE7boqsF9OX30gGHksAlqdDeGQuDwf8FHbE+k0QAmZq5Fuw/zQCYwz3iX42ycoLYC5B18toQ3Rw/Gu4e6xYBpgnxKCwuhGyS8dgv6NFJQTqBmBwKIklf2SbgFkZkUgIuRE6ZTCsDuCKcKkM+p0U4LF4YEU6cHkYcKXYf6magb4Yuwp5YK7IcP81+FslsKDC3ezbU0ImQJvYbOIls2+gLtGjBEzbIZlhQ8IQNjSMBQxzVFAK+IoIaeL7v+OAZxOlgarkkZkRJE2GZ3oejsQwPYtKASQHAc9OFoLGanOgKLsKvz32J4q3Fos0z9BLhuK0Z05DQHwAAoIjYLSU4qzkN0U3XIMmRDRUG6m9EnKZE3vHATqF1IOBLqtGAloxuFCNgMhrMSx8DjSOIAy/KBj1ddU4P3ky7JUqRM/Ri8Z5XUKrgn10FCzJQVDl1cDRaIM9zACTxQ6tQoFVTi2ubWOzUCt8hJmW5iVtrweGbjRg4XDgtkzJHrR6pPSlZ3YC7xYCcyKAdIPUV+LHMqkc+9KwzntkyBPz9AHJA0O8lgwsKAeWVksemY2jgdF8rmaYHiHNAGwZLX0nUf8nuvw+HFDLgHDP6DDQ72ERw/SOkKELlQKvL8Ynp3wCJ1X/UKGP1YHtn21H3uo8XPXXVfCL8YOPuqWJG+GjDm++3nZYdWwrXaJVBrp5IOif9ABHsesaBcrya/HDJT9AoVXAYrTAWGgUjdIu+PFihA9IpviD232oa+5Xg4FJW4EKKzBhc0vYk/pKJGiAD4uB/+YBr+QDC4dBDG68Zm/La6J0kFzWOU/Mg3FSr5kn4oFZIcBFoVJkhiqi4rlCgmF6lBhtx99JTM/DIobpNRoqG/DH/X80C5jWVO2rQtGmIiFiXJQ3dbNt8s6KVAvdM6CHXP+UjqmySiIkr1GKjigrjPjpXz+iMlsactmany//AbfsukVEkNoy2AAsGgac0CRgiKcSgFMDpNdzfijwUTGws17qMeHirEBglE/nBIwLKuVcm14PjawBWnkAfJVKfJlmgU5WC7Vc1470YxiG6R+wJ4bpNSz1FhxYeaDdbfGT4uHnr5G6+ZqsqLAA/zkArKyhadmSgCEjL5lhu+Mbads9s61XhATM5jrg6Vxgrwk4cQvw0H6gpsyE8oymxn1tsNZbUZ3T/uRsMuzekum+7tV8qqQCaDYilWYuHg7RIM/FQD3wSZpk1O0KFls9yo3L8c2uWSg37YLNYYbNsgPf7pqJvJpVsNilkRAMwzD9DRYxTK8hk8ugb1O2rNAocOUvl+DiW8cicnE28MRfcH64GeqCGuQa7Zi+A1hRA3xdBtyQCdySJbX4bieY0yEUVXl4v2SAJUrMwGM5QG6De8fb07YBjU7g53JJhHxcDFSReeUwtNfplcouL94FbDJKH7DnEiUfDI0dmLQFKLZIompJJUR3Xxf7GoAdRkm0dQW704wtxR+I/xdm3YRtxZ9gUfatsDst2Fz8HuyOrjeLoSnUtQW1KNlRgtJdpTAWu1ehMQzDeAIsYpherQwZf5fUidfFrFfPRGx2BXR/5QI1Zmq4AllGOXxf/gfv6msRoZbKFWnGEDEzGBjp2/l0C4mTGTuAtwulGSflVuDmTOD/CoAztgMlTR1t9XLq/Au8XwQ0OIB7mgZiH9DqYAhvPx0jU8gQlBrUrk/l+QGATg78Ogy4O0aqRCIh80i8lMNdWAFc3eSBOcVfqmigCQbTdgDr67om0qgSiJoM0hRvl3Ch/jTUp4YM0l2tFKJqsX2/78MHJ3yAecPn4Z2h7+DjSR8jf10+7DZufsEwjOfAIobpNWjqc/rV6UickiiWqdV73OBQKLLbmWvjcCLs5114MrSlbz6d6D8YCCFsOguJkweaKquXVwORq4Gfmnq1kFChyiaCqoGoVJv6z7yUJ5VOUjn3C2ZfnPD6jHYfe9Jjk9oVOGo5cIIfkDsemNzkgSGPzPYxUofeUA0wyhcIU0keGDIBU2nmUIPUK4bMuF3xxIjXqQrFqIgb3NaNiboZemVL1+POQjOmvpzxJepajVSozKrEp6d+2mH6jGEYpi9gEcP0KtSbY/YXs3Hduusw7c1p8Klq7PjGB2qQrmjJt1Bn221dTLf4KIFzgoF5qdJy07xGkeIR7f6VLY9HUZlfKoAv04Dr9gJ1dmCdUYZPkxMxbcW1SJiSKBqkRY6KxCW/XIJxt42Dxqd9AwsJmTC1VHrpgrwugaoW/8vqUcBHg6T15JGhKiXyyXS1osjusKC0fjv+PviM2/q/ch9DmWkX7I7ON4uh6qsVz65o13xta7Rhy4db4Gg1eZxhGKYvYRHD9Do+4T5i6F76FelQkpm3IxQy2GQy0VJ/SFO6ZXo30i00cHFxmzFIVJJssgM5DZJZ+EADcOo2KV31Tw2wsU76cLyTCgT5azBDEYOsly/C7A034fLF/8LAWQM73/23Ayjq0trES0KmOyXRVocJy3Ieak4hnZ/2bXNqaXnOQ7A6jF0SMcWbizvcnr8mXxiaGYZhPAEWMUzfMjhUGkfQDuZRUdjiVOHzpnTLMAMwUCeVFHc23UIm2puzWlJIU5paxyyjZnAZwK56qT8LRWCeTQA+LAKuiwQuCZWiItVW4Iow4LZowC9Ai+AYPxgON1OpD9Ao/DE95W2E6YdiesqbCNIlCY8MLU9LfkuMW+gsSp0S/gnSLKz2oNlDdBtvxWQth8naomgbrNVuM7oYhvEuPF7ElJSU4I477sC4ceNw8sknY+7cuTCbe3A0L9MltNqj7OxEXXQvGXro+mAdZDNScU6EHPqKOgSbTCLdsmi4FLHoLJS9GekjCaAPUoH7Y6SutkSURpryfEuQFbMbqnB6YREyQisQWV+P19WVCFmwDWcs2wzlX3twq6wGN0S1pIP6moCwCLd5VXpVMqYmvQYfdWTzLKepya+JUQhdgboan/b0aW7rKIUmPREw7o5xUDQ1LmwLVVxtrQMqmwI1FruU/nOZpz1BwPx94Gn8k/eCEDIkYLaVfIzfs+8UXaEZhvE+PPonFZV5koDx8/PDF198gZqaGjzyyCOQy+V48MEH+3r3PBbqJkvlscVbilGbV4vI0ZEIGBAA34j2+8/TFzqV4dKJj2i01YgUhUEV2vEk4loz5BUmDCrWAqZimPw0yN1VisCUEPiE6sRz5VLDOJmUMqGhe3WFRhxcdQAqvQpxE+NEtZLaR00OVDgHBMK5vgCyqkZYU4OBxADUVjdg46PLYDfbMXzOcPGaKN0hHx0FQ7geNrMVeavy4XA4EHtyPPwj/UTFUIOsDJZqO+B0QO2vxPV1akxek4uUc6OgCZChyByN34bLRElzeI0RiR+uxMfvbBTdg4kBZwzAtDemIXR0AAwxCtTutULuUwe5xYQ6pxyNTj20MhvgbBCi4ZChl000WqvFcfRRR0Amk8Nqr4fZbhSRE5Wi80qs3lIGJ2zNAqXGVgNdsAzVdhmCFVIF1kdFMlwREYjWMyR1rToYdxYSIvIxcTjnx4sx/6LvED05ERM/mo3MDzYicWAQggYcWulEpes0LmFtLXBZBrB0BJCodaLM4sDJWxXCk/R6ihW+sgoxKFIhPzZfO9TlmPr7uEQtHQdKESa0M0jT6XSgrH438mr/aV42qEOxu+xbsZxTtQxpoedDKW8/vUll85SWjFFBfP9UWE0wWw0IU8mhUVBEp1JMMvfVRB+T18YwTD8QMfv378fWrVvxzz//ICQkRKwjUfPCCy+wiDmMgCnYUIDPp34uTvguwtPDcekvl8I/zv8QAfNP3vMord+BGSnvidTDrtKvsb30f5iR8j6C9amHChlqSPfBZshyqpsb7utVcsRdMBjf37YIIYNDMeaxU3DaQR8M0gHvJ9mx+aGl2PLBFreeMWe/fTZiLxwKpVKOkvUF2PTeJqh0KtQV1mHSvyfhuwu/Q/K0ZCRNTcIX074Qr80FrSdhM//6Bc3rJj48Eek3DcFfxntwQvTd2Fb8KeprizDJ70UkTAnBrvpPcbBqKc5KeBfPFKeitsGO8z9bgw2vr3d7efv/2I8fLvsB078+Cd/vuwZnDHgZxfZyaCwG/Jn5b4yOug9ahR7rC17CjNQPEKgdcIiQIQGzvfQz7C77DjNS34O/Jk5MuP4r9wlMTXoFkT5jOiVkSMAs3f8gLI5aTEt+AzanFhsK3kRJ3QqcmPg+FLIBuDcb+LxUGvr4zZCuVW+1FTA0v+n6TBnmTxqIW4vvx1abEsP3KPHi1SdhYpgTalf75FYC5qo9QHYD8EUa8HYK8GUJxLTxL9IUGKQHdpmcMFrrsST7EpyZ/BpC9UOPWsiQgLlwl7TPFJ2jKrMH9wELK6Vydppp0xoSkRE+I3FizANYnf9fHKj5s3nb0LDLkBw0/bAC5vEc4Jsyemw5olMH4OtSGe7LkeP34XaMMdRjU8GrKKhbJ/7WAdqEo3ptDMP0k3RSaGgoPvjgg2YB48Jo5MZbHUHRii/O+sJNwBAlW0uw9KGlomtuayx2IypN2dApg/DH/vuxNv8V0WfE5mhEduWiQ7u9Uo7gtyygbamt1QGf73fjrCdOwaZ5G5G5Kk8Mf6ZGdWWNDuT+met2c6p+WXDTAuTvq0J5fi2+u+A70Ztkz097MOD0AVj1/CrYLXaMun4UFt26yE3AENm/ZaN0eykSTm05Yfwz9x+U7M6HWuErREWpaTtqzfn423g/MtTvI7vhJ1jsdThQthzX+VbiBqURu952FzAuyNxqrrSLx/nj4L2obNyDP3P/DYfThqyKb+CnCYfZXouDNX/D6ji0Iy6Zaun40bYFmTdgQ+Fb4v5O2LGr9BvYHCZ0hnprKcobdqG6MQeLsm7DhoLncbD6F5jt1Sg2rsGLB+qFgCHODpYiX92F+uO8XiAZqGfslOGZKi2m7VHC4gTeLpbDKj80jVRmlboq72+UojB/VUvjFGgw5fIqYE64Az+klWPNvtmwOOqwt/xXWB0tpdvdhZoRkvl6lwmYtl3q/fNJibQ/f1QBxnYKsmjSdlLQWQjUJrWsU/hjZMR10Kk69g2ZHCTKpMaEp2yV4Yl8X9y53wdWOi75duTVH0B21SI02CpQWLcRVnvn/rYMw/TzSAylkcgH44LSBp9//jnGj3dvmHYk7Ha7uBwPlO0qg7m2fc/Qrm934bRnT4N/fFM0xumEf30oLnC8CWtBKWxRGtQqKlGgWodYv5MwIvwaqGQ+bsdOXmeGbG1B+09udcDQaBOPv/elVbjhg3iMTdYi6875YjZSe9T8uR9lDknUuIgYGYGV/1mJ2BNjcWDFgXbLfYktH23B5P9MRi41ymti86sZSHp9BJw1GpwW9Ar+rLxHCBm6EIN0l8L2x0CEj2tEmFKB5Y0dlx+b9jsRPmoEiuo3Ynf5d2JdgDYR46PvxtL992Nk+HUYGHweFNAd8v7SKoJxdsq7WJh1oxAiu8q+FuujfU/ApPjHoZb7d+o9GaBJwrSkt/DbvltRY84VF2JI+M1YZZmB5/KlkMPTCU5cF+GEn9yJ7r7VQxTAL0PlmLUD2Fovw2v5LeXgi4c5EaJwHPLYA7XAshFyTNkmQ04jxIW4MUqKCGWbGlGtXgmzvQbJgdMxNupWqGR+R/15HK6jacFynLVdht0miAvxXKITl4c5oZMdehzMjhpsL/kUVY37WtbZa7Dy4H9EhEaraD/9RikkisCQgCGRNK9I+u03K8iMhyO3Yk3OHWJ5XPRdGBBwBuTQHDffN72F63jycT1+jr29k8/n0SKmLS+++CJ2796N77//vkv3y8xsM8Smn6LRaGA62PGvQKfdCWO1ETlVOeK2qYYIKN7eDEW9tTkt5BOkw4ybXoM9UI99ewtgseS4PUZacBz0baIirZEbLdAGaFFfUo9BSjtCYceG37M7vL2s3oLG8kP3mdJNrsfpiPqyemjalGgbi+rhJ0+AMUMGODQITRyK4vpN0mNCgYG+5+N/T/6As78IhD3SDrlSfkiUx4XWT4cE5XQUYWPzukHB5yGr8jfhdUkJPAeZuw/AZmtfCIWGByA5YCa2lX3YvG546DU4uL8cpvqD6CzxSREI0Q1CqWmnWFbINEgIPAczN7ekBnNMDpRX1SAn3/3v1VUM/oF4MDoWl2a2OJjvibTBXFyArZXtz5CKTEjGRD8/LK2WwkB0ir8xUuo+XGLRI1h5BqZFWJDmOwb7M4tgbhJiR0vSgIEY4eMjIjIEdUi+PNiKvN27kdvmC9DPzxeywAPYUfq5WE4LuggGVQQ2lryO3OplCNYOQpDtFFSUtd/MLyAyBheFhOKtJgFDPBJnRk7hq8KvpJLrkeBzOvbsyuETbQ+yY8eOvt6F45YdHnrsld4kYD799FO8+uqrSE1t6lzWSej2er1nlcX2FCXmjqssDGEG+If6IzoqGrJaC+QvraZ8hfuNKhvg92U5Mi8uQVzKGPio3I2KdD8E6cTt2sMWZhBdXeNnDsRCqxaqCiXmfH4Bfp/2Wbu3D0gOgnpYJPD2huZ1FH1JOjMJZRllSJ2Riq2fbG33vtFjo1G+2/3EGnNqBIocq5AyaoYwcRZXSwKGoFTOnzV34fw/noVcJcMB2e8YfNkg7Pzf7kP3KzEAfqlqLKx9zm39uoLXcUrCE7DYa7E451ZMG/QW9MrwQ4+DowEHa//GtgMtAoZYmnu38BoFaIYLn8aRoLTRhqK3mgUMQTOSVubcjEVD3sC9OZH4pxb4uFQBlSIQTw8NQIiyC010WkFpo/VGOa7c5p6TumW/EguGxmFSTIyY7N2aCpsMzx2UNQsYgiTh+buAn4Y4cN4uOd4v8cVVwyfjjwPX4KykN+CnTsPRUm6T4cH9smYB40qHTd+twsJhIxCjPlSYmu0hGBQ8G0qFFunhV0MGJdQqLQ7WrMLAkJnQKoIQ244vt9Yuw9dlMrxV5H5cpu30w6LBr8JRdDtqzDlYevBunJn2GnTd6JLMHB4ShnQSHTZsGBSK9qvjmP517E0mU6cCEB7tiXHxzDPP4OOPPxZC5swzz+zy/enAHy8Xv1g/xJ3c1Ge/Dac/fzr8ov3E7SgthI665eZWIxyDsLHoHVid9W6PLw/UAbMHtXs3R7QvCg9Ui86uox+YiM9qVHi7UAbl+HiEDj30i10fqgfGxaEqLVKIBhfbPt2GE+48Qfh6tEHalvRXa2TAhPsmYPMHm5tXUdXT6JvSUecogFKtxp7q75tTSNPi50EhU4u0Ur7vQiCkBlkNvyD90RgkT3cvQw5ODcal8y/BWvvjwgMToB2AWQM/QaA2WfzqXl/wfxgbdRtqzAexs/Qr2NF4yN/BATNW5T3XnEK6cPAPYjQARXCos67VaezU3/P/27sTuKjL7X/gn1mZhYFhVxYXQFnc0HDN0lxyicpssbTMW9lqq2Z1b7+yf3a7aaVXra43W8ysvGVqZma2aFq47wuIoCIq+w4DzPZ/nefLMiAkyiAMnPfrNcGsfH2Y5nt4nvOcU1iRihM568TrXNPxUYwN/0AkWheWn4K15Bv80LMUr3SWjttkk9EU1hW/d0psCkw9LhPBDC0hJQ0AYvTSDqBpiTKU2i9+zrkKORadk07us0KAH3pJSba0rLQ8Hfi4uxW/9THj6LmZKK64gJ3n/g2zvajJ7/MEkxzLM6Sf+0ZX4KfegEpGOTIy/PeCDKZ6jlWn9hatGGICHhD9pDQqD5HQO6zLHLFTqcFxscvxbLL0syb42HHwGrPog0U5Mi+e6YAhoR+JgCjXlITE3O9gQ0WLfw60xUt7+yxvTRfSUj/3UmR22sfcii1ZsgQffPAB3nnnHYwdO/ayI7njx48jKiqq3czEkMK0Qvw+93cxg0Hbkw2BBox8c6SY1dDSLApJyAYW7WzwNUpnRsIe4iE+3OsqzyyGLCEHauo6TYEQVdbtHYDsbj7Y+OpvGPnmKJwJ64jP85UY5AHEeViQvuc8tj+5AZmHM0UAQjuOBr0zFuOKfVFsBf70y8OOlzYjaW2CWPaibc43vjsGqX+kwj/KD/HvxOPE9ydEfgwFGWPeHYOz8WdF7gwJHhyM8e+NhzZYiWN5X4jdPyZLNnLLktFNcTv2Lj6C7jOMOGVbh74B07E+5W8I8hiItMJ49NI+hICKITBnKKHz1YueTqd/PQ3fYUocwvuI1c5CsfIUPD2DsPvcYkR1nA2drAxHs1ZgcPAs6FQ+F40RBT85pYnYn/4Rhnb6O3QqXxSUpWJb6lwM6zynejv7pVBiNW3/LTFnINrvLqjkWlwoPoTEnHWIDXwanm6+yDEDv+cD13pKrQ6a4kSp1C18eaRUPZg6gD+QACzsBvSopw8mJdDSjqB9RcDsEIhlyeMmO94+a8cbIanw1QTAR60ReSg70xbi+s7/B7364pmry1VgBv6XJSXyPhYo9cii7uafpgPzwoCAJo6DowobsKsQWHIOWBBugzXnDHIN/ng2WYePI2wIdrPgQvF+JOduwoCgJy+74SZr3GwA7VSNiYlp9MmNufbYN/b83aqDmOTkZNx88814+OGHMWXKlIt2Ll1Kew1iiNlkFvkktMNHpVeJQKbWNuDMYuC1rbTGcjGVHLb/Gwq578V1ZWh2ZPPszTi36xyGPzMIPl08oe9oAKUSm8w2aPQqGEM8xRbYxFKpaWMHNyC7Akg5X4LOFWVQK+WigFq+RiOq5VIdkbv9AXtBKUzpxShOLUBeSh72f7Ifvaf0RvTd0aLAminHBFuFDUq9Cl5djCjJLYC50A6rzQo3ow4eftJZNr8oG/YSO2R2QOEug71IDXOxGUoDUGHIwPdJ03FD1zfQ0f0anM7/Db+nviZmViJ9J0KjlGZ9TPkmlOWVQeFlhjlPDfcgJewyK/0fg1KbEZ5Ks9jZpVU1XIuFApkKSxE0Do+hrdeav9gJU58KSwlssFQfW4WlDPlFWfDxCKz+UKHc58ttGtkQ+l35qhu+Xl8gU2aXunQTSjHKtdhgkBVUjw99zFAS7eVUD25MIEPZJ96VP7fcSks/gJ8TA5gqVEIo3wJ4K6QP9J69I1Bg08DfTVqRpzpLFdbSv3w/sCvHQUzLsbbyIKZV58T88ssvYgBpJoYujhITE1vsuFwB1VsxdvmLEwY1LhwQREkeF983Jhxyo77+E1ZGMRK/S0RFUQW+vG9N7TtlwIzEGeLbIDfARwmxDZX6E/mpgN4hesihx9kKwKgEOqiATyKk5QfqIn3+dD6WDVomZmIctzrTLqT7froPfpG1A1eDnxdQTyxrNPgCjvGXw/dlFrlYGvLUBEMp16Kr1wj46qOgV/lXBwlEa9SKi/SCtV9fqu6iglb+1yesHLMS3g4nNSrGZlBc/klcraz9u1DIVDibkgmfmJrZHGcFMKRuwPJXAUxVk013h+tK0fySVqpr/u0UQDszgCH0nnFERef8mukzViWXgqOqnF167/g7VC5WyN2gbaDODGOs+bTqIIZmYOjCmoFOBdwWKSXpUg0X2mpM1XPHhYsKuuJMVIcpzyRmYoa+OFTsClJqlIh/O17Mygh2oDS7FD7dpOUVCmBWZ0m9ib6IBuK8gX3FwOiDwPMhwLMhQIBbzWv/NOunWgGM47bxjEMZYjapqTRKL3Gpola4w0fbDc6WWgZMOga81w3o4y4tezx+Anigg9S/ybG7NWOMsTYYxLBm5qEBxncDru0EmK10Rpd6GdXzZ31xejE2P78Zhz4/VH2bm4cb4v4bhz3v78GZ38+I2xQ6qW0BzWpQkbDPMqQVq8nHgAc6AivSpV0w32QDTzjsBKHgqOo16kOzP+FjK5setXKUozI9USrDP+yAlHT6r1TguxxgXTaQMgjozEEMY4w1mUvsTmLNSCGXZmMC3AHaeVRPAGOz2nBwxcFaAQyhonpr71+LIbOHiOt+Pfxg9shEdmmCCGQoufLzKGC4UQpkqEN01c4X6hBNPZVq1YWhAKoB1Gep+ucWlSP7RDZ2LtqJra9vRdrONBRTjk8r4aOSZmBoSY2SlofslwIY8kF3wIsDGMYYcwoOYtgl0SzMn/P+rPc+2v2UcTBD1HWZ8PVY5GuPiN00FqtUR4ZyYWYG137O9A41SaDiNSqs0Afo0X9G/waPIfrO6OrA6fDnh/FexHv48ekfseWVLfho0EdYc+8aFF24/HL2VR2XG7p+pcJ1wG99at82vSNwjz/g0Uo6YTPGmKvjIIZdEnV3plyXv6qcO275cJgCi7Dr/GIk5KzG+aK9yKuwiCUVKnzm6PkUID7XiuykXLEVnBo9bpu7Db0m90Ls47EXvX7c0jh4BHuI7wtSC7Dh8Q0XPYaaNh5eebjBFgX1SSqVln1oJxVJKwMeTIDobt1U6RXAzJrq9sKXmcAJk1R3hTHGWNNxTgy7JKVWKWqz5JyoXBOpI/AGb6S5AV9lReC24HkoKv4ZGv0ozE1VYLQXoJQBXTTAT32kjseZ5XYYj57H0nGficJ4VTkv29/cjikbp6DvtL44tvoYdL46dL+5u0jodTNIa0+0rEW8u3kjZlIPqLUqJG09jeTNKdixYIcIhBqTAEydiW84KAUwFHBQ9+dbj0iJxwdLgB39rrzmCm1JfjYJWF85XFQ/ZWWm9LOGHwAOxgKhlRufGGOMXTkOYtgluQe4Y/S80fhqgtTE0BFVCPYe2RfDDqtEJ+ML/kMwP3wY7jwqx9YCGXYVSVVcu2il4mkro4Ck00XYdsc31QGM47LS6ntW4+G9D4vqwvWhJaO7P78NgV5aGI5lAeUW9Lk/BkX/Nwz/e3i9aBLaGHoFsDhcmiWiImkh8dLt1Hl7cbgVhibUQ/BSAc+FAOtzgXfDpCUkWkoafhC4zQfw4JwYxhhzCl5OYo3S6fpOuPWTW8XsiONtU36+G7ll+3B/gJRMsjxTg047FCKAoRThGUFApE4KYEigGxBeWiqqCtenJLNE1KJpyMgXhiIsuxSG708AKXnAuSJotqfC7/sTuO+rO6pnbC5FpwBu8CjEv8Nq/6wPu5XAYHoPFst5XCkKhPoZpLL9d/sBBqWUI7OjL/Bql0vXXWGMMdY4PBPTjpUVlInEXFHzpbLyaEO0XlqE3x0I7cD+kBXroNV5QO/ngZ+znkDBmTO4pdMCFAUPwdtpSpRVToZ8FGHHTd4y6GQ2lGSZxA4khVEnTvJVAq/vBHNBObIO1jSutFXU6QJM278rC4sZFHLIE+tZ1iosh/uhdMgjfRv1b7fZrci1yvFJhrY6mn+ggxkfp7thcdeRuFC0D25KI9S0Z/wK0L/RcfcVCW5481WtSstUSJCW8BobkLVlVIWXitg5tgCg5UlnFvdjjLkuDmLaIUrEpQJ1f7z1B0qzStF1VFf0f7w/DMEGaAwNn2mVSjeUGJOw1/QfiD4DadLtWqUPvPT9sfusAiFugFYuJbBuzbbhRo0FSeuOYcc7OxA6pTfy7x2IfqF+IqdF18mIwMUToIMNx+/9Chn70kUBPXfa8l1uASiwyiwB0ouBCB9xXb6n4RkS+b504KbugPrSCSeZFQrceUyP/cUy0Thwa+9syMt+RrrXaDx9Kgrf9gjCqbzNor+Su7oDmpul3ILc5Fz8Of9PnNtxTjS9vO7v18G/l78IINujQguwMRcYYAC6aqmPFBBfJFV77qXnQIYxxkFMu0M9gbbM2SIK1FXJTsjGgU8O4J7194hWBV5dvS46mXgoqdqtJ3r43Y2CsrM4mSftEJJBjuu7rcPUBA1Ol8vwYYT0pnomGViTr8D0YBnM43ohPN+M1NE98dBJJTq5AT9ufxincipwW5YBahmw4Yt7YLn1M/SfFgP9llPAiFDAww1YuEPMsmD6NUCPS/fLaiyqin+7n0wk8R6/JgOnMhfgVP5mdDDswf+iX0Zq7hrsubAE3tpuGBu2CHq1P5oTBZWfjfgMNmo8VPk7Sd6UjNHzRyP2sVio9e1rDarIAqzJlhLBu2qAX2OA0ybgxkPSUuD2GKCnY68Dxli7xEFMG0UJsNllNhS4a4GdZxAUZoQqxIizMjcoIi4+IZtLzNj62lbRPbrPfX3g2UnqI3S+HHjjDPBSZyCYireZs5FWVFMzxg4byszZiHILxEudFfhbAkSl3vU97CixyzAjWYYjJUqsjuuJnmo7dDlAajkw9IQbiq1uovhdJy1gsFkxftFYdCyzQPVjMnA0W6ogXGqm6Anw0UqF+QYHA3+erf8fPSBQap3QCNQ08KEOJtzmY0dp6R/w1oaLICa96Df8nHQYpeZs8TgfbSTkMmWz/67W/W1ddQDj6OcXf0bkbZHwDmtfnZFpNi9CK309VQbE7pWCaWplEaiWgmrGGOPE3jao8Fwh9v18GssK1Oh3VI39XQNxYnc6NuUCffbL8et1vTBo4fiLnndm6xn4Rvoi5ZeU6oaFk48D758H7j8O5Jel4Yek6Siz5EGtMCDUa6x4XG7aRjxWkI4AhU3UQCmwAHFHZJiRBBwololqvRUVNqQvicd6/0KxfJNrkar30tbrH8Mr0D0pE6H706GlvktGjdQKmQIY6rz37CAgyENaP/DXA33rWd7xdANGhVXnzjQmJ6aodDv2n7oTO9LegK82EgMCnxL3VQUwYV5jMTDoKWhVzRtAUN+ovOS8eu+jXlLUO6q9odZdsQbg1z5SfhG1cqAAJkwL/Ngb6NSI/CLGWNvHQUwbYzVbsfv93dCFGLHNrBYBxINZeiyMicY9KSpxfbtZBd9rajogV6McAzuQuC5RzAoYFFKjRnqTbC0AthTq4KW7RgQw14cuw4CgF9DH7yHIZMCu5zYiYdr/sM6YJ6r0FlqlonH0kl/5FcP0ykZk77uAcsjgON9AJyZ7qRm6+LNAUUXlP8LhEXTAFNDYKyvEUbLrpB7Ao7FAdx+gs6fUyHLWEMBh59SlyGUKBBn6I9ybApVn4KOLgNVe+fMrWWwm2MUBNC83dzf4RjWckEwJ0e0R1S0sc/jVE7ONiwUyxmpwENPG0BZlynf5adxnmF9yHtfpreI0/E2uQnwd4m7DB+pcbBqz/KLnho4KRdqONFH7RaaQiU7LI4zA1z2kE8cdx71hNryAG8JXwFsTBp1Cjw6KUYgOvQX9pvfD6V9PQ1VSDi+HqX6ademosEHr6YbAJRNwW6ZBvBYtCdBSARWAG5GmR/KMIcD9fYDPDkrBDG1JoZwYCmAoLya1oCa4ocaVvQOkQGbGAGBkKOBz+buINEojegfcK2ZcknK/x94L/5Fe3k3qk3CmYCv+OPsvlJrrL/LXFBQk5p3Kw94P92L7W9vF+E1aO0n0n3IkV8nhF+28XCBXQUm8VL+HcmDot059qDRyaSly5EHglBOqKjPGXB+vLLcxVHaftk5TxJL65SHcMcMH20pqTvB3eVigzSmHmZZqHGiMGgx+bjC+nfItpv42FTKaXqG+SVZgUw6wMiIPH6YbcGeCN0Z6emNlZD4sUCDrQiGCAkIRPlYHeWwn/M3kLXYmUXRMQVCJFbgpywMbXxmFbLO0RbabFtjUw4psswzDD8tRZAXKaFeUzCLtqaUcmCcHAAY18O+dQF4ZUGKW/jR3XC2ixzWRRukFkzkXReXSrqdu3jdjUPAzSM7bjD8pgKnIgt1eZ8t3E9ntdpzfe14k8jr+Huh3MHHlRNFWoeBMgbht3OJxtZpfthe01JhpBix2IFonLSGJgJdiXHq/NK6mIWOsjeMgpo1Ru6vRZXgXqDoZUfbUcDyTVXuG4tnzagREBuH+o0/gz9k/iS3WIdeGiAaOP838CTe8fgOMnY3VOTGvnALivLOhKHwb73W5BzNO98BN3sU4nLkSQfowePl0FY/1CPSAWWdDwiG5yGH4OsiE7kYlRiSqxMlod5kCg1PSsD6mM6IMMnR1VyDEYsOWXjYxIxNtkAPuBuDpgVKwEmwAVErg6UFAdgkQ6t3ofJfLRTkvsYGPoYN7XwR7DBIzNOFeY6FTesNf38vpO5OKzhVh1YRVFwWSZfll2PTcJoyYOwIn1p/A4FmDRbsHla79dYx0VwLjvYHvewE99UCIBuiolnYpUcXjKH1LHyFjrDXgIKaNoZoiN86/EQVaNeKK9NISkt6Kz4PLMS3NDb+XKPDSaRl29fPFLR/fAlOuCfmn81GaU4pJayaJv/qriqzRUtC0gGKYCj7GyULaubMVn4S9j5N5f+Bs/hqczM5HXNgn1T+7r4ccv/QBCsx2XKtRwMNdha1aYHsBMMEghyEwGAq9UiRtEqVSjn4GG+QKucirEf8J8ZSWjaoCFspz8dJIO5Oac9xU3gjzvrF6J5Kb0oDOxmHNsjOJuoLTpT45iTmiNkzU7VFQadtf8FI3kLmRem/JHZJ93WuuM8YYfxy0QZRXYaww4xuvAkz2seHfFRlIWRyPFZF23BcAEWj4qSlmkImt1bQzRi6Xi2BC4TDbQT2AIvXu6OF/r8gTocTXn04+BBusGBK+Gv2D/gFbuR6lVuBMGcRyERUmG+4lQ65SLZosRuql3kG+BpUIjuqegBTKygCmCiWx1p1xaeYApuZH1w5YmmtrNVXlvVS+THsPYKrUfb9wAMMYc8QzMW0QVb3tENMBnvkmvAszNCV6uM8ZDoVagX+HS8FJVW0SKqjmmER61zd3iVoxVSdRI31RBSKu2zJ8eSQOnX0mI0k+FeP3GPF9zwnwtucjvliOuMPAv0KBKf5Alhm4/gBwtz/wWhcpYGI1PII8IFfK660Lo9KroLuCJGXGGGuP+O+aNkxr1CLA6AbPIE8RwBAKYKwWK/Yu3VsrgCE2sw2rJq4SORuOyiz5OJa1CnZYEGwcj6XpHiLhMu6IHAvzvBB3WCa2Si+7AKRXBjB5FuCbLKnwHatN76/H4JmD672P8mEMgYarfkyMMeaKOIhph0rSS7CTdv00UFwt6Yek6uvllmIcz1qNAxlS7ktW/pf4vFsqeuttIpBZcE4KYKJ0wDthwIjKAIZqxWyNqelezWonX1MQc8tHt1RXRqZeUnd+fSd639e7OuBk7U++GUgtkzbpkTKrdL3wr1cgGWu3eDmpHbJZbWInTEOqtvcStUIvElwPZa4Q9VRiOz6KcpsNs4KKMfWER/XjngsGVmZKlXgJ5cFQmwJWP72fHn0f6IvwceFiBowCl/a4lZrVDmA+ywBmJgObegMDPYBt+TTjCbwXLv0/5cGpUozVwjMx7RBt2Q3oE9Dg/V1HStumCSX/emnCMDHyC1zT8RHI5UbsL/XGg0k1AQx5LAkY4yVtiyWLzgErM2inUtOOlaq1UuKwo7rXXZmho0HMxnAAw8rswIcXpNo4Yw4BL6VIAQwVh1x6ATBxpWLGLsJBTDudBRizYEy993mFeV0U4FAgY3ALhFblJdoJTE2Q2gVE6exI6G9DL71dfPDOTgGWRQATfKTnUSfrYlvTAphjpcC3WVLzP0K7oBafk3ZCMdaWdFADGyrr4tD/T/Q+pwAmRg+s6wkEcII8YxfhIKadCowNxOQNk0XQQqjNQPSd0Zj681Sxe6Yhvmpgcx/gBiOwsRdgPZOANT2l9gRUVbWjG/BBd2CSH/Bzb8C/CdPfJ03AdfuB+xKkJOG0MmD0QeDFFGB+KpDLgQxrY/zVwEyp60W12Z04gGGsIZwT005RzZZu47uhQ78OqCisENuraYaGkk4vJUIHfB0NGBU2HDCZEKG24fMohQhgSAc3YEk3wFMpNaG+Uu4KYJAHsDEXeDARoiEllZx3kwNxPtL9jLUVlMS7pQB46ETt22nmk4KYaz2klmKMsRo8E3MZqKwHFXBzVPe6UxSVS6X3Ha9TR7xLoDYBJoeHZVcAeZeYrTB0MIjS9l5dvRoVwFTxqfPQqgDGccbmSgOYqnGm1/w4QprV+aEX4F05q7O5MulR3YLvXup/VFh2tlZzSOq/VFyR0XIHxVwa9Sl7IEFaQurrDiQPrFlampYgdYZnjNXGQcxlnFh3FwF3HAXSyqXbEkuBsYeAk6VO/EG5JuA/e4C0QimQoWaOXxwGErP/MpBJLwceSQR+yZMCmZwK4J004KMLlw5kWts47y0GJh6Rlo8opWZ6IPDyKWBpd2nLdpKpZRsAUgCTV5aMtYlTEX/27eoGkj+cfBybk5/jQIZdEQr8f+0jJch/1xMI1Uo5MqO9gJ8rq2wzxmrj5aRGotonow9JXZknHgaWRgDjDgMZFcCtR4AtMU74kCmuAFYeAk7lAwvigScHAptOAoczgUMZwOsjAG/tRU8rsQAL04C1OcB3OcDqHkB8ITDvrHR/PwMwQkp9afXyLcCog9JfpTSub4cB9x4H0iuAp08Cn0UCww4A1Kngdj/AowXewRabCRklB1FuLURK/k+osBajsCIVheVpUMjUMJmz4a5uePcXYw2hNh0ro2pmOjtpgC+iAV/eWs1YvXgmppEo/+KrKGnAdhcD/fZKAQzlfdCHjI8zPmRoOWdST8Cokapdvf2nFMCQe3oC2vrP2HolMCMY6O8uzVzcdrQmgHkiEOjtQh1/9Qrgf9EQnbD3FQMjDkoBDHUu/iIKWFU5yUHNKR1bLl1NKoUOocbRGBw8S1xPK/qzOoAZ3+0DeGsjWujIWFtQd6mWAxjGGsZBTCNpFcAoL+DN0Nq3r+8J9NJLfQudwl8PPDOo9m3XhgCxQdRqucGnUWG573sDOoffKDVjfK2rNE3tSuNMO5/m1Rln2mIa4w683EWaWr/VFzC04Dyim9IDXY0joJDVlCT20oTC060zFHKe4GSMsauBg5jLcKYceDet9m3PnQTOOzO5l3JgVh+rfdue80BmSe1k3zooB2ZBWu1eRXuKgPiC2sm+riC1HJhfOZNUhaqYni+Xkn1pO3dLBjCEcmC+T3oEVntN5eNsUwL+PPtWrWRfxhhjzYeDmEa6UC7lYlQtIb3aWRq8PcXAXUeknUFNVlwOfHOsZglpdGjN0hLlyFDSb31PswAfpQP/SpWuT+sAxFYuLVFeCS3LuIr0ynGuWkKa07lmaWniUWmcZS21jlTJbC3FiZzvUFh+Viwh3dx9GQYFzxT3peRvRkHZmZY9QMYYayd43ruRNHJgVjAwN1VqbNhdC8QagNuPAnO6SifcJtOpgVGhwJFM4PYoIDYQuLYTsHAHQFV0GygS4a4EJvpKpf5v8wFe7SKVMKcEZEp8DdW41jjPDgHmnAZ+7wtEaIEBHsCEI8D/6+KkcXZCTky0310wWfIQ7j0Ofrqe8NKEQwYZNEojfHWRLX2IjDHWLnAQ00heKuDBjsDkAKk8OOXAjPQCUgcDngpA44yTK71oiCcwZzh1XgQ0Kuny/BBAKQcMDXdUDNcB8X0BrbwmB2ZNL2m2qG4Nl9bMqAL+1gGY5F8zzsONTh5nJ9CqvBHb8TGoFO4iB0YhN6Cb902QyRQiyGGMMdb8OIi5zEDGq04SKl2cis7annWmTrwu3lZdn5A6TwtyoeClbiBjbO5xdgKNynhRsi9jjLGrh3NiGGOMMeaSOIhhjDHGmEviIIYxxhhjLomDGMYYY4y5JA5iGGOMMeaSOIhhjDHGmEviIIYxxhhjLomDGMYYY4y5JA5iGGOMMeaSOIhhjDHGmEtq020HbDbq4wyYTPV3f2ZNY7VaxdfS0lIoFK2wL0AbxePecnjsWwaPe/sbe1PlebvqPN4Qmd1ut6ONysnJwenTp1v6MBhjjDF2Bbp06QIfH5/2GcRYLBYUFBTAzc0NcjmvnDHGGGOugGZgysvL4enpCaVS2T6DGMYYY4y1XTw9wRhjjDGXxEEMY4wxxlwSBzGMMcYYc0kcxDDGGGPMJXEQwxhjjDGXxEEMY4wxxlwSBzGMMcYYc0kcxLDLUlFRgbi4OOzcubP6trNnz2LatGmIiYnB+PHjsX379hY9xrYkIyMDTz31FAYMGIDrrrsOb775pigARXjcm9eZM2fw4IMPom/fvhg+fDiWLVtWfR+P/dXx8MMP48UXX6y+fuzYMdx5553o06cPbr/9dhw5cqRFj6+t2bx5MyIiImpd6POnNY89BzGs0ejk+dxzzyEpKan6NqqV+MQTT8DX1xerV6/GrbfeihkzZuD8+fMteqxtAY0tfYBQD5GVK1diwYIF+O2337Bw4UIe96tQLZROoF5eXlizZg1ee+01fPDBB1i/fj2P/VWyYcMGbN26tfo69e6h30lsbCy+/fZbEVw+8sgj4nbmHCdPnsQNN9wggvKqy9y5c1v12LfpBpDMuW/umTNnig9wRzt27BB/lX711VfQ6XQICwtDfHy8+HB/8sknW+x424KUlBQcOHAAf/zxhzhhEgpq3nrrLVx//fU87s0oOzsbUVFRmDNnDtzd3UX/lsGDB2Pv3r3id8Fj37zy8/Mxb9489OrVq/q2H374QbSQmT17NmQyGf7xj3/g999/x48//oiJEye26PG2FcnJyejevTv8/Pxq3f7NN9+02rHnmRjWKLt27cLAgQOxatWqWrcfPHgQ0dHR4sO8yjXXXCNOvqxp6IOEljCqApgqxcXFPO7NzN/fX8x4UQBDgTsFL7t37xbLejz2zY8CdZrhCg8Pr76Nxp3GmU6ihL7269ePx93JQQwF7HW15rHnIIY1yuTJk/H3v/8dWq221u1ZWVniA98RdRxNT0+/ykfY9nh4eIg8GMcljs8//xyDBg3icb+KRowYId7/NIU+ZswYHvtmRrNae/bsweOPP17rdh735mW323Hq1CmxhETv81GjRuHtt98WeZCteex5OYk1CeVrqNXqWrfRdXrjM+eaP3++SK6jqd1PP/2Ux/0qWbRokVheoqUlSqzm93zz5t29+uqreOWVV6DRaGrdx+PevM6fP189xjQLmZaWJvJhysrKWvXYcxDDmoTWSWn92hG9set+ALGmBzDLly8Xyb20Zs3jfvVU5WXQCXbWrFliZwZ9qDvisXeOJUuWoGfPnrVmIKvQe77uSZPH3XmCgoLErlNPT0+xXEQ5YTT7+/zzz4tl1NY69hzEsCYJCAgQSb+O6K/WulOP7Mq9/vrr+PLLL0UgQ9O8hMe9edFY0no/TalXofwMs9kscpUo6bru43nsnbMjicaSlu5I1Ylz06ZNorQD3eeIx925jEZjreuUtE7BO73nW+vYc04MaxKqGXD06FEx5ViFkiDpduacv0xpF8y7776Lm266qfp2HvfmRVPptG2a6vRUoboY3t7eIsGRx755rFixQmxjX7t2rbhQPhJd6Hsa3/3791fvkKSv+/bt43F3km3btonNG46zjMePHxeBDb3nW+vYcxDDmoSmGTt27IiXXnpJ1I/573//i0OHDuGOO+5o6UNrEzsF3n//fUyfPl18iFByXdWFx735l5B69OghktlpxovqldBM2KOPPspj38xLGp07d66+6PV6caHvx44di8LCQrzxxhvid0Jf6YQ7bty4lj7sNqFv375iye7ll18WM430nqdt7g899FCrHnsOYliTKBQKcaKlEyvVC/juu+/w3nvvITAwsKUPzeX98ssvsFqtosja0KFDa1143JtX1fjSbrxJkyaJuhj33Xcfpk6dymPfQmi7+9KlS8WsF407bfulANJxqztr2vh+9NFHyM3NFXlf9J6n9z4FMa157GX2utXLGGOMMcZcAM/EMMYYY8wlcRDDGGOMMZfEQQxjjDHGXBIHMYwxxhhzSRzEMMYYY8wlcRDDGGOMMZfEQQxjjDHGXBIHMYwxp7mSslNcqooxdqU4iGGMOa3C8AsvvHBZz/n666/x1ltvXdZzqNNuRESE+Ors59BjFi9eLL7/9ttvxXXqo0SoYi9dGGOtB3exZow5xaeffnrZz6GWCtSLqLVYtWoVOnTo0NKHwRhrJA5iGGOsUkxMTEsfAmPsMvByEmOsyWiZZdeuXeJStWyTmZkpOj0PGzYMvXv3Fl2eacmpyogRI3Du3DmsWbOm1rLN7t278eCDD6J///7o2bOneBwt8dhstiYfJ3XgnTx5suhSPXr0aKxYsaLB5STGWOvHQQxjrMleffVVREdHiwstyQQHB4ugZc+ePXj22WdFYBAUFIQnnnhCdH0mS5YsgZ+fnwhy6Dn+/v5ISEjAtGnTYDQasWDBArHcFBsbKx67cePGJh/nm2++KWZb6HWvu+46zJ07F8uXL3fCCDDGWgIvJzHGmiw8PBzu7u7iewoS5s+fj9zcXGzatEkEL4SCFQpQ5s2bh7i4OBHwqNVqeHt7Vy/jUBAzZMgQ8Xy5XPob69prr8Wvv/4qZnduuummJh3nXXfdhdmzZ4vvhw4dioyMDCxdulTMJFX9PMaY6+D/axljTkfLSn379q0OYKrccsstyMrKQkpKSr3PmzBhAj788EOYzWYR0FAQtGjRIlitVnFbU40fP77WdVpSysnJafB4GGOtG8/EMMacrqCgACEhIRfd7uvrK74WFhbW+7yysjK8/vrrWLduHSwWi1iWomBIqVQ6pZ5M1c+v4uPjU328jDHXw0EMY8zpPD09xYxLXVW3eXl51fu8N954Q8y+LFy4UCwr6XQ6cfvgwYOdclx1g5Xs7OxawQxjzLXwchJjzCkcc0poZ9H+/fvF7iNHlNRLybydO3e+6Dlk7969GDhwIEaNGlUdwBw5ckTk1zhjd9KWLVtqXd+wYQM6duxYfTyMMdfCMzGMMafw8PAQgUt8fLxI4KWAhb7OmDFD7DZau3YtduzYgX/+85/VwQs959ixYyKHhrZh04V2IX355ZcICwsTeTG0k0gmk8FkMjX5GGlLtV6vF0nFFMBs27ZNJBrT6zPGXA8HMYwxp5gyZYqYNZk+fbrYykyByDvvvCO2MVNSbmRkJN5//32MHDmy+jkPPPCACGqoLswnn3yCF198UTyWlpMqKipETsxjjz0m6rvQDiVK8G0KOpZly5aJ16ecnXfffbfJO54YYy1HZufua4wxxhhzQTwTwxhzWTQzc6m/w2ipSKFQXLVjYoxdPTwTwxhzWVWtC/4KNZis216AMdY2cBDDGHNZiYmJInfmr1Aib2ho6FU7JsbY1cNBDGOMMcZcEteJYYwxxphL4iCGMcYYYy6JgxjGGGOMuSQOYhhjjDHmkjiIYYwxxphL4iCGMcYYYy6JgxjGGGOMuSQOYhhjjDEGV/T/AYZWlHEFU0muAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph=sns.scatterplot(data=tips, x='total_bill', y=\"tip\", style=\"time\", hue=\"day\",\n", + " palette=['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "897e7267", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=tips, hue='day')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "a036eef0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot=sns.relplot(data=tips, x='total_bill', y='tip', hue=\"sex\", col='day',\n", + " kind='scatter', col_wrap=2) #this creates a 2x2 plot" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "41215c2c", + "metadata": {}, + "outputs": [], + "source": [ + "import plotly.graph_objects as go\n", + "\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "b466090d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModuleSpec(name='plotly', loader=<_frozen_importlib_external.SourceFileLoader object at 0x131724450>, origin='/Users/rachel/Desktop/DSI/visualization/visualization-env/lib/python3.11/site-packages/plotly/__init__.py', submodule_search_locations=['/Users/rachel/Desktop/DSI/visualization/visualization-env/lib/python3.11/site-packages/plotly'])\n" + ] + } + ], + "source": [ + "import importlib.util\n", + "print(importlib.util.find_spec(\"plotly\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "600ce6c9", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "pirate scores" + }, + "xaxis": { + "title": { + "text": "pirates" + } + }, + "yaxis": { + "title": { + "text": "score" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph=go.Figure()\n", + "graph.add_trace(go.Bar(x=x1, y=y1))\n", + "graph.update_layout(title='pirate scores',\n", + " xaxis_title='pirates',\n", + " yaxis_title='score')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14776000", + "metadata": {}, + "outputs": [], + "source": [ + "#export graph\n", + "graph.write_html('../../folders/graph.html')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "bed929f7", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "marker": { + "color": "hotpink", + "line": { + "color": "purple", + "width": 5 + }, + "opacity": 1, + "size": 15 + }, + "mode": "markers", + "type": "scatter", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + } + ], + "layout": { + "height": 500, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "interactive pirate scores" + }, + "width": 500, + "xaxis": { + "title": { + "text": "pirates" + } + }, + "yaxis": { + "title": { + "text": "score" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph=go.Figure()\n", + "\n", + "graph.add_trace(\n", + " go.Scatter(\n", + " x=x1,\n", + " y=y1,\n", + " mode='markers', # this way lines are not connected\n", + " marker=dict(\n", + " size=15,\n", + " color='hotpink',\n", + " opacity=1,\n", + " line=dict(width=5, color='purple')\n", + " )\n", + " )\n", + ")\n", + "graph.update_layout(title='interactive pirate scores',\n", + " xaxis_title='pirates',\n", + " yaxis_title='score',\n", + " width=500,\n", + " height=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "a6b0fb5c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
\n", + "

732 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#making wordclouds \n", + "\n", + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\", on_bad_lines='skip')\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "324bf7ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text=' '.join(each for each in df.quote)\n", + "\n", + "wordcloud=WordCloud(background_color=\"white\", colormap='inferno').generate(text)\n", + "\n", + "# use matplotlib to make the image \n", + "fig,ax =plt.subplots(figsize=(7,3))\n", + "ax.imshow(wordcloud, interpolation='bilinear')\n", + "ax.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "ab096506", + "metadata": {}, + "outputs": [], + "source": [ + "#making venn diagram\n", + "\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "A=set(['apple', 'banana', 'watermelon'])\n", + "B=set(['pumpkin', 'blueberry', 'apple', 'key lime'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "41dabf57", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rachel/Desktop/DSI/visualization/visualization-env/lib/python3.11/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram=venn2_unweighted([A,B], \n", + " set_labels=('fruits', 'pies'),\n", + " set_colors=('blue', 'red'),\n", + " alpha=0.5)\n", + "# defining rules so things correctly appear in the venn diagrams\n", + "diagram.get_label_by_id('10').set_text(\"\\n\".join(A-B))\n", + "diagram.get_label_by_id('11').set_text(\"\\n\".join(A&B))\n", + "diagram.get_label_by_id('01').set_text(\"\\n\".join(B-A))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d81c7bc3", + "metadata": {}, + "outputs": [], + "source": [ + "##" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pyproject.toml b/pyproject.toml index 6a3403641..6c2d9c6f8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,6 +5,7 @@ requires-python = ">=3.11" dependencies = [ "ipykernel>=6.30.1", "matplotlib>=3.10.6", + "nbformat>=5.10.4", "numpy>=2.3.3", "pandas>=2.3.2", "requests>=2.32.5", diff --git a/uv.lock b/uv.lock index 2106c5e0a..483f3f822 100644 --- a/uv.lock +++ b/uv.lock @@ -1,11 +1,208 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.11" resolution-markers = [ "python_full_version >= '3.12'", "python_full_version < '3.12'", ] +[[package]] +name = "appnope" +version = "0.1.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/35/5d/752690df9ef5b76e169e68d6a129fa6d08a7100ca7f754c89495db3c6019/appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee", size = 4170, upload-time = "2024-02-06T09:43:11.258Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" }, +] + +[[package]] +name = "asttokens" +version = "3.0.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" }, +] + +[[package]] +name = "attrs" +version = "25.4.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" }, +] + +[[package]] +name = "certifi" +version = "2026.1.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e0/2d/a891ca51311197f6ad14a7ef42e2399f36cf2f9bd44752b3dc4eab60fdc5/certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120", size = 154268, upload-time = "2026-01-04T02:42:41.825Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e6/ad/3cc14f097111b4de0040c83a525973216457bbeeb63739ef1ed275c1c021/certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c", size = 152900, upload-time = "2026-01-04T02:42:40.15Z" }, +] + +[[package]] +name = "cffi" +version = "2.0.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pycparser", marker = "implementation_name != 'PyPy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/eb/56/b1ba7935a17738ae8453301356628e8147c79dbb825bcbc73dc7401f9846/cffi-2.0.0.tar.gz", hash = "sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529", size = 523588, upload-time = "2025-09-08T23:24:04.541Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/12/4a/3dfd5f7850cbf0d06dc84ba9aa00db766b52ca38d8b86e3a38314d52498c/cffi-2.0.0-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe", size = 184344, upload-time = "2025-09-08T23:22:26.456Z" }, + { url = "https://files.pythonhosted.org/packages/4f/8b/f0e4c441227ba756aafbe78f117485b25bb26b1c059d01f137fa6d14896b/cffi-2.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c", size = 180560, upload-time = "2025-09-08T23:22:28.197Z" }, + { url = "https://files.pythonhosted.org/packages/b1/b7/1200d354378ef52ec227395d95c2576330fd22a869f7a70e88e1447eb234/cffi-2.0.0-cp311-cp311-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92", size = 209613, upload-time = "2025-09-08T23:22:29.475Z" }, + { url = "https://files.pythonhosted.org/packages/b8/56/6033f5e86e8cc9bb629f0077ba71679508bdf54a9a5e112a3c0b91870332/cffi-2.0.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93", size = 216476, upload-time = "2025-09-08T23:22:31.063Z" }, + { url = "https://files.pythonhosted.org/packages/dc/7f/55fecd70f7ece178db2f26128ec41430d8720f2d12ca97bf8f0a628207d5/cffi-2.0.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5", size = 203374, upload-time = "2025-09-08T23:22:32.507Z" }, + { url = "https://files.pythonhosted.org/packages/84/ef/a7b77c8bdc0f77adc3b46888f1ad54be8f3b7821697a7b89126e829e676a/cffi-2.0.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664", size = 202597, upload-time = "2025-09-08T23:22:34.132Z" }, + { url = "https://files.pythonhosted.org/packages/d7/91/500d892b2bf36529a75b77958edfcd5ad8e2ce4064ce2ecfeab2125d72d1/cffi-2.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26", size = 215574, upload-time = "2025-09-08T23:22:35.443Z" }, + { url = "https://files.pythonhosted.org/packages/44/64/58f6255b62b101093d5df22dcb752596066c7e89dd725e0afaed242a61be/cffi-2.0.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9", size = 218971, upload-time = "2025-09-08T23:22:36.805Z" }, + { url = "https://files.pythonhosted.org/packages/ab/49/fa72cebe2fd8a55fbe14956f9970fe8eb1ac59e5df042f603ef7c8ba0adc/cffi-2.0.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414", size = 211972, upload-time = "2025-09-08T23:22:38.436Z" }, + { url = "https://files.pythonhosted.org/packages/0b/28/dd0967a76aab36731b6ebfe64dec4e981aff7e0608f60c2d46b46982607d/cffi-2.0.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743", size = 217078, upload-time = "2025-09-08T23:22:39.776Z" }, + { url = "https://files.pythonhosted.org/packages/2b/c0/015b25184413d7ab0a410775fdb4a50fca20f5589b5dab1dbbfa3baad8ce/cffi-2.0.0-cp311-cp311-win32.whl", hash = "sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5", size = 172076, upload-time = "2025-09-08T23:22:40.95Z" }, + { url = "https://files.pythonhosted.org/packages/ae/8f/dc5531155e7070361eb1b7e4c1a9d896d0cb21c49f807a6c03fd63fc877e/cffi-2.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5", size = 182820, upload-time = "2025-09-08T23:22:42.463Z" }, + { url = "https://files.pythonhosted.org/packages/95/5c/1b493356429f9aecfd56bc171285a4c4ac8697f76e9bbbbb105e537853a1/cffi-2.0.0-cp311-cp311-win_arm64.whl", hash = "sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d", size = 177635, upload-time = "2025-09-08T23:22:43.623Z" }, + { url = "https://files.pythonhosted.org/packages/ea/47/4f61023ea636104d4f16ab488e268b93008c3d0bb76893b1b31db1f96802/cffi-2.0.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d", size = 185271, upload-time = "2025-09-08T23:22:44.795Z" }, + { url = "https://files.pythonhosted.org/packages/df/a2/781b623f57358e360d62cdd7a8c681f074a71d445418a776eef0aadb4ab4/cffi-2.0.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c", size = 181048, upload-time = "2025-09-08T23:22:45.938Z" }, + { url = "https://files.pythonhosted.org/packages/ff/df/a4f0fbd47331ceeba3d37c2e51e9dfc9722498becbeec2bd8bc856c9538a/cffi-2.0.0-cp312-cp312-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe", size = 212529, upload-time = "2025-09-08T23:22:47.349Z" }, + { url = "https://files.pythonhosted.org/packages/d5/72/12b5f8d3865bf0f87cf1404d8c374e7487dcf097a1c91c436e72e6badd83/cffi-2.0.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062", size = 220097, upload-time = "2025-09-08T23:22:48.677Z" }, + { url = "https://files.pythonhosted.org/packages/c2/95/7a135d52a50dfa7c882ab0ac17e8dc11cec9d55d2c18dda414c051c5e69e/cffi-2.0.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e", size = 207983, upload-time = "2025-09-08T23:22:50.06Z" }, + { url = "https://files.pythonhosted.org/packages/3a/c8/15cb9ada8895957ea171c62dc78ff3e99159ee7adb13c0123c001a2546c1/cffi-2.0.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037", size = 206519, upload-time = "2025-09-08T23:22:51.364Z" }, + { url = "https://files.pythonhosted.org/packages/78/2d/7fa73dfa841b5ac06c7b8855cfc18622132e365f5b81d02230333ff26e9e/cffi-2.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba", size = 219572, upload-time = "2025-09-08T23:22:52.902Z" }, + { url = "https://files.pythonhosted.org/packages/07/e0/267e57e387b4ca276b90f0434ff88b2c2241ad72b16d31836adddfd6031b/cffi-2.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94", size = 222963, upload-time = "2025-09-08T23:22:54.518Z" }, + { url = "https://files.pythonhosted.org/packages/b6/75/1f2747525e06f53efbd878f4d03bac5b859cbc11c633d0fb81432d98a795/cffi-2.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187", size = 221361, upload-time = "2025-09-08T23:22:55.867Z" }, + { url = "https://files.pythonhosted.org/packages/7b/2b/2b6435f76bfeb6bbf055596976da087377ede68df465419d192acf00c437/cffi-2.0.0-cp312-cp312-win32.whl", hash = "sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18", size = 172932, upload-time = "2025-09-08T23:22:57.188Z" }, + { url = "https://files.pythonhosted.org/packages/f8/ed/13bd4418627013bec4ed6e54283b1959cf6db888048c7cf4b4c3b5b36002/cffi-2.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5", size = 183557, upload-time = "2025-09-08T23:22:58.351Z" }, + { url = "https://files.pythonhosted.org/packages/95/31/9f7f93ad2f8eff1dbc1c3656d7ca5bfd8fb52c9d786b4dcf19b2d02217fa/cffi-2.0.0-cp312-cp312-win_arm64.whl", hash = "sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6", size = 177762, upload-time = "2025-09-08T23:22:59.668Z" }, + { url = "https://files.pythonhosted.org/packages/4b/8d/a0a47a0c9e413a658623d014e91e74a50cdd2c423f7ccfd44086ef767f90/cffi-2.0.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb", size = 185230, upload-time = "2025-09-08T23:23:00.879Z" }, + { url = "https://files.pythonhosted.org/packages/4a/d2/a6c0296814556c68ee32009d9c2ad4f85f2707cdecfd7727951ec228005d/cffi-2.0.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca", size = 181043, upload-time = "2025-09-08T23:23:02.231Z" }, + { url = "https://files.pythonhosted.org/packages/b0/1e/d22cc63332bd59b06481ceaac49d6c507598642e2230f201649058a7e704/cffi-2.0.0-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b", size = 212446, upload-time = "2025-09-08T23:23:03.472Z" }, + { url = "https://files.pythonhosted.org/packages/a9/f5/a2c23eb03b61a0b8747f211eb716446c826ad66818ddc7810cc2cc19b3f2/cffi-2.0.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b", size = 220101, upload-time = "2025-09-08T23:23:04.792Z" }, + { url = "https://files.pythonhosted.org/packages/f2/7f/e6647792fc5850d634695bc0e6ab4111ae88e89981d35ac269956605feba/cffi-2.0.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2", size = 207948, upload-time = "2025-09-08T23:23:06.127Z" }, + { url = "https://files.pythonhosted.org/packages/cb/1e/a5a1bd6f1fb30f22573f76533de12a00bf274abcdc55c8edab639078abb6/cffi-2.0.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3", size = 206422, upload-time = "2025-09-08T23:23:07.753Z" }, + { url = "https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26", size = 219499, upload-time = "2025-09-08T23:23:09.648Z" }, + { url = "https://files.pythonhosted.org/packages/50/e1/a969e687fcf9ea58e6e2a928ad5e2dd88cc12f6f0ab477e9971f2309b57c/cffi-2.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c", size = 222928, upload-time = "2025-09-08T23:23:10.928Z" }, + { url = "https://files.pythonhosted.org/packages/36/54/0362578dd2c9e557a28ac77698ed67323ed5b9775ca9d3fe73fe191bb5d8/cffi-2.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b", size = 221302, upload-time = "2025-09-08T23:23:12.42Z" }, + { url = "https://files.pythonhosted.org/packages/eb/6d/bf9bda840d5f1dfdbf0feca87fbdb64a918a69bca42cfa0ba7b137c48cb8/cffi-2.0.0-cp313-cp313-win32.whl", hash = "sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27", size = 172909, upload-time = "2025-09-08T23:23:14.32Z" }, + { url = "https://files.pythonhosted.org/packages/37/18/6519e1ee6f5a1e579e04b9ddb6f1676c17368a7aba48299c3759bbc3c8b3/cffi-2.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75", size = 183402, upload-time = "2025-09-08T23:23:15.535Z" }, + { url = "https://files.pythonhosted.org/packages/cb/0e/02ceeec9a7d6ee63bb596121c2c8e9b3a9e150936f4fbef6ca1943e6137c/cffi-2.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91", size = 177780, upload-time = "2025-09-08T23:23:16.761Z" }, + { url = "https://files.pythonhosted.org/packages/92/c4/3ce07396253a83250ee98564f8d7e9789fab8e58858f35d07a9a2c78de9f/cffi-2.0.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5", size = 185320, upload-time = "2025-09-08T23:23:18.087Z" }, + { url = "https://files.pythonhosted.org/packages/59/dd/27e9fa567a23931c838c6b02d0764611c62290062a6d4e8ff7863daf9730/cffi-2.0.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13", size = 181487, upload-time = "2025-09-08T23:23:19.622Z" }, + { url = "https://files.pythonhosted.org/packages/d6/43/0e822876f87ea8a4ef95442c3d766a06a51fc5298823f884ef87aaad168c/cffi-2.0.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b", size = 220049, upload-time = "2025-09-08T23:23:20.853Z" }, + { url = "https://files.pythonhosted.org/packages/b4/89/76799151d9c2d2d1ead63c2429da9ea9d7aac304603de0c6e8764e6e8e70/cffi-2.0.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c", size = 207793, upload-time = "2025-09-08T23:23:22.08Z" }, + { url = "https://files.pythonhosted.org/packages/bb/dd/3465b14bb9e24ee24cb88c9e3730f6de63111fffe513492bf8c808a3547e/cffi-2.0.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef", size = 206300, upload-time = "2025-09-08T23:23:23.314Z" }, + { url = "https://files.pythonhosted.org/packages/47/d9/d83e293854571c877a92da46fdec39158f8d7e68da75bf73581225d28e90/cffi-2.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775", size = 219244, upload-time = "2025-09-08T23:23:24.541Z" }, + { url = "https://files.pythonhosted.org/packages/2b/0f/1f177e3683aead2bb00f7679a16451d302c436b5cbf2505f0ea8146ef59e/cffi-2.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205", size = 222828, upload-time = "2025-09-08T23:23:26.143Z" }, + { url = "https://files.pythonhosted.org/packages/c6/0f/cafacebd4b040e3119dcb32fed8bdef8dfe94da653155f9d0b9dc660166e/cffi-2.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1", size = 220926, upload-time = "2025-09-08T23:23:27.873Z" }, + { url = "https://files.pythonhosted.org/packages/3e/aa/df335faa45b395396fcbc03de2dfcab242cd61a9900e914fe682a59170b1/cffi-2.0.0-cp314-cp314-win32.whl", hash = "sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f", size = 175328, upload-time = "2025-09-08T23:23:44.61Z" }, + { url = "https://files.pythonhosted.org/packages/bb/92/882c2d30831744296ce713f0feb4c1cd30f346ef747b530b5318715cc367/cffi-2.0.0-cp314-cp314-win_amd64.whl", hash = "sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25", size = 185650, upload-time = "2025-09-08T23:23:45.848Z" }, + { url = "https://files.pythonhosted.org/packages/9f/2c/98ece204b9d35a7366b5b2c6539c350313ca13932143e79dc133ba757104/cffi-2.0.0-cp314-cp314-win_arm64.whl", hash = "sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad", size = 180687, upload-time = "2025-09-08T23:23:47.105Z" }, + { url = "https://files.pythonhosted.org/packages/3e/61/c768e4d548bfa607abcda77423448df8c471f25dbe64fb2ef6d555eae006/cffi-2.0.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9", size = 188773, upload-time = "2025-09-08T23:23:29.347Z" }, + { url = "https://files.pythonhosted.org/packages/2c/ea/5f76bce7cf6fcd0ab1a1058b5af899bfbef198bea4d5686da88471ea0336/cffi-2.0.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d", size = 185013, upload-time = "2025-09-08T23:23:30.63Z" }, + { url = "https://files.pythonhosted.org/packages/be/b4/c56878d0d1755cf9caa54ba71e5d049479c52f9e4afc230f06822162ab2f/cffi-2.0.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c", size = 221593, upload-time = "2025-09-08T23:23:31.91Z" }, + { url = "https://files.pythonhosted.org/packages/e0/0d/eb704606dfe8033e7128df5e90fee946bbcb64a04fcdaa97321309004000/cffi-2.0.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8", size = 209354, upload-time = "2025-09-08T23:23:33.214Z" }, + { url = "https://files.pythonhosted.org/packages/d8/19/3c435d727b368ca475fb8742ab97c9cb13a0de600ce86f62eab7fa3eea60/cffi-2.0.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc", size = 208480, upload-time = "2025-09-08T23:23:34.495Z" }, + { url = "https://files.pythonhosted.org/packages/d0/44/681604464ed9541673e486521497406fadcc15b5217c3e326b061696899a/cffi-2.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592", size = 221584, upload-time = "2025-09-08T23:23:36.096Z" }, + { url = "https://files.pythonhosted.org/packages/25/8e/342a504ff018a2825d395d44d63a767dd8ebc927ebda557fecdaca3ac33a/cffi-2.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512", size = 224443, upload-time = "2025-09-08T23:23:37.328Z" }, + { url = "https://files.pythonhosted.org/packages/e1/5e/b666bacbbc60fbf415ba9988324a132c9a7a0448a9a8f125074671c0f2c3/cffi-2.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4", size = 223437, upload-time = "2025-09-08T23:23:38.945Z" }, + { url = "https://files.pythonhosted.org/packages/a0/1d/ec1a60bd1a10daa292d3cd6bb0b359a81607154fb8165f3ec95fe003b85c/cffi-2.0.0-cp314-cp314t-win32.whl", hash = "sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e", size = 180487, upload-time = "2025-09-08T23:23:40.423Z" }, + { url = "https://files.pythonhosted.org/packages/bf/41/4c1168c74fac325c0c8156f04b6749c8b6a8f405bbf91413ba088359f60d/cffi-2.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6", size = 191726, upload-time = "2025-09-08T23:23:41.742Z" }, + { url = "https://files.pythonhosted.org/packages/ae/3a/dbeec9d1ee0844c679f6bb5d6ad4e9f198b1224f4e7a32825f47f6192b0c/cffi-2.0.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9", size = 184195, upload-time = "2025-09-08T23:23:43.004Z" }, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/13/69/33ddede1939fdd074bce5434295f38fae7136463422fe4fd3e0e89b98062/charset_normalizer-3.4.4.tar.gz", hash = "sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a", size = 129418, upload-time = "2025-10-14T04:42:32.879Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ed/27/c6491ff4954e58a10f69ad90aca8a1b6fe9c5d3c6f380907af3c37435b59/charset_normalizer-3.4.4-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8", size = 206988, upload-time = "2025-10-14T04:40:33.79Z" }, + { url = "https://files.pythonhosted.org/packages/94/59/2e87300fe67ab820b5428580a53cad894272dbb97f38a7a814a2a1ac1011/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f819d5fe9234f9f82d75bdfa9aef3a3d72c4d24a6e57aeaebba32a704553aa0", size = 147324, upload-time = "2025-10-14T04:40:34.961Z" }, + { url = "https://files.pythonhosted.org/packages/07/fb/0cf61dc84b2b088391830f6274cb57c82e4da8bbc2efeac8c025edb88772/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:a59cb51917aa591b1c4e6a43c132f0cdc3c76dbad6155df4e28ee626cc77a0a3", size = 142742, upload-time = "2025-10-14T04:40:36.105Z" }, + { url = "https://files.pythonhosted.org/packages/62/8b/171935adf2312cd745d290ed93cf16cf0dfe320863ab7cbeeae1dcd6535f/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8ef3c867360f88ac904fd3f5e1f902f13307af9052646963ee08ff4f131adafc", size = 160863, upload-time = "2025-10-14T04:40:37.188Z" }, + { url = "https://files.pythonhosted.org/packages/09/73/ad875b192bda14f2173bfc1bc9a55e009808484a4b256748d931b6948442/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d9e45d7faa48ee908174d8fe84854479ef838fc6a705c9315372eacbc2f02897", size = 157837, upload-time = "2025-10-14T04:40:38.435Z" }, + { url = "https://files.pythonhosted.org/packages/6d/fc/de9cce525b2c5b94b47c70a4b4fb19f871b24995c728e957ee68ab1671ea/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:840c25fb618a231545cbab0564a799f101b63b9901f2569faecd6b222ac72381", size = 151550, upload-time = "2025-10-14T04:40:40.053Z" }, + { url = "https://files.pythonhosted.org/packages/55/c2/43edd615fdfba8c6f2dfbd459b25a6b3b551f24ea21981e23fb768503ce1/charset_normalizer-3.4.4-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:ca5862d5b3928c4940729dacc329aa9102900382fea192fc5e52eb69d6093815", size = 149162, upload-time = "2025-10-14T04:40:41.163Z" }, + { url = "https://files.pythonhosted.org/packages/03/86/bde4ad8b4d0e9429a4e82c1e8f5c659993a9a863ad62c7df05cf7b678d75/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d9c7f57c3d666a53421049053eaacdd14bbd0a528e2186fcb2e672effd053bb0", size = 150019, upload-time = "2025-10-14T04:40:42.276Z" }, + { url = "https://files.pythonhosted.org/packages/1f/86/a151eb2af293a7e7bac3a739b81072585ce36ccfb4493039f49f1d3cae8c/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:277e970e750505ed74c832b4bf75dac7476262ee2a013f5574dd49075879e161", size = 143310, upload-time = "2025-10-14T04:40:43.439Z" }, + { url = "https://files.pythonhosted.org/packages/b5/fe/43dae6144a7e07b87478fdfc4dbe9efd5defb0e7ec29f5f58a55aeef7bf7/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:31fd66405eaf47bb62e8cd575dc621c56c668f27d46a61d975a249930dd5e2a4", size = 162022, upload-time = "2025-10-14T04:40:44.547Z" }, + { url = "https://files.pythonhosted.org/packages/80/e6/7aab83774f5d2bca81f42ac58d04caf44f0cc2b65fc6db2b3b2e8a05f3b3/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:0d3d8f15c07f86e9ff82319b3d9ef6f4bf907608f53fe9d92b28ea9ae3d1fd89", size = 149383, upload-time = "2025-10-14T04:40:46.018Z" }, + { url = "https://files.pythonhosted.org/packages/4f/e8/b289173b4edae05c0dde07f69f8db476a0b511eac556dfe0d6bda3c43384/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:9f7fcd74d410a36883701fafa2482a6af2ff5ba96b9a620e9e0721e28ead5569", size = 159098, upload-time = "2025-10-14T04:40:47.081Z" }, + { url = "https://files.pythonhosted.org/packages/d8/df/fe699727754cae3f8478493c7f45f777b17c3ef0600e28abfec8619eb49c/charset_normalizer-3.4.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ebf3e58c7ec8a8bed6d66a75d7fb37b55e5015b03ceae72a8e7c74495551e224", size = 152991, upload-time = "2025-10-14T04:40:48.246Z" }, + { url = "https://files.pythonhosted.org/packages/1a/86/584869fe4ddb6ffa3bd9f491b87a01568797fb9bd8933f557dba9771beaf/charset_normalizer-3.4.4-cp311-cp311-win32.whl", hash = "sha256:eecbc200c7fd5ddb9a7f16c7decb07b566c29fa2161a16cf67b8d068bd21690a", size = 99456, upload-time = "2025-10-14T04:40:49.376Z" }, + { url = "https://files.pythonhosted.org/packages/65/f6/62fdd5feb60530f50f7e38b4f6a1d5203f4d16ff4f9f0952962c044e919a/charset_normalizer-3.4.4-cp311-cp311-win_amd64.whl", hash = "sha256:5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016", size = 106978, upload-time = "2025-10-14T04:40:50.844Z" }, + { url = "https://files.pythonhosted.org/packages/7a/9d/0710916e6c82948b3be62d9d398cb4fcf4e97b56d6a6aeccd66c4b2f2bd5/charset_normalizer-3.4.4-cp311-cp311-win_arm64.whl", hash = "sha256:65e2befcd84bc6f37095f5961e68a6f077bf44946771354a28ad434c2cce0ae1", size = 99969, upload-time = "2025-10-14T04:40:52.272Z" }, + { url = "https://files.pythonhosted.org/packages/f3/85/1637cd4af66fa687396e757dec650f28025f2a2f5a5531a3208dc0ec43f2/charset_normalizer-3.4.4-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:0a98e6759f854bd25a58a73fa88833fba3b7c491169f86ce1180c948ab3fd394", size = 208425, upload-time = "2025-10-14T04:40:53.353Z" }, + { url = "https://files.pythonhosted.org/packages/9d/6a/04130023fef2a0d9c62d0bae2649b69f7b7d8d24ea5536feef50551029df/charset_normalizer-3.4.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b5b290ccc2a263e8d185130284f8501e3e36c5e02750fc6b6bdeb2e9e96f1e25", size = 148162, upload-time = "2025-10-14T04:40:54.558Z" }, + { url = "https://files.pythonhosted.org/packages/78/29/62328d79aa60da22c9e0b9a66539feae06ca0f5a4171ac4f7dc285b83688/charset_normalizer-3.4.4-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:74bb723680f9f7a6234dcf67aea57e708ec1fbdf5699fb91dfd6f511b0a320ef", size = 144558, upload-time = "2025-10-14T04:40:55.677Z" }, + { url = "https://files.pythonhosted.org/packages/86/bb/b32194a4bf15b88403537c2e120b817c61cd4ecffa9b6876e941c3ee38fe/charset_normalizer-3.4.4-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f1e34719c6ed0b92f418c7c780480b26b5d9c50349e9a9af7d76bf757530350d", size = 161497, upload-time = "2025-10-14T04:40:57.217Z" }, + { url = "https://files.pythonhosted.org/packages/19/89/a54c82b253d5b9b111dc74aca196ba5ccfcca8242d0fb64146d4d3183ff1/charset_normalizer-3.4.4-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2437418e20515acec67d86e12bf70056a33abdacb5cb1655042f6538d6b085a8", size = 159240, upload-time = "2025-10-14T04:40:58.358Z" }, + { url = "https://files.pythonhosted.org/packages/c0/10/d20b513afe03acc89ec33948320a5544d31f21b05368436d580dec4e234d/charset_normalizer-3.4.4-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:11d694519d7f29d6cd09f6ac70028dba10f92f6cdd059096db198c283794ac86", size = 153471, upload-time = "2025-10-14T04:40:59.468Z" }, + { url = "https://files.pythonhosted.org/packages/61/fa/fbf177b55bdd727010f9c0a3c49eefa1d10f960e5f09d1d887bf93c2e698/charset_normalizer-3.4.4-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:ac1c4a689edcc530fc9d9aa11f5774b9e2f33f9a0c6a57864e90908f5208d30a", size = 150864, upload-time = "2025-10-14T04:41:00.623Z" }, + { url = "https://files.pythonhosted.org/packages/05/12/9fbc6a4d39c0198adeebbde20b619790e9236557ca59fc40e0e3cebe6f40/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:21d142cc6c0ec30d2efee5068ca36c128a30b0f2c53c1c07bd78cb6bc1d3be5f", size = 150647, upload-time = "2025-10-14T04:41:01.754Z" }, + { url = "https://files.pythonhosted.org/packages/ad/1f/6a9a593d52e3e8c5d2b167daf8c6b968808efb57ef4c210acb907c365bc4/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:5dbe56a36425d26d6cfb40ce79c314a2e4dd6211d51d6d2191c00bed34f354cc", size = 145110, upload-time = "2025-10-14T04:41:03.231Z" }, + { url = "https://files.pythonhosted.org/packages/30/42/9a52c609e72471b0fc54386dc63c3781a387bb4fe61c20231a4ebcd58bdd/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:5bfbb1b9acf3334612667b61bd3002196fe2a1eb4dd74d247e0f2a4d50ec9bbf", size = 162839, upload-time = "2025-10-14T04:41:04.715Z" }, + { url = "https://files.pythonhosted.org/packages/c4/5b/c0682bbf9f11597073052628ddd38344a3d673fda35a36773f7d19344b23/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:d055ec1e26e441f6187acf818b73564e6e6282709e9bcb5b63f5b23068356a15", size = 150667, upload-time = "2025-10-14T04:41:05.827Z" }, + { url = "https://files.pythonhosted.org/packages/e4/24/a41afeab6f990cf2daf6cb8c67419b63b48cf518e4f56022230840c9bfb2/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:af2d8c67d8e573d6de5bc30cdb27e9b95e49115cd9baad5ddbd1a6207aaa82a9", size = 160535, upload-time = "2025-10-14T04:41:06.938Z" }, + { url = "https://files.pythonhosted.org/packages/2a/e5/6a4ce77ed243c4a50a1fecca6aaaab419628c818a49434be428fe24c9957/charset_normalizer-3.4.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:780236ac706e66881f3b7f2f32dfe90507a09e67d1d454c762cf642e6e1586e0", size = 154816, upload-time = "2025-10-14T04:41:08.101Z" }, + { url = "https://files.pythonhosted.org/packages/a8/ef/89297262b8092b312d29cdb2517cb1237e51db8ecef2e9af5edbe7b683b1/charset_normalizer-3.4.4-cp312-cp312-win32.whl", hash = "sha256:5833d2c39d8896e4e19b689ffc198f08ea58116bee26dea51e362ecc7cd3ed26", size = 99694, upload-time = "2025-10-14T04:41:09.23Z" }, + { url = "https://files.pythonhosted.org/packages/3d/2d/1e5ed9dd3b3803994c155cd9aacb60c82c331bad84daf75bcb9c91b3295e/charset_normalizer-3.4.4-cp312-cp312-win_amd64.whl", hash = "sha256:a79cfe37875f822425b89a82333404539ae63dbdddf97f84dcbc3d339aae9525", size = 107131, upload-time = "2025-10-14T04:41:10.467Z" }, + { url = "https://files.pythonhosted.org/packages/d0/d9/0ed4c7098a861482a7b6a95603edce4c0d9db2311af23da1fb2b75ec26fc/charset_normalizer-3.4.4-cp312-cp312-win_arm64.whl", hash = "sha256:376bec83a63b8021bb5c8ea75e21c4ccb86e7e45ca4eb81146091b56599b80c3", size = 100390, upload-time = "2025-10-14T04:41:11.915Z" }, + { url = "https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:e1f185f86a6f3403aa2420e815904c67b2f9ebc443f045edd0de921108345794", size = 208091, upload-time = "2025-10-14T04:41:13.346Z" }, + { url = "https://files.pythonhosted.org/packages/7d/62/73a6d7450829655a35bb88a88fca7d736f9882a27eacdca2c6d505b57e2e/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b39f987ae8ccdf0d2642338faf2abb1862340facc796048b604ef14919e55ed", size = 147936, upload-time = "2025-10-14T04:41:14.461Z" }, + { url = "https://files.pythonhosted.org/packages/89/c5/adb8c8b3d6625bef6d88b251bbb0d95f8205831b987631ab0c8bb5d937c2/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3162d5d8ce1bb98dd51af660f2121c55d0fa541b46dff7bb9b9f86ea1d87de72", size = 144180, upload-time = "2025-10-14T04:41:15.588Z" }, + { url = "https://files.pythonhosted.org/packages/91/ed/9706e4070682d1cc219050b6048bfd293ccf67b3d4f5a4f39207453d4b99/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:81d5eb2a312700f4ecaa977a8235b634ce853200e828fbadf3a9c50bab278328", size = 161346, upload-time = "2025-10-14T04:41:16.738Z" }, + { url = "https://files.pythonhosted.org/packages/d5/0d/031f0d95e4972901a2f6f09ef055751805ff541511dc1252ba3ca1f80cf5/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:5bd2293095d766545ec1a8f612559f6b40abc0eb18bb2f5d1171872d34036ede", size = 158874, upload-time = "2025-10-14T04:41:17.923Z" }, + { url = "https://files.pythonhosted.org/packages/f5/83/6ab5883f57c9c801ce5e5677242328aa45592be8a00644310a008d04f922/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a8a8b89589086a25749f471e6a900d3f662d1d3b6e2e59dcecf787b1cc3a1894", size = 153076, upload-time = "2025-10-14T04:41:19.106Z" }, + { url = "https://files.pythonhosted.org/packages/75/1e/5ff781ddf5260e387d6419959ee89ef13878229732732ee73cdae01800f2/charset_normalizer-3.4.4-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:bc7637e2f80d8530ee4a78e878bce464f70087ce73cf7c1caf142416923b98f1", size = 150601, upload-time = "2025-10-14T04:41:20.245Z" }, + { url = "https://files.pythonhosted.org/packages/d7/57/71be810965493d3510a6ca79b90c19e48696fb1ff964da319334b12677f0/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f8bf04158c6b607d747e93949aa60618b61312fe647a6369f88ce2ff16043490", size = 150376, upload-time = "2025-10-14T04:41:21.398Z" }, + { url = "https://files.pythonhosted.org/packages/e5/d5/c3d057a78c181d007014feb7e9f2e65905a6c4ef182c0ddf0de2924edd65/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:554af85e960429cf30784dd47447d5125aaa3b99a6f0683589dbd27e2f45da44", size = 144825, upload-time = "2025-10-14T04:41:22.583Z" }, + { url = "https://files.pythonhosted.org/packages/e6/8c/d0406294828d4976f275ffbe66f00266c4b3136b7506941d87c00cab5272/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:74018750915ee7ad843a774364e13a3db91682f26142baddf775342c3f5b1133", size = 162583, upload-time = "2025-10-14T04:41:23.754Z" }, + { url = "https://files.pythonhosted.org/packages/d7/24/e2aa1f18c8f15c4c0e932d9287b8609dd30ad56dbe41d926bd846e22fb8d/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c0463276121fdee9c49b98908b3a89c39be45d86d1dbaa22957e38f6321d4ce3", size = 150366, upload-time = "2025-10-14T04:41:25.27Z" }, + { url = "https://files.pythonhosted.org/packages/e4/5b/1e6160c7739aad1e2df054300cc618b06bf784a7a164b0f238360721ab86/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:362d61fd13843997c1c446760ef36f240cf81d3ebf74ac62652aebaf7838561e", size = 160300, upload-time = "2025-10-14T04:41:26.725Z" }, + { url = "https://files.pythonhosted.org/packages/7a/10/f882167cd207fbdd743e55534d5d9620e095089d176d55cb22d5322f2afd/charset_normalizer-3.4.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9a26f18905b8dd5d685d6d07b0cdf98a79f3c7a918906af7cc143ea2e164c8bc", size = 154465, upload-time = "2025-10-14T04:41:28.322Z" }, + { url = "https://files.pythonhosted.org/packages/89/66/c7a9e1b7429be72123441bfdbaf2bc13faab3f90b933f664db506dea5915/charset_normalizer-3.4.4-cp313-cp313-win32.whl", hash = "sha256:9b35f4c90079ff2e2edc5b26c0c77925e5d2d255c42c74fdb70fb49b172726ac", size = 99404, upload-time = "2025-10-14T04:41:29.95Z" }, + { url = "https://files.pythonhosted.org/packages/c4/26/b9924fa27db384bdcd97ab83b4f0a8058d96ad9626ead570674d5e737d90/charset_normalizer-3.4.4-cp313-cp313-win_amd64.whl", hash = "sha256:b435cba5f4f750aa6c0a0d92c541fb79f69a387c91e61f1795227e4ed9cece14", size = 107092, upload-time = "2025-10-14T04:41:31.188Z" }, + { url = "https://files.pythonhosted.org/packages/af/8f/3ed4bfa0c0c72a7ca17f0380cd9e4dd842b09f664e780c13cff1dcf2ef1b/charset_normalizer-3.4.4-cp313-cp313-win_arm64.whl", hash = "sha256:542d2cee80be6f80247095cc36c418f7bddd14f4a6de45af91dfad36d817bba2", size = 100408, upload-time = "2025-10-14T04:41:32.624Z" }, + { url = "https://files.pythonhosted.org/packages/2a/35/7051599bd493e62411d6ede36fd5af83a38f37c4767b92884df7301db25d/charset_normalizer-3.4.4-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:da3326d9e65ef63a817ecbcc0df6e94463713b754fe293eaa03da99befb9a5bd", size = 207746, upload-time = "2025-10-14T04:41:33.773Z" }, + { url = "https://files.pythonhosted.org/packages/10/9a/97c8d48ef10d6cd4fcead2415523221624bf58bcf68a802721a6bc807c8f/charset_normalizer-3.4.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8af65f14dc14a79b924524b1e7fffe304517b2bff5a58bf64f30b98bbc5079eb", size = 147889, upload-time = "2025-10-14T04:41:34.897Z" }, + { url = "https://files.pythonhosted.org/packages/10/bf/979224a919a1b606c82bd2c5fa49b5c6d5727aa47b4312bb27b1734f53cd/charset_normalizer-3.4.4-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:74664978bb272435107de04e36db5a9735e78232b85b77d45cfb38f758efd33e", size = 143641, upload-time = "2025-10-14T04:41:36.116Z" }, + { url = "https://files.pythonhosted.org/packages/ba/33/0ad65587441fc730dc7bd90e9716b30b4702dc7b617e6ba4997dc8651495/charset_normalizer-3.4.4-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:752944c7ffbfdd10c074dc58ec2d5a8a4cd9493b314d367c14d24c17684ddd14", size = 160779, upload-time = "2025-10-14T04:41:37.229Z" }, + { url = "https://files.pythonhosted.org/packages/67/ed/331d6b249259ee71ddea93f6f2f0a56cfebd46938bde6fcc6f7b9a3d0e09/charset_normalizer-3.4.4-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d1f13550535ad8cff21b8d757a3257963e951d96e20ec82ab44bc64aeb62a191", size = 159035, upload-time = "2025-10-14T04:41:38.368Z" }, + { url = "https://files.pythonhosted.org/packages/67/ff/f6b948ca32e4f2a4576aa129d8bed61f2e0543bf9f5f2b7fc3758ed005c9/charset_normalizer-3.4.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ecaae4149d99b1c9e7b88bb03e3221956f68fd6d50be2ef061b2381b61d20838", size = 152542, upload-time = "2025-10-14T04:41:39.862Z" }, + { url = "https://files.pythonhosted.org/packages/16/85/276033dcbcc369eb176594de22728541a925b2632f9716428c851b149e83/charset_normalizer-3.4.4-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:cb6254dc36b47a990e59e1068afacdcd02958bdcce30bb50cc1700a8b9d624a6", size = 149524, upload-time = "2025-10-14T04:41:41.319Z" }, + { url = "https://files.pythonhosted.org/packages/9e/f2/6a2a1f722b6aba37050e626530a46a68f74e63683947a8acff92569f979a/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c8ae8a0f02f57a6e61203a31428fa1d677cbe50c93622b4149d5c0f319c1d19e", size = 150395, upload-time = "2025-10-14T04:41:42.539Z" }, + { url = "https://files.pythonhosted.org/packages/60/bb/2186cb2f2bbaea6338cad15ce23a67f9b0672929744381e28b0592676824/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:47cc91b2f4dd2833fddaedd2893006b0106129d4b94fdb6af1f4ce5a9965577c", size = 143680, upload-time = "2025-10-14T04:41:43.661Z" }, + { url = "https://files.pythonhosted.org/packages/7d/a5/bf6f13b772fbb2a90360eb620d52ed8f796f3c5caee8398c3b2eb7b1c60d/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:82004af6c302b5d3ab2cfc4cc5f29db16123b1a8417f2e25f9066f91d4411090", size = 162045, upload-time = "2025-10-14T04:41:44.821Z" }, + { url = "https://files.pythonhosted.org/packages/df/c5/d1be898bf0dc3ef9030c3825e5d3b83f2c528d207d246cbabe245966808d/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:2b7d8f6c26245217bd2ad053761201e9f9680f8ce52f0fcd8d0755aeae5b2152", size = 149687, upload-time = "2025-10-14T04:41:46.442Z" }, + { url = "https://files.pythonhosted.org/packages/a5/42/90c1f7b9341eef50c8a1cb3f098ac43b0508413f33affd762855f67a410e/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:799a7a5e4fb2d5898c60b640fd4981d6a25f1c11790935a44ce38c54e985f828", size = 160014, upload-time = "2025-10-14T04:41:47.631Z" }, + { url = "https://files.pythonhosted.org/packages/76/be/4d3ee471e8145d12795ab655ece37baed0929462a86e72372fd25859047c/charset_normalizer-3.4.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:99ae2cffebb06e6c22bdc25801d7b30f503cc87dbd283479e7b606f70aff57ec", size = 154044, upload-time = "2025-10-14T04:41:48.81Z" }, + { url = "https://files.pythonhosted.org/packages/b0/6f/8f7af07237c34a1defe7defc565a9bc1807762f672c0fde711a4b22bf9c0/charset_normalizer-3.4.4-cp314-cp314-win32.whl", hash = "sha256:f9d332f8c2a2fcbffe1378594431458ddbef721c1769d78e2cbc06280d8155f9", size = 99940, upload-time = "2025-10-14T04:41:49.946Z" }, + { url = "https://files.pythonhosted.org/packages/4b/51/8ade005e5ca5b0d80fb4aff72a3775b325bdc3d27408c8113811a7cbe640/charset_normalizer-3.4.4-cp314-cp314-win_amd64.whl", hash = "sha256:8a6562c3700cce886c5be75ade4a5db4214fda19fede41d9792d100288d8f94c", size = 107104, upload-time = "2025-10-14T04:41:51.051Z" }, + { url = "https://files.pythonhosted.org/packages/da/5f/6b8f83a55bb8278772c5ae54a577f3099025f9ade59d0136ac24a0df4bde/charset_normalizer-3.4.4-cp314-cp314-win_arm64.whl", hash = "sha256:de00632ca48df9daf77a2c65a484531649261ec9f25489917f09e455cb09ddb2", size = 100743, upload-time = "2025-10-14T04:41:52.122Z" }, + { url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "comm" +version = "0.2.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/4c/13/7d740c5849255756bc17888787313b61fd38a0a8304fc4f073dfc46122aa/comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971", size = 6319, upload-time = "2025-07-25T14:02:04.452Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl", hash = "sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417", size = 7294, upload-time = "2025-07-25T14:02:02.896Z" }, +] + [[package]] name = "contourpy" version = "1.3.3" @@ -97,6 +294,58 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" }, ] +[[package]] +name = "debugpy" +version = "1.8.19" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/73/75/9e12d4d42349b817cd545b89247696c67917aab907012ae5b64bbfea3199/debugpy-1.8.19.tar.gz", hash = "sha256:eea7e5987445ab0b5ed258093722d5ecb8bb72217c5c9b1e21f64efe23ddebdb", size = 1644590, upload-time = "2025-12-15T21:53:28.044Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/80/e2/48531a609b5a2aa94c6b6853afdfec8da05630ab9aaa96f1349e772119e9/debugpy-1.8.19-cp311-cp311-macosx_15_0_universal2.whl", hash = "sha256:c5dcfa21de1f735a4f7ced4556339a109aa0f618d366ede9da0a3600f2516d8b", size = 2207620, upload-time = "2025-12-15T21:53:37.1Z" }, + { url = "https://files.pythonhosted.org/packages/1b/d4/97775c01d56071969f57d93928899e5616a4cfbbf4c8cc75390d3a51c4a4/debugpy-1.8.19-cp311-cp311-manylinux_2_34_x86_64.whl", hash = "sha256:806d6800246244004625d5222d7765874ab2d22f3ba5f615416cf1342d61c488", size = 3170796, upload-time = "2025-12-15T21:53:38.513Z" }, + { url = "https://files.pythonhosted.org/packages/8d/7e/8c7681bdb05be9ec972bbb1245eb7c4c7b0679bb6a9e6408d808bc876d3d/debugpy-1.8.19-cp311-cp311-win32.whl", hash = "sha256:783a519e6dfb1f3cd773a9bda592f4887a65040cb0c7bd38dde410f4e53c40d4", size = 5164287, upload-time = "2025-12-15T21:53:40.857Z" }, + { url = "https://files.pythonhosted.org/packages/f2/a8/aaac7ff12ddf5d68a39e13a423a8490426f5f661384f5ad8d9062761bd8e/debugpy-1.8.19-cp311-cp311-win_amd64.whl", hash = "sha256:14035cbdbb1fe4b642babcdcb5935c2da3b1067ac211c5c5a8fdc0bb31adbcaa", size = 5188269, upload-time = "2025-12-15T21:53:42.359Z" }, + { url = "https://files.pythonhosted.org/packages/4a/15/d762e5263d9e25b763b78be72dc084c7a32113a0bac119e2f7acae7700ed/debugpy-1.8.19-cp312-cp312-macosx_15_0_universal2.whl", hash = "sha256:bccb1540a49cde77edc7ce7d9d075c1dbeb2414751bc0048c7a11e1b597a4c2e", size = 2549995, upload-time = "2025-12-15T21:53:43.773Z" }, + { url = "https://files.pythonhosted.org/packages/a7/88/f7d25c68b18873b7c53d7c156ca7a7ffd8e77073aa0eac170a9b679cf786/debugpy-1.8.19-cp312-cp312-manylinux_2_34_x86_64.whl", hash = "sha256:e9c68d9a382ec754dc05ed1d1b4ed5bd824b9f7c1a8cd1083adb84b3c93501de", size = 4309891, upload-time = "2025-12-15T21:53:45.26Z" }, + { url = "https://files.pythonhosted.org/packages/c5/4f/a65e973aba3865794da65f71971dca01ae66666132c7b2647182d5be0c5f/debugpy-1.8.19-cp312-cp312-win32.whl", hash = "sha256:6599cab8a783d1496ae9984c52cb13b7c4a3bd06a8e6c33446832a5d97ce0bee", size = 5286355, upload-time = "2025-12-15T21:53:46.763Z" }, + { url = "https://files.pythonhosted.org/packages/d8/3a/d3d8b48fec96e3d824e404bf428276fb8419dfa766f78f10b08da1cb2986/debugpy-1.8.19-cp312-cp312-win_amd64.whl", hash = "sha256:66e3d2fd8f2035a8f111eb127fa508469dfa40928a89b460b41fd988684dc83d", size = 5328239, upload-time = "2025-12-15T21:53:48.868Z" }, + { url = "https://files.pythonhosted.org/packages/71/3d/388035a31a59c26f1ecc8d86af607d0c42e20ef80074147cd07b180c4349/debugpy-1.8.19-cp313-cp313-macosx_15_0_universal2.whl", hash = "sha256:91e35db2672a0abaf325f4868fcac9c1674a0d9ad9bb8a8c849c03a5ebba3e6d", size = 2538859, upload-time = "2025-12-15T21:53:50.478Z" }, + { url = "https://files.pythonhosted.org/packages/4a/19/c93a0772d0962294f083dbdb113af1a7427bb632d36e5314297068f55db7/debugpy-1.8.19-cp313-cp313-manylinux_2_34_x86_64.whl", hash = "sha256:85016a73ab84dea1c1f1dcd88ec692993bcbe4532d1b49ecb5f3c688ae50c606", size = 4292575, upload-time = "2025-12-15T21:53:51.821Z" }, + { url = "https://files.pythonhosted.org/packages/5c/56/09e48ab796b0a77e3d7dc250f95251832b8bf6838c9632f6100c98bdf426/debugpy-1.8.19-cp313-cp313-win32.whl", hash = "sha256:b605f17e89ba0ecee994391194285fada89cee111cfcd29d6f2ee11cbdc40976", size = 5286209, upload-time = "2025-12-15T21:53:53.602Z" }, + { url = "https://files.pythonhosted.org/packages/fb/4e/931480b9552c7d0feebe40c73725dd7703dcc578ba9efc14fe0e6d31cfd1/debugpy-1.8.19-cp313-cp313-win_amd64.whl", hash = "sha256:c30639998a9f9cd9699b4b621942c0179a6527f083c72351f95c6ab1728d5b73", size = 5328206, upload-time = "2025-12-15T21:53:55.433Z" }, + { url = "https://files.pythonhosted.org/packages/f6/b9/cbec520c3a00508327476c7fce26fbafef98f412707e511eb9d19a2ef467/debugpy-1.8.19-cp314-cp314-macosx_15_0_universal2.whl", hash = "sha256:1e8c4d1bd230067bf1bbcdbd6032e5a57068638eb28b9153d008ecde288152af", size = 2537372, upload-time = "2025-12-15T21:53:57.318Z" }, + { url = "https://files.pythonhosted.org/packages/88/5e/cf4e4dc712a141e10d58405c58c8268554aec3c35c09cdcda7535ff13f76/debugpy-1.8.19-cp314-cp314-manylinux_2_34_x86_64.whl", hash = "sha256:d40c016c1f538dbf1762936e3aeb43a89b965069d9f60f9e39d35d9d25e6b809", size = 4268729, upload-time = "2025-12-15T21:53:58.712Z" }, + { url = "https://files.pythonhosted.org/packages/82/a3/c91a087ab21f1047db328c1d3eb5d1ff0e52de9e74f9f6f6fa14cdd93d58/debugpy-1.8.19-cp314-cp314-win32.whl", hash = "sha256:0601708223fe1cd0e27c6cce67a899d92c7d68e73690211e6788a4b0e1903f5b", size = 5286388, upload-time = "2025-12-15T21:54:00.687Z" }, + { url = "https://files.pythonhosted.org/packages/17/b8/bfdc30b6e94f1eff09f2dc9cc1f9cd1c6cde3d996bcbd36ce2d9a4956e99/debugpy-1.8.19-cp314-cp314-win_amd64.whl", hash = "sha256:8e19a725f5d486f20e53a1dde2ab8bb2c9607c40c00a42ab646def962b41125f", size = 5327741, upload-time = "2025-12-15T21:54:02.148Z" }, + { url = "https://files.pythonhosted.org/packages/25/3e/e27078370414ef35fafad2c06d182110073daaeb5d3bf734b0b1eeefe452/debugpy-1.8.19-py2.py3-none-any.whl", hash = "sha256:360ffd231a780abbc414ba0f005dad409e71c78637efe8f2bd75837132a41d38", size = 5292321, upload-time = "2025-12-15T21:54:16.024Z" }, +] + +[[package]] +name = "decorator" +version = "5.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/43/fa/6d96a0978d19e17b68d634497769987b16c8f4cd0a7a05048bec693caa6b/decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360", size = 56711, upload-time = "2025-02-24T04:41:34.073Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a", size = 9190, upload-time = "2025-02-24T04:41:32.565Z" }, +] + +[[package]] +name = "executing" +version = "2.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/cc/28/c14e053b6762b1044f34a13aab6859bbf40456d37d23aa286ac24cfd9a5d/executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4", size = 1129488, upload-time = "2025-09-01T09:48:10.866Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z" }, +] + +[[package]] +name = "fastjsonschema" +version = "2.21.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/20/b5/23b216d9d985a956623b6bd12d4086b60f0059b27799f23016af04a74ea1/fastjsonschema-2.21.2.tar.gz", hash = "sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de", size = 374130, upload-time = "2025-08-14T18:49:36.666Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463", size = 24024, upload-time = "2025-08-14T18:49:34.776Z" }, +] + [[package]] name = "fonttools" version = "4.59.2" @@ -146,6 +395,141 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/65/a4/d2f7be3c86708912c02571db0b550121caab8cd88a3c0aacb9cfa15ea66e/fonttools-4.59.2-py3-none-any.whl", hash = "sha256:8bd0f759020e87bb5d323e6283914d9bf4ae35a7307dafb2cbd1e379e720ad37", size = 1132315, upload-time = "2025-08-27T16:40:28.984Z" }, ] +[[package]] +name = "idna" +version = "3.11" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" }, +] + +[[package]] +name = "ipykernel" +version = "7.1.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "appnope", marker = "sys_platform == 'darwin'" }, + { name = "comm" }, + { name = "debugpy" }, + { name = "ipython" }, + { name = "jupyter-client" }, + { name = "jupyter-core" }, + { name = "matplotlib-inline" }, + { name = "nest-asyncio" }, + { name = "packaging" }, + { name = "psutil" }, + { name = "pyzmq" }, + { name = "tornado" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b9/a4/4948be6eb88628505b83a1f2f40d90254cab66abf2043b3c40fa07dfce0f/ipykernel-7.1.0.tar.gz", hash = "sha256:58a3fc88533d5930c3546dc7eac66c6d288acde4f801e2001e65edc5dc9cf0db", size = 174579, upload-time = "2025-10-27T09:46:39.471Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a3/17/20c2552266728ceba271967b87919664ecc0e33efca29c3efc6baf88c5f9/ipykernel-7.1.0-py3-none-any.whl", hash = "sha256:763b5ec6c5b7776f6a8d7ce09b267693b4e5ce75cb50ae696aaefb3c85e1ea4c", size = 117968, upload-time = "2025-10-27T09:46:37.805Z" }, +] + +[[package]] +name = "ipython" +version = "9.9.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "decorator" }, + { name = "ipython-pygments-lexers" }, + { name = "jedi" }, + { name = "matplotlib-inline" }, + { name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, + { name = "prompt-toolkit" }, + { name = "pygments" }, + { name = "stack-data" }, + { name = "traitlets" }, + { name = "typing-extensions", marker = "python_full_version < '3.12'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/46/dd/fb08d22ec0c27e73c8bc8f71810709870d51cadaf27b7ddd3f011236c100/ipython-9.9.0.tar.gz", hash = "sha256:48fbed1b2de5e2c7177eefa144aba7fcb82dac514f09b57e2ac9da34ddb54220", size = 4425043, upload-time = "2026-01-05T12:36:46.233Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/86/92/162cfaee4ccf370465c5af1ce36a9eacec1becb552f2033bb3584e6f640a/ipython-9.9.0-py3-none-any.whl", hash = "sha256:b457fe9165df2b84e8ec909a97abcf2ed88f565970efba16b1f7229c283d252b", size = 621431, upload-time = "2026-01-05T12:36:44.669Z" }, +] + +[[package]] +name = "ipython-pygments-lexers" +version = "1.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ef/4c/5dd1d8af08107f88c7f741ead7a40854b8ac24ddf9ae850afbcf698aa552/ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81", size = 8393, upload-time = "2025-01-17T11:24:34.505Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c", size = 8074, upload-time = "2025-01-17T11:24:33.271Z" }, +] + +[[package]] +name = "jedi" +version = "0.19.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "parso" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/72/3a/79a912fbd4d8dd6fbb02bf69afd3bb72cf0c729bb3063c6f4498603db17a/jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0", size = 1231287, upload-time = "2024-11-11T01:41:42.873Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9", size = 1572278, upload-time = "2024-11-11T01:41:40.175Z" }, +] + +[[package]] +name = "jsonschema" +version = "4.26.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "attrs" }, + { name = "jsonschema-specifications" }, + { name = "referencing" }, + { name = "rpds-py" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b3/fc/e067678238fa451312d4c62bf6e6cf5ec56375422aee02f9cb5f909b3047/jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326", size = 366583, upload-time = "2026-01-07T13:41:07.246Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/69/90/f63fb5873511e014207a475e2bb4e8b2e570d655b00ac19a9a0ca0a385ee/jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce", size = 90630, upload-time = "2026-01-07T13:41:05.306Z" }, +] + +[[package]] +name = "jsonschema-specifications" +version = "2025.9.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "referencing" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/19/74/a633ee74eb36c44aa6d1095e7cc5569bebf04342ee146178e2d36600708b/jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d", size = 32855, upload-time = "2025-09-08T01:34:59.186Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" }, +] + +[[package]] +name = "jupyter-client" +version = "8.8.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "jupyter-core" }, + { name = "python-dateutil" }, + { name = "pyzmq" }, + { name = "tornado" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/05/e4/ba649102a3bc3fbca54e7239fb924fd434c766f855693d86de0b1f2bec81/jupyter_client-8.8.0.tar.gz", hash = "sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e", size = 348020, upload-time = "2026-01-08T13:55:47.938Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2d/0b/ceb7694d864abc0a047649aec263878acb9f792e1fec3e676f22dc9015e3/jupyter_client-8.8.0-py3-none-any.whl", hash = "sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a", size = 107371, upload-time = "2026-01-08T13:55:45.562Z" }, +] + +[[package]] +name = "jupyter-core" +version = "5.9.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "platformdirs" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/02/49/9d1284d0dc65e2c757b74c6687b6d319b02f822ad039e5c512df9194d9dd/jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508", size = 89814, upload-time = "2025-10-16T19:19:18.444Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/e7/80988e32bf6f73919a113473a604f5a8f09094de312b9d52b79c2df7612b/jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407", size = 29032, upload-time = "2025-10-16T19:19:16.783Z" }, +] + [[package]] name = "kiwisolver" version = "1.4.9" @@ -300,6 +684,42 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/16/53/8d8fa0ea32a8c8239e04d022f6c059ee5e1b77517769feccd50f1df43d6d/matplotlib-3.10.6-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d6ca6ef03dfd269f4ead566ec6f3fb9becf8dab146fb999022ed85ee9f6b3eb", size = 8693933, upload-time = "2025-08-30T00:14:22.942Z" }, ] +[[package]] +name = "matplotlib-inline" +version = "0.2.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c7/74/97e72a36efd4ae2bccb3463284300f8953f199b5ffbc04cbbb0ec78f74b1/matplotlib_inline-0.2.1.tar.gz", hash = "sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe", size = 8110, upload-time = "2025-10-23T09:00:22.126Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/af/33/ee4519fa02ed11a94aef9559552f3b17bb863f2ecfe1a35dc7f548cde231/matplotlib_inline-0.2.1-py3-none-any.whl", hash = "sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76", size = 9516, upload-time = "2025-10-23T09:00:20.675Z" }, +] + +[[package]] +name = "nbformat" +version = "5.10.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "fastjsonschema" }, + { name = "jsonschema" }, + { name = "jupyter-core" }, + { name = "traitlets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/6d/fd/91545e604bc3dad7dca9ed03284086039b294c6b3d75c0d2fa45f9e9caf3/nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a", size = 142749, upload-time = "2024-04-04T11:20:37.371Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b", size = 78454, upload-time = "2024-04-04T11:20:34.895Z" }, +] + +[[package]] +name = "nest-asyncio" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/83/f8/51569ac65d696c8ecbee95938f89d4abf00f47d58d48f6fbabfe8f0baefe/nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe", size = 7418, upload-time = "2024-01-21T14:25:19.227Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c", size = 5195, upload-time = "2024-01-21T14:25:17.223Z" }, +] + [[package]] name = "numpy" version = "2.3.3" @@ -431,6 +851,27 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/cd/d7/612123674d7b17cf345aad0a10289b2a384bff404e0463a83c4a3a59d205/pandas-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d2c3554bd31b731cd6490d94a28f3abb8dd770634a9e06eb6d2911b9827db370", size = 13186141, upload-time = "2025-08-21T10:28:05.377Z" }, ] +[[package]] +name = "parso" +version = "0.8.5" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d4/de/53e0bcf53d13e005bd8c92e7855142494f41171b34c2536b86187474184d/parso-0.8.5.tar.gz", hash = "sha256:034d7354a9a018bdce352f48b2a8a450f05e9d6ee85db84764e9b6bd96dafe5a", size = 401205, upload-time = "2025-08-23T15:15:28.028Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl", hash = "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887", size = 106668, upload-time = "2025-08-23T15:15:25.663Z" }, +] + +[[package]] +name = "pexpect" +version = "4.9.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "ptyprocess" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/42/92/cc564bf6381ff43ce1f4d06852fc19a2f11d180f23dc32d9588bee2f149d/pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f", size = 166450, upload-time = "2023-11-25T09:07:26.339Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523", size = 63772, upload-time = "2023-11-25T06:56:14.81Z" }, +] + [[package]] name = "pillow" version = "11.3.0" @@ -515,6 +956,91 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/34/e7/ae39f538fd6844e982063c3a5e4598b8ced43b9633baa3a85ef33af8c05c/pillow-11.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8", size = 6984598, upload-time = "2025-07-01T09:16:27.732Z" }, ] +[[package]] +name = "platformdirs" +version = "4.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/cf/86/0248f086a84f01b37aaec0fa567b397df1a119f73c16f6c7a9aac73ea309/platformdirs-4.5.1.tar.gz", hash = "sha256:61d5cdcc6065745cdd94f0f878977f8de9437be93de97c1c12f853c9c0cdcbda", size = 21715, upload-time = "2025-12-05T13:52:58.638Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/28/3bfe2fa5a7b9c46fe7e13c97bda14c895fb10fa2ebf1d0abb90e0cea7ee1/platformdirs-4.5.1-py3-none-any.whl", hash = "sha256:d03afa3963c806a9bed9d5125c8f4cb2fdaf74a55ab60e5d59b3fde758104d31", size = 18731, upload-time = "2025-12-05T13:52:56.823Z" }, +] + +[[package]] +name = "prompt-toolkit" +version = "3.0.52" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "wcwidth" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a1/96/06e01a7b38dce6fe1db213e061a4602dd6032a8a97ef6c1a862537732421/prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855", size = 434198, upload-time = "2025-08-27T15:24:02.057Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl", hash = "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955", size = 391431, upload-time = "2025-08-27T15:23:59.498Z" }, +] + +[[package]] +name = "psutil" +version = "7.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/73/cb/09e5184fb5fc0358d110fc3ca7f6b1d033800734d34cac10f4136cfac10e/psutil-7.2.1.tar.gz", hash = "sha256:f7583aec590485b43ca601dd9cea0dcd65bd7bb21d30ef4ddbf4ea6b5ed1bdd3", size = 490253, upload-time = "2025-12-29T08:26:00.169Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/77/8e/f0c242053a368c2aa89584ecd1b054a18683f13d6e5a318fc9ec36582c94/psutil-7.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ba9f33bb525b14c3ea563b2fd521a84d2fa214ec59e3e6a2858f78d0844dd60d", size = 129624, upload-time = "2025-12-29T08:26:04.255Z" }, + { url = "https://files.pythonhosted.org/packages/26/97/a58a4968f8990617decee234258a2b4fc7cd9e35668387646c1963e69f26/psutil-7.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:81442dac7abfc2f4f4385ea9e12ddf5a796721c0f6133260687fec5c3780fa49", size = 130132, upload-time = "2025-12-29T08:26:06.228Z" }, + { url = "https://files.pythonhosted.org/packages/db/6d/ed44901e830739af5f72a85fa7ec5ff1edea7f81bfbf4875e409007149bd/psutil-7.2.1-cp313-cp313t-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ea46c0d060491051d39f0d2cff4f98d5c72b288289f57a21556cc7d504db37fc", size = 180612, upload-time = "2025-12-29T08:26:08.276Z" }, + { url = "https://files.pythonhosted.org/packages/c7/65/b628f8459bca4efbfae50d4bf3feaab803de9a160b9d5f3bd9295a33f0c2/psutil-7.2.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:35630d5af80d5d0d49cfc4d64c1c13838baf6717a13effb35869a5919b854cdf", size = 183201, upload-time = "2025-12-29T08:26:10.622Z" }, + { url = "https://files.pythonhosted.org/packages/fb/23/851cadc9764edcc18f0effe7d0bf69f727d4cf2442deb4a9f78d4e4f30f2/psutil-7.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:923f8653416604e356073e6e0bccbe7c09990acef442def2f5640dd0faa9689f", size = 139081, upload-time = "2025-12-29T08:26:12.483Z" }, + { url = "https://files.pythonhosted.org/packages/59/82/d63e8494ec5758029f31c6cb06d7d161175d8281e91d011a4a441c8a43b5/psutil-7.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:cfbe6b40ca48019a51827f20d830887b3107a74a79b01ceb8cc8de4ccb17b672", size = 134767, upload-time = "2025-12-29T08:26:14.528Z" }, + { url = "https://files.pythonhosted.org/packages/05/c2/5fb764bd61e40e1fe756a44bd4c21827228394c17414ade348e28f83cd79/psutil-7.2.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:494c513ccc53225ae23eec7fe6e1482f1b8a44674241b54561f755a898650679", size = 129716, upload-time = "2025-12-29T08:26:16.017Z" }, + { url = "https://files.pythonhosted.org/packages/c9/d2/935039c20e06f615d9ca6ca0ab756cf8408a19d298ffaa08666bc18dc805/psutil-7.2.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3fce5f92c22b00cdefd1645aa58ab4877a01679e901555067b1bd77039aa589f", size = 130133, upload-time = "2025-12-29T08:26:18.009Z" }, + { url = "https://files.pythonhosted.org/packages/77/69/19f1eb0e01d24c2b3eacbc2f78d3b5add8a89bf0bb69465bc8d563cc33de/psutil-7.2.1-cp314-cp314t-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93f3f7b0bb07711b49626e7940d6fe52aa9940ad86e8f7e74842e73189712129", size = 181518, upload-time = "2025-12-29T08:26:20.241Z" }, + { url = "https://files.pythonhosted.org/packages/e1/6d/7e18b1b4fa13ad370787626c95887b027656ad4829c156bb6569d02f3262/psutil-7.2.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d34d2ca888208eea2b5c68186841336a7f5e0b990edec929be909353a202768a", size = 184348, upload-time = "2025-12-29T08:26:22.215Z" }, + { url = "https://files.pythonhosted.org/packages/98/60/1672114392dd879586d60dd97896325df47d9a130ac7401318005aab28ec/psutil-7.2.1-cp314-cp314t-win_amd64.whl", hash = "sha256:2ceae842a78d1603753561132d5ad1b2f8a7979cb0c283f5b52fb4e6e14b1a79", size = 140400, upload-time = "2025-12-29T08:26:23.993Z" }, + { url = "https://files.pythonhosted.org/packages/fb/7b/d0e9d4513c46e46897b46bcfc410d51fc65735837ea57a25170f298326e6/psutil-7.2.1-cp314-cp314t-win_arm64.whl", hash = "sha256:08a2f175e48a898c8eb8eace45ce01777f4785bc744c90aa2cc7f2fa5462a266", size = 135430, upload-time = "2025-12-29T08:26:25.999Z" }, + { url = "https://files.pythonhosted.org/packages/c5/cf/5180eb8c8bdf6a503c6919f1da28328bd1e6b3b1b5b9d5b01ae64f019616/psutil-7.2.1-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:b2e953fcfaedcfbc952b44744f22d16575d3aa78eb4f51ae74165b4e96e55f42", size = 128137, upload-time = "2025-12-29T08:26:27.759Z" }, + { url = "https://files.pythonhosted.org/packages/c5/2c/78e4a789306a92ade5000da4f5de3255202c534acdadc3aac7b5458fadef/psutil-7.2.1-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:05cc68dbb8c174828624062e73078e7e35406f4ca2d0866c272c2410d8ef06d1", size = 128947, upload-time = "2025-12-29T08:26:29.548Z" }, + { url = "https://files.pythonhosted.org/packages/29/f8/40e01c350ad9a2b3cb4e6adbcc8a83b17ee50dd5792102b6142385937db5/psutil-7.2.1-cp36-abi3-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e38404ca2bb30ed7267a46c02f06ff842e92da3bb8c5bfdadbd35a5722314d8", size = 154694, upload-time = "2025-12-29T08:26:32.147Z" }, + { url = "https://files.pythonhosted.org/packages/06/e4/b751cdf839c011a9714a783f120e6a86b7494eb70044d7d81a25a5cd295f/psutil-7.2.1-cp36-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ab2b98c9fc19f13f59628d94df5cc4cc4844bc572467d113a8b517d634e362c6", size = 156136, upload-time = "2025-12-29T08:26:34.079Z" }, + { url = "https://files.pythonhosted.org/packages/44/ad/bbf6595a8134ee1e94a4487af3f132cef7fce43aef4a93b49912a48c3af7/psutil-7.2.1-cp36-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:f78baafb38436d5a128f837fab2d92c276dfb48af01a240b861ae02b2413ada8", size = 148108, upload-time = "2025-12-29T08:26:36.225Z" }, + { url = "https://files.pythonhosted.org/packages/1c/15/dd6fd869753ce82ff64dcbc18356093471a5a5adf4f77ed1f805d473d859/psutil-7.2.1-cp36-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:99a4cd17a5fdd1f3d014396502daa70b5ec21bf4ffe38393e152f8e449757d67", size = 147402, upload-time = "2025-12-29T08:26:39.21Z" }, + { url = "https://files.pythonhosted.org/packages/34/68/d9317542e3f2b180c4306e3f45d3c922d7e86d8ce39f941bb9e2e9d8599e/psutil-7.2.1-cp37-abi3-win_amd64.whl", hash = "sha256:b1b0671619343aa71c20ff9767eced0483e4fc9e1f489d50923738caf6a03c17", size = 136938, upload-time = "2025-12-29T08:26:41.036Z" }, + { url = "https://files.pythonhosted.org/packages/3e/73/2ce007f4198c80fcf2cb24c169884f833fe93fbc03d55d302627b094ee91/psutil-7.2.1-cp37-abi3-win_arm64.whl", hash = "sha256:0d67c1822c355aa6f7314d92018fb4268a76668a536f133599b91edd48759442", size = 133836, upload-time = "2025-12-29T08:26:43.086Z" }, +] + +[[package]] +name = "ptyprocess" +version = "0.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/20/e5/16ff212c1e452235a90aeb09066144d0c5a6a8c0834397e03f5224495c4e/ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220", size = 70762, upload-time = "2020-12-28T15:15:30.155Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35", size = 13993, upload-time = "2020-12-28T15:15:28.35Z" }, +] + +[[package]] +name = "pure-eval" +version = "0.2.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/cd/05/0a34433a064256a578f1783a10da6df098ceaa4a57bbeaa96a6c0352786b/pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42", size = 19752, upload-time = "2024-07-21T12:58:21.801Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0", size = 11842, upload-time = "2024-07-21T12:58:20.04Z" }, +] + +[[package]] +name = "pycparser" +version = "2.23" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/fe/cf/d2d3b9f5699fb1e4615c8e32ff220203e43b248e1dfcc6736ad9057731ca/pycparser-2.23.tar.gz", hash = "sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2", size = 173734, upload-time = "2025-09-09T13:23:47.91Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl", hash = "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934", size = 118140, upload-time = "2025-09-09T13:23:46.651Z" }, +] + +[[package]] +name = "pygments" +version = "2.19.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" }, +] + [[package]] name = "pyparsing" version = "3.2.3" @@ -545,6 +1071,272 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00", size = 509225, upload-time = "2025-03-25T02:24:58.468Z" }, ] +[[package]] +name = "pyzmq" +version = "27.1.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cffi", marker = "implementation_name == 'pypy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/04/0b/3c9baedbdf613ecaa7aa07027780b8867f57b6293b6ee50de316c9f3222b/pyzmq-27.1.0.tar.gz", hash = "sha256:ac0765e3d44455adb6ddbf4417dcce460fc40a05978c08efdf2948072f6db540", size = 281750, upload-time = "2025-09-08T23:10:18.157Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/06/5d/305323ba86b284e6fcb0d842d6adaa2999035f70f8c38a9b6d21ad28c3d4/pyzmq-27.1.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:226b091818d461a3bef763805e75685e478ac17e9008f49fce2d3e52b3d58b86", size = 1333328, upload-time = "2025-09-08T23:07:45.946Z" }, + { url = "https://files.pythonhosted.org/packages/bd/a0/fc7e78a23748ad5443ac3275943457e8452da67fda347e05260261108cbc/pyzmq-27.1.0-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:0790a0161c281ca9723f804871b4027f2e8b5a528d357c8952d08cd1a9c15581", size = 908803, upload-time = "2025-09-08T23:07:47.551Z" }, + { url = "https://files.pythonhosted.org/packages/7e/22/37d15eb05f3bdfa4abea6f6d96eb3bb58585fbd3e4e0ded4e743bc650c97/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c895a6f35476b0c3a54e3eb6ccf41bf3018de937016e6e18748317f25d4e925f", size = 668836, upload-time = "2025-09-08T23:07:49.436Z" }, + { url = "https://files.pythonhosted.org/packages/b1/c4/2a6fe5111a01005fc7af3878259ce17684fabb8852815eda6225620f3c59/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5bbf8d3630bf96550b3be8e1fc0fea5cbdc8d5466c1192887bd94869da17a63e", size = 857038, upload-time = "2025-09-08T23:07:51.234Z" }, + { url = "https://files.pythonhosted.org/packages/cb/eb/bfdcb41d0db9cd233d6fb22dc131583774135505ada800ebf14dfb0a7c40/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:15c8bd0fe0dabf808e2d7a681398c4e5ded70a551ab47482067a572c054c8e2e", size = 1657531, upload-time = "2025-09-08T23:07:52.795Z" }, + { url = "https://files.pythonhosted.org/packages/ab/21/e3180ca269ed4a0de5c34417dfe71a8ae80421198be83ee619a8a485b0c7/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:bafcb3dd171b4ae9f19ee6380dfc71ce0390fefaf26b504c0e5f628d7c8c54f2", size = 2034786, upload-time = "2025-09-08T23:07:55.047Z" }, + { url = "https://files.pythonhosted.org/packages/3b/b1/5e21d0b517434b7f33588ff76c177c5a167858cc38ef740608898cd329f2/pyzmq-27.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e829529fcaa09937189178115c49c504e69289abd39967cd8a4c215761373394", size = 1894220, upload-time = "2025-09-08T23:07:57.172Z" }, + { url = "https://files.pythonhosted.org/packages/03/f2/44913a6ff6941905efc24a1acf3d3cb6146b636c546c7406c38c49c403d4/pyzmq-27.1.0-cp311-cp311-win32.whl", hash = "sha256:6df079c47d5902af6db298ec92151db82ecb557af663098b92f2508c398bb54f", size = 567155, upload-time = "2025-09-08T23:07:59.05Z" }, + { url = "https://files.pythonhosted.org/packages/23/6d/d8d92a0eb270a925c9b4dd039c0b4dc10abc2fcbc48331788824ef113935/pyzmq-27.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:190cbf120fbc0fc4957b56866830def56628934a9d112aec0e2507aa6a032b97", size = 633428, upload-time = "2025-09-08T23:08:00.663Z" }, + { url = "https://files.pythonhosted.org/packages/ae/14/01afebc96c5abbbd713ecfc7469cfb1bc801c819a74ed5c9fad9a48801cb/pyzmq-27.1.0-cp311-cp311-win_arm64.whl", hash = "sha256:eca6b47df11a132d1745eb3b5b5e557a7dae2c303277aa0e69c6ba91b8736e07", size = 559497, upload-time = "2025-09-08T23:08:02.15Z" }, + { url = "https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl", hash = "sha256:452631b640340c928fa343801b0d07eb0c3789a5ffa843f6e1a9cee0ba4eb4fc", size = 1306279, upload-time = "2025-09-08T23:08:03.807Z" }, + { url = "https://files.pythonhosted.org/packages/e8/5e/c3c49fdd0f535ef45eefcc16934648e9e59dace4a37ee88fc53f6cd8e641/pyzmq-27.1.0-cp312-abi3-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:1c179799b118e554b66da67d88ed66cd37a169f1f23b5d9f0a231b4e8d44a113", size = 895645, upload-time = "2025-09-08T23:08:05.301Z" }, + { url = "https://files.pythonhosted.org/packages/f8/e5/b0b2504cb4e903a74dcf1ebae157f9e20ebb6ea76095f6cfffea28c42ecd/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3837439b7f99e60312f0c926a6ad437b067356dc2bc2ec96eb395fd0fe804233", size = 652574, upload-time = "2025-09-08T23:08:06.828Z" }, + { url = "https://files.pythonhosted.org/packages/f8/9b/c108cdb55560eaf253f0cbdb61b29971e9fb34d9c3499b0e96e4e60ed8a5/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43ad9a73e3da1fab5b0e7e13402f0b2fb934ae1c876c51d0afff0e7c052eca31", size = 840995, upload-time = "2025-09-08T23:08:08.396Z" }, + { url = "https://files.pythonhosted.org/packages/c2/bb/b79798ca177b9eb0825b4c9998c6af8cd2a7f15a6a1a4272c1d1a21d382f/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:0de3028d69d4cdc475bfe47a6128eb38d8bc0e8f4d69646adfbcd840facbac28", size = 1642070, upload-time = "2025-09-08T23:08:09.989Z" }, + { url = "https://files.pythonhosted.org/packages/9c/80/2df2e7977c4ede24c79ae39dcef3899bfc5f34d1ca7a5b24f182c9b7a9ca/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_i686.whl", hash = "sha256:cf44a7763aea9298c0aa7dbf859f87ed7012de8bda0f3977b6fb1d96745df856", size = 2021121, upload-time = "2025-09-08T23:08:11.907Z" }, + { url = "https://files.pythonhosted.org/packages/46/bd/2d45ad24f5f5ae7e8d01525eb76786fa7557136555cac7d929880519e33a/pyzmq-27.1.0-cp312-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:f30f395a9e6fbca195400ce833c731e7b64c3919aa481af4d88c3759e0cb7496", size = 1878550, upload-time = "2025-09-08T23:08:13.513Z" }, + { url = "https://files.pythonhosted.org/packages/e6/2f/104c0a3c778d7c2ab8190e9db4f62f0b6957b53c9d87db77c284b69f33ea/pyzmq-27.1.0-cp312-abi3-win32.whl", hash = "sha256:250e5436a4ba13885494412b3da5d518cd0d3a278a1ae640e113c073a5f88edd", size = 559184, upload-time = "2025-09-08T23:08:15.163Z" }, + { url = "https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl", hash = "sha256:9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf", size = 619480, upload-time = "2025-09-08T23:08:17.192Z" }, + { url = "https://files.pythonhosted.org/packages/78/c2/c012beae5f76b72f007a9e91ee9401cb88c51d0f83c6257a03e785c81cc2/pyzmq-27.1.0-cp312-abi3-win_arm64.whl", hash = "sha256:75a2f36223f0d535a0c919e23615fc85a1e23b71f40c7eb43d7b1dedb4d8f15f", size = 552993, upload-time = "2025-09-08T23:08:18.926Z" }, + { url = "https://files.pythonhosted.org/packages/60/cb/84a13459c51da6cec1b7b1dc1a47e6db6da50b77ad7fd9c145842750a011/pyzmq-27.1.0-cp313-cp313-android_24_arm64_v8a.whl", hash = "sha256:93ad4b0855a664229559e45c8d23797ceac03183c7b6f5b4428152a6b06684a5", size = 1122436, upload-time = "2025-09-08T23:08:20.801Z" }, + { url = "https://files.pythonhosted.org/packages/dc/b6/94414759a69a26c3dd674570a81813c46a078767d931a6c70ad29fc585cb/pyzmq-27.1.0-cp313-cp313-android_24_x86_64.whl", hash = "sha256:fbb4f2400bfda24f12f009cba62ad5734148569ff4949b1b6ec3b519444342e6", size = 1156301, upload-time = "2025-09-08T23:08:22.47Z" }, + { url = "https://files.pythonhosted.org/packages/a5/ad/15906493fd40c316377fd8a8f6b1f93104f97a752667763c9b9c1b71d42d/pyzmq-27.1.0-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:e343d067f7b151cfe4eb3bb796a7752c9d369eed007b91231e817071d2c2fec7", size = 1341197, upload-time = "2025-09-08T23:08:24.286Z" }, + { url = "https://files.pythonhosted.org/packages/14/1d/d343f3ce13db53a54cb8946594e567410b2125394dafcc0268d8dda027e0/pyzmq-27.1.0-cp313-cp313t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:08363b2011dec81c354d694bdecaef4770e0ae96b9afea70b3f47b973655cc05", size = 897275, upload-time = "2025-09-08T23:08:26.063Z" }, + { url = "https://files.pythonhosted.org/packages/69/2d/d83dd6d7ca929a2fc67d2c3005415cdf322af7751d773524809f9e585129/pyzmq-27.1.0-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d54530c8c8b5b8ddb3318f481297441af102517602b569146185fa10b63f4fa9", size = 660469, upload-time = "2025-09-08T23:08:27.623Z" }, + { url = "https://files.pythonhosted.org/packages/3e/cd/9822a7af117f4bc0f1952dbe9ef8358eb50a24928efd5edf54210b850259/pyzmq-27.1.0-cp313-cp313t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6f3afa12c392f0a44a2414056d730eebc33ec0926aae92b5ad5cf26ebb6cc128", size = 847961, upload-time = "2025-09-08T23:08:29.672Z" }, + { url = "https://files.pythonhosted.org/packages/9a/12/f003e824a19ed73be15542f172fd0ec4ad0b60cf37436652c93b9df7c585/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c65047adafe573ff023b3187bb93faa583151627bc9c51fc4fb2c561ed689d39", size = 1650282, upload-time = "2025-09-08T23:08:31.349Z" }, + { url = "https://files.pythonhosted.org/packages/d5/4a/e82d788ed58e9a23995cee70dbc20c9aded3d13a92d30d57ec2291f1e8a3/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:90e6e9441c946a8b0a667356f7078d96411391a3b8f80980315455574177ec97", size = 2024468, upload-time = "2025-09-08T23:08:33.543Z" }, + { url = "https://files.pythonhosted.org/packages/d9/94/2da0a60841f757481e402b34bf4c8bf57fa54a5466b965de791b1e6f747d/pyzmq-27.1.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:add071b2d25f84e8189aaf0882d39a285b42fa3853016ebab234a5e78c7a43db", size = 1885394, upload-time = "2025-09-08T23:08:35.51Z" }, + { url = "https://files.pythonhosted.org/packages/4f/6f/55c10e2e49ad52d080dc24e37adb215e5b0d64990b57598abc2e3f01725b/pyzmq-27.1.0-cp313-cp313t-win32.whl", hash = "sha256:7ccc0700cfdf7bd487bea8d850ec38f204478681ea02a582a8da8171b7f90a1c", size = 574964, upload-time = "2025-09-08T23:08:37.178Z" }, + { url = "https://files.pythonhosted.org/packages/87/4d/2534970ba63dd7c522d8ca80fb92777f362c0f321900667c615e2067cb29/pyzmq-27.1.0-cp313-cp313t-win_amd64.whl", hash = "sha256:8085a9fba668216b9b4323be338ee5437a235fe275b9d1610e422ccc279733e2", size = 641029, upload-time = "2025-09-08T23:08:40.595Z" }, + { url = "https://files.pythonhosted.org/packages/f6/fa/f8aea7a28b0641f31d40dea42d7ef003fded31e184ef47db696bc74cd610/pyzmq-27.1.0-cp313-cp313t-win_arm64.whl", hash = "sha256:6bb54ca21bcfe361e445256c15eedf083f153811c37be87e0514934d6913061e", size = 561541, upload-time = "2025-09-08T23:08:42.668Z" }, + { url = "https://files.pythonhosted.org/packages/87/45/19efbb3000956e82d0331bafca5d9ac19ea2857722fa2caacefb6042f39d/pyzmq-27.1.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:ce980af330231615756acd5154f29813d553ea555485ae712c491cd483df6b7a", size = 1341197, upload-time = "2025-09-08T23:08:44.973Z" }, + { url = "https://files.pythonhosted.org/packages/48/43/d72ccdbf0d73d1343936296665826350cb1e825f92f2db9db3e61c2162a2/pyzmq-27.1.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:1779be8c549e54a1c38f805e56d2a2e5c009d26de10921d7d51cfd1c8d4632ea", size = 897175, upload-time = "2025-09-08T23:08:46.601Z" }, + { url = "https://files.pythonhosted.org/packages/2f/2e/a483f73a10b65a9ef0161e817321d39a770b2acf8bcf3004a28d90d14a94/pyzmq-27.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7200bb0f03345515df50d99d3db206a0a6bee1955fbb8c453c76f5bf0e08fb96", size = 660427, upload-time = "2025-09-08T23:08:48.187Z" }, + { url = "https://files.pythonhosted.org/packages/f5/d2/5f36552c2d3e5685abe60dfa56f91169f7a2d99bbaf67c5271022ab40863/pyzmq-27.1.0-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:01c0e07d558b06a60773744ea6251f769cd79a41a97d11b8bf4ab8f034b0424d", size = 847929, upload-time = "2025-09-08T23:08:49.76Z" }, + { url = "https://files.pythonhosted.org/packages/c4/2a/404b331f2b7bf3198e9945f75c4c521f0c6a3a23b51f7a4a401b94a13833/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:80d834abee71f65253c91540445d37c4c561e293ba6e741b992f20a105d69146", size = 1650193, upload-time = "2025-09-08T23:08:51.7Z" }, + { url = "https://files.pythonhosted.org/packages/1c/0b/f4107e33f62a5acf60e3ded67ed33d79b4ce18de432625ce2fc5093d6388/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:544b4e3b7198dde4a62b8ff6685e9802a9a1ebf47e77478a5eb88eca2a82f2fd", size = 2024388, upload-time = "2025-09-08T23:08:53.393Z" }, + { url = "https://files.pythonhosted.org/packages/0d/01/add31fe76512642fd6e40e3a3bd21f4b47e242c8ba33efb6809e37076d9b/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:cedc4c68178e59a4046f97eca31b148ddcf51e88677de1ef4e78cf06c5376c9a", size = 1885316, upload-time = "2025-09-08T23:08:55.702Z" }, + { url = "https://files.pythonhosted.org/packages/c4/59/a5f38970f9bf07cee96128de79590bb354917914a9be11272cfc7ff26af0/pyzmq-27.1.0-cp314-cp314t-win32.whl", hash = "sha256:1f0b2a577fd770aa6f053211a55d1c47901f4d537389a034c690291485e5fe92", size = 587472, upload-time = "2025-09-08T23:08:58.18Z" }, + { url = "https://files.pythonhosted.org/packages/70/d8/78b1bad170f93fcf5e3536e70e8fadac55030002275c9a29e8f5719185de/pyzmq-27.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:19c9468ae0437f8074af379e986c5d3d7d7bfe033506af442e8c879732bedbe0", size = 661401, upload-time = "2025-09-08T23:08:59.802Z" }, + { url = "https://files.pythonhosted.org/packages/81/d6/4bfbb40c9a0b42fc53c7cf442f6385db70b40f74a783130c5d0a5aa62228/pyzmq-27.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:dc5dbf68a7857b59473f7df42650c621d7e8923fb03fa74a526890f4d33cc4d7", size = 575170, upload-time = "2025-09-08T23:09:01.418Z" }, + { url = "https://files.pythonhosted.org/packages/4c/c6/c4dcdecdbaa70969ee1fdced6d7b8f60cfabe64d25361f27ac4665a70620/pyzmq-27.1.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:18770c8d3563715387139060d37859c02ce40718d1faf299abddcdcc6a649066", size = 836265, upload-time = "2025-09-08T23:09:49.376Z" }, + { url = "https://files.pythonhosted.org/packages/3e/79/f38c92eeaeb03a2ccc2ba9866f0439593bb08c5e3b714ac1d553e5c96e25/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:ac25465d42f92e990f8d8b0546b01c391ad431c3bf447683fdc40565941d0604", size = 800208, upload-time = "2025-09-08T23:09:51.073Z" }, + { url = "https://files.pythonhosted.org/packages/49/0e/3f0d0d335c6b3abb9b7b723776d0b21fa7f3a6c819a0db6097059aada160/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:53b40f8ae006f2734ee7608d59ed661419f087521edbfc2149c3932e9c14808c", size = 567747, upload-time = "2025-09-08T23:09:52.698Z" }, + { url = "https://files.pythonhosted.org/packages/a1/cf/f2b3784d536250ffd4be70e049f3b60981235d70c6e8ce7e3ef21e1adb25/pyzmq-27.1.0-pp311-pypy311_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f605d884e7c8be8fe1aa94e0a783bf3f591b84c24e4bc4f3e7564c82ac25e271", size = 747371, upload-time = "2025-09-08T23:09:54.563Z" }, + { url = "https://files.pythonhosted.org/packages/01/1b/5dbe84eefc86f48473947e2f41711aded97eecef1231f4558f1f02713c12/pyzmq-27.1.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c9f7f6e13dff2e44a6afeaf2cf54cee5929ad64afaf4d40b50f93c58fc687355", size = 544862, upload-time = "2025-09-08T23:09:56.509Z" }, +] + +[[package]] +name = "referencing" +version = "0.37.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "attrs" }, + { name = "rpds-py" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/22/f5/df4e9027acead3ecc63e50fe1e36aca1523e1719559c499951bb4b53188f/referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8", size = 78036, upload-time = "2025-10-13T15:30:48.871Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231", size = 26766, upload-time = "2025-10-13T15:30:47.625Z" }, +] + +[[package]] +name = "requests" +version = "2.32.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "charset-normalizer" }, + { name = "idna" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c9/74/b3ff8e6c8446842c3f5c837e9c3dfcfe2018ea6ecef224c710c85ef728f4/requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf", size = 134517, upload-time = "2025-08-18T20:46:02.573Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6", size = 64738, upload-time = "2025-08-18T20:46:00.542Z" }, +] + +[[package]] +name = "rpds-py" +version = "0.30.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/20/af/3f2f423103f1113b36230496629986e0ef7e199d2aa8392452b484b38ced/rpds_py-0.30.0.tar.gz", hash = "sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84", size = 69469, upload-time = "2025-11-30T20:24:38.837Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/4d/6e/f964e88b3d2abee2a82c1ac8366da848fce1c6d834dc2132c3fda3970290/rpds_py-0.30.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425", size = 370157, upload-time = "2025-11-30T20:21:53.789Z" }, + { url = "https://files.pythonhosted.org/packages/94/ba/24e5ebb7c1c82e74c4e4f33b2112a5573ddc703915b13a073737b59b86e0/rpds_py-0.30.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d", size = 359676, upload-time = "2025-11-30T20:21:55.475Z" }, + { url = "https://files.pythonhosted.org/packages/84/86/04dbba1b087227747d64d80c3b74df946b986c57af0a9f0c98726d4d7a3b/rpds_py-0.30.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4", size = 389938, upload-time = "2025-11-30T20:21:57.079Z" }, + { url = "https://files.pythonhosted.org/packages/42/bb/1463f0b1722b7f45431bdd468301991d1328b16cffe0b1c2918eba2c4eee/rpds_py-0.30.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f", size = 402932, upload-time = "2025-11-30T20:21:58.47Z" }, + { url = "https://files.pythonhosted.org/packages/99/ee/2520700a5c1f2d76631f948b0736cdf9b0acb25abd0ca8e889b5c62ac2e3/rpds_py-0.30.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4", size = 525830, upload-time = "2025-11-30T20:21:59.699Z" }, + { url = "https://files.pythonhosted.org/packages/e0/ad/bd0331f740f5705cc555a5e17fdf334671262160270962e69a2bdef3bf76/rpds_py-0.30.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97", size = 412033, upload-time = "2025-11-30T20:22:00.991Z" }, + { url = "https://files.pythonhosted.org/packages/f8/1e/372195d326549bb51f0ba0f2ecb9874579906b97e08880e7a65c3bef1a99/rpds_py-0.30.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89", size = 390828, upload-time = "2025-11-30T20:22:02.723Z" }, + { url = "https://files.pythonhosted.org/packages/ab/2b/d88bb33294e3e0c76bc8f351a3721212713629ffca1700fa94979cb3eae8/rpds_py-0.30.0-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d", size = 404683, upload-time = "2025-11-30T20:22:04.367Z" }, + { url = "https://files.pythonhosted.org/packages/50/32/c759a8d42bcb5289c1fac697cd92f6fe01a018dd937e62ae77e0e7f15702/rpds_py-0.30.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038", size = 421583, upload-time = "2025-11-30T20:22:05.814Z" }, + { url = "https://files.pythonhosted.org/packages/2b/81/e729761dbd55ddf5d84ec4ff1f47857f4374b0f19bdabfcf929164da3e24/rpds_py-0.30.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7", size = 572496, upload-time = "2025-11-30T20:22:07.713Z" }, + { url = "https://files.pythonhosted.org/packages/14/f6/69066a924c3557c9c30baa6ec3a0aa07526305684c6f86c696b08860726c/rpds_py-0.30.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed", size = 598669, upload-time = "2025-11-30T20:22:09.312Z" }, + { url = "https://files.pythonhosted.org/packages/5f/48/905896b1eb8a05630d20333d1d8ffd162394127b74ce0b0784ae04498d32/rpds_py-0.30.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85", size = 561011, upload-time = "2025-11-30T20:22:11.309Z" }, + { url = "https://files.pythonhosted.org/packages/22/16/cd3027c7e279d22e5eb431dd3c0fbc677bed58797fe7581e148f3f68818b/rpds_py-0.30.0-cp311-cp311-win32.whl", hash = "sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c", size = 221406, upload-time = "2025-11-30T20:22:13.101Z" }, + { url = "https://files.pythonhosted.org/packages/fa/5b/e7b7aa136f28462b344e652ee010d4de26ee9fd16f1bfd5811f5153ccf89/rpds_py-0.30.0-cp311-cp311-win_amd64.whl", hash = "sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825", size = 236024, upload-time = "2025-11-30T20:22:14.853Z" }, + { url = "https://files.pythonhosted.org/packages/14/a6/364bba985e4c13658edb156640608f2c9e1d3ea3c81b27aa9d889fff0e31/rpds_py-0.30.0-cp311-cp311-win_arm64.whl", hash = "sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229", size = 229069, upload-time = "2025-11-30T20:22:16.577Z" }, + { url = "https://files.pythonhosted.org/packages/03/e7/98a2f4ac921d82f33e03f3835f5bf3a4a40aa1bfdc57975e74a97b2b4bdd/rpds_py-0.30.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad", size = 375086, upload-time = "2025-11-30T20:22:17.93Z" }, + { url = "https://files.pythonhosted.org/packages/4d/a1/bca7fd3d452b272e13335db8d6b0b3ecde0f90ad6f16f3328c6fb150c889/rpds_py-0.30.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05", size = 359053, upload-time = "2025-11-30T20:22:19.297Z" }, + { url = "https://files.pythonhosted.org/packages/65/1c/ae157e83a6357eceff62ba7e52113e3ec4834a84cfe07fa4b0757a7d105f/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28", size = 390763, upload-time = "2025-11-30T20:22:21.661Z" }, + { url = "https://files.pythonhosted.org/packages/d4/36/eb2eb8515e2ad24c0bd43c3ee9cd74c33f7ca6430755ccdb240fd3144c44/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd", size = 408951, upload-time = "2025-11-30T20:22:23.408Z" }, + { url = "https://files.pythonhosted.org/packages/d6/65/ad8dc1784a331fabbd740ef6f71ce2198c7ed0890dab595adb9ea2d775a1/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f", size = 514622, upload-time = "2025-11-30T20:22:25.16Z" }, + { url = "https://files.pythonhosted.org/packages/63/8e/0cfa7ae158e15e143fe03993b5bcd743a59f541f5952e1546b1ac1b5fd45/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1", size = 414492, upload-time = "2025-11-30T20:22:26.505Z" }, + { url = "https://files.pythonhosted.org/packages/60/1b/6f8f29f3f995c7ffdde46a626ddccd7c63aefc0efae881dc13b6e5d5bb16/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23", size = 394080, upload-time = "2025-11-30T20:22:27.934Z" }, + { url = "https://files.pythonhosted.org/packages/6d/d5/a266341051a7a3ca2f4b750a3aa4abc986378431fc2da508c5034d081b70/rpds_py-0.30.0-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6", size = 408680, upload-time = "2025-11-30T20:22:29.341Z" }, + { url = "https://files.pythonhosted.org/packages/10/3b/71b725851df9ab7a7a4e33cf36d241933da66040d195a84781f49c50490c/rpds_py-0.30.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51", size = 423589, upload-time = "2025-11-30T20:22:31.469Z" }, + { url = "https://files.pythonhosted.org/packages/00/2b/e59e58c544dc9bd8bd8384ecdb8ea91f6727f0e37a7131baeff8d6f51661/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5", size = 573289, upload-time = "2025-11-30T20:22:32.997Z" }, + { url = "https://files.pythonhosted.org/packages/da/3e/a18e6f5b460893172a7d6a680e86d3b6bc87a54c1f0b03446a3c8c7b588f/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e", size = 599737, upload-time = "2025-11-30T20:22:34.419Z" }, + { url = "https://files.pythonhosted.org/packages/5c/e2/714694e4b87b85a18e2c243614974413c60aa107fd815b8cbc42b873d1d7/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394", size = 563120, upload-time = "2025-11-30T20:22:35.903Z" }, + { url = "https://files.pythonhosted.org/packages/6f/ab/d5d5e3bcedb0a77f4f613706b750e50a5a3ba1c15ccd3665ecc636c968fd/rpds_py-0.30.0-cp312-cp312-win32.whl", hash = "sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf", size = 223782, upload-time = "2025-11-30T20:22:37.271Z" }, + { url = "https://files.pythonhosted.org/packages/39/3b/f786af9957306fdc38a74cef405b7b93180f481fb48453a114bb6465744a/rpds_py-0.30.0-cp312-cp312-win_amd64.whl", hash = "sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b", size = 240463, upload-time = "2025-11-30T20:22:39.021Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d2/b91dc748126c1559042cfe41990deb92c4ee3e2b415f6b5234969ffaf0cc/rpds_py-0.30.0-cp312-cp312-win_arm64.whl", hash = "sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e", size = 230868, upload-time = "2025-11-30T20:22:40.493Z" }, + { url = "https://files.pythonhosted.org/packages/ed/dc/d61221eb88ff410de3c49143407f6f3147acf2538c86f2ab7ce65ae7d5f9/rpds_py-0.30.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2", size = 374887, upload-time = "2025-11-30T20:22:41.812Z" }, + { url = "https://files.pythonhosted.org/packages/fd/32/55fb50ae104061dbc564ef15cc43c013dc4a9f4527a1f4d99baddf56fe5f/rpds_py-0.30.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8", size = 358904, upload-time = "2025-11-30T20:22:43.479Z" }, + { url = "https://files.pythonhosted.org/packages/58/70/faed8186300e3b9bdd138d0273109784eea2396c68458ed580f885dfe7ad/rpds_py-0.30.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4", size = 389945, upload-time = "2025-11-30T20:22:44.819Z" }, + { url = "https://files.pythonhosted.org/packages/bd/a8/073cac3ed2c6387df38f71296d002ab43496a96b92c823e76f46b8af0543/rpds_py-0.30.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136", size = 407783, upload-time = "2025-11-30T20:22:46.103Z" }, + { url = "https://files.pythonhosted.org/packages/77/57/5999eb8c58671f1c11eba084115e77a8899d6e694d2a18f69f0ba471ec8b/rpds_py-0.30.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7", size = 515021, upload-time = "2025-11-30T20:22:47.458Z" }, + { url = "https://files.pythonhosted.org/packages/e0/af/5ab4833eadc36c0a8ed2bc5c0de0493c04f6c06de223170bd0798ff98ced/rpds_py-0.30.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2", size = 414589, upload-time = "2025-11-30T20:22:48.872Z" }, + { url = "https://files.pythonhosted.org/packages/b7/de/f7192e12b21b9e9a68a6d0f249b4af3fdcdff8418be0767a627564afa1f1/rpds_py-0.30.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6", size = 394025, upload-time = "2025-11-30T20:22:50.196Z" }, + { url = "https://files.pythonhosted.org/packages/91/c4/fc70cd0249496493500e7cc2de87504f5aa6509de1e88623431fec76d4b6/rpds_py-0.30.0-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e", size = 408895, upload-time = "2025-11-30T20:22:51.87Z" }, + { url = "https://files.pythonhosted.org/packages/58/95/d9275b05ab96556fefff73a385813eb66032e4c99f411d0795372d9abcea/rpds_py-0.30.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d", size = 422799, upload-time = "2025-11-30T20:22:53.341Z" }, + { url = "https://files.pythonhosted.org/packages/06/c1/3088fc04b6624eb12a57eb814f0d4997a44b0d208d6cace713033ff1a6ba/rpds_py-0.30.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7", size = 572731, upload-time = "2025-11-30T20:22:54.778Z" }, + { url = "https://files.pythonhosted.org/packages/d8/42/c612a833183b39774e8ac8fecae81263a68b9583ee343db33ab571a7ce55/rpds_py-0.30.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31", size = 599027, upload-time = "2025-11-30T20:22:56.212Z" }, + { url = "https://files.pythonhosted.org/packages/5f/60/525a50f45b01d70005403ae0e25f43c0384369ad24ffe46e8d9068b50086/rpds_py-0.30.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95", size = 563020, upload-time = "2025-11-30T20:22:58.2Z" }, + { url = "https://files.pythonhosted.org/packages/0b/5d/47c4655e9bcd5ca907148535c10e7d489044243cc9941c16ed7cd53be91d/rpds_py-0.30.0-cp313-cp313-win32.whl", hash = "sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d", size = 223139, upload-time = "2025-11-30T20:23:00.209Z" }, + { url = "https://files.pythonhosted.org/packages/f2/e1/485132437d20aa4d3e1d8b3fb5a5e65aa8139f1e097080c2a8443201742c/rpds_py-0.30.0-cp313-cp313-win_amd64.whl", hash = "sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15", size = 240224, upload-time = "2025-11-30T20:23:02.008Z" }, + { url = "https://files.pythonhosted.org/packages/24/95/ffd128ed1146a153d928617b0ef673960130be0009c77d8fbf0abe306713/rpds_py-0.30.0-cp313-cp313-win_arm64.whl", hash = "sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1", size = 230645, upload-time = "2025-11-30T20:23:03.43Z" }, + { url = "https://files.pythonhosted.org/packages/ff/1b/b10de890a0def2a319a2626334a7f0ae388215eb60914dbac8a3bae54435/rpds_py-0.30.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a", size = 364443, upload-time = "2025-11-30T20:23:04.878Z" }, + { url = "https://files.pythonhosted.org/packages/0d/bf/27e39f5971dc4f305a4fb9c672ca06f290f7c4e261c568f3dea16a410d47/rpds_py-0.30.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e", size = 353375, upload-time = "2025-11-30T20:23:06.342Z" }, + { url = "https://files.pythonhosted.org/packages/40/58/442ada3bba6e8e6615fc00483135c14a7538d2ffac30e2d933ccf6852232/rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000", size = 383850, upload-time = "2025-11-30T20:23:07.825Z" }, + { url = "https://files.pythonhosted.org/packages/14/14/f59b0127409a33c6ef6f5c1ebd5ad8e32d7861c9c7adfa9a624fc3889f6c/rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db", size = 392812, upload-time = "2025-11-30T20:23:09.228Z" }, + { url = "https://files.pythonhosted.org/packages/b3/66/e0be3e162ac299b3a22527e8913767d869e6cc75c46bd844aa43fb81ab62/rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2", size = 517841, upload-time = "2025-11-30T20:23:11.186Z" }, + { url = "https://files.pythonhosted.org/packages/3d/55/fa3b9cf31d0c963ecf1ba777f7cf4b2a2c976795ac430d24a1f43d25a6ba/rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa", size = 408149, upload-time = "2025-11-30T20:23:12.864Z" }, + { url = "https://files.pythonhosted.org/packages/60/ca/780cf3b1a32b18c0f05c441958d3758f02544f1d613abf9488cd78876378/rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083", size = 383843, upload-time = "2025-11-30T20:23:14.638Z" }, + { url = "https://files.pythonhosted.org/packages/82/86/d5f2e04f2aa6247c613da0c1dd87fcd08fa17107e858193566048a1e2f0a/rpds_py-0.30.0-cp313-cp313t-manylinux_2_31_riscv64.whl", hash = "sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9", size = 396507, upload-time = "2025-11-30T20:23:16.105Z" }, + { url = "https://files.pythonhosted.org/packages/4b/9a/453255d2f769fe44e07ea9785c8347edaf867f7026872e76c1ad9f7bed92/rpds_py-0.30.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0", size = 414949, upload-time = "2025-11-30T20:23:17.539Z" }, + { url = "https://files.pythonhosted.org/packages/a3/31/622a86cdc0c45d6df0e9ccb6becdba5074735e7033c20e401a6d9d0e2ca0/rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94", size = 565790, upload-time = "2025-11-30T20:23:19.029Z" }, + { url = "https://files.pythonhosted.org/packages/1c/5d/15bbf0fb4a3f58a3b1c67855ec1efcc4ceaef4e86644665fff03e1b66d8d/rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08", size = 590217, upload-time = "2025-11-30T20:23:20.885Z" }, + { url = "https://files.pythonhosted.org/packages/6d/61/21b8c41f68e60c8cc3b2e25644f0e3681926020f11d06ab0b78e3c6bbff1/rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27", size = 555806, upload-time = "2025-11-30T20:23:22.488Z" }, + { url = "https://files.pythonhosted.org/packages/f9/39/7e067bb06c31de48de3eb200f9fc7c58982a4d3db44b07e73963e10d3be9/rpds_py-0.30.0-cp313-cp313t-win32.whl", hash = "sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6", size = 211341, upload-time = "2025-11-30T20:23:24.449Z" }, + { url = "https://files.pythonhosted.org/packages/0a/4d/222ef0b46443cf4cf46764d9c630f3fe4abaa7245be9417e56e9f52b8f65/rpds_py-0.30.0-cp313-cp313t-win_amd64.whl", hash = "sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d", size = 225768, upload-time = "2025-11-30T20:23:25.908Z" }, + { url = "https://files.pythonhosted.org/packages/86/81/dad16382ebbd3d0e0328776d8fd7ca94220e4fa0798d1dc5e7da48cb3201/rpds_py-0.30.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0", size = 362099, upload-time = "2025-11-30T20:23:27.316Z" }, + { url = "https://files.pythonhosted.org/packages/2b/60/19f7884db5d5603edf3c6bce35408f45ad3e97e10007df0e17dd57af18f8/rpds_py-0.30.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be", size = 353192, upload-time = "2025-11-30T20:23:29.151Z" }, + { url = "https://files.pythonhosted.org/packages/bf/c4/76eb0e1e72d1a9c4703c69607cec123c29028bff28ce41588792417098ac/rpds_py-0.30.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f", size = 384080, upload-time = "2025-11-30T20:23:30.785Z" }, + { url = "https://files.pythonhosted.org/packages/72/87/87ea665e92f3298d1b26d78814721dc39ed8d2c74b86e83348d6b48a6f31/rpds_py-0.30.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f", size = 394841, upload-time = "2025-11-30T20:23:32.209Z" }, + { url = "https://files.pythonhosted.org/packages/77/ad/7783a89ca0587c15dcbf139b4a8364a872a25f861bdb88ed99f9b0dec985/rpds_py-0.30.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87", size = 516670, upload-time = "2025-11-30T20:23:33.742Z" }, + { url = "https://files.pythonhosted.org/packages/5b/3c/2882bdac942bd2172f3da574eab16f309ae10a3925644e969536553cb4ee/rpds_py-0.30.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18", size = 408005, upload-time = "2025-11-30T20:23:35.253Z" }, + { url = "https://files.pythonhosted.org/packages/ce/81/9a91c0111ce1758c92516a3e44776920b579d9a7c09b2b06b642d4de3f0f/rpds_py-0.30.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad", size = 382112, upload-time = "2025-11-30T20:23:36.842Z" }, + { url = "https://files.pythonhosted.org/packages/cf/8e/1da49d4a107027e5fbc64daeab96a0706361a2918da10cb41769244b805d/rpds_py-0.30.0-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07", size = 399049, upload-time = "2025-11-30T20:23:38.343Z" }, + { url = "https://files.pythonhosted.org/packages/df/5a/7ee239b1aa48a127570ec03becbb29c9d5a9eb092febbd1699d567cae859/rpds_py-0.30.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f", size = 415661, upload-time = "2025-11-30T20:23:40.263Z" }, + { url = "https://files.pythonhosted.org/packages/70/ea/caa143cf6b772f823bc7929a45da1fa83569ee49b11d18d0ada7f5ee6fd6/rpds_py-0.30.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65", size = 565606, upload-time = "2025-11-30T20:23:42.186Z" }, + { url = "https://files.pythonhosted.org/packages/64/91/ac20ba2d69303f961ad8cf55bf7dbdb4763f627291ba3d0d7d67333cced9/rpds_py-0.30.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f", size = 591126, upload-time = "2025-11-30T20:23:44.086Z" }, + { url = "https://files.pythonhosted.org/packages/21/20/7ff5f3c8b00c8a95f75985128c26ba44503fb35b8e0259d812766ea966c7/rpds_py-0.30.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53", size = 553371, upload-time = "2025-11-30T20:23:46.004Z" }, + { url = "https://files.pythonhosted.org/packages/72/c7/81dadd7b27c8ee391c132a6b192111ca58d866577ce2d9b0ca157552cce0/rpds_py-0.30.0-cp314-cp314-win32.whl", hash = "sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed", size = 215298, upload-time = "2025-11-30T20:23:47.696Z" }, + { url = "https://files.pythonhosted.org/packages/3e/d2/1aaac33287e8cfb07aab2e6b8ac1deca62f6f65411344f1433c55e6f3eb8/rpds_py-0.30.0-cp314-cp314-win_amd64.whl", hash = "sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950", size = 228604, upload-time = "2025-11-30T20:23:49.501Z" }, + { url = "https://files.pythonhosted.org/packages/e8/95/ab005315818cc519ad074cb7784dae60d939163108bd2b394e60dc7b5461/rpds_py-0.30.0-cp314-cp314-win_arm64.whl", hash = "sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6", size = 222391, upload-time = "2025-11-30T20:23:50.96Z" }, + { url = "https://files.pythonhosted.org/packages/9e/68/154fe0194d83b973cdedcdcc88947a2752411165930182ae41d983dcefa6/rpds_py-0.30.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb", size = 364868, upload-time = "2025-11-30T20:23:52.494Z" }, + { url = "https://files.pythonhosted.org/packages/83/69/8bbc8b07ec854d92a8b75668c24d2abcb1719ebf890f5604c61c9369a16f/rpds_py-0.30.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8", size = 353747, upload-time = "2025-11-30T20:23:54.036Z" }, + { url = "https://files.pythonhosted.org/packages/ab/00/ba2e50183dbd9abcce9497fa5149c62b4ff3e22d338a30d690f9af970561/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7", size = 383795, upload-time = "2025-11-30T20:23:55.556Z" }, + { url = "https://files.pythonhosted.org/packages/05/6f/86f0272b84926bcb0e4c972262f54223e8ecc556b3224d281e6598fc9268/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898", size = 393330, upload-time = "2025-11-30T20:23:57.033Z" }, + { url = "https://files.pythonhosted.org/packages/cb/e9/0e02bb2e6dc63d212641da45df2b0bf29699d01715913e0d0f017ee29438/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e", size = 518194, upload-time = "2025-11-30T20:23:58.637Z" }, + { url = "https://files.pythonhosted.org/packages/ee/ca/be7bca14cf21513bdf9c0606aba17d1f389ea2b6987035eb4f62bd923f25/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419", size = 408340, upload-time = "2025-11-30T20:24:00.2Z" }, + { url = "https://files.pythonhosted.org/packages/c2/c7/736e00ebf39ed81d75544c0da6ef7b0998f8201b369acf842f9a90dc8fce/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551", size = 383765, upload-time = "2025-11-30T20:24:01.759Z" }, + { url = "https://files.pythonhosted.org/packages/4a/3f/da50dfde9956aaf365c4adc9533b100008ed31aea635f2b8d7b627e25b49/rpds_py-0.30.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8", size = 396834, upload-time = "2025-11-30T20:24:03.687Z" }, + { url = "https://files.pythonhosted.org/packages/4e/00/34bcc2565b6020eab2623349efbdec810676ad571995911f1abdae62a3a0/rpds_py-0.30.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5", size = 415470, upload-time = "2025-11-30T20:24:05.232Z" }, + { url = "https://files.pythonhosted.org/packages/8c/28/882e72b5b3e6f718d5453bd4d0d9cf8df36fddeb4ddbbab17869d5868616/rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404", size = 565630, upload-time = "2025-11-30T20:24:06.878Z" }, + { url = "https://files.pythonhosted.org/packages/3b/97/04a65539c17692de5b85c6e293520fd01317fd878ea1995f0367d4532fb1/rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856", size = 591148, upload-time = "2025-11-30T20:24:08.445Z" }, + { url = "https://files.pythonhosted.org/packages/85/70/92482ccffb96f5441aab93e26c4d66489eb599efdcf96fad90c14bbfb976/rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40", size = 556030, upload-time = "2025-11-30T20:24:10.956Z" }, + { url = "https://files.pythonhosted.org/packages/20/53/7c7e784abfa500a2b6b583b147ee4bb5a2b3747a9166bab52fec4b5b5e7d/rpds_py-0.30.0-cp314-cp314t-win32.whl", hash = "sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0", size = 211570, upload-time = "2025-11-30T20:24:12.735Z" }, + { url = "https://files.pythonhosted.org/packages/d0/02/fa464cdfbe6b26e0600b62c528b72d8608f5cc49f96b8d6e38c95d60c676/rpds_py-0.30.0-cp314-cp314t-win_amd64.whl", hash = "sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3", size = 226532, upload-time = "2025-11-30T20:24:14.634Z" }, + { url = "https://files.pythonhosted.org/packages/69/71/3f34339ee70521864411f8b6992e7ab13ac30d8e4e3309e07c7361767d91/rpds_py-0.30.0-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58", size = 372292, upload-time = "2025-11-30T20:24:16.537Z" }, + { url = "https://files.pythonhosted.org/packages/57/09/f183df9b8f2d66720d2ef71075c59f7e1b336bec7ee4c48f0a2b06857653/rpds_py-0.30.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a", size = 362128, upload-time = "2025-11-30T20:24:18.086Z" }, + { url = "https://files.pythonhosted.org/packages/7a/68/5c2594e937253457342e078f0cc1ded3dd7b2ad59afdbf2d354869110a02/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb", size = 391542, upload-time = "2025-11-30T20:24:20.092Z" }, + { url = "https://files.pythonhosted.org/packages/49/5c/31ef1afd70b4b4fbdb2800249f34c57c64beb687495b10aec0365f53dfc4/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c", size = 404004, upload-time = "2025-11-30T20:24:22.231Z" }, + { url = "https://files.pythonhosted.org/packages/e3/63/0cfbea38d05756f3440ce6534d51a491d26176ac045e2707adc99bb6e60a/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3", size = 527063, upload-time = "2025-11-30T20:24:24.302Z" }, + { url = "https://files.pythonhosted.org/packages/42/e6/01e1f72a2456678b0f618fc9a1a13f882061690893c192fcad9f2926553a/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5", size = 413099, upload-time = "2025-11-30T20:24:25.916Z" }, + { url = "https://files.pythonhosted.org/packages/b8/25/8df56677f209003dcbb180765520c544525e3ef21ea72279c98b9aa7c7fb/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738", size = 392177, upload-time = "2025-11-30T20:24:27.834Z" }, + { url = "https://files.pythonhosted.org/packages/4a/b4/0a771378c5f16f8115f796d1f437950158679bcd2a7c68cf251cfb00ed5b/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_31_riscv64.whl", hash = "sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f", size = 406015, upload-time = "2025-11-30T20:24:29.457Z" }, + { url = "https://files.pythonhosted.org/packages/36/d8/456dbba0af75049dc6f63ff295a2f92766b9d521fa00de67a2bd6427d57a/rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877", size = 423736, upload-time = "2025-11-30T20:24:31.22Z" }, + { url = "https://files.pythonhosted.org/packages/13/64/b4d76f227d5c45a7e0b796c674fd81b0a6c4fbd48dc29271857d8219571c/rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a", size = 573981, upload-time = "2025-11-30T20:24:32.934Z" }, + { url = "https://files.pythonhosted.org/packages/20/91/092bacadeda3edf92bf743cc96a7be133e13a39cdbfd7b5082e7ab638406/rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl", hash = "sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4", size = 599782, upload-time = "2025-11-30T20:24:35.169Z" }, + { url = "https://files.pythonhosted.org/packages/d1/b7/b95708304cd49b7b6f82fdd039f1748b66ec2b21d6a45180910802f1abf1/rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e", size = 562191, upload-time = "2025-11-30T20:24:36.853Z" }, +] + +[[package]] +name = "scipy" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/56/3e/9cca699f3486ce6bc12ff46dc2031f1ec8eb9ccc9a320fdaf925f1417426/scipy-1.17.0.tar.gz", hash = "sha256:2591060c8e648d8b96439e111ac41fd8342fdeff1876be2e19dea3fe8930454e", size = 30396830, upload-time = "2026-01-10T21:34:23.009Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/4b/c89c131aa87cad2b77a54eb0fb94d633a842420fa7e919dc2f922037c3d8/scipy-1.17.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:2abd71643797bd8a106dff97894ff7869eeeb0af0f7a5ce02e4227c6a2e9d6fd", size = 31381316, upload-time = "2026-01-10T21:24:33.42Z" }, + { url = "https://files.pythonhosted.org/packages/5e/5f/a6b38f79a07d74989224d5f11b55267714707582908a5f1ae854cf9a9b84/scipy-1.17.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:ef28d815f4d2686503e5f4f00edc387ae58dfd7a2f42e348bb53359538f01558", size = 27966760, upload-time = "2026-01-10T21:24:38.911Z" }, + { url = "https://files.pythonhosted.org/packages/c1/20/095ad24e031ee8ed3c5975954d816b8e7e2abd731e04f8be573de8740885/scipy-1.17.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:272a9f16d6bb4667e8b50d25d71eddcc2158a214df1b566319298de0939d2ab7", size = 20138701, upload-time = "2026-01-10T21:24:43.249Z" }, + { url = "https://files.pythonhosted.org/packages/89/11/4aad2b3858d0337756f3323f8960755704e530b27eb2a94386c970c32cbe/scipy-1.17.0-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:7204fddcbec2fe6598f1c5fdf027e9f259106d05202a959a9f1aecf036adc9f6", size = 22480574, upload-time = "2026-01-10T21:24:47.266Z" }, + { url = "https://files.pythonhosted.org/packages/85/bd/f5af70c28c6da2227e510875cadf64879855193a687fb19951f0f44cfd6b/scipy-1.17.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fc02c37a5639ee67d8fb646ffded6d793c06c5622d36b35cfa8fe5ececb8f042", size = 32862414, upload-time = "2026-01-10T21:24:52.566Z" }, + { url = "https://files.pythonhosted.org/packages/ef/df/df1457c4df3826e908879fe3d76bc5b6e60aae45f4ee42539512438cfd5d/scipy-1.17.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dac97a27520d66c12a34fd90a4fe65f43766c18c0d6e1c0a80f114d2260080e4", size = 35112380, upload-time = "2026-01-10T21:24:58.433Z" }, + { url = "https://files.pythonhosted.org/packages/5f/bb/88e2c16bd1dd4de19d80d7c5e238387182993c2fb13b4b8111e3927ad422/scipy-1.17.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:ebb7446a39b3ae0fe8f416a9a3fdc6fba3f11c634f680f16a239c5187bc487c0", size = 34922676, upload-time = "2026-01-10T21:25:04.287Z" }, + { url = "https://files.pythonhosted.org/packages/02/ba/5120242cc735f71fc002cff0303d536af4405eb265f7c60742851e7ccfe9/scipy-1.17.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:474da16199f6af66601a01546144922ce402cb17362e07d82f5a6cf8f963e449", size = 37507599, upload-time = "2026-01-10T21:25:09.851Z" }, + { url = "https://files.pythonhosted.org/packages/52/c8/08629657ac6c0da198487ce8cd3de78e02cfde42b7f34117d56a3fe249dc/scipy-1.17.0-cp311-cp311-win_amd64.whl", hash = "sha256:255c0da161bd7b32a6c898e7891509e8a9289f0b1c6c7d96142ee0d2b114c2ea", size = 36380284, upload-time = "2026-01-10T21:25:15.632Z" }, + { url = "https://files.pythonhosted.org/packages/6c/4a/465f96d42c6f33ad324a40049dfd63269891db9324aa66c4a1c108c6f994/scipy-1.17.0-cp311-cp311-win_arm64.whl", hash = "sha256:85b0ac3ad17fa3be50abd7e69d583d98792d7edc08367e01445a1e2076005379", size = 24370427, upload-time = "2026-01-10T21:25:20.514Z" }, + { url = "https://files.pythonhosted.org/packages/0b/11/7241a63e73ba5a516f1930ac8d5b44cbbfabd35ac73a2d08ca206df007c4/scipy-1.17.0-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:0d5018a57c24cb1dd828bcf51d7b10e65986d549f52ef5adb6b4d1ded3e32a57", size = 31364580, upload-time = "2026-01-10T21:25:25.717Z" }, + { url = "https://files.pythonhosted.org/packages/ed/1d/5057f812d4f6adc91a20a2d6f2ebcdb517fdbc87ae3acc5633c9b97c8ba5/scipy-1.17.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:88c22af9e5d5a4f9e027e26772cc7b5922fab8bcc839edb3ae33de404feebd9e", size = 27969012, upload-time = "2026-01-10T21:25:30.921Z" }, + { url = "https://files.pythonhosted.org/packages/e3/21/f6ec556c1e3b6ec4e088da667d9987bb77cc3ab3026511f427dc8451187d/scipy-1.17.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:f3cd947f20fe17013d401b64e857c6b2da83cae567adbb75b9dcba865abc66d8", size = 20140691, upload-time = "2026-01-10T21:25:34.802Z" }, + { url = "https://files.pythonhosted.org/packages/7a/fe/5e5ad04784964ba964a96f16c8d4676aa1b51357199014dce58ab7ec5670/scipy-1.17.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:e8c0b331c2c1f531eb51f1b4fc9ba709521a712cce58f1aa627bc007421a5306", size = 22463015, upload-time = "2026-01-10T21:25:39.277Z" }, + { url = "https://files.pythonhosted.org/packages/4a/69/7c347e857224fcaf32a34a05183b9d8a7aca25f8f2d10b8a698b8388561a/scipy-1.17.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5194c445d0a1c7a6c1a4a4681b6b7c71baad98ff66d96b949097e7513c9d6742", size = 32724197, upload-time = "2026-01-10T21:25:44.084Z" }, + { url = "https://files.pythonhosted.org/packages/d1/fe/66d73b76d378ba8cc2fe605920c0c75092e3a65ae746e1e767d9d020a75a/scipy-1.17.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9eeb9b5f5997f75507814ed9d298ab23f62cf79f5a3ef90031b1ee2506abdb5b", size = 35009148, upload-time = "2026-01-10T21:25:50.591Z" }, + { url = "https://files.pythonhosted.org/packages/af/07/07dec27d9dc41c18d8c43c69e9e413431d20c53a0339c388bcf72f353c4b/scipy-1.17.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:40052543f7bbe921df4408f46003d6f01c6af109b9e2c8a66dd1cf6cf57f7d5d", size = 34798766, upload-time = "2026-01-10T21:25:59.41Z" }, + { url = "https://files.pythonhosted.org/packages/81/61/0470810c8a093cdacd4ba7504b8a218fd49ca070d79eca23a615f5d9a0b0/scipy-1.17.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0cf46c8013fec9d3694dc572f0b54100c28405d55d3e2cb15e2895b25057996e", size = 37405953, upload-time = "2026-01-10T21:26:07.75Z" }, + { url = "https://files.pythonhosted.org/packages/92/ce/672ed546f96d5d41ae78c4b9b02006cedd0b3d6f2bf5bb76ea455c320c28/scipy-1.17.0-cp312-cp312-win_amd64.whl", hash = "sha256:0937a0b0d8d593a198cededd4c439a0ea216a3f36653901ea1f3e4be949056f8", size = 36328121, upload-time = "2026-01-10T21:26:16.509Z" }, + { url = "https://files.pythonhosted.org/packages/9d/21/38165845392cae67b61843a52c6455d47d0cc2a40dd495c89f4362944654/scipy-1.17.0-cp312-cp312-win_arm64.whl", hash = "sha256:f603d8a5518c7426414d1d8f82e253e454471de682ce5e39c29adb0df1efb86b", size = 24314368, upload-time = "2026-01-10T21:26:23.087Z" }, + { url = "https://files.pythonhosted.org/packages/0c/51/3468fdfd49387ddefee1636f5cf6d03ce603b75205bf439bbf0e62069bfd/scipy-1.17.0-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:65ec32f3d32dfc48c72df4291345dae4f048749bc8d5203ee0a3f347f96c5ce6", size = 31344101, upload-time = "2026-01-10T21:26:30.25Z" }, + { url = "https://files.pythonhosted.org/packages/b2/9a/9406aec58268d437636069419e6977af953d1e246df941d42d3720b7277b/scipy-1.17.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:1f9586a58039d7229ce77b52f8472c972448cded5736eaf102d5658bbac4c269", size = 27950385, upload-time = "2026-01-10T21:26:36.801Z" }, + { url = "https://files.pythonhosted.org/packages/4f/98/e7342709e17afdfd1b26b56ae499ef4939b45a23a00e471dfb5375eea205/scipy-1.17.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:9fad7d3578c877d606b1150135c2639e9de9cecd3705caa37b66862977cc3e72", size = 20122115, upload-time = "2026-01-10T21:26:42.107Z" }, + { url = "https://files.pythonhosted.org/packages/fd/0e/9eeeb5357a64fd157cbe0302c213517c541cc16b8486d82de251f3c68ede/scipy-1.17.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:423ca1f6584fc03936972b5f7c06961670dbba9f234e71676a7c7ccf938a0d61", size = 22442402, upload-time = "2026-01-10T21:26:48.029Z" }, + { url = "https://files.pythonhosted.org/packages/c9/10/be13397a0e434f98e0c79552b2b584ae5bb1c8b2be95db421533bbca5369/scipy-1.17.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fe508b5690e9eaaa9467fc047f833af58f1152ae51a0d0aed67aa5801f4dd7d6", size = 32696338, upload-time = "2026-01-10T21:26:55.521Z" }, + { url = "https://files.pythonhosted.org/packages/63/1e/12fbf2a3bb240161651c94bb5cdd0eae5d4e8cc6eaeceb74ab07b12a753d/scipy-1.17.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6680f2dfd4f6182e7d6db161344537da644d1cf85cf293f015c60a17ecf08752", size = 34977201, upload-time = "2026-01-10T21:27:03.501Z" }, + { url = "https://files.pythonhosted.org/packages/19/5b/1a63923e23ccd20bd32156d7dd708af5bbde410daa993aa2500c847ab2d2/scipy-1.17.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:eec3842ec9ac9de5917899b277428886042a93db0b227ebbe3a333b64ec7643d", size = 34777384, upload-time = "2026-01-10T21:27:11.423Z" }, + { url = "https://files.pythonhosted.org/packages/39/22/b5da95d74edcf81e540e467202a988c50fef41bd2011f46e05f72ba07df6/scipy-1.17.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d7425fcafbc09a03731e1bc05581f5fad988e48c6a861f441b7ab729a49a55ea", size = 37379586, upload-time = "2026-01-10T21:27:20.171Z" }, + { url = "https://files.pythonhosted.org/packages/b9/b6/8ac583d6da79e7b9e520579f03007cb006f063642afd6b2eeb16b890bf93/scipy-1.17.0-cp313-cp313-win_amd64.whl", hash = "sha256:87b411e42b425b84777718cc41516b8a7e0795abfa8e8e1d573bf0ef014f0812", size = 36287211, upload-time = "2026-01-10T21:28:43.122Z" }, + { url = "https://files.pythonhosted.org/packages/55/fb/7db19e0b3e52f882b420417644ec81dd57eeef1bd1705b6f689d8ff93541/scipy-1.17.0-cp313-cp313-win_arm64.whl", hash = "sha256:357ca001c6e37601066092e7c89cca2f1ce74e2a520ca78d063a6d2201101df2", size = 24312646, upload-time = "2026-01-10T21:28:49.893Z" }, + { url = "https://files.pythonhosted.org/packages/20/b6/7feaa252c21cc7aff335c6c55e1b90ab3e3306da3f048109b8b639b94648/scipy-1.17.0-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:ec0827aa4d36cb79ff1b81de898e948a51ac0b9b1c43e4a372c0508c38c0f9a3", size = 31693194, upload-time = "2026-01-10T21:27:27.454Z" }, + { url = "https://files.pythonhosted.org/packages/76/bb/bbb392005abce039fb7e672cb78ac7d158700e826b0515cab6b5b60c26fb/scipy-1.17.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:819fc26862b4b3c73a60d486dbb919202f3d6d98c87cf20c223511429f2d1a97", size = 28365415, upload-time = "2026-01-10T21:27:34.26Z" }, + { url = "https://files.pythonhosted.org/packages/37/da/9d33196ecc99fba16a409c691ed464a3a283ac454a34a13a3a57c0d66f3a/scipy-1.17.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:363ad4ae2853d88ebcde3ae6ec46ccca903ea9835ee8ba543f12f575e7b07e4e", size = 20537232, upload-time = "2026-01-10T21:27:40.306Z" }, + { url = "https://files.pythonhosted.org/packages/56/9d/f4b184f6ddb28e9a5caea36a6f98e8ecd2a524f9127354087ce780885d83/scipy-1.17.0-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:979c3a0ff8e5ba254d45d59ebd38cde48fce4f10b5125c680c7a4bfe177aab07", size = 22791051, upload-time = "2026-01-10T21:27:46.539Z" }, + { url = "https://files.pythonhosted.org/packages/9b/9d/025cccdd738a72140efc582b1641d0dd4caf2e86c3fb127568dc80444e6e/scipy-1.17.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:130d12926ae34399d157de777472bf82e9061c60cc081372b3118edacafe1d00", size = 32815098, upload-time = "2026-01-10T21:27:54.389Z" }, + { url = "https://files.pythonhosted.org/packages/48/5f/09b879619f8bca15ce392bfc1894bd9c54377e01d1b3f2f3b595a1b4d945/scipy-1.17.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6e886000eb4919eae3a44f035e63f0fd8b651234117e8f6f29bad1cd26e7bc45", size = 35031342, upload-time = "2026-01-10T21:28:03.012Z" }, + { url = "https://files.pythonhosted.org/packages/f2/9a/f0f0a9f0aa079d2f106555b984ff0fbb11a837df280f04f71f056ea9c6e4/scipy-1.17.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:13c4096ac6bc31d706018f06a49abe0485f96499deb82066b94d19b02f664209", size = 34893199, upload-time = "2026-01-10T21:28:10.832Z" }, + { url = "https://files.pythonhosted.org/packages/90/b8/4f0f5cf0c5ea4d7548424e6533e6b17d164f34a6e2fb2e43ffebb6697b06/scipy-1.17.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:cacbaddd91fcffde703934897c5cd2c7cb0371fac195d383f4e1f1c5d3f3bd04", size = 37438061, upload-time = "2026-01-10T21:28:19.684Z" }, + { url = "https://files.pythonhosted.org/packages/f9/cc/2bd59140ed3b2fa2882fb15da0a9cb1b5a6443d67cfd0d98d4cec83a57ec/scipy-1.17.0-cp313-cp313t-win_amd64.whl", hash = "sha256:edce1a1cf66298cccdc48a1bdf8fb10a3bf58e8b58d6c3883dd1530e103f87c0", size = 36328593, upload-time = "2026-01-10T21:28:28.007Z" }, + { url = "https://files.pythonhosted.org/packages/13/1b/c87cc44a0d2c7aaf0f003aef2904c3d097b422a96c7e7c07f5efd9073c1b/scipy-1.17.0-cp313-cp313t-win_arm64.whl", hash = "sha256:30509da9dbec1c2ed8f168b8d8aa853bc6723fede1dbc23c7d43a56f5ab72a67", size = 24625083, upload-time = "2026-01-10T21:28:35.188Z" }, + { url = "https://files.pythonhosted.org/packages/1a/2d/51006cd369b8e7879e1c630999a19d1fbf6f8b5ed3e33374f29dc87e53b3/scipy-1.17.0-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:c17514d11b78be8f7e6331b983a65a7f5ca1fd037b95e27b280921fe5606286a", size = 31346803, upload-time = "2026-01-10T21:28:57.24Z" }, + { url = "https://files.pythonhosted.org/packages/d6/2e/2349458c3ce445f53a6c93d4386b1c4c5c0c540917304c01222ff95ff317/scipy-1.17.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:4e00562e519c09da34c31685f6acc3aa384d4d50604db0f245c14e1b4488bfa2", size = 27967182, upload-time = "2026-01-10T21:29:04.107Z" }, + { url = "https://files.pythonhosted.org/packages/5e/7c/df525fbfa77b878d1cfe625249529514dc02f4fd5f45f0f6295676a76528/scipy-1.17.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:f7df7941d71314e60a481e02d5ebcb3f0185b8d799c70d03d8258f6c80f3d467", size = 20139125, upload-time = "2026-01-10T21:29:10.179Z" }, + { url = "https://files.pythonhosted.org/packages/33/11/fcf9d43a7ed1234d31765ec643b0515a85a30b58eddccc5d5a4d12b5f194/scipy-1.17.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:aabf057c632798832f071a8dde013c2e26284043934f53b00489f1773b33527e", size = 22443554, upload-time = "2026-01-10T21:29:15.888Z" }, + { url = "https://files.pythonhosted.org/packages/80/5c/ea5d239cda2dd3d31399424967a24d556cf409fbea7b5b21412b0fd0a44f/scipy-1.17.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a38c3337e00be6fd8a95b4ed66b5d988bac4ec888fd922c2ea9fe5fb1603dd67", size = 32757834, upload-time = "2026-01-10T21:29:23.406Z" }, + { url = "https://files.pythonhosted.org/packages/b8/7e/8c917cc573310e5dc91cbeead76f1b600d3fb17cf0969db02c9cf92e3cfa/scipy-1.17.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:00fb5f8ec8398ad90215008d8b6009c9db9fa924fd4c7d6be307c6f945f9cd73", size = 34995775, upload-time = "2026-01-10T21:29:31.915Z" }, + { url = "https://files.pythonhosted.org/packages/c5/43/176c0c3c07b3f7df324e7cdd933d3e2c4898ca202b090bd5ba122f9fe270/scipy-1.17.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:f2a4942b0f5f7c23c7cd641a0ca1955e2ae83dedcff537e3a0259096635e186b", size = 34841240, upload-time = "2026-01-10T21:29:39.995Z" }, + { url = "https://files.pythonhosted.org/packages/44/8c/d1f5f4b491160592e7f084d997de53a8e896a3ac01cd07e59f43ca222744/scipy-1.17.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:dbf133ced83889583156566d2bdf7a07ff89228fe0c0cb727f777de92092ec6b", size = 37394463, upload-time = "2026-01-10T21:29:48.723Z" }, + { url = "https://files.pythonhosted.org/packages/9f/ec/42a6657f8d2d087e750e9a5dde0b481fd135657f09eaf1cf5688bb23c338/scipy-1.17.0-cp314-cp314-win_amd64.whl", hash = "sha256:3625c631a7acd7cfd929e4e31d2582cf00f42fcf06011f59281271746d77e061", size = 37053015, upload-time = "2026-01-10T21:30:51.418Z" }, + { url = "https://files.pythonhosted.org/packages/27/58/6b89a6afd132787d89a362d443a7bddd511b8f41336a1ae47f9e4f000dc4/scipy-1.17.0-cp314-cp314-win_arm64.whl", hash = "sha256:9244608d27eafe02b20558523ba57f15c689357c85bdcfe920b1828750aa26eb", size = 24951312, upload-time = "2026-01-10T21:30:56.771Z" }, + { url = "https://files.pythonhosted.org/packages/e9/01/f58916b9d9ae0112b86d7c3b10b9e685625ce6e8248df139d0fcb17f7397/scipy-1.17.0-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:2b531f57e09c946f56ad0b4a3b2abee778789097871fc541e267d2eca081cff1", size = 31706502, upload-time = "2026-01-10T21:29:56.326Z" }, + { url = "https://files.pythonhosted.org/packages/59/8e/2912a87f94a7d1f8b38aabc0faf74b82d3b6c9e22be991c49979f0eceed8/scipy-1.17.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:13e861634a2c480bd237deb69333ac79ea1941b94568d4b0efa5db5e263d4fd1", size = 28380854, upload-time = "2026-01-10T21:30:01.554Z" }, + { url = "https://files.pythonhosted.org/packages/bd/1c/874137a52dddab7d5d595c1887089a2125d27d0601fce8c0026a24a92a0b/scipy-1.17.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:eb2651271135154aa24f6481cbae5cc8af1f0dd46e6533fb7b56aa9727b6a232", size = 20552752, upload-time = "2026-01-10T21:30:05.93Z" }, + { url = "https://files.pythonhosted.org/packages/3f/f0/7518d171cb735f6400f4576cf70f756d5b419a07fe1867da34e2c2c9c11b/scipy-1.17.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:c5e8647f60679790c2f5c76be17e2e9247dc6b98ad0d3b065861e082c56e078d", size = 22803972, upload-time = "2026-01-10T21:30:10.651Z" }, + { url = "https://files.pythonhosted.org/packages/7c/74/3498563a2c619e8a3ebb4d75457486c249b19b5b04a30600dfd9af06bea5/scipy-1.17.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5fb10d17e649e1446410895639f3385fd2bf4c3c7dfc9bea937bddcbc3d7b9ba", size = 32829770, upload-time = "2026-01-10T21:30:16.359Z" }, + { url = "https://files.pythonhosted.org/packages/48/d1/7b50cedd8c6c9d6f706b4b36fa8544d829c712a75e370f763b318e9638c1/scipy-1.17.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8547e7c57f932e7354a2319fab613981cde910631979f74c9b542bb167a8b9db", size = 35051093, upload-time = "2026-01-10T21:30:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/e2/82/a2d684dfddb87ba1b3ea325df7c3293496ee9accb3a19abe9429bce94755/scipy-1.17.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:33af70d040e8af9d5e7a38b5ed3b772adddd281e3062ff23fec49e49681c38cf", size = 34909905, upload-time = "2026-01-10T21:30:28.704Z" }, + { url = "https://files.pythonhosted.org/packages/ef/5e/e565bd73991d42023eb82bb99e51c5b3d9e2c588ca9d4b3e2cc1d3ca62a6/scipy-1.17.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9eb55bb97d00f8b7ab95cb64f873eb0bf54d9446264d9f3609130381233483f", size = 37457743, upload-time = "2026-01-10T21:30:34.819Z" }, + { url = "https://files.pythonhosted.org/packages/58/a8/a66a75c3d8f1fb2b83f66007d6455a06a6f6cf5618c3dc35bc9b69dd096e/scipy-1.17.0-cp314-cp314t-win_amd64.whl", hash = "sha256:1ff269abf702f6c7e67a4b7aad981d42871a11b9dd83c58d2d2ea624efbd1088", size = 37098574, upload-time = "2026-01-10T21:30:40.782Z" }, + { url = "https://files.pythonhosted.org/packages/56/a5/df8f46ef7da168f1bc52cd86e09a9de5c6f19cc1da04454d51b7d4f43408/scipy-1.17.0-cp314-cp314t-win_arm64.whl", hash = "sha256:031121914e295d9791319a1875444d55079885bbae5bdc9c5e0f2ee5f09d34ff", size = 25246266, upload-time = "2026-01-10T21:30:45.923Z" }, +] + [[package]] name = "seaborn" version = "0.13.2" @@ -568,6 +1360,57 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, ] +[[package]] +name = "stack-data" +version = "0.6.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "asttokens" }, + { name = "executing" }, + { name = "pure-eval" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/28/e3/55dcc2cfbc3ca9c29519eb6884dd1415ecb53b0e934862d3559ddcb7e20b/stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9", size = 44707, upload-time = "2023-09-30T13:58:05.479Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" }, +] + +[[package]] +name = "tornado" +version = "6.5.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/37/1d/0a336abf618272d53f62ebe274f712e213f5a03c0b2339575430b8362ef2/tornado-6.5.4.tar.gz", hash = "sha256:a22fa9047405d03260b483980635f0b041989d8bcc9a313f8fe18b411d84b1d7", size = 513632, upload-time = "2025-12-15T19:21:03.836Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ab/a9/e94a9d5224107d7ce3cc1fab8d5dc97f5ea351ccc6322ee4fb661da94e35/tornado-6.5.4-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:d6241c1a16b1c9e4cc28148b1cda97dd1c6cb4fb7068ac1bedc610768dff0ba9", size = 443909, upload-time = "2025-12-15T19:20:48.382Z" }, + { url = "https://files.pythonhosted.org/packages/db/7e/f7b8d8c4453f305a51f80dbb49014257bb7d28ccb4bbb8dd328ea995ecad/tornado-6.5.4-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:2d50f63dda1d2cac3ae1fa23d254e16b5e38153758470e9956cbc3d813d40843", size = 442163, upload-time = "2025-12-15T19:20:49.791Z" }, + { url = "https://files.pythonhosted.org/packages/ba/b5/206f82d51e1bfa940ba366a8d2f83904b15942c45a78dd978b599870ab44/tornado-6.5.4-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1cf66105dc6acb5af613c054955b8137e34a03698aa53272dbda4afe252be17", size = 445746, upload-time = "2025-12-15T19:20:51.491Z" }, + { url = "https://files.pythonhosted.org/packages/8e/9d/1a3338e0bd30ada6ad4356c13a0a6c35fbc859063fa7eddb309183364ac1/tornado-6.5.4-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:50ff0a58b0dc97939d29da29cd624da010e7f804746621c78d14b80238669335", size = 445083, upload-time = "2025-12-15T19:20:52.778Z" }, + { url = "https://files.pythonhosted.org/packages/50/d4/e51d52047e7eb9a582da59f32125d17c0482d065afd5d3bc435ff2120dc5/tornado-6.5.4-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e5fb5e04efa54cf0baabdd10061eb4148e0be137166146fff835745f59ab9f7f", size = 445315, upload-time = "2025-12-15T19:20:53.996Z" }, + { url = "https://files.pythonhosted.org/packages/27/07/2273972f69ca63dbc139694a3fc4684edec3ea3f9efabf77ed32483b875c/tornado-6.5.4-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:9c86b1643b33a4cd415f8d0fe53045f913bf07b4a3ef646b735a6a86047dda84", size = 446003, upload-time = "2025-12-15T19:20:56.101Z" }, + { url = "https://files.pythonhosted.org/packages/d1/83/41c52e47502bf7260044413b6770d1a48dda2f0246f95ee1384a3cd9c44a/tornado-6.5.4-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:6eb82872335a53dd063a4f10917b3efd28270b56a33db69009606a0312660a6f", size = 445412, upload-time = "2025-12-15T19:20:57.398Z" }, + { url = "https://files.pythonhosted.org/packages/10/c7/bc96917f06cbee182d44735d4ecde9c432e25b84f4c2086143013e7b9e52/tornado-6.5.4-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6076d5dda368c9328ff41ab5d9dd3608e695e8225d1cd0fd1e006f05da3635a8", size = 445392, upload-time = "2025-12-15T19:20:58.692Z" }, + { url = "https://files.pythonhosted.org/packages/0c/1a/d7592328d037d36f2d2462f4bc1fbb383eec9278bc786c1b111cbbd44cfa/tornado-6.5.4-cp39-abi3-win32.whl", hash = "sha256:1768110f2411d5cd281bac0a090f707223ce77fd110424361092859e089b38d1", size = 446481, upload-time = "2025-12-15T19:21:00.008Z" }, + { url = "https://files.pythonhosted.org/packages/d6/6d/c69be695a0a64fd37a97db12355a035a6d90f79067a3cf936ec2b1dc38cd/tornado-6.5.4-cp39-abi3-win_amd64.whl", hash = "sha256:fa07d31e0cd85c60713f2b995da613588aa03e1303d75705dca6af8babc18ddc", size = 446886, upload-time = "2025-12-15T19:21:01.287Z" }, + { url = "https://files.pythonhosted.org/packages/50/49/8dc3fd90902f70084bd2cd059d576ddb4f8bb44c2c7c0e33a11422acb17e/tornado-6.5.4-cp39-abi3-win_arm64.whl", hash = "sha256:053e6e16701eb6cbe641f308f4c1a9541f91b6261991160391bfc342e8a551a1", size = 445910, upload-time = "2025-12-15T19:21:02.571Z" }, +] + +[[package]] +name = "traitlets" +version = "5.14.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/eb/79/72064e6a701c2183016abbbfedaba506d81e30e232a68c9f0d6f6fcd1574/traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7", size = 161621, upload-time = "2024-04-19T11:11:49.746Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f", size = 85359, upload-time = "2024-04-19T11:11:46.763Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.15.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" }, +] + [[package]] name = "tzdata" version = "2025.2" @@ -577,21 +1420,47 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" }, ] +[[package]] +name = "urllib3" +version = "2.6.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6661c76461e25f024d5a38a46f04aaca912426a2b1d3/urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed", size = 435556, upload-time = "2026-01-07T16:24:43.925Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" }, +] + [[package]] name = "visualization-env" version = "0.1.0" source = { virtual = "." } dependencies = [ + { name = "ipykernel" }, { name = "matplotlib" }, + { name = "nbformat" }, { name = "numpy" }, { name = "pandas" }, + { name = "requests" }, + { name = "scipy" }, { name = "seaborn" }, ] [package.metadata] requires-dist = [ + { name = "ipykernel", specifier = ">=6.30.1" }, { name = "matplotlib", specifier = ">=3.10.6" }, + { name = "nbformat", specifier = ">=5.10.4" }, { name = "numpy", specifier = ">=2.3.3" }, { name = "pandas", specifier = ">=2.3.2" }, + { name = "requests", specifier = ">=2.32.5" }, + { name = "scipy", specifier = ">=1.17.0" }, { name = "seaborn", specifier = ">=0.13.2" }, ] + +[[package]] +name = "wcwidth" +version = "0.2.14" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/24/30/6b0809f4510673dc723187aeaf24c7f5459922d01e2f794277a3dfb90345/wcwidth-0.2.14.tar.gz", hash = "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605", size = 102293, upload-time = "2025-09-22T16:29:53.023Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl", hash = "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1", size = 37286, upload-time = "2025-09-22T16:29:51.641Z" }, +]