{ "cells": [ { "cell_type": "markdown", "id": "878315c8", "metadata": {}, "source": [ "# Plotting Tutorial\n", "\n", "This tutorial demonstrates how to use the plotting capabilities of the ``AFL.double_agent`` package to visualize compositional and scattering data.\n", "\n", "## Introduction\n", "\n", "The ``AFL.double_agent.plotting`` module provides a variety of plotting functions for visualizing materials data. It supports:\n", "\n", "- Compositional data visualization (scatter and surface plots)\n", "- Small-angle scattering data visualization\n", "- Both 2D and 3D plots\n", "- Ternary plots for three-component systems\n", "- Multiple backends (Matplotlib and Plotly)\n", "\n", "In this tutorial, we'll explore these capabilities using example datasets.\n" ] }, { "cell_type": "markdown", "id": "9ae6879c", "metadata": {}, "source": [ "## Google Colab Setup\n", "\n", "Only uncomment and run the next cell if you are running this notebook in Google Colab or if don't already have the AFL-agent package installed." ] }, { "cell_type": "code", "execution_count": null, "id": "5ca3e06a", "metadata": {}, "outputs": [], "source": [ "# !pip install git+https://github.com/usnistgov/AFL-agent.git" ] }, { "cell_type": "markdown", "id": "e0689893", "metadata": {}, "source": [ "General Setup\n", "-------------\n", "\n", "First, let's import the necessary modules and load our example dataset:" ] }, { "cell_type": "code", "execution_count": 1, "id": "0763571f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 164kB\n",
       "Dimensions:              (sample: 100, component: 2, x: 150, grid: 2500)\n",
       "Coordinates:\n",
       "  * component            (component) <U1 8B 'A' 'B'\n",
       "  * x                    (x) float64 1kB 0.001 0.001047 0.001097 ... 0.9547 1.0\n",
       "Dimensions without coordinates: sample, grid\n",
       "Data variables:\n",
       "    composition          (sample, component) float64 2kB ...\n",
       "    ground_truth_labels  (sample) int64 800B ...\n",
       "    measurement          (sample, x) float64 120kB ...\n",
       "    composition_grid     (grid, component) float64 40kB ...
" ], "text/plain": [ " Size: 164kB\n", "Dimensions: (sample: 100, component: 2, x: 150, grid: 2500)\n", "Coordinates:\n", " * component (component) " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a scatter plot using Matplotlib\n", "plt.figure(figsize=(8, 6))\n", "artists = plot_scatter_mpl(\n", " dataset=ds,\n", " component_variable='composition',\n", " labels='ground_truth_labels',\n", " discrete_labels=True\n", ")\n", "plt.title('Composition Scatter Plot (Matplotlib)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b0165836", "metadata": {}, "source": [ "We can also create the same plot using the unified ``plot`` function:\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "eadad270", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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2NLDSZrjo/a5ZLB15F30Mp7rvHXojoNnN2ONJj1XNculordgMl95E6Ggg5zh1i9aB9j3RQMIJfBPtG/2M6Si3d999t8rrqQyf1iBNM6HaF0ebcWMf2g9Im5sSjcSqC21q1aYotyYlRO2QkUHa6V2zXmi1D4lmWaJn9tWOo5oWdmZy7d27t2my0JOvnty1Q6ie3HQ4tnZy1SGa6aTpdm0C0t+pbfR6sdFmIR3mqxkQpcO59fdqZkUDCC2jNhVpQKFrzDhZAR1yrSdUvVDpHaa2/+tMtdonQ4OMmoZyKu1MrBdmvfBrp9J4dG4NZ64a7UyqTSd6odALmw6dTZeRI0ea2Wz1b9e/T+fR0ayUZld0SLE+r7RedHp6HRqtd9Q6lF0vpDr8Wl/TPgsafOlFVn9GhxzrnEI6W6xe6GIvcFoXejHWv1ObHXQbzWpoQKj1op0xNQjSJiJnXhrdXsugE5xpvel+++6778x+1D4SsQFopmkQrOXUC6gev9oR2Rl+rVk+Hboc/femuu+d/aIdr3WofXSGRetBp82/5pprzBwzOsxds3f6+dKZbnVbZ5+5SfsX6bGqcwydccYZJkujdaHZWR3ar5P7OTc72jyox4/OKeUMv9bP0fLly2v8HXpucaZIiEeDJP2caFAUrx9ObWnArPXvTO0AH/J62BSC64svvjDDYbt06WKG9eqQ4QEDBkTuvvvuKsMzf//9dzM0smvXrpHtttsu0qlTp8iVV15ZZZtEQ0ATDZl0hlzeeuutVYaVNm3a1AxlHjJkSKRJkyaRdu3amaGsscOMdZivDl3Oz883ZdKho/pe0UOM582bZ4aZ6zb69+nX4447zvzdNQ1R3bp1qxkCvsMOO5jh3NEfw9jh1+r99983Q5ebNWtmyqzDo6OHoEcPHV68eHGV52OHCifyxBNPRI499thIt27dzFBjHcbas2fPyNVXX22GtUbT8mtd9OjRw/zd+ncMGzYssmTJksptXnjhhUhhYaF5H93/N998c+Thhx+uNrRWh8LqPtVjQ1+LHjL84IMPmuHaOnw89m/Q/2ud6HBd/R1a7rFjx0bee++9avs7VYnqMFaiOp0xY4YZ0pubmxtp1apV5IQTTqgcsp3Kvk9E6/G0006L+9r/+3//L7Lvvvuav1N/r+4T/SzFfnacMuuw9mjxjs/6DL9W+vk6+eSTI+3btzefnR133DFy+OGHm+HS0ZYvX272t+4/3ea6666rnAagpuHXOry7oKAgUpNBgwaZIfF6bol3Lkgk3rnk5ZdfrjLMG/6Tpf94HUwBbtAs0DPPPGMyBIAtNHOhkwhq1skZ8g/3aGZYm5RjJ+eEf9BHBgB8TOdW0U7TzvIGcI/2cZo9e7Zp3oN/0UcGAHxMR8vUdjoDpIf28dOO0/A3MjIAAMBa9JEBAADWIiMDAACsRSADAACsFfjOvjpZ15o1a8xU8yz4BQCAHbTniy4Vo+v31bRmWuADGQ1iMr0eDQAAyAxdlqKmVewDH8g4i/5pRdR1XZqSkhITDNXnPZA66ttd1Ld7qGt3Ud9217fzftGL94YykHGak7RS61ux6XgPpI76dhf17R7q2l3Ut931naxbiKedfadMmWIWpNNoSxdB06mgY5dx19VU9Y+Ifpx99tmelRkAAPiHp4GMriiqa4jocu66wq+uMqqrturKu9F0FVVdNdd5pHPVXwAAYC9Pm5ZeeeWVKt8/8sgjJjOzZMkSszS9Q5enb9++vQclBAAAfuareWSKi4vN11atWlV5/rHHHpM2bdpIr1695Morr5RNmzZ5VEIAAOAnOX6a72XcuHEyYMAAE7A4jj/+eOncubMZR758+XK5/PLLTT+a5557Lu77lJaWmkd0r+for3WRjvdA6qhvd1Hf7qGu3UV9213fKb9PxCfOPvvsSOfOnSNFRUU1bjdv3jxdGyqycuXKuK9PmjTJvM6DBw8ePHjwEOsfxcXFNcYFvlg08rzzzpPnn39eFi5cKF27dq1xW+0I3KxZM9O/ZujQoSllZOo7rp25CNxFfbuL+nYPde0u6jsY88hot5Oa3s/TpiWNoc4//3yZOXOmvPbaa0mDGLV06VLztUOHDnFfz83NNY9YzCNjH+rbXdS3e6hrd1Hfwa5vTwMZHXr9+OOPm2yMziWzdu1a83yLFi2kcePG8uWXX5rXDzvsMGndurXpI3PRRReZEU2FhYVeFh0AAPiAp4HMvffeWznpXbTp06fL2LFjpWHDhjJ37ly54447TJOSppiOOuooueaaazwqMQAgoa2lIp//W2TrlsTb5DQU2eUwkZzqmXOgLjxvWqqJBi46aR4AwAJF74o8PTb5dmNmi3TdX3yLgMwqvhl+DTtpMLp8VbEUdmyRdD0MAAFX0F8kr7PI+u8qBpzEaiDSsmDbdn4WlIAsJHw1IV7YA4JlReuTZqn8ZuYHq2XktLdk1tLVXhcFgNeyc0QOuipBEKPKRQZdtW07GwIySXRzpgFZF/8HZCHh86MpPDQgGP/UMpk6urccsWdHscHWsnKZOucL8/+pc1bIiMJ8yckmNoYFaDrInF5Hiyy4MU5WpiIb0+sosSYgm3mW3QFZSLAXfMDWgOCFZWukaN1v5v/f/bJJXly+xpogDCFH04EHQYBlF/8gBGQh4f+rZQjECwhsCb6cxKt2j9EgTJ8HfI+mg8wHAVXqt6I+bbr4J2wmsywgCwECGY/ZGhA4wZfzEdeuPbYEYUBg+nJYU7+W1mcQArIQIJDxmI0BQWzwJZYFYUD8i5SDi1V661fsrc+gBGQBRyDjIVsDgtjgSywKwoBKNB24VL9id30GISALOEuPrOD1jUkUEPit82x08BUvKe8EYbZ0WEbIVevQSUfOtCocLdKmu0h+H3tHmEV3XrY5IAsw9ohHbA0IFn+zLm7wFRuE6Xb9u7V2tWxA/UfYkI1JKz2R7djXvyPMUg2Seo6qf0CGjOHT6hFbA4I+nfNk2vF9ZEtZWcJtGmZnm+0Au7Iy39J0ELbZghmGHwgEMh6xNSDIzcmW4YUdvC4GkD40HYR3crqgLKkQcnxiPUJAAASsLwfsm5yOGXwDgb0DAOnoy4HMddDN5GzBzOBrPQIZAEB6ZaLvSaZGmAVlSYUQYw8BgB95Pey4PjLR9ySTI8wYhm81AhkA8CObR9Rkqu9JpkaYMQzfav6ZoAQAEJyFLTOxBEQmZwtmBl9rEcgAgB/ZvrBlppaA0BFmZ8wXKTxG0iooSyqEEIFMCEQiEVlWtN58BWAR2xe2zMTq0c4IM/2abpkKkpBRBDIhMPOD1TJy2lsya+lqr4sCIEwLW9q2enQmgyRkDIFMSNZ0Un5eURuAi1kNN9H3BBlGIBOiFbadFbUBWMS2rEYs+p4gwwhkQrLCdvSK2mRlAMvYntWg7wkyiEAmBNmYSMyK2mRlAMvYntWg7wkyyLJPA+qSjYnuJuhkZUYU5ktONnEsYA0WtgTi4koWkmyMg6wMYCmyGkBcZGRClI1xkJUBEOi1nhAqBDIBtPibdZUjleJxsjK6Xf9urV0tGwBL2LzWE0KFQCaA+nTOk2nH95EtZWUJt2mYnW22AwDXVrAGMoBAJoByc7JleGEHr4sBwPbmpG4HiyyZnmBjl+azoYkLSRDIAABq15ykPfBadnZnPhuauJAEPT0BAFWbk6otUhkr4t58NknLVLFkA01coUUgAwBIskhlbDbGxdmFk5bJsiUbkHYEMgCAGhap9DAbk7RMli2giYwgkAEApJ4B8SJwSFgmsjEgkAEAJM2ANBBp0mbbf70KHOKViWwMGLUUfJFIRJavKpbCji0ki6nNAaQ6xLnK0Otykd2OFNn9SJFO+3pTRicrM/OsP8pENgYEMsE384PVMv6pZTJ1dG85Ys+OXhcHgB+lMsR58QMiPf/i7VpPmpVZcKPI+m/JxqASTUshWHNJ6dpK+j0A1H6Ic5Y/hjhX9pXxsIkLvkMgE4IVsBUrXgOo+xBnD0YqJVI4WuSM+SKFx3hdEvgEgUwIVsCOXvGarEx6+h0tK1pvvgKBYcsQZz2Z7djX2yYu+AqBTMCzMZGYFa/JyqSn39HIaW/JrKWrvS4KkD4McYalCGRCkI1xkJWpP/odIdAY4gwLEciEIBvjICtTf/Q7QriyMmRj4H8EMiHJxjjIytQd/Y4QrqyMR7P4ArVEIBMwi79ZFzcbE5uV0e1QO/Q7QigwxBmW4QgNmD6d82Ta8X1kS1lZwm0aZmeb7VC3bEx0kOhkZUYU5ktONvcFCAgd4tymu0h+H69LAiRFIBMwuTnZMrywg9fFCHTfmGjRWRlmTkZgOEOcAQtwCwkkQb8jAPAvAhkgCfodAYB/0bQE1LHfkc7sW/TLb9KpVWPJzcmh3xEAeIBABqhjv6Pn3l8lU+euMCuL+7VfkgZby1cVS2HHFpLFlO4AAoimJSDAM/yynAKAoCOQAQI6w68twRYA1AeBDBDQGX5tCLYAoL4IZIAAzvBrS7AFAPVFIAMEcGVxG4ItAEgHAhkgYCuL2xJsAYD1gcyUKVOkX79+sv3220vbtm1l1KhR8vnnn1fZZvPmzXLuuedK69atpVmzZnLUUUfJ999/71mZEV62zPBrQ7AFIAVbS0U+nimybEbix8czt20XYp7OI/P666+bIEWDma1bt8pVV10lQ4YMkU8++USaNm1qtrnooovkpZdekqefflpatGgh5513nhx55JHy1ltveVl0hHiGX0lhht/+3VqLnxa3dLDIJWCRondFnh6bfLsxs0W67i9h5Wkg88orr1T5/pFHHjGZmSVLlsgBBxwgxcXF8tBDD8njjz8uBx98sNlm+vTpsuuuu8rbb78t++67r0clRxjZsLK4DcEWgBQV9BfJ6yyy/rsEtyYNRFoWbNsuxHw1s68GLqpVq1bmqwY0v//+uwwePLhymx49ekhBQYEsWrQobiBTWlpqHo6SkpIqX+siHe+BYNT3/l22ZQprUrppo3iV6P1TywZy61+6Jw22dLvYevZjfQcNde2uQNR3v3Eis8cleLFMZK9xIhs3SRDrO+X3ifhEWVlZZPjw4ZEBAwZUPvfYY49FGjZsWG3bfv36RS677LK47zNp0iQNW3nw4MGDBw8eYv+juLi4xvjBNxkZ7Svz0UcfyZtvvlmv97nyyitl/PjxVSK6Tp06SVFRkTRv3rxO75mO90DqqG93Ud/uoa7dFZj6/vCZ+FmZw+8U2f0oCWp9O++XjC8CGe3AO3v2bFm4cKF07Nix8vn27dvLli1bZP369ZKX90e/Ax21pK/Fk5ubax6xtFLrW7HpeA+kjvp2F/XtHuraXdbX974niyy+I6qvTEXfmH1PEsn2xWXc0/pu4PXKvBrEzJw5U+bPny9du3at8nrfvn1lu+22k3nz5lU+p8Ozv/vuO+nfP9ydmwAAIaHBykFXVQQxqlxk0FW+DGK8kON1c5KOSHr++efNXDJr1641z+sw68aNG5uvp512mmkq0g7AGuGdf/75JohhxBIAIDR6HS2y4EaR9d+KtOwi0ss/TUpe8zQjc++995qRSoMGDZIOHTpUPmbMmFG5zdSpU+Xwww83E+HpkGxtUnruuee8LDYAAB5lZYRsTIwcr5uWkmnUqJFMmzbNPAAACK3C0SJtuovk9/G6JL5CSAcAgA10au4d+3pdCt9hjnIAAGAtAhkAAGAtAhkAAGAt+sgAQH1tLRX5/N8iW7ck3ianoUiHgW6WCggFAhkAqK+id0WeHpt8uyP/mFoCQHrQtAQA9VXQXySvsw4rSbCBTinfRaTT3i4XDAg+AhkASPsU8rGYUh7IFD5VAJDWKeSdhf0cFQv86ZTyGzdJKPsG7XKYSE71xXyBdCCQAYB0ZmVmnhWebEyqfYPGzBbpur8bJUII0bQEAOnMylTpK9Mg2Av8pdo3SLcDMiSAtwgA4GHTSreDRZZMr/imXKT7EJFIWTBPtwmzUCHIRsE3OLoAIJNNK+8+INJwe5EddhHZvFVC2TcIyCACGQCob9NKtYt4jDdv2/a1tIZtbBXGvkHwFY4wAMhY00q0BiJ5O4rIxxL8rIwF2RhGXAUGgQwAZKRpJVa5yMCLReRUCX5AZ0E2hhFXgcGoJQDI6GR4UaN3eo6U4I/YEjtGajHiKjB8HC4DQFCyMhZkKNKZlbHhbw3aiKut4W0qs2QPAYBtF8Ws6v1Fgjazb6zC0SJtuovk9xErLvbl5SJNWots+jlmwyyRlp39n1WKVhTepjICGQBIa1bmW5EmbUQ2/WTnnX19ZGWJ7NhXrL/YawBq2z4rSDaCriKgDmBTGX1kACCtfWVE5M/X2dVfJCyS9oupoNvYts+yw7twKYEMAKSzaeWM+SJ7HPdHUBPQi0dwO2aLyEFX27nPesUukSGhWCqDQAYA0t20ol+doKbwGK9LhZQu9hZnY5IGasHNxigCGQDIdFADe7IytmZjwrpwKYEMACB0El3sT5tjfwYtOzZQC3Y2RgX3LwOAoAvx3CEZmYm4094SuBF0LYOdjVEEMgBgqxDPHVJvQb7YZ1s2OWE90bQEALZimv30DJcP4sW+MDydzQO25wAgRM1EQZtm321+n4k4yJMTphFHNwD4QV2biRKu8xS1NAIk7Bf7IKNpCQBsbiYK6dwhgIMjHEByjI7JvPo0E1XLypCNQXgQyABIjtEx7qhrM1Gi4cRkYxACNC0BSI7RMe6oTzNR5SRvLFSJcCGQAZBciFfWtWaK+aAPJwYSIJBBqEUiEVlWtN58RRIhXVnXqinmQzR3COAgkEGozfxgtYyc9pbMWrra66L4H6Nj3FPXZiIWqkQIEcggtLaWlcvUOV+Y/0+ds8J8jyRCuLKuJ2gmAlJGIIPQemHZGila95v5/3e/bJIXl6/xukj+F8KVdT1DMxGQEgIZj9FHw9tsjJNX0Ew8WZkUMTrGHTQTASkhkPEYfTS8zcY44aPGkWRlUkSzBwAfIZDxEH00/JGNcZCVqQWaPQD4BIGMh+ij4Y9sjIOsTC3Q7AHAJ8gJ+yArEInKBowozJecbOJLt+o9FvsBgHW2hnstNAIZj0RnY2KzAUfs2dHTsgXZ4m/WVan3WM5+0O36d2vtatkAoE6Kwr0WGoGMj7ICZAMyr0/nPJl2fB/ZUlaWcJuG2dlmOwCwai209bGLjcYsOhrQtdAIZHyQjXGQlcm83JxsGV7YwetiAED6ZMeufh4r2PM9cdvvkxEzDkbOAABqrVd410IjkPGoj0YkhT4aAACkJDu8a6EF9y/zKfpoAAAylpVZcGNUX5mKvjHpysYkGx21YdMf27mIQMZl9NEAAGRkyHR2bF+ZNGdjko2OKq3IBq1aItLqUHELgQwAAEEZMt3Lycp8m/6+MamMjlKd9hY3EcgAsFvIJwODpTI1ZDo7KiuT7r4xqYyOcrZzEYEMALuFfDIwWCqVoGCng0U+erb2gXjhaJE23UXy+0jm++E4Gojk7SgiH4vbGLUEIBh3tgknNagYfhrQycBgMQ0KmrVL/PqSh0VmnrktUNeA3Q9roWXXMDpq4MXiBTIyQNibYpyRBh8+K9KsiX1NMSGfDAwW02PykEkiz/+tho18OCtvrwSjo3qO9KQ4fLKBsDfFOCMNZl8okptlZ1NMTenudA4/BdJNm4HmTBTZ9JM9gXh2hkdH1RJNS0DYBLEpJsSTgcFyemz++e8JXvTxrLy9nJmExfMyehrILFy4UEaMGCH5+fmSlZUls2bNqvL62LFjzfPRj0MPdW9sOhBICS/6ll/8q03R7uOLABCblWnSxq7PYrZzHhHPy+hp7WzcuFF69+4tp556qhx55JFxt9HAZfr06ZXf5+Za0GYP+F0Qm2J8lu62EkPZvc3KVOkrY8FnsTCDo6NqwdNP+LBhw8yjJhq4tG/f3rUyAaGQsIOs5Rf/TE4GFgYMZffOHseLFBeJvDbFns9iVsXoKI/5uIa2ee2116Rt27bSsmVLOfjgg+X666+X1q1bJ9y+tLTUPBwlJSVVvtZFOt4DqaO+XVIwRKRRRykpKTLflpRmieR1Ein4s1a+WKvfOJHZ40T2GieysWJElk/4/tjO280cE1K8KvEkbXkdt23n17/BpvqO1ftMkbf/tS2gySuw7rNYkub6TvV9siIRXW/Ze9r/ZebMmTJq1KjK55588klp0qSJdO3aVb788ku56qqrpFmzZrJo0SLJzs6O+z7XXnutTJ482cWSAwCATCkuLpbmzZvbGcjE+uqrr6Rbt24yd+5cOeSQQ1LOyHTq1EmKiopqrIiapOM9kDrq20VlW6Xkzv2k0+TPpejaHtL8grf8ncq2nBXH9paNIvcOENn0c0xWJkukcSuRg64WadhYpPsQ3/eTsaK+Y+kl+b9LRTrskZkJ7Syqb+f9kgUyVp2xdtppJ2nTpo2sXLkyYSCjfWridQjWSqhvxabjPZA66tslf75MZPJp0nzwZdK8ZSuvSxMKvj62v14mUvaziDmNxlxIy38RmVcxe2tbe/rJ+Lq+42lxoNisucv1bdU8MqtWrZKff/5ZOnTo4HVRgOBwOsT2ij9yECGj8we1KKhhAwvnGUKgeZqR2bBhg8muOL7++mtZunSptGrVyjy0r8tRRx1lRi1pH5nLLrtM/vSnP8nQoUO9LDYQLE762rI0NjJEmxYPvtr/Sz6kMlR881Y3SwSPeHokvvfee3LQQQdVfj9+/HjzdcyYMXLvvffK8uXL5dFHH5X169ebSfOGDBki1113HXPJAECmh7HPv0GkWOcZEn/ObZLKUHFn+Q0EmqeBzKBBg6Smvsavvvqqq+UBANSUlfFJNiZ6qY1qkzpGDxXfUUQ+9qBwcJNVfWQAAC5mZar0lfHZkg+pLLUxsKJjMgKNQAYAkDgr48dsTML1tWKCrp4jPSoY3EQgAwDw/QrHcbHqObzuIwMAsGRNLr8GBtUWQI3qkOzlEhUswOkaHx6VAADf8MkKx9ates4CnK6haQkAkHyFYz/PM+THJjBnVFW1/jsOJhZMFwIZAIDdKvvKiD+yMamOqvJLWS1HIONTOr/OsqL1Nc6zAwCIagI7Y75I4TFizagqP2SOAoBQ0KdmfrBaxj+1TKaO7i1H7NnR6+IAgL87yDpNYL7uv+MgG5NO1KIPbS0rl6lzvjD/nzpnhYwozJecbJJnAAIuiB1kaxpVhbTg6uhDLyxbI0XrfjP//+6XTfLi8jVeFwkAMi+IHWSr9ZUhG5NuBDI+zcZkRWVLNSujzwNAoAW1g6wfR1UFCIGMT7MxzsdY+/qSlQEQGkHsIOvHUVUBQiDj42yMg6wMgNAI6rIDfhxVFRCWHhHB7xsTLTorwwgmAIEXxA6yfhxVle6RZRsqloT49EWRvke7tvQCgYwPszHxWoedrAwjmAAEVvRFstvBIkumV7xQLrLTwSIfPcv6RH4eWVZacfWadY5I2wLXRpYRyPjE4m/Wxc3GxGZldLv+3Vq7WjYA8PwiueThbQ/bhl8HdWTZeidbFkdegasjywhkfKJP5zyZdnwf2VJWlnCbhtnZZjsEACvjAnW4SFY0Mdk0/DposhNN8hdl4MWu9mUikPGJ3JxsGV7YwetiwG8Tf+kJYYddqj5HgIPQXiQt7/AbFNX6MDkquj30HOlqcTgaAL+mZ9Wbt8V/ntQ6wniRtL3Db1Bk17D0gvO6i+g1Cvhy4i8JzsymQG0Edfh14Of7abCtb4wHCGQA3038lWh6dsXJHCG9SNo6GV5QZcdZekGbwj3A2RDwXXo2ItKkjcimn0mtI5yqfTYsCeDD1om/l9MM+O22QNPlvjEOnx8VQEgn/jrgMpHn/xazsSUncyATF0kbAvggrt6dasDp4bmJpiXAjyvj6nTmpNYRZjauTxTE1bstWHrBgiMDCOGdp62p9TCn2ZGZi2Sb7iL5fcQKYRw+nuX90gsBqk0gYOlZG1PrYU6zI5AXyVpj+LjraFoC/JqetTG1HvY0O8DwcdcRyAB+uvPUrz5rf87cXDmc2BFQDB93FYEMYGOAY/1cOZzYEcJO/ATt/glkfv5Z57fYpqioSCZOnCiXXnqpvPHGG+ksGwDbkWZHWFUG8ULQ7qdA5sMPP5QuXbpI27ZtpUePHrJ06VLp16+fTJ06VR544AE56KCDZNasWZkrLQD7kGZHGNnexy2ogcxll10mu+++uyxcuFAGDRokhx9+uAwfPlyKi4tl3bp1ctZZZ8lNN92UudICsA9pdoSVzX3cghrILF68WG644QYZMGCA/OMf/5A1a9bI3/72N2nQoIF5nH/++fLZZ59lrrQA7ESaHWFkex+3IAYyv/zyi7Rv3978v1mzZtK0aVNp2bJl5ev6/19//TX9pQRgN9LsADKk1meTrJjIMvZ7AKjXLK3MCAwgk4HM2LFjJTd328lj8+bNcvbZZ5vMjCotLa3t2wEIi1RnaWVGYACZCmTGjBlT5fsTTzyx2jYnn3xybd4SAOLPCFxtiveYqd6ZERhAbQOZ6dOnZ64kABDWhfcA1BlnAgD+w8J7SCaVvlSbt7pZIniEQAaARVkZsjGoRV+q0kTrfCFIWGspRCKRiCwrWm++Ar7HjMCo7+rqeQUuFwpe4LYmRGZ+sFrGP7VMpo7uLUfs2THp9hrwLF9VLIUdWzDMHj7IypCNQS37Ug28WEROrf/vYkoAX+OMEBJby8pl6pwvzP+nzlkhIwrzJSe7QVoDHyBzfWW+JRuD2vel6jkyPb+HKQF8jaalkHhh2RopWveb+f93v2ySF5evqVXgo98DrmNGYPhhdfVUmrE00GZKAE9wVggBJyjJqvi4aytRsqxMvMCHrAx8PSNwGNDEkUJWJmpk28ZN6fkdTAnga9R6CEQHJUr7+tYUnNQl8AktLiz+mRE4DGji8K4vFVMC+BaBTMDFBiWOmoKT2gY+ocaFBW5i1uP09KWqyw0IUwL4FjUfcLFBSbLgpC6BT6hxYYGbaOJIXi+p/P11vQGpqRkLnuGKFGDRQUk8TnAS3ZHXCXwiNQQ+SKWzYcgvLPjjzv/jmSLLZmx7fPjstuf1q/Ocvq7b1Xl+HUfI59nRvlRnzBcpPCZznXerfd75fPsBgUyALf5mXdygJDY40e3qGviACwtSuPOfeea2x+wLtz2vX53n9HXdzm8jdWztS5XKnFf1uQGp/LwLn2+fCOkRHw59OufJtOP7yJaysoTbNMzONttFBz6SQuDTv1vrjJTZSrSdw+2mR5o4ktMs16cv/pEBa9ak6uvl5SJNdxDZ+FPtOu/WthkLGcceCLDcnGwZXtghY4EPonBhgZt9Wpj1ODnNcs06548MWG6qs5OnUJdMCeArHPUhkcpyA7UNfBCFCwvcHrbLrMc10yxXi04i8kkNazHp61L7GxCmBPAV+siEhC43MHLaWzJr6WqvixJctJ3DzT4tzHpcM62P/XWtpUTKRQ66ms67AUAgEwIsN+ASLixweyXv2ozUCaOeoyr+U0NHfG5ArMeZNgRYbsBFtJ2jpiD3yTPTe+dPE0fNE91tcJYoMHOUR20YU/903rUaeyzgWG7AZVxYkIje+be4blufjTw6gmdE7ER3pQmGVzdrV7X+uQGxmqdXsoULF8qIESMkPz/fdECdNWtWtQ6qEydOlA4dOkjjxo1l8ODBsmLFCs/Ka6PYCe6Y2A7wQZ+NgRdz558JSSe6q3DItVXrvzZz0MB3PA1kNm7cKL1795Zp06bFff2WW26Ru+66S+677z555513pGnTpjJ06FDZvHmz62W1UaIJ7pjYDvCIkwXodaTXJQmmpBPdiUiTNvQpChhPA5lhw4bJ9ddfL0cccUS11zQbc8cdd8g111wjI0eOlMLCQvnnP/8pa9asqZa5QXwsNwD4jHPHz52/BzNtV3z/5+vIhgWMb/fm119/LWvXrjXNSY4WLVrIPvvsI4sWLZJjjz027s+Vlpaah6OkpKTK17pIx3u4TbMtt774gURKN8e9N9Hz6K0vLpUDuzTzXV8ZG+vbZtS3D+taO62u+L/kqzN3H/LH6sz4Q79xIrPHSUlFH5ltX8tFBo4X2Wm47gCvSxhIJWk+l6T6Pr4NZDSIUe3atavyvH7vvBbPlClTZPLkydWe79SpYuKjekjHe/iJTgHVepL4VtDq2++ob/dQ1+7qNHVDxf/02lD9+gC7j2/fBjJ1deWVV8r48eOrRHRaqUVFRdK8efM6vWc63sNtpVvL5LXPfky63MCgHjuYGX39xMb6thn17cO6Ltsqcv/+IsWrEq/RlNdR5MyFNJMk8uEzUvLshSaIKbqomTQ/6i6R3RkpZtO5xHm/ZHz7CWjfvr35+v3335tRSw79fo899kj4c7m5ueYRSyu1vhWbjvdw01/3ayk2s62+bUd9+6yuh02oWPIiXn+aiMihE0RatspUEe2378kib9xmhrs3b9dZmu97EkFfQM8lvt2rXbt2NcHMvHnzKgMXjc509NI551QsBBZiqaydBIRW7MRoifqY7HKYf/uYZGqNptANdz+N4e4B5+me3bBhg6xcubJKB9+lS5dKq1atpKCgQMaNG2dGNXXv3t0ENhMmTDBzzowa5Uw7He61k8Y/tUymju7NLL1AsonREhkzW6Tr/mLXytmsB5QyE+ydxnD3gPN0uMp7770ne+65p3ko7dui/9dJ8NRll10m559/vpx55pnSr18/E/i88sor0qhRIwkz1k4C6jsxWsVaO7pdGNdoCguGu4eCp4HMoEGDTBNJ7OORRx4xr2uTyd///nczSkknwZs7d67svPPOEnbx1k4CUJuJ0SzJalT7OywpN+AiPg2WYe0kIGR9TCr/jm/9lY0JQj8kBAKBjMXZmNhZeukrAwSwj0n03+GncgehHxICgVt4i7B2EhDSPia6OvMZ8/21RlBQ+iHBej4J7VGXbIxnWRlSyrA2K2NZNiZ2dWYrMl5id13DOhxhlvaNieVqXxlSyrCJX/uYBEFQ+iHBajQtWWLxN+virmQdm5XR7TKOlDJsUjnyR4dKkiFwZ3QY2Ri4h6PMEn0658m04/skXTtJt7MmpZyoiWrDpm1fP3xWJC+PJiqkp49Jm+4i+X28LkkIsjJkY+AuAhlL6MKOwwv/WHMqECnlRE1UpRXvN/tCkdwsmqgQzD4mQRGUfkiwFk1L8C6lTBMVELDRYUI/JLiOQAbeDW0NyuyrQNjRDwkeIpCBt9OnVwuGouTRzg5Yw49z3SAUCGTgbUq5pqzMwIu5swNs64fEAo1wGYEMvE8px2uiUj1Hpq+cAIBAIpCB9ynleE1UzvMAANSAK0UGRCIRWb6qWAo7tpCsMKRZ0zG0NXr2Ve0bIx+nq3QA/IClTZAhBDIZMPOD1TL+qWUydXRvVqSuy1wU2jdGTvW6RADSiaVNkCE0LWVoTSTFitR1bKLqdaTXJQGQbswbhQwhkMngCtXOitRIEaMegOBi3ihkCEdMBleodnVFavgffQQQdqyWjQwgkMlQNiZ6RWrNytBXBvQRQOglXHCWbAzqjjRBBrIx0ZysTKp9ZXTE07Ki9eYrAoY+AkD9lzYBYhDIpDkbExt+RGdlUh3xNHLaWzJr6eqMlBMeoo8AkJ6lTYAoHDkZ6BsTK9W+MrEjnuhbE0D0EfA/+jJlXvS8UWRjUE8EMmmw+Jt1VfrGSIKsjG7Xv1vrWo14om9NwNBHwP/oy+Tu54DjHvXE0ZMGfTrnybTj+8iWsrKE2zTMzjbbJcKIpzBnZcjG+LIvU7WsmaNif9GXqf7zRrXpLpLfx+uSwHIEMmmQm5Mtwws71Os9GPEU5qwM2Rg7smYO9pdvljYB6OwbrBFPsHHkhtBHwIqRNQ5G2AB+QyAToBFPsHHkhnB3b9UIM7IxgN8QyPg0G+MgKxOCtaUKj/G6JIiH+U4AK3BbEZART7AQfQT8jb5MqAuG77uOT2QARjwByBDmO0FtMXzfdQQyARjxBCBDmO8EtcXwfdfxqQSAmjDfSc1oSqmK4fuuoyZhB06W8Ap9mWpGU4r/lyLZGuzzJ4EM7MDJEvAnmlL8vxRJUbDPnwy/hl0ny4QD1SuGxobpZAn4Aau6+3/4fkGwz58EMrADJ0vAv5gJOYVzlofnqOxgnz8JZGAPTpaAPzETsv+XIukV3PMngQzswckS8C8/NaX4hZ+WIskO7vmTQAZ24WQJ+JOfmlL8xE9LkfQK5vmTQAZ24WQJ+JefmlL8Nnxfv3otO5jnTwIZ2IeTJeBPfmpKQWjOnwQysA8nS8C//NSUglCcP+3/CxBOTBsP+BMzIftfYbDOnwQysBMnSwCom4CdPwlkAAB1E/A1fGAHAhkAQN0EfA0f2IHOvgCAugn4Gj6wAxkZAHDbpy+KNMqxvzkm4SrPEqh5SuBvHF0A4LZZ54jkZgWjOUbnJVlwo8j672Kmv9dsTEEg5imBv9G0BABua9EpOM0xAV7DB3YgkAEAt+1/cZwLv8UBQEDX8IEdLPqkALXAsFD4Wc9RIovvCE5zTLW+MhYGY7AWRxmCiWGhsLKTrMUBQGVfmW/JxsBVNC0hmBgWCr8LWnNMANfwgR0IZBBMCTsgBuDOFwE9RgNwTLJgJDxAIIMQ3fFKMO58EcBjVIJxTDpr+OhXwCUEMgguhoXC72iOAerN15+aa6+9ViZPnlzluV122UU+++wzz8pkJRtG8ESXccOmbc99+KxIsyb1K2O1ybosHRWC4NLmmDbdRfL7eF0SwEq+DmTUbrvtJnPnzq38PifH90X2HxtG8ESXsbQigzL7wuqzn9a2jAwLDRcbgvZEzTEA6sT3Z3MNXNq3b+91MYIxgqfanBWOiiyFlyN4MllGhoWGhw1BO4BwBTIrVqyQ/Px8adSokfTv31+mTJkiBQUFCbcvLS01D0dJSUmVr3WRjvfwXL9xIrPHJXixTGSvcSIbK5p0PC5jSUVGxvmaljI6f78f/k6fCcTx7cjbTaRRR5HiVYkD4ryO27bz4O8NVF1bgPq2u75TfZ+sSCSSaHyq515++WXZsGGD6Rfz3//+1/SXWb16tXz00Uey/fbbp9yvBgAA2Km4uFiaN29uZyATa/369dK5c2e5/fbb5bTTTks5I9OpUycpKiqqsSJqko738IUPn4mflTn8TpHdfdLc8uEzUvLshdJp6gYpuqiZNHf6yKSrjN/8R+SJFOa4OO4pkS77SRgE5vh2lG0VuX//OFmZimzMmQs96yMVuLr2Oerb7vp23i9ZIOP7pqVoeXl5svPOO8vKlSsTbpObm2sesbQS6lux6XgPT+17csz6LhX9TvY9yT+dX7WMb9wmIp+YIKZ5bnZ6y7jbYJF2XZL3xdHt/FInLrH++I42bEJFB+/ozuIRkUMniLRsJV4LVF1bgPoOdn1bdabWZqYvv/xSTjrpJK+LYicbRvBoWczKwKdlpowJ17gR/9ZJEEbmuI1h90Bo+PhsLXLJJZfIiBEjTHPSmjVrZNKkSZKdnS3HHXec10Wzl19G8NR0MS4v/+P/OpIp3WWsdpFzWHKxY2ROMIJ2AGnh60/1qlWrTNDy888/yw477CADBw6Ut99+2/wfaTjBe3lir+liHD1aSYOOdJfR9pWHbRhO7wd+CdoBZJSvz9hPPvmk10UIJj/MJJr0YiwizdqJDLoyM7/f5qaHIDSPhSloB5BRrLUURn5Y2C3p6tQVa8/kbOfS77fs4s+CmKlhNWYg8Ahk4M+Lseo50qXfb+HKwyyIaU/QDiCjCGTgz4ux87orv9/SlYerBYJkYwCEj2Vn7pAK8nDbeH1V8nYUkY/D01+orhiZAwAEMlYI8nDbeBfjgTqPzKnu/H7bVx5mZA6AkKNpyQbOCJ9qfUmkapOCrcNtY/uqZLpvTJDY3jwGAPVEIGODpCN8LG9S4GJcP4zMARBiBDK2CPpwWy7GdcfIHAAhRiBji6APt+ViDACoA8uvfiEbUWTzbLQAAGQAgYxNI4oYbgsAQBU0Ldk2osjm2WgBAEgzbuXdWsAvUiby8Yv1b4JiITwAACpxFUyHan1XHFF9WL5blL4mKJtnowUAII1oWnJrRFE6m6AY4QMAgEEg49YCfkGf1A4AAA8QyKRLtUAlTmAS9EntAABwGYFMOiUbURT0Se0AAHAZgYzbawYla4ICAAApI5Bxe82gVJqgAABASghk0i2VEUVMagcAQFoQyPi1CQoAACTFFdQrTGoHAEC9Ech43QQFAADqjKYlAABgLQIZAABgLQIZAABgLQIZAABgLTr7Aum2tVTk83+LbN2SeJuchiK7HCaSk+tmyQAgcAhkgHQrelfk6bHJtxszW6Tr/m6UCAACi6YlIN0K+idY5Vyqrq+l2wEA6oWMDJCpmZtnnpVgg3qur0XTFQBUIpABMkHX01pwo8j676IWCHWyMQX1W1+LpisAqEQgA7ialUnDaudO01W1ICkmWKLpCqgbsp5WIZABXMvKpCEb40bTlW246CDdyHpaJSRnOsAD1QKONAYYmWy6sg0XneBzO1gl62kVAhkgkyoDjm+3jVRKV4CRyaYr23DRCT63g1WynlZhL9TGpy+KNMqp3R0Bae9wiz4hpvvEl6mmK9tw0Qk+L4JVsp7W4JNdG7POEclNNDdIgjsC0t4oHC3SprtIfh97mq5sw0Un2LwIVsl6WoMJ8WqjRafaT3LG5GjIyhLZse+2r5m4gJvjS9LbdGUb56JT7W6di05gVB7rWfHPoZk49qv9zgz+LtQZgUxt7H9xgrRmDSfMhCfYJD8HpKLy+BKOIy46weZFsFrtd3K+9iMCmdroOapudwRe3EkgXE1XZ8wXKTxGQo2LTvB5EayS9fQ9Ahk37ghIe8OvTVfaGV07sasPnxVZNqP64+OZ27azARedYPMiWCXr6XvsEbdGijDCBH6kndG1E7uafWHizuy2dEbP5CgxBHtKAy867MdilGud8Cl3a6QII0zgR9rJ3HRi/yTBBhbOweLWRQfhCVadrGemMcq1TmhacjN9TdobfqMXAdOJPRELA+5MjhKDPwS1XxijXOuEQMbNNlPaWuHXTuwGndFhiaAGq4xyrRNqw+30NWlv+E3lSVFPntEXBk6agOuY3LHWyMi4fUcQ1DsJBGzCR7IxgCcY5VprBDIA4kz4yEkT8AyTO9YKgQyAmAkf6YwOeIrJHWuFWgk65iVAqpiDBUE7v23Y9Md2tvFivhxLcaYKOuYlQG3QGR1BOr+VVmQ0Vi0RaXWoWIUbi5RRM0HnzEtQrQe8xROewf6JvwC3zm+q095iJW4sUkIfmaBjXgIAYT6/OdvZiFGuKSGQCQNW3wYQVDWd3/IKPCoU3EQgEwbMSwAgjOe3gTUtv4Gg4AoWFqy+DSBs57eeI1N/D0Z4WsuKQGbatGly6623ytq1a6V3795y9913y957W9p5yyusvg0gqNJxfmOEp7V837Q0Y8YMGT9+vEyaNEnef/99E8gMHTpUfvjhB6+LZh9W3wYQVPU9v7HytLV8H8jcfvvtcsYZZ8gpp5wiPXv2lPvuu0+aNGkiDz/8sNdFsw+rbwMIqvqe3xjhaS1f75EtW7bIkiVL5Morr6x8rkGDBjJ48GBZtGhR3J8pLS01D0dJSUmVr3WRjvfwjS7DRI59QaTDHvoHiR8Fqr4tQH27h7p29/xW6/ouGCLSqKNI8arqK0/ndRQp+LNvz5tBPL5TfR9fBzI//fSTlJWVSbt27ao8r99/9tlncX9mypQpMnny5GrPd+qkK/vWTzreA6mjvt1FfbuHuraxvotFrmidhvcJvk4uH9++DmTqQrM32qcmOqLTSi0qKpLmzZvX6T3T8R5IHfXtLurbPdS1BfVdtlXk/v2jsjIV2ZgzF9Ks5PLx7bxfMr7eK23atJHs7Gz5/vvvqzyv37dv3z7uz+Tm5ppHLK3U+lZsOt4DqaO+3UV9u4e69nl9D5tQMQJKO/5GRA6dINKyVSaLGCjNXT6+fd3Zt2HDhtK3b1+ZN29e5XPl5eXm+/796TkOAMgARnhaxdeBjNJmogcffFAeffRR+fTTT+Wcc86RjRs3mlFMAACkHSM8reL7vTN69Gj58ccfZeLEiWZCvD322ENeeeWVah2AAQBIG1aetobvAxl13nnnmQcAAK6uPA3f833TEgAAQCIEMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFpWzOxbH5FIpHI58LpyfrY+74HUUd/uor7dQ127i/q2u76d93Gu44lkRZJtYblVq1ZJp06dvC4GAACog6KiIunYsWN4A5ny8nJZs2aNbL/99pKla2fUMSrUYEgrs3nz5mkvI6qivt1FfbuHunYX9W13fWt48uuvv0p+fr40aNAgvE1L+sfXFMnVhu4YPgzuob7dRX27h7p2F/Vtb323aNEi6TZ09gUAANYikAEAANYikElBbm6uTJo0yXxF5lHf7qK+3UNdu4v6Dkd9B76zLwAACC4yMgAAwFoEMgAAwFoEMgAAwFoEMgAAwFoEMklMmzZNunTpIo0aNZJ99tlH3n33Xa+LFEhTpkyRfv36mRmY27ZtK6NGjZLPP//c62KFxk033WRmvh43bpzXRQms1atXy4knniitW7eWxo0by+677y7vvfee18UKpLKyMpkwYYJ07drV1HW3bt3kuuuuS7pmD1KzcOFCGTFihJlxV88bs2bNqvK61vPEiROlQ4cOpv4HDx4sK1askEwhkKnBjBkzZPz48WY42fvvvy+9e/eWoUOHyg8//OB10QLn9ddfl3PPPVfefvttmTNnjvz+++8yZMgQ2bhxo9dFC7zFixfL/fffL4WFhV4XJbDWrVsnAwYMkO22205efvll+eSTT+S2226Tli1bel20QLr55pvl3nvvlXvuuUc+/fRT8/0tt9wid999t9dFC4SNGzea66He6MejdX3XXXfJfffdJ++88440bdrUXDs3b96cmQLp8GvEt/fee0fOPffcyu/Lysoi+fn5kSlTpnharjD44Ycf9NYp8vrrr3tdlED79ddfI927d4/MmTMncuCBB0YuvPBCr4sUSJdffnlk4MCBXhcjNIYPHx459dRTqzx35JFHRk444QTPyhRUIhKZOXNm5ffl5eWR9u3bR2699dbK59avXx/Jzc2NPPHEExkpAxmZBLZs2SJLliwxKbHodZv0+0WLFnlatjAoLi42X1u1auV1UQJNs2DDhw+vcpwj/V544QXZa6+95K9//atpOt1zzz3lwQcf9LpYgbXffvvJvHnz5IsvvjDfL1u2TN58800ZNmyY10ULvK+//lrWrl1b5Zyi6yVp14xMXTsDv2hkXf3000+mnbVdu3ZVntfvP/vsM8/KFQa6Yrn21dBUfK9evbwuTmA9+eSTpslUm5aQWV999ZVp6tCm6quuusrU+QUXXCANGzaUMWPGeF28wLniiivMSsw9evSQ7Oxscy6/4YYb5IQTTvC6aIG3du1a8zXetdN5Ld0IZODLLMFHH31k7qCQGUVFRXLhhRea/kjakR2ZD841I3PjjTea7zUjo8e49iEgkEm/p556Sh577DF5/PHHZbfddpOlS5eamyPtnEp9Bw9NSwm0adPGRPLff/99lef1+/bt23tWrqA777zzZPbs2bJgwQLp2LGj18UJLG021U7rffr0kZycHPPQDtfaQU//r3ewSB8dvdGzZ88qz+26667y3XffeVamILv00ktNVubYY481o8NOOukkueiii8zoSGSWc31089pJIJOApnz79u1r2lmj76r0+/79+3tatiDSPmMaxMycOVPmz59vhk0icw455BD58MMPzZ2q89CMgabe9f8axCN9tJk0djoB7b/RuXNnz8oUZJs2bTJ9GqPpMa3ncGSWnrs1YIm+dmozn45eytS1k6alGmh7tqYh9QS/9957yx133GGGnZ1yyileFy2QzUmaBn7++efNXDJOW6p2EtN5CJBeWsex/Y90iKTOcUK/pPTTbIB2QNWmpWOOOcbMR/XAAw+YB9JP5zjRPjEFBQWmaemDDz6Q22+/XU499VSvixYIGzZskJUrV1bp4Ks3QDo4Q+tcm/Guv/566d69uwlsdE4fbdbT+cEyIiNjoQLk7rvvjhQUFEQaNmxohmO//fbbXhcpkPRQjPeYPn2610ULDYZfZ9aLL74Y6dWrlxmG2qNHj8gDDzzgdZECq6SkxBzLeu5u1KhRZKeddopcffXVkdLSUq+LFggLFiyIe74eM2ZM5RDsCRMmRNq1a2eO90MOOSTy+eefZ6w8WfpPZkIkAACAzKKPDAAAsBaBDAAAsBaBDAAAsBaBDAAAsBaBDAAAsBaBDAAAsBaBDAAAsBaBDAAAsBaBDAArLVq0yKyfM3z4cK+LAsBDzOwLwEqnn366NGvWTB566CGzIKOu5QIgfMjIALBy0boZM2bIOeecYzIyjzzyiNdFAuARAhkA1nnqqaekR48esssuu8iJJ54oDz/8sC6A63WxAHiAQAaAdbQ5SQMYdeihh0pxcbG8/vrrXhcLgAfoIwPAKtofplevXrJ69Wpp27atee68884zwcy//vUvr4sHwGU5bv9CAKhvNmbr1q1VOvfq/Vhubq7cc8890qJFC0/LB8BdNC0BsIYGMP/85z/ltttuk6VLl1Y+li1bZgKbJ554wusiAnAZTUsArDFr1iwZPXq0/PDDD9UyL5dffrnMnz9fFi9e7Fn5ALiPQAaANUaMGCHl5eXy0ksvVXvt3XfflX322cdkZwoLCz0pHwD3EcgAAABr0UcGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAABYi0AGAACIrf4/aSyq0dCk5joAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a scatter plot using the unified plot function\n", "plt.figure(figsize=(8, 6))\n", "artists = plot(\n", " dataset=ds,\n", " kind='scatter',\n", " backend='mpl',\n", " component_variable='composition',\n", " labels='ground_truth_labels',\n", " discrete_labels=True\n", ")\n", "plt.title('Composition Scatter Plot (Unified API)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "dea09832", "metadata": {}, "source": [ "\n", "Now, let's create an interactive scatter plot using Plotly." ] }, { "cell_type": "code", "execution_count": 4, "id": "ed873cc6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a scatter plot using Plotly\n", "fig = plot_scatter_plotly(\n", " dataset=ds,\n", " component_variable='composition',\n", " labels='ground_truth_labels',\n", " discrete_labels=True\n", ")\n", "fig.update_layout(title='Composition Scatter Plot (Plotly)')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "d68a51e1", "metadata": {}, "source": [ "## Surface Plots" ] }, { "cell_type": "markdown", "id": "1855a864", "metadata": {}, "source": [ "Surface plots are useful for visualizing continuous fields over compositional space:" ] }, { "cell_type": "code", "execution_count": 5, "id": "25a4edea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a surface plot using Matplotlib\n", "plt.figure(figsize=(8, 6))\n", "artists = plot_surface_mpl(\n", " dataset=ds,\n", " component_variable='composition',\n", " labels='ground_truth_labels'\n", ")\n", "plt.colorbar(artists)\n", "plt.title('Composition Surface Plot (Matplotlib)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "73d80e47", "metadata": {}, "source": [ "And with Plotly:" ] }, { "cell_type": "code", "execution_count": 6, "id": "050e0fd0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a surface plot using Plotly\n", "fig = plot_surface_plotly(\n", " dataset=ds,\n", " component_variable='composition',\n", " labels='ground_truth_labels'\n", ")\n", "fig.update_layout(title='Composition Surface Plot (Plotly)')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "74d8df2f", "metadata": {}, "source": [ "\n", "## Small-Angle Scattering Data Visualization\n", "\n", "The ``measurement`` variable in our dataset can be treated as scattering data for demonstration purposes.\n", "\n", "### Log-Log Plots\n", "\n", "Log-log plots are commonly used for scattering data:\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "13032287", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a log-log plot using Matplotlib\n", "plt.figure(figsize=(8, 6))\n", "artists = plot_sas_mpl(\n", " dataset=ds,\n", " plot_type='loglog',\n", " x='x',\n", " y='measurement',\n", " xlabel='q (Å⁻¹)',\n", " ylabel='Intensity (a.u.)',\n", " legend=False,\n", ")\n", "plt.title('Scattering Data Log-Log Plot (Matplotlib)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "ad15dcdb", "metadata": {}, "source": [ "\n", "And with Plotly:\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "92ee226a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a log-log plot using Plotly\n", "fig = plot_sas_plotly(\n", " dataset=ds,\n", " plot_type='loglog',\n", " x='x',\n", " y='measurement',\n", " xlabel='q (Å⁻¹)',\n", " ylabel='Intensity (a.u.)'\n", ")\n", "fig.update_layout(title='Scattering Data Log-Log Plot (Plotly)')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "3244588b", "metadata": {}, "source": [ "\n", "### Waterfall Plots\n", "\n", "Waterfall plots are useful for comparing multiple scattering curves:\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "b8aba57d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a log waterfall plot using Matplotlib\n", "plt.figure(figsize=(10, 8))\n", "artists = plot_sas_mpl(\n", " dataset=ds,\n", " plot_type='logwaterfall',\n", " x='x',\n", " y='measurement',\n", " xlabel='q (Å⁻¹)',\n", " ylabel='Intensity (a.u.)',\n", " base=5, # Separation factor between curves\n", " legend=False,\n", ")\n", "plt.title('Scattering Data Log Waterfall Plot (Matplotlib)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "ecc9abf8", "metadata": {}, "source": [ "\n", "And with Plotly:\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "ea4af01d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a log waterfall plot using Plotly\n", "fig = plot_sas_plotly(\n", " dataset=ds,\n", " plot_type='logwaterfall',\n", " x='x',\n", " y='measurement',\n", " xlabel='q (Å⁻¹)',\n", " ylabel='Intensity (a.u.)',\n", " base=5 # Separation factor between curves\n", ")\n", "fig.update_layout(title='Scattering Data Log Waterfall Plot (Plotly)')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "35011ab6", "metadata": {}, "source": [ "### Linear Plots\n", "\n", "For some data, linear plots might be more appropriate. This is often used when the data has been log-scaled already.\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "7bd94775", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a linear plot using Matplotlib\n", "\n", "plt.figure(figsize=(8, 6))\n", "artists = plot_sas_mpl(\n", " dataset=ds,\n", " plot_type='linlin',\n", " x='x',\n", " y='measurement',\n", " xlabel='q (Å⁻¹)',\n", " ylabel='Intensity (a.u.)'\n", ")\n", "plt.title('Scattering Data Linear Plot (Matplotlib)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "214adfd7", "metadata": {}, "source": [ "## Advanced Features\n", "\n", "### 3D Plots for Three-Component Systems\n", "\n", "For three-component systems, we can create 3D plots:\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "e14e10eb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a synthetic three-component dataset\n", "n_samples = 100\n", "components = np.random.random((n_samples, 3))\n", "# Normalize to sum to 1\n", "components = components / components.sum(axis=1, keepdims=True)\n", "\n", "# Create labels\n", "labels = np.zeros(n_samples)\n", "labels[components[:, 0] > 0.6] = 1\n", "labels[components[:, 1] > 0.6] = 2\n", "\n", "# Create the dataset\n", "three_comp_ds = xr.Dataset(\n", " data_vars={\n", " 'compositions': (['sample', 'component'], components)\n", " },\n", " coords={\n", " 'component': ['A', 'B', 'C'],\n", " 'labels': (['sample'], labels)\n", " }\n", ")\n", "\n", "# Create a 3D scatter plot (non-ternary)\n", "fig = plot_scatter_plotly(\n", " dataset=three_comp_ds,\n", " component_variable='compositions',\n", " labels='labels',\n", " discrete_labels=True,\n", " ternary=False # Use 3D Cartesian plot instead of ternary\n", ")\n", "fig.update_layout(title='Three-Component Scatter Plot (3D)')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "ce0dd96f", "metadata": {}, "source": [ "### Ternary Plots\n", "\n", "For three-component systems, ternary plots are often more intuitive:" ] }, { "cell_type": "code", "execution_count": 34, "id": "3f510ed0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_scatter_plotly(\n", " dataset=three_comp_ds,\n", " component_variable='compositions',\n", " labels='labels',\n", " discrete_labels=True,\n", " ternary=True # Use ternary plot\n", ")\n", "fig.update_layout(title='Three-Component Scatter Plot (Ternary)')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "97787be9", "metadata": {}, "source": [ "Conclusion\n", "---------\n", "\n", "In this tutorial, we've explored the plotting capabilities of the ``AFL.double_agent`` package. We've seen how to:\n", "\n", "- Create scatter and surface plots for compositional data\n", "- Visualize small-angle scattering data with various plot types\n", "- Work with both 2D and 3D plots\n", "- Create ternary plots for three-component systems\n", "- Use both Matplotlib and Plotly backends\n", "- Customize plots to suit specific needs\n", "\n", "The unified ``plot`` function provides a convenient interface to all these capabilities, making it easy to switch between plot types and backends.\n", "\n", "For more details on the available plotting functions and their parameters, refer to the API documentation." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 5 }