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@manzt
Created June 20, 2025 17:12
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<link rel="icon" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/favicon.ico" />
<!-- Preload is necessary because we show these images when we disconnect from the server,
but at that point we cannot load these images from the server -->
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/gradient-yHQUC_QB.png" as="image" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/noise-60BoTA8O.png" as="image" />
<!-- Preload the fonts -->
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/Lora-VariableFont_wght-B2ootaw-.ttf" as="font" crossorigin="anonymous" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/PTSans-Regular-CxL0S8W7.ttf" as="font" crossorigin="anonymous" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/PTSans-Bold-D9fedIX3.ttf" as="font" crossorigin="anonymous" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/FiraMono-Regular-BTCkDNvf.ttf" as="font" crossorigin="anonymous" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/FiraMono-Medium-DU3aDxX5.ttf" as="font" crossorigin="anonymous" />
<link rel="preload" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/FiraMono-Bold-CLVRCuM9.ttf" as="font" crossorigin="anonymous" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="theme-color" content="#000000" />
<meta name="description" content="a marimo app" />
<link rel="apple-touch-icon" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/apple-touch-icon.png" />
<link rel="manifest" crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/manifest.json" />
<script data-marimo="true">
function __resizeIframe(obj) {
var scrollbarHeight = 20; // Max between windows, mac, and linux
function setHeight() {
var element = obj.contentWindow.document.documentElement;
// If there is no vertical scrollbar, we don't need to resize the iframe
if (element.scrollHeight === element.clientHeight) {
return;
}
// Create a new height that includes the scrollbar height if it's visible
var hasHorizontalScrollbar = element.scrollWidth > element.clientWidth;
var newHeight = element.scrollHeight + (hasHorizontalScrollbar ? scrollbarHeight : 0);
// Only update the height if it's different from the current height
if (obj.style.height !== `${newHeight}px`) {
obj.style.height = `${newHeight}px`;
}
}
// Resize the iframe to the height of the content and bottom scrollbar height
setHeight();
// Resize the iframe when the content changes
const resizeObserver = new ResizeObserver((entries) => {
setHeight();
});
resizeObserver.observe(obj.contentWindow.document.body);
}
</script>
<marimo-filename hidden>mo-3226.py</marimo-filename>
<marimo-mode data-mode='read' hidden></marimo-mode>
<marimo-version data-version='0.13.15' hidden></marimo-version>
<marimo-user-config data-config='{"completion": {"activate_on_typing": true, "copilot": false}, "display": {"cell_output": "above", "code_editor_font_size": 14, "dataframes": "rich", "default_table_page_size": 10, "default_width": "medium", "theme": "light"}, "formatting": {"line_length": 79}, "keymap": {"overrides": {}, "preset": "default"}, "language_servers": {"pylsp": {"enable_flake8": false, "enable_mypy": true, "enable_pydocstyle": false, "enable_pyflakes": false, "enable_pylint": false, "enable_ruff": true, "enabled": true}}, "package_management": {"manager": "uv"}, "runtime": {"auto_instantiate": true, "auto_reload": "off", "default_sql_output": "auto", "on_cell_change": "autorun", "output_max_bytes": 8000000, "reactive_tests": true, "std_stream_max_bytes": 1000000, "watcher_on_save": "lazy"}, "save": {"autosave": "after_delay", "autosave_delay": 1000, "format_on_save": false}, "server": {"browser": "default", "follow_symlink": false}, "snippets": {"custom_paths": [], "include_default_snippets": true}}' data-overrides='{}' hidden></marimo-user-config>
<marimo-app-config data-config='{"sql_output": "auto", "width": "medium"}' hidden></marimo-app-config>
<marimo-server-token data-token='static' hidden></marimo-server-token>
<title>mo-3226</title>
<script type="module" crossorigin crossorigin="anonymous" src="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/index-aRpq2G87.js"></script>
<link rel="stylesheet" crossorigin crossorigin="anonymous" href="https://cdn.jsdelivr.net/npm/@marimo-team/[email protected]/dist/assets/index-BqXWXM9d.css">
<script data-marimo="true">
window.__MARIMO_STATIC__ = {};
window.__MARIMO_STATIC__.version = "0.13.15";
window.__MARIMO_STATIC__.notebookState = {"cellIds": ["Hbol", "MJUe", "vblA"], "cellNames": ["Xw==", "Xw==", "Xw=="], "cellCodes": ["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", "bWFrZV9wbG90KHdpdGhfZmlndXJlJTNERmFsc2Up", "aW1wb3J0JTIwbWFyaW1vJTIwYXMlMjBtbyUwQWltcG9ydCUyMG1hdHBsb3RsaWIucHlwbG90JTIwYXMlMjBwbHQlMEFpbXBvcnQlMjBudW1weSUyMGFzJTIwbnAlMEE="], "cellConfigs": ["JTdCJTIyY29sdW1uJTIyJTNBJTIwbnVsbCUyQyUyMCUyMmRpc2FibGVkJTIyJTNBJTIwZmFsc2UlMkMlMjAlMjJoaWRlX2NvZGUlMjIlM0ElMjBmYWxzZSU3RA==", "JTdCJTIyY29sdW1uJTIyJTNBJTIwbnVsbCUyQyUyMCUyMmRpc2FibGVkJTIyJTNBJTIwZmFsc2UlMkMlMjAlMjJoaWRlX2NvZGUlMjIlM0ElMjBmYWxzZSU3RA==", "JTdCJTIyY29sdW1uJTIyJTNBJTIwbnVsbCUyQyUyMCUyMmRpc2FibGVkJTIyJTNBJTIwZmFsc2UlMkMlMjAlMjJoaWRlX2NvZGUlMjIlM0ElMjBmYWxzZSU3RA=="], "cellOutputs": {"Hbol": "JTdCJTIyY2hhbm5lbCUyMiUzQSUyMCUyMm91dHB1dCUyMiUyQyUyMCUyMm1pbWV0eXBlJTIyJTNBJTIwJTIydGV4dCUyRnBsYWluJTIyJTJDJTIwJTIyZGF0YSUyMiUzQSUyMCUyMiUyMiUyQyUyMCUyMnRpbWVzdGFtcCUyMiUzQSUyMDE3NTA0Mzk1MzEuMTA2NzM5JTdE", "MJUe": "JTdCJTIyY2hhbm5lbCUyMiUzQSUyMCUyMm91dHB1dCUyMiUyQyUyMCUyMm1pbWV0eXBlJTIyJTNBJTIwJTIydGV4dCUyRnBsYWluJTIyJTJDJTIwJTIyZGF0YSUyMiUzQSUyMCUyMiUyMiUyQyUyMCUyMnRpbWVzdGFtcCUyMiUzQSUyMDE3NTA0Mzk1MzEuMTI4OTczJTdE", "vblA": "JTdCJTIyY2hhbm5lbCUyMiUzQSUyMCUyMm91dHB1dCUyMiUyQyUyMCUyMm1pbWV0eXBlJTIyJTNBJTIwJTIydGV4dCUyRnBsYWluJTIyJTJDJTIwJTIyZGF0YSUyMiUzQSUyMCUyMiUyMiUyQyUyMCUyMnRpbWVzdGFtcCUyMiUzQSUyMDE3NTA0Mzk1MzEuMDgwMDkzOSU3RA=="}, "cellConsoleOutputs": {"Hbol": 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FmbbBybRERESkWkxUiIiISLWYqBAREZFqMVEhIiIi1WKiQkRERKrFRIWIiIhUi4kKERERqRYTFSIiIlItJipERESkWkxUiIiISLUUTVQmT54s2%2BcWvQQGBioZEhEREamI4nv91KlTB%2F%2F880%2Fh15aWiodEREREKqF4ViASk4oVKyodBhERERWh0Wiw%2FUIs2tb0KNbmgUY7R%2BXSpUvw9vZGQEAABgwYgMjIyEfeNisrS24NXfRCREREurfm%2BHW8uugIhi4%2BIpMWk0xUmjVrhkWLFmHz5s2YM2cOwsPD0apVK6Smpj709tOmTYOLi0vhxdfXt8xjJiIiMnY3kzMx%2Bc8z8rhxZVdFR1TMNEqmSfdJSkqCv78%2FvvrqKwwdOvShIyrioiVGVESykpycDGdn5zKOloiIyPhoNBq8uugwtl%2BIQ7BvOaweEQJLC92Oa4j3bzHgUJz3b8XnqBRVrlw51KhRA5cvX37o921sbOSFiIiI9GPl0WiZpFhbmuOLPvV0nqQY3ByVotLS0nDlyhV4eXkpHQoREZHJiUm6g0%2F%2BOiuP336uBqp7OikdkrKJyjvvvIOdO3ciIiIC%2B%2FbtQ8%2BePWFhYYH%2B%2FfsrGRYREZFJlnze%2FyMMqVm5aOBXDsNaBUANFC39REdHy6QkISEB7u7uCA0NxYEDB%2BQxERERlZ3lh6Ow62IcbETJp28wLMyVm0CrmkRl2bJlSj48ERERAYi%2BnYFPN5yTx%2BM71kRVd0eoharmqBAREZECJZ%2FVYUjLykVjf1e80rIK1ISJChERkQlbeigSey7Hw9bKHDNVVPLRYqJCRERkoqISM%2FDZ3ZLPe50CUaWCA9SGiQoREZEJys%2FX4N1Vp5CRnYemVdwwOKQy1IiJChERkQn67eA17L%2BaADsrC8zsUw%2FmKiv5aDFRISIiMjGRCRmYtvG8PJ7QJRD%2B5dVX8tFiokJERGRiJZ93Vp3EnZw8hASUx8vN%2FKFmTFSIiIhMyOL9ETgUngh7awvMUHHJR4uJChERkYkIj0%2FH55sLSj7%2F61ILvm72UDsmKkRERCYgL1%2BD8StPIjMnH6HVKmBAMz8YAiYqREREJmDh3nAcuXYbjjaWmN47CGZm6i75aDFRISIiMnJX4tIwc8sFefxh11rwcVV%2FyUeLiQoREZGRl3zeWXkSWbn5aF3DHf2a%2BMKQMFEhIiIyYvN3X8XxyCQ4iZJPL8Mp%2BWgxUSEiIjJSl2NT8eXfF%2BXxR91rw7ucHQwNExUiIiIjlJuXj7dXnkJ2bj7a1nRH30Y%2BMERMVIiIiIzQT7uv4mRUEpxsLTGtVz2DK%2FloMVEhIiIyMhdupuKbvy%2FJ48nd66Ciiy0MFRMVIiIiI5KTly9X%2BWTn5aN9LQ%2F0algJhoyJChERkRGZu%2FMKwq4nw8XOClN7Gt4qn%2FsxUSEiIjIS526k4NttBSWfj3vUgYez4ZZ8tJioEBERGUnJ5%2B0VJ5GTp0GH2p54PtgbxoCJChERkRGYvf0yzt5Igau9FT4zgpKPFhMVIiIiA3cmJhmz%2Fr0sjz%2FuURfuTjYwFkxUiIiIDFh2bkHJJzdfgy5BFdGtnheMCRMVIiIiAzbr30s4fzMVbg7WcjTFWEo%2BWkxUiIiIDFRYdDJm77gijz%2FpURcVHI2n5KPFRIWIiMgAZeXm4e2VJ5CXr5Hlnq5GVvLRYqJCRERkgL7bdgkXb6WhgmNBycdYMVEhIiIyMCejkjDnbsnn0xeC5PwUY8VEhYiIyIBk5oiSz0nka4Ae9b3RqW5FGDMmKkRERAbk638u4nJsmuyVInZGNnZMVIiIiAzEscjbmLfrqjwWGw66GnHJR4uJChERkYGUfN65W%2FLp1bASnqvtCVPARIWIiMgAfLn1Aq7GpcPT2QaTuhl%2FyUeLiQoREZHKHYlIxPw94fJ4Wq8guNhbwVQwUSEiIlKxO9kFJR%2BNBujbyAfPBppGyUeLiQoREZGKzdxyAREJGfByscWH3WrD1DBRISIiUqmDVxOwcF9ByWd673pwsTOdko8WExUiIiIVysjOxfhVp2TJ5z9NfNGmhjtMERMVIiIiFfp803lEJmbA28UWH3StBVPFRIWIiEhl9l9JwOL91%2BTxjD7BcLI1vZKPFhMVIiIiFUnPEiWfk%2FJ4QDM%2FhFavAFPGRIWIiEhFpm06h%2Bjbd1CpnB0mdDHdko8WExUiIiKV2HMpHr8diJTHM%2FvUg6ONJUwdExUiIiIVSM3MwXurT8njQSH%2BaFHNtEs%2BWkxUiIiIVGDqxvO4nnQHfm72eK9ToNLhqAYTFSIiIoXtuhiH3w8VlHxm9KkHB5Z8CjFRISIiUlBKkZLPkBaV0TygvNIhqQoTFSIiIgV9uv4sbiRnonJ5e7zbqabS4agOExUiIiKFbL8QixVHomFmBszsGwx7a5Z87sdEhYiISAHJGTl4%2F27JZ2jLKmhS2U3pkFSJiQoREZECPl5%2FFrdSshBQwQHvdGTJ51GYqBAREZWxf87ewupj0TC%2FW%2FKxtbJQOiTVYqJCRERUhpIysjFhTZg8Ht4qAI38XZUOSdWYqBAREZWhKX%2BdRVxqFqq6O%2BCt52ooHY7qqSZRmT59OszMzPDmm28qHQoREZFebDlzE2uOX5clny9frM%2BSj6EkKocPH8bcuXNRr149pUMhIiLSi8T0bHxwt%2BTzWpuqqO9bTumQDILiiUpaWhoGDBiAefPmwdWVdToiIjJOk%2F48g%2Fi0bNTwdMSb7asrHY7BUDxRGTlyJLp27Yr27ds%2F8bZZWVlISUm550JEpBbzdl1Fj9l7se9yvNKhkMpsCruBv07GwMLcDF%2F0DYaNJUs%2BBpGoLFu2DMeOHcO0adOKdXtxOxcXl8KLr6%2Bv3mMkIiqO2JRMzNhyHiejkjDg54P4%2Bu%2BLyMvXKB0WqUBCWhY%2BXHtaHr%2Fepirq%2BbDkYxCJSlRUFMaOHYslS5bA1ta2WD8zYcIEJCcnF17EfRARqcEv%2B68hJ08DJ1tLaDTAt9suYcD8AzKBIdM2cd0ZJKRnI7CiE0a3q6Z0OAbHTKMR%2F0uVvbVr16Jnz56wsPj%2F4a%2B8vDy58sfc3FyWeYp%2B72FE6UeMrIikxdnZuQyiJiJ6UEZ2LlpM%2FxdJGTn48eWGuJOThw%2FWnEZGdh7KO1jj63710bqGu9JhkgLWn4rBqKXHYWluhrUjW6JuJRelQ1KFkrx%2FK7b7Ubt27RAWVjD7WeuVV15BYGAg3nvvvScmKUREarH62HWZpPi52eO52hXlPISgSuUwaukxnL%2BZisELD%2BGNZ6rirfY1YGmh%2BNRAKiOiV8pHd0s%2BI9tWY5JSSoolKk5OTqhbt%2B491zk4OKB8%2BfIPXE9EpFb5%2BRos2BMuj19tWVkmKUI1D0f5CVrs57L0YCRmb7%2BCw%2BG38W3%2F%2BvBysVM4atI3Uaz4cG0YbmfkoLaXs0xUqHSY2hMRPYVt52MRHp8OZ1tL9G187wR%2F0cxras8gfNe%2FARxtLHEoIhFdvt2N7edjFYuXysafJ2Ow5cwtWfIRq3ysLfl2a3AjKg%2BzY8cOpUMgIiqRebuvyn9fauYPB5uH%2F0l9Ptgb9Sq5YNTvx3D6egpeWXQYr7UOkDvmWrEUZHTEBGoxgVYY0646antzDuXT4P8hRESldCo6CYfCE%2BWn5iEtKj%2F2tpUrOGD16y0wOMRffj1311X0m7sf15PulFG0VFYln%2F%2BtOY3kOzmoW8kZrz9TVemQDB4TFSKiUpq%2Fu2BuSvdgb1R0eXKbBdHka0qPupgzoKFcxnwsMkmWgv4%2Be6sMoqWysPbEdfxz7hasLMzwZd%2F6HDHTAZ5BIqJSECMhG8JuyOOhoVVK9LOdg7ywcUwrBPu4yE%2Few385go%2F%2FOovs3Hw9RUtl4VZKJibdLfm82b4GalZ0Ujoko8BEhYioFBbvi5CdZ0MCypdq2amvmz1WjmhRmOQs2BuOvj%2FuQ1Rihh6ipbIo%2BUz4Iwwpmbmo5%2BMi5yCRbjBRISIqodTMHPx%2BMFIeD29dstGUosRKkI%2B61ca8QY3hYmeFk9HJ6PLdbrkvDBmWVUej8e%2F5WFhbmOPLvsHsl6NDPJNERCW04kg0UrNyEeDugGdqeDz1%2FT1X2xMbxoSioV85pGbm4vUlxzBx3Wlk5uTpJF7SrxvJd2S%2FHGFchxqo7smSjy4xUSEiKoHcvPzCBm%2FDQgNgfrfB29PycbXH8tdC8FqbgMK9g3rP2YeI%2BHSd3D%2Fpr%2BTz%2FuowmWA28CuH4a1Y8tE1JipERCUgmniJibRuDtbo1bCSTu9brBCZ0LkWFg5pAld7K5yJSUG37%2FfI5mGkTiuORGHnxThZxpvZJ7iwMzHpDhMVIqISfHrWNnh7ubm%2F7DyrD20DPbBxbCs0reyGtKxcjPn9uJyoyVKQuoiE9ZP15%2BTx%2BA415bYJpHtMVIiIiulY5G2ciEqSn54HNi9o3KYvYj%2BgpcObYVTbajAzA34%2FFIkXZu%2FFlbg0vT4ulaTkc0omko38XfFqCZeoU%2FExUSEiKqZ5uwrmpvSsXwnuTjZ6fzyxckS02f%2Fl1aao4Ggtd2Lu%2Fv0erDkerffHpsf7%2FVAUdl%2BKh62VKPnUY8lHj5ioEBEVw7WEdGw5e1MeD21Vtp%2BeW1V3lw3iRM%2BWjOw8vLX8JMavPIk72SwFKUH0uvlsQ8Eqn%2FEdAxHgzpKPPjFRISIqhoV7I6DRAG1quKOGAstPPZxt8duwZnizfXVZClp5NBrPz9qDi7dSyzwWU5afr8F7q08hPTtPziF65Ql7PNHTY6JCRPQEyRk5cnWHMKyMR1OKEuUF0Zp9ybBmsvR0KTZNJisiNjFngvRvycFr2HclAXZWFpjRp57OlqfTozFRISJ6gqWHImXJJbCiE0KrVVA6HLSoWkGWglpVr4DMnHy8u%2BoUxq04ifSsXKVDM2qRCRmYtum8PH6%2Fc6DcEZv0j4kKEdFjiI0CF%2B0rmEQr9uUxE3UXFRAjKotfaYrxHWtCfKhfc%2Fw6us%2Fag3M3UpQOzWhLPuNXnZQJa%2FMAN72v%2BqL%2Fx0SFiOgxNoTF4FZKlkwMnq%2FvDTURZYeRbath2X9DUNHZFlfj0tFj9l4sPRjJUpCO%2FbI%2FAgfDE2FvbYEZvYNZ8ilDTFSIiB5BvNnP310wmjI4xB82lvpp8Pa0mlZxkw3inqnpLkeA%2FrcmDGOWnZCbJ9LTE9sYTN9cUPKZ0KUW%2FMrbKx2SSWGiQkT0CPuvJsg29qJXxoBm6h7qFy39FwxuggmdA%2BWk279OxsieK6evJysdmlGUfMRcoJbVymNAUz%2BlQzI5TFSIiB7h57ujKX0a%2BcDVwRpqJ8oRr7WpihWvhaBSOTtEJGSg1w%2F7ZNmCpaDSWbgvAocjbsPB2gKf9%2BYqHyUwUSEieojLsWnYdj5W9ix5taVhtUcXLd03jAlF%2B1qeyM7Lx8R1Z%2FDGkmNIvsNSUElcjUvDjLslnw%2B61pY7XFPZY6JCRPQQC%2FYWjKa0C%2FQ0yM6j5eytMW9QI3zUrTasLMyw6fRNdPt%2BN05GJSkdmkHIy9fgnZUnkZWbL5eB92%2Fqq3RIJouJChHRfRLSsrD6aMF%2BOsMVbPD2tMRSarGketWIFvBxtUNU4h30%2BXEfft4TzlLQE%2Fy85yqORSbBycZSlnzUsizdFDFRISK6z5KDkfKTdFAlF7mixtAF%2B5bDhjGt0KlOReTkafDJ%2BrMY%2FstRJGVkKx2aast%2BX2y9KI%2FFiJR3OTulQzJpTFSIiIrIzMmTk0%2B17fKN5ZO0i50V5rzcEB%2F3qANrC3P8c%2B4Wun63B0ev3VY6NFXJzcvH2ytPymXeYrl338Y%2BSodk8pioEBEV8eeJGMSnZcPLxRZdgrxgTETSNSikMv54owX8y9vjetId9Ju7H3N3XpHLcAmYtztczuNxsrXEtF5BRpOoGjImKkRERRu87bkqj19pWRlWFsb5J7JuJResHx2KbvW8kJuvkfvXDF18GInppl0KEjtRf%2F13QclnUvc68HJhyUcNjPP%2FQiKiUth5MQ4Xb6XJnhn9mhh3Yy8nWyt8378BpvYMgrWlObZfiEOXb3fjUHgiTLXkI1b5iOXc7QI90LthJaVDoruYqBAR3SVWwwgiSRFzOoydKGu81MwP60a2RIC7A26mZKL%2FvAOYvf2yyZWC5u66ilPRyfJ5n8qSj6owUSEiAuSuw7svxcudiEXZx5TU8nLGX6NC0bNBJdk%2FZOaWCxi88BDi07JgCs7fTME3%2FxSUfCY%2FXxuezrZKh0RFMFEhIioymtK5rhd83UyvA6mDjSW%2BejEYM%2FrUk3sbiaSt87e7se9KPIxZjljls%2BKkXLb9XG1PvFCfJR%2B1YaJCRCYvNiUT605cL1ySbKpEuePFxr74c1Qoqns4Ii41Cy%2FPPyhHG8RIizH6YfsVufFkOXsrfNazLks%2BKsREhYhM3i%2F7r8lP1GKPnAZ%2BrjB1NTydZLLyYmMfiPzkm38uYeDPB2VCZ0zOxCTj%2B38vyeOPe9SFhxNLPmrERIWITFpGdi5%2BO3jN4Nvl65qdtQVm9AmW5SB7awvsu5KALt%2Ftxu5LcTAGoqHbOytPyeXZomNv93rG1TPHmDBRISKTtvrYdSRl5MDPzR7P1a6odDiq06uhjxxdCazoJBvhDVpwCF9suSCX8xqyWdsvywnUbg7W%2BJQlH1VjokJEJksswV1wdxLtqy0rw0Is%2BaEHVPNwxNqRLeVSZrGXoXiTf2neQdxIvgNDdPp6slyCLXzSoy4qONooHRI9BhMVIjJZ287HIjw%2BHc62lujb2FfpcFTN1spCNof7rn8DONpY4lBEomwQt%2F1CLAxJVm6eXOUjJgd3reclL6RuTFSIyGTN213QLv%2BlZv5yeS492fPB3vhrdCjqeDvjdkYOXll4GNM2nZPLfA3B99su48KtVJR3sMbHz9dROhwqBiYqRGSSTkUnyXbxluZmGNzCX%2BlwDEqVCg5Y%2FXoLDAopOG9zd16VmxuKTQ7VTGw2OGfnFXn86Qt1UZ4lH4PARIWITNL83QVzU7oHe3PzuVKWgsSS3jkDGsqdho9FJslS0N9nb0GNMnPy5F4%2BouQjRoU6G9nO2MaMiQoRmZyYpDvYEHZDHg8N5ZLkpyHe8DeMboVgHxck38nB8F%2BO4JP1Z%2BXyXzURvWAuxabJibNTWPIxKExUiMjkLNoXIT9ZhwSUR91KLkqHY%2FD8yttj5YgWeLVllcLtCPrO3Y%2BoxAyowfHI2%2FhpV0HJZ2rPunB1sFY6JCoBJipEZFLSsnLx%2B8FImHq7fF2ztjTHxO61MW9QY7kDsZgPIhrEbT5dMHKldMlHdNgVmy52qMNeOYaGiQoRmZTlh6OQmpWLAHcHtK3poXQ4Rkds7LdhTCga%2BJVDamYuRvx2DJPWnZbLgpXw1d8XcSUuHR5ONpjUvbYiMdDTYaJCRCZDdFNduDe8cG6KORu86YWPqz1WvBaC19oEyK8X77%2BG3nP2ISI%2BvUzjOHotsXAJ%2BrReQShnz5KPIWKiQkQmY8uZW4i%2BfQeu9lbo3dBH6XCMmpWFOSZ0roWFQ5rI8336egq6fb8Hf52MKZPHv5MtSj6nZCfdPo180K6WZ5k8LukeExUiMhnz9xR8uh7Y3F8uryX9axvogY1jW6FJZVc5P2j078fxvzVhcu6IPn2x9YLsOlzR2RYfdWPJx5AxUSEikyDKAMcjk2BtYY6BIZWVDsekiD41vw9vjlFtq0Hs%2Fbf0YCRemL0XV%2BLS9PJ4opHfgrslvmm9g%2BTkXjJcTFSIyKQavL3QwBvuTuxIWtYsLczxTsea%2BOXVprJ9%2Ffmbqej%2B%2FR6sOR6t08fJyM7F%2BFUnZcmnX2NfTpg2AkxUiMjoRSZkYMuZm%2FJ4WKuCCZ6kjFbV3bFpbCvZwyYjOw9vLT%2BJd1edlHNKdGHG5gu4lpABbxdbfNCtlk7uk5TFRIWIjJ4oA4g%2BGq1ruKOGp5PS4Zg8D2db%2FDasGca2qy5LQSuORKPH7D24dCv1qe73wNUE2cxP%2BLxPPTjbsuRjDJioEJFRS87IwYojUfJ4OBu8qYaFuRneeq4GlgxtJktxF2%2BlofusPVh597kqqfSsgpKP0L%2Bpnxy5IePARIWIjNrvhyNliSGwohNCq1VQOhy6T4tqFbBxTCu0ql4BmTn5GL%2FqFMatOCETj5KYvuk8ohLvoFI5O3zQlSUfY8JEhYiMltgYb9HeiMIGb2aizkCqI0ZUFr%2FSFO90qAHRg%2B%2BPY9fx%2FKw9OH8zpVg%2Fv%2B9yPH49cE0ez%2BhTD442lnqOmMoSExUiMlobwmJwMyVTvhE%2BX99b6XDoMUSX4FHPVpfLmD2dbWTb%2Bx6z9uL3Q5HQiCU8jyB6s4hRGG1%2FnJYcNTM6xUo7T50qeBEUR7169Z4mHiIinRBvbtolyYND%2FGFjyQZvhqBZQHlZCnp75UnsuBCHCX%2BEYd%2BVBLnrsdNDJsdO3XgO15PuwNfNDu93DlQkZlJBolK%2Ffn05ZPqorFb7PfFvXl7xl5jNmTNHXiIiCoZm69Spg4kTJ6Jz587Fvg8ioofZfzUBZ2JSYGtljgHN%2FJUOh0qgvKMNFgxuIvfpmbHlgmy7HxadhFkvNUTdSi6Ft9t1MU42jxNm9A6GA0s%2BRqlYz2p4eMGnEl3z8fHB9OnTUb16dZnoLF68GD169MDx48dl0kJEVFo%2F3x1NEfu8uDpwMzpDLAW91qYqGld2w%2BilxxCRkIFeP%2BzDR91q4eXm%2FnIH7PdXF4z2D2lRGSFVyysdMumJmeZxxT8FuLm5YebMmRg6dOgTb5uSkgIXFxckJyfD2dm5TOIjIvW7HJuG9l%2FtlD06to1rgwB3R6VDoqeQlJEtNxj859wt%2BXWXoIpyK4S1J2LgX95eNpCzt%2BZoiiEpyft3qSbT%2Fvrrr2jZsiW8vb1x7VrBTOtvvvkG69atK13EgCwZLVu2DOnp6QgJCXnobbKysuQvV%2FRCRHQ%2F7T4v7QI9maQYgXL21pg3qBE%2B7FoLVhZm2Bh2UyYpIhGd2SeYSYqRK3GiIuaUjBs3Dl26dEFSUlLhnJRy5crJZKWkwsLC4OjoCBsbG4wYMQJr1qxB7doP3%2Bly2rRpMgPTXnx9fUv8eERk3BLSsrD6aMH%2BMWzwZjzEHEix%2FcHKES3g42onr3u1ZRU0reKmdGikttKPSCKmTp2KF154AU5OTjh58iQCAgJw%2BvRpPPPMM4iPjy9RANnZ2YiMjJTDP6tWrcL8%2BfOxc%2BfOhyYrYkRFXLTEiIpIVlj6ISKt77Zdwld%2FX0RQJRf8Oaole6cYodTMHIRdT0bzKuXlXBYy7tJPicfLxMTaBg0aPHC9GBERZZuSsra2RrVq1eRxo0aNcPjwYXz77beYO3fuQx9DXIiIHiYzJw%2B%2F7C9YRTisFRu8GSuxTLlFVfZLMRUlLv1UqVIFJ06ceOD6zZs3o1atp29bnJ%2Bff8%2BoCRFRcf15IgbxadnwcrFFlyAvpcMhIh0o8YiKmJ8ycuRIZGZmyiXFhw4dwu%2B%2F%2Fy7nj4iyTUlMmDBB9kzx8%2FNDamoqli5dih07dmDLli0lDYuITJxs8Lbnqjx%2BpWVlWFmw8TaRSSYqw4YNg52dHT788ENkZGTgpZdekqt%2FRLnmP%2F%2F5T4nuKzY2FoMGDcKNGzdkrUp0tRVJynPPPVfSsIjIxO26FC934HWwtkC%2FJn5Kh0NEauijIhKVtLQ0eHh4QAnso0JEWgN%2FPojdl%2BLlSpCJ3R%2B%2BcpCITGAybdHRkAsXLshjMWHN3d29tHdFRPRUxC67IkkRC0BE2YeIjEeJi7hiLsnAgQNluadNmzbyIo5ffvllmRkREZU17eaDnet6wdfNXulwiEjJREXMUTl48CA2bNggG76Jy%2Fr163HkyBG89tpruoyNiOiJYlMyse7EdXk8lA3eiIxOiUs%2FIikRE15DQ0MLr%2BvYsSPmzZuHTp066To%2BIqLH%2BmX%2FNeTkadDI3xUN%2FVyVDoeIlB5RKV%2B%2BvJwAcz9xnasr%2F0gQUdm5k52H3w4W7Dc2LJSjKUTGqMSJiliWLHqp3Lx5s%2FA6cTx%2B%2FHh89NFHuo6PiOiRVh2LRlJGDnzd7NChTkWlwyEipUo%2FomV%2B0VbUly5dkk3axEUQe%2FWI1vZxcXGcp0JEZSI%2FX4MFewom0YolyRbc84XIdBMVsQEhEZGabDsfi%2FD4dDjZWuLFxtxJncikE5VJkybpPxIiohKYv7ugXf5LzfzgYFPqllBEpHLcDIOIDE5YdDIOhifC0twMQ1qwwRuRMSvxx5C8vDx8%2FfXXWLFihZybkp2dfc%2F3ExMTdRkfEdEDtJsPdqvnBS8XO6XDISI1jahMmTIFX331Ffr16yc70YoVQL169YK5uTkmT56snyiJiO6KSbqD9aduyONhrQKUDoeI1JaoLFmyRDZ3e%2Fvtt2FpaYn%2B%2Fftj%2Fvz5mDhxIg4cOKCfKImI7lq8LwJ5%2BRo0D3BD3UoP9nQiIhNPVETPlKCgIHns6OhYuL9Pt27dZFt9IiJ9ScvKxdJDkfJ4OEdTiExCiRMVHx8f3LhRMOxatWpVbN26VR4fPnxY9lIhItKXFYejkJqZiwB3B7St6aF0OESkxkSlZ8%2Be2LZtmzwePXq07EZbvXp1DBo0CK%2B%2B%2Bqo%2BYiQiQm5ePhbsLWjwNjS0CszZ4I3IJJR41c%2F06dMLj8WEWn9%2Ff%2Bzbt08mK927d9d1fERE0pYztxB9%2Bw5c7a3Qq4GP0uEQkaH0UWnevLlc%2BdOsWTNMnTpVN1ERET1iSfLA5v6ws7ZQOhwiMrSGb2LeCjclJCJ9OHotEccjk2BtYY6BIWzwRmRK2JmWiFRv%2Fu6CuSkvNPCGuxMn7ROZEiYqRKRqkQkZ2HLmpjxmgzci08NEhYhUTaz0ydcArWu4o4ank9LhEJFaV%2F2ICbOPExcXp4t4iIgKJWfkYMWRKHk8vFUVpcMhIjUnKsePH3%2FibVq3bv208RARFfr9cCQysvMQWNEJodUqKB0OEak5Udm%2Bfbt%2BIyEiKiI7Nx%2BL9kYUNngzM2ODNyJTxDkqRKRKG8Nu4GZKplzl83x9b6XDISKFMFEhItXRaDSYt7ugwdvgEH%2FYWLLBG5GpYqJCRKpz4GoizsSkwNbKHAOa%2BSsdDhEpiIkKEanO%2FLujKX0a%2BcDVwVrpcIhIQUxUiEhVrsSlYdv5WIi5s6%2B25JJkIlNX4kRl8%2BbN2LNnT%2BHXs2fPRv369fHSSy%2Fh9u3buo6PiEzMz3sK2uW3C%2FREgLuj0uEQkaElKuPHj0dKSoo8DgsLw9tvv40uXbogPDz8iU3hiIgeJzE9G6uPRsvjYWzwRkQl6aOiJRKS2rVry%2BPVq1ejW7dumDp1Ko4dOyYTFiKi0vrtwDVk5eYjqJILmlVxUzocIjLEERVra2tkZGTI43%2F%2B%2BQcdOnSQx25uboUjLUREJZWZk4df9kcUjqawwRsRlWpEJTQ0VJZ4WrZsiUOHDmH58uXy%2BosXL8LHx4dnlYhK5c8TMYhPy4aXiy26BHkpHQ4RGeqIyqxZs2BpaYlVq1Zhzpw5qFSpkrx%2B06ZN6NSpkz5iJCITaPA2f0%2FBkuQhLSrDyoILEomogJlG%2FIUwUKLU5OLiguTkZDg7OysdDhGV0s6LcRi84BAcrC2wb0I7uNhZKR0SEank%2FduyuHeovaMnzUNhwkBEpW3w9mITXyYpRFTyRMXV1RU3btyAh4cHypUr99BJbmJgRlyfl5dXnLskIpLO30zB7kvxMGeDNyIqbaLy77%2F%2FylU92mPOxiciXfl5d0GDt051K8LXzV7pcIjIEBOVNm3aFB4%2F88wz%2BoyHiExIbGom1p2IkcfDWgUoHQ4RqVCJp9ZPnjwZ%2Bfn5D1wvJsT0799fV3ERkQn4df81ZOflo6FfOTT0c1U6HCIyhkTl559%2Flr1Url4tmPwm7NixA0FBQbhy5Yqu4yMiI3UnO092ohWGczSFiHSVqJw6dUo2dhMbEc6bN0%2Fu%2FSO60w4cOBD79u0r6d0RkYladSwatzNy4Otmhw51KiodDhEZS2dasQJoxYoV%2BN%2F%2F%2FofXXntNNn8Tzd7atWunnwiJyOjk52uw4O4uyWKlj4VY8kNE9BClav%2F4%2Ffff49tvv5VzUgICAjBmzBicPHmyNHdFRCZo2%2FlYhMenw8nWEi829lU6HCIypkRFtMmfMmUKFi9ejCVLluD48eNo3bo1mjdvjhkzZugnSiIyygZvLzXzg4NNiQd2iciElDhREQ3dxDyVPn36yK%2Ft7Ozknj9i75%2Bvv%2F5aHzESkREJi07GwfBEWJqbyX19iIgep8QfZf7%2B%2B%2B%2BHXt%2B1a1eEhYWV9O6IyMRoNx%2FsVs8LXi52SodDRCqn0y1KK1SooMu7IyIjE5N0B%2BtP3ZDHbPBGRHoZURGlH1HiESt%2FIiMjkZ2dfc%2F3ExMTS3qXRGQiFu%2BLQF6%2BBs0D3FC3kovS4RCRMY6oiIm0X331Ffr16ye70Y4bNw69evWCubm57FpLRPQwaVm5WHooUh6zwRsR6S1RESt9RKO3t99%2BW%2FZQEUuU58%2Bfj4kTJ%2BLAgQMlvTsiMhErDkchNTMXAe4OaFvTQ%2BlwiMhYE5WbN2%2FKdvmCo6OjHFURunXrhg0bNug%2BQiIyeLl5%2BViwt6DB29DQKjBngzci0leiItrn37hRMBmuatWq2Lp1qzw%2BfPgwbGxsSnp3RGQCtp69hejbd%2BBqb4VeDXyUDoeIjDlR6dmzJ7Zt2yaPR48ejY8%2B%2BgjVq1fHoEGD8Oqrr%2BojRiIycPPuNngb2NwfdtYWSodDRMa86mf69OmFx2JCrZ%2BfH%2Fbv3y%2BTle7du5fovqZNm4Y%2F%2FvgD58%2Bfl43jWrRogc8%2F%2Fxw1a9YsaVhEpFJHr93G8cgkWFuY4%2BUQf6XDISID89S9q0NCQuSlNHbu3ImRI0eiSZMmyM3NlRsdip2Yz549CwcHh6cNjYhU1C7%2FhQbe8HCyVTocIjKlRMXZ2RknTpyQGxOWxubNm%2B%2F5etGiRfDw8MDRo0fl%2FkFEZNgiEzKw5cxNeTw0lEuSiUiPc1RiYmIeuE6j0UCXtCuI3NzcdHq%2FpE7i9bP%2BVAz2XYlXOhTSE7HSJ18DtK7hjpoVnZQOh4iMOVGpU6cOli5dqrdA8vPz8eabb6Jly5aoW7fuQ2%2BTlZWFlJSUey5kuNYcv45RS4%2FjpXkHMWndaWTl5ikdEulQ8p0crDgSJY%2BHhVZROhwiMvZE5bPPPsNrr72Gvn37FrbJf%2Fnll2X5RxfEXJXTp09j2bJlj5186%2BLiUnjx9fXVyWNT2buVkonJf54p%2FHrx%2FmvoPWcfIuLTFY2LdOf3Q5HIyM5DTU8ntKrOfcCISM%2BJyhtvvIFTp04hISEBtWvXxl9%2F%2FYU5c%2BboZCPCUaNGYf369di%2Bfbvs0%2FIoEyZMkOUh7SUqquDTGhleyWfCH2FIycxFUCUXzBvUWPbXOH09Bd2%2B3yPLQWTYcvLysWhvhDwe2qoKzMzY4I2IymAybZUqVfDvv%2F9i1qxZcn%2BfWrVqyTb6RR07dqxEb1iiF8uaNWuwY8cOef%2BPIxrKsamc4Vt1NBr%2Fno%2BVy1W%2FfDEYNTydsHFsK4z5%2FTgOR9yW5aD9VxLwUbfasLVizw1DtOHUDdxMyUQFRxv0qO%2BtdDhEZEqrfq5duyZ7n7i6uqJHjx4PJColLfeIeS%2Fr1q2Dk5OTbM8viLKO6KtCxudG8h18%2FNdZefzWczVkkiJ4udjh9%2BHN8fU%2FF%2FHDjitYcjBS9t%2BYPaAhqro7Khw1lYT4ADJ%2FT8GS5MEh%2FrCxZLJJRKVnpinB0h3tZoTt27fH3Llz4e7u%2FhQPjUcOBy9cuBBDhgx54s%2BLybQiqRFlIF3NlSH9ES%2B1IQsPY%2BfFONT3LYdVI0JgafFg9XHXxTi8tfwEEtKzYW9tgak9g%2FBCg0qKxEwlJ0bD%2Bs87AFsrc%2Bx7vx3cHKyVDomIVKYk79%2FFHg7p1KkTDh06JMs%2Bol2%2BLuh6eTOpm1gBIpIUa0tzfNE3%2BKFJiiCWsm4SpaBlx3HgaiLeXH5CvvlNfr4O268bgJ%2Fvjqb0bujDJIWIym4ybV5enpxMq6skhUzL9aQ7%2BGT9OXn8TocaqObx%2BHKOh7MtlgxrjrHtqkMMvC0%2FEoUes%2Ffg0q3UMoqYSuNKXBr%2BORdbuEsyEVGZJSp%2F%2F%2F33Y1fkED1u5Oy9VaeQlpWLhn7lit2h1MLcTM5jWTK0GdydbHDxVhqen7UXK%2B%2F25iD1WbAnXP7bvpYHAji3iIiU2D2ZqKSWHorEnsvxsLlb8hEJSEm0qFYBG8e0Qmi1CriTk4fxq05h3IoTSM%2FK1VvMVHKJ6dlyRZcwrBXb5RORbjBRIb2KSszA1A0FJZ%2FxHWuW%2BlO2GFH55dWmsmwk8pw%2Fjl3H87P24PxNdidWiyUHriErNx91KzmjWRVug0FEusFEhfQmP1%2BD91afQnp2HppUdsUrLZ9uzoK5uRlGPVtdLmP2dLbBlbh09Ji1V3ZA5cRsZWXm5MnuwsLwVgFs8EZEOsNEhfRmycFr2HclQS5Tndmn5CWfR2kWUF6WgtrUcJef4EWX27HLTsg5MKSMP0%2FEID4tC14utugS5KV0OERkRJiokF5EJmRg6sbz8vj9ToGoXMFBp%2Fdf3tEGC4c0wfudA2UC9OfJGHT7bjdOXy%2FYgZuUafA2pEVlWD1i2TkRUWnwLwrppeQzftVJOfFVzFUYFFJZL48jSkEj2lTFiteaw9vFFhEJGej1wz78uj%2BCpaAytOtSvFyR5WBtgf809VM6HCIyMkxUSOd%2B2R%2BBg%2BGJsqusKPmIhEKfGvm7yb2CxJLY7Lx8fLTuDEYuPYaUzBy9Pi4VmL%2B7YDTlxSa%2BcLGzUjocIjIyTFRIpyLi0zF9c0HJZ0LnQPiVty%2BTxy1nby13Yf6way1YWZhhY9hNdP1uN05FJ5XJ45sqsepq96V4uRLr1aecLE1E9DBMVEjnJZ%2FMnHy0qFoeA5r5l%2Bnji5Umon%2FHyhEt4ONqh6jEO%2Bg9Z59sQsZSkH78vLugwVunuhXh61Y2SSkRmRYmKqQzC%2FdF4HDEbTlX4fPe9fRe8nkUseHhhjGt0KlOReTkafDx%2BrN47dejSM5gKUiXYlMzse5EjDxmgzci0hcmKqQTV%2BPSMONuyed%2FXWsp%2FulazJWY83JDTHm%2BDqwtzLH17C10%2BW43jkXeVjQuY%2FLr%2FmtyTpDYFqGhn6vS4RCRkWKiQk8tL1%2BDd1aelD1NRJv7l1Sy8kOUgga3qIzVr7eAf3l7uTHiiz%2Fux0%2B7rsgyFZXenew8%2FHbg%2Fxu8ERHpCxMVemo%2F77mKY5FJcLSxxOd96qmuK2mQjwvWjw5F13peyM3XyP4uw345gtvp2UqHZrBWH4vG7Ywc%2BLrZoUOdikqHQ0RGjIkKPZXLsan4YutFefxRt1qoVM4OauRka4VZ%2FRvgs551YW1pjn%2FPx8pS0OGIRKVDMzhiNEq7S7JY6aOrjsNERA%2FDRIVKLTcvH2%2BvPIXs3HzZzv7Fxr5QMzHSI1YirX2jJQIqOOBGcib%2B89MBzN5%2BmaWgEhBJ3tX4dDjZWqKvyp9zIjJ8TFSo1ObtDsfJqCT5hjW9d5DqSj6PUtvbGX%2BNDkXPBpXk%2FJqZWy5g8MJDcq8aerJ5dxu8vdTMT5b7iIj0iYkKlcrFW6n4%2Bu%2BCks%2FEbrXh5aLOks%2BjONhY4qsXgzGjdz25aaJoWtbl293YfyVB6dBULSw6WXYdtjQ3k%2Fv6EBHpGxMVKlXJR6zyEUtTnw30QJ9GPjBEYgRItH3%2Fc1Qoqnk4IjY1CwPmH8C3%2F1ySIy30IO3mg93qeRlcckpEhomJCpXY3F1XcSo6Gc62lpjWy3BKPo9Sw9MJf45qib6NfCDyk6%2F%2FuYiBPx%2BUDc3o%2F8Uk3cGGUzfkMRu8EVFZYaJCJd7b5Zt%2FCko%2Bk5%2BvA09nWxgDe2tLzOwbLMtBdlYW2HclAV2%2B3YM9l%2BKVDk01Fu%2BLkMu7mwe4oW4lF6XDISITwUSFii1HrPJZcVK2pW9fy1NORjU2vRr6yIm2gRWd5OTagQsO4sutF2S5y5SlZeVi6aFIeTwslKMpRFR2mKhQsf2w%2FQrOxKSgnL0Vpvaqa%2FAln0cR81XWjmyJ%2Fk19IfYy%2FP7fy3hp%2FkHcTDbdUtCKw1FIzcyVy7rFvCQiorLCRIWK5UxMMr7%2F95I8FvvneDgZR8nnUWytLDCtVz18%2B5%2F6cpPFQ%2BGJskHcjguxMDViYvGCvXcbvIVWUWyzSSIyTUxU6IlEQ7d3Vp6S8xPEjsTPB3vDVPSoXwnrx7RCbS9nJKZnY8jCw%2Fh883lZBjMVW87cRPTtO3C1t0Lvhoa5wouIDBcTFXqiWdsv49yNFPlG9ckLxlvyeZQqFRzwxxstMLC5v%2Fx6zo4rsqOtWAVjCubfbfD2cnN%2F2FlbKB0OEZkYJir0WKevJ8sW84JIUtydbGCKRClI%2FP4%2FDGgIJxtLHL12W5aCtp27BWMmfk%2Bx4aS1hTkGhhQkakREZYmJCj1SVm6eXOUj5ih0DfJCt3qmU%2FJ5lC5BXtgwphXq%2BbggKSMHQxcfwafrz8rymLHujC30qO9t9POSiEidmKjQI32%2F7TIu3EpFeQdrfNyjjtLhqIZfeXusHBEidw4W5u8JR9%2B5%2BxGVmAFjIn6fzadvymM2eCMipTBRoYcSmw3O2XlFHn%2F6Ql2UdzTNks%2Bj2FhaYGL32vhpYCPZoVecr67f7S58YzcGYqWP6NTbqnoF1KzopHQ4RGSimKjQAzJz8uRePqLk0z3YG52DvJQOSbU61KmIjWNboYFfOaRk5mLEb0cx%2Bc8zsmxmyJLv5MjeKcJwjqYQkYKYqNADvvnnEi7FpqGCow0%2Bfp4lnyfxcbXHitdC8N%2FWBW%2Foi%2FZFoM%2Bc%2FbiWkA5D9fuhSKRn56Gmp5McUSEiUgoTFbrH8cjb%2BGlXQclnas%2B6cHWwVjokg2BlYY7%2FdamFBUMay2XcYdeT0e27PYWb%2BBkS0SNm0d4IeTy0VRWTW45OROrCRIUeKPmIeQliHx9R1qCSeTbQU5aCGvu7IjUrFyOXHsOHa8PkuTUUIrm6mZIpR9TEah8iIiUxUaFCX%2F19EVfi0mWvlEndaysdjsHycrHDsv82xxvPVJVf%2F3YgEj1%2F2IercWlQO41Gg%2Fl3lyQPDvGXk4aJiJTERIWko9cSMe9uB9JpPYNQzp4ln6dhaWGOdzsFYvGrTeXybtHZt%2Fv3e7DuxHWo2YGriTh9PQW2VuYYcLcTLxGRkpioEO5ki5LPKblTsNjLpX1tT6VDMhptarjLUlDzADc5OXXsshN4f%2FUpec7V3OBNvA7cOD%2BJiFSAiQrhi60XEB6fDk9nG9kbhHTL09kWS4Y1x5h21SHmpS47HIUXZu%2FF5dhUqMmVuDT8c65gd%2BihoQXN7IiIlMZExcQdCk%2BUjb2E6b3rwcXOSumQjJKFuRnGPVcDS4Y2k5NURcff7t%2Fvxaqj0VCLBXsKXgfta3kgwN1R6XCIiCQmKiYsIzsX41edlCWfFxv7oG1ND6VDMnotqlXAprGtEFqtAu7cXWU1bsUJ%2BVwoKTE9uzBpYrt8IlITJiombMbmC7iWkAEvF1t82I0ln7IiVlWJSbZvP1cD5mbAH8euy4m252%2BmKBbTkgPXkJWbj7qVnNGsipticRAR3Y%2BJiok6cDVBdlAVPu9dD862LPmUdSlodLvqWDq8uZwbJJaF95i1F8sORcolwmVJ9HhZvP9aYbt8NngjIjVhomKC0rMKSj5C%2F6a%2BaF3DXemQTFbzgPLYOKaVXB0kRjTe%2FyMMby4%2FgbSssisF%2FXkyBvFpWXJkrQv3dSIilWGiYoKmbzqPqMQ7qFTOTrZ9J2WJnakXDmmC9zoFypGWdSdiZCnoTEyy3h9bjN78vLtgEu2QFpXlVgBERGrCv0omZu%2FlePx64FphyceJJR9VMDc3w%2BvPVMXy%2FzaXIxtiubjoZiueK32WgnZfipcrkBysLfCfpn56exwiotJiomJCRDnh3VWn5PHLzf0Qyl1xVadxZTdZCmoX6IHs3Hx8tPY0Ri09jpTMHL08nrYb8YtNfLk0nYhUiYmKCZm68RyuJ92Bj6sdJnRmyUetxI7V8wc3xodda8HS3Awbwm7InZhPRSfp9HEu3EyVIypi5dGrLdngjYjUiYmKidh1MQ5LD0bK45l9guFgY6l0SPQYYuWN6GeyckSInEsUmZiB3nP2YeHecJ2VgubfHU3pVLcifN3sdXKfRES6xkTFBIiygdhfRrsjbkjV8kqHRMXUwM9VloI61vFETp4GU%2F46ixG%2FHUVyxtOVgmJTM%2BWkXWFoKBu8EZF6MVExAZ%2BtP4eY5Ez4udnjvc6BSodDJeRib4UfX26Eyd1rw9rCHFvO3EKX73bjeOTtUt%2Fnr%2FuvITsvHw39yqGRv6tO4yUi0iUmKkZux4VYLD8SJTfD%2B6JvMOytWfIx1FLQkJZVsPr1FjLhFHON%2Bv64H%2FN2XS1xKUjs3Pzb3ZVfbJdPRGrHRMWIJd8RJZ%2Bwwh4ZTdka3eAF%2Bbhg%2FZhQdK3nhdx8DT7beA7DFh%2FB7fTsYt%2FH6mPRuJ2RA183O3SsU1Gv8RIRPS0mKkbsk%2FVncTMlE5XL2%2BPdjiz5GAux3cGs%2Fg3w6Qt1YW1pjm3nY2Up6EhE4hN%2FNj9fU7hL8istqsgGc0REasZExUj9e%2F6W3A1XW%2FKxs7ZQOiTScSno5eb%2BWPNGC1Sp4IAbyZno99MB%2FLDjskxGHuXf87G4Gp8OJ1tL2TuFiEjtmKgYIbEiRFvyGRZaRTYRI%2BNUx9sFf40ORY%2F63sjL18gdsV9ZdBgJaVkPvf38PQVLkl9q6gdHLlEnIgOgaKKya9cudO%2FeHd7e3vIT4tq1a5UMx2hM%2BesMYlOzEODugLc71FQ6HNIzkXB8068%2BPu8dBBtLc%2By8GCdLQWKH7KJOX0%2FGgauJsonckJaVFYuXiMhgEpX09HQEBwdj9uzZSoZhVLaeuYk%2Fjl%2BX3UZFycfWiiUfUyAS%2FX5N%2FPDnqFBU83DErZQsvDTvAL7bdkmOtBRt8CYm4nq52CkcMRFR8Sg69tu5c2d5Id0QKz%2F%2Bt%2Ba0PB7eOgAN%2Fdgfw9TUrOiEP0e1xMR1Z%2BQcpa%2F%2BvoiD4QlyZ%2Bb1p27I2wxjgzciMiCco2JEJv15BvFpWfIT9VvtaygdDilE9MoRo2lfiknUVhbYezkBPWbvlcuZm1Vxk0uciYgMhUHNpsvKypIXrZSUFEXjUZPNp2%2Fgz5MxcrmpeINiyYd6N%2FJBsK8LRi45jgu3UuV1w9ngjYgMjEElKtOmTcOUKVOUDkN1xAqPD%2B6WfF5rHYBg33JKh0QqUc3DCetGtcSsfy8jT6PBs4EeSodERGS8pZ8JEyYgOTm58BIVFaV0SKow8c8zSEjPRg1PR4xtX13pcEhlxOjaOx1rynkq5mzwRkQGxqBGVGxsbOSF%2Ft%2BGUzfkpaDkUx82liz5EBGR8VA0UUlLS8Ply5cLvw4PD8eJEyfg5uYGPz8%2FJUMzCGLi7EfrCko%2BI5%2BpykmSRERkdBRNVI4cOYK2bdsWfj1u3Dj57%2BDBg7Fo0SIFI1M%2FsWPuR2tPIzE9G4EVnTDqWZZ8iIjI%2BCiaqDzzzDMl3qKeCvx16gY2nb4pu4x%2B%2BWKw3JyOiIjI2PDdzQDFpmZi4t2Sz6hnq8n9XoiIiIwRExUDI0agxFLkpIwc1PZyxsi21ZQOiYiISG%2BYqBiYdSdi8PfZW7CyKCj5WFnwKSQiIuPFdzkDcislU7bJF8Y8Wx21vJyVDomIiEivmKgYUMnnf3%2BEIflODoIquWDEM1WVDomIiEjvmKgYiNXHrmPb%2BVhYW5jLDedY8iEiIlPAdzsDcDM5E1P%2BKij5vPlcddSs6KR0SERERGWCiYoBlHze%2F%2BMUUjNz5WaD%2F%2BXut0REZEKYqKjcyiPR2HEhTjZ0%2B7JvPViy5ENERCaE73oqdj3pDj5Zf1Yev%2F1cDVTzYMmHiIhMCxMVNZd8Vp9CalYuGviVwzCWfIiIyAQxUVGpZYejsPtSPGwsC1b5WJibKR0SERFRmWOiokLRtzPw6d2Sz%2FiONVHV3VHpkIiIiBTBREVl8vM1eHfVKaRn56GxvyteaVlF6ZCIiIgUw0RFZZYcisS%2BKwmwtTLHTJZ8iIjIxDFRUZGoxAxM23hOHr%2FXKRBVKjgoHRIREZGimKioqOQzftVJZGTnoWkVNwwOqax0SERERIpjoqISvx64hgNXE2FnZYEv%2BgTDnCUfIiIiJipqcC0hHdM3nZfHE7oEwq%2B8vdIhERERqQITFTWUfFaewp2cPIQElMfLzfyVDomIiEg1mKgobNG%2BCByKSISDtQVm9KnHkg8REVERTFQUdDUuDTO2aEs%2BteDrxpIPERFRUUxUFJInV%2FmcQmZOPkKrVcCAZn5Kh0RERKQ6TFQUsmBPOI5euw1HG0tM7x0EMzOWfIiIiO7HREUBl2PT8MXWC%2FL4w6614OPKkg8REdHDMFFRoOTzzsqTyMrNR%2Bsa7ujXxFfpkIiIiFSLiUoZm7f7Kk5EJcHJxhKfs%2BRDRET0WExUytClW6n4autFefxR99rwcrFTOiQiIiJVY6JSRnLz8mXJJzsvH21ruqNvIx%2BlQyIiIlI9JiplZO6uqzgZnQxnW0tM61WPJR8iIqJiYKJSBs7fTME3%2FxSUfCZ1r4OKLrZKh0RERGQQmKjoWc7dkk9Ongbta3mgV8NKSodERERkMJio6NmcHVdw%2BnoKXOysMLUnV%2FkQERGVBBMVPTobk4Lv%2F70kjz%2FuUQceziz5EBERlQQTFT3Jzv3%2Fkk%2BH2p54Pthb6ZCIiIgMDhMVPZm9%2FTLO3kiBq70VPmPJh4iIqFSYqOjB6evJMlERPu5RF%2B5ONkqHREREZJCYqOip5JObr0GXoIroVs9L6ZCIiIgMFhMVHROTZ8%2FfTEV5B2t80qMuSz5ERERPgYmKDp2KTsIPO67I409eqIvyjiz5EBERPQ0mKjqSlZsnSz55%2BRpZ7ukSxJIPERHR02KioiPf%2FnMJF2%2BloYKjtZxAS0RERE%2BPiYoOnIhKwo87C0o%2Bn74QBDcHa6VDIiIiMgpMVJ5SZk4e3l5xAvkaoEd9b3SqW1HpkIiIiIwGE5Wn9PXfF3ElLl32SpncvY7S4RARERkVJipP4ei12%2Fhp91V5LDYcdGXJh4iISKeYqDxFyWf8ypPQaIBeDSvhudqeSodERERkdJiolNIXWy7ganw6PJ1tMKkbSz5ERET6wESlFA5HJOLnveHyeHqvenCxt1I6JCIiIqPERKWE7mT%2Ff8mnbyMftA30UDokIiIio8VEpYRmbDmPiIQMeLnY4sNutZUOh4iIyKgxUSmBA1cTsHBvhDye3rseXOxY8iEiItInJirFlJ6Vi3dXnZLH%2F2niizY13JUOiYiIyOgxUSmmzzefR2RiBrxdbPFB11pKh0NERGQSmKgUw77L8fhl%2FzV5PKNPMJxsWfIhIiIqC0xUniBNlHxWF5R8BjTzQ2j1CkqHREREZDKYqDzBtI3nEH37Dnxc7TChC0s%2BREREJpeozJ49G5UrV4atrS2aNWuGQ4cOQQ12X4rDkoOR8nhGn3pwtLFUOiQiIiKToniisnz5cowbNw6TJk3CsWPHEBwcjI4dOyI2NlbRuFIzc%2FDe3VU%2Bg0L80aIqSz5EREQml6h89dVXGD58OF555RXUrl0bP%2F74I%2Bzt7bFgwQJF45q68RxikjPh52aP9zoFKhoLERGRqVI0UcnOzsbRo0fRvn37%2Fw%2FI3Fx%2BvX%2F%2F%2Fgdun5WVhZSUlHsu%2BrDzYhx%2BPxQlj2f2qQcHlnyIiIhML1GJj49HXl4ePD0977lefH3z5s0Hbj9t2jS4uLgUXnx9ffXW3M3J1hJDWlRGs4DyenkMIiIiejKDGiqYMGGCnM%2BiJUZU9JGsdAnyQgO%2FcmyRT0REZMqJSoUKFWBhYYFbt27dc734umLFig%2Fc3sbGRl7KgpeLXZk8DhEREam09GNtbY1GjRph27Zthdfl5%2BfLr0NCQpQMjYiIiFRA8dKPKOUMHjwYjRs3RtOmTfHNN98gPT1drgIiIiIi06Z4otKvXz%2FExcVh4sSJcgJt%2Ffr1sXnz5gcm2BIREZHpMdNoNBoYKDGZVqz%2BSU5OhrOzs9LhEBERkY7fvxVv%2BEZERET0KExUiIiISLWYqBAREZFqMVEhIiIi1WKiQkRERKrFRIWIiIhUi4kKERERqRYTFSIiIlItJipERESkWoq30H8a2qa6osMdERERGQbt%2B3ZxmuMbdKKSmpoq%2F%2FX19VU6FCIiIirF%2B7hopW%2B0e%2F3k5%2BcjJiYGTk5OMDMz03m2JxKgqKgo7iOkRzzPZYPnuWzwPJcNnmfDP9ci9RBJire3N8zNzY13REX8cj4%2BPnp9DPHE8H8E%2FeN5Lhs8z2WD57ls8Dwb9rl%2B0kiKFifTEhERkWoxUSEiIiLVYqLyCDY2Npg0aZL8l%2FSH57ls8DyXDZ7nssHzbFrn2qAn0xIREZFx44gKERERqRYTFSIiIlItJipERESkWkxUiIiISLWYqDzE7NmzUblyZdja2qJZs2Y4dOiQ0iEZnV27dqF79%2B6yK6HoKrx27VqlQzJK06ZNQ5MmTWT3Zg8PD7zwwgu4cOGC0mEZnTlz5qBevXqFTbFCQkKwadMmpcMyetOnT5d%2FP958802lQzEqkydPlue16CUwMFCxeJio3Gf58uUYN26cXI517NgxBAcHo2PHjoiNjVU6NKOSnp4uz61ICkl%2Fdu7ciZEjR%2BLAgQP4%2B%2B%2B%2FkZOTgw4dOsjzT7ojOmSLN82jR4%2FiyJEjePbZZ9GjRw%2BcOXNG6dCM1uHDhzF37lyZIJLu1alTBzdu3Ci87NmzB0rh8uT7iBEU8Ql01qxZhfsJiX0ORo8ejffff1%2Fp8IySyNbXrFkjP%2B2TfsXFxcmRFZHAtG7dWulwjJqbmxtmzpyJoUOHKh2K0UlLS0PDhg3xww8%2F4NNPP0X9%2BvXxzTffKB2WUY2orF27FidOnIAacESliOzsbPmJqH379vfsJyS%2B3r9%2Fv6KxEelCcnJy4Zso6UdeXh6WLVsmR61ECYh0T4wSdu3a9Z6%2F1aRbly5dkqX5gIAADBgwAJGRkVCKQW9KqGvx8fHyj4ynp%2Bc914uvz58%2Fr1hcRLogRgdFLb9ly5aoW7eu0uEYnbCwMJmYZGZmwtHRUY4S1q5dW%2BmwjI5IAkVZXpR%2BSH%2BVhUWLFqFmzZqy7DNlyhS0atUKp0%2BflvPdyhoTFSIT%2BhQq%2FtAoWWs2ZuKPuhgqF6NWq1atwuDBg2WJjcmK7kRFRWHs2LFyvpVY7ED60blz58JjMQdIJC7%2B%2Fv5YsWKFIqVMJipFVKhQARYWFrh169Y914uvK1asqFhcRE9r1KhRWL9%2BvVxtJSZ%2Bku5ZW1ujWrVq8rhRo0byE%2F%2B3334rJ3ySbojSvFjYIOanaIlRcPG6FvMKs7Ky5N9w0q1y5cqhRo0auHz5MpTAOSr3%2FaERf2C2bdt2z3C5%2BJq1ZjJEYq68SFJEGeLff%2F9FlSpVlA7JZIi%2FHeKNk3SnXbt2ssQmRq60l8aNG8s5FOKYSYr%2BJi9fuXIFXl5eUAJHVO4jliaLIVvx4m%2FatKmcSS4mxb3yyitKh2Z0L%2Fyi2Xl4eLj8QyMmefr5%2BSkam7GVe5YuXYp169bJ2vLNmzfl9S4uLrCzs1M6PKMxYcIEOVwuXrupqanynO%2FYsQNbtmxROjSjIl7D98%2BvcnBwQPny5TnvSofeeecd2edKlHtiYmJkuw6RBPbv3x9KYKJyn379%2BsklnBMnTpR%2F1MWyt82bNz8wwZaejug10bZt23sSREEkiWISF%2BmuEZnwzDPP3HP9woULMWTIEIWiMj6iHDFo0CA58VAkgaKuL5KU5557TunQiEosOjpaJiUJCQlwd3dHaGio7MUkjpXAPipERESkWpyjQkRERKrFRIWIiIhUi4kKERERqRYTFSIiIlItJipERESkWkxUiIiISLWYqBAREZFqMVEhojIlOraamZkhKSlJkcefPHmybOT4NCIiIuTvILopE5F%2BMVEhMkFiI7cWLVqgV69e91wvdv719fXFBx98oLfHFo%2Br7eBaGqLL7ptvvqnzuIhInZioEJkgsW%2BH2KpAbA%2BxZMmSwutHjx4t91sSe3voc%2FNPsRu5GJEgInoSJipEJkps2z59%2BnSZnIgRDrFx4bJly%2FDLL7%2FIZOJR3nvvPfmz9vb2CAgIwEcffYScnBz5PbEjR%2Fv27dGxY0d5LCQmJsLHx0fun%2FWw0s%2B1a9fkBmiurq5yg7k6depg48aNpf69HhdfUXPnzpWjR%2BJ2L774ohxNKmr%2B%2FPmoVasWbG1tERgYiB9%2B%2BKHUMRFR6XFTQiITJpKUNWvWYODAgQgLC5PJRHBw8BN3sBWjMd7e3vJnhg8fLq979913ZQKyePFiBAUF4bvvvsPYsWMxYsQIVKpUqTBRedgOz9nZ2di1a5dMVM6ePQtHR8dS%2F06Pi09L7Ny9YsUK%2FPXXX0hJScHQoUPxxhtvFI4uiX9FvLNmzUKDBg1w%2FPhxeT8iPrFxJhGVIbEpIRGZrnPnzomhD01QUJAmJyenxD8%2Fc%2BZMTaNGje65bsWKFRpbW1vN%2B%2B%2B%2Fr3FwcNBcvHix8Hvbt2%2BXj3f79m35tXjcyZMnF%2Fvx2rRpoxk7dmyp45s0aZLGwsJCEx0dXXjdpk2bNObm5pobN27Ir6tWrapZunTpPffzySefaEJCQuRxeHi4%2FB2OHz9e7DiIqHQ4okJk4hYsWCDLH%2BHh4XJ798qVK8vrxUjIb7%2F9Vni7tLQ0%2Be%2Fy5cvlaMmVK1fkdbm5uXB2dr7nPvv27StHakRpac6cOahevfojH3%2FMmDF4%2FfXXsXXrVlk26t27N%2BrVq1fq36c48fn5%2BclRHq2QkBDk5%2BfjwoULcvRF%2FKwYZRGjKFrifko7AZiISo9zVIhM2L59%2B%2FD1119j%2Ffr1aNq0qXxz1s4t%2Bfjjj%2BXyW%2B1F2L9%2FPwYMGIAuXbrInxElEbFCSJRuisrIyMDRo0flpN1Lly49NoZhw4bh6tWrheWnxo0b4%2Fvvvy%2FV71Pc%2BB5Hm5DNmzfvnt%2F%2F9OnTOHDgQKniIqLS44gKkYkSycSQIUPkaEbbtm1RpUoVObfkxx9%2FlNd5eHjIy%2F2Jjb%2B%2F%2Fz3Ll8Vk2Pu9%2FfbbMDc3x6ZNm2TS0LVrVzz77LOPjEVMahUjOOIyYcIEmSSI%2BTMlVdz4IiMjERMTI%2BexCCIBEfHWrFkTnp6e8nqRPImkh4iUxUSFyESJhECMnojyjCBKPl988QXeeecddO7cubAEVJQo4Yg3ebE6qEmTJtiwYYMs8RQlrhPlJDG60bBhQ4wfP15OQD116pRc2XM%2F0RNFPJ5YqXP79m1s375drrZ5nLi4uAearXl5eRUrPkGs5BExid9XTKYV5Sex8kcsmxamTJkirxOlnk6dOiErKwtHjhyR8Y0bN66YZ5iIdKKUc1uIyIDt2LFDTijdvXv3A9%2Fr0KGD5tlnn9Xk5%2Bc%2F9GfHjx%2BvKV%2B%2BvMbR0VHTr18%2Fzddff61xcXGR34uNjdV4enpqpk6dWnj77OxsOZn1xRdffOhk2lGjRsnJqzY2Nhp3d3fNwIEDNfHx8Y%2BdTCt%2B%2Fv6LmOz6pPi0k2mDg4M1P%2Fzwg8bb21tO%2Bu3Tp48mMTHxnsdZsmSJpn79%2Bhpra2uNq6urpnXr1po%2F%2FvhDfo%2BTaYnKjpn4j25SHiIiIiLd4mRaIiIiUi0mKkRERKRaTFSIiIhItZioEBERkWoxUSEiIiLVYqJCREREqsVEhYiIiFSLiQoRERGpFhMVIiIiUi0mKkRERKRaTFSIiIhItZioEBEREdTq%2FwBRHkhDs2j0JAAAAABJRU5ErkJggg%3D%3D%22%2C%20%22timestamp%22%3A%201750439531.106556%7D"], 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FmbbBybRERESkWkxUiIiISLWYqBAREZFqMVEhIiIi1WKiQkRERKrFRIWIiIhUi4kKERERqRYTFSIiIlItJipERESkWkxUiIiISLUUTVQmT54s2%2BcWvQQGBioZEhEREamI4nv91KlTB%2F%2F880%2Fh15aWiodEREREKqF4ViASk4oVKyodBhERERWh0Wiw%2FUIs2tb0KNbmgUY7R%2BXSpUvw9vZGQEAABgwYgMjIyEfeNisrS24NXfRCREREurfm%2BHW8uugIhi4%2BIpMWk0xUmjVrhkWLFmHz5s2YM2cOwsPD0apVK6Smpj709tOmTYOLi0vhxdfXt8xjJiIiMnY3kzMx%2Bc8z8rhxZVdFR1TMNEqmSfdJSkqCv78%2FvvrqKwwdOvShIyrioiVGVESykpycDGdn5zKOloiIyPhoNBq8uugwtl%2BIQ7BvOaweEQJLC92Oa4j3bzHgUJz3b8XnqBRVrlw51KhRA5cvX37o921sbOSFiIiI9GPl0WiZpFhbmuOLPvV0nqQY3ByVotLS0nDlyhV4eXkpHQoREZHJiUm6g0%2F%2BOiuP336uBqp7OikdkrKJyjvvvIOdO3ciIiIC%2B%2FbtQ8%2BePWFhYYH%2B%2FfsrGRYREZFJlnze%2FyMMqVm5aOBXDsNaBUANFC39REdHy6QkISEB7u7uCA0NxYEDB%2BQxERERlZ3lh6Ow62IcbETJp28wLMyVm0CrmkRl2bJlSj48ERERAYi%2BnYFPN5yTx%2BM71kRVd0eoharmqBAREZECJZ%2FVYUjLykVjf1e80rIK1ISJChERkQlbeigSey7Hw9bKHDNVVPLRYqJCRERkoqISM%2FDZ3ZLPe50CUaWCA9SGiQoREZEJys%2FX4N1Vp5CRnYemVdwwOKQy1IiJChERkQn67eA17L%2BaADsrC8zsUw%2FmKiv5aDFRISIiMjGRCRmYtvG8PJ7QJRD%2B5dVX8tFiokJERGRiJZ93Vp3EnZw8hASUx8vN%2FKFmTFSIiIhMyOL9ETgUngh7awvMUHHJR4uJChERkYkIj0%2FH55sLSj7%2F61ILvm72UDsmKkRERCYgL1%2BD8StPIjMnH6HVKmBAMz8YAiYqREREJmDh3nAcuXYbjjaWmN47CGZm6i75aDFRISIiMnJX4tIwc8sFefxh11rwcVV%2FyUeLiQoREZGRl3zeWXkSWbn5aF3DHf2a%2BMKQMFEhIiIyYvN3X8XxyCQ4iZJPL8Mp%2BWgxUSEiIjJSl2NT8eXfF%2BXxR91rw7ucHQwNExUiIiIjlJuXj7dXnkJ2bj7a1nRH30Y%2BMERMVIiIiIzQT7uv4mRUEpxsLTGtVz2DK%2FloMVEhIiIyMhdupuKbvy%2FJ48nd66Ciiy0MFRMVIiIiI5KTly9X%2BWTn5aN9LQ%2F0algJhoyJChERkRGZu%2FMKwq4nw8XOClN7Gt4qn%2FsxUSEiIjIS526k4NttBSWfj3vUgYez4ZZ8tJioEBERGUnJ5%2B0VJ5GTp0GH2p54PtgbxoCJChERkRGYvf0yzt5Igau9FT4zgpKPFhMVIiIiA3cmJhmz%2Fr0sjz%2FuURfuTjYwFkxUiIiIDFh2bkHJJzdfgy5BFdGtnheMCRMVIiIiAzbr30s4fzMVbg7WcjTFWEo%2BWkxUiIiIDFRYdDJm77gijz%2FpURcVHI2n5KPFRIWIiMgAZeXm4e2VJ5CXr5Hlnq5GVvLRYqJCRERkgL7bdgkXb6WhgmNBycdYMVEhIiIyMCejkjDnbsnn0xeC5PwUY8VEhYiIyIBk5oiSz0nka4Ae9b3RqW5FGDMmKkRERAbk638u4nJsmuyVInZGNnZMVIiIiAzEscjbmLfrqjwWGw66GnHJR4uJChERkYGUfN65W%2FLp1bASnqvtCVPARIWIiMgAfLn1Aq7GpcPT2QaTuhl%2FyUeLiQoREZHKHYlIxPw94fJ4Wq8guNhbwVQwUSEiIlKxO9kFJR%2BNBujbyAfPBppGyUeLiQoREZGKzdxyAREJGfByscWH3WrD1DBRISIiUqmDVxOwcF9ByWd673pwsTOdko8WExUiIiIVysjOxfhVp2TJ5z9NfNGmhjtMERMVIiIiFfp803lEJmbA28UWH3StBVPFRIWIiEhl9l9JwOL91%2BTxjD7BcLI1vZKPFhMVIiIiFUnPEiWfk%2FJ4QDM%2FhFavAFPGRIWIiEhFpm06h%2Bjbd1CpnB0mdDHdko8WExUiIiKV2HMpHr8diJTHM%2FvUg6ONJUwdExUiIiIVSM3MwXurT8njQSH%2BaFHNtEs%2BWkxUiIiIVGDqxvO4nnQHfm72eK9ToNLhqAYTFSIiIoXtuhiH3w8VlHxm9KkHB5Z8CjFRISIiUlBKkZLPkBaV0TygvNIhqQoTFSIiIgV9uv4sbiRnonJ5e7zbqabS4agOExUiIiKFbL8QixVHomFmBszsGwx7a5Z87sdEhYiISAHJGTl4%2F27JZ2jLKmhS2U3pkFSJiQoREZECPl5%2FFrdSshBQwQHvdGTJ51GYqBAREZWxf87ewupj0TC%2FW%2FKxtbJQOiTVYqJCRERUhpIysjFhTZg8Ht4qAI38XZUOSdWYqBAREZWhKX%2BdRVxqFqq6O%2BCt52ooHY7qqSZRmT59OszMzPDmm28qHQoREZFebDlzE2uOX5clny9frM%2BSj6EkKocPH8bcuXNRr149pUMhIiLSi8T0bHxwt%2BTzWpuqqO9bTumQDILiiUpaWhoGDBiAefPmwdWVdToiIjJOk%2F48g%2Fi0bNTwdMSb7asrHY7BUDxRGTlyJLp27Yr27ds%2F8bZZWVlISUm550JEpBbzdl1Fj9l7se9yvNKhkMpsCruBv07GwMLcDF%2F0DYaNJUs%2BBpGoLFu2DMeOHcO0adOKdXtxOxcXl8KLr6%2Bv3mMkIiqO2JRMzNhyHiejkjDg54P4%2Bu%2BLyMvXKB0WqUBCWhY%2BXHtaHr%2Fepirq%2BbDkYxCJSlRUFMaOHYslS5bA1ta2WD8zYcIEJCcnF17EfRARqcEv%2B68hJ08DJ1tLaDTAt9suYcD8AzKBIdM2cd0ZJKRnI7CiE0a3q6Z0OAbHTKMR%2F0uVvbVr16Jnz56wsPj%2F4a%2B8vDy58sfc3FyWeYp%2B72FE6UeMrIikxdnZuQyiJiJ6UEZ2LlpM%2FxdJGTn48eWGuJOThw%2FWnEZGdh7KO1jj63710bqGu9JhkgLWn4rBqKXHYWluhrUjW6JuJRelQ1KFkrx%2FK7b7Ubt27RAWVjD7WeuVV15BYGAg3nvvvScmKUREarH62HWZpPi52eO52hXlPISgSuUwaukxnL%2BZisELD%2BGNZ6rirfY1YGmh%2BNRAKiOiV8pHd0s%2BI9tWY5JSSoolKk5OTqhbt%2B491zk4OKB8%2BfIPXE9EpFb5%2BRos2BMuj19tWVkmKUI1D0f5CVrs57L0YCRmb7%2BCw%2BG38W3%2F%2BvBysVM4atI3Uaz4cG0YbmfkoLaXs0xUqHSY2hMRPYVt52MRHp8OZ1tL9G187wR%2F0cxras8gfNe%2FARxtLHEoIhFdvt2N7edjFYuXysafJ2Ow5cwtWfIRq3ysLfl2a3AjKg%2BzY8cOpUMgIiqRebuvyn9fauYPB5uH%2F0l9Ptgb9Sq5YNTvx3D6egpeWXQYr7UOkDvmWrEUZHTEBGoxgVYY0646antzDuXT4P8hRESldCo6CYfCE%2BWn5iEtKj%2F2tpUrOGD16y0wOMRffj1311X0m7sf15PulFG0VFYln%2F%2BtOY3kOzmoW8kZrz9TVemQDB4TFSKiUpq%2Fu2BuSvdgb1R0eXKbBdHka0qPupgzoKFcxnwsMkmWgv4%2Be6sMoqWysPbEdfxz7hasLMzwZd%2F6HDHTAZ5BIqJSECMhG8JuyOOhoVVK9LOdg7ywcUwrBPu4yE%2Few385go%2F%2FOovs3Hw9RUtl4VZKJibdLfm82b4GalZ0Ujoko8BEhYioFBbvi5CdZ0MCypdq2amvmz1WjmhRmOQs2BuOvj%2FuQ1Rihh6ipbIo%2BUz4Iwwpmbmo5%2BMi5yCRbjBRISIqodTMHPx%2BMFIeD29dstGUosRKkI%2B61ca8QY3hYmeFk9HJ6PLdbrkvDBmWVUej8e%2F5WFhbmOPLvsHsl6NDPJNERCW04kg0UrNyEeDugGdqeDz1%2FT1X2xMbxoSioV85pGbm4vUlxzBx3Wlk5uTpJF7SrxvJd2S%2FHGFchxqo7smSjy4xUSEiKoHcvPzCBm%2FDQgNgfrfB29PycbXH8tdC8FqbgMK9g3rP2YeI%2BHSd3D%2Fpr%2BTz%2FuowmWA28CuH4a1Y8tE1JipERCUgmniJibRuDtbo1bCSTu9brBCZ0LkWFg5pAld7K5yJSUG37%2FfI5mGkTiuORGHnxThZxpvZJ7iwMzHpDhMVIqISfHrWNnh7ubm%2F7DyrD20DPbBxbCs0reyGtKxcjPn9uJyoyVKQuoiE9ZP15%2BTx%2BA415bYJpHtMVIiIiulY5G2ciEqSn54HNi9o3KYvYj%2BgpcObYVTbajAzA34%2FFIkXZu%2FFlbg0vT4ulaTkc0omko38XfFqCZeoU%2FExUSEiKqZ5uwrmpvSsXwnuTjZ6fzyxckS02f%2Fl1aao4Ggtd2Lu%2Fv0erDkerffHpsf7%2FVAUdl%2BKh62VKPnUY8lHj5ioEBEVw7WEdGw5e1MeD21Vtp%2BeW1V3lw3iRM%2BWjOw8vLX8JMavPIk72SwFKUH0uvlsQ8Eqn%2FEdAxHgzpKPPjFRISIqhoV7I6DRAG1quKOGAstPPZxt8duwZnizfXVZClp5NBrPz9qDi7dSyzwWU5afr8F7q08hPTtPziF65Ql7PNHTY6JCRPQEyRk5cnWHMKyMR1OKEuUF0Zp9ybBmsvR0KTZNJisiNjFngvRvycFr2HclAXZWFpjRp57OlqfTozFRISJ6gqWHImXJJbCiE0KrVVA6HLSoWkGWglpVr4DMnHy8u%2BoUxq04ifSsXKVDM2qRCRmYtum8PH6%2Fc6DcEZv0j4kKEdFjiI0CF%2B0rmEQr9uUxE3UXFRAjKotfaYrxHWtCfKhfc%2Fw6us%2Fag3M3UpQOzWhLPuNXnZQJa%2FMAN72v%2BqL%2Fx0SFiOgxNoTF4FZKlkwMnq%2FvDTURZYeRbath2X9DUNHZFlfj0tFj9l4sPRjJUpCO%2FbI%2FAgfDE2FvbYEZvYNZ8ilDTFSIiB5BvNnP310wmjI4xB82lvpp8Pa0mlZxkw3inqnpLkeA%2FrcmDGOWnZCbJ9LTE9sYTN9cUPKZ0KUW%2FMrbKx2SSWGiQkT0CPuvJsg29qJXxoBm6h7qFy39FwxuggmdA%2BWk279OxsieK6evJysdmlGUfMRcoJbVymNAUz%2BlQzI5TFSIiB7h57ujKX0a%2BcDVwRpqJ8oRr7WpihWvhaBSOTtEJGSg1w%2F7ZNmCpaDSWbgvAocjbsPB2gKf9%2BYqHyUwUSEieojLsWnYdj5W9ix5taVhtUcXLd03jAlF%2B1qeyM7Lx8R1Z%2FDGkmNIvsNSUElcjUvDjLslnw%2B61pY7XFPZY6JCRPQQC%2FYWjKa0C%2FQ0yM6j5eytMW9QI3zUrTasLMyw6fRNdPt%2BN05GJSkdmkHIy9fgnZUnkZWbL5eB92%2Fqq3RIJouJChHRfRLSsrD6aMF%2BOsMVbPD2tMRSarGketWIFvBxtUNU4h30%2BXEfft4TzlLQE%2Fy85yqORSbBycZSlnzUsizdFDFRISK6z5KDkfKTdFAlF7mixtAF%2B5bDhjGt0KlOReTkafDJ%2BrMY%2FstRJGVkKx2aast%2BX2y9KI%2FFiJR3OTulQzJpTFSIiIrIzMmTk0%2B17fKN5ZO0i50V5rzcEB%2F3qANrC3P8c%2B4Wun63B0ev3VY6NFXJzcvH2ytPymXeYrl338Y%2BSodk8pioEBEV8eeJGMSnZcPLxRZdgrxgTETSNSikMv54owX8y9vjetId9Ju7H3N3XpHLcAmYtztczuNxsrXEtF5BRpOoGjImKkRERRu87bkqj19pWRlWFsb5J7JuJResHx2KbvW8kJuvkfvXDF18GInppl0KEjtRf%2F13QclnUvc68HJhyUcNjPP%2FQiKiUth5MQ4Xb6XJnhn9mhh3Yy8nWyt8378BpvYMgrWlObZfiEOXb3fjUHgiTLXkI1b5iOXc7QI90LthJaVDoruYqBAR3SVWwwgiSRFzOoydKGu81MwP60a2RIC7A26mZKL%2FvAOYvf2yyZWC5u66ilPRyfJ5n8qSj6owUSEiAuSuw7svxcudiEXZx5TU8nLGX6NC0bNBJdk%2FZOaWCxi88BDi07JgCs7fTME3%2FxSUfCY%2FXxuezrZKh0RFMFEhIioymtK5rhd83UyvA6mDjSW%2BejEYM%2FrUk3sbiaSt87e7se9KPIxZjljls%2BKkXLb9XG1PvFCfJR%2B1YaJCRCYvNiUT605cL1ySbKpEuePFxr74c1Qoqns4Ii41Cy%2FPPyhHG8RIizH6YfsVufFkOXsrfNazLks%2BKsREhYhM3i%2F7r8lP1GKPnAZ%2BrjB1NTydZLLyYmMfiPzkm38uYeDPB2VCZ0zOxCTj%2B38vyeOPe9SFhxNLPmrERIWITFpGdi5%2BO3jN4Nvl65qdtQVm9AmW5SB7awvsu5KALt%2Ftxu5LcTAGoqHbOytPyeXZomNv93rG1TPHmDBRISKTtvrYdSRl5MDPzR7P1a6odDiq06uhjxxdCazoJBvhDVpwCF9suSCX8xqyWdsvywnUbg7W%2BJQlH1VjokJEJksswV1wdxLtqy0rw0Is%2BaEHVPNwxNqRLeVSZrGXoXiTf2neQdxIvgNDdPp6slyCLXzSoy4qONooHRI9BhMVIjJZ287HIjw%2BHc62lujb2FfpcFTN1spCNof7rn8DONpY4lBEomwQt%2F1CLAxJVm6eXOUjJgd3reclL6RuTFSIyGTN213QLv%2BlZv5yeS492fPB3vhrdCjqeDvjdkYOXll4GNM2nZPLfA3B99su48KtVJR3sMbHz9dROhwqBiYqRGSSTkUnyXbxluZmGNzCX%2BlwDEqVCg5Y%2FXoLDAopOG9zd16VmxuKTQ7VTGw2OGfnFXn86Qt1UZ4lH4PARIWITNL83QVzU7oHe3PzuVKWgsSS3jkDGsqdho9FJslS0N9nb0GNMnPy5F4%2BouQjRoU6G9nO2MaMiQoRmZyYpDvYEHZDHg8N5ZLkpyHe8DeMboVgHxck38nB8F%2BO4JP1Z%2BXyXzURvWAuxabJibNTWPIxKExUiMjkLNoXIT9ZhwSUR91KLkqHY%2FD8yttj5YgWeLVllcLtCPrO3Y%2BoxAyowfHI2%2FhpV0HJZ2rPunB1sFY6JCoBJipEZFLSsnLx%2B8FImHq7fF2ztjTHxO61MW9QY7kDsZgPIhrEbT5dMHKldMlHdNgVmy52qMNeOYaGiQoRmZTlh6OQmpWLAHcHtK3poXQ4Rkds7LdhTCga%2BJVDamYuRvx2DJPWnZbLgpXw1d8XcSUuHR5ONpjUvbYiMdDTYaJCRCZDdFNduDe8cG6KORu86YWPqz1WvBaC19oEyK8X77%2BG3nP2ISI%2BvUzjOHotsXAJ%2BrReQShnz5KPIWKiQkQmY8uZW4i%2BfQeu9lbo3dBH6XCMmpWFOSZ0roWFQ5rI8336egq6fb8Hf52MKZPHv5MtSj6nZCfdPo180K6WZ5k8LukeExUiMhnz9xR8uh7Y3F8uryX9axvogY1jW6FJZVc5P2j078fxvzVhcu6IPn2x9YLsOlzR2RYfdWPJx5AxUSEikyDKAMcjk2BtYY6BIZWVDsekiD41vw9vjlFtq0Hs%2Fbf0YCRemL0XV%2BLS9PJ4opHfgrslvmm9g%2BTkXjJcTFSIyKQavL3QwBvuTuxIWtYsLczxTsea%2BOXVprJ9%2Ffmbqej%2B%2FR6sOR6t08fJyM7F%2BFUnZcmnX2NfTpg2AkxUiMjoRSZkYMuZm%2FJ4WKuCCZ6kjFbV3bFpbCvZwyYjOw9vLT%2BJd1edlHNKdGHG5gu4lpABbxdbfNCtlk7uk5TFRIWIjJ4oA4g%2BGq1ruKOGp5PS4Zg8D2db%2FDasGca2qy5LQSuORKPH7D24dCv1qe73wNUE2cxP%2BLxPPTjbsuRjDJioEJFRS87IwYojUfJ4OBu8qYaFuRneeq4GlgxtJktxF2%2BlofusPVh597kqqfSsgpKP0L%2Bpnxy5IePARIWIjNrvhyNliSGwohNCq1VQOhy6T4tqFbBxTCu0ql4BmTn5GL%2FqFMatOCETj5KYvuk8ohLvoFI5O3zQlSUfY8JEhYiMltgYb9HeiMIGb2aizkCqI0ZUFr%2FSFO90qAHRg%2B%2BPY9fx%2FKw9OH8zpVg%2Fv%2B9yPH49cE0ez%2BhTD442lnqOmMoSExUiMlobwmJwMyVTvhE%2BX99b6XDoMUSX4FHPVpfLmD2dbWTb%2Bx6z9uL3Q5HQiCU8jyB6s4hRGG1%2FnJYcNTM6xUo7T50qeBEUR7169Z4mHiIinRBvbtolyYND%2FGFjyQZvhqBZQHlZCnp75UnsuBCHCX%2BEYd%2BVBLnrsdNDJsdO3XgO15PuwNfNDu93DlQkZlJBolK%2Ffn05ZPqorFb7PfFvXl7xl5jNmTNHXiIiCoZm69Spg4kTJ6Jz587Fvg8ioofZfzUBZ2JSYGtljgHN%2FJUOh0qgvKMNFgxuIvfpmbHlgmy7HxadhFkvNUTdSi6Ft9t1MU42jxNm9A6GA0s%2BRqlYz2p4eMGnEl3z8fHB9OnTUb16dZnoLF68GD169MDx48dl0kJEVFo%2F3x1NEfu8uDpwMzpDLAW91qYqGld2w%2BilxxCRkIFeP%2BzDR91q4eXm%2FnIH7PdXF4z2D2lRGSFVyysdMumJmeZxxT8FuLm5YebMmRg6dOgTb5uSkgIXFxckJyfD2dm5TOIjIvW7HJuG9l%2FtlD06to1rgwB3R6VDoqeQlJEtNxj859wt%2BXWXoIpyK4S1J2LgX95eNpCzt%2BZoiiEpyft3qSbT%2Fvrrr2jZsiW8vb1x7VrBTOtvvvkG69atK13EgCwZLVu2DOnp6QgJCXnobbKysuQvV%2FRCRHQ%2F7T4v7QI9maQYgXL21pg3qBE%2B7FoLVhZm2Bh2UyYpIhGd2SeYSYqRK3GiIuaUjBs3Dl26dEFSUlLhnJRy5crJZKWkwsLC4OjoCBsbG4wYMQJr1qxB7doP3%2Bly2rRpMgPTXnx9fUv8eERk3BLSsrD6aMH%2BMWzwZjzEHEix%2FcHKES3g42onr3u1ZRU0reKmdGikttKPSCKmTp2KF154AU5OTjh58iQCAgJw%2BvRpPPPMM4iPjy9RANnZ2YiMjJTDP6tWrcL8%2BfOxc%2BfOhyYrYkRFXLTEiIpIVlj6ISKt77Zdwld%2FX0RQJRf8Oaole6cYodTMHIRdT0bzKuXlXBYy7tJPicfLxMTaBg0aPHC9GBERZZuSsra2RrVq1eRxo0aNcPjwYXz77beYO3fuQx9DXIiIHiYzJw%2B%2F7C9YRTisFRu8GSuxTLlFVfZLMRUlLv1UqVIFJ06ceOD6zZs3o1atp29bnJ%2Bff8%2BoCRFRcf15IgbxadnwcrFFlyAvpcMhIh0o8YiKmJ8ycuRIZGZmyiXFhw4dwu%2B%2F%2Fy7nj4iyTUlMmDBB9kzx8%2FNDamoqli5dih07dmDLli0lDYuITJxs8Lbnqjx%2BpWVlWFmw8TaRSSYqw4YNg52dHT788ENkZGTgpZdekqt%2FRLnmP%2F%2F5T4nuKzY2FoMGDcKNGzdkrUp0tRVJynPPPVfSsIjIxO26FC934HWwtkC%2FJn5Kh0NEauijIhKVtLQ0eHh4QAnso0JEWgN%2FPojdl%2BLlSpCJ3R%2B%2BcpCITGAybdHRkAsXLshjMWHN3d29tHdFRPRUxC67IkkRC0BE2YeIjEeJi7hiLsnAgQNluadNmzbyIo5ffvllmRkREZU17eaDnet6wdfNXulwiEjJREXMUTl48CA2bNggG76Jy%2Fr163HkyBG89tpruoyNiOiJYlMyse7EdXk8lA3eiIxOiUs%2FIikRE15DQ0MLr%2BvYsSPmzZuHTp066To%2BIqLH%2BmX%2FNeTkadDI3xUN%2FVyVDoeIlB5RKV%2B%2BvJwAcz9xnasr%2F0gQUdm5k52H3w4W7Dc2LJSjKUTGqMSJiliWLHqp3Lx5s%2FA6cTx%2B%2FHh89NFHuo6PiOiRVh2LRlJGDnzd7NChTkWlwyEipUo%2FomV%2B0VbUly5dkk3axEUQe%2FWI1vZxcXGcp0JEZSI%2FX4MFewom0YolyRbc84XIdBMVsQEhEZGabDsfi%2FD4dDjZWuLFxtxJncikE5VJkybpPxIiohKYv7ugXf5LzfzgYFPqllBEpHLcDIOIDE5YdDIOhifC0twMQ1qwwRuRMSvxx5C8vDx8%2FfXXWLFihZybkp2dfc%2F3ExMTdRkfEdEDtJsPdqvnBS8XO6XDISI1jahMmTIFX331Ffr16yc70YoVQL169YK5uTkmT56snyiJiO6KSbqD9aduyONhrQKUDoeI1JaoLFmyRDZ3e%2Fvtt2FpaYn%2B%2Fftj%2Fvz5mDhxIg4cOKCfKImI7lq8LwJ5%2BRo0D3BD3UoP9nQiIhNPVETPlKCgIHns6OhYuL9Pt27dZFt9IiJ9ScvKxdJDkfJ4OEdTiExCiRMVHx8f3LhRMOxatWpVbN26VR4fPnxY9lIhItKXFYejkJqZiwB3B7St6aF0OESkxkSlZ8%2Be2LZtmzwePXq07EZbvXp1DBo0CK%2B%2B%2Bqo%2BYiQiQm5ePhbsLWjwNjS0CszZ4I3IJJR41c%2F06dMLj8WEWn9%2Ff%2Bzbt08mK927d9d1fERE0pYztxB9%2Bw5c7a3Qq4GP0uEQkaH0UWnevLlc%2BdOsWTNMnTpVN1ERET1iSfLA5v6ws7ZQOhwiMrSGb2LeCjclJCJ9OHotEccjk2BtYY6BIWzwRmRK2JmWiFRv%2Fu6CuSkvNPCGuxMn7ROZEiYqRKRqkQkZ2HLmpjxmgzci08NEhYhUTaz0ydcArWu4o4ank9LhEJFaV%2F2ICbOPExcXp4t4iIgKJWfkYMWRKHk8vFUVpcMhIjUnKsePH3%2FibVq3bv208RARFfr9cCQysvMQWNEJodUqKB0OEak5Udm%2Bfbt%2BIyEiKiI7Nx%2BL9kYUNngzM2ODNyJTxDkqRKRKG8Nu4GZKplzl83x9b6XDISKFMFEhItXRaDSYt7ugwdvgEH%2FYWLLBG5GpYqJCRKpz4GoizsSkwNbKHAOa%2BSsdDhEpiIkKEanO%2FLujKX0a%2BcDVwVrpcIhIQUxUiEhVrsSlYdv5WIi5s6%2B25JJkIlNX4kRl8%2BbN2LNnT%2BHXs2fPRv369fHSSy%2Fh9u3buo6PiEzMz3sK2uW3C%2FREgLuj0uEQkaElKuPHj0dKSoo8DgsLw9tvv40uXbogPDz8iU3hiIgeJzE9G6uPRsvjYWzwRkQl6aOiJRKS2rVry%2BPVq1ejW7dumDp1Ko4dOyYTFiKi0vrtwDVk5eYjqJILmlVxUzocIjLEERVra2tkZGTI43%2F%2B%2BQcdOnSQx25uboUjLUREJZWZk4df9kcUjqawwRsRlWpEJTQ0VJZ4WrZsiUOHDmH58uXy%2BosXL8LHx4dnlYhK5c8TMYhPy4aXiy26BHkpHQ4RGeqIyqxZs2BpaYlVq1Zhzpw5qFSpkrx%2B06ZN6NSpkz5iJCITaPA2f0%2FBkuQhLSrDyoILEomogJlG%2FIUwUKLU5OLiguTkZDg7OysdDhGV0s6LcRi84BAcrC2wb0I7uNhZKR0SEank%2FduyuHeovaMnzUNhwkBEpW3w9mITXyYpRFTyRMXV1RU3btyAh4cHypUr99BJbmJgRlyfl5dXnLskIpLO30zB7kvxMGeDNyIqbaLy77%2F%2FylU92mPOxiciXfl5d0GDt051K8LXzV7pcIjIEBOVNm3aFB4%2F88wz%2BoyHiExIbGom1p2IkcfDWgUoHQ4RqVCJp9ZPnjwZ%2Bfn5D1wvJsT0799fV3ERkQn4df81ZOflo6FfOTT0c1U6HCIyhkTl559%2Flr1Url4tmPwm7NixA0FBQbhy5Yqu4yMiI3UnO092ohWGczSFiHSVqJw6dUo2dhMbEc6bN0%2Fu%2FSO60w4cOBD79u0r6d0RkYladSwatzNy4Otmhw51KiodDhEZS2dasQJoxYoV%2BN%2F%2F%2FofXXntNNn8Tzd7atWunnwiJyOjk52uw4O4uyWKlj4VY8kNE9BClav%2F4%2Ffff49tvv5VzUgICAjBmzBicPHmyNHdFRCZo2%2FlYhMenw8nWEi829lU6HCIypkRFtMmfMmUKFi9ejCVLluD48eNo3bo1mjdvjhkzZugnSiIyygZvLzXzg4NNiQd2iciElDhREQ3dxDyVPn36yK%2Ft7Ozknj9i75%2Bvv%2F5aHzESkREJi07GwfBEWJqbyX19iIgep8QfZf7%2B%2B%2B%2BHXt%2B1a1eEhYWV9O6IyMRoNx%2FsVs8LXi52SodDRCqn0y1KK1SooMu7IyIjE5N0B%2BtP3ZDHbPBGRHoZURGlH1HiESt%2FIiMjkZ2dfc%2F3ExMTS3qXRGQiFu%2BLQF6%2BBs0D3FC3kovS4RCRMY6oiIm0X331Ffr16ye70Y4bNw69evWCubm57FpLRPQwaVm5WHooUh6zwRsR6S1RESt9RKO3t99%2BW%2FZQEUuU58%2Bfj4kTJ%2BLAgQMlvTsiMhErDkchNTMXAe4OaFvTQ%2BlwiMhYE5WbN2%2FKdvmCo6OjHFURunXrhg0bNug%2BQiIyeLl5%2BViwt6DB29DQKjBngzci0leiItrn37hRMBmuatWq2Lp1qzw%2BfPgwbGxsSnp3RGQCtp69hejbd%2BBqb4VeDXyUDoeIjDlR6dmzJ7Zt2yaPR48ejY8%2B%2BgjVq1fHoEGD8Oqrr%2BojRiIycPPuNngb2NwfdtYWSodDRMa86mf69OmFx2JCrZ%2BfH%2Fbv3y%2BTle7du5fovqZNm4Y%2F%2FvgD58%2Bfl43jWrRogc8%2F%2Fxw1a9YsaVhEpFJHr93G8cgkWFuY4%2BUQf6XDISID89S9q0NCQuSlNHbu3ImRI0eiSZMmyM3NlRsdip2Yz549CwcHh6cNjYhU1C7%2FhQbe8HCyVTocIjKlRMXZ2RknTpyQGxOWxubNm%2B%2F5etGiRfDw8MDRo0fl%2FkFEZNgiEzKw5cxNeTw0lEuSiUiPc1RiYmIeuE6j0UCXtCuI3NzcdHq%2FpE7i9bP%2BVAz2XYlXOhTSE7HSJ18DtK7hjpoVnZQOh4iMOVGpU6cOli5dqrdA8vPz8eabb6Jly5aoW7fuQ2%2BTlZWFlJSUey5kuNYcv45RS4%2FjpXkHMWndaWTl5ikdEulQ8p0crDgSJY%2BHhVZROhwiMvZE5bPPPsNrr72Gvn37FrbJf%2Fnll2X5RxfEXJXTp09j2bJlj5186%2BLiUnjx9fXVyWNT2buVkonJf54p%2FHrx%2FmvoPWcfIuLTFY2LdOf3Q5HIyM5DTU8ntKrOfcCISM%2BJyhtvvIFTp04hISEBtWvXxl9%2F%2FYU5c%2BboZCPCUaNGYf369di%2Bfbvs0%2FIoEyZMkOUh7SUqquDTGhleyWfCH2FIycxFUCUXzBvUWPbXOH09Bd2%2B3yPLQWTYcvLysWhvhDwe2qoKzMzY4I2IymAybZUqVfDvv%2F9i1qxZcn%2BfWrVqyTb6RR07dqxEb1iiF8uaNWuwY8cOef%2BPIxrKsamc4Vt1NBr%2Fno%2BVy1W%2FfDEYNTydsHFsK4z5%2FTgOR9yW5aD9VxLwUbfasLVizw1DtOHUDdxMyUQFRxv0qO%2BtdDhEZEqrfq5duyZ7n7i6uqJHjx4PJColLfeIeS%2Fr1q2Dk5OTbM8viLKO6KtCxudG8h18%2FNdZefzWczVkkiJ4udjh9%2BHN8fU%2FF%2FHDjitYcjBS9t%2BYPaAhqro7Khw1lYT4ADJ%2FT8GS5MEh%2FrCxZLJJRKVnpinB0h3tZoTt27fH3Llz4e7u%2FhQPjUcOBy9cuBBDhgx54s%2BLybQiqRFlIF3NlSH9ES%2B1IQsPY%2BfFONT3LYdVI0JgafFg9XHXxTi8tfwEEtKzYW9tgak9g%2FBCg0qKxEwlJ0bD%2Bs87AFsrc%2Bx7vx3cHKyVDomIVKYk79%2FFHg7p1KkTDh06JMs%2Bol2%2BLuh6eTOpm1gBIpIUa0tzfNE3%2BKFJiiCWsm4SpaBlx3HgaiLeXH5CvvlNfr4O268bgJ%2Fvjqb0bujDJIWIym4ybV5enpxMq6skhUzL9aQ7%2BGT9OXn8TocaqObx%2BHKOh7MtlgxrjrHtqkMMvC0%2FEoUes%2Ffg0q3UMoqYSuNKXBr%2BORdbuEsyEVGZJSp%2F%2F%2F33Y1fkED1u5Oy9VaeQlpWLhn7lit2h1MLcTM5jWTK0GdydbHDxVhqen7UXK%2B%2F25iD1WbAnXP7bvpYHAji3iIiU2D2ZqKSWHorEnsvxsLlb8hEJSEm0qFYBG8e0Qmi1CriTk4fxq05h3IoTSM%2FK1VvMVHKJ6dlyRZcwrBXb5RORbjBRIb2KSszA1A0FJZ%2FxHWuW%2BlO2GFH55dWmsmwk8pw%2Fjl3H87P24PxNdidWiyUHriErNx91KzmjWRVug0FEusFEhfQmP1%2BD91afQnp2HppUdsUrLZ9uzoK5uRlGPVtdLmP2dLbBlbh09Ji1V3ZA5cRsZWXm5MnuwsLwVgFs8EZEOsNEhfRmycFr2HclQS5Tndmn5CWfR2kWUF6WgtrUcJef4EWX27HLTsg5MKSMP0%2FEID4tC14utugS5KV0OERkRJiokF5EJmRg6sbz8vj9ToGoXMFBp%2Fdf3tEGC4c0wfudA2UC9OfJGHT7bjdOXy%2FYgZuUafA2pEVlWD1i2TkRUWnwLwrppeQzftVJOfFVzFUYFFJZL48jSkEj2lTFiteaw9vFFhEJGej1wz78uj%2BCpaAytOtSvFyR5WBtgf809VM6HCIyMkxUSOd%2B2R%2BBg%2BGJsqusKPmIhEKfGvm7yb2CxJLY7Lx8fLTuDEYuPYaUzBy9Pi4VmL%2B7YDTlxSa%2BcLGzUjocIjIyTFRIpyLi0zF9c0HJZ0LnQPiVty%2BTxy1nby13Yf6way1YWZhhY9hNdP1uN05FJ5XJ45sqsepq96V4uRLr1aecLE1E9DBMVEjnJZ%2FMnHy0qFoeA5r5l%2Bnji5Umon%2FHyhEt4ONqh6jEO%2Bg9Z59sQsZSkH78vLugwVunuhXh61Y2SSkRmRYmKqQzC%2FdF4HDEbTlX4fPe9fRe8nkUseHhhjGt0KlOReTkafDx%2BrN47dejSM5gKUiXYlMzse5EjDxmgzci0hcmKqQTV%2BPSMONuyed%2FXWsp%2FulazJWY83JDTHm%2BDqwtzLH17C10%2BW43jkXeVjQuY%2FLr%2FmtyTpDYFqGhn6vS4RCRkWKiQk8tL1%2BDd1aelD1NRJv7l1Sy8kOUgga3qIzVr7eAf3l7uTHiiz%2Fux0%2B7rsgyFZXenew8%2FHbg%2Fxu8ERHpCxMVemo%2F77mKY5FJcLSxxOd96qmuK2mQjwvWjw5F13peyM3XyP4uw345gtvp2UqHZrBWH4vG7Ywc%2BLrZoUOdikqHQ0RGjIkKPZXLsan4YutFefxRt1qoVM4OauRka4VZ%2FRvgs551YW1pjn%2FPx8pS0OGIRKVDMzhiNEq7S7JY6aOrjsNERA%2FDRIVKLTcvH2%2BvPIXs3HzZzv7Fxr5QMzHSI1YirX2jJQIqOOBGcib%2B89MBzN5%2BmaWgEhBJ3tX4dDjZWqKvyp9zIjJ8TFSo1ObtDsfJqCT5hjW9d5DqSj6PUtvbGX%2BNDkXPBpXk%2FJqZWy5g8MJDcq8aerJ5dxu8vdTMT5b7iIj0iYkKlcrFW6n4%2Bu%2BCks%2FEbrXh5aLOks%2BjONhY4qsXgzGjdz25aaJoWtbl293YfyVB6dBULSw6WXYdtjQ3k%2Fv6EBHpGxMVKlXJR6zyEUtTnw30QJ9GPjBEYgRItH3%2Fc1Qoqnk4IjY1CwPmH8C3%2F1ySIy30IO3mg93qeRlcckpEhomJCpXY3F1XcSo6Gc62lpjWy3BKPo9Sw9MJf45qib6NfCDyk6%2F%2FuYiBPx%2BUDc3o%2F8Uk3cGGUzfkMRu8EVFZYaJCJd7b5Zt%2FCko%2Bk5%2BvA09nWxgDe2tLzOwbLMtBdlYW2HclAV2%2B3YM9l%2BKVDk01Fu%2BLkMu7mwe4oW4lF6XDISITwUSFii1HrPJZcVK2pW9fy1NORjU2vRr6yIm2gRWd5OTagQsO4sutF2S5y5SlZeVi6aFIeTwslKMpRFR2mKhQsf2w%2FQrOxKSgnL0Vpvaqa%2FAln0cR81XWjmyJ%2Fk19IfYy%2FP7fy3hp%2FkHcTDbdUtCKw1FIzcyVy7rFvCQiorLCRIWK5UxMMr7%2F95I8FvvneDgZR8nnUWytLDCtVz18%2B5%2F6cpPFQ%2BGJskHcjguxMDViYvGCvXcbvIVWUWyzSSIyTUxU6IlEQ7d3Vp6S8xPEjsTPB3vDVPSoXwnrx7RCbS9nJKZnY8jCw%2Fh883lZBjMVW87cRPTtO3C1t0Lvhoa5wouIDBcTFXqiWdsv49yNFPlG9ckLxlvyeZQqFRzwxxstMLC5v%2Fx6zo4rsqOtWAVjCubfbfD2cnN%2F2FlbKB0OEZkYJir0WKevJ8sW84JIUtydbGCKRClI%2FP4%2FDGgIJxtLHL12W5aCtp27BWMmfk%2Bx4aS1hTkGhhQkakREZYmJCj1SVm6eXOUj5ih0DfJCt3qmU%2FJ5lC5BXtgwphXq%2BbggKSMHQxcfwafrz8rymLHujC30qO9t9POSiEidmKjQI32%2F7TIu3EpFeQdrfNyjjtLhqIZfeXusHBEidw4W5u8JR9%2B5%2BxGVmAFjIn6fzadvymM2eCMipTBRoYcSmw3O2XlFHn%2F6Ql2UdzTNks%2Bj2FhaYGL32vhpYCPZoVecr67f7S58YzcGYqWP6NTbqnoF1KzopHQ4RGSimKjQAzJz8uRePqLk0z3YG52DvJQOSbU61KmIjWNboYFfOaRk5mLEb0cx%2Bc8zsmxmyJLv5MjeKcJwjqYQkYKYqNADvvnnEi7FpqGCow0%2Bfp4lnyfxcbXHitdC8N%2FWBW%2Foi%2FZFoM%2Bc%2FbiWkA5D9fuhSKRn56Gmp5McUSEiUgoTFbrH8cjb%2BGlXQclnas%2B6cHWwVjokg2BlYY7%2FdamFBUMay2XcYdeT0e27PYWb%2BBkS0SNm0d4IeTy0VRWTW45OROrCRIUeKPmIeQliHx9R1qCSeTbQU5aCGvu7IjUrFyOXHsOHa8PkuTUUIrm6mZIpR9TEah8iIiUxUaFCX%2F19EVfi0mWvlEndaysdjsHycrHDsv82xxvPVJVf%2F3YgEj1%2F2IercWlQO41Gg%2Fl3lyQPDvGXk4aJiJTERIWko9cSMe9uB9JpPYNQzp4ln6dhaWGOdzsFYvGrTeXybtHZt%2Fv3e7DuxHWo2YGriTh9PQW2VuYYcLcTLxGRkpioEO5ki5LPKblTsNjLpX1tT6VDMhptarjLUlDzADc5OXXsshN4f%2FUpec7V3OBNvA7cOD%2BJiFSAiQrhi60XEB6fDk9nG9kbhHTL09kWS4Y1x5h21SHmpS47HIUXZu%2FF5dhUqMmVuDT8c65gd%2BihoQXN7IiIlMZExcQdCk%2BUjb2E6b3rwcXOSumQjJKFuRnGPVcDS4Y2k5NURcff7t%2Fvxaqj0VCLBXsKXgfta3kgwN1R6XCIiCQmKiYsIzsX41edlCWfFxv7oG1ND6VDMnotqlXAprGtEFqtAu7cXWU1bsUJ%2BVwoKTE9uzBpYrt8IlITJiombMbmC7iWkAEvF1t82I0ln7IiVlWJSbZvP1cD5mbAH8euy4m252%2BmKBbTkgPXkJWbj7qVnNGsipticRAR3Y%2BJiok6cDVBdlAVPu9dD862LPmUdSlodLvqWDq8uZwbJJaF95i1F8sORcolwmVJ9HhZvP9aYbt8NngjIjVhomKC0rMKSj5C%2F6a%2BaF3DXemQTFbzgPLYOKaVXB0kRjTe%2FyMMby4%2FgbSssisF%2FXkyBvFpWXJkrQv3dSIilWGiYoKmbzqPqMQ7qFTOTrZ9J2WJnakXDmmC9zoFypGWdSdiZCnoTEyy3h9bjN78vLtgEu2QFpXlVgBERGrCv0omZu%2FlePx64FphyceJJR9VMDc3w%2BvPVMXy%2FzaXIxtiubjoZiueK32WgnZfipcrkBysLfCfpn56exwiotJiomJCRDnh3VWn5PHLzf0Qyl1xVadxZTdZCmoX6IHs3Hx8tPY0Ri09jpTMHL08nrYb8YtNfLk0nYhUiYmKCZm68RyuJ92Bj6sdJnRmyUetxI7V8wc3xodda8HS3Awbwm7InZhPRSfp9HEu3EyVIypi5dGrLdngjYjUiYmKidh1MQ5LD0bK45l9guFgY6l0SPQYYuWN6GeyckSInEsUmZiB3nP2YeHecJ2VgubfHU3pVLcifN3sdXKfRES6xkTFBIiygdhfRrsjbkjV8kqHRMXUwM9VloI61vFETp4GU%2F46ixG%2FHUVyxtOVgmJTM%2BWkXWFoKBu8EZF6MVExAZ%2BtP4eY5Ez4udnjvc6BSodDJeRib4UfX26Eyd1rw9rCHFvO3EKX73bjeOTtUt%2Fnr%2FuvITsvHw39yqGRv6tO4yUi0iUmKkZux4VYLD8SJTfD%2B6JvMOytWfIx1FLQkJZVsPr1FjLhFHON%2Bv64H%2FN2XS1xKUjs3Pzb3ZVfbJdPRGrHRMWIJd8RJZ%2Bwwh4ZTdka3eAF%2Bbhg%2FZhQdK3nhdx8DT7beA7DFh%2FB7fTsYt%2FH6mPRuJ2RA183O3SsU1Gv8RIRPS0mKkbsk%2FVncTMlE5XL2%2BPdjiz5GAux3cGs%2Fg3w6Qt1YW1pjm3nY2Up6EhE4hN%2FNj9fU7hL8istqsgGc0REasZExUj9e%2F6W3A1XW%2FKxs7ZQOiTScSno5eb%2BWPNGC1Sp4IAbyZno99MB%2FLDjskxGHuXf87G4Gp8OJ1tL2TuFiEjtmKgYIbEiRFvyGRZaRTYRI%2BNUx9sFf40ORY%2F63sjL18gdsV9ZdBgJaVkPvf38PQVLkl9q6gdHLlEnIgOgaKKya9cudO%2FeHd7e3vIT4tq1a5UMx2hM%2BesMYlOzEODugLc71FQ6HNIzkXB8068%2BPu8dBBtLc%2By8GCdLQWKH7KJOX0%2FGgauJsonckJaVFYuXiMhgEpX09HQEBwdj9uzZSoZhVLaeuYk%2Fjl%2BX3UZFycfWiiUfUyAS%2FX5N%2FPDnqFBU83DErZQsvDTvAL7bdkmOtBRt8CYm4nq52CkcMRFR8Sg69tu5c2d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"notebook": {"cells": [{"code": "import marimo as mo\nimport matplotlib.pyplot as plt\nimport numpy as np\n", "code_hash": "36729ab36d5d932376633a72583d83a9", "config": {"column": null, "disabled": false, "hide_code": false}, "id": "vblA", "name": "_"}, {"code": "def make_plot(with_figure: bool):\n if with_figure:\n plt.figure()\n x = np.array([0, 1, 2, 3, 4, 5])\n y = np.array([0, 2, 1, 4, 3, 5])\n\n plt.plot(x, y)\n plt.xlabel(\"X-axis Label\")\n plt.ylabel(\"Y-axis Label\")\n plt.title(\"Simple Line Plot Example\")\n\n plt.show()\n\nmake_plot(with_figure=True)", "code_hash": "2bdc456c7879ff8158917371b1ff2d69", "config": {"column": null, "disabled": false, "hide_code": false}, "id": "Hbol", "name": "_"}, {"code": "make_plot(with_figure=False)", "code_hash": "fa0eb8a7236200a5b419b6edd367a344", "config": {"column": null, "disabled": false, "hide_code": false}, "id": "MJUe", "name": "_"}], "metadata": {"marimo_version": "0.14.0"}, "version": "1"},
"session": {"cells": [{"code_hash": "36729ab36d5d932376633a72583d83a9", "console": [], "id": "vblA", "outputs": [{"data": {"text/plain": ""}, "type": "data"}]}, {"code_hash": "2bdc456c7879ff8158917371b1ff2d69", "console": [{"name": "stdout", "text": 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", "type": "stream"}], "id": "Hbol", "outputs": [{"data": {"text/plain": ""}, "type": "data"}]}, {"code_hash": "fa0eb8a7236200a5b419b6edd367a344", "console": [{"name": "stdout", "text": 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", "type": "stream"}], "id": "MJUe", "outputs": [{"data": {"text/plain": ""}, "type": "data"}]}], "metadata": {"marimo_version": "0.14.0"}, "version": "1"},
"runtimeConfig": null,
};
</script>
<marimo-code hidden="">
import%20marimo%0A%0A__generated_with%20%3D%20%220.14.0%22%0Aapp%20%3D%20marimo.App(width%3D%22medium%22)%0A%0A%0A%40app.cell%0Adef%20_(np%2C%20plt)%3A%0A%20%20%20%20def%20make_plot(with_figure%3A%20bool)%3A%0A%20%20%20%20%20%20%20%20if%20with_figure%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20plt.figure()%0A%20%20%20%20%20%20%20%20x%20%3D%20np.array(%5B0%2C%201%2C%202%2C%203%2C%204%2C%205%5D)%0A%20%20%20%20%20%20%20%20y%20%3D%20np.array(%5B0%2C%202%2C%201%2C%204%2C%203%2C%205%5D)%0A%0A%20%20%20%20%20%20%20%20plt.plot(x%2C%20y)%0A%20%20%20%20%20%20%20%20plt.xlabel(%22X-axis%20Label%22)%0A%20%20%20%20%20%20%20%20plt.ylabel(%22Y-axis%20Label%22)%0A%20%20%20%20%20%20%20%20plt.title(%22Simple%20Line%20Plot%20Example%22)%0A%0A%20%20%20%20%20%20%20%20plt.show()%0A%0A%20%20%20%20make_plot(with_figure%3DTrue)%0A%20%20%20%20return%20(make_plot%2C)%0A%0A%0A%40app.cell%0Adef%20_(make_plot)%3A%0A%20%20%20%20make_plot(with_figure%3DFalse)%0A%20%20%20%20return%0A%0A%0A%40app.cell%0Adef%20_()%3A%0A%20%20%20%20import%20marimo%20as%20mo%0A%20%20%20%20import%20matplotlib.pyplot%20as%20plt%0A%20%20%20%20import%20numpy%20as%20np%0A%0A%20%20%20%20return%20np%2C%20plt%0A%0A%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20app.run()%0A
</marimo-code>
<marimo-code-hash hidden="">655d45d541adb7e9d19859f0390559f3f28e3c4c18d94d526e9fa45843b21f76</marimo-code-hash>
</body>
</html>
import marimo
__generated_with = "0.13.15"
app = marimo.App(width="medium")
@app.cell
def _(np, plt):
def make_plot(with_figure: bool):
if with_figure:
plt.figure()
x = np.array([0, 1, 2, 3, 4, 5])
y = np.array([0, 2, 1, 4, 3, 5])
plt.plot(x, y)
plt.xlabel("X-axis Label")
plt.ylabel("Y-axis Label")
plt.title("Simple Line Plot Example")
plt.show()
make_plot(with_figure=True)
return (make_plot,)
@app.cell
def _(make_plot):
make_plot(with_figure=False)
return
@app.cell
def _():
import marimo as mo
import matplotlib.pyplot as plt
import numpy as np
return np, plt
if __name__ == "__main__":
app.run()
@manzt
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Author

manzt commented Jun 20, 2025

To reproduce:

uv run --with "marimo==0.13.15,numpy,matplotlib" marimo export html mo-3226.py -o mo-3226-0.13.15.html

image

uv run --with "marimo==0.14.0,numpy,matplotlib" marimo export html mo-3226.py -o mo-3226-0.14.0.html

image

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