{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart\n", "\n", "Notebook Code: [![License: MIT](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) Notebook Prose: [![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This package is meant to get you from chromatogram to quantified peaks as rapidly \n", "as possible. Below is a brief example of how to go from a raw, off-the-machine \n", "data set to a list of compounds and their absolute concentrations. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading and viewing chromatograms\n", "Text files containing chromatograms with time and signal information can be intelligently read into a pandas DataFrame using `hplc.io.load_chromatogram()`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " time signal\n", "0 0.00000 0\n", "1 0.00833 0\n", "2 0.01667 0\n", "3 0.02500 0\n", "4 0.03333 -1" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load chromatogram and rename the columns\n", "df = load_chromatogram('data/sample.txt', cols={'R.Time (min)':'time',\n", " 'Intensity': 'signal'})\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataframe can now be loaded passed to the `Chromatogram` class, which \n", "has a variety of methods for quantification, cropping, and visualization and\n", "more." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[
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5Go0Gv/jFy/cdHh4KL1y4aOIf/uGUl04//cwXq923UigAEpGi5K4BUgZIRESkubS1tSU/85k1G4AN1e7LXKgKnIgUZXx8asZHGSARERGpRwqARKQouRmgWEwZIBGROpUAUB0saTRZn+kZq6MoABKRooyPTw2AlAESEalbOyAZSyTiWgohDSWRiIUhGQO2z3SdAiARKYrWAImINIz+ZDL5YjQ60lXtjoj4KRod7Uomky8CAzNdp8hfRIqiNUAiIo3h6KOPTqxdu/Yr0ejwN4aGWha1tbWPBALV7pVI+ZJJGB+Pdkajw4lkMvnlo48+esYpcAqARKQoygCJiDSUX8bj8UMGB3e8JxAILKh2Z0TmKplM7komEz8CbpvtWgVAIlKU8fGp+wBNTioDJCJSr1K/If/82rVrv5FMsjtaFiH1LQG8ePTRRw8Vc3FVAyBjzAnA/xQ4/Zy19uXGmJXA1cAxwA7gGmvtV7LaCAJrgI8AfcC9wFnW2qezrplzGyLNLrcIgjJAIiL1L/UDY1E/NIo0impH+38E9sj5ehMQA64wxiwCfgesxwte1gCXGWNOy2rjIuBjwOnAcUASuMMY0wrgRxsiMn3Nj9YAiYiISD2qagbIWjsBvOi+N8a0AF8Dfmqtvd4Y86/AOHCmtTYGPGGMOQA4H/huKkA5BzjPWnt7qo1Tgc3AKcAtwBk+tCHS9JQBEhERkUZQ7QxQrv8PWA7839T3q4C7U4GLcydgjDG7ASuBrtQxAKy1A8BDwPE+tiHS9KYXQVAGSEREROpPzRRBMMZEgM8CX7fWbkkdXgY8mnPp5tTj3qnzABvyXLO3j22UJRz2P74MhYJTHhtNo48P6neMuQFPMpnM+xmv1/EVq9HHB40/Ro2v/jXDGEWkcmomAAL+BWgHrsk61oE3fS2bK0UVSZ2nwDULfWyjZMFggL6+znJfPqvu7vaKtV0LGn18UI9jnFpSv7U1OONnvP7GV5pGHx80/hg1vvrXDGMUEf/VUgD0fry1PzuyjkWBtpzrIqnHkdR5UtdEc64Z8bGNkiUSSYaGRst9eUGhUJDu7naGhqLE4zPu8VSXGn18UL9jHBqa+tdh164o/f3T/4rU6/iK1ejjg8Yfo8ZX/yo1xu7udmWVRJpATQRAxpglwKuBK3JObQD2zDnmvt8EtGQdeybnmkd8bKMssVjl/uOJxxMVbb/aGn18UH9jHBuLTvl+YiI2Y//rbXylavTxQeOPUeOrf80wRhHxX638muPVeKWn78o5fjewyhgTyjp2EmCttVvxApQh4AR30hjTCxwF3ONjGyJNb3zcWwPU2upVh4/HYzNdLiIiIlKTaiIDBBwBPGutzZ0z9h3gPOAGY8yVwCuAs/H27MFaO26MuRb4kjFmG/A88GW8rM+tPrYh0vRcFbiOjg4mJiaIxRQAiYiISP2plQzQ7sCO3IOpDM1qwOCVpV4DnGutvTHrsouBG4DrgfvwNlFdndpjyJc2RCSzD1BHh1f4IB6PV7M7IiIiImWpiQyQtfasGc49CBw3w/k43qam51eyDZFml50BAk2BExERkfpUKxkgEalxbg2QC4BiMWWAREREpP4oABKRorgMUHu7mwKnDJCIiIjUHwVAIlKUzBogNwVOGSARERGpPwqARKQoLgDq7FQRBBEREalfCoBEpCiZKXBuDZCmwImIiEj9UQAkIrNKJpPKAImIiEhDUAAkIrOKxSZJJpOA1gCJiIhIfVMAJCKzciWwIXsK3GS1uiMiIiJSNgVAIjIrt/4HoL29HVAGSEREROqTAiARmZVb/9Pa2ko4HAa0EaqIiIjUJwVAIjXq6afXc/bZZ/Hkk09UuyvpDFBbWyQdAGkjVBEREalH4Wp3QETyu/jif2Xduse5//4/cv/9D1e1L2NjLgBqIxQKAZoCJyIiIvVJGSCRGrVu3eMAjI2NVbknmQxQ9hQ4ZYBERESkHikAEpFZuTVAXgZIa4BERESkfikAEpFZZTJAbYTDmgInIiIi9UsBkIjMyu0D1NbWms4AaQqciIiI1CMFQCIyq+wMkIogiIiISD1TACQis8qsAYqkA6BYTBkgERERqT8KgERkVpl9gNqyNkJVACQiIiL1RwGQiMzK7QM0tQy2psCJiIhI/VEAJCKzys4ABYPePxsKgERERKQeKQASkVm5NUAqgiAiIiL1TgGQiMxqYiJTBjsY9AKgRCJRzS6JiIiIlEUBkEgdqHawkZ0BclPgEgllgERERKT+KAASqQPVrrg2Pj4GeGuA3BS4agdlIiIiIuVQACRSg3LX18Rik1XqiSd7H6BgMABAPK4ASEREROqPAiCRGpSb8ZmcrJUAKHsNkKbAiYiISP1RACRSg3IzPtWeApcpgx3JWgOkDJCIiIjUHwVAIjWo1jJAbiPU7DVAKoMtIiIi9UgBkEgNyg2Aqh1s5NsIVRkgERERqUcKgERqUK0FQK4K3NQy2AqAREREpP4oABKpQblT3qpdcGB83NsINRKJpIsgJJNJkslkNbslIiIiUrJwtTsAYIx5P3AB8HLgGeASa+2PU+dWAlcDxwA7gGustV/Jem0QWAN8BOgD7gXOstY+nXXNnNsQmU+5RRCqXXI6kwFqJRTK/N4kHo8TDtfEPyMiIiIiRal6BsgY8z7gO8C3gUOBW4BbjDHHGWMWAb8D1uMFL2uAy4wxp2U1cRHwMeB04DggCdxhjGlNtT/nNkTmW+1NgfPWAGVngEDT4ERERKT+VPVXt8aYAHAZ8DVr7dWpw5cZY14LnJD6GgfOtNbGgCeMMQcA5wPfTQUo5wDnWWtvT7V5KrAZOAUvmDrDhzZE5lUsNjXgqf4UOC8Aam1tm5YBEhEREakn1c4AGeBlwM3ZB621q621XwBWAXenAhfnTsAYY3YDVgJdqWPutQPAQ8DxqUN+tCEyr3IDnmoHGlOrwGUyQMmkMkAiIiJSX6o9eX9F6rHTGPMb4EjgOeBya+1twDLg0ZzXbE497p06D7AhzzV7p5770UZZwmH/40v32/fs38I3kkYfHxQ3xkAgt7hAsiKfp2Ikk0nGxrw1QJ2d7bS2Zv7ZCASmf84b/R42+vig8ceo8dW/ZhijiFROtQOg7tTj94FL8aalvQP4hTHmjUAH3vS1bGOpx0jqPAWuWZh67kcbJQsGA/T1dZb78ll1d7dXrO1a0Ojjg5nH2NnZlvN9a0U/TzNx098Ali5dSEdHR/r7rq62gv1q9HvY6OODxh+jxlf/mmGMIuK/agdAE6nHL1trb0w9f9gYcxTwKSAKtOW8JpJ6HEmdJ3VNNOeakdRzP9ooWSKRZGhotNyXFxQKBenubmdoKFr1ymCV0Ojjg+LGODAwMu37/v6yP45zMjw8nH4ejcaJxcbS3+/cuQuYWiuk0e9ho48PGn+MGl/9q9QYu7vblVUSaQLVDoA2ph5zp6g9DrwNeB7YM+ec+34T0JJ17Jmcax5JPd/gQxtlicUq9x9PPJ6oaPvV1ujjg5nHmFsEYXJysmp/HiMjXiAfCAQIBELE40kCgQDJZJKJicL9avR72Ojjg8Yfo8ZX/5phjCLiv2r/muMvwDDwqpzjhwFPA3cDq4wxoaxzJwHWWrsVL0AZwqsWB4Axphc4CrgndciPNkTmVW7Rg9yAaD65KXBtbW0EAgEAQiHvr1Oj/nZZREREGldVM0DW2qgx5krgYmPMJuB/gXcDb8ILUtYB5wE3pK57BXA23p49WGvHjTHXAl8yxmzDyxh9GS/rc2vqbb7jQxsi8yp3f51q7reTHQA5LhBSFTgRERGpN9WeAoe19nJjzCjweWAv4AngFGvtHwCMMauBa/DKUm8Bzs1aLwRwMd44rgfa8TI+q621E6n2t861DZH5lhvwVLMMtiuB3dqaCYBCoRCTk5NVL88tIiIiUqqqB0AA1tqrgKsKnHsQOG6G18bxqsedP8M1c25DZD7VUgbIlcCORCLpY8GgN3u2mv0SERERKUe11wCJSB65mZV4PFbgysqbmPASodkZILcZau6GrSIiIiK1TgGQSA3KXVtTzWIDLgOUvQbIlYlVEQQRERGpNwqARGpQbmBRzUyLWwOUHQBlMkAKgERERKS+KAASqUG5AU81iw3kqwKnNUAiIiJSrxQAidSgRCI55fvaDYC0BkhERETqiwIgkRqUG1hUdx8gtwYoUwUusxGqAiARERGpLwqARGpQLe0DND7uqsC1po9pCpyIiIjUKwVAIjWotgKg6fsAKQMkIiIi9UoBkEgNyg0sqrnWxq0Byt4HKBAIAJBMJvO+RkRERKRWKQASqUG5gUU199txAVAkkr0PkDJAIiIiUp8UAInUoNzAIh6PVaknmX2AsjNA2gdIRERE6pUCIJEaNH0NUPUCjbGxfFXgvH86lAESERGReqMASKQG5QZA1VwDFI1GAWhvzwRAygCJiIhIvVIAJFKDamkfIJcBikTa08dUBltERETqlQIgkRqUSEwtghCLVW8NUDQ6CkB7e74ASFPgREREpL4oABKpQbmBRTXLTbsMUL4AqJprk0RERETKoQBIpAblBhbVnGrm1gBlT4FzZbCVARIREZF6owBIpAYlk7UTAI2NuSIIygCJiIhI/VMAJFKDcstLV3MKXCYDlF0GWxkgERERqU8KgERq0PR9gKoXaGTWAHWkjwUCrghC9QIzERERkXIoABKpQbkBUO6UuPmSTCbTU+CmZoBUBU5ERETqkwIgkRo0fSPU6mRaxsfH09Pvpq4B8qbAVTMzJSIiIlIOBUAiNWh6AFSdQMOt/4HcKnDaCFVERETqkwIgkRqUG/BUK9Bw099aW1vThQ8gkwHSFDgRERGpNwqARGrQ9H2AqjMFLt8eQJCdAVIRBBEREakvCoBEatD0fYCqk2nJtwcQZFeBUwZIRERE6osCIJEaVHsZoMiU4y4DpI1QRUREpN4oABKpQS6zEgx6f0WrVQY73x5AoDVAIiIiUr8UAInUIFf0IBwOT/m+ku655y4uvfRCtm/flj4WjY4C0zNALjBTFTgRERGpN+Fqd0BEpssOgCYmJuYl0Fiz5jPs3LmDSCTC+edfCGRngKauAVIAJCIiIvVKGSCRGpQJgFqmfF8pO3ZsZ+fOHQCsXfvn9PHCVeDcFDgFQCIiIlJfFACJ1KD5ngK3bdvW9PPsKXCFq8AF5qVfIiIiIn6r+hQ4Y8w+wPN5Tp1urb3eGLMSuBo4BtgBXGOt/UrW64PAGuAjQB9wL3CWtfbprGvm3IbIfIrHveIC8xUAbd++Pf18584djI2NEYlEGB311gDlBkDKAImIiEi9qoUM0OHAGLAnsEfW103GmEXA74D1eMHLGuAyY8xpWa+/CPgYcDpwHJAE7jDGtAL40YbIfJvvDFB21gfgpZe2ADAysguABQu6ppx3+wC5QE1ERESkXlQ9AwQcBlhr7ZbcE8aYs4Fx4ExrbQx4whhzAHA+8N1UgHIOcJ619vbUa04FNgOnALcAZ/jQhsi8yg2AKl0G263/cbZt28Y+++zLrl0uAFow5bzbByiZrM7+RCIiIiLlqpUM0LoC51YBd6cCF+dOwBhjdgNWAl2pYwBYaweAh4DjfWxDZF65/XVcEYRKbzjqAh1n586dAIyMjADQ2dk55bwyQCIiIlKvaiUDtMUYcw+wAngKuMxa+xtgGfBozvWbU497p84DbMhzzd6p5360UZZw2P/40v3m3T02mkYfHxQ3RpdZCYdD7khFPk+OK3bgDA7uJBwOMjrqBUbd3d1T3r+lxetXIDC9X41+Dxt9fND4Y9T46l8zjFFEKqeqAVBq+tkKYAQ4F9gFvA9v/c0bgQ686WvZxlKPkdR5ClyzMPXcjzZKFgwG6OvrnP3CMnV3t89+UR1r9PHBzGMMhbwqa5FIW/r7Sn6eYrGpH//R0WH6+jrTgdHSpYumvH97u9evlpZQwX41+j1s9PFB449R46t/zTBGEfFfVQMga+2EMaYXiFlr3U9ga40xBwGfBqJAW87L3Jb0I6nzpK6J5lwzknruRxslSySSDA2NlvvygkKhIN3d7QwNRSs+LaoaGn18UNwYx8cngcxUs/HxCfr7y/44zqq/fxCAnp5eBgcH2Lz5Jfr7RxgYGEpdEZ7y/pOT3tS3aHR8Wr8a/R42+vig8ceo8dW/So2xu7tdWSWRJlD1KXDW2nw/1T0KvBlvWtqeOefc95uAlqxjz+Rc80jquR9tlCUWq9x/PPF4oqLtV1ujjw9mHqNbWxMKhWe91g9urc+yZcsZHBxgx47txGIJdu0aBiAS6Zzy/smkl6GanIzPMIbGvoeNPj5o/DFqfPWvGcYoIv6r6q85jDGHG2N2GWNem3PqGOBx4G5glTEmlHXuJLyqcVvxApQh4ISsNnuBo4B7Uof8aENkXk3fB6iy1dZcALR8+XJgehGE6VXgvL9Ola5OJyIiIuK3ameAHkt9XWeMORPYjle2+jjgWOAl4DzgBmPMlcArgLPx9uzBWjtujLkW+JIxZhvehqpfxsv63Jp6j+/40IbIvHIBz3yVwY5Gvemae+3lAqAdJJPJ9D5A06vAeRmgRp1eIyIiIo2rqhkga20C+Dvgf4EfA38BXgm80Vr7aCpDsxoweGWp1wDnWmtvzGrmYuAG4HrgPiAGrLbWTqTeY85tiMy3TBlsNwWusuWms6fAgZcBGh8fT79vbgCkDJCIiIjUq2pngLDWbgM+PMP5B/EyQoXOx/E2NT2/km2IzKfMRqjeErVKbzg6OuplgJYv9yq/Dw0NMjDQD3jZnvb2jinXB4PaB0hERETqk0qdiNSgTAAUnvJ9pUSjrtz17un3fP755wBYsKArHfA47vtKB2YiIiIiflMAJFKDcqfAue8rZXLSm+3Z1tbGwoWLAHj66acA6O3tm3a9MkAiIiJSrxQAidSg3CIIlawCF4vF0oFMW1sbixZ5AdAzzzwNQF9f77TXuACo0pkpEREREb8pABKpQdPLYFcu0JiYGE8/b21tY+HCxQA888zsGSAFQCIiIlJvFACJ1KDcIgiVDDTGxzPFDltbW1m82AuAnn3WywD19PROe00wGKp4v0REREQqQQGQSA2azyIIExMT6fcKhULpKXC7dnl7APX15csABSreLxEREZFKUAAkUoNyA6BK7rfjpsC1trYCsGjRkinn+/oWTXuNMkAiIiJSrxQAidSg6RuhVnIKnBcAtbW1AbB06dIp5/fYY49pr9EaIBEREalXCoBEalA1MkAtLV4GaJ99Xjbl/O67KwASERGRxqEASKQGucCipaXyRRDcGiCXAVq+fJ8p55ctWz7tNZkASPsAiYiISH1RACRSg6YXQajcPkAuAGpt9QKgSCRCb29v+vzixUumvSYTAFWuXyIiIiKVoABIpAa5NT+hkCs2ULlMi1sD1Nrakj728Y//X0KhEJ/85KfzvkYZIBEREalX4Wp3QESmc4HF/EyBcwFQW/rYO995Kqec8q50oJNLVeBERESkXikDJFKDcjdCTSYrPwXOrQFyCgU/3jntAyQiIiL1SQGQSA1ygYWbAhePV34KnKsCVwxlgERERKReKQASqUG5+wBVIwM0E2WAREREpF4pABKpQa66WqYKXOXLYLe2Fp8ByhRnUAAkIiIi9UUBkEgNymSAWqZ8XwmuCEIpGaBAQFXgREREpD4pABKpQfO5D1CmDHYpGSDtAyQiIiL1SQGQSA1y+wDNxxS4ycnJ1Hu1zHJlhjJAIiIiUq8UAInUoNwiCJUMNFyFuZaW4rcFUwZIRERE6pUCIJEa5AILF5RUMtCIxWIAhELFB0DKAImIiEi9UgAkUoNyiyAkk5WbAheLuSlwxQdAbpNUVYETERGReqMASKQGTS+CULlAw02Bc6Wti6EASEREROqVAiCRGjSfAZCbAqcMkIiIiDQDBUAiNSaZTFYpACq+Clww6GWLXLU6ERERkXqhAEikxiSTmYIHmTVAySnH/ZQpglDKFLhAql8KgERERKS+KAASqTFuTQ5MDUoqlQVyAVApZbAzGSBVgRMREZH6ogBIpMZkBzotLS15j/spUwShlADIZYC0D5CIiIjUFwVAIjUmO9DJLkxQuSlwpZfBdpkpZYBERESk3hT1E48x5v2lNGqt/X553RGR7M1Fs7MylQo2XLulBEBuI1RlgERERKTeFPsTz/dKaDMJKAASKVN2ZbXsKXCVKjhQThGEUEhlsEVERKQ+FRsA7VvRXqQYY1YADwEft9Z+L3VsJXA1cAywA7jGWvuVrNcEgTXAR4A+4F7gLGvt01nXzLkNkfmSHehkZ2USicpWgSulDLbLAGVnq0RERETqQVEBkLX2hWIbNMYEyumIMaYFuAnozDq2CPgd8HPgY8CrgG8aY3ZYa7+buuyi1LnTgE3AlcAdxphDrLUTfrRRznhEypWdAQqHs6vAVSbYyARA5WSANAVORERE6kvxk/6zGGPeDbwOaAVcwBPEC16OA5aV0eylwHDOsTOAceBMa20MeMIYcwBwPvBdY0wrcA5wnrX29lTfTgU2A6cAt/jUhsi8cRmgQCCQLjcNlS+DXc4aIGWAREREpN6UXAXOGLMGuBl4N/BPwD8CbwXeD7wduK2MNo8HPgp8IOfUKuDuVODi3Om9xOwGrAS6UscAsNYO4E2jO97HNkTmjStKEAwGCQYzf0UrlW0ppwiCWy+kNUAiIiJSb8rJAH0A+GHq8VJgH2vtB4wxRwO3A4+X0pgxphf4AfAJa+0GY0z26WXAozkv2Zx63JtMpmlDnmv29rGNsoTD/lcZd1OP3GOjafTxwexjDKRyqsFgkJaWEIFAgGQySTBYmc9UPO79bqC1taXo9ltaMgFQ7msa/R42+vig8ceo8dW/ZhijiFROOQHQXsAPrLVJY8xa4D0A1tq1xpjP4xUSuLaE9q4D/mStvTnPuQ686WvZxlKPkdR5Clyz0Mc2ShYMBujr65z9wjJ1d7dXrO1a0Ojjg8JjHBmJAF6Wpa+vk2AwSDwep6urrSKfKTeNra+vq+j2R0cXAF4Z7EKvafR72Ojjg8Yfo8ZX/5phjCLiv3ICoBG8UtcATwH7GmParbVR4GFKqBhnjPkXvClqhxW4JAq05RyLZPUjmnrelvXcXTPiYxslSySSDA2NlvvygkKhIN3d7QwNRacslm8UjT4+mH2MO3d6S+ECgSD9/SPpAKi/f4S2trI/kgVNTHgboY6OTtLfX1z7w8Pe7xBcv7I1+j1s9PFB449R46t/lRpjd3e7skoiTaCcAOh/8aa//R54BogBb8Bb+3MQ0zMpM/kQsBTInfr2LWPMucALwJ45r3HfbwJaso49k3PNI6nnG3xooyyxWOX+44nHExVtv9oafXxQeIwTE25fniCxWCK9DmhyMlaRPxNXBCEQCBXdfjLpzdNLJArfp0a/h40+Pmj8MWp89a8Zxigi/ivn1xxXAKcaY26z1o7jrQe60RjzU+CrwG9KaOt9eEHTyqwvgIuBtwB3A6uMMdn1eU8CrLV2K16AMgSc4E6m1hQdBdyTOuRHGyLzxlWBcxXgMhXXKvOfvFsDVEoRBBeUJRIJkkmVwhYREZH6UXIGyFp7tzHmGODw1KGPAwngNcCPgU+V0Nam3GOpTNBWa+0LxpjvAOcBNxhjrgReAZyNt2cP1tpxY8y1wJeMMduA54Ev42V9bk016UcbIvPGTecIBgNTHitfBrv4fYCyq9Mlk0kCgbK2/xIRERGZd2XtA2St/Svw19TzMby9dnxnrd1qjFkNXINXlnoLcK619sasyy7GG8f1QDtexme128DUjzZE5pMrSuAyQO6xUgHQ5GT5GSDw1gFlfy8iIiJSy8rdCLUHeD3exqfTfvKx1n6/3A5ZawM53z+It7lqoevjeJuanj/DNXNuQ2S+uP1+XFCRPd2sEtw+QKFQKQFQJlukKXAiIiJST0oOgIwxJ+NNdesocEkSKDsAEml2mQyQC4AqPQXOqwJXWgYo83sKF0CJiIiI1INyMkBfAJ7AW+uzEW/9j4j4xAU6odDUKXCuOILfXABTWgCUnQHSPwEiIiJSP8oJgA4E/sFaqwppIhXgAiBXWCAzBc7/qWaJRCIr4Cp3DZACIBEREakf5axcfgHo9rsjIuLJrMlxZbDdFDj/p5q5CnBQfhEEZYBERESknpQTAH0BWGOMeZnPfRERMkUFXJDhAqFKrAFyewBB+WWwlQESERGRelLOFLh/BvYCnkntmzOacz5prd1vzj0TaVIuA+SCjEwGyP8pcK4ENkA43FL065QBEhERkXpVTgC0MfUlIhXgMj2ZfYDcGiD/p8BlV3ArZQoceP1KJBKqAiciIiJ1peQAyFp7WiU6IiKeTADkiiBUbgqcK4EdCARK3sw0GAyliihoHyARERGpH+XsA7T3DKcTwC5r7UDZPRJpcpl9gFwGyAuEKrHhqCuCUGr2B7L3J1IGSEREROpHOVPgnsfb7LQgY8xO4Gpr7eXldEqkmbmMSijkNkL1Hisx1SxTca6cAKhymSkRERGRSimnCtwHgAngt8BpwMmpY7fhBUafA74HXGiMOdOfboo0D5dRCQRcAFS5jVDdFLi5ZYAUAImIiEj9KCcD9B7gljxrgX5ojLkOONpa+/fGmAHgTOC6OfZRpKm4stKZDFBgynE/xWJesNXSogyQiIiINIdyMkAnADcXOHcrcFLq+b2AymGLlMhlejJrgCpZBMFbA1TeFDhXnU4BkIiIiNSPcgKgHcARBc4dAQylni8ARsrplEgzy90HqJJTzeZSBMFlqBQAiYiISD0pZwrcTcDnjDGTwE+ArcBuwCnAJcC3jDF9wNnA/f50U6R5ZMpgT10DVIlAIx53GaBQya91a5RUBU5ERETqSTkB0IV4Ac9VqS8nAXwH+AzwTuBI4PVz7aBIs5keAFUu0+JPBkj7AImIiEj9KGcj1BjwIWPM54ETgcXARuA+a+1zAMaYO4C9rLXjfnZWpBkUDoD8z7RkAqCWkl+rDJCIiIjUo3IyQABYa58Bnilwrr/sHok0ORcAuWlp7rHWpsBVsl8iIiIilVJUAGSMeRZ4u7X2EWPMc8y8EWrSWqvqbyJlckUQXIYlEKhkGezyp8C5fikAEhERkXpS7E89d5Gp7nYXMwdAIjIHmQxQMPVYyY1QvWCrvDVAygCJiIhI/Snqp57sTU+ttR80xnQB3dbaTcaYNuCTwDLgp9bauyrTVZHmkFkD5AUYLhOkDJCIiIjI3JW8D5Ax5hXAC8AnUoeuBr4AvA/4b2PM3/vXPZHmkwmAvADDZYIqkwGaBJQBEhERkeZRzkaonweeBL5tjGnHC3yus9YuBG4APutj/0SajquqNj0D5H+1Ndem9gESERGRZlFOAPRK4LJUyeuTgHbgB6lztwCH+tQ3kaY0fQ2QywD5v/RO+wCJiIhIsyknAEoAbn+ftwADwP+mvu8GRufeLZHm5db6uAyL2weoMhmgue8DVIl+iYiIiFRKOfsA/Rn4iDEmCpwK/MpamzTG7AZckDovImVyU8rctDQ3Fa4ya4Dmsg9Q5TJTIiIiIpVSTgB0LvBr4N3ANuDy1PHH8DJKq/3pmkhzclPKXObHFUOoRBW4ycm5VIFTBkhERETqT8lT4Ky1fwH2B44DXm6tfSp16kzgUGvtWh/7J9J0MkUQXAAUmnLcTy54mUsVuEpkpkREREQqpZwMENbaYeCBnGM/9aVHIk0uUwZ7agaoEsUG5lIG2+0DVInMlIiIiEillFMEQUQqKFMFbuoaIGWAREREROZOAZBIjXFBSW4VuEpsODqXIgiVXJskIiIiUikKgERqTO4+QPMRAJVTBruS1elEREREKqWsNUB+SpXP/irwZrxNVe8CzrXWrkudXwlcDRwD7ACusdZ+Jev1QWAN8BGgD7gXOMta+3TWNXNuQ2S+ZNYAeQGGy85UIgBy+wCVlwFSFTgRERGpP7WQAfolsB9wMnAsEAV+b4zpMMYsAn4HrMcLXtYAlxljTst6/UXAx4DT8SrTJYE7jDGtAH60ITKfMgGQN8XMFRuoRAA0lzLYLgDSPkAiIiJST6qaAUoFJ88Bl1trH08duwx4GDgEeAMwDpxprY0BTxhjDgDOB76bClDOAc6z1t6eev2pwGbgFOAW4Awf2hCZN5ky2PORASq/CIIyQCIiIlKPqpoBstbusNa+Jyv4WQp8GtgIrANWAXenAhfnTu9SsxuwEuhKHXNtDgAPAcenDvnRhsi8cUUF3BqgSm44Opcy2JVcmyQiIiJSKbUwBQ4AY8y/AS8C7wI+bK0dAZYBG3Iu3Zx63Dt1ngLX7J167kcbIvPGBRQu8HGBUCWmmmWKICgAEhERkeZQ9SIIWb4OfBs4E/i5Mea1QAfe9LVsY6nHSOo8Ba5ZmHruRxtlCYf9jy/dD8PusdE0+vigmDF6AUVLS5hwODhlvx2/P1Nuul1LS0vJbbt+BQLJKa9t9HvY6OODxh+jxlf/mmGMIlI5NRMAZVV9OwOvEMHH8QoitOVcGkk9jqTOk7ommnPNSOq5H22ULBgM0NfXWe7LZ9Xd3V6xtmtBo48PCo/RBROdnRH6+jrp6PA+vm1tYd8/U6kkDt3dHSW3HYm0ztivRr+HjT4+aPwxanz1rxnGKCL+q3YRhN2Ak4D/tNbGAay1CWPMOmAvvGlpe+a8zH2/CWjJOvZMzjWPpJ770UbJEokkQ0Oj5b68oFAoSHd3O0ND0YbcgLLRxwezj3FsbAKA8fEY/f0jTEx4WZqRkTH6+8uOyfOKRr3E5+RkouS24/Fk3n41+j1s9PFB449R46t/lRpjd3e7skoiTaDaGaA9gZuBl0gVITDGtABH4ZXHfgn4mDEm5AIkvIDJWmu3GmMGgSHgBFLBizGmN/X6a1PX3+1DG2WJxSr3H088nqho+9XW6OODwmOMxdzHNEAslkivBYrFYr7/mUxOTqaeBctoO5BqI3+/Gv0eNvr4oPHHqPHVv2YYo4j4r9oB0CPAb4BvGmNOB/qBz+JtRvo1vHU45wE3GGOuBF4BnI23Zw/W2nFjzLXAl4wx24DngS/jZX1uTb3Hd3xoQ2TeuGpvmTU2bh8g/4sg+LEPUCX6JSIiIlIp1S6DnQROxcv+/Afwv3iFB1ZZa/9mrd0KrAYMXlnqNcC51tobs5q5GLgBuB64D4gBq621E6n3mHMbIvNpehU4tw+Q/2Ww43E/AiDtAyQiIiL1o9oZIKy1g8BZqa985x/EK4pQ6PVxvE1Nz5/hmjm3ITJfXADk5qFXMtPiTxlsZYBERESkfmiln0iNcRmVYDCUeqxcpsVNt1MGSERERJqFAiCRGuMyKsFgIPXopsD5v9DXZYBCoXICoMr1S0RERKRSFACJ1JjpGSBXBKESAZBXBa68DFDl+iUiIiJSKQqARGqM29MiswaocpmW3IpzpVAGSEREROqRAiCRGpNMTq0CV9kMkDcFrqVFGSARERFpDgqARGpMblZmPtYAhcMtJb9WGSARERGpRwqARGqMCyhclbVKVlvLFEEoZwqcqsCJiIhI/VEAJFJjcgMgtxbIrQ3y01z2AXL90j5AIiIiUk8UAInUmNwAyK0FcmuD/JSZbld6AOT6pQyQiIiI1BMFQCI1JncNUGUzQOWXwc5kgLQGSEREROqHAiCRGjO9ClxoynE/uWCrnADI9a+UwOyll17kox89je9974aS309ERETEDwqARGrM9H2AXKBRuSII5WWASg/MfvrT/+SBB/7E17/+ZYaHh0t+TxEREZG5UgAkUmPcmhqX+clUW/O/2MBcAqBAwNsHqJQM0Lp1j6efP/nk4zNcKSIiIlIZCoBEaowLKNxGo5UqN51MJudUBrucDNCLL25OP9+0aVPJ7ykiIiIyVwqARGqMCygqnQHKnlI3X2uAtm/fln7+0ksvlvyeIiIiInOlAEikxhRaA+R3BmhqANRS8utd/4rNAE1MTDAwMJD+/sUXFQCJiIjI/FMAJFJjXKCTWwXO73LTrgQ2lDcFLpMBKi4w27lzR87320t+TxEREZG5UgAkUmPcVDcXlLi1QP4HQLH087nsA5RMFjc1b9euqVXfBgcHS35PERERkblSACRSYzJV4CqbAfJvDVBxGaDh4V1Tvh8cHCj5PUVERETmSgGQSI1xAUUmAHJrgPwNgCYnMxXgXEnrUpS6BmhkxAuAXLClDJCIiIhUgwIgkRrjppTlBkB+b4Qaj5e/BxBk96u4AMhNgdtzz70AGBoaLHr6nIiIiIhfFACJ1BgX6GTWAJWWaSnWXPYAgszUvGL7tWuXlwFyAVAsFmNkZKSs9xYREREplwIgkRrjprplqsCVvt9OMVwAVE4JbMgUZyg+A+QFQIsXL6G1tRXQOiARERGZfwqARGqMC4DcGhuXofE7A+SmwM1XBsitAVqwYAGdnQtSx5QBEhERkfmlAEikxrgAyAUYpWZaipXJAM11DVBxa5PcGqDOzgV0dnYCCoBERERk/ikAEqkxmSpwgdRjZTJAsZj3PuUGQK5ynNu3aDZuCtyCBQvo6PACoNFRBUAiIiIyvxQAidQYF+hkMkCVqQI31wyQmzrn9i2ajQt2Ojo6lQESERGRqlEAJFJj3FQ3twYoUwXO35LRsdgkMJcMkNufqLh+jY2NAxCJRJQBEhERkapRACRSY1xGZXoVOL/3AZpabrtULkArNgM0MeEFQG1tbSxY4BVBUAAkIiIi800BkEiNcRmV6fsA+Z0BmlsZ7EwGqLi1SePjXgDU2tqWzgCNjIyW9d4iIiIi5VIAJFJjXEbFBT6VywDNdQ1QaQHQxMQE4GWAOjs7AGWAREREZP4pABKpMW4NUCYAcsUGKlMGu/x9gEoNgFwGqDUrA6QASEREROaXAiCRGjM9A+TKTdfaPkClBWZuCpyXAVIRBBEREamO8n7y8ZExZiFwBfA2oBv4K3CBtfbe1PmVwNXAMcAO4Bpr7VeyXh8E1gAfAfqAe4GzrLVPZ10z5zZE5osLKDJrgEorN12szD5A5a0BKjUwy2SA2lQGW0RERKqmFjJAtwCvAt4NHAs8BPzWGHOgMWYR8DtgPV7wsga4zBhzWtbrLwI+BpwOHAckgTuMMa0AfrQhMl+ygwlXZCCz1qZSZbDLnQJXWmA2Pu6tAYpE2lQGW0RERKqmqgGQMWZ/4I142ZZ7rbUW+CSwCXgvcAYwDpxprX3CWvtd4GvA+anXtwLnAGustbdbax8BTgX2Ak5JvY0fbYjMi+xCBy7wyVRbq62NUDMZoOICs0pkgB588H7e9a6/5yc/uWVO7YiIiEjzqHYGaDvwVmCtO2CtTQIBYCGwCrjbWhvLes2dgDHG7AasBLpSx9zrB/CySMenDvnRhsi8yC517TIsbipcra4BSiZn71cymWRsbAzw1gC1t3tV4MbGomW9t/PVr17JU0+t54tfvJxoVCW1RUREZHZVXQOUCjRuzz5mjHkXsB/wG+DzwKM5L9ucetwbWJZ6viHPNXunni/zoY2yhMP+x5cuK+AeG02jjw9mHuPkZCYAam0NEQ4HaWnJBEB+fqZcRqmlpaWsdgv1K9/4XAlsgI6O9nQZ7LGxaNljGh0dxdonAC+Ye/LJdRx77CvKaqsUzf4ZbQQaX/1rhjGKSOVUvQhCNmPMa4DvAL+w1t5mjPka3vS1bGOpxwjQkXqe75qFqecdPrRRsmAwQF9fZ7kvn1V3d3vF2q4FjT4+yD/GlpZMALRoUTft7e2Mji4AvCyKn5+p1lbvB4eOjkhZ7fb0eK8JBMj7+uzxDQ1lpu8tXdrHyIj3V2t8fLzsMT33nJ2SMXv2Wcub3nRiWW2Vo1k/o41E46t/zTBGEfFfzQRAxph/AG4G7gfekzocBdpyLo2kHkdS50ldE825xi0u8KONkiUSSYaG/J+SEwoF6e5uZ2gomt4vppE0+vhg5jEOD+9KPx8aGmNsLMHwsBevx+Nx+vv9KxowPOx9PhMJymp3ZMT7ncHkZGzK6/ONb/v2/qzXTeISQiMjo2WPad269VO+X7/+GV//fApp9s9oI9D46l+lxtjd3a6skkgTqIkAyBjzcbwy1bcC77PWumzMBmDPnMvd95uAlqxjz+Rc84iPbZQlFqvcfzzxeKKi7Vdbo48P8o9xYmIy63ySWCxBMpkpN+3nn4l7r2AwVFa7rl+F7lX28dFR73cLbW1txONJWlq8AotjY1EmJ+MEAoGS33/LlhenfL9x44Z5/cw062e0kWh89a8Zxigi/qv6rzmMMWcC3wCuBU7NCn4A7gZWGWOy6/SeBFhr7Va8AGUIOCGrvV7gKOAeH9sQmRfZv8mcvg9QYsqUr7nKFEEodx+g4qvTZVeAA9JFEBKJBJOTkwVfN5Nt27YCcPDBhwKwefOmstoRERGR5lLVDJAxZgVe5udnwBeA3Ywx7nQUbz3QecANxpgrgVcAZ+Pt2YO1dtwYcy3wJWPMNuB54Mt4WZ9bU+340YbIvMiuqOYCjOx9euLxeNlV23Jl9gGaWxW4YqrTuT2A2tq8ACgSiaTPRaOjtLaWvuXW1q0vAXDEEUeybt1jbNmymWQyWVY2SURERJpHtTNA78SbgvZ2YEvO19WpDM1qwOCVpV4DnGutvTGrjYuBG4DrgfuAGLDaWjsB4EcbIvPF7QPkgh/IZIKyz/vBv32AZg+AXAbIBUDhcJiWFi/z5Mpjl8oFQAcffEi6HZXCFhERkdlUuwz2FcAVs1zzIHDcDOfjeJuanl/JNkTmgwsmXHYFIBTK/DWNx2NMr+lRnslJf/YBKi4DNDUAAohE2pmcnJw1aInH41OCQGfHju0ALF++N5FIO2NjUXbu3ElHR+WqL4qIiEj9q3YGSESyuGAiuwpR9g//sVgtZYDcGqDiAyC3Bggy0+AKZYCSySTnnns2r3/9q3nssdytvGB4eAiA7u4eFi70ymrv3LmjhBGIiIhIM1IAJFJDXDARCMzfFDg3Fa1U5QVAmbU+7e3e/h3RaP4A6Kmn1vO73/2awcFBbrrpxinnkskku3Z5JcMXLFjAwoWLANi5c2eJoxAREZFmowBIpIa4ACc7AxQMBtPBhjcFzh9zL4JQehW43ClwQMEpcA899Of087/+9eEp56LR0fSfVVdXtzJAIiIiUjQFQCI1xFWBy14DlP19LRVBcEFaIjF7ae5ypsD97W8vpJ9v2rSR4eHh9Pduw9hwOEwkEklngHbsUAAkIiIiM1MAJFJD3D5ArsKa40phu6DFD3MNgNw0veIyQFPLYENmL6BoNJr3Nbn7+mzatCH93K3/6erqIhAI0NPTC8DQ0EBxnRcREZGmpQBIpIZkpsBNDUrcOqDKZIDKWwPk+lRaBih7DZDLABUXAG3ZsiX93GWDFizoAqC7uxuAoaGhovouIiIizUsBkEgNcdmU3LLPLiDyNwCa2xogt+HoXNcAFZoC9+KLXsCz774vT32/OX1u1y4vAOrq6ko9egFQ9jQ5ERERkXwUAInUEFfmOjcoyWSAamcKXCYDVMo+QJH0sUwVuOlFEGKxGENDgwAcfPChQG4GyMv0TM8ADZY2CBEREWk6CoBEaogLcHIzQJk1QLVTBCGTAZo9AMqsAcpMgZupCIILZAKBAPvttz8A27dvS593JbCVARIREZFSKQASqSFuipsrMe24KXDFTDcr9b3mIwPkgpzsKnCZDND0NUD9/f2AF9gsXrwkdSyzx09uBsgFQsoAiYiIyGwUAInUkEJBSWWKILg1QOUVQXBV4JLJJMnkzIUQZl4DND0AGhwcAKC3t5e+Pm+PHxcUwfQMkJsCpwyQiIiIzEYBkEgNyVSByy2CUHtT4LI3a50tC1TqPkADAwNAbgA0UwbIC4B27Rr2NUgUERGRxqMASKSGZKbA5a4BclXgaqcIgssAwexT8/KtAZppH6CBAS/b09PTS19fH+AFQC7TlKkC1z3lEWBkZFdpAxEREZGmogBIpIbMlgGqzD5AfmSAipsClz8DNNMUuD4WLlyYamOC0dERIHsfoAWpdlvT7WkvIBEREZmJAiCRGpJZAzQ1AHIZIT8zQJOTc9sINbtQw2wZoEwZ7OKKILgAp6urm/b2jnRws3PnzmnnnUwlOAVAIiIiUpgCIJEakimDnb8Igr9rgOa2EWr2NL3Z1gCVWgTBZXo6OzsBpq0DykyBW5B+jQuAlAESERGRmSgAEqkh8bgXSOSWwXYZoUpMgWtpKTcACqSfu34XMj7u1gAVVwRhZMQLgDo6vHVCbh2QWxuULwPkpsO54EhEREQkHwVAIjXEZYCml8GuvSII2RmgZLK4DFCx+wBFo6MAdHR4GaDeXlcIoXAApM1QRUREpBgKgERqSDWKIOROtytWdpZqtgyQy/IUOwXOZYDcFDgXAA0M9DM5OZl+jcv6QGY6nAIgERERmYkCIJEaUqgMtgtSamkfoEAgQCDgTYObPQPkTYFrbc2UwXZT4PJlgHKnwGUCoIH0JqgAnZ2ZAMjtCaQpcCIiIjITBUAiNaRQFbjMGiA/p8DNrQgCZLJAs2Wm8leB60ifyy2ikDsFLnsNkKvy1tHRMaXvmQBI+wCJiIhIYQqARGpIPe0DBJkAyG1QWkj+NUCR9PPx8amFEApNgevv75+2CarT1aUMkIiIiMxOAZBIDSlcBtvfIgjxeDwdtJS7DxCUkgGaXgWurS0TAOVOg3NlsF2WqLe3F3AZILcJateU12gKnIiIiBRDAZBIDSlUBtvvfYCyA5a5ZYC8fs2UAYrH4+npdtkZoGAwWHAd0OioNwUuXxEENwXOZXwcFwCpCIKIiIjMRAGQSA0pXAbbCzQSCX8CoMnJifTzuQRAoZD3T4ibTpePK4AAEIm0TTnnMjxuzY/Xt8n0a/LtA+QCnO7u3Clw2gdIREREZqcASKSGzNcaoMnJyfTz7MpspXLB08wB0Hj6eUvL1PdyAY7L+HjPR7LOT80ADQ4OMjAwAORbA+T2AVIRBBERESlMAZBIDXFT4AoFQH5NgXMZllAoNO29SuHWD80UALkKcOFweFq2yW2GOjUA8p63trbS0uK139PTC3hT7TZv3gjkmwKnDJCIiIjMTgGQSA3JFEHILYPtbxEElwHKzciUygUo2RmlXC4Aypdpchmg7DVAuXsAufdxa3z+9rcXAOju7pnSVvYaoNmq0omIiEjzUgAkUkPmawqcywC5AKZcmSlwswdA2RXgnPZ2b4pbvilwbvqb49YBuQCoUBGEWGwy/Z4iIiIiuRQAidSQTACUvwiC32uA5rL+B0pbA5RdAc5xU+CyiyDkVoBz3DqgLVs2A9PXAHV2dhIIBABNgxMREZHCFACJ1JBMAJRbBnv2QKMULgM0HwGQ2wMoXwCUmQI3PQPkKsQ5bi8gJzcDFAwG6ezUOiARERGZmQIgkRpSaCPUcNjvDJDfU+BmzwC1tU0PtvIVQXBrgAplgJzcMtiQCYq0F5CIiIgUUv4GIBVgjLkQeIO19oSsYyuBq4FjgB3ANdbar2SdDwJrgI8AfcC9wFnW2qf9bENkPhReA1SrGaDiq8DNnAHKFEFwwVB2EQTIrAFyFi5cPK09VwlOAZCIiIgUUjMZIGPM2cDnco4tAn4HrMcLXtYAlxljTsu67CLgY8DpwHFAErjDGNPqVxsi86VQGexiig2UIlMFrvJFEFwGKBKJTDvnprkVUwQhNwO0ePH0AMitC9q1S3sBiYiISH5VzwAZY/YCrgdWATbn9BnAOHCmtTYGPGGMOQA4H/huKkA5BzjPWnt7qr1Tgc3AKcAtPrUhMi8KlcEuptx0KTJV4PxZAzRzGezC7+UCoOw1QMVMgQuHW6aVwQbtBSQiIiKzq4UM0FFAP3A48EDOuVXA3anAxbkTMMaY3YCVQFfqGADW2gHgIeB4H9sQmReFpsC54MEFLnPl1gDNdQqcC8xmngI3BkAkUmwRhPxT4BYvXpJ+vmjRonTFt2yuFLYCIBERESmk6hkga+1twG0Axpjc08uAR3OObU497p06D7AhzzV7+9hGWcJh/+NLVx0st0pYo2j08cHMY0wmvSlwLS0tUz4/LniIx2O+fK7clLW2trY5tecCoEQinm4nd3yTk5kpcLnvtWCBl+UZG4umz7lgaMGCBVOuN2ZF+vny5cvz9ru72wuARkZ2VeTvH+gz2gg0vvrXDGMUkcqpegA0iw686WvZxlKPkdR5Clyz0Mc2ShYMBujr65z9wjJ1d7dXrO1a0Ojjg/xjDIW8rEZXV/uUz09Pj3ue8OVz1dLivU9HR2RO7XV0eOt6WluD09px43PJrK6uzmnXLFniTWubmBhPn5ucHEudWzjl+t7eFbS3txONRjniiMPz9nvJkkXpNir59w+a9zPaSDS++tcMYxQR/9V6ABQFcufNuJXUI6nzpK6J5lwz4mMbJUskkgwNjc5+YYlCoSDd3e0MDUXTC+YbSaOPD2Ye4+io98P/+Hic/v7Mx8/NMBsZiU45Xq7BQa9IQCAQmlN7iVT3h4ZG0u3kjq+/fyj1XuFp75VMhlKvH06fGxwcSp2dfv3ll3+R3//+t3zgA6fn7XdLi/dXe/v2nb78OeXT7J/RRqDx1b9KjbG7u11ZJZEmUOsB0AZgz5xj7vtNQEvWsWdyrnnExzbKEotV7j+eeDxR0farrdHHB/nHGIt5a4ACgeCUc64M9vj4hC9/LmNjXsIzHG6ZU3uuXxMTk9PaceOLRr2grqWlddo1ra1ewDI6Opo+t2uXF7hEIu3Trj/ppNWcdNJqIP/fL1c5bmhouOKfn2b9jDYSja/+NcMYRcR/tf5rjruBVcaY7BXhJwHWWrsVL0AZAk5wJ40xvXiFFe7xsQ2ReTFbEYRYzJ8iCP7tAzT7/kRuH6B8RRDyVYFzRRByq8AVwxVBGB4emuVKERERaVa1ngH6DnAecIMx5krgFcDZeHv2YK0dN8ZcC3zJGLMNeB74Ml7W51Yf2xCZF4XKYLtAZWLC7zLY/uwDNHMZbC8DVPxGqF4GqL299ABI+wCJiIjIbGo6A5TK0KwGDF5Z6jXAudbaG7Muuxi4AW8vofuAGLDaWjvhVxsi86VwBsgLVPwrg+02Qp2PMtheBqitLd9GqN4C5tHRUZLJJFB4H6BiaB8gERERmU1NZYCstR/Mc+xB4LgZXhPH29T0/BmumXMbIvPBrQFya2uc1lZ/N0L1ax+gcNgFQDNlgApPgXMZoEQiwfj4OJFIpOA+QMXQPkAiIiIym5rOAIk0GxdI5E5NC4e9QMUFLnM1n2uAJibGU+81PQCKRDIlbKPRKPF4nLExbzqcK2hQikwAtCudURIRERHJpgBIpIa4DI8LLBy/M0BuLZF/a4AKB0BjY94aoEhk+hS4UCiUPj46OjJlLVA5U+DcRqjxeHxKYQURERERRwGQSA1xmZTcwMSt1fFrDZArTJAvKClFKVXgCmWbsrM2bv1PKBQqKzsVibSn108ND6sQgoiIiEynAEikhrgpcJXOAGWyMnPbRT1TBGH2NUD5iiAAdHVlSle7CnAdHZ0EAoGS+xMIBFQIQURERGakAEikhmSqs+XPAPm1Bsits5lrBqitrS3V3ljBazIB0PQ1QJAdAA2nA6Bypr852gtIREREZqIASKSGFJ4C528GyK8pcC6D5IKcfFwRhMIBkLd3z9QMUOkV4HLb015AIiIiko8CIJEaUrgIgpcBisfj6b2C5iIa9WcKnAtqXECVz0xFECA3A+RKYM8lA6QpcCIiIlKYAiCRGlJog9LsjJAfWaDZgpJiuXU9M02Bm6kMNkBXVw/gZYDmsgmqo72AREREZCYKgERqSOEiCJmAyI9KcJk1QHPLALnNTWeaAlfsGqChocwUuPb28qfAuQyQqsCJiIhIPgqARGpIoSII4XB2BsiPAMjL2LS3+5MBKjQFLplMpt+ruDVA3hS4uWSAsqvKiYiIiORSACRSQwoVQQgEAuljtZQBykyBy58Byu7r7GWwhxke9qatuSxOOVQEQURERGaiAEikRiSTyYJFECATQLg1NXN5H7/WAGWmwOXPAEWjo+nn7e35g63sDNDQ0CAA3d09ZfdJRRBERERkJgqARGpEPB4nmUwC0zNAkAkg3DSxck1OTpJIJAA/1gB5ry9UBMH1ta2tLW9QB1MzQEND3rS17u7usvuUHVCJiIiI5FIAJFIj3PQ3mDkAikajc3ofN/0NCq/LKdZsZbAzZa0LFzVw2Z7sDJALYsrR29sHQH9/f9ltiIiISONSACRSI7LLW2cXPXBcZbS5BkBubUxbW1veQKsUbgrd+Ph4OnuVzU2Bm6mqW1+fF7Ds2LE9KwNU/hS4xYsXp9sTERERyaUASKRGZGeA8k0Xy2SA5jYFzgVAbr+cucjOIOUrhV1MBmjx4iWAVzBh06aNAPT0lB8ALVrkBUDbt2/LG5SJiIhIc1MAJFIjXHnrUChEMDj9r6ZfU+BccYC5VFpzsiu7ZU+tc4oJgNra2tIZn507dwBzWwPkAqDJycl0VTkRERERRwGQSI0otAeQ498UOC8o6OycewAUDofThRDylZ12AVB7+8z7+rhpa87ChYvK7lNbW1s6u6VpcCIiIpJLAZBIjXBT4PKt/wH/psAND3uBiqu+NlcuW+MKGGRzfZ0pAwSZaXDgBVV9fQvn1KdFi7wASgGQiIiI5FIAJFIjMhmg/OWia3EKHGQHQNPLThcbAC1Zslv6+eLFS/JOASyFCiGIiIhIIQqARGpEJgM0XwGQXxkgb/1OvgBoZGQEmD0A2mefl6Wf77bb0jn3adEiL6O0bdu2ObclIiIijUUBkEiNcHvpZBcWyObWAM11I1Q/q8DBzFPgXFA0274+++9/QPr5fvsdMMOVxdl9990BePHFzXNuS0RERBqLAiCRGuHKSBcKgFwQMTw8PdNSiv7+nUBmw9C5mqlfLiiaraz1UUcdky7+cPTRx8y5T3vuuQyATZs2zbktERERaSz559qIyLwbG3MZoLa8510QkS/TUgq3LsYVCpgrNwVucHB6vwYHBwDo6emdsY3e3j6uueZbPPfcM5x88tvm3Kdly5YDsGnThjm3JSIiIo1FAZBIjXABUCSSPwPkAqB8gUYpduzw9trxKwByFdy2bn1p2jnXVxckzeS4417Dcce9xpc+LVvmZYA2btxAMpkkEAj40q6IiIjUP02BE6kRmTVA+TNA3d29wNwzQG6z0YULF89yZXH23HMvADZvnj7drNgpcH7bY4+9CAQCjI6OpscrIiIiAgqARGrGbEUQ/MgAJZPJdEDgVwZozz33BGDLlukFB1xf5zsAamtrS0+De+qp9fP63iIiIlLbFACJ1IixMa8IQiQy8xqg4eEh4vF4We/R37+TiYkJAoHAlM1H58JlgLZufSk9jQ+8st5uDZBfBRdKYcxBADz55BPz/t4iIiJSuxQAidSI2TJAbh1NMplMBxal2rDhbwAsXbo7ra2tZbWRa+HCRSxevIRkMskTT6xLH9+2bSuJRIJwuIWFC/3JNpXioIMOBuDJJx+f9/cWERGR2qUASKRGuDLYhYogtLS0pLM2L730YlnvsXGjVxXNTQ/zQyAQ4NBDDwfg4YfXpo9v2bIFgKVLlxIMzv8/NYccchgAa9f+mWQyOe/vLyIiIrVJAZBIjciUwc4fAAHsvvseQCa4KNULLzwP+BsAAbzmNasAuP3229LBhgu2XJ/n25FHHk17ewfbtm3FWk2DExEREY8CIJEaEY1GgcIZIIDdd98dgBdfnF5woBhPPulNUVuxwpT1+kJWrz6ZSCTCU0+t5+c/v7Wi71Wstra2dFnt2277RVX6ICIiIrVHAVCKMSZojLnUGLPJGDNqjPmtMWb/avdLmsfw8BAAXV3dBa/ZYw+v4tqGDeVt8PnEE956mIMOOrSs1xfS3d3D6aefCcCll17Eddddx113/SH1Xof4+l6leMc7/gmAW2/9cd4qdSIiItJ8FABlXAR8DDgdOA5IAncYY/xZKS4yi127dgHQ1dVV8Jr9918BwPr1T5bc/saNG9i2bRuhUIgDDzywvE7O4AMf+DBvecvfEYvFuPzyy3nhhedpa2tj1aoTfH+vYr361a/l8MNXEo2O8olPfDQ9BVBERESaV7jaHagFqSDnHOA8a+3tqWOnApuBU4Bbqtg9aRK7dg0DMwdArrSztU+SSCRKKi5w113/A8DKlUfR3t4xh57mFw6H+fznr+QVr3gFN930fQYGBvnkJ8+hr2/+S2A7gUCAK674Mh/84Ht5+umnOOWUt/LKVx7H0Ucfy377HcCSJUtYsmQ3urq6iUQiBAKBqvVVRERE5ocCIM9KoAu40x2w1g4YYx4CjkcBkMyD4WEvAFqwoHAAtN9++7NgwQJ27Rrmscf+yuGHryyq7cnJSX7yE+9jfNJJb5xzXwsJBAK8852ncvrpH6K/f4RYLFGx9yrWsmXLufHGH3HFFZ/jvvvu5o9/vJc//vHevNdGIu20t0dSj+1EItOfd3R00NvbRSAQpq3NO9bW1ko43EJLSwvhcDjrq4VQKJT+8gKsAIEA6WArEAhkHZ/tnHfenZt6fOZzmePkvCbTJ3eupSVELDbK4GCUeDw5pV/u+qntFOqrazdzfebPoTri8TjJZJzJyUkmJydzPqOFqwXOVkhwpkqD5Z6buT+Fz4VCAVpakoyMTP87ONPbzVYtsRJ9nflc4Xdra2uhr69zhv6IiBSmAMizLPWYu7BiM7B3uY2Gw/7OMBwcHOTd7z6l4PqPfD9UFPpBo7Tjha6dW7ul9i1fPwq3UZm+Ff6zyNdGgRZSPxi6//gDgQDHHvtKNm709uhZsmRxwc9OONzGa197PL/+9e387Gc/4aijjpp2zYYNf+OBB+7nkUcepr9/J0NDg2zcuIGtW7fS3d3D29/+Dt8/m9lCoeCUx1qwzz578+1vX89zzz3LPffcxaOP/pUNG/7G1q0vsX37dhIJ74fEsbEoY2NRoL+6HW5goVCInp5eent76evro7e3j97eXrq6upmcnEzdgzEGBwcYHBxkYMB7dGvkQqEQwWAw6zFMKBQkGAylH8PhEMFgiHg8zvj4OBMTE0xOTjA+Pp6+11L/zj77bD760Y9XuxsiUocUAHncfKDxnONjwMJyGgwGA77/dioej6azBPnk+02a9j+pD7/5zR3p5wceuB89PYU/O2ee+dF0ALTHHrtx5JFH0t/fz0MPPcR9991XMECORCJcc83V7L337r73P5/u7vZ5eZ9S9PUdxlFHHTblWDweZ2xsjGg0yujoKNFodMbnuV+jo6OMjY2lsgmx9GO+L/f3Mfsx39dM18x0rFCb2cedYtv1WzweZ+fOHezcuaOs18diMZ97JPUoFArR1dVVk//OiEjtUwDkiaYe27KeA0SAkXIaTCSSDA2NzrVfU4RC7fzhD/cBkwwPjxGPzz51o9APMaUfL/7aufQlFAqyYEGEXbvGiMXic+5j5f9cSjsOXnDsxphIJHniiXVccMGn0+fj8RD9/YU/dvvtdxDve98H+OEPb+Sb3/zmtPPhcJjDDz+CY499JXvssQfd3T309PSw//4rWLRo0Yxt+yEUCtLd3c7QUDTnM1rbQqF2urramWEJVuq6+hxfKbLHGIvF8wRGLmDKFzS55+QJppKMjY0xMDDAwEA/AwMD9Pf3Mzg4wNDQEK2tramphhG6u3vo7e2lp6eHnp5eurq6CAQCxOMJEok48XicRCJBPB5Pf7nv3WNLS5iWllZaW72vtrY2Wlq8qYpdXZE8/47OlP2d+Zx3fqZzM722vPcsdM7dv3zjm73NGbrpXVFyfypxLhQK0tPT4fvfw+7u9prKXotIZSgA8rhfme8JPJN1fE/gkXIbrcT6h3C4hb6+XsLh2lhf4bdwOEhfX2fNrB+phNwx7rPPy7nrrj9wxx2/4sQT30A8nvkBs5BzzrmAww5byW9/ezvbtm1jwYIFrFhxIMce+0qOPPIoOjryZ5Dm8880Hk807D2Exh8feGP0Po/g/eAbmPIDcjlLeTo7u1m0aDc/ule2cDhIT08niUS4Ie9hOBwkEokQjcaB2hjfzGuPZnxl3qOBgHe8Gf4eioj/FAB5HgGGgBNIBUDGmF7gKODaqvVKmsaFF17CypVH8aY3nVzU9YFAgNWrT2b16uKuFxERERGPAiDAWjtujLkW+JIxZhvwPPBlvMzQrdXsmzSHzs4FnHrqe6vdDREREZGGpwAo42K8P4/rgXbgbmC1tXaiqr0SERERERHfKABKsdbGgfNTXyIiIiIi0oBU6kRERERERJqGAiAREREREWkaCoBERERERKRpKAASEREREZGmoQBIRERERESahgIgERERERFpGgqARERERESkaSgAEhERERGRpqEASEREREREmoYCIBERERERaRoKgEREREREpGkEkslktfvQiKLJZDKSSFTmzzYUChKPJyrSdi1o9PFB449R46t/jT5Gja/+VWKMwWCAQCAwBrT72rCI1BQFQJUxALQBW6rcDxERESneHsA40FvlfohIBSkAEhERERGRpqE1QCIiIiIi0jQUAImIiIiISNNQACQiIiIiIk1DAZCIiIiIiDQNBUAiIiIiItI0FACJiIiIiEjTUAAkIiIiIiJNQwGQiIiIiIg0DQVAIiIiIiLSNBQAiYiIiIhI01AAJCIiIiIiTUMBkIiIiIiINI1wtTsgxTHGBIE1wEeAPuBe4Cxr7dNV7ZiPjDH7AM/nOXW6tfb6ee6Or4wxFwJvsNaekHVsJXA1cAywA7jGWvuVqnRwjgqM77vAB3Mu3WStXTaPXSubMWYhcAXwNqAb+CtwgbX23tT5ldT5/StijPV+D3cDvgq8GWgH7gLOtdauS51fSR3fwyLGV9f3L5sxZgXwEPBxa+33UsdWUsf3T0SqRxmg+nER8DHgdOA4IAncYYxprWqv/HU4MAbsCeyR9XVTNTs1V8aYs4HP5RxbBPwOWI/3n/ca4DJjzGnz3sE5yje+lMPxfrjOvpdHzl/P5uwW4FXAu4Fj8X74+q0x5sAGun8Fx5g6X+/38JfAfsDJeOOLAr83xnQ0yD0sOL7U+Xq/fwAYY1rw/h/ozDrWCPdPRKpEGaA6kApyzgHOs9benjp2KrAZOAXvh5hGcBhgrbVbqt0RPxhj9gKuB1YBNuf0GcA4cKa1NgY8YYw5ADgf+O68drRMM43PGBMCDgYus9a+WIXuzYkxZn/gjcBrrLV/TB37JN4Pmu/F+0Gz3u/fjGM0xlxKfd/DRcBzwOXW2sdTxy4DHgYOAd5AHd/D2cZnjHmIOr5/OS4FhnOO1f2/oSJSPcoA1YeVQBdwpztgrR3A+23t8dXpUkUcDqyrdid8dBTQjzeuB3LOrQLuTv3H7dwJmNS0lnow0/gOACLU7/3cDrwVWOsOWGuTQABYSGPcv9nGWNf30Fq7w1r7nqzgYCnwaWAj3pjq+h4WMb66vn+OMeZ44KPAB3JO1fX9E5HqUgaoPrj52htyjm8G9p7nvlTSYcAWY8w9wArgKbzfXv6mut0qj7X2NuA2AGNM7ullwKM5xzanHvcGtla0cz6YZXyH4U3TPNsYczKQAG4HLrTWDs5nP8uR+gXD7dnHjDHvwptu9Bvg89T//Rtg5jHW9T3MZoz5N7zpw+PA31trR4wxdf930Ckwvrq/f8aYXuAHwCestRty/p1pmPsnIvNPGaD64OZzj+ccH8P7DV/dS03zW4G3EPtC4C3Ag3jrnE6qZt8qpIP89xMa454eivcD1/PA3+H9ZvotwC9SBT3qijHmNcB3gF+kAr+Gu395xthI9/DreOtEfgj83BhzFI11D7/O9PE1wv27DviTtfbmPOca6f6JyDxTBqg+RFOPbVnPwftHfmT+u+M/a+1E6rd9MWut+09trTHmILz/uP+7ap2rjCje/czm/tNuhHt6CfC1VJYB4DFjzBbgT3iLtXOnzNUsY8w/ADcD9wPvSR1uqPtXYIyX0CD3MKsq2hl4RWQ+TgPdwwLj+zB1fP+MMf+CN83tsAKXNMz9E5H5pwCoPripb3sCz2Qd3xN4ZP67UxnW2nz/aT2KV+K10WzAu3/Z3Peb5rkvvkutJRnIOeymqyyjxn/4cowxH8crs3sr8L6s4Lxh7l+hMdb7PUytAzkJ+E9rbRzAWpswxqwD9qLO7+Fs46v3+wd8CFgK5E59+5Yx5lzgBer4/olIddVLGrzZPQIMASe4A6lsyVHAPdXpkr+MMYcbY3YZY16bc+oY4PFq9KnC7gZWpaqlOSfhVcGr+7nrxpibjTG5a7eOTT3WxaJsY8yZwDeAa4FTs4IfaJD7N9MYG+Ae7omX1XqdO5Aqp3wUXv/r/R7OOL4GuH/vAw7CKwLkvgAuxpvKV+/3T0SqKJBMJqvdBymCMebzeJVwPoQ3p/vLwMuAw6y1E9XrmT9Sc9L/iLfPw5l4FarOAM4CjrXW5i52rSvGmO8BL3MbhaZ+e/sk3j4eVwKvwJvv/jFr7Y1V6mbZ8ozvbXhjuwivTPsK4P/hzef/5yp1s2ipTRcfA36F9xnM5qbe1PX9K2KMq6jvexgA7sD7d/J0vIqFnwVW4/0wPUYd38Mixnc4dXz/8jHGJIHTrLXfa7R/Q0VkfikDVD8uBm7A23flPiAGrG6E4Ae8qRt4C3X/F/gx8BfglcAb6z34ySf1G8rVgMErZ74Gbwf3hviP21r7K+BdwDvwpt3cgDfF6sPV7FcJ3gm0AG8HtuR8Xd0g92+2Mdb1PUxNATsVrzTyf+D927IQWGWt/Vu938MixlfX92829X7/RKS6lAESEREREZGmoQyQiIiIiIg0DQVAIiIiIiLSNBQAiYiIiIhI01AAJCIiIiIiTUMBkIiIiIiINA0FQCIiIiIi0jQUAIlIU0ttKCkiIiJNQgGQiDQtY8zfAzemnp9gjEkaY06obq9ERESkksLV7oCISBV9Kuv5Q8BxwLoq9UVERETmgQIgERHAWjsE3F/tfoiIiEhlBZLJZLX7ICIy74wxfwBel3XoROB/gBOttX8wxlwCvBu4ALgc2B94EjgTSAJXA4cDzwCftNb+d1bbhwJfBI5PHfpv4Bxr7bMVHJKIiIgUQWuARKRZnQX8JfV1HNCd55rlwFXA54F/AhYCPwF+BPw7XoAUBG4xxrQDGGNWAH8EdgM+CHwYeDlwnzFmt8oNR0RERIqhAEhEmpK1dh0wBAxZa+9PPc/VAZxlrf2RtfaXwDeBPYHLrLXXW2t/AVwELAZM6jVrgCjwBmvtrdbaH+Nll9qBcys6KBEREZmV1gCJiMzsj1nPX0w9Zq8V2pF67E09noQ3lW7UGOP+jR0C7gHeWKE+ioiISJEUAImIzCBVHCHX6AwvWQScmvrKtc2XTomIiEjZFACJiPhrAPg98NU852Lz2xURERHJpQBIRJpZHAj53OZdwMHAw9baGIAxJgD8EHgaeNjn9xMREZESKAASkWY2ABxnjHk90ONTm58D/gT8yhhzHTAGfBT4R+CdPr2HiIiIlElV4ESkmV0LTAJ34FVpmzNr7V+BVXh7Bf0Ar2z2HsA/Wmtv9eM9REREpHzaCFVERERERJqGMkAiIiIiItI0FACJiIiIiEjTUAAkIiIiIiJNQwGQiIiIiIg0DQVAIiIiIiLSNBQAiYiIiIhI01AAJCIiIiIiTUMBkIiIiIiINA0FQCIiIiIi0jQUAImIiIiISNNQACQiIiIiIk1DAZCIiIiIiDSN/x9BSrJHQNxRyAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Instantiate the Chromatogram class with the loaded chromatogram.\n", "from hplc.quant import Chromatogram\n", "chrom = Chromatogram(df)\n", "\n", "# Show the chromatogram\n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `crop` method allows you to crop the chromatogram *in place* to restrict\n", "the signal to a specific time range. \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[
, ]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Crop the chromatogram in place between 8 and 21 min.\n", "chrom.crop([10, 20])\n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the crop function operates **in place** and modifies the loaded as data\n", "within the `Chromatogram` object." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detecting and Fitting Peaks\n", "The real meat of the package comes in the deconvolution of signal into discrete\n", "peaks and measurement of their properties. This typically involves the automated estimation and subtraction of the baseline,\n", "detection of peaks, and fitting of skew-normal distributions to reconstitute the \n", "signal. Luckily for you, all of this is done in a single method call `Chromatogram.fit_peaks()`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 2748.97it/s]\n", "Deconvolving mixture: 100%|██████████| 2/2 [00:13<00:00, 6.72s/it]\n" ] }, { "data": { "text/html": [ "
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retention_timescaleskewamplitudeareasignal_maximumpeak_id
010.900.1587680.69195923380.3865672.805646e+0666064.3606321
013.170.5947213.90547443163.8994475.179668e+0650341.3091502
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017.290.3480011.70371612525.2832751.503034e+0620381.8956056
\n", "
" ], "text/plain": [ " retention_time scale skew amplitude area \\\n", "0 10.90 0.158768 0.691959 23380.386567 2.805646e+06 \n", "0 13.17 0.594721 3.905474 43163.899447 5.179668e+06 \n", "0 14.45 0.349615 -2.995742 34698.949105 4.163874e+06 \n", "0 15.53 0.313999 1.621137 15061.414974 1.807370e+06 \n", "0 16.52 0.347276 1.990206 10936.994323 1.312439e+06 \n", "0 17.29 0.348001 1.703716 12525.283275 1.503034e+06 \n", "\n", " signal_maximum peak_id \n", "0 66064.360632 1 \n", "0 50341.309150 2 \n", "0 65264.917575 3 \n", "0 26771.463046 4 \n", "0 18651.421484 5 \n", "0 20381.895605 6 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Automatically detect and fit the peaks \n", "peaks = chrom.fit_peaks(buffer=0)\n", "peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see how well the deconvolution worked, you can once again call the `show` method\n", "to see the composite compound chromatograms." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[
,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# View the result of the fitting. \n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also call `assess_fit()` to see how well the chromatogram is described\n", "by the inferred mixture. This is done through computing a reconstruction score $R$ \n", "defined as \n", "$$\n", "R = \\frac{\\text{Area estimated through inference} + 1}{\\text{Area observed in signal} + 1}.\n", "$$\n", "This is computed for regions with peaks (termed \"peak windows\") and regions of \n", "background (termed \"interpeak windows\") if they are present." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "-------------------Chromatogram Reconstruction Report Card----------------------\n", "\n", "Reconstruction of Peaks\n", "=======================\n", "\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 10.558 - 11.758) R-Score = 0.9984\u001b[0m\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 2 (t: 12.117 - 19.817) R-Score = 0.9952\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 10.000 - 10.550) R-Score = 0.3902 & Fano Ratio = 0.0024\u001b[0m\n", "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor\n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 11.767 - 12.108) R-Score = 10^-3 & Fano Ratio = 0.0012\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor\n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 3 (t: 19.825 - 20.000) R-Score = 10^-1 & Fano Ratio = 0.0000\u001b[0m\n", "Interpeak window 3 is not well reconstructed by mixture, but has a small Fano factor\n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { "text/html": [ "
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window_idtime_starttime_endsignal_areainferred_areasignal_variancesignal_meansignal_fano_factorreconstruction_scorewindow_typeapplied_tolerancestatus
0110.0000010.550009.112041e+033.555093e+038.564681e+03135.98568562.9822240.390153interpeak0.01needs review
1211.7666712.108335.779000e+031.155479e+004.298102e+03137.57142931.2426940.000200interpeak0.01needs review
2319.8250020.000001.177637e+011.000001e+002.048615e-010.4898350.4182260.084916interpeak0.01needs review
0110.5583311.758332.810059e+062.805647e+065.279468e+0819379.71082727242.2449660.998430peak0.01valid
1212.1166719.816671.403344e+071.396639e+073.854511e+0815171.28177425406.6286170.995222peak0.01valid
\n", "
" ], "text/plain": [ " window_id time_start time_end signal_area inferred_area \\\n", "0 1 10.00000 10.55000 9.112041e+03 3.555093e+03 \n", "1 2 11.76667 12.10833 5.779000e+03 1.155479e+00 \n", "2 3 19.82500 20.00000 1.177637e+01 1.000001e+00 \n", "0 1 10.55833 11.75833 2.810059e+06 2.805647e+06 \n", "1 2 12.11667 19.81667 1.403344e+07 1.396639e+07 \n", "\n", " signal_variance signal_mean signal_fano_factor reconstruction_score \\\n", "0 8.564681e+03 135.985685 62.982224 0.390153 \n", "1 4.298102e+03 137.571429 31.242694 0.000200 \n", "2 2.048615e-01 0.489835 0.418226 0.084916 \n", "0 5.279468e+08 19379.710827 27242.244966 0.998430 \n", "1 3.854511e+08 15171.281774 25406.628617 0.995222 \n", "\n", " window_type applied_tolerance status \n", "0 interpeak 0.01 needs review \n", "1 interpeak 0.01 needs review \n", "2 interpeak 0.01 needs review \n", "0 peak 0.01 valid \n", "1 peak 0.01 valid " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Print out the assessment statistics. \n", "scores = chrom.assess_fit()\n", "scores.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quantifying Peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you know the parameters of the linear calibration curve, which relates peak area\n", "to a known concentration, you can use the `map_compounds` method which will map user provided compound names \n", "to peaks." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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retention_timescaleskewamplitudeareasignal_maximumpeak_idcompoundconcentrationunit
015.530.3139991.62113715061.4149741.807370e+0626771.4630464compound A171.373146µM
017.290.3480011.70371612525.2832751.503034e+0620381.8956056compound B56.928465nM
\n", "
" ], "text/plain": [ " retention_time scale skew amplitude area \\\n", "0 15.53 0.313999 1.621137 15061.414974 1.807370e+06 \n", "0 17.29 0.348001 1.703716 12525.283275 1.503034e+06 \n", "\n", " signal_maximum peak_id compound concentration unit \n", "0 26771.463046 4 compound A 171.373146 µM \n", "0 20381.895605 6 compound B 56.928465 nM " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define the two peaks of interest and their calibration curves\n", "calibration = {'compound A': {'retention_time': 15.5,\n", " 'slope': 10547.6,\n", " 'intercept': -205.6,\n", " 'unit': 'µM'},\n", " 'compound B': {'retention_time': 17.2,\n", " 'slope': 26401.2,\n", " 'intercept': 54.2,\n", " 'unit': 'nM'}}\n", "quant_peaks = chrom.map_peaks(calibration)\n", "quant_peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Successfully mapping compounds to peak ID's will also be reflected in the `show`\n", "method." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[
,\n", " ]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the chromatogram with mapped compounds\n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deconvolving Overlapping and Subtle Peaks\n", "Often, compounds will have similar retention times leading to heavily overlapping peaks. If one of the compounds dominates the signal, the other compounds may only show up as a \"shoulder\" on the predominant peak. In this case, automatic peak detection will fail and will fit only a single peak, as in the following example." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1014.14it/s]\n", "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 106.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "-------------------Chromatogram Reconstruction Report Card----------------------\n", "\n", "Reconstruction of Peaks\n", "=======================\n", "\n", "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 1 (t: 2.230 - 20.430) R-Score = 0.9788\u001b[0m\n", "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds\n", "or add manual peak positions (if you have a shouldered pair, for example). If\n", "you have a very noisy signal, you may need to increase the reconstruction\n", "tolerance `rtol`.\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 0.9952 & Fano Ratio = 10^-5\u001b[0m\n", "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.6283 & Fano Ratio = 10^-5\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture, but has a small Fano factor\n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load, fit, and display a chromatogram with heavily overlapping peaks\n", "df = load_chromatogram('data/example_overlap.txt', cols=['time', 'signal'])\n", "chrom = Chromatogram(df)\n", "peaks = chrom.fit_peaks()\n", "chrom.show()\n", "score = chrom.assess_fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, if you *know* there is a second peak, and you know its approximate retention time, you can manually add an approximate peak position, forcing the algorithm to \n", "estimate the peak convolution including more than one peak." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Deconvolving mixture: 100%|██████████| 1/1 [00:01<00:00, 1.07s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "-------------------Chromatogram Reconstruction Report Card----------------------\n", "\n", "Reconstruction of Peaks\n", "=======================\n", "\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 2.230 - 20.430) R-Score = 1.0000\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", "\u001b[1m\u001b[43m\u001b[30mC-, Needs Review: Interpeak Window 1 (t: 0.000 - 2.220) R-Score = 1.0442 & Fano Ratio = 10^-5\u001b[0m\n", "Interpeak window 1 is not well reconstructed by mixture, but has a small Fano factor\n", "compared to peak region(s). This is likely acceptable, but visually check this region.\n", "\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 2 (t: 20.440 - 24.990) R-Score = 1.0077 & Fano Ratio = 10^-5\u001b[0m\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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jR44uOXBgf6MJSnP/TwjANGfMXCeTLghiVHl5nU1PqlDI4OXlgoqKOvB8hxuq2qFQW7cPR2pnHQ8M/sINAHDkwZpOlZw4Ujt3ZtTO7aMt29nb2wVyuSwDQLQtzpeQkNBVJpN/7+8fUuvkpO6Uqx6RtnHs2FFXX19/U8MFAT7+eGXgjz8e8P366+/O2jM2R2U06tXFxXmuoiiM6t+/f/LV9u1Ef+IJIYQQQghpW3/++YfHr78e8n7zzbcyIyIiDYmJ5zR7934dMHr03SX2jq0zoOSEEEIIIYSQZnrxxan5Op1O9v77C6JqaqoV3t4+xnvvva/o2Wcnddqq7e2JkhNCCCGEEEKaSaVSSW+9NTcHQI69Y+mMaLUuQgghhBBCiEOg5IQQQgghhBDiEGhYFyEO5Mz33yLv11/g5B+AW55/ESoXWl0QMJfH6u4tXHhMCCGEkM6JkhNCHMRv8csQdPo0ogGU5efhjZeexZI1G6FWq+0dmt2pFcCno6yq60UIIYSQDoSGdRHiANL+/AN+p04BANIZBh/kZuPwqZOIj19m38AIIYQQQtoRJSeEOID0zRugkMmQLmNw+5r1ePXd9wEAn322DVlZmfYNjhBCCCGknVByQoidZfx9AhG8AFGS0OWZFyCXy3HLLYMxdPAQDPX2wYkPP7B3iHan54F7vnHBPd+4QM/bOxpCCHEsgwYN6L9r12c+zd3/119/dh837s6eQ4fe1G/x4oWhbRlbc8THLwseO3ZUL1uesyVtkpub7bR379detrw+sR7NOSHEzs7v/hxRADLkMoy+4cYLrz816i5odAboKipRXVYGd59m/93pdCQABXWyC48JIYT858sv9//r7u4hNHf/des+Dg0ICDR8+OHq866ubs0+riNpSZu8887bkf7+/sYxY8ZVtHVcpGnUc0KIHYmiiD+4JOTqtHC/ZfBF23qNvhslAg+NXI6/t262T4CEEEIcXkBAIK/RaJp976aurk7evXuPuvDwSKO3t0+nTE5a1iYSLQTpQKjnhBA7Sko6h28y0vCTszN+eWj8RdtkMhnqoqLhl50N07mzdoqQEEKIoxs0aED/qVOnZT7wwMNls2a9ESmKIuPl5W365ZeffQwGvax3777VM2fOyQoICOQHDRrQHwC++GJn0Bdf7AzasWP3mbCwCOO6dR8HHDiw37+qqlIRGBhkeOCBRwrHjbu/HAD++OOI25tvvhr3+OMTc7/88osgX18/w4IFi9MnTHiw5yOPTMj/9tu9/k5OSnHz5s8SGYbBsmWLQ//665gnz/NMVFSM9sUXp+T27dvvwpKLO3du9d2167PAiopypz59rqvy9w8wXu39Pfvs42yPHr1rKirKlb//fthbqVSKd989tviOO0aXv//+u5Hp6akugYHB+jfffCvzuuv6axu2ye23j6p8/PEHe0RGRmvj49ekAsDhw7+6zZr1RtzMmXPSvv56V0BSUqJrUlKi69ixo9z27Pn+zNixo3rddtsdZVOmvJbfMAZ//wDDwoX/y7xSe3z66WdJRUWFyuXL/xd26tRJd7lcJsXFda2bOnVaTkxMF0Nb/L93VtRzQogdHTnyGwDg5ptvgeoKSwZ3GXUXACBEEFBdVtausRFCyLVK0OlkjX2JBgPTHvu2xrFjv3tVV1crPvxwNTdnzrtpSUmJbqtWrQgBzMOdvL29TffcM67oyy/3/xsSEmZcvnxJyLff7vV/6aWp2Rs2bEscN+7+oo8+WhGxdetmv4bnPX78mOfq1euTZsx4O1Mul0kA8OuvP3svX76KmzfvvTQPDw/hlVdejM3Pz1MtWLAkdfXq9cldu3are+WVF7ueOfOvBgD27v3aa82aVeHjxt1ftG7dp+e6detRd+DAfv+m3tOePbsD/f0DjOvXbz139933Fu/cuTV4+vRXYx96aHzhRx+tS3JyUorLli2OuPQ4T09P4Y03ZmX880+CxzfffOVdXl4mX7JkYdTw4XeU3nnnPZVLlqxIjY2Nq7v55lsq1q/fmtSSdm7YHnq9Xvbyy8+zoihg+fKPuOXLP+Lc3T34F198ult+fp6yJee91lHPCSF2lHv0CNQyGQYPHnrF7VHX34BjH6+Er1yB0998hUETn23fAAkh5BqU9vKk6xrbpoljq8LenJlqeZ7+2pQ+ksl0xZu9qsio2ojZcznL84zpr/cStdorfvZyCg7RRs5f2KIPx43GqNEIc+cuyFIqlVJcXFf9sWO/lyUknPAAzMOdZDKZpNFoxICAQL6urk62b9+egGnTZmaMGDGyCgCioqINBQX5qi+//CxwwoQnSyznfeih8YWWXoDs7EwnALjrrjElLNtNDwBHjvzmlpLCuezZc+BfX18/HgBee216XmLiOdfPPtsW0KtXn8yvvvoiYODAQRUTJjxVAgBdusQWJiWdc8nMTHe+2nsKCwvXvfTS1AIAeOqp54p27twWPHjw0PI77hhdBQB33DG6bN26NWFXOnbw4CE1o0ffU7xmzaqwn3/+0dvFxUWYPn12NgB4eXkLCoVCcnJyEi0xN1fD9vj88+2+NTXVivffX5ahVColAJg/f1Hmfffd1Wv37s/9GvbCkKuj5IQQOynLzsbjag0e7jsAAdffcMV9GIZBtZ8/fMvLUf1PAgBKTgghhFxdQECgwfIBGQBcXFwFnuev2DNz/nyy2mQyMR988H7ksmWLIy2vC4LI8LyJ0el0F46LjIy6bHhSeHiE3vI4OTnRGQAeemjsRStv8TzPmExGBgBycrI1Q4cOL2+4vXv3nrVNJSfBwaEXruPs7CwCQEhIyIV4nJxUIs+bGu19eu21N3NPnjzhcfLk3x4ff7wxsSVzdBrTsD3On+ecdTqdfNSooX0b7mMymWQ5OVlUTbkFKDkhxE7O//IzfACUiSJ6hlzxZg8AwPf6G8Af+A7VZWWQJAkMc+3N22MARNcvunLtvXtCSHuLWfnxP41tY2Syiz7URi+L/7e5+0Yt/uBMc/dtjYaJyX+ufHpRFBkAeOutuenR0V30l25XqVQXDlSr1eKl29Vq9YXtoigyGo1G+OSTzZf1ADk5OYmA+aabdEkoCoWiyfeuUMgv24dhmj87oaioUFlZWaGUy+XSsWNH3Xv16q27+hEXX47nhcv+/DRsD1EUERQUrH///WWpl+7n4uLSKRcdaCs054QQO6k8Z/4bVevpcdX9uo+6E8+e/RfvJ55BXl5ue4TmcNQK4Iu7tPjiLi3UdEuFENLG5BqN2NiXrMGH9bbct7106RKnl8vlUkFBvlN0dIzB8nX48C8eW7duDJDJmv9RMSYmVqfT6eRGo4FpeK7Nm9cHHjr0kycAREREas+e/de14XEcl+Ri23d1MVEUMX/+7KiIiCjtiy9Oyd6x49OQs2fPaP7bg7n4/0mukGpr6+QNjy8uLnK62jWio2N0paWlTu7u7oLlfYeHRxhWrVoR8tdfx9xs/Z46M0pOCLETdWkpAMCV7XbV/Zzd3BHbvQcA4MSJ420eFyGEkGuHh4eHcPvto0q2bt0U8tVXX3hnZmY47d79uc/mzRtCvby8WzQHY9iw4VUREZG6uXPfijl69LBbenqaasmShaG//HLQNyoqRg8AjzzyeOFff/3ptW7dxwFpaamqLVs2+B8/fqxNCyCuXbs6MCMjw3nWrHmZDz30aGm3bj1qFiyYE2WoX4RAo9GIxcVFqry8XCUAdOvWvfbo0d+8jx373TU1NUU1f/7bETqdVn61a4wZc1+5q6uLMH36qzEJCX+5pKRw6rffnh516lSCR2ws20QvDWmIkhNC7KCuqgoB9cOzogcPaXL/6683F2dMoOSEEEKIjc2Y8XbOvffeV/Tpp5tCnnzykZ7bt28JevjhR/Nffrllk7jlcjni49ecj42Nq1u4cG70M89M6H769Cm32bPfSRs8eEgNAIwYcUfVm2++lf7jjwd8n356Qo+jRw97jhkzrqht3hlw5sxpzWefbQueMOHJvOjoGAMAzJz5dlZpaYlq+fIlIQAwZsx9JTk52eqJEx/tIQgCJk9+NS8ujq2dNevN2Jdffr6ru7s7P3Dg4KsWaPTw8BBWrlyb7OHhyc+YMS120qSnuxUXFzm9997SlK5du182XI40jpEuHfjX+aULghhVXl5n05MqFDJ4ebmgoqIOPH/ZkExiQ52hrc98tw+qr75EBc/j+o2foqlu8+Pf7kPFti3QOKkwZMv2donRkdpZzwOP/2CeK/npyM41tMuR2rkzo3ZuH23Zzt7eLpDLZRkAom1xvoSEhK4ymfx7f/+QWicnNX14JKQNGY16dXFxnqsoCqP69++ffLV9qeeEEDsoOWOeb1Lm5NRkYgIA7HX9EO3iiiClEuX5eW0dnsORAKRXyZFeJW9kSichhBBCOgNKTgixg3+qq7A2Mx01kZHN2t8zOARlgnnob+qRw20YGSGEEEKI/VByQogd/JV6HgdLi+F3083NPqbaxby4Sdm5RleiJIQQQgjp0Cg5IaSdGY1GpKWZl0Hv2rV7s49ThEcAAJjCgjaJixBCCCHE3ig5IaSdpZ08gSGeXujh54+goOBmHxd4XT8AgK/RBFGkCb2EEEII6XwoOSGknRUd/xPPR0bjiYjoFlV7jxk4CIIkwV2hQGFqShtGSAghhBBiH5ScENLODLk5AACTV8tqTqldXJDCm3CsvAzp56+6Cl+nwwAIchER5CKi+ekcIYQQQjqaTlQtgJCOQVFZBQBQh4a2+NjjoaH49tu9eKkgH4NsHZgDUyuAfffatjYRIYQQQhwP9ZwQ0s7cefOSwL5s1xYfy9Yfw3FJNo2JEEIIIcQRUM8JIe2opqQYHnI5ACCsb78WHx8XZ05OilLO2zQuQggh/2EYyBmGscsNXEmSREmCYI9rE+IIKDkhpB1l/3MSSgAVPI+4wKAWH98lNBybrxsAtUyOmvIyuHn72D5IB6TngecOOgMA1o7QQk2/uQghbYRhIBcZJkir5+3ym8ZZreBlkAocLUGJj18WfOjQjz579nzf4mJbqakpqueee7L75s3bz4WHRxrbIj7SedCfeELaUSmXjCAAVQq5Vcf7hoYiE4CMYZB+/Dj6jL7TluE5LAlAYrn8wmNCCGkrDMPItHpe8efZAlGr59t13XZntUJ2U88ghZtaIZMkyaGSE2slJp7VzJjxehej0UBTCUizUHJCSDs6a9BjHZeIIcOGW32OCoUS7pKEksSzwDWSnBBCSHvT6nmxTmeyR1GpTvMhfvXq+MDduz8LCgkJ1ZeXlznZOx7SMXSaHwBCOgIuOxNna6rh3qOX1ecQvL0BAMb8PFuFRQghpAMbNGhA/+3bt/hNnPgYO2zYzf0efnhc9x9/PODRcJ+DB3/weOyxB7oNG3Zzv/vuu6vnihVLgw0Gw4XV2ZOTE9WvvPJizMiRQ/sOGXJjv/vuu6vnpk3r/Ru75ubN6/2HDr2p3w8/fOfZ2D4JCX95vPHGWxmTJr2ca5M3Sq4JlJwQ0o4yMjIAAFFR0Vafw7IEsaKqyiYxEUII6fg2bVoXOmzY8PK1a7ecGzDgxqp3353T5cSJ4y4A8MsvB90XLpwXM3r03aUbN24/N3Xq69lHj/7mPWvWG1EAoNVqZa+/PiVOrdaIK1euSd60ace5QYNurdiwYU3YmTOnNZdea9u2zX5btmwInT17ftrIkXdWNhbThg3buNGj7250OyFXQsO6CGknBq0WgyQJ+T5+CA8Lt/o8vmw34N9/4VG/JDEhhBAybNiI0gkTnioBgGnTZuSdPfuv265dO/2vv/7GjG3bNgcNH35H6aOPPlECAFFR0QaFQpE1ffprcdnZmU7Ozi7imDHjih95ZEKxu7u7CACTJ7+a/9VXuwJTUpI1vXr11lmus3PnNt+NG9eGzp27IHXo0OHV9nm3pDOj5ISQdlKYnIRxgcHQCgL8/AOsPk/Edf1Q8MVn8FIoUFFUCK+AQBtGSQghpCPq129ATcPnLNut7tSpk+4AkJGR4ZyWluryyy8HLyzxKNWvLpKamqK+7bbbq8ePf7x4//5vvNPSUpzz8nJVWVkZzgAgCOKFoV8VFRXKjz+Oj5DL5VJoaLihPd4XufZQckJIOyk5nwx3ABWSBLncutW6AMDNzx976mqRX12FO9LTrpnkxFNlj3mphBDSMSgUiosWM5QkCTKZXDI/FpmxY+8vHDNmXNmlxwUEBJqKi4sUzz33ZDc3N3f+ppsGVvbvf0N179596h56aGzvhvsyjAzz57+XsnHj2uCFC+dFbdiwNVkmoxkCxLYoOSGknVRlZ8EdgE6lavW5jnl54o+ks+iSn4frWh+aw9MogIP/V2fvMAghxGElJp51uf32URcmIyYnJ7rGxMRoASA0NFyXk5Oljo6OudDbcezYUdfPP98RMHPmnKz9+7/xqa2tUezatfesUqmU6s9XP9fkv5zH09PDNGTIsGp/f3/jCy9M7L5p07qAp59+vqid3iK5RlC6S0g7MRUXmx94erb6XNHRMQCA9PS0Vp+LEEJIx7dv356APXu+9E5NTVEtXrwwNCsrU/PII48XAcDDDz9a+Ndff3rFxy8LTk1NUR09ethtyZL3ourqahUBAYF8QECg0WAwyPbv/8YrNzfb6bffDrm/887saAAwGo2XfVbs1q2Hfty4Bwq3b98SnJaW2vo7boQ04FA9JyzLxgE4CWAyx3Gb61/rC+BDAAMAlAGI5zhuqb1iJMRa8mrzvEFVYOuHYUVHxcBTqUR1Wkqrz0UIIeRyzmpFu9/Abc0177hjdMnu3Z8FrFixVBMREaFdtGhpSo8ePXUAcNddYyokSUrfuXNr0FdffRHo7OwiDBhwQ+Wrr76Za9menJxUuG7dx2ErVy6T+fr6GUeOvLP02LHfPZOSzrkAKLn0epMmvVzw+++HvRYunBe5fv2nHA3vIrbiMMkJy7JKANsBuDR4zQfATwD2AHgBwE0AVrMsW8Zx3CZ7xEmItVxMRkCugEdEVKvP1UXjjLV9+qNMf23MR9TzwJRfzSMM4ofqoHaY31yEkM5GkiTRWa3gb+oZpIAdRpg4qxW8JEktnmQXFRWje/PNWY3WE7n77nsr7r773oorbWMYBtOmzcibNm3GRQW0Gg7ZmjLltfwpU17LtzxXqVTSrl17zzUntoEDB9ccPfp3QnP2JcSR/sS/A6DmkteeA2AAMInjOB5AEsuysQCmA6DkhHQYvNEAT5l5EnxA166tPl/4df1Q/NVu+CiUqC4rg7uPT9MHdWASgJPFiguPCSGkrUgSBBmkAjc79JyYry+JkgTBHtcmxBE4RB8cy7K3AngewBOXbBoM4HB9YmJxyHwI22jVUkIcTVFxMV45cwqL0s4jKJZt9fk8g4JRLZh/LLL/oZtRhBBiS5IEQRQlkz2+KDEh1zq795ywLOsJYCuAlzmOy2HZiz64hQI4c8khli7FcADF1l5XYeMbInK57KJ/SdvpiG1dUJiHYqMBLiHBUGtsM3ewSi43L02cngqFYpRNztmQI7VzwwUyFXIZFHb/zWU7jtTOnRm1c/ugdrYPGjJFOhNH+BP/MYBjHMftuMI2Z5iHdTWkr/9Xbe0FZTIGXl4uTe9oBXd3TZucl1yuI7V1aWkhACAqKspm33uihztQVQNDYX6bfT8DjtHOKtN/jz29XOCstF8sbcUR2vlaQO3cPqidCSHWsmtywrLsBJiHbvVqZBcdgEtvM1uSEquLHoiihOpqrbWHX5FcLoO7uwbV1ToIAhWLa0sdsa1r/0rAA8Gh8PP0QUXF5d+6MhkDQQRMggiNSg6Bb/p9yXx8gaoaGIuKr3jO1nKkdtaZAMtaGZUVdTB0ouTEkdq5M6N2bh9t2c7u7hrqkSHkGmDvnpOJAAIAXDqcaw3Lsm8AyAIQfMkxlud5aAW+GR/+rCEIYpudm1ysI7W1e2EhHggORYbS6bKYGYaBUZCQmFGOqlo9ekT7wtdd1eR7cwkNB9IzoNbq2rQdHKGdeaHhYxE8Y79Y2oojtPO1gNq5fVA7E0KsZe9bEI8B6Aagb4MvAJgD4E4AhwEMZllW3uCY4QA4juOsnm9CSHtT1S/56xocctk2hVKGnKIapOVWoKRCh+Sschh4EUwTH8D9e/XGvsJ8fFuQB0nq/GtYqeUS1PLO/z4JIYSQa5lde044jrus96O+B6WY47gslmU3AngTwAaWZZcAuAHAKzDXPCGkw3CrTx48IyIvep1hGNTpeWQVVMOSXxSV1aGoXIuIADeYTI0v2hLWsxe25+dCFEWUlpbAz6/zLmCnUQBHH6q1dxiEEEIIaWP27jm5qvrekZEAWJgrx88F8AbHcVvsGhghLaCrqoKr3Nz5Fxh3cY0ThUKGkkodKqr1F16TJCC3uBbGJsZrK5VOCAkJBQBkZWXaNmhCCCGEEDuw95yTy3Acx1zy/ASAm+0UDiGtVnieAwDUCTxig4Iu2saLEvJLai8rLFhWqUON1gQvF6erTiqNC4uAc0UFChLPAQNusHXohBByTWIYyBmGoSKMDcTHLws+dOhHnz17vr+0xEOjdu3a6fPll18EFBcXq7y8vEx33DGq9JlnJhXK5fKmDybXLIdLTgjpbMoy0uAOoEoyD+OykMkY1OhMF/WaWBhMAorKtfBxV0G4yp+o2zXOiO7aAynnzrZB5I7DIABvHjEvTbpksA4q+rtGCGkjDAO5RmYKkoxau3xGYpyceZ2oLHDEBKUl9uz50vujjz6MeOGFl7NvvPHmmnPnzjjHx38QYTSamJdffrXA3vERx0XJCSFtrDYvF+4AdE4Xr38rl8tQUWOAVs9f8biySh2MJg9cbV68MiAAqKqCrLLSZvE6IlECfs9XXHhMCCFthWEYmWTUKmq546Jo0LXrkmMylUbmyt6oYJSeMkmSOnRysnfv135DhtxW9vDDj5YCQFRUtCErK1P9ww/f+VJyQq6GkhNC2tg5uRyLzvyDO0ffg9ENXhclCcXljdfbqaozQGvg4aZWQGzkE7lHZBRw/jycDZfWKiWEENIaokEnCvo6e6yH3OLhZIMGDeg/adLL2T///JN3RkaaS0BAoH7ixOfy7rhjdJVln4MHf/DYvHl9cF5ersbLy9t4663DyidNerlApVJJAJCcnKhes2ZVSFJSopter5P5+Pga77lnXPFTTz1zxdVRN29e77958/rQmTPnpI8ceWflpdtfeGFyrre3z2V33+rqaumzJ7kqh54QT0hnkF9UiCKDAe4RERdeYxhAbxRRU9d4UqHT86iqM1616Fhgtx4AAB+ZDLzJ1Oh+hBBCOrdNm9aFDhs2vHzt2i3nBgy4serdd+d0OXHiuAsA/PLLQfeFC+fFjB59d+nGjdvPTZ36evbRo795z5r1RhQAaLVa2euvT4lTqzXiypVrkjdt2nFu0KBbKzZsWBN25sxpzaXX2rZts9+WLRtCZ8+en3alxAQAbrjhprouXWIv/JGrrKyUHziw369Pn+uq26gJSCdByQkhbSw/37xidnCDGicymQx1ehOqtcarHltaobtssnxDQV27gZckOMlkyK+feE8IIeTaM2zYiNIJE54qiY2NM0ybNiMvJqZL3a5dO/0BYNu2zUHDh99R+uijT5RERUUbhgy5rfrVV9/I+vPPP7yyszOdtNo62Zgx44rfemtuVlxcV310dIxh8uRX8wEgJSX5ouRk585tvhs3rg2dO3dB6ogRd1RdKZZL1dbWyqZNm9LFZDLKpkx5Pcf27550JtS1Rkgbu1mrQ5fgUAR5el14TSZjUFGjhyBcfQJFjdYAg0lAY/O/5UolKkQRfnI5ChPPIbxHTxtGTgghpKPo129ATcPnLNut7tSpk+4AkJGR4ZyWluryyy8HfSzbLbW1UlNT1Lfddnv1+PGPF+/f/413WlqKc15eriorK8MZAARBvDD1saKiQvnxx/ERcrlcCg0Nb9Z44qKiQsW0aVNii4oKVe+/v+x8ZGTU1e/KkWseJSeEtCGjVouhbu6Amzs8AwIvvC5I0hVX6bpUrdYEvVG46ryTOpUT/HgBVZnpNoubEEJIx6JQKC76IyFJEmQyuWR+LDJjx95fOGbMuLJLjwsICDQVFxcpnnvuyW5ubu78TTcNrOzf/4bq3r371D300NjeDfdlGBnmz38vZePGtcELF86L2rBha7JM1vggnJQUTj1t2tRYQRCYFStWc92799TZ6O2SToyGdRHShopSUwAABlGET1j4hdeNJhG1uqbniOgMPGp1pqvOOykJCsa6rAyk0KR4Qgi5ZiUmnnVp+Dw5OdE1JiZGCwChoeG6nJwsdXR0jMHyVVRUoIyP/yC0trZGtm/fHp/a2hrFxo3bkl96aWrB6NF3VVZVVdbfwP4v5/H09DANGTKsesaM2Znp6anOmzatC2gsnqysTKdXXnkpTq1Wi2vWbEyixIQ0FyUnhLShkjRzclIpirAUnZLJGOiNAuqakZwAQHm1HldbT9ipew/8VFKE5OLCVsfrqDQK4O/xNfh7fA001N9LCCGX2bdvT8CePV96p6amqBYvXhialZWpeeSRx4sA4OGHHy38668/veLjlwWnpqaojh497LZkyXtRdXW1ioCAQD4gINBoMBhk+/d/45Wbm+3022+H3N95Z3Y0ABiNxss+K3br1kM/btwDhdu3bwlOS0tVXSmeBQvmRvK8Sfb22++mK5VKqaioUGH5atuWIB1di79BWJZVABgKYDiAKAAeAEoBZAE4AOAPjuOoEgEhAKpzc+AKQKf870dNLpehVmeCwdi8Jexr6ozg+cZ/pEJDwwAAubk0x5AQQmxFptK0+w3c1lzzjjtGl+ze/VnAihVLNREREdpFi5am9Ohh7q24664xFZIkpe/cuTXoq6++CHR2dhEGDLih8tVX38y1bE9OTipct+7jsJUrl8l8ff2MI0feWXrs2O+eSUnnXACUXHq9SZNeLvj998NeCxfOi1y//lOu4fCugoJ8ZVLSOTcAeOGFp7pfeuzRo38nWPs+SefX7OSEZVknAJMAvA4gFEAFzAlJHYAwAHcDeAtAPsuyiwGs5TiOxpmQa5qxxPz7nHdu0NvOABXVze/d1upNMPIinOT/TWBsKCw0DHEurgiprYPA85Ar6KYUIYRYS5IkkXFy5l3ZGxWwwwgTxsmZl0SpxfVVoqJidG++OSu3se13331vxd1331txxWsyDKZNm5E3bdqMvIavP/3080WWx1OmvJY/Zcpr+ZbnKpVK2rVr77krnS8oKNhECQixVrM+xbAsewOALQAEAB8D+ILjuLQr7NcLwJ0ApgCYyrLsBI7jjtkwXkI6FKnKvMoi4+l54TWTIDVrvomFVm+C3shD7aK84upeAf7+eKdrD8gZBkXpqQiO69rquB2NQQDm/KEGAMwfqIeqseXLCCGklSQJgk5UFjBKT7sMfZdESZQkdOjq8IS0RnNvsW4FMIPjuK+vthPHcWcAnAGwmGXZB2FOaOJaFyIhHZdcZ64Ar/L1u/CaiReh1V9WNLdRRpOIOj0PbzcVBOHyv1dKlRoVggBfhQKFSUmdMjkRJeDnHCUAYJ7U9CpnhBDSGpIEQZIkShAIsYPmJie9OI5r0brUHMd9wbLsnpaHREjnsbGyHGVZmZj36GMAzJPhDToeWn3LqrlX1OgR5u/S6PY6pRK+koSqrIxWxUsIIaTjoSFUpDNpVpdlSxOT1h5HSGeRV1SIIoMBfmERAMzJic7AN3syvEWdznTVgo2CmysAQF9YYH2whBBCCCF21tw5J3NaclKO4+ZbFw4hnYdOp0NV/ZyTgPoCjAzDoKq25etE6PQ8jILY6A+s3NcPqK4BKiqtjJYQQgghxP6aO6xr3iXPJZgrLwgwLyPsBcAJgBFAOQBKTsg1r4hLxqTIaJQIAlxdzT0boiShRtvyDkWdwQSjSYSTSn7FSvFuoeFAejrUepqPQQghhJCOq7nDumSWLwC3AygD8DAANcdxQRzHqWFepasMwGttFi0hHUhFeiqG+fpjsI8vGMZcRdEkSNAZmj8Z3kJvEGAw8hfOcymfLl0AAB6QIF1pvWFCCCGEkA7AmmXyVgF4m+O4LziOuzBwnuO47wHMBrDQVsER0pHV5JuXg9cpzKtMMYx5pS69FcmJKJmXH5bJrpychPTsjQ1ZGfgwLQUVFVdcxp4QQgghxOFZU60tHEB2I9tKAARYHw4hnYeh1FyAUdBoANSv1GXireo5AYCqWiMa6TiBs7s7/mGA4uoq5OXlwNvb26prOCq1HDjyYM2Fx4QQQgjpnKzpOfkXwMssyyobvsiyrBrAmwCO2yIwQjo6wVKA0cPD/C8jg87Aw8S3uPAvAPO8E9NVVuwKCwsDAOTkNHbvoONiGECjMH81lqARQgghpOOzJjmZCeA2AGksy65lWXYhy7LrAaQD6APgdVsGSEhHJdfWAQBUPr4AzD0nNXXWr66tNwjghcYTm66BwRjk7YOapESrr0EIIeTaU1dXJ9u6ddOFasGzZr0R+eyzj7Ntec3c3GynvXu/9mrNOXbt+sxn0KAB/Rvb3h7vY9CgAf137frMpy2v0V6yszOdBg0a0P+PP4642TOOFicnHMf9BmAgzD0k9wCYBmA0gIMA+nMcd8qWARLSUalM5kKLLkHmZYQFSUKtrhXJiZGH0SQ2Ou+kj9IJU6Jj4ZrZ+QoxGgVg3jE15h1To4UlYgghhDRh48a1AV9++Xmg5fmbb87OWbJkRWpbXvOdd96OPH78D4+2vAbpmKyZcwKO404CeMDGsRDSqbjVj8DyDDUXYOR5EXqD9Z+s9QYeBpMAV7UC5tW8L+YcEgLk5kKl1Vp9DUclSMD+DPNI0unX03LJhBBiS5IkXXTXy8PDox1uA0k0SJdckVXJCQCwLDsa5mWFgwC8BeA6AAkcx2XZKDZCOiyj0YjnTv0Nbycn7GS7AgB4QYLeaN1keAAQRAlaAw8/DzWEK/zZ8I6KAY4fh9tVhn4RQgjpfKqqquTLli0O/euvY548zzNRUTHaF1+cktu3bz8tAGi1Wtn7788P+/vvE55arVYeEhKif+yxJ/NHj767Mj5+WfAXX+wIAsxDlHbs2H3mk08+Ci4uLlKtW/cp98cfR9xmzHg9btGipec//PCD8OLiYlVkZKR29uz5GT/+eMBr//49AYIgMIMHDy2bNWteDsMwkCQJ69evCfjxxwO+JSXFKqVSKXbt2r122rSZ2RERkcZnn32cTUpKdE1KSnQdO3aU2549358xGo1MfPwHwb/+eshHp9PKQ0PDdRMnPps/ZMht1Zb3eeDAt55btqwPLioqVMfExNb17duvurE2sRAEEQsXzgv79deffRQKhXT77aNKp0x5PU+hMH8E/uuvP102blwbnJaW4mIymWQBAYGG8eMfL7j33vvKLef45puvvD//fHtgQUG+2tPTy3T33fcWP/3080WXXqukpFjx0kvPsp6eXqYVK1anOjs7i7/9dsh93bqPQ/LycjX+/gGG//u/Bwvj45dF7tix+0x4eKRx7NhRvW68cWDlP/8kuFdVVSnnzJmfdtNNt9Rs2bLB/7vv9vmXlpY6+fr6Gv/v/x4qfOSRx0oB4I8/jri9+earcZZzAOYhWePH399ryZLl5wcOHFwza9YbkaIoMl5e3qZffvnZx2DQy3r37ls9c+acrICAQB4AkpLOqZcv/194amqKi5eXl+mhh8YXtOob0UZaPKyLZVlnlmV/BPAtgIkAHoS5COMkAAksy/awbYiEdDwlJcUwSRIqJAlevr6QyRgYecGqZYQbqqlrfMWu4O7mHz0vhQJ1VZWtug4hhFyrJAmoM0Fmr6+WlqqSJAmvvPJibH5+nmrBgiWpq1evT+7atVvdK6+82PXMmX81ALBy5bLgzMwM5/ff/yBly5adZ/v3v77q/fffjc7OznSaOPG5wnvuGVfk7e1t+vLL/f+GhIRdNv5YFEWsXh0fNn36rMyVKz9JqqqqUrz00rPdsrOzNB9++DH3xBNP537//bf+P//8owcAbNq0zn/Xrp1Bzz33Yu7WrZ+ffeed99Ly8/PUy5cvCQOAJUtWpMbGxtXdfPMtFevXb00CgLffnh6ZkPC3x8yZb2esXbsl8dZbh1bMmTOzy8GD5nOeOHHc5b335sUMHDi4ct26T8+NGDGy7MsvPw9qqn3On092raysUK5c+Uny66/PyDx48EffJUsWhgFAfn6ecsaM1+KiomJ0n3yyOWnt2s2JsbFs3fLl/4ssLi5SAMC33+71Wrp0UdSQIbeVr1+/9dzEic/lbt++Jfizz7b7NrxOWVmpYvLk51gfH1/jhx9+nOLs7CyeOXNaM2fOzC59+lxXs3btlnOPPfZE/oYNn4RdGuMPPxzwmzz51ezFi5edHzDgxtrFixeGff759uDHHnsyf8OGrefuvfe+ok8+WRW+ZcsG/5Z8bxw79rtXdXW14sMPV3Nz5ryblpSU6LZq1YoQwJzQvv76y6yzs7OwevW6pClTXs/esePT4Jacv61Y03PyHoD+AIYDOAJzVXgAmADgBwDvArjPJtER0kEVFRUCAAICAsEwTP0ywgIMptb1lNfpTRCuUCEeADyCgpEpCHCWy5F37hziBt7SqmsRQsi1RpKAx7537spVyF3sFUNXL6F26ygt19yVCY8ePeyWksK57Nlz4F9fXz8eAF57bXpeYuI5188+2xbQq1efzIKCfJVG4yxEREQZPDw8hKlTp+Vdd13/Gg8PL8HV1VXUaDSiTCaTLHfUr+Spp57N69//hjoAGDhwUOX+/d/4z5nzbpazs7MYG8vqt23bEpKWlqIZMWJkVVhYuGHatJkZt98+qgoAwsIijMePH6s4fPhXLwDw8vIWFAqF5OTkJPr6+vHp6Wmq338/4r1q1dokS29PTEyXorS0VM3nn28LHDHijqpdu3b6x8WxtVOmvJYPAF26xBrS09M0332396of2D08PE3vvrs4Q61WS127dteXlJTkffLJqvBXXnkjz2g0Mg8//Fj+M8+8UCSTySzvs+DXX3/2SU9PU/v7B9Tu3v1ZwM0331L+/PMvFdbHZdBq6+RqtebCMIXq6irF5MnPx/n6+hk++GBlmlqtlgBg586tAVFR0do33ngrFwBiY+MM5eXlynXrPr4oQbnuun5Vt946tMZ8rmrZDz986/f008/njB37f+X11yzJz89Tff75jqDHH59Y3LzvDECj0Qhz5y7IUiqVUlxcV/2xY7+XJSSc8ACAb7/9xstoNMreeWdRpoeHh9C1a3e9TqfNWbBgbkxzz99WrElOHgIwk+O4X1iWvVBxgOO4QpZlFwD4yGbREdJBVZ/+F5Mio6GtX6mLYRjU6UxobfF2g4EHL0q40t8shmFQxQDOAEpTz1NyQgghVmCuNKnPgSUnJzoDwEMPje3V8HWe5xmTycgAwGOPPVk4e/abXe69d2Sf2Ni4un79rq8aPfru8pbMLYmKirkw4U+lUoseHp4mZ2fnCx/QnZyUosFglAHA7bePqkpIOOESH/9BcF5erio3N0eTm5uj9vLyMl3p3ImJZ50B4PXXX75oZS1BEBhnZ2cBALKyMp2vu65/VcPtvXr1rm0qOYmJ6aK1JAsA0Lt33zqe55m0tFRVr169df/3fw+WffrpRv+srAx1Xl6eOjMz3RkARFFgACA7O0tz6623lTc850MPPVra8PnWrZtDBIFnLr1Wenqq86VDz/r1u74G+PiiGENCQi+0bWrqebUgCMx11w2obbhP3779avft2xNQUlLc7M/uAQGBBqVSeSEeFxdXged5xhxbmnNAQJC+4fdA//7X117pPO3NmuTEE0BmI9sqALhaGwwhnYUpJxvDfP2RolYDMNfmqNFav1KXhcEkgOclKBsZkKlXqwGjCTW5Oa2+FiGEXGsYBtg6SstpeatKLdiEswJiS+o5iaLIaDQa4ZNPNiddus3JyUkEgAEDbqj7+usDp48c+dX9xInj7j/+eMD3s8+2BS9YsCRl8OAhNc25jlKpuChpa2zlSABYu3Z1wM6dW0OGDRtR2rdvv5oHH3yk+NdfD3keOfLrFSsES5I5x1mxYnWyi4vrRRMn5XK59N9+F0+iVyiUTSaSMpnson1E0fxZXKVyklJSOPXkyc91jYyM1vbvf33VoEFDq7y9vU0vv/x8t4bXb+r/o1ev3tV33jmmdOHCuTG//HKwfNiwEdX1x0IUm5747+Skuuw9MpdcVBTNzdIw2Wh4w9Nk4i+7TsN9/9PwpZa3Z3uwJjk5C+BRAD9eYds99dsJuaYJlZUAAMbNvFQ4L0hWV4ZvSG8UYOQFqNQKiFcY3lUcEYnPvtuHnmGhGNnqqxFCyLWHYQAXJTrMyiIxMbE6nU4nNxoNTNeu3S/cgZ8zZ2ZEly6x2scfn1gSH/9BcJ8+/WrvuGN01R13jK4SBCHn4YfH9fjll4NegwcPqWEYxqYfSr/4Ykfwww8/lm8ZCgUA27d/Gnjx6IH/rhkby+oAoKioyGnEiD4XekeWL18SwjAy6ZVXpuVHR8dok5LOXXQDPCnpbJPD7zIz051FUYRl2NbJk3+7OTk5iRERUYalSxeFurt7mD75ZNN5y/4//fS9B2CeywMAISFheo5Luug6ixbNDysqKnRasWJ1GgDceuuwitGj76r85ZefypcvXxLZv/8NZ93d3cXIyCjtpceeOXPqqjF36RKnl8vl0smTJ1x79uyls7x+6tRJNw8PT5Onp5egVJqTzurq6gsjmLKyMlRNtUVDsbFx2kOHfvIpKytV+Pj48gBw+vQ/dhvO2JA1dwYWAJjAsux+AM/AnIINYVl2JYAXASyxYXyEdEiyOnPPqJOPuS4TL0ow2KBAh8HIw8iLl91RsXDv2g3/VFXifH5+q6/lSNRy4Kf7avHTfbVQy5venxBCrhXDhg2vioiI1M2d+1bM0aOH3dLT01RLliwM/eWXg76WoVh5eXmqFSv+F3706GG3nJwsp2+/3etVWlqi6tWrdy0AaDQasa6uTp6amqIymUytXuLXx8fXePLkCXeOS1KnpJxXLV/+v+C//vrT02QyXfjcqdFoxOLiIlVeXq6ya9fu+n79BlTFxy+N+PHHAx6ZmRlO69evCfjqq12BISEhBgAYP/6JwqysTM3ixQtDU1NTVF9/vdv7wIH9fo1HYVZWVub09tvTI5OTE9XffbfPc8eOT4PHjr2/SKVSSf7+Acby8jKnQ4d+cs/JyXI6cGC/Z3z8sggAMBrNQ+LGj59Q8McfR702b17vn5GRrtq792uvH3884Ddo0JDKS6/15puzcoxGI7N06XthgHk4XUZGmsvSpe+HpKamqL7//lvPrVs3hwCX94xYeHh4CCNGjCzdvn1LyJ49X3qnp6eptm7d5PfDD9/5jRt3fxHDMOjatbtOrVaLmzatC0pPT1MdO/a764YNn4Q2ds4rufvuseXu7h78rFlvRp09e0Zz7NhR148++vCyyfr2YE0Rxm8APAagN8yD5hgAH8Bc9+QFjuN22zRCQjogldE8rNY5IBAMA/CCaJPkRJIArd7UaHd6WFg4ACA3N7vV13IkDAN4qSV4qaVGVysjhJBrkVwuR3z8mvOxsXF1CxfOjX7mmQndT58+5TZ79jtpliFbs2bNy+rdu2/N++/Pj5ow4aGen366MeSJJ57OHTfugXIAuOOOURWenl6mZ555vMfp06ecWxvTrFnzMgwGg2zSpKe7TZ36QtfMzHTNiy9OyaqpqVZkZ2c6AcCYMfeV5ORkqydOfLSHIAh4//1l6TffPKgiPv6DiCefHN/zxx8P+L700itZDzzwSBkA9OrVW7dgwZKUM2dOuT3zzOM9vvzy84AHHnikyaVvBwy4oVIul0svvfRst1WrlkeMGnV38UsvTc0HgMcfn1g8cODg8sWLF0Y/9dSjPbZt2xL05JPP5Pn6+hnPnj3jApjnz0ye/GrWt9/u9XvqqfE9tmzZEPLss5Oy77//obJLr+Xr68c/++yLuYcOHfT99def3bt166F/++35qSdO/On5zDMTemzZsiH4zjvvKQYApdKp0d6qmTPnZN9115jijRvXhkyc+GiP/fu/8X/++cnZzzzzQhEAuLm5idOnz07Py8vRTJz4aI/4+A/Cn39+ck5LkhMXFxcxPv5jTqFQSFOnvtB10aJ3ox58cHxh00e2PUZqxQxdlmVZAD4AKgEkcxzXEbpB0wVBjCovr7PpSRUKGby8XFBRUQee7wjN0HF1hLZOeGoC3ORymB6bgF63jUC1nsfRf3Kht0GC0jXKB72jvWG8wrmKCvLxzvgHEKhRY8bX38JJpbb6Oh2hnTsDauf2Qe3cPtqynb29XSCXyzIARNvifAkJCV1lMvn3/v4htU5OaqruSmzun38SnBUKhdSrV58Lw7P27PnSe8WKpZEHDx45aam1ci0wGvXq4uI8V1EURvXv3z/5avu2uFVYlj0E4EWO45I5juMu2dYbwDaO43q39LyEdBa8wQA3uXnskW9EFGQyBiYbLCNsobvKcsJ+/gF4KSoGSpkM+clJiOxznU2uaW9GAVh+0jyc9tV+BjjR0C5CCCEOLjk5yXnjxrWhb7wxM6N79x66zMxM1datm4JvuWVQ+bWUmLRUs1qGZdlB+G8I2FCY55hcaem2uwHYfX1kQuypLCcLAMCLInxCw8AwDLR6vtXLCFsYjEKjyYlMLkelJMEPQPH5850mOREkYFeKEwBgynUGO0dDCCGENO3hhx8tLSsrVX788crwiopypbu7Oz948NDyyZNfzbN3bI6suWnbMwAeh3nyuwRgNcxzTRp+QrIMdNths+gI6YDKjEY8kXAcUQGB+EKptNkywhYGkwCTIEHZyNBSrZMTIAiozsqw2TUJIYQQ0jIMw2Dy5FcKJk9+pcm5MeQ/zU1OpgLYBHMCcgjASwASL9lHgHnuyTlbBUdIR1RaWgKTJEHu5QUAEEXYZBlhC4ORh4kXoVLJr7icsOjhAZSXw1BUZLNrEkIIIYS0h2YlJxzHVQH4DQBYlh0GIAGAK8dxhfWveQEI4ziOapyQa15JSQkAwNfXvMIhL9pmpS4Lg0mAiRfBqBW4UiFjJ/8AoLwcsuqqyw8mhBBCCHFg1tQ5+RfA1wB+bfDajQBOsSy7h2XZVi9BR0hHJk9KxKTIaPRx+a8Ao60mwwOAIEjQG/nGa51ERAAAnA22G0pGCCGEENIerElO3gfQA8BbDV47BOBeAAMAzLdBXIR0WOrSUgzz9UeIUgmGYWDiRRhtmJwAQJ3OBFkjP73+cV0BAF4MA5633XAyQgghhJC2Zk1yMgbANI7jvrK8wHGckeO4fTAnLA/aKjhCOiK5TgsAcPL2MS8jzNt2WBdgTk4aW/wrqFs3LE1PxcykMygupnknhBBCCOk4rFlk2Q1ARSPbigD4Wh8OIR2fk8kEyORw9vcHwwAGXgAv2LYYmcEoQBCunJ4onFQocnNFXnkp8vJyEBwcYtNr24NKDuwdU3vhMSGEEEI6J2t6Tk4CeLqRbU8BOG19OIR0fC71BU3cg0IgkzGo05lsfg2DSQDfSK0TAAgNDQcAZGdn2/za9iBjgGBXCcGuEmSNLKFMCCGEkI7PmuRkAYCxLMv+zbLsLJZln2VZ9i2WZY8DuB/APJtGSEgHIphMcJWZb+17R5gThDqt7ZMTo8ncG9PInHj09vfHuMBgGM+esfm1CSGEkLZw8OAPHhyXpG7NOZ599nF21qw3Im0UklXi45cFjx07qldz9581643IZ599nG3LmBqSJAm7d3/uU1JSrACAXbs+8xk0aED/9rp+U1qcnHAc9xOAe2Bew3Q+gE8AvAvzELF7OY773qYREtKBlOVkQ8YwECQJPqHh4AUJepPtJ6UbLcsJN5KddFGp8UhoODwLO0fdJ5MAfPiPCh/+o4KN1xYghBDiAHJyspzmzZvVpaysVGnvWDq7P//83XXFiv9F6nRaGQDcffe95V9+uf9fe8dlYc2cE3AcdwDAAZZl1QC8AVRxHFdn08gI6YDKc7IhA1AjCHBSqSBIEow2ngwPmOec/JecXD68yzU0HEhNhVqvt/m17YGXgK1JTgCA53oZQH+5CCGkc5GkxocqE9uSJOmiO5sajUbSaDQOs7ynVckJALAs2w3A7QCCAKxiWfY6AP9yHFdjq+AI6WhK5XK8mnAcveO64gaYa5zYehlhABAlCXqjAJmMgXCF0/vFxYH/9RA8wUAURcgaW3eYEELIZepMjY8skTOQ1Ir/7gpdbV8ZA0lj5b4tcejQT+6bNq0LycvLVatUarFfv/5V06a9lePl5SX88ccRtzfffDVux47dZ8LDI40AkJ2d6TR+/P29lixZfn7gwME1ALBp03r/b775MqCqqlIZF9e1tlevPjUHD37vu2fP92cAICMjXbV06aKw5OREN41GI4wde3/Rd9/t83vkkQkFDzzwcBkA7Nq10+eLL3YGlpaWqHx9/Qx33jmm5IknJhZb/gZ9+eUXPl98sSOwqKhI5erqyg8cOLji9den5xYVFSjHj7+/FwC8+earcQ8+OL5gypTX8s+fT1Z/+OEHocnJiW5qtUbo2bN3zWuvvZkTEBDIA4DBYGCWLVscevjwr948zzOjRt1ZIl5lPiYADBo0oP+kSS9n//zzT94ZGWkuAQGB+okTn8u7447RFyoXHzz4g8fmzeuD8/JyNV5e3sZbbx1WPmnSywUqlUoCgOTkRPWaNatCkpIS3fR6nczHx9d4zz3jip966pniK11z8+b1/ps3rw+dOXNO+siRd1Y29f+Zm5ujXLVqRejp06fc9Xq9rGvXbrWTJ7+S2717T51ln2+++cr788+3BxYU5Ks9Pb1Md999b/HTTz9f1FR8lu8HABg//v5eU6dOywSADz9cGnn06N8JAFBRUS5ftWpFyIkTf3rW1NQooqJi6p577sW8m24aWAuYh62dOXPK7frrb6rct29PQE1NjSIujq194423smJj4wxNvb+mtDg5YVlWDmANgIkALLdtdwGYCyCaZdkhHMfltjYwQjqikpJimCQJal8/yGQMeIMAI2/blbos6nSmRuecBHfvgWwALnI5ynJz4Bce0SYxEEJIZzRkl9t1jW3r589XrR2hS7U8v+Mr1z4Ggbli0tHdW6j9dJSWszy/e49rrxoTc8XPXjEegvbzu7RJLY21rKxUMX/+nC5PP/18ztChw6oKCgqUixbNj16+fHHo/PnvZzXnHFu3bvLbunVjyAsvTM7u1+/62h9/POC1c+fWEB8fHyMAaLVa2auvvhgXFBSi//DDNcl1dbXy5cuXhJeUFKss59i5c6vv5s3rQ198cWp2nz7X1SYmnnX+6KMPw0tLi53eeOOt3HPnzmpWrlwW8cYbb2X06dO3LjU1Rb1o0fxoDw8P/oUXJhesXPlJ0ssvP99t1qx5aYMHD60uKMhXTpnyAjto0JCKqVNfT9LpdLL169cEv/DCxG7btu065+LiIi5aND/877+Pe0ybNjMzJCTEsGnTuiCOS3INDAy86gfkTZvWhT7xxNO5M2fOyfzmm6983313ThcvL+/k66+/se6XXw66L1w4L+aZZ17IGThwcHV2dqZq5crl4bm52eqlS+PTtVqt7PXXp8T16tWnZuXKNckKhVLas2e374YNa8IGDLihplev3rqG19q2bbPfli0bQmfPnp82YsQdVY3FZFFTUyN78cVnugYEBBgXLFicolKppQ0b1gS/8sqL7MaN2xJDQ8ON336712vp0kVRjz32ZN6IESMrEhPPOi9fviTSxcVVGDNmXPnV4hsw4MbaWbPmpS1cOC9m5cpPkrp27a7bv/8bb8v1BUHAlCkvxJlMJmb69NkZfn7+ps8/3+E/Y8ZrcStWrE7u27efFgBSUs67qFRqYdGiD1K02jrZokXzo5YufS/ik082n2/O99zVWNNzMhvAowCeAfAtgML6118HsBfAQgBPtDYwQjqi0tISAICfn9+FAoy2rnFicbVaJ2pXN1QKPDzlCuSfO0fJCSGEdFL5+flKnjcxQUFBxrCwCGNYWIRx0aKlKTwvNHttwy+//DzwrrvGFD/44PgyAOjSJbYwNfW8S3p6qjMAfPvtN17V1TWKTZv+l+7l5S0AwJw572Y899yT3S3n2Llza/ADDzxScO+995UDQGRklLGurla+enV8xMsvv5aXk5OlAhiEhoYZQkPDjaGh4UZPT6/zrq5uglwuh4+PDw8AHh4egqurq7h+/ZpAT08v0+zZ71xYdnLx4uXpd989os933+3zGjXqropff/3ZZ9Kkl7OHD7+9CgDeeWdR5v/9391uTb3fYcNGlE6Y8FQJAEybNiPv7Nl/3Xbt2ul//fU3Zmzbtjlo+PA7Sh999IkSAIiKijYoFIqs6dNfi8vOznRydnYRx4wZV/zIIxOK3d3dRQCYPPnV/K++2hWYkpKsaZic7Ny5zXfjxrWhc+cuSB06dHh1c/4vvvnmS5/a2hrFxo3bknx9/XgAeO+9pen3339Pr88+2+43bdrMvN27Pwu4+eZbyp9//qVCAIiJ6WLQauvkarVG1GrrZE3F5+HhIQCAj48Pr9FoLvoo8dtvh9wzMtKd163bcq5btx56AJg9+53s8+eTXbZv3xLYt2+/dAAQBIF59933MyzfD2PG3Fe8Zcv60Oa8x6ZYk5xMBDCH47hN9b0oAACO406zLDsH5gryhFyTPFJT8WJkDFxV6jarcWJh5AXwjdQ6AYAauQKeACoy0trk+oQQ0ln99kDNP41tkzMX3xf68b7aRicSyy7Zd//Y2kaXULx03+bq1au37pZbBpfPmzerS3z8MmOfPtdVDxw4qOr220dVNuf48vIyeWlpqVOvXn1qLz5vnxpLcsJxyc5BQcF6ywdRAOjevadOo3EWAKC0tERRXl6u3L59S8jOnVuDLftIkgSTycRkZ2eqhg4dXvXVV7tqX3rp2W4BAYGGvn37Vd9669DKPn2u014prtTU8875+Xma4cNvuagXy2QyybKyMtRpaSlqnueZnj37XJjzrFarpcjIqCuer6F+/QZcNAWBZbvVnTp10h0AMjIynNPSUl1++eWgz3/vwxJTivq2226vHj/+8eL9+7/xTktLcc7Ly1VlZWU4A4AgiBcSwoqKCuXHH8dHyOVyKTQ0vNlDndLT0zSBgUEGS2JieV9dusTWZWSkOwNAdnaW5tZbbytveNxDDz1aanncnPgak5qaotFonAVLYgIADMOge/eetSdP/u1uec3d3cPU8PvB1dVV4HneJov9W5OcBAA41ci2XABeVkdDSAfnWVmJvr5+yHZSgWEYaPW2X0bYwmgUIIhSowOYTS4uQF0ddAX5bRYDIYR0Ri5KNPuuUlvt2xKLFy/PSEk5n3/06G8eCQkn3BcvXhD99de7a9eu/W+ITcP55ibTfx8i5XLzR0FRbPyDq1wuhyQ1vl0UzW/rmWdeyLn55kGX9RCEhoYZnZycpLVrN58/c+ZfzR9/HPFISPjbffbs6bFDhtxWtmDB4sxLj5EkienRo1f1G2+8dVnBLg8PDyEnJ9upfr+LtikUiiaTvEv3kSQJMplcMj8WmbFj7y8cM2Zc2aXHBQQEmoqLixTPPfdkNzc3d/6mmwZW9u9/Q3Xv3n3qHnpobO+G+zKMDPPnv5eycePa4IUL50Vt2LA1uTnzPyVJuuJKnKIoMnK5OUa5XC41Nqy7ufFd5fpXXAhUFMWL2k2pbLqdrWXNLNlUAHc2sm1o/XZCrklOJnMy4uznB4ZBmxRgtDDyjVeJB4DKrt3w+tl/cdTY6rlphBBCHFRCwl8uixbND4uNjTM89dSzxatWrU2dOnVaZmLiWbeSkmKFUukkAkB1dfWF0S5ZWRkX5op4eHgIvr6+xrNnz7g0PG9S0rkLz7t0idMWFhaqKirKL5wjJeW8SqfTygHAz8+fd3d35/PyclXR0TEGy9e5c6edP/54ZYgkSTh06Cf3VatWBPXq1Uf3/POTC9eu3Xz+kUcm5P3xxxEvAJd9II+IiNTl5eVoQkJCjZbzeXl58cuXLwlLTk7UxMayeqVSKf3zz9+ulmN4nkdmprmX4GoSE89e9F6TkxNdY2JitAAQGhquy8nJUjd8H0VFBcr4+A9Ca2trZPv27bEMu0p+6aWpBaNH31VZVVVZf7P/v7/Jnp4epiFDhlXPmDE7Mz091XnTpnUBTcUFANHRXXQFBfkqSw0SANDr9Ux6eqpzeHikDgBCQsL0HJd00XtYtGh+2CuvvBjTnPgYhmn0w0OXLnE6rVYrT0o6d1G9mcTEc66hoeHtsgSoNcnJCgBTWZZdBWAEzO80lmXZ1wFMA/CR7cIjpGNxkcx3j9yCg8GL5hW12orRJMAkiJA1UjLdLy4OOXodsvI6/voUKjnw+Z11+PzOOqjkTe9PCCHXCldXN+H777/1W7p0UUh6epoqMfGs5tChn7wDAgINPj6+fNeu3XVqtVrctGldUHp6murYsd9dN2z4JLRhMvDAA48UfvfdPv/duz/3SU9PU23cuNb/2LHfvc3rHgFjxowrd3Nz42fPnh519uwZTULCXy7z578dDZiTCoZhcN99DxZ+990+/y1bNvhnZKSrfvjhO89Vqz6MUCqVokqlkuRyBT7/fHvwxo1r/bOyMp1OnTrpfPz4Mc/YWLYOAFxcXAUASEk5r6mqqpI/9NCjxVqtVj5jxmvRZ86c1pw7d1bz1ltvRKemprjExXXVubi4iHfeeU/x9u1bgg8c2O+ZksKp58+fHVFRUe7UVJvt27cnYM+eL71TU1NUixcvDM3KytQ88sjjRQDw8MOPFv71159e8fHLglNTU1RHjx52W7Lkvai6ulpFQEAgHxAQaDQYDLL9+7/xys3Ndvrtt0Pu77wzOxoAjEbjZZ+ru3XroR837oHC7du3BKelpaou3X6pe+4ZW+7s7CK89da0mJMn/3auf99Rer1e/sADD5cAwPjxEwr++OOo1+bN6/0zMtJVe/d+7fXjjwf8Bg0aUtmc+JydXUQASEw851xbW3tRzEOGDKsKC4vQzZ//dvQffxxxO38+Wf3uu3PCc3OzNQ8/PL6oqfhtocXDujiOW8+yrB+AWQAmwfyduxOAEcASjuPW2DZEQjoGURDgZqkOHxYBQWybZYQtDJZCjGoFrlTrJCzMPAk+J6dZi7U4NBkDxHi2zdwdQgjpyFi2m/7tt+enbdmyMfjAgf3+MplM6tGjV83SpfEpMpkMbm5u4vTps9PXr18TOnHioz2CgoL1kyZNyZk9+804yzkeffSJkurqavmWLRtCVq1aoejevUfN0KHDS5OSzrkBgEqlkv73vxUpH3zwfvjLLz/XzcXFlX/oofEFn3zyUbhSqZQA4JlnXihSqdTi3r1f+W/cuDbUw8ODHz789tKpU6flAcCQIcOqp0x5PXP37s8Ct23bHOLk5CRed92Aqtdfn54LAN7ePsKwYSNKN21aH5qbm6OaNWtezvLlHyWvXh0f+sork7rKZHIpLo6tW7ZsJefn588DwGuvTc91cnISV61aEa7X6+QDBw4u79//+sqm2uyOO0aX7N79WcCKFUs1ERER2kWLlqb06GFepveuu8ZUSJKUvnPn1qCvvvoi0NnZRRgw4IbKV199M9eyPTk5qXDduo/DVq5cJvP19TOOHHln6bFjv3vW9zaVXHq9SZNeLvj998NeCxfOi1y//lPuasO7PD09hfj4NVx8/Aehb775Clv/f1wTH78mOSLCvBT07bePqqqsrMz64osdgZs3rw/18fE1PvvspOz773+oTJIkNBVft249dH379qt6//13ox97LCfPw8PzwvwWhUKB+PiPzy9btiT0nXdmx5hMPBMVFa19//1l5/v3v6FdahoyLS16w7KsF8dxFSzLugO4GYAPgEoAf3IcV37Vgx1DuiCIUeXltm1fhUIGLy8XVFTUgW+jpWOJmaO2dVlWFsrenQtRkhD90RrI1Rr8fjof5VVt1wt6S58QBHlrrtgO2rpaLP6/MQhUqfDIus3w9G9Wj/IFjtrOnQ21c/ugdm4fbdnO3t4ukMtlGQCibXG+hISErjKZ/Ht//5BaJyd156hYa6VffjnoHhvL6kJDwy6MRZ47962IwsJ81SefbD6fnZ3plJGRrh4y5LYL80kKCvKVDzwwpvfSpfGcpf5FRzBo0ID+U6dOy7TUZiHtw2jUq4uL81xFURjVv3//5Kvta82E+L9Ylp3NcdznAH6wLkRCOp+ynEwA5urwKo0zdCaxTXtOAKBObwLDXHl4rbOLK8YEhcBNLkfe2TPwvK1lyYkjMQnAxnPmnvqJPYxQ0tAuQgixme+//85n/fo1mtdeezPL3z/A9Ndfx92OHPnVe9KkKdkAYDAYZG+/PSP28ccn5t5++6iK6uoq+SeffBQSEBBo6N//+na5m06uHdYkJ14ASpvci5BrTFV+PjwA1DEAwwAmQYTR1LZ3aLX6xgsxAkCVjIEbgPL0VOC2EW0aS1viJWDdWfNQ3ce7G6G0czyEENKZzJgxO3vp0kVhb789s4tWq5UHBAQYnn12Uo6ldyE2ltVPnz47fceOT4N27Pg0WKl0knr37lP94Yerz1uGdRFiK9YkJx8C+F/9BPizHMddNraOkGtRvkqFSQnHceuNN2OEjIGJF2Bq454Tff1ywo0xODsDOj3qcvPaNA5CCCEdl5eXt7Bw4f8yr7bPXXeNqbjrrjEV7RRSmzl69O8Ee8dArs6a5ORxABEADgIAy7KXbpc4jmv2eVmW9QfwAYBRADQAfgPwBsdxifXb+8KcEA0AUAYgnuO4pVbETUibKi0tAS9JcPHzB8Mw0BsE6ypqtYDRJIAXJTTWeSL39gHy8iCWU2cnIYQQQhyfNcnJNhvHsBeACGA0gDoA7wI4yLJsF5iTlZ8A7AHwAoCbAKxmWbaM47hNNo6DkFYpKSkGAPjVJydtWYDRwmgSIIpAY1MwnENCgLw8ONU1WTCXEEIIIcTurElOMgAc4jiu1cUTWJb1qT/fAo7jztW/9i7MFeh7wFxHxQBgEsdxPIAklmVjAUwHQMkJcSgROTl4KTIG/k5OkCQJde2QnJhMIkyCCIWCwZUW3vOK6gL89RfchLYdXkYIIR2QCECSJOkqM/cIIbZQ/3Mmwfxzd1XWFGFcBvMQq1bjOK6M47hHGiQmATAXcswFkAhgMIDD9YmJxSHzrqy/LWIgxFYCdXoM8fWDj1oNQZRgauPJ8IC5SjzPi5dV1rUI6dkTAOAhl6OuqrLN4yGEkA6kUJIkk9Gob7KiOCGkdYxGvbMkSSYABU3ta03PSTEATyuOuyqWZdcCeBbmnpIxHMfVsSwbCuDMJbvm1/8bXh+LVRQKa/Kyxsnlsov+JW3HUdvaWRIByOAZEgoRuGr1dlvhBRGCKEGplEMQLk+GfEJD8GJmOtLKS7GzrARxPt7NPrcjtbOiQa+QQi6DwprfXA7Kkdq5M6N2bh8dqZ379+9fnZCQ8Gl1dcUkAD5OTmotwzC08hQhNiRJEmM06p2rqyucJEnc0L9//5qmjrHmT/w6AB+xLDsMwFkAl5Wy5zjuUyvOuwLAJzBXnd/DsuwgAM4wJysNWQolqa24BgBAJmPg5eVi7eFX5e6uaZPzkss5Uls3rA4f0YOFXCGHTC6DRuPU5tcWJOmqbeEUGgxDaTHKygrh5dWvxed3hHZ2F4G9D5kfB/i6oAN87mkxR2jnawG1c/voQO38niDwqKwse5wxF42iIV6E2JYkSZJJksQNAN5rzgHWJCcf1P87obEgALQ4OWmwOtdzMFeenwxAB0B1ya6WpMTqoj+iKKG62rYThOVyGdzdNaiu1l3xDjaxHUds6/LcXCgYBqIkwdk3CHVaI2pq9dDp+aYPbqXKaj1qa/WNLlscEhKOU6dO4dy5ZNx885Bmn9fR2jm8/jdBdZV947A1R2vnzorauX20ZTu7u2ts3iPTv39/EcCChISEDyUJQbBuuDshpHEigILm9JhYWJOcRFlxzBXVzxsZDuALjuMEAOA4TmRZNhFACIAcAMGXHGZ53qrCDTzfNn+cBEFss3OTizlSWxelpQMAagUBThoN6upMMBgFiFepQWIrdToTBEFqtC16efsgOCIKqtOnrWovR2rnzozauX1QO7ePjtbO9R+cmv3hiRDSdlqcnHAcl2V5zLKsMwB3AGUcx1mzNFEwgB0wDw07VH9OJYB+MC8xXATgBZZl5ZbkBeZkhuM4zur5JoTYWnV+HtwA1AJgGMa8ilY7/WE21zpp/Fqhbu7o5xeArMqO2+VgEoCdnLku/COsCcrG1k4mhBBCSIdm1bRSlmUHA1gC4HrUj89kWfYvAG9xHPdLC071L4AfYK5d8iyACgCzAHgBWA7z/JI3AWxgWXYJgBsAvAJzzRNCHEZtaTHcABgUCnONE0PbLyNsYTSZq8Q3NlDaL64r8NdxeF4lgXF0vATEnzKP6HwgzgSlneMhhBBCSNto8dhKlmUHwlwd3hPmgokvAlgAwBvADyzL3tzcc3EcJwF4COZek88B/FV/nsEcx2XX946MBMACOAlgLszV47e0NG5C2lK6Wo3xCcdx3N+vvgBj2881sTDyIgSh8eFjob17AwA8FAqU5ec3uh8hhBBCiL1Z03OyAMARACMbDLUCy7LvwNwL8g6AO5p7Mo7jqmBOcF5sZPsJmCfIE+KwSkpKwEsS3P0DIEoSdIb2S05MJgEmQYRSKYd0hUqMLt4+qBJ4eMgVyD19Cj7Bl07jIoQQQghxDNasSnEDgA8bJiaAeSI7gJX12wm5ppSWlgAAfH39IIgSjI2snNUWjLwAXhDRSB1GAECV3Hwfojz1fDtFRQghhBDSctb0nNQAjQ75dgKtEU6uQX1LSxEbGYNgJydzdfh2XKXGMvleJmMaXR2Md3cDqmugy2vVIneEEEIIIW3Kmp6T3wG8xbKsa8MXWZZ1AzAT5iFfhFxToiUJQ3z94O3qBkFo354TCYDeKIC5SteJMiAQAGCqqGinqAghhBBCWs6anpMZABIApLMsux9AIYBAAHfDXCDxKduFR4jjE0URbow5z/eJiIBJEGHi2y85AQCt3nTVYV3ON96MJz7fgcCICNzbfmERQgghhLSINXVOUutX5JoL4E6YV9cqB/ALgHcsld4JuVbUFBdDKTMnJ/6RUTAIIoym9l22V6vjcbVyjxFxLHSigJycHPA8D4XCqlXE7cZJBqwZrr3wmBBCCCGdk1V/5usTkKkcxwVyHOcEoDuAhZSYkGtRWVYmAKCG5+Hi4Q6TSQQvtG9yYuTNtU4aExgYBLVaDZ43IT+/4807kcuAAQECBgQIkFNyQgghhHRaLb59yrKsJ4BdAMIAdK1/+QYA37EsuxfAeI7jtDaLkBAHV5WXAxf8Vx1eZ2y/AowWpiYKMcpkMjzWhUWg0YC8P48hPDyiXeMjhBBCCGkOa+5Bvg+gB4C3Grx2CMC9AAYAmG+DuAjpMGoKiwAABoUcDMOgTtd+NU4smirECACxbu7o7e6J2rSUdorKdngR+OK8El+cV6IdF0IjhBBCSDuzJjkZA2Aax3FfWV7gOM7Icdw+mBOWB20VHCEdga6yHADAq9QQJQn6dizAaGEyWWqdND4rXvL2Nu9bVNReYdmMSQSW/K3Gkr/VaOfpPIQQQghpR9YkJ24AGluPtAiAr/XhENLxnFU54ZGE40iNjDQXYGznlboAc8+JSZCuumKXJiQUAKCsqWmnqAghhBBCWsaa5OQkgKcb2fYUgNPWh0NIx1NSUgxBkuAVGGguwGiHW/smvumeE99YFgDgIbR/8kQIIYQQ0hzWrCe6AMABlmX/BvA1gGIAfjDPOekPc70TQq4ZJSUlAABfXz+79ZxIEqA38JB5qNFY7hFx3XXI/3wHPBUKlOXnwyc4uH2DJIQQQghpQot7TjiO+wnAPTAXpp4P4BMA78Kc6NzLcdz3No2QEAd3u8GIyVExCNBowPMiTHaasa3V81cd1uXq64dKwTwfJvvk3+0UFSGEEEJI81lViY3juAMw956oYS7CWMVxXJ1NIyOkA5AkCT2dVHBSa6Dy9oJJEGE02WfYlK4ZE/GrlEowBiNKM9PbISJCCCGEkJZpVTkzjuP0HMflU2JCrlV1ZaVwslSHj4q2a8+J0cSDb2I54aSu3fDsvwn4p7q6naIihBBCCGk+q3pOCCFmJZkZAIA6gYe7tw/Ki2rtFovRJEKQGi/ECADRceZJ8WkdrNaJUgasGKK98JgQQgghnRMlJ4S0QmVurrk6vCSZq8Mb2r86vIWRFyCKgPwq+8TEdAFgTk6k+pg7AoUMGBRCq4wRQgghnR0lJ4S0Ql1RIVwA6ORySJCgtUN1eAsTL4IXRCgUDKRGRndFhEdiehcW4RpnlOZkwy88on2DJIQQQgi5ChogQUgr6EtLAQC8Wm23ZYQtmlMl3tnFBZGubvBTqZB9MqEdo2sdXgT2pSuwL10BO03pIYQQQkg7sKrnhGVZXwBvALgdQBCAkQDGATjFcdw3tguPEMdmqKmfWO7iAkGQYLLTSl1AfZV43pKcND4xvkblBB9BRMX55PYLrpVMIvDOnxoAwIjwGijotgohhBDSKbX4TzzLslEwV4F/DkAuAH+Yk5w4AF+yLHuXTSMkxIH9LmPwSMJxlLLdzNXh7XhbXxQlGEzCVWudAIDo7QMAMBbkt0NUhBBCCCHNZ839xw9grgofBeA+wLw4EMdxjwLYC+Atm0VHiIMrKSmGIEnwDQoCL9h3WBdgrhLf1CR354hIAIATLSdMCCGEEAdjTXIyHMC7HMdV4vKxI58A6NnaoAjpKEpLSwAAfn5+4AURJpN9J0Ro9aYme04Cupt/RL1FEaJIEzgIIYQQ4jisHbnd2JJEKlxtsDshnYgkSXhUpcHLUTHwc3M3V4e3d8+JUUATdRgR0X8AREmCq1yBwg5W74QQQgghnZs1yckRADNZlnVp8JrEsqwMwCQAv9skMkIcnLaiAr1d3TDYxw/+QUEwGIVGl/BtLyZehCBcvTdE7eKCfEFAcm0NMpLOtVNkhBBCCCFNsyY5mQGgG4BUAFth7imZBiABwCAAs2wWHSEOrDQrEwCgFQR4+PpAp7dfAUYLIy9AbEaCdCgkGHOSz+FsQUHbB0UIIYQQ0kwtTk44jjsLYACAQwCGARBgXlI4FcBAjuNO2TJAQhxVZW42AKBWMi/fq9XbrwCjhckk1tc6ufp+bNfuAACO6xjLCStlwPuDdHh/kA5KWkaYEEII6bSsqnPCcVwKgEdtHAshHUpNYSE0ALRyOQRRgsHO800Ac88JL0hQK2SQrjLGrGvXbgCAtOSk9gqtVRQyYES4/ZM/QgghhLQta4swMgD6AnDBFXpfOI473LqwCHF8F6rDq1QQRNi1AKPFfz0nClxtbYq4qBgs69EHQWo1KosK4RkQ2H5BEkIIIYQ0osXJCcuyNwDYBSC0/iXLABKp/rEEQG6T6AhxYHxlBQBAcnGFIIp2LcBoYVnOuKlhXR6+vnBRKiFnGKT/eQz97h3XPgFaiReBX3PNv66GhvJUIZ4QQgjppKzpOVkOwATgSZgrxNv/ExkhdsBrtQAAhYcHBFGC0QF6TgBAZ2y6ECMAVKrV8OJ5lCaeAxw8OTGJwIyjGgDAkQdrKDkhhBBCOilrkpN+AB7mOO4bWwdDSEeyz6jH3wnH8e6YMTDxjtFzAlgKMTadnMDfH8jPB5+X2/ZBEUIIIYQ0gzX3H4tBvSWEoKSkBIIkwTcwCLwg2b0Ao4XOwF91MryFR1wcAMClrratQyKEEEIIaRZrkpOPAMy4pAgjIdec0tISAIC/vz+MvAChqdLs7cTEi+CbUewk4vqbAAB+Mhl0NTVtHRYhhBBCSJOsGdYVC6A7gEKWZc8B0F6yXeI4bnirIyPEgWmrKvFKYDAqfPzg5+OLcoPjLHNrNAkQRQlNDewKiI1DviDATS7H+d+PoM+oO9slPkIIIYSQxliTnHQBcKrB80s/AzVjsDshHVtZViZ6untAJwjw9PZGbka5vUO6wMSLEEQJiiZ+EmUyGbLUKpQU5MMnIw192ic8QgghhJBGtTg54ThuWFsEQkhHUp6dDQ2AGkmEBPM8D0dhMgngBRFKpbzJuSeV19+Aj+OX4fb0NNzfTvERQgghhDTGqiKMhFzraosKoAGgk5mrw5scZDI8ABh5ESZBgrMT0NS8+F69egMAzp493Q6RWU8pA+bepLvwmBBCCCGdU7OSE5ZlBQA3cxz3F8uyIq5Weto854SSHtKpWarDm1RO5uTE5DgL2Jl4ob5KvKUmauO6d+8JOcPAqbISxbnZ8A8Nb58gW0ghA+6JdpzeKUIIIYS0jeYmEfNhLrhoeewYyxIRYid8hbk6PFxczAUYHajnRJIAvYGHzEMNoYmwXFxc8b8+/RGqUCD10CH4P/5ku8RICCGEEHIlzUpOOI57p8HjeW0WDSEdhFRrrg0i9/AE70AFGC10Bh7NqcMIAAYPd6BOi6rkc20bVCvwIvBngRwAcFOQQBXiCSGEkE6qucO6bm3JSTmOO2xdOIR0DLxBD1GSoPb1BS+IMJocp+cEALT65g+BUkfFAGfPQFFc3IYRtY5JBF75zRkAcOTBGkpOCCGEkE6qucO6fsV/Q7kaux8r1W+TAMhbFxYhjm1zRRnSU1Pw8dPPwCSI4B2s58RoEiA0oxAjAITdeDPEs2cQIIgw6nVwUmvaODpCCCGEkCtrbnJCywcT0kBpaQlEAP5BQdAbBYebhGXkBQjNzJeib7gR/679GC5yOZJ+/YWKMRJCCCHEbpo75+S3tg6EkI7CaDSisrISABAQ4I+CKsdbRcpSiLE5XZgyuRwlKhVceB4Ff/1JyQkhhBBC7MaqJX9ZlvUF8AaA2wEEARgJYByAUxzHfWO78AhxPMWpKZgT1w0lJhM8PDyRVlRq75AuYynEqFAwTdY6AQB5VBSQkgImJ7vtgyOEEEIIaUSLp5WyLBsF4DSA52BeXtgf5iQnDsCXLMveZdMICXEwFVkZ6OnugZ4eHhBEONQywhZGXmxQ66RpYUOG4Yu8HGxPS4XJZGrj6AghhBBCrsyaNW8+AFAMIArAfaifIM9x3KMA9gJ4y2bREeKAagoLAQA6mQyi5FgFGC0sPSfNTU663HATftLW4nR5KZKTE9s4OkIIIYSQK7MmORkO4F2O4ypxeTHGTwD0bG1QhDgyXUkJAMDkpHK4AowWgijBYBKbXetEJpOhX7/rAQDHjx9rw8iso5QBbw7Q480BeihpGWFCCCGk07L2z3xjM4BVoOrxpJMzVZQDAEQXZ5gEx+w5AQCdwdTsnhMAGHjDTRjg6QXTH7+3YVTWUciAB+NMeDDORDVOCCGEkE7Mmj/zRwDMZFnWpcFrEsuyMgCTADjeJxtCbMlSHd7dw1yA0QF7TgBzIcYW5Ca4qUdPvNmFxRAwqHTggoyEEEII6bysSU5mAOgGIBXAVph7SqYBSAAwCMAsm0VHiANS6PUAYK4Oz4sO23NiMAoQWxBaWO++KBV4KGQynPtuX9sFZgVBBP4ukuPvInmz67cQQgghpONpcXLCcdxZAAMAHIK5OKMA85LCqQAGchx3ypYBEuJoBJMRoiTBNTDInAA0Z61eOzCaBAgtjK3Kx9f87z8n2yIkqxlF4IWfnfHCz84wUnJCCCGEdFpW1TnhOC4FwKM2joWQDuH9rAxUVZRj18yZ0BocrwCjhYkXIIhSi+5A+N5wE/Dj9/CpqoLYkm4XQgghhBAbsGpqKcuy0SzLdq9/7Mmy7Ecsy+5lWXaCbcMjxLGYTEZUVJRDBBAQGAidwXFrghhNIgShZT0nve68GwZRhJdCgXO/HGqjyAghhBBCrsyaIoyjACQBmFj/0hqYCzKGAtjMsuzTtguPEMdSVlYGAFAoFHBz94TB6JiT4QFzz4lJECGTNX9WvNrVFQUqFQAg4/sDbRUaIYQQQsgVWdNzMgfAjwDeYVnWA8A4AIs4jusHYBGAqTaMjxCHUnL2DOay3fFMTBwkyGA0OW5yYjRZqsS37DiXAQMAALqcbEgOOp+GEEIIIZ2TNclJHwArOI6rATAS5nkru+u3/QQg1kaxEeJwarIz0cPNHV1cXCCIIky8487L4AVzfC2pdQIAfe9/GDNSkvHu2X9x+vTpNoqOEEIIIeRy1iQnOvw3kX40gCKO4yyfYAIBVLbkZCzLerMsu4Zl2VyWZatZlj3KsuygBtv7siz7G8uydSzLZrMsO82KmAmxCV19/Q+jylwd3uSgNU4sdAa+xcmJi4cHYm64CQCwb59jLSlMCCGEkM7NmuTkKIBpLMs+AuBBAF8BAMuy/QHMrd/eEp8BuAnAwwCuB3ASwI8sy3ZlWdYH5t6Y8zAvXzwXwLssyz5lRdyEtJqposL8wNUNJl6E0UFrnFho9S2rEm8xatSdAIADX++ByWi0dVgtpmCAKX31mNJXD0XL3w4hhBBCOghrlhJ+FcC3ALYDSASwoP71bwFoYS7S2Cwsy3aBuUbKLRzH/VH/2lSYe2TGw9xLYwAwieM4HkASy7KxAKYD2GRF7IS0ClNfHV7h5QVekBx6zglg7jmxZt7IrbcOxfNdWAx298CJLz7DDQ8/1gbRNZ9SDjze3XFXRiOEEEKIbVhThDEDQA8AQRzH9eQ4rrB+01gA3TiOS2vB6UoB3AVzdXnL+SUADABvAIMBHK5PTCwOAWBZlvVvaeyEtJbCYK4Or/H3Nxc5FB17wrjJJFoVo1LphKjoGDjJZKj49Zc2iIwQQggh5HLWFmGUABRd8tqfLMu6sCw7jOO475t5nkoA3zV8jWXZBwDEAPgBwEIAZy45LL/+33AAxS2P3kyhsKrES6PkctlF/5K2Y8+2dhYEQK6AZ1gY9Ca+Rcv02gMviJBg3fd794cfhn71aoSbeBSnpyA4jrV9gM0kiEBSufk9dPMW0Zl+zOh3R/ugdm4f1M6EkNZqcXLCsmwEgE8ADAHg1MhucmuCYVn2FgAbAXzDcdw+lmWXwzysqyF9/b9qa64BADIZAy8vF2sPvyp3d02bnJdcrr3bWhRFCIIAUSZHaNdYVAgSNJrGfgQcg0wug1wph5dby39c+o8cji8+Xo0QMDi1cR16fPJxG0TYPFoT8Ng28+OkFwFnpd1CaTP0u6N9UDu3D2pnQoi1rOk5WQ5gIIC1AG6BeZ7JMQB3AOgF4D5rAmFZ9l4AOwD8CeCR+pd1AFSX7Gr5lFVnzXUAQBQlVFdrrT38iuRyGdzdNaiu1kEQHHuSdEdnr7auqqrC5NP/QAbgRFgUsjOrodPZf7L41cggoa7OCEYQ0NKpJ3K5DL53jgK+/R7+eQXI5DLg4W+f0ZQ6EwCYbyhUVtTB0ImSE/rd0T6ondtHW7azu7uGemQIuQZYk5wMATCb47h4lmVfAjCW47jpLMu+BXNxxnsB7G3JCVmWnQzgQ5hX/nqM4zhLb0kOgOBLdrc8z7Mi9gv4NqpPIQhim52bXKy927qgoAAA4ObhAblSBYNRgOjgc070Bt48N0YpsyrWIROfwjd79yNArsDRVfEYOWd+G0TZtIYrNvOCCN6xR9NZhX53tA9q5/ZB7UwIsZY1tyBcAZyqf5wIoC8AcBwnAPgIwG0tORnLspMArASwCsBDDRITADgMYDDLsg2HiQ03X46zer4JIdYoLjZPs/L3D4DYAWqcAICJNxditHZujFyhAG64EQDgnJqCivIyW4ZHCCGEEHIRa5KTApiLLQJAKgBvlmWD6p+XAwho7olYlo2DucfkawCLAPizLBtY/+UB8/wTdwAbWJbtzrLskwBeqd+XkHalP3UK89juGOntC15w/BonFjqjYFWtE4vBz0/CT3otZp47g42b1tkwMkIIIYSQi1mTnHwLcyHEgRzH5QDIhbkooxuAiWjZcKv7ASgBjIM56Wn49WF978hIACzMxRnnAniD47gtVsRNSKvwhQXo7uaOILXGXOOkA/ScAIDOykKMFgonJ/R5YTJqBR47d25HamqKDaMjhBBCCPmPNXNO5sBcrX0+gBEA3gKwBeYeDQB4qbkn4jjuPQDvNbHPCQA3WxEnITYlVlUBAOQeHuB5EaYO0nOi1ZusKsTY0C23DMattw7F4cO/Yue7czBz/adQKDvRrHRCCCGEOARrijCWcRx3I4AJ9c+3AxgKc2X42ziOW2PTCAlxEHKdeYU3la8PDLwAvoOs+GPkRfCtnLjPMAxmzZqHV2O74iGlCgffa9+J8QoGeLanAc/2NEDRCSfDE0IIIcTMqiKMAMBxXAHLsl0BeAEo4Djuf7YLixDHozbxgFwOt6Bg6Ay8vcNpNqPJvKpYaz/TBwQEIuLWIcC//yIyOxsndn2G6x942CYxNkUpB57v7djLNhNCCCGk9axaMJxl2adZls0CcA7AUQDnWZbNZFn2kSYOJaTDcq3/1ys8HFpz4Y0OwWQSWt1zYjFk8itIc3GBjGGg+O5bJP76s03OSwghhBACWJGc1NckWQcgAcATAEYDeApAEoBtLMs+YNMICXEA+tpauMjNK1r7RkVDb+wYk+GB+mFdgtiqSfEWDMNg2MLFyJUkuMjl0G3ZhKTfDtkgyqsTJSCtUoa0ShkcvLQMIYQQQlrBmmFdUwGs4jhuyiWvf8qy7HoA8wDsam1ghDiSkuwslBuNUMvlcAsIgrG845TZMZoEc60TlRyCDXIqtasrrl+yFH+/8TpC5AroNm/CH9nZGDjhydafvBEGAXjoO3OF+CMP1kBj9YBUQgghhDgya4Z1hQLY18i2nQCirQ+HEMdUajDghdMnMbu4AADTYZYRBsyFGHneNj0nFm4+fuj3/v+QzQBKhsFHa1dj8eIF0Ol0NrsGIYQQQq491iQnJ2Cu0n4l1wE4bX04hDim4uJCAICffwB4QYTJ1HGSEwDQGXmbJicA4OEfgFtXfow/wsNxrqYaO3duwwMPjMHhr3ZDFDvGSmaEEEIIcSzNGhzBsuytDZ7uBLC8vujiFwAKYV6xaxSAKQCet3WQhNhbcXERAPOKVTzfcarDW2j1tk9OAMBJrcEz8xag+x0jMXfuLAglJfDdvxeHvtuH4PET0P22ETa/JiGEEEI6r+aO3P4VQMNpqAyASQBeuOQ1APgMNOeEdDIeiecwj+0Og1oNkyDB2MF6TmxRiPFqBg4cjG++OYDvli6GmJmJcDDAjm34YfcX6P78iwjr07fNrk0IIYSQzqO5ycmwNo2CEAenqqpClJs7sjXOMJoECB1sySijDZcTboyzswvunzMfuYnncHr1SkTrdIgyGlEbvxw/enqi38uvwjcysk1jIIQQQkjH1qzkhOO439o6EEIcmZPBADAyOAcEQKvvODVOLEwmEYIoWVfYqIVCu/dA6Ko1SD7yG9I+3YQYMIisqkLa3FnYO2gQHnnsSWg0mnaIhBBCCCEdTbM+q7Ase5hl2b4tOTHLsgNYlj1qVVSEOBjn+gneHiEhHTI5MfICBKF9e3u6Dh6C0es2o+que5DF8/iuqADxH32Ie+8dhX379rRomJmCASZ0M2JCNyMUtp86QwghhBAH0dxhXR8C+J5l2b8BbAOwl+M47aU71U+SHwnzpPjrALxoq0AJsRfeaISHrL4AY3QX5HegAowWRpMAkyBCpZBDbOchadeP+z8IY8bC+N0+/LU6HgUF+di55D0ov92PG96eC++QsCbPoZQDU68ztEO0hBBCCLGn5g7r+pJl2d8AzAGwHoCCZdlEABkA6gB4AggD0BOAqX6fxziOK2qLoAlpT6WZ6ZAxDHhRhHdEFDJTyuwdUosZTfW1TtQKXLy2RduQyxnI5TIwkgBG5AGZhP8bew/uuvsubN68CZE/H0Iwz+P8rJlwfuRR9B45us1jIoQQQojja3adZY7jSgFMYVn2HQD3wzxJPhqAB4BSAEkw97Ds4ziu4316I6QRpenpcAJQKQqQKZQdbhlhAOAFEUZeQBusJnwRhUIOBUyAvgpCTRlMNZUQeSMgimDkCshUGjz3wJ1Ijg5Dwebt8FMoYPx8J35LT8OQSZMbPa8oAYV15uADXSTIaGgXIYQQ0ik1OzmxqE88Pqn/IqTTKy8ugtJoQI1CeeFDfkekNbRNrRPA3FOiZERItQUwFGfBWFkK0ai/8s75GYjwd0PQjBdxZPl6RPJAUMLf+G7+XNw5550rHmIQgDF7XQEARx6sgabFv7kIIYQQ0hG0x+I9hHRomZAw6fQ/+NXfDyZe7HA1TizqdKY26TlRKuVw4mtgyjmDGu4E9MW5jScmAAAJfF01ZDVFGDr5YWR6uQEAumRn4fvZM9q0HgshhBBCHBslJ4Q0obCwEAAQGBQMk9BxkxO9gYetF+xSOTGQVeejLvUktHlpkEzGFh0v6etw68PDkRXoDQCo4pKxetUK2wZJCCGEkA6DBkcQ0oTCwgIAQHBwMPQGHh31xr7RZLvlhBkGUCkAsSwL2qxkCPo6688lSbh17GAc/P4Y/vflcfApyfD29cUjj0ywSayEEEII6TgoOSGkCbdVVOBWtjsC1Spo9by9w7GakRchiCLkNjiXSgGIpRmoy0yCaLLNEr8jRt2MPAWD1Z99gyVL3oO/SoPh991vk3MTQgghpGOg5ISQJoSAgYubOxg/f9R1wAKMFkaTAF6QoFAwrer9USkZiKUZqM1MbPEwrqY8PvxGlJVXwjU5C777vkGSry+63TrUptcghBBCiONqVnLCsuzjLTkpx3GfWhcOIY5FW1kJF7m5r8GvSyxSyzvmfBOgvhAjL0KjVFg96VyllEGqyEZdVpLNExMAYBgGU+4bgT/X7YWGkaNs43qURcfAObDpQo2EEEII6fia23OyuQXnlABQckI6haLU8wCAOkGAu28AjEWFdo7IepYq8eblhFuenCiVcqA6H9qsxCZW42odhUKBXg+PQMr2H+GnUOLEvLcxeOVaPBBrTobkVOOEEEII6bSam5xEtWkUhDioiqwsuAKoliQIIjrsSl0AIEnmFbtkHmoILXwbCoUMcn0FtDnJEHTWT35vLg8vd3gP7w/jL6cQLZPht8XzMX3egja/LiGEEELsq1nJCcdxWc09IcuydF+TdBo1eblwBaBXKjv0MsIWdfqW1zphGAYKQQt9HgdTdXnbBHYF0d2i8Gd6HoJyyhCZk40z33+HXqPubLfrE0IIIaT9WTUhnmXZhwEMAeAEwPJRRwbABcDNAEJtEh0hdmYoLQEACC7O9QUYRTtH1DpananFA7qUMhHGggzoS/LaJKarufHOW/DL2j2Ihgw5X+6H53W3INTfo02KSRJCCCHE/lqcnLAsOxfAXABV9ceb6r/8AIgA1tkyQELsqbq2FmVGA2ReYfWrXXXs5MRoEsG3oNaJJIkQK/Ohy0uHPQq8MAyD/g8Nx1/bDmHeHVuBn4EjD9ZAQ+sMEkIIIZ2SNRXinwCwDYA3gOUA9nEcFwDgegBlAM7ZLjxC7OtnXR0mnf4HfP/+0HbgZYQtDCYBgti8JEMmYyDUlEOfl2KzWibW8PB0h9vt/S88/+uv43aLhRBCCCFty5rkJATAVo7jJAAJAAYCAMdxCQAWAnjGduERYl8Nq8PX6jp+ctKS3h8FeBgK0tp1nklj+sT+tybH6v8tRF1lhR2jIYQQQkhbsSY5qcN/65CmAIhiWVZT//wUaGUv0klIkoTCQvPSwQGBQTAYO/ZkeOC/Wicy2dUnbSiVMogV+TCU5rZTZM33ircffltEK3cRQgghnZE1yclfMA/tAoA0ADyAEfXPuwGw3/gPQmyoMi8X/+sSh7lsd3h7+3X4lbqA/5IT5iozymUyBgpjNfQFaYDAt2N0zeMiVyCytATnfvvF3qEQQgghxMasSU7eA/AQy7L7OI4zwDz/ZAvLsl8C+ADAD7YMkBB7KUpNgb9KjRCNM5QqNQydIDkRRAkGo3DV5MRJLsJYnOUQw7muJIcRoGBkyN+yEUJLC7YQQgghxKG1ODnhOO4wgAEAPq9/aTKA3QC6AtgFYIrNoiPEjioyMwAA1QxTv4xw5/ggXKc3QdbIT75SKYdUUwJ9UbNLG7W7uNEDYRAFRMjkOPLxKnuHQwghhBAbsmpBTo7jTgM4Xf9YD+A5WwZFiCOoy8uDDwCjRtMpCjBa1OlM+K880X8YBlAIWugK0iEaDU3OS2lPcogY7Z4KAAj098EfPq6IqtDBLeEEqoqL4OEfYOcICSGEEGIL1hZh9ABwG8xFFy+7B8tx3KetjIsQu+PLSwEAjKcHDPVzNToDg0mA6QordikVMgil+TCUF9khqqtzkomYHfjHhecDxw7FqbXfIEDphN+XLsadS5bZMTpCCCGE2Io1RRhHwzx8y7mRXSQAlJyQDk9eUwsAUAcEQtsJlhG2MBrNtU4a3lWQyRjIDFWoK8gEJMdPwpxUTlD2jYF4NhtpXBJSUs4jNjbO3mERQgghpJWsmRC/CEASgCEAYmBeOrjhV7TNoiPEjpxN5oTEPTy8U9Q4sTBcodaJk1yCqSQbfG2lfYJqgiQBOlEBnai4UKi+76DrsF2sw4asDKxc+YF9AySEEEKITVgzrKsrgHs5jjti62AIcRSSJKFYp4XcSYXAmFiUGx1vSV1rWZYTVqsVEEUJCoUMqCuFvjjH3qE1Si8pMCJ1PADgYJcd0DA8GIbBE/ePxIHTSTh8+Df89defuOGGm+wcKSGEEEJaw5qekywA7rYOhBBHUlFRgXeSz+GF0ycR1L1HpyjAaGG4pNaJAiYYijIgGnR2jqzlwgJ8MW7ojQhSqZH4UTwEvvMkkYQQQsi1yNphXXNZlo20cSyEOIy8PHNldD8/f8jkyk6zUhcAiKIEvVHA/7d35/FxXGW+/z9VvWmXJcuyLct7nLIT27EdZ8dOIISQZDAhGcgwcAcCGbbLXDKX9TIM8GO5wwxrIAMZSFiGJcBA5oYlgRCyEbInjh3HdnmVN8mytW+91fL7o1u2IqzYllpd3a3v+/XSq9XVpapHx+VWP3XOeY5pGpnSwX1HSHa2BR3WuN145Xo+v2w5F0eiPPbd7wQdjoiIiEzAeIZ1vQWYA+y2LOsoMDTqdd+27cUTjkwkQK2thwBobm4m7XglsQDjSAPxFIZRRcgZIt7egu8U75ya6fW1bK6vpKovifnYn0n+j7cRKx+rXoeIiIgUsvEkJwezXyIly3jqCW5dsZqDtXUlmZwMxtOEQgZuZzvJ7iNBhzNh529Yz57v38uMcJiHv/E1XvORjwcdkoiIiIzDaScntm3fOBmBiBQSr7OTxliMgeoaEikH1/WDDimnPM+HZD/J9hbwCr908MlUVlXQN6eemvY+pm19kf6uLqrr64MOS0RERE7TeNY5mfcyL3vAgG3bPeOOSKQAhAcza5yUz57FwFDxDnkaS21VlHRXG6nezqBDyZnzr7mELd/+FfXhCI9+46tc9anPBh2SiIiInKbxDOtqIbPQ4pgsy+oCbrFt+3PjCUokaJWOA6EwtfMWMFhCa5wAlJeFmRZKEm/fz0n+KxcME49XVrUc+/5EItEoqcWzYV8HM1v20n24jbpZs/MYpYiIiEzUeKp1vQ1IAfcBNwJXZbf9mswnnc8A3wc+YVnWe3MTpkj+uOk0tWYIgOlnLCGZLq3ytHMaKvB7W0n0dGJgBB3OKYmZHp9reoTPNT1CzBx7GNraKy6kJZXg7rZW7vz5T/IYoYiIiOTCeHpO3gz89ARzT35kWda3gHNt295gWVYP8F7gWxOMUSSvjuzeTdgwcDyPxsVL2Le9I+iQcqayPMKMsjTd21toiHkYEfPYiuulIBQOwSuWc/c3f0T5nT/ib976durrpwcdloiIiJyi8fScXAaMdUvyLuDy7PePAiopLEXnyM7tAHR7LpjhkqrUNWdGBWZfG4PdnaQcD4zi6Dk5HetXn8WyhXOJx+P84Ae3Bx2OiIiInIbxJCedwDljvHYO0Jf9vgoYHE9QIkFqb29n+0A/HZEoKccjVSKrw1dXRGmIJuk5tA+gqBaWjHthLtnxd1yy4++Iey/f4WsYBu/ZcDlrp9VxxlNP07Z7V56iFBERkYkaz7CuHwOfsSwrDfwCOAI0AtcBnwZusyyrDrgZeCI3YYrkz/ahQb67/UVuuOFveUXaLZmek6aGcuhpYainGwDH9fBLaUzXCOefvQRvwULmhKM8961vcM2Xbgk6JBERETkF4+k5+QTwU+ArwH4gkX38CpnE5eNkJsmvzu4rUlQOHNgPwPz5pVOpq7oyyvRI4livCWSSE680cxNM06R6zZkAzOvq4sD2bQFHJCIiIqfitJMT27Yd27bfAZwJvBv4JzLVus60bfvdtm2ngHuBObZtb85ptCJ5cHB/5gP8vPnz6B9KBRxNbsyZXg49rcT7eo5tc10/sxhj6U07AWD5RStpddPEzBDP/8e/Bx2OiIiInILxDOsCwLbt3cDuMV7rHndEIgHyXJePVVTRt2IVzdPq6UwVfxnhmmyvSXfr/pdsd1wP1/MJmyZ+kax3cjoMw6B2rQUb97Cwt48D27Yyd9lZQYclIiIiL+OUkhPLsvYAb7Bte5NlWXt5+ZXbfNu2VaVLilJHyx7KQyEipsHMxWfSuqsn6JAmrGl6OX7PHuJ9vS/Z7roenudhGKVVTnikZecv54lnd9Bkhtn4H//O3K+pB0VERKSQnWrPycMcr8L1MMWyrLTIaWrbtpVyoNt1OSMaK/oFGMfqNYHMf+K040GZQan+lzYMg2lrLXhuN4v6+ml5cQsLzl4edFgiIiIyhlNKTkYuuGjb9tsnLRqRgHXv2U05MBCJkEp7JIq8jPBYvSbDkmm3KKacmHhcVHnw2PenY+l5Z3PPM9u4d89eZt35n3z2c/82GSGKiIhIDoxrzollWdVAjW3bhyzLigIfAOYCv7Bt+5FcBiiST8m2NgCc6hqSabeo1zipqYxSH0nQc4Jek2Fpx8MrgjFdMdPjS3MeGNfPGobBoqsv5unPPYd5z294503vYcGCRTmOUERERHLhtKt1WZZ1PrAP+Ifspq8D/wq8FXjAsqwNuQtPJM96egCIzpzJYDxd1IOdmo5V6DpxrwmUdjnhkZYtmMP61WfjeR63f/ubQYcjIiIiYxjPOiefB7YD/2FZVjmZpOSbtm3XA3eQKS08LpZlfcKyrIdGbVtlWdbDlmUNWpa137KsD433+CInU55IAFA7f35RlxGurhjuNTnwsvuVejnhkW665pVsmDWbqw8eYtfzG4MOR0RERE5gPMnJBcBnbdveC1wOlAM/zL72U2Bcs00ty7oZ+MyobdOBPwA7gLXAp4DPWpZ1418cQGSCfN9ne18POwb6aVi6jHiyeCfDNzWUQ2/bS9Y1OZHhcsJGgWcncS/M5TvfzOU730zcG18F9DPnN3F5czMN0Rgv3H5bjiMUERGRXBjPX3kPSGa/vxroAZ7KPq8Bhk7nYJZlzQFuB9YB9qiX35U913tt23aAbZZlLQE+CnxvHLGLjKmrq5Nv7t6JYRg8dtYKWnd0Bh3SuFRXRJkeTdK7a+y5JsNc18N1PYxI4ZcTTviRCf28YRjMuOBseHI7S4bi7HjuGc5cszZH0YmIiEgujKfn5BngJsuyLgJuAH5j27ZvWVYj8LHs66djDdANrASeHPXaOuCRbGIy7AHAyp5PJGdaWvYCMHv2bIxQhGSyOCfDz55ejtHbxlBvz0n39YGU44JR2D0nubJo1ZkcxiNqmmy549tBhyMiIiKjjKfn5MPA74C/AY4Cn8tu30Im2bnydA5m2/avgV8DWJY1+uVm4IVR21qzj/OAI6dzrpHC4fHkZWMLhcyXPMrkmay2PrBrByHDYNGiM3Acj5TjYprF9aG9qiLCjFiS3j0HME4x4UilPUzDgFG/q5F9bpjGuO5i5JI5YtiZaRoT+HcxmHnxcnhsK2fGE+zc+DTLzrsgN0GOk9478kPtnB9qZxGZqNNOTmzb3mhZ1hnAWcAW27YHsy+9F/izbduHcxhfBceHkA1LZB/LxntQ0zSoq6scd1Avp6amfFKOK38p121dtfFZfrj6PPbU1+P6EI6ECU9sJFHezZ9VRWhwL+nBPiLh0Cn9jA+YIZNo7MRvB7FY8I3gu8d/l7KyCGUT+OCz7MKzeejxF5llmmy54ztc/JpX5SLECdN7R36onfND7Swi4zWumaW2bfczagiWbdu/zElELxUHYqO2DSclg4yT5/n09Z3W1JiTCoVMamrK6euL47qnt0icnJ5Ja+vObsKmSXXjTDp7hojHi6taV1V5hBqG6DrQQto59SFpyaRBMuXgpF+63TANYrEIyWQaP+B6w4kRk+ATiTSGObFiBbMuWQ6PvsgZg3Eevf9hzj43uLkneu/ID7VzfkxmO9fUlKtHRmQKGF/Zm/w5ADSN2jb8/NBEDuw4k/PHyXW9STu2vFSu27rGSUMoTP0Si77BVKbEbhGZWV+O37ePwe6u0/q5tOPhuB5GyGTkrPjhjwC+5wfeFiPP73k+3gRXoJl39mLufnwzP9yyhUV3fJuvn7NmoiFOmN478kPtnB9qZxEZr0K/BfEIsM6yrJHjUy4HbNu2xz3fRGS0gc4OpoUyufqcVatJpIqrjHBleWauSd+hk1foGs1xPTzPL+g58SY+q8sPs7r8MGYOlsY0DIM1G9bTlkryyCMP8cILm3MQpYiIiExUoScn3yVTnvgOy7LOsizr7cDNwL8EGZSUnv3ZRfl6HIfqxtkkimyNk6aGCoy+dgZ7Tq/XBMDzfdKOd8oT6IMQM11unXsft869j5iZmypq82Y2cNUlmeFc37/t6zk5poiIiExMQScn2d6RKwELeI7MIowftm37B4EGJiWnw94OQE8oRCrtkkgVTxnhTK9Jit5D+8Z9jGTKLfBlGCfHjVeu430LFvO2oSSb/vRw0OGIiIhMeQU158S27befYNvTwEX5j0amkviBzHAop6aaRMolWUTDujK9JvvH1WsyLOW4eIW+CuMkaJ7VwLLGGZR58Px/fo9z1l0adEgiIiJTWkH3nIjky66Bfh7t7MBcMJ+BoVTBr5Y+bHiuyUR6TSBTIKKQ5//HvTDX7H4T1+x+E3Evt/dUml6xEoCzXY+NDz+Y02OLiIjI6VFyIgLcf3A/X9+7i7oLL6FvsHhKCM9pqMDoOzyhXhPITIp3PZ9CHtvV45bR4457eaMxNZ+1kPYQREyTnT/UiFEREZEgKTmRKS+dTnEgO6xr3oJFDCXSJ/mJwlBVEaEhlqRngr0mkE1O3MKeFD+Z5q47B4DlnsczD/wh4GhERESmLiUnMuXt3bqVhlCY6qpqps+YWTST4ZumV0BvG0M93RM+lusVfsWuyTR76QKOhCBsmuz+8Q/xi2Vcn4iISIlRciJT3uFHH+HrK1bxcWsZaccjXgRlhKsrojTkYK7JSIkpWrFrWPP6VQAsclye/POfgg1GRERkilJyIlPe0L4WAPy6ukylriJITuY0lENPK0O9PTk7ZnqKVuwaNtuaz7OVIW7e8jy33X6bek9EREQCoOREprxwd2YyecX8BfQOJHOw/vjkqq2KMj2SyMlck5HSTnZS/BR26YZLcUMhnn/+OR5//NGgwxEREZlylJzIlOb7PvVOZo5J44oVRVGpa05DOV73IeJ9vTk9rjOcnBTgvBMTn6WxDpbGOjAnMX2cXlvNda+8EID/vu1W9Z6IiIjkWUEtwiiSbx0te6gKhfB8n/lrzmfzwXjQIb2supoy6kJDdOa41wQg7Xq4rk80TMGt8xIzXe6Yf09ezvWWyy9m6f5OlkbLefzuu7j42uvzcl4RERFRz4lMcfufeQaAo65DuLKaeIGXEZ4zPYbbeYDkQH/Oj+37Pqm0O2Urdg1rqK+lqr4WgO67/1u9JyIiInmk5ESmtK4d2wEYKK8gmXILulJXw7RyphmDdB/cP2nnSKQK9/fPp6VXXojj+ywJhXniv+4MOhwREZEpQ8mJTGkv9vbyi9aDJObPZyCRJu14QYd0QoYBzfVR0kf2kYoPTdp50o6HV4CT4hNeiOv3XMf1e64j4YUm/XzTm2ZwqCIz6nXw3ntw3eJY+0ZERKTYKTmRKe2xlt38vPUg0y++mJ7+RNDhjKmxvpIqv4+u1snrNYERFbsKbGSXj8Fhp4rDThV+noJbcdUlJD2XeaEwT/zo+3k5p4iIyFSn5ESmrHg8zu7duwBYumw5A0OFOd8kFDJonhYi0bYXJ5mc1HOlHRfHnborxY9U11jHweoyANwHHyCVLNzkVUREpFQoOZEpa8fTT7CyqpoFjbOYNn1GwU6Gnz29kop0F91tByf9XK7nk3aUnAw7b8N6Bl2XVCrN3T/+z6DDERERKXlKTmTKOvrnP/N/lizl3QsXkUy7DCUKbzJ4NBKiqQYGWvfiOfmJL5F0Cm1UV2Cqa6s4sGQWH9m6mVu/fwe9vT1BhyQiIlLSlJzIlOUePACAObuJwbhDMl14k57nzKgkGj9Kb3tb3s6ZTLtTfqX4kV796gtZNLeJ3r5evvOd24IOR0REpKQpOZEpq3poEIDpy5fTXYCT4SvLI8yqSNN7YDe+l78qYscmxQsAIdPkA2+8iohhMPjA/bQ8/1zQIYmIiJQsJScyJfW2t9MQypSKXXjxOvoHUwFH9JfmNVZg9rYy0NmR1/MW4qR4A58F0R4WRHswyH/idP5ZZ/BPq1fz5qZmtt3273k/v4iIyFSh5ESmpD2PPQLAUSdN9awmhgpsMnx9bRnTw0N07d+T93O7nk8q7VFAuQllpsuPF/yKHy/4FWVmMMPvlr7qPDzfZ7Hj8tzddwUSg4iISKlTciJTUsfmzQD0lleQSLkMxgsnOTFNg3nTY6SPtJAY6A8khnjSCaB/orAtXLqAvdFMxtb733eRmuSyziIiIlORkhOZmg5lyvJGFy6kbzBVUCvDz55eQbXbTefBfYHFkNKk+BNa/fpLGXJd5oTDPPjVLwYdjoiISMlRciJTjud53LZrJ9/au5vmSy+jq69wJsPHoiGaaw0GDu3GTQU3DyYz76RwkpOEF+ItLRt4S8sGEl4osDjqGqbR1VwPwEzbpm3XrsBiERERKUVKTmTK2bNnF7u7OnhiaJBFay9gYKhwJsPPm1lFZOAwvYdbA40jlfZwCqg3ycegJTWNltQ0/IBXYbnwmnW0OmkqQiGe/eq/BRqLiIhIqVFyIlPOxo2ZUrDnnLMKxzMKZr5JXU0ZjdE4Xft24fvB9lr4+MSTDgQcRyEKhUM0rD+H53q7+cYzT/LEE48FHZKIiEjJUHIiU07i0T9xVeMsLly+gsFEmqECSE5CpsH8GTGcIy3E+3qCDgeARMopqKFdhWTJyiXsnT+D9mSSf/mXz5BIFM7QQBERkWKm5ESmFN/3sfp6uXHeAlbNm09nT7wgqlLNaayiKt1J54GWoEM5JpV2SbuFM7Sr0Lxrw+XMqJvGvn0t/OAbXwk6HBERkZKg5ESmlIObNzEtFCbteZxx2avoHQi+HGxVeYQ5VS79+3fipgtn/ksq7ZFOuwW1GGMhqaoo46Nvfh03zVvIum3befGBPwYdkoiISNFTciJTyq777wPgkAHhihoGhoId0mUYsGBWBXQfoO9oe6CxjOb5PomUg2EqORnLK1YvY8nMGYRNk6M//B7J+FDQIYmIiBQ1JScypaR37gDAmzuPwYTDQDzYnoqmhiqm+T10tuwMNI6xxJMOXgGsd2LgMys8wKzwAEZBDMTLMAyDlW+4lAHXoSkU5sH/+9mgQxIRESlqSk5kynBSKRqzq3rPW7+eo91DgRajqiyPMLfWY2D/DtIFOqE6lfZwXI+Aq/dSZrr8ctFd/HLRXZSZbrDBjFLfWM/AkiYA5rUeYuvDDwQckYiISPFSciJTxvYHH6AiFGLAdThj/Svp6Q9uvolpGCyeVYHZfYDe9rbA4jiZVNol7Xiad3IS5736AvbiEjZMjn7vDgZ7uoMOSUREpCgpOZEpY8+zT+F4Hu2xMhw/RH+Aiy82z6yi1u3i6N4dgcVwKnwfhhIOppKTl2WaJudc/0r6HIfZ4QgPfvoTQYckIiJSlJScyJTxS3sbNz7/DKlXvIK+wWRgiy9Oq47RXJWmd992nGTw1cJOJp50cAOed5L0Qrxz39W8c9/VJL1QoLGMpW5GHf6aM+h30vzq+ee4//7fBx2SiIhI0VFyIlNCZ2cHmzc/T9LzuOS1V9PeFQ8kjkjYZHFjDLd9D/0dRwOJ4XQlUw5pN9ihXR4G25MNbE824AU9AeZlrLz4HB6bVc1TPd185jOfpLX1UNAhiYiIFBUlJzIlPPLA/fi+z1lnLad2eiO9A/mfgG4Ai5uqKY8fpmPf7ryff7zSjkcy5aqk8Cl6x7Wv5uxF8+nr6+WzH76ZxOBg0CGJiIgUDSUnMiVU/eE+vrBsOW847wIG4ulAFl+c01hFQ6iPjl1b8dzCqjj1cnzIDIErnAq+BS0cDvH5d9/AhTNnclMkyh8//hH8IMvCiYiIFBElJ1Ly+juOMsdxWFRZxdr162nvGsJ18/thsa6mjHk1Dv0tW0kODuT13LmQyA7tKuARVQVl9vQ6bnztpVSGwiwZHOTBW74cdEgiIiJFQcmJlLyNP/sJYdPksJNm3rkX0NWb3/km5bEwixsjOId30XeksFaBP1WJlEsq7apq12lYtW41++rKAZi5eTOb7v1twBGJiIgUPiUnUvJSz28EYGjBQgbiDt19+ZtvEg6ZLJlTSax3Px379uTtvLnm+z798TQoOTkt6990BXtwiJgmqZ/dSUv2WhQREZETU3IiJa191w6as2VwV9xwA+1dg6QdLy/nNgxY0lxNTfIw7Tu34Xv5Oe9kiSfSgQ7tmhZKMC2U/0IGE2GaJhe89SoOO2lqw2EOfu1LdBw4EHRYIiIiBUvJiZS0F352J6ZhsN/zmLVsBUe78zeka1FTDQ10cXTHFtx0cAs+5koi5ZJMuZhG/t82yk2H3y7+Ob9d/HPKTSfv55+IiqoKFl1/Gd1OmsZwhHs/+X+Ix4eCDktERKQgKTmRkuW5LpW7dgJgrlxJ72Aqb0O65s2qZna0n66dL5AaKo1Ssr7v0z+YUtGucZgxu4HaK9bycHcntzz/LP/4j+8nWQQLcIqIiOSbkhMpWU8//STf3rOLp/t6uegdN9F6dBDHnfyhVXNmVDKvIk7v7hcY6u2Z9PPl01AiTcpxA12QsVgttBaw+k2XE4lFeeKJx/jwh/4XqUQwi4GKiIgUKiUnUrJ+9vM72djbw4E1azAqajnaPflDaZoaKllQk6Z/7wsMdHZM+vnyLZl2GUo4eV+QMemFeP+B1/D+A68h6YXyeu5cWrF4Pl/5X2+jLBZlYUsLD9z8fpJDGuIlIiIyTMmJlKT9+/fx0EN/BODNb34LR3qGJn3hxaaGShbWphnc+0LRlgw+Ff2DKVwvv4O7PAw2xmexMT4Lr8gXW1lz5kK+/LY38poZM1nkuNz3P99Df1dX0GGJiIgUBCUnUpI2feWL3DB7Dq++ZD3N8xfTemRyFz5sbqxiYW2Kwb0v0NveNqnnCtpQIk0i6WCaevsYr7XnL6d/5QJSnsdiH+55+zvpOnQw6LBEREQCp08XUnIObd3CGf39vGH2HN5x3V/T1ZeYtCFdhgELZlezoCpO/65NJZ+YAHi+T+9AEk9T4ydk9StW41y4lEHXpdkw2fTRj9CySeugiIjI1KbkRErOlm/dSsgwaMHnrCuuZN/hvkkZhhQKGSxprmVurI8eeyP9HUdyfo5CNRBPk0i6mHmee1Jqlq1ZRsWrz6XbSTMzHKbza1/m6V/8LOiwREREAqPkRErK1j/+gYXxBJ7vM/et/4OO3gTtnbkv5VseC3P2vBoa/SMc3fosgz1Ta86A43r0DiTVd5IDi5YtYPFbXk2bm6bSDHHrN77K9773HbwiX7RTRERkPJScSMlwHYf2n/wQgD3lZSx91RW0tPblfEX4+toyls8tp3pgH+0vPktycHLnsxSq/qEUcfWe5MTM5pmce9MGHi432NTbwy23fJn3ve8m2ttagw5NREQkr5ScSMl46ItfYI5hEndd1v7jhzjcNURbR+4Sh5BpsGB2DcsafIzWrbRt34yTKv6V38fLcT26+xPkq3BXmZGmzEjn52QBiJXHeNvbNvDxG99IeVmMfRufY/fHPsyfv387vq8+KhERmRrCQQcgkgu7d+6gbNtWiEbpXLmSZQvP4Kmth3M216SmMsrCmeXUpDvo3rGdwa7OnBy32PUPpqiuiFJTGcWbxAUuy02HPy65c9KOXygMw+D1l6zhnMVz2fiz+2mIRODRR/nd44+x4gMfpPmss4MOUUREZFKp50SK3sDAAB/88Af4521beMqAyz/4EVra+ujonvjq25GwyYLZNSyfHaKieydtW55WYjKC5/t09sZJpt28L8xYyhbMmsHV776OvdUxXN9nsevR/aUv8LtPf4LBnu6gwxMREZk0Sk6kqCWTST760X+kpWUvkfp6Nnz5a7T3JNh9sGdCxzUMmDm9knMWVDE3dJT+HU9zeMdW3Ck8jGss8aRDd18C34ciXx+xoMTKYlz2ltdivGoVB9w0MTPEooMHefHmf+C+r36JdFrXooiIlB4lJ1K0UvE4D37gf+Jv3UpZWRlf+9o3CJVVs72lk2TKHdcxDQMa6spZubCWJTVDcHATrZufYqCzI8fRl5ae/iS9g6lJW5gx6Zl86NCr+NChV5H0ptbb1kJrARe/9zoOL5pFl+MwLRzm4d/9hmuuuYIf/OAO+vv7gw5RREQkZzTnRIpSV2srD7zvH1jkw3sWLCLxtrez2FrO5p0ddPUmTvt4IdOgYVo5s6dFqPIHSB/ZSXvrAZxkchKiLz2e79PRPUQ4ZFBdkfv5Jx4mjw82H/seplaZXdM0ueA1F5C6dBVP3PcUz+3dwZHOLr761S/y/J0/5orlK1l87fVYr1gXdKgiIiITouREis7me35Lz50/Zl4oTNx1SV51NWsuvZwX93Zy8Mjp3UWuLI8wvbaMxiood/pJHt7PkfZW0onTT3CmurTrcaRrCMMwqCqPTOoE+akqGoux/nXruPC1F3H/8zY/+t3DXFU5jQU9PfD9O3jojm+TtpaydMO1zNXkeRERKUJFkZxYlmUCnwJuAuqAR4H32ba9K9DAJK869rXwzNe/yoKeHhpCYTodh4Z3vQvrgnW8sLuTfW29p3ScsliYuuoY06vC1ISTmEPtDLYcou3oEVyndEvV5kMy7dLeOYhfX5HpQfE8tFJj7kUjYa4+72yuXLOUzU++SMuWPTS7Pk2hEOzaSfwrX+Rh12Vw3jxmX3s9y5cvJxKJBh22iIjISRVFcgL8M/Ae4EbgEPBvwL2WZZ1t27ZmhZa43bt3cdcvf87FW7awKBoFw2BPZQXrP/0ZUrFaNm5vp71raMyfD5kGVdlyt3UVJpWhFKFUL6mjbfR0dRDvO7WkRk5NMu1yuGOQ9DSP2qoYIRO8fC2GMsWEQiFWX7wSLl5Jd1cvLzy6mfDBI8w2QswOhXhyywt8/O5fUlZWxjkrV3PtnGbqrWUsvOBCGhcuCjp8ERGRv1DwyYllWVHgg8BHbNu+J7vtBqAVuA74aYDhySQY7O5i56N/4vATj/GjPTvZsm0rAEbzPM5tnEnd66/lmjfewK4D3ezafZjB+PHeDoNMz0hFWYSK8jDVMYPqqEfETUD8MInDR+nt6SHR36uF7SZR2vVo7xoinnSorymjLBoGfHwlKZOmrr6W9Rsyc066O/vY9sw2jkZ86jun0dXTw75NG1ns+XDgAD3338d+16E7HCFdW0t05iyqly2jefW5NDY2qpdFREQCU/DJCbAKqAYeGN5g23aPZVnPAetRclJUUvEh+gcGGBgapK+vn76WPSS2byPd0QF9fVQl4jSYISoMg0UABw8SCoW49NJXccl117PqgnV09iV5zj5KV88gZdEwtVUxyiIhKqI+FWGfMGlCbgJvqI/00W7iA/10DfRpcnue+b5P70CSoUSa6soYtZVRYpEQpmng+0pUJlPd9BouvvICLgbe58O+zl5efGEXe3cfoiqRZnooRE0oTI3vQ08P9PTw8wf+wC/aDgGwtHEm75kzl1QkgldWDpWVGFVVRKuqiNbUUDZ3LpXN86moqCAaiVIWMimrqiZaVjZpFdtERGRqKIbkpDn7eGDU9lZg3ngPGg7n9g/oYy/u4+FvfotZyQGGB9kbxz57Zb75baSeZHYhiFXuAIu9xLHx+Maogfm/MasZMkKZfb0hLO/4B+vR+95DJb1GCB+flX6SFX7yeAyj4rzHL6eTEOCznBRrSGX3OX7M4Z+5x41yOLvvWYbDhUZ61PH84/umQ+xPu3humhWGw1+VhwnhEzYyF1kYg6hpEDNNvrBzO8/19gDwyukzeO/CxccPGcpckp1ph/2RShb91T9wxtpriVRP5/dpl3sfd8EvxzTK8L1qDN/Ddx18N43nOLiug+d4eI6J79cANcj4GAYYjonve0yokykNxMHsNAiFTCJhk3DIxDQyK6Ib2YvIH/X/ZSTHP37l3XJ0LWGjhBIbI9MurusxsYY+ibNfA9k58n68n/C+TVS276K6r53qRD/tZTWY4aN4TopwPE5TKAyeD0NDma+jR48d6icH9/P/DrcCsLCign89ayWQqdqW8n3Svo/j+zgY3D8Q54G4gxkKMSMc4cbqKL5h4GFkH8EzDHwMNhsxnjXKMYAqfDYw+JJ2GvkutcOMsdGsAKAcn9e5vS/Zd3g/H2gJlbExUoMZMjEdl9elMqXBR7e2DxwyYzwTybxvGL7PhtTYZcQPm1GejNQee/66ZAfmGJOsjppRHhux79XJTiJjVJ3rNiI8Ep127PmVqU7K/BPv22eEeTBad+z55akuqvwTl1IfNELcH60/9vyyVDe1vnPCfZOGye+i0489X5fqod4/8Zy8NAb3xBqyzwxmzZrFLR97J7FIMXzEEJFCUwzvHBXZx9G3vRNAPeNgmgZ1dZUTCmq0W777Uy7bt4kLGmaMuc9/PPsQ/U7mD8Er5y3gvMZZY+773ecfpSO74N+65nmcO6tpzH1/uOVJDiUyq6Ff0NTM6qbmMff96bZnOTCU+YO/etZszmmeP+a+v9i1iUMDmepXy2fMZMX8hWPu+6v9W2nPJhzu9Bk0j0w4RqkMhSFWA7Ea9ldM56l0hCPhGjrKGmirXULLnHX0151x/Afas19S/Bz+8n/yafp175k5CWXKm7UWRr0FGb5PKN7NgZ7dfKFrC7WDbUxLdFDr9FPjxin3UlTg0B6tg0oH0nEqwsf/jJiGQZlhUDbyoANd9GYTmZryChbXrxzxov+Sx51tOzlwKHMfamYsxpoVq/9y16z21j20HNgHQF0kwtpzzh3zV+07vIdd+/YAUB4Kcd7q88bc98+de9m1N1NrxQQuWHvhmPs+3d3Frt07jj1fu+Z8ImP0HG3u6+U/d2w79nzVqrVUhU/8J3jHQD/f3X7PsecfXLma6dHYCfdtGRrkO1vvPfb8/cvPoams/IT7Hk4kuG3L7449//uzVrCw4sR/C7tTKW59/PfHnv+ddRZLq098s2fIcfj6E/cde74LeOC1l/K3rxn730REZCxGoY+7tyzreuAXQIVt2/ER238OxGzbfv1pHnKP63oL+/riJ9/zNGzbf4R7v/MDagd6M39Dj93oPX7H9/m6ZhwzBIbBvMEuZiQH/mKf4buDW6c1kwqFwYCmwW5mJjNJwkv7QwwwwJ7WRDIcxcBg5lAPjfEejvWvjLiDCLB72mwSkRiGYTB9qJeZQ93H9jVG3m004EDNLIaimT9ydYl+Gge7RvzGxrF4AdpqZxKvqiMUjlLlpqhLDEAkhh+JYURiEC0jVFmLOa0Rs7YBMxw5dqSRN8x9OOndY8MwCIdDOI6reSOTKJB2Nowpt8i8YWQmtruuO6kdJzk3/A/le/iJOF68Hz/ejx8fwE0M4icGIRlnKFbJYLQc33MJJYZo7NyP77kYrgueA56L77oYvkdHrIojZTX4+ESdFEu7D2bfF3wM/6WJzJFYFYcq68GHsJdmefchDN/PvJcdfzMBoCNaQUtFHYZhYLouq3sPveRXGHFYOqMV7K7K9hj4Pud3HxyzCXqiZeyoOn5D6rzuA4zVqdcXibG9uvHY83O7DxIeozekPxxja83MY89X9xwi6p24N2QoFOWF2uNZ5sreNsrdE/dwJEJhNtUev9G1vO8wlc6Ja8qkzBAbp8059vysvnaqnRPfWXANk2fqMjfFDGDO7Fl88u+vzXlPYE1NOaGQuRdQNQeRElYMPSfDw7magN0jtjcBm8Z7UMfJ7RoMy+Y1cvGtn6a7ezDnxy496ezX+ITDJnV1lXR3J9TWk0jtnB+l0c4GmSGUhTuM8ng76z16Mrwj+6h2FpGJKoaZi5uAPuCy4Q2WZU0D1gB/CiYkERERERHJtYLvObFtO2lZ1q3Av1qWdRRoAb5IpkflriBjExERERGR3Cn45CTrk2RivR0oBx4BrtQCjCIiIiIipaMokhPbtl3go9kvEREREREpQcUw50RERERERKYAJSciIiIiIlIQlJyIiIiIiEhBUHIiIiIiIiIFQcmJiIiIiIgUBCUnIiIiIiJSEJSciIiIiIhIQVByIiIiIiIiBUHJiYiIiIiIFATD9/2gY8i3uO/7ZZ6X+987FDJxXS/nx5W/pLbOD7Vzfqid80PtnB+T1c6maWAYRgIoz/nBRaRgTMXkpAeIAW0BxyEiIiKnbjaQBKYFHIeITKKpmJyIiIiIiEgB0pwTEREREREpCEpORERERESkICg5ERERERGRgqDkRERERERECoKSExERERERKQhKTkREREREpCAoORERERERkYKg5ERERERERAqCkhMRERERESkISk5ERERERKQgKDkREREREZGCoOREREREREQKQjjoAEqBZVkm8CngJqAOeBR4n23buwINrMRYljUfaDnBS39v2/bteQ6nJFmW9Qng1bZtXzZi2yrgFmAt0Al83bbtLwUSYIkYo52/B7x91K6HbNtuzmNoRc+yrHrg/wJ/BdQAm4GP2bb9aPb1Veh6nrBTaGddzyIyLuo5yY1/Bt4D/D1wEeAD91qWFQ00qtKzEkgATcDsEV8/DjKoUmFZ1s3AZ0Ztmw78AdhB5sPcp4DPWpZ1Y94DLBEnaueslWQ+7I28tlfnL7KS8VPgQuBvgPOA54D7LMtaqus5p8Zs5+zrup5FZFzUczJB2QTkg8BHbNu+J7vtBqAVuI7MG7jkxgrAtm27LehASollWXOA24F1gD3q5XcBSeC9tm07wDbLspYAHwW+l9dAi9zLtbNlWSHgLOCztm0fDiC8kmBZ1hnAFcAltm0/lt32AeAq4G+BOLqeJ+xk7WxZ1v+HrmcRGSf1nEzcKqAaeGB4g23bPWTuIq0PJqSStRLYGnQQJWgN0E2mfZ8c9do64JHsB7lhDwCWZVmNeYqvVLxcOy8BytD1PVEdwDXAs8MbbNv2AQOoR9dzrpysnXU9i8i4qedk4obHzx4Ytb0VmJfnWErdCqDNsqw/AWcCO8ncmft9sGEVN9u2fw38GsCyrNEvNwMvjNrWmn2cBxyZ1OBKyEnaeQWZ4aA3W5Z1FeAB9wCfsG27N59xFrPsjaF7Rm6zLOuNwGLg98Dn0fU8YafQzrqeRWTc1HMycRXZx+So7Qkyd44kB7LD584kM/HyE8DVwNNk5vZcHmRsJa6CE1/boOs7l5aT+QDXArwO+BCZa/zubMENGQfLsi4BvgvcnU0OdT1PghO0s65nERk39ZxMXDz7GBvxPWT+0A3mP5zSZNt2yrKsaYBj2/bwh4tnLctaRuYP3x8DC660xclc2yMNf4jT9Z07nwa+mr0jDbDFsqw24HEyk41HDwOTk7As6/XAT4AngDdnN+t6zrEx2vnT6HoWkXFScjJxw8O5moDdI7Y3AZvyH07psm37RB8eXgBem+9YppADZK7lkYafH8pzLCUrO16/Z9Tm4eFHzejD3GmxLOv9ZMoF3wW8dcQNDV3POTRWO+t6FpGJUPfqxG0C+oDLhjdk7/CvAf4UTEilx7KslZZlDViW9YpRL60FXgwipiniEWBdtprUsMvJVE3T+PwcsSzrJ5ZljZ47dV72UZOKT4NlWe8FvgHcCtwwIjEBXc8583LtrOtZRCZCPScTZNt20rKsW4F/tSzrKJkxtl8kc4furiBjKzFbsl/fyv5R7CBT5vYijv/Rk9z7LvAR4A7Lsv4NOB+4mcy6PpI7PwF+ZVnWP5EpP34m8O/AT2zb3hZoZEXEsqwzydzJ/2/gX4DGEcUH4uh6zolTaGddzyIybuo5yY1PAneQWcPgz4ADXGnbdirQqEqIbdsemYmVTwH/BWwELgCusG17dPUdyZHs3eQrAYtMeexPAR+2bfsHgQZWYmzb/g3wRuB6MsNf7iBzc+OdQcZVhP4aiABvANpGfd2i6zlnTtbOup5FZNwM3/eDjkFEREREREQ9JyIiIiIiUhiUnIiIiIiISEFQciIiIiIiIgVByYmIiIiIiBQEJSciIiIiIlIQlJyIiIiIiEhBUHIiIgXJsiwj6BhEREQkv5SciEjBsSxrA/CD7PeXWZblW5Z1WbBRiYiIyGQLBx2AiMgJ/O8R3z8HXARsDSgWERERyRMlJyJS0Gzb7gOeCDoOERERmXyG7/tBxyAicoxlWQ8Bl47Y9ErgQeCVtm0/ZFnWp4G/AT4GfA44A9gOvBfwgVuAlcBu4AO2bf9xxLGXA18A1mc3/RH4oG3beybxVxIREZFTpDknIlJo3gdszH5dBNScYJ+5wFeAzwNvAuqBXwB3At8hk7yYwE8tyyoHsCzrTOAxoBF4O/BOYBHwZ8uyGifv1xEREZFTpeRERAqKbdtbgT6gz7btJ7Lfj1YBvM+27Ttt2/4V8E2gCfisbdu327Z9N/DPQANgZX/mU0AceLVt23fZtv1fZHplyoEPT+ovJSIiIqdEc05EpFg9NuL7w9nHkXNTOrOP07KPl5MZHjZkWdbwe18f8CfgikmKUURERE6DkhMRKUrZifKjDb3Mj0wHbsh+jXY0J0GJiIjIhCg5EZGpoge4H/jyCV5z8huKiIiInIiSExEpRC4QyvExHwbOAp63bduBY6vQ/wjYBTyf4/OJiIjIaVJyIiKFqAe4yLKsVwG1OTrmZ4DHgd9YlvUtIAG8G7gW+OscnUNEREQmQNW6RKQQ3QqkgXvJVNOaMNu2NwPryKyF8kMypYdnA9fatn1XLs4hIiIiE6NFGEVEREREpCCo50RERERERAqCkhMRERERESkISk5ERERERKQgKDkREREREZGCoOREREREREQKgpITEREREREpCEpORERERESkICg5ERERERGRgqDkRERERERECoKSExERERERKQhKTkREREREpCAoORERERERkYLw/wPv+HrT2eSVRAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Enforce a manual peak position at around 11 time units\n", "peaks = chrom.fit_peaks(known_peaks=[12])\n", "chrom.show()\n", "score = chrom.assess_fit()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that even though we provided a guess of ≈ 12 time units for the position of the second peak, the algorithm did not force the peak to be exactly there. If `enforced_locations` are \n", "provided, these are used as initial guesses when performing the fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This approach can also be used if there is a shallow, isolated peak that is not\n", "automatically detected." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 441.84it/s]\n", "Deconvolving mixture: 100%|██████████| 1/1 [00:00<00:00, 7.30it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "-------------------Chromatogram Reconstruction Report Card----------------------\n", "\n", "Reconstruction of Peaks\n", "=======================\n", "\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 3.530 - 16.460) R-Score = 1.0000\u001b[0m\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 3.520) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", "\u001b[1m\u001b[41m\u001b[30mF, Failed: Interpeak Window 2 (t: 16.470 - 79.990) R-Score = 10^-2 & Fano Ratio = 0.0382\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture and has an appreciable Fano\n", "factor compared to peak region(s). This suggests you have missed a peak in this\n", "region. Consider adding manual peak positioning by passing `known_peaks`\n", "to `fit_peaks()`.\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load and fit a sample with a shallow peak\n", "df = load_chromatogram('data/example_shallow.csv', cols=['time', 'signal'])\n", "chrom = Chromatogram(df)\n", "peaks = chrom.fit_peaks(prominence=0.5) # Prominence is to exclude shallow peak\n", "chrom.show()\n", "score = chrom.assess_fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the second peak is broad, you can provide an estimate of the width of the peak at the half maximum value \n", "to provide a better initial guess." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 13.19it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "-------------------Chromatogram Reconstruction Report Card----------------------\n", "\n", "Reconstruction of Peaks\n", "=======================\n", "\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Peak Window 1 (t: 3.530 - 16.460) R-Score = 1.0000\u001b[0m\n", "\u001b[1m\u001b[41m\u001b[30mF, Failed: Peak Window 2 (t: 45.000 - 54.990) R-Score = 1.1050\u001b[0m\n", "Peak mixture poorly reconstructs signal. You many need to adjust parameter bounds\n", "or add manual peak positions (if you have a shouldered pair, for example). If\n", "you have a very noisy signal, you may need to increase the reconstruction\n", "tolerance `rtol`.\n", "\n", "Signal Reconstruction of Interpeak Windows\n", "==========================================\n", " \n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 1 (t: 0.000 - 3.520) R-Score = 1.0000 & Fano Ratio = 0\u001b[0m\n", "\u001b[1m\u001b[41m\u001b[30mF, Failed: Interpeak Window 2 (t: 16.470 - 44.990) R-Score = 1.0151 & Fano Ratio = 0.0160\u001b[0m\n", "Interpeak window 2 is not well reconstructed by mixture and has an appreciable Fano\n", "factor compared to peak region(s). This suggests you have missed a peak in this\n", "region. Consider adding manual peak positioning by passing `known_peaks`\n", "to `fit_peaks()`.\n", "\u001b[1m\u001b[42m\u001b[30mA+, Success: Interpeak Window 3 (t: 55.000 - 79.990) R-Score = 1.0119 & Fano Ratio = 0.0158\u001b[0m\n", "\n", "--------------------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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AnsOubepwGkSwf4bBXj8guOuoA9A9VoFGFKHVitAG6VTCwfwZAqwfEVFtmjQ5kSTpdni6bvWsYRcrAMNxr/mSEr/nAhZFAVFRDTOldHi4qUHKbWrfTn8R7XJyYM3MhOaKoQiPimzqkBpMsH6GPsFePyB46/jFrb5HwVm/6oL1M/Rh/YiITq6pW07uARAPYL8kSdVff1uSpCcB5ABoddwxvue5/p5UUVSUl/u1gGmNNBoR4eEmlJdb4XYH39z17r1pgCDCpNHgj42foc91I5o6pIAL9s8w2OsHBH8dg71+QPDXkfXzX3i4iS0yRM1AUycnt+HEW4BpAJ4D8D6AkQAelCRJI8uy27t9CABZluWC0zlxQy1+5XYrQbmwVpSiAhrP40I5NSjr6BOsn6FPsNcPCP46Bnv9gOCvI+tHRHRyTXoLQpblXFmW06t/eTcVyLKcA2AZgHAASyVJ6iZJ0l0AHgUwo2kibp5K8/MRqvFkJs+m7sbfblctRxBRoNlcwLANJvxnmWe1eCIinwED+vdbt+69mLru/8MP34WPGHFVj0suuaDvq69OT2rI2Opi3rzZra6//sqauvj7pT7vyYED+/SffPJRVCDPT/5r6paTU5JluUCSpCsAzINn5fg8AE/KsryyaSNrXg6m7IIWQJnTCbmyAm0On1ajFRH5QQWQVyUefRKkA+KJqP42bPjsn/DwCHfte3osXvxWUnx8gv311xfsDQ0Nq/NxZ5P6vCcvvvhsu7i4OMfw4SNKGjouqt0Zl5zIsiwc9/xPABc2UTgEoEgQ8fw/22EQPRdGhwsON3FERERE5BMfn1Cv9tSqqirN+edfWNqmTTtHQ8XU1Or3nqi83XMGOeOSEzrzFJeWoNjpQFx4BK6LikaM1drUIREREZHXgAH9+40fPyH7pptuKZo8+cl2iqIIUVHRzu+//y7GbreJvXr1KX/66edy4uMTXAMG9O8HAB98sLblBx+sbfnuu+t3tm7d1rF48VvxmzZ9FldWVqpNSGhpv+mmkYdGjLixGAB+/fXnsKeeeqzzHXfcc2DDhg9axsa2sE+b9mrm7bf/r8fIkbcf/PzzT+L0ep2yYsV7ewRBwOzZryb98cfWSJfLJSQnd7A89NC4A3369D0yE9Hatati1617L6GkpFjfu/c5ZXFx8adMku6//w6pe/deFSUlxbpffvkpWqfTKddcc33B0KHDil955aV2mZnpIQkJrWxPPfVM9jnn9LNUf08uv/zK0jvu+F/3du3aW+bNezsdAH766YewyZOf7Pz0089lfPTRuviUlD2hKSl7Qq+//sqwjRu/3Hn99Vf2vPTSoUXjxj1+sHoMcXHx9unT/y/7ZO/HO++8l5Kff0g3Z87/td6xY3u4RiOqnTt3qRo/fsL+Dh06Hr8sBp0Cp72gWhUXFwMAOrRtj1uT2mBISBgUhQMdiYgoOLmtVrGmL8VuFxpj39OxdesvUeXl5drXX18gP/fcSxkpKXvC5s+fmwh4ujtFR0c7r712RP6GDZ/9k5jY2jFnzszEzz//JO7hh8fvW7p09Z4RI27Mf/PNuW1XrVrRonq5v/++NXLBgiUpkyY9m63RiCoA/PDDd9Fz5syXX3jh5YyIiAj3o48+1OngwVzDtGkz0xcsWJLapUvXqkcffajLzp3/mADgk08+inr77fltRoy4MX/x4nd2d+3avWrTps/iaqvTxo3rE+Li4h1Llqzafc011xWsXbuq1cSJj3W6+eZRh958c3GKXq9TZs9+te3xx0VGRrqffHJy1t9/b4v4+OMPo4uLizQzZ05PHjJkaOFVV11bOnPm3PROnTpXXXjhf0qWLFmVUp/3ufr7YbPZxEceeUBSFDfmzHlTnjPnTTk8PML10EP3dj14MFdXn3KbO7acUK1M2Zm4PakNdHGtgLIi6EQRlUVFCG/RovaDiYiIzjIZj4w5p6Ztps5SWeunnvZN4IPMx8f1Vp3Ok97sNbRLrmw75XnZ9zxr4hM9FYvlpNde+laJlnZTp9fr4rjGGE0m9/PPT8vR6XRq585dbFu3/lK0bdufEYCnu5MoiqrJZFLi4xNcVVVV4qefboyfMOHprMsuu6IMAJKT29vz8g4aNmx4L+H22+860pf75ptHHfK1Auzbl60HgKuvHn5YkrraAODnn38MS0uTQzZu3PRPbGwLFwA8/vjE3D17doe+997q+J49e2d/+OEH8RddNKDk9tvvPgwAHTt2OpSSsjskOzvTfKo6tW7dxvrww+PzAODuu0fnr127utXAgZcUDx06rAwAhg4dVrR48dutT3bswIGDKoYNu7bg7bfnt/7uu6+jQ0JC3BMnTtkHAFFR0W6tVqvq9XrFF3NdVX8/3n9/TWxFRbn2lVdmZ+l0OhUApk6dkX3DDVf3XL/+/RbVW2Ho1JicUK3Ci4rRN6EVdhoMcCgK9KKIisP5TE6IiIjOQPHxCXbfBTIAhISEul0u10lbZvbuTTU6nU7htddeaTd79qvtfK+73YrgcjkFq9V65Lh27ZJP6J7Upk1bm+9xauoeMwDcfPP1x8y85XK5BKfTIQDA/v37TJdcMqS4+vZu3XpU1pactGqVdOQ8ZrNZAYDExMQj8ej1BsXlctbY+vT4408d2L79z4jt2/+KeOutZXtMJpNa0751Vf392LtXNlutVs2VV17Sp/o+TqdT3L8/x3jCwVQjJidUK43d+7sXEg6LNzmpKips2qCImhkBQPsIxbMIHYduEjWoDm+89XdN2wRRPOaitv3sef/Udd/kV1/bWdd9T0f1xOSokxevKIoAAM8883xm+/YdbcdvNxgMRw40Go0n9Ok2Go1HtiuKIphMJvfChStOaAHS6/UKAAiCAPW4ULRaba1112o1J+wjCHUfnZCff0hXWlqi02g06tatW8J79uxVywDaY0/ncrlP+Mtb/f1QFAUtW7ayvfLK7PTj9wsJCQnKGdEaCsecUK30Lk8rpxAaAav3L4qluKgpQyJqdoxa4MPrrPj2dsDE20pEDUpjMik1fYnVLtYbct/G0rFjZ5tGo1Hz8g7q27fvYPd9/fTT9xGrVi2LF8W6Xyp26NDJarVaNQ6HXahe1ooVSxI2b/4mEgDatm1n2bXrn9Dqx8lySkhga3UsRVEwdeqU5LZtky0PPTRu37vvvpO4a9fOaouAC8d+ThqtWllZpal+fEFBvv5U52jfvoO1sLBQHx4e7vbVu02btvb58+cm/vHH1rBA1ymYMTmhWum9CYlgDoPNe5fCWsKpwImIiM52ERER7ssvv/LwqlXLEz/88IPo7Ows/fr178esWLE0KSoqul5jMAYPHlLWtm076/PPP9Nhy5afwjIzMwwzZ05P+v77b2OTkzvYAGDkyDsO/fHHb1GLF78Vn5GRbli5cmnc779vbdAFEBctWpCQlZVlnjz5heybb761sGvX7hXTpj2XbPdOQmAymZSCgnxDbu4BHQB07dqtcsuWH6O3bv0lND09zTB16rNtrVaL5lTnGD78huLQ0BD3xImPddi27Y+QtDTZ+OyzE5N37NgW0amTxGlO64HJCdXK4GvINIfBLnp+N+1lZU0XEBEREQXMpEnP7r/uuhvy33lneeJdd43ssWbNypa33HLrwUceqd8gbo1Gg3nz3t7bqVPnqunTn29/3323d/v33x1hU6a8mDFw4KAKALjssqFlTz31TObXX2+Kvffe27tv2fJT5PDhI/IbpmbAzp3/mt57b3Wr22+/K7d9+w52AHj66WdzCgsPG+bMmZkIAMOH33B4//59xnvuubW72+3G2LGP5XbuLFVOnvxUp0ceeaBLeHi466KLBp7yrmxERIT7jTcWpUZERLomTZrQacyYe7sWFOTrX355VlqXLt1O6C5HNRPU4zv+Bb9Mt1tJLi6uCmihWq2IqKgQlJRUweUKrml2d91zB/SiiNRr7sTPX62DvOM33DL6AYy6+4GmDi2ggvkzBIK/fkBw19HmAu74KgQajYh3rqyCDsFVP59g/gwB1u90REeHQKMRswC0D0R527Zt6yKKmi/j4hIr9XojLx6JGpDDYTMWFOSGKor7yn79+qWeal/2XKZTclgt0Hv7m2pCI2ENicQ+qwXFVYFN7ojo1FQAmWXi0SccFE9EREGIyQmdUqXFijH/bodZ1OChkAiYQjxjusrYrYuIiIiIAoxjTuiUqixVKHI4UCgAEDVoKagY0bIV4oqLaz2WiIiIiKg+2HJCp1RZWQEACAkJg9utIl5x45rENsiqtDRxZEREREQUbJic0ClZDuzH7Ult4AwJhaKqgMEzLbjGXa/ZBYmIiIiIasXkhE7JcegQrk1ohQNuNyoBCEeSk+CbZYaIiIiImhaTEzole4WnW5dL41nfRDR7FnXVNb8pqImalACgZYgCjShypi4iIgpaTE7olFwWz5TBTtGXnIQAAPRNFhFR82TUApv+a/WuIQG42LOSiIiCEGfrolNyedczcWs9eawmJBwAYBAECLx7S0REREQBxJYTOiXV5lk0163TQwNA60tORBGK2w3B26JCREQULAQBGkEQmuQGrqqqiqrC3RTnJjoTMDmhU3M4AACKRgcNAE14NJ5L3Q2r2433bDaYvN28iKhh2VzA6K+M0GqARZfxjzdRQxEEaBRBaGmxuZrk18xs1LpEqHlnWoIyb97sVps3fx2zceOXO+t7bHp6mmH06Lu6rVixZnebNu0cDREfBQ/+f6NTczkBAKreM8pEbzJDrqqEqqqw2qxMTogaiQpgT5GnpVJVwUHxRA1EEATRYnNpf9uVp1hsrkadmtJs1IoX9GipDTNqRVVVz6jkxF979uwyTZr0REeHw86hBFQnTE7olH436LHg96249L990AGAIAjQG0yw2yywWKoQHR3b1CESEREFnMXmUqqszqaYNz9oLuIXLJiXsH79ey0TE5NsxcVFnEuH6oTJCZ1Sid2O/TYr1JCwI68Njo2DyeVA1aF8IKltE0ZHREREAwb07zdmzCP7vvvum+isrIyQ+PgE2z33jM4dOnRYmW+fb7/9KmLFiiWtcnMPmKKioh0XXzy4eMyYR/IMBoMKAKmpe4xvvz0/MSVlT5jNZhVjYmId1147ouDuu+8rONk5V6xYErdixZKkp59+LvOKK64qPdk+27b9EfHkk89kRUREuJ966rHODVJ5CjpBk51Tw7B5B8RrdYYjrw2LicHIpDawHcprqrCIiIiomuXLFycNHjykeNGilbv79z+/7KWXnuv455+/hwDA999/Gz59+gsdhg27pnDZsjW7x49/Yt+WLT9GT578ZDIAWCwW8YknxnU2Gk3KG2+8nbp8+bu7Bwy4uGTp0rdb79z5r+n4c61evaLFypVLk6ZMmZpRU2ICAEuXrpaHDbumxu1EJ8OWEzqlbnY7klomItx9dFEFp++7dw0UIiIialqDB19WePvtdx8GgAkTJuXu2vVP2Lp1a+POPff8rNWrV7QcMmRo4a233nkYAJKT29u1Wm3OxImPd963L1tvNocow4ePKBg58vaC8PBwBQDGjn3s4IcfrktIS0s19ezZy+o7z9q1q2OXLVuU9Pzz09IvuWRIedPUloIZkxM6pXMEEQmJrfFvtRXfXN6RuE6rtabDiIiIqBH17du/ovpzSepatWPH9nAAyMrKMmdkpId8//23Mb7tqur5np6eZrz00svLR426o+Czzz6OzshIM+fmHjDk5GSZAcDtVo5Mv1FSUqJ76615bTUajZqU1MbeGPWi5ofJCZ2S1vvHSzAcbdV1ead+dzE5IWpUUQYVgshpuojoRFqt7z+2h6qqEEWN6nmsCNdff+Oh4cNHFB1/XHx8grOgIF87evRdXcPCwl0XXHBRab9+55X36tW76uabr+9VfV9BEDF16stpy5YtajV9+gvJS5euShVFjhCgwOJPFJ2SL3s9Jjnx/iFy25icEDUWkxb4/mYL/h4NmHRNHQ0RnWn27Nl1zNz+qal7Qjt06GABgKSkNtb9+3OM7dt3sPu+8vPzdPPmvZZUWVkhfvrpxpjKygrtsmWrUx9+eHzesGFXl5aVlXovAY7mPJGREc5BgwaXT5o0JTszM928fPni+EasIjUTTE7olPSC5y6taDQfec3tS07sbNElIiI6E3z66cb4jRs3RKenpxlefXV6Uk5OtmnkyDvyAeCWW2499Mcfv0XNmze7VXp6mmHLlp/CZs58ObmqqlIbH5/gio9PcNjtdvGzzz6OOnBgn/7HHzeHv/jilPYA4HA4TrhW7Nq1u23EiJsOrVmzslVGRrrh+O1Ep4PduqhGqqpC7+1CIhiP3pBxi1pAcUCxMTkhIqLgZDZqG/0G7umcc+jQYYfXr38vfu7cWaa2bdtaZsyYlda9ew8rAFx99fASVVUz165d1fLDDz9IMJtD3P37n1f62GNPHfBtT01NObR48Vut33hjthgb28JxxRVXFW7d+ktkSsruEACHjz/fmDGP5P3yy09R06e/0G7Jkndkdu+iQGFyQjVy2KzQeseXiKaQIw27O4xh+Gj7T7isR/emC46ombG5gPHfGaHTAnMH8Y83UUNRVVUxG7WuC3q01KIJepiYjVqXqqr1XvwxObmD9amnJh+oafs111xXcs0115WcbJsgCJgwYVLuhAmTcqu/fu+9D+T7Ho8b9/jBceMeP+h7bjAY1HXrPtldl9guumhgxZYtf22ry75E/P9GNbKWH1m7CaIxDG7v4wpjCFIqK9BfcZ/8QCIKOBXAtnyN57EKgOPiiRqEqsItQs0La4KWE8/5VUVVwX+w1GwxOaEa2dwKntz9L0w6He7Q6QG350aOTu/pXmrjbF1ERBSEVBVuVVWZIBA1ASYnVCObw44cqwWhmjAoytHZOuJUFVe0iEd0SWnTBUdEREQAAHaZomDC5IRqZLPZAABGo8mTnHi7kbRyO3BD22RkVXGFeCIiIiIKHCYnVCNbfj5GtGwFhIZBUVWI3mmFVZ0eACC42OJNRERERIHD5IRq5CzIx8jENshzu3DM9B56IwBAo9R7MhEiIiIiohoxOaEaOa0WAIBLOG7CEu+AeE39ZzokotNg1KoQOE0XEREFMSYnVCOXxTMbl1s49mJIMHhbTlT1hGOIqGGYtMBvoyyIigpBSQngcjV1RERERIHH5TypRi7vVMFuUXPM64LeBADQMTchIiIiogBiywnVyOWdrcutOTY5EQ2e5ETL3iVERBSEBAEaQTi+T3Pj4CKM1NwxOaEaqQ47gBNbTtwRMZiRlgpVp8NKwbtaNRE1KLsbePRHA3Q64JX/AJraDyEiPwgCNCbR2VJ1WJrkGknQm11WRZd3piUo8+bNbrV589cxGzd+ubOux6xbtzZmw4YP4gsKCgxRUVHOoUOvLLzvvjGHNBr+BaOaMTmhGqkOBwBA0WiOGYKrMYfh77JSiKIIVVUBDtAlanCKCmzJ9fzJVi4ENPy1I2oQgiCIqsOirZR/VxS7tVFnfhENJjFUOl8r6CLFs32F+o0bN0S/+ebrbR988JF9559/YcXu3TvN8+a91tbhcAqPPPJYXlPHR2cuJidUo8zwcCz/cTP6DLoSXau9rvPO1qUoCpxOF3Q6XdMESERE1EAUu1Vx26qaYlrKoBgP/MknH7UYNOjSoltuubUQAJKT29tzcrKNX331RSyTEzoVJidUo3JVgVxZAclkPuZ1nU6PQTEtoBdFWCvKoIuObaIIiYiIaMCA/v3GjHlk33fffROdlZUREh+fYLvnntG5Q4cOK/Pt8+23X0WsWLGkVW7uAVNUVLTj4osHF48Z80iewWBQASA1dY/x7bfnJ6ak7Amz2axiTEys49prRxTcffd9BSc754oVS+JWrFiS9PTTz2VeccVVpcdvf/DBsQeio2NOmFewqqqS1550SkGRnVPDsNs9Y058LSU+Gq0OD7RNxv1tk2EpKmqK0IiIiKia5csXJw0ePKR40aKVu/v3P7/spZee6/jnn7+HAMD3338bPn36Cx2GDbumcNmyNbvHj39i35YtP0ZPnvxkMgBYLBbxiSfGdTYaTcobb7ydunz5u7sHDLi4ZOnSt1vv3Pmv6fhzrV69osXKlUuTpkyZmnGyxAQAzjvvgqqOHTvZfc9LS0s1mzZ91qJ373PKG+gtoCDB7JVq1KK8HMPiEhB9kgUVnKoKLY4u1EhERERNZ/Dgywpvv/3uwwAwYcKk3F27/glbt25t3Lnnnp+1evWKlkOGDC289dY7DwOeLlZarTZn4sTHO+/bl603m0OU4cNHFIwceXtBeHi4AgBjxz528MMP1yWkpaWaevbsZfWdZ+3a1bHLli1Kev75aemXXDKkTolGZWWlOGHCuI5Op0McN+6J/Q1RfwoeTE6oRh0sFlzWph3+sdtO2OZQVZgAOCzWEw8kIiKiRtW3b/+K6s8lqWvVjh3bwwEgKyvLnJGRHvL999/G+Lb7ZtpMT08zXnrp5eWjRt1R8NlnH0dnZKSZc3MPGHJysswA4HYrR6bfKCkp0b311ry2Go1GTUpqY0cd5Ocf0k6YMK5Tfv4hwyuvzN7brl2y4/RrS8GMyQnVzO0dB3iSAe8u7181tpwQERE1Pa1We8zE/qqqQhQ1quexIlx//Y2Hhg8fcUJf7Pj4BGdBQb529Oi7uoaFhbsuuOCi0n79zivv1at31c03X9+r+r6CIGLq1JfTli1b1Gr69BeSly5dlSqKNY8QSEuTjRMmjO/kdruFuXMXyN269eAdTaoVx5xQjUTFm5xoT0xOnL7vTE6IGoVJC+y4owo54wETJ8gjouPs2bMrpPrz1NQ9oR06dLAAQFJSG+v+/TnG9u072H1f+fl5unnzXkuqrKwQP/10Y0xlZYV22bLVqQ8/PD5v2LCrS8vKSr03sI/mPJGREc5BgwaXT5o0JTszM928fPni+JriycnJ1j/66MOdjUaj8vbby1KYmFBd1bvlRJIkLYBLAAwBkAwgAkAhgBwAmwD8Kssyl+ULAqKiAKII6AwnbPONQnHaTuzyRUREdLYTDaZGv4F7Ouf89NON8W3bJtt69OhVtWHDBy1ycrJNEyc+mw0At9xy66FXXnmp/bx5s1tdddW1RYcO5elfe+2VdrGxsY74+ARXfHyCw263i5999nHUueeeV5mRkW5csGBeawBwOBwnxNS1a3fbiBE3HVqzZmWrSy4ZUtqhQ8cTunhNm/Z8O5fLKT777EtpOp1Ozc8/dOSaMz4+4cTBrERedU5OJEnSAxgD4AkASQBK4ElIqgC0BnANgGcAHJQk6VUAi2RZrlN/RDozabxdt4STJieeLqguJidERBREVFVVBL3ZFSqdr0UT9DAR9GaXqqj1Xl9l6NBhh9evfy9+7txZprZt21pmzJiV1r27p7Xi6quHl6iqmrl27aqWH374QYLZHOLu3/+80scee+qAb3tqasqhxYvfav3GG7PF2NgWjiuuuKpw69ZfIlNSdocAOHz8+caMeSTvl19+ipo+/YV2S5a8I1fv3pWXd1CXkrI7DAAefPDubscfu2XLX9vqWz9qPuqUnEiSdB6AlQDcAN4C8IEsyxkn2a8ngKsAjAMwXpKk22VZ3hrAeKkRabxNuYL+xOTkS7sTZdkZuO366xs5KqLmye4GJv1igF4HPH8+oGnqgIiClKrCbVV0eYIuskm6vquKqqgq6r06fHJyB+tTT00+UNP2a665ruSaa64rOdk2QRAwYcKk3AkTJuVWf/3eex/I9z0eN+7xg+PGPX7Q99xgMKjr1n2y+2TltWzZyskEhPxV15aTVQAmybL80al2kmV5J4CdAF6VJOl/8CQ0nU8vRGoqvqF1J0tOcgQtMspK8N9TDIQjosBRVODbHM+f7GfPBTRCLQcQkd9UFW5VVeudIBDR6avrlWXP2hKT48my/AGAHvUPic4Uyw8fwvS9KXBExJywTesdJO9bqJGIiIiI6HTVqeVElmW/5qT29zg6M6SUl6OiohzDjKEnbGur0yIuOhZicWETREZEREQ+7EJFwaSuY06eq0+hsixP9S8cOpPYvYsvanX6E7adqwF6t++IfXn5J2wjIiIiIvJHXcecvHDccxWAAM8A+UIAUQD0ABwAigEwOTnLKYqCSyKi4FQUaIUTO7crogZwu6A42ThGRERERIFR125dR8amSJI0BMBaAGMBbJBl2e19/UoAS+GZapjOcvaqKtzXNhkAsFejwfETkrtFDeAGVKfzxIOJiIiIiPzgz1RL8wE8K8vyB77EBABkWf4SwBQA0wMVHDUde1XlkceC3nTCdlXjyWuZnBARERFRoNR7hXgAbQDsq2HbYQDx/odDZwp7VRUAQFFVQNTi+BnXFV9y4uIir0SNwagBto6sQmRUCGwVgJuTnBIRURDyp+XkHwCPSJKkq/6iJElGAE8B+D0QgVHTslssAACnqkA9yY+Jr+VEYHJC1CgEATDpALPO85iIiCgY+ZOcPA3gUgAZkiQtkiRpuiRJSwBkAugNjjkJCg6Lp+XEoapQVfXEHbzrnPD2LRER0dmtqqpKXLVqeQvf88mTn2x3//13SA15zgMH9uk/+eSjqNMpY92692IGDOjfr6btjVGPAQP691u37r0TF4Q7C+3bl60fMKB/v19//TmsKeOod3Iiy/KPAC6Cp4XkWgATAAwD8C2AfrIs7whkgNQ0HN6WE5cKKMqJyUl+aDRez0zDDo2msUMjapYcbuDZX/R44mvPYyKiQFm2bFH8hg3vJ/ieP/XUlP0zZ85Nb8hzvvjis+1+//3XiIY8B52d/BlzAlmWtwO4KcCx0BnEabVBC8AFz7zRx7OEhOOX4iJc4OKAeKLG4FaBTzM8LZZP9AFEdu0iogBRVfWYvygRERGNcAtE5V8xOim/khMAkCRpGIDLAbQE8AyAcwBsk2U5J0CxUROyh5jxeloqYuJb4j8n2e5bmNFhtzduYERERHSMsrIyzezZryb98cfWSJfLJSQnd7A89NC4A3369LUAgMViEV95ZWrrv/76M9JisWgSExNtt91218Fhw64pnTdvdqsPPni3JeDpovTuu+t3Llz4ZquCgnzD4sXvyL/++nPYpElPdJ4xY9be119/rU1BQYGhXbt2lilTpmZ9/fWmqM8+2xjvdruFgQMvKZo8+YX9giBAVVUsWfJ2/Ndfb4o9fLjAoNPplC5dulVOmPD0vrZt2znuv/8OKSVlT2hKyp7Q66+/Mmzjxi93OhwOYd6811r98MPmGKvVoklKamO95577Dw4adGm5r56bNn0euXLlklb5+YeMHTp0qurTp295Te+Jj9utYPr0F1r/8MN3MVqtVr388isLx417Iler9VwC//HHbyHLli1qlZGRFuJ0OsX4+AT7qFF35F133Q3FvjI+/vjD6PffX5OQl3fQGBkZ5bzmmusK7r33gRNWoT58uED78MP3S5GRUc65cxekm81m5ccfN4cvXvxWYm7uAVNcXLz9v//936F582a3e/fd9TvbtGnnuP76K3uef/5FpX//vS28rKxM99xzUzMuuOA/FStXLo374otP4woLC/WxsbGO//735kMjR95WCAC//vpz2FNPPdbZVwbg6ZI1atSNPWfOnLP3oosGVkye/GQ7RVGEqKho5/fffxdjt9vEXr36lD/99HM58fEJLgBISdltnDPn/9qkp6eFREVFOW++eVTeaf0gBki9u3VJkmSWJOlrAJ8DuAfA/+BZhHEMgG2SJHUPbIjUFGwCsL2sFDniyX9EzADOjYxCopMD4omIKHioKlDlhNhUXycb5nnqeFU8+uhDnQ4ezDVMmzYzfcGCJaldunStevTRh7rs3PmPCQDeeGN2q+zsLPMrr7yWtnLl2l39+p1b9sorL7Xfty9bf889ow9de+2I/OjoaOeGDZ/9k5jY+oTVlRVFwYIF81pPnDg5+403FqaUlZVpH374/q779uWYXn/9LfnOO+898OWXn8d9993XEQCwfPniuHXr1rYcPfqhA6tWvb/rxRdfzjh4MNc4Z87M1gAwc+bc9E6dOlddeOF/SpYsWZUCAM8+O7Hdtm1/RTz99LNZixat3HPxxZeUPPfc0x2//dZT5p9//h7y8ssvdLjoooGlixe/s/uyy64o2rDh/Za1vT9796aGlpaW6N54Y2HqE09Myv72269jZ86c3hoADh7M1U2a9Hjn5OQO1oULV6QsWrRiT6dOUtWcOf/XrqAgXwsAn3/+SdSsWTOSBw26tHjJklW777ln9IE1a1a2eu+9NbHVz1NUVKgdO3a0FBMT63j99bfSzGazsnPnv6bnnnu6Y+/e51QsWrRy92233Xlw6dKFrY+P8auvNrUYO/axfa++Ontv//7nV7766vTW77+/ptVtt911cOnSVbuvu+6G/IUL57dZuXJpXH1+NrZu/SWqvLxc+/rrC+TnnnspIyVlT9j8+XMTAU9C+8QTj0hms9m9YMHilHHjntj37rvvtKpP+Q3Fn5aTlwH0AzAEwM/wrAoPALcD+ArASwBuCEh01GTs3hYRnV5/0u3RDiue7CjhkJvJCRERBQdVBW770txFLtGENFUMXaLclauutMh1nZVvy5afwtLS5JCNGzf9ExvbwgUAjz8+MXfPnt2h7723Or5nz97ZeXkHDSaT2d22bbI9IiLCPX78hNxzzulXERER5Q4NDVVMJpMiiqLqu6N+MnfffX9uv37nVQHARRcNKP3ss4/jnnvupRyz2ax06iTZVq9emZiRkWa67LIrylq3bmOfMOHprMsvv7IMAFq3buv4/fetJT/99EMUAERFRbu1Wq2q1+uV2NgWrszMDMMvv/wcPX/+ohRfa0+HDh3zMzLSTe+/vzrhssuGlq1btzauc2epcty4xw8CQMeOneyZmRmmL7745JQX7BERkc6XXno1y2g0ql26dLMdPnw4d+HC+W0effTJXIfDIdxyy20H77vvwXzRezP27rvvz/vhh+9iMjMzjHFx8ZXr178Xf+GF/yl+4IGHD3njslssVRqj0aT4zlFeXqYdO/aBzrGxLeyvvfZGhtFoVAFg7dpV8cnJ7S1PPvnMAQDo1Kmzvbi4WLd48VvHJCjnnNO37OKLL6nwlFUufvXV5y3uvfeB/ddf/99i7zkPHzyYa3j//Xdb3nHHPQV1+8kATCaT+/nnp+XodDq1c+cutq1bfynatu3PCAD4/POPoxwOh/jiizOyIyIi3F26dLNZrZb906Y936Gu5TcUf5KTmwE8Lcvy95IkHRkNLcvyIUmSpgF4M2DRUZNRi4sxKCYWETrDyXfQe17X1PMODxER0ZlMOPlQyzNWauoeMwDcfPP1Pau/7nK5BKfTIQDAbbfddWjKlKc6XnfdFb07depc1bfvuWXDhl1TXJ+xJcnJHWy+xwaDUYmIiHSazeYjF+h6vU6x2x0iAFx++ZVl27b9GTJv3mutcnMPGA4c2G86cGC/MSoq6qQDVffs2WUGgCeeeOSYmbXcbrdgNpvdAJCTk20+55x+ZdW39+zZq7K25KRDh44WX7IAAL169alyuVxCRka6oWfPXtb//vd/Re+8sywuJyfLmJuba8zOzjQDgKK4BQDYty/HdPHFlxZXL/Pmm28trP581aoViW63Szj+XJmZ6ebju5717XtuBfDWMTEmJiYdeW/T0/ca3W63cM45/Sur79OnT9/KTz/dGH/4cEGdr93j4xPsOp3uSDwhIaFul8sleGLLMMfHt7RV/xno1+/cypOV09j8SU4iAWTXsK0EQGh9CpMkKQ7AawCuBGAC8COAJ2VZ3uPd3gfA6wD6AygCME+W5Vl+xE31oM3Lw8PJHZEuCDihfReAqDd69mvcsIiIiBqMIACrrrTIFpdfSy0EhFkLpT5rGSmKIphMJvfChStSjt+m1+sVAOjf/7yqjz7a9O/PP/8Q/uefv4d//fWm2PfeW91q2rSZaQMHDqqoy3l0Ou0xSZt4ilk5Fi1aEL927arEwYMvK+zTp2/F//43suCHHzZH/vzzD9En219VPTnO3LkLUkNCQpXq2zSao7dBjx+4r9Xqak0kRVE8Zh9F8VyLGwx6NS1NNo4dO7pLu3btLf36nVs2YMAlZdHR0c5HHnmga/Xz1/Z59OzZq/yqq4YXTp/+fIfvv/+2ePDgy8q9x0JRah/4r9cbTqijcNxJFcXztlRPNqp3AXQ6XSecp/q+R1V/qf7vZ2Pw59pyF4BbAXx9km3XerfXxycAFHimI66Cp1vYt5IkdYQnWfkGwEYADwK4AMACSZKKZFle7kfsVEeKw9OtSxFPPlWw4EtOONcGEREFEUEAQnRQat/zzNChQyer1WrVOBx2oUuXbkfuwD/33NNtO3bsZLnjjnsOz5v3WqvevftWDh06rGzo0GFlbrd7/y23jOj+/fffRg0cOKhCEISAXpR+8MG7rW655baDvq5QALBmzTsJx46nOXrOTp0kKwDk5+frL7us95HWkTlzZiYKgqg++uiEg+3bd7CkpOw+5gZ4SsquWrvfZWdnmhVFga/b1vbtf4Xp9Xqlbdtk+6xZM5LCwyOcCxcu3+vb/5tvvowAcGSNt8TE1jZZTjnmPDNmTG2dn39IP3fuggwAuPjiwSXDhl1d+v333xTPmTOzXb9+5+0KDw9X2rVLthx/7M6dO04Zc8eOnW0ajUbdvv3P0B49elp9r+/YsT0sIiLSGRkZ5dbpPElneXn5kYu0nJysGrq6nFynTp0tmzd/E1NUVKiNiYl1AcC///7dZN0Zq/PnzsA0ALdLkvQZgPvgScEGSZL0BoCHAMysa0GSJMUAyAJwvyzLf8mynAJPctISQHcAowHYAYyRZTnFm5DMATDRj7ipHhS7p72ktuREB4GrVRM1AqMG2Py/Kmy/HzCyyZKIvAYPHlLWtm076/PPP9Nhy5afwjIzMwwzZ05P+v77b2N9XbFyc3MNc+f+X5stW34K278/R//5559EFRYeNvTs2asSAEwmk1JVVaVJT08zOJ3O0/6vHhMT69i+/c9wWU4xpqXtNcyZ83+t/vjjt0in03nkutNkMikFBfmG3NwDui5dutn69u1fNm/erLZff70pIjs7S79kydvxH364LiExMdEOAKNG3XkoJyfb9Oqr05PS09MMH320PnrTps9a1ByFR1FRkf7ZZye2S03dY/zii08j3333nVbXX39jvsFgUOPi4h3FxUX6zZu/Cd+/P0e/adNnkfPmzW4LAA6Hp0vcqFG35/3665aoFSuWxGVlZRo++eSjqK+/3tRiwIBBpcef66mnJu93OBzCrFkvtwY83emysjJCZs16JTE9Pc3w5ZefR65atSIROLFlxCciIsJ92WVXFK5ZszJx48YN0ZmZGYZVq5a3+OqrL1qMGHFjviAI6NKlm9VoNCrLly9umZmZYdi69ZfQpUsXJtVU5slcc831xeHhEa7Jk59K3rVrp2nr1i2hb775+gmD9ZuCP4swfgzgNgC94Ok0J8DTLesmAA/Ksry+HmUVybI8Upbl3QAgSVI8PIs6HgCwB8BAAD/Jslx9gNZmz65SvWYsoPpRvOuXqDUssigaTAAAXQ2zeRFRYAkCEG0EYszgDQEiOkKj0WDevLf3durUuWr69Ofb33ff7d3+/XdH2JQpL2b4umxNnvxCTq9efSpeeWVq8u2339zjnXeWJd55570HRoy4qRgAhg69siQyMsp53313dP/33x3m041p8uQXsux2uzhmzL1dx49/sEt2dqbpoYfG5VRUlGv37cvWA8Dw4Tcc3r9/n/Gee27t7na78corszMvvHBAybx5r7W9665RPb7+elPsww8/mnPTTSOLAKBnz17WadNmpu3cuSPsvvvu6L5hw/vxN900stapb/v3P69Uo9GoDz98f9f58+e0vfLKawoefnj8QQC44457Ci66aGDxq69Ob3/33bd2X716Zcu77rovNza2hWPXrp0hgGf8zNixj+V8/vknLe6+e1T3lSuXJt5//5h9N954c9Hx54qNbeG6//6HDmze/G3sDz98F961a3fbs89OTf/zz98i77vv9u4rVy5tddVV1xYAgE6nr7G16umnn9t39dXDC5YtW5R4zz23dv/ss4/jHnhg7L777nswHwDCwsKUiROnZObm7jfdc8+t3efNe63NAw+M3V+f5CQkJESZN+8tWavVquPHP9hlxoyXkv/3v1GHaj+y4Qlqfeesq0aSJAlADIBSAKmyLPvdDCpJ0iIA98PTUjJcluWvJUn6F8AmWZYnVtuvG4DdAM6VZfkvP06V6XYryeXl1tr3rAeNRkR4uAnl5Va43WdNa3CNPps4Ae3zC7DbHAbNzY8D8PQvNRh0sNudsBYVoPfGBQCAzgsXQWswNmW4ARFsn+Hxgr1+QPDXMdjrBwR/HVk//4WHm6DRiFkA2geivG3btnURRc2XcXGJlXq90Vb7EUT18/ff28xarVbt2bP3kYvOjRs3RM+dO6vdt9/+vN231kpz4HDYjAUFuaGK4r6yX79+qafat97viiRJmwE8JMtyqizL8nHbegFYLctyr/qWC2AugIXwrJeyUZKkAfAsp3H8Kn++PyB+Xw2LooCoqIbpVhcebmqQchub6B0wBp0OJtOx0wkbDDoIUZFYmJ0Jp6pgkUmLsIgzoptiQATLZ1iTYK8fEJx1tLuAl372PH52oAmGIP+fFoyfYXWsH1HwS01NMS9btijpySefzurWrbs1OzvbsGrV8lb/+c+A4uaUmNRXnd4Zb6Lg679zCTxjTE7WreoaAH7Nj1xtdq7RAC4EMBaAFcDxA3x8SUmVP+cBAEVRUV5u8ffwkwq2u2HuamNOrFbP4+otJy5Fg+8KPVNtHy4qh0s5+3/Jgu0zPF6w1w8I7jpancCqfz03Acb2ssIgBlf9fIL5MwRYv9PhbTkJaJlEDemWW24tLCoq1L311httSkqKdeHh4a6BAy8pHjv2sdymju1MVtcryvsA3AHP4HcVwAJ4xppU7xPm6+j2bl1P7k1whgD4QJZlNwDIsqxIkrQHQCKA/QCOX63S9/y0PliXq2H+KbjdSoOV3ZhS9Xp8mpGGrkO6oLVybNc/RVEBCNBodXC7nLBabQgLO/vr7BMsn2FNgr1+QHDW0VVtNQLFrcClBFf9jheMn2F1rB9R8BMEAWPHPpo3duyjtY6NoaPqmpyMB7AcngRkM4CH4RmwXp0bnrEnu+tx/lbwJDP53nIhSZIOQF94phjOB/CgJEkaX/ICTzIjy7Jc5xUyqf4OqSp+LSlC27CIGvfpER4JjdsJW3kZEJfQiNERERERUTCqU3Iiy3IZPIsjQpKkwQC2AQiVZfmQ97UoAK1lWa7vGif/APgKnrVL7odnEcfJAKLgmTLYBuApAEslSZoJ4DwAj8Kz5gk1ILvdM9RHq9PXuM/DbdoiUquFPb8A6CjVuB8RERERUV3403nzHwAfAfih2mvnA9ghSdJGSZLqPAWdLMsqgJvhaTV5H8AfAKIBDJRleZ+3deQKABKA7QCeh2f1+JV+xE310MJqxfmR0Qg9RdcRl3emN6ctsDOfEREREVHz5M8o5lfgWSBxbLXXNgO4Dp51T6bCs1ZJnXhbZR7yfp1s+5/wDJCnRnS+y42bOnbGTktljfs4fd+tTE6IiIiI6PT503IyHMAEWZY/9L0gy7JDluVPATwD4H+BCo6ajqh6W0z0x0+WdpRvZUwXW06IiIiIKAD8aTkJg2dsyMnkA4j1Pxw6U2i8XbaEU4w5cXsnaGPLCVHDM2iAz2+wICLCDIMLUNy1H0NERHS28aflZDuAe2vYdjeAf/0Ph84UGt/swbqa17p0eZMTxeFohIiImjdRABJDVbQO9zwmIiIKRv4kJ9MAXC9J0l+SJE2WJOl+SZKekSTpdwA3AnghoBFSk9B4v5+y5UTwXCG5vDN7EREREfnr22+/ipDllJrvitbB/fffIU2e/GS7AIXkl3nzZre6/vore9Z1/8mTn2x3//13NNq0p6qqYv3692MOHy7QAsC6de/FDBjQv19jnb829U5OZFn+BsC18CzAOBXAQgAvwdNF7DpZlr8MaITUJHz9/QRDzX8j/lJFLM3JQkVoaOMERdSMOd3A7L90mP6z5zERUTDZvz9H/8ILkzsWFRXqmjqWYPfbb7+Ezp37f+2sVosIANdcc13xhg2f/dPUcfn4M+YEsixvArBJkiQjPFP/lsmyXBXQyKhJ6bytIoLOALWGfdI1euw+nI++Bv4dIWpoLhV4Z4+nJfNuCdCxaxcRBRFVrelqgwJNVdVj/oOYTCbVZDK5atq/sfmVnACAJEldAVwOoCWA+ZIknQPgH1mWKwIVHDWdZQdyoFVVDAwNR03XQFqt50LJzm5dREQURKqcNfcs0QhQjdqj9+1Ota8oQDX5uW99bN78Tfjy5YsTc3MPGA0Go9K3b7+yCROe2R8VFeX+9defw5566rHO7767fmebNu0cALBvX7Z+1Kgbe86cOWfvRRcNrACA5cuXxH388Yb4srJSXefOXSp79uxd8e23X8Zu3PjlTgDIyso0zJo1o3Vq6p4wk8nkvv76G/O/+OLTFiNH3p530023FAHAunVrYz74YG1CYeFhQ2xsC/tVVw0/fOed9xSIoqfaGzZ8EPPBB+8m5OfnG0JDQ10XXTSw5IknJh7Iz8/TjRp1Y08AeOqpxzr/73+j8saNe/zg3r2pxtdffy0pNXVPmNFocvfo0avi8cef2h8fn+ACALvdLsye/WrSTz/9EO1yuYQrr7zqsKKc+i0cMKB/vzFjHtn33XffRGdlZYTExyfY7rlndO7QocPKfPt8++1XEStWLGmVm3vAFBUV7bj44sHFY8Y8kmcwGFQASE3dY3z77fmJKSl7wmw2qxgTE+u49toRBXfffV/Byc65YsWSuBUrliQ9/fRzmVdccVVpbZ/ngQP7dfPnz036998d4TabTezSpWvl2LGPHujWrceRGYg+/vjD6PffX5OQl3fQGBkZ5bzmmusK7r33gfza4vP9PADAqFE39hw/fkI2ALz++qx2W7b8tQ0ASkqKNfPnz03888/fIisqKrTJyR2qRo9+KPeCCy6qBDzd1nbu3BF27rkXlH766cb4iooKbefOUuWTTz6T06lT59O+KKx3ciJJkgbA2wDuASDA071rHTwLJLaXJGmQLMsHTjcwajqqquKnw57fr4uNNXfZitGK6BYWDqGsvLFCIyIianCD1oWdU9O2vnGuskWXWdN9z4d+GNrb7hZOmnR0i3ZXvnOlRfY9v2ZjaM8Kp3DSa68OEW7L+1dbUuoba1FRoXbq1Oc63nvvA/svuWRwWV5enm7GjKnt58x5NWnq1Fdy6lLGqlXLW6xatSzxwQfH7uvb99zKr7/eFLV27arEmJgYBwBYLBbxscce6tyyZaLt9dffTq2qqtTMmTOzzeHDBUfWG1i7dlXsihVLkh56aPy+3r3PqdyzZ5f5zTdfb1NYWKB/8slnDuzevcv0xhuz2z755DNZvXv3qUpPTzPOmDG1fUREhOvBB8fmvfHGwpRHHnmg6+TJL2QMHHhJeV7eQd24cQ9KAwYMKhk//okUq9UqLlnydqsHH7yn6+rV63aHhIQoM2ZMbfPXX79HTJjwdHZiYqJ9+fLFLWU5JTQhIeGUF8jLly9OuvPOew88/fRz2R9//GHsSy891zEqKjr13HPPr/r++2/Dp09/ocN99z24/6KLBpbv25dteOONOW0OHNhnnDVrXqbFYhGfeGJc5549e1e88cbbqVqtTt24cX3s0qVvt+7f/7yKnj17HTOF6erVK1qsXLk0acqUqRmXXTa0rKaYfCoqKsSHHrqvS3x8vGPatFfTDAajunTp260effQhadmy1XuSkto4Pv/8k6hZs2Yk33bbXbmXXXZFyZ49u8xz5sxsFxIS6h4+fETxqeLr3//8ysmTX8iYPv2FDm+8sTClS5du1s8++zjad363241x4x7s7HQ6hYkTp2S1aBHnfP/9d+MmTXq889y5C1L79OlrAYC0tL0hBoPRPWPGa2kWS5U4Y8bU5FmzXm67cOGKvXX5mTsVf1pOpgC4FcB9AD4HcMj7+hMAPgEwHcCdpxsYNR1Htdm3NFodaurefq7qQj+pGzLzDtWwBxERETWkgwcP6lwup9CyZUtH69ZtHa1bt3XMmDErzeVy17nz54YN7ydcffXwgv/9b1QRAHTs2OlQevrekMzMdDMAfP75x1Hl5RXa5cv/LzMqKtoNAM8991LW6NF3dfOVsXbtqlY33TQy77rrbigGgHbtkh1VVZWaBQvmtX3kkcdz9+/PMQACkpJa25OS2jiSkto4IiOj9oaGhrk1Gg1iYmJcABAREeEODQ1Vlix5OyEyMso5ZcqL+3znePXVOZnXXHNZ7y+++DTqyiuvLvnhh+9ixox5ZN+QIZeXAcCLL87I/u9/rwmrrb6DB19WePvtdx8GgAkTJuXu2vVP2Lp1a+POPff8rNWrV7QcMmRo4a233nkYAJKT29u1Wm3OxImPd963L1tvNocow4ePKBg58vaC8PBwBQDGjn3s4IcfrktIS0s1VU9O1q5dHbts2aKk55+fln7JJUPqdCf34483xFRWVmiXLVudEhvbwgUAL788K/PGG6/t+d57a1pMmPB07vr178VfeOF/ih944OFDANChQ0e7xVKlMRpNisVSJdYWX0REhBsAYmJiXCaT6Zimph9/3ByelZVpXrx45e6uXbvbAGDKlBf37d2bGrJmzcqEPn36ZgKA2+0WXnrplSzfz8Pw4TcUrFy5JKkudayNP8nJPQCek2V5ubcVBQAgy/K/kiQ9B88K8nQWs1VVoV9EFFyqAlGjhbuG7EQRvR+/y3nyHYiIiM5CP95U8XdN2zTCsV2vvr6hssaBxOJx+352feXOuu5bVz179rL+5z8Di194YXLHefNmO3r3Pqf8oosGlF1++ZWldTm+uLhIU1hYqO/Zs3flseX2rvAlJ7Kcam7ZspXNdyEKAN269bCaTGY3ABQWHtYWFxfr1qxZmbh27apWvn1UVYXT6RT27cs2XHLJkLIPP1xX+fDD93eNj0+w9+nTt/ziiy8p7d37HMvJ4kpP32s+eDDXNGTIf45pxXI6nWJOTpYxIyPN6HK5hB49eh8Z82w0GtV27ZJPWl51ffv2P2YIgiR1rdqxY3s4AGRlZZkzMtJDvv/+25ij9fDFlGa89NLLy0eNuqPgs88+js7ISDPn5h4w5ORkmQHA7VaOJIQlJSW6t96a11aj0ahJSW3q3NUpMzPDlJDQ0u5LTHz16tixU1VWVqYZAPbtyzFdfPGlxdWPu/nmWwt9j+sSX03S09NMJpPZ7UtMAEAQBHTr1qNy+/a/wn2vhYdHOKv/PISGhrpdLldARkP6k5zEA9hRw7YDAKL8jobOCI7yMkzs5JnRLkPQADX8vVQ13h8f1xkzhoqIiOi0heigNPW+9fHqq3Oy0tL2Htyy5ceIbdv+DH/11WntP/pofeWiRUe72FQfb+50Hr2I1Hj/lytKzReuGo0GqlrzdkXxVOu++x7cf+GFA05oIUhKau3Q6/XqokUr9u7c+Y/p119/jti27a/wKVMmdho06NKiadNezT7+GFVVhe7de5Y/+eQz+47fFhER4d6/f5/eu98x27Raba1J3vH7qKoKUfSs8KaqinD99TceGj58RNHxx8XHJzgLCvK1o0ff1TUsLNx1wQUXlfbrd155r169q26++fpe1fcVBBFTp76ctmzZolbTp7+QvHTpqlTf2JtTUVUVgnDiW60oiqDReGLUaDTqSXYBANQ1vlOc/2Snh6Iox7xvOl3t77O//FnnJB3AVTVsu8S7nc5idovnpoNDUYCTd6MFACjeP2gqkxMiIqImsW3bHyEzZkxt3alTZ/vdd99fMH/+ovTx4ydk79mzK+zw4QKtTqdXAKC8vPxIb5ecnKwjY0UiIiLcsbGxjl27doZULzclZfeR5x07drYcOnTIUFJSfKSMtLS9BqvVogGAFi3iXOHh4a7c3AOG9u072H1fu3f/a37rrTcSVVXF5s3fhM+fP7dlz569rQ88MPbQokUr9o4ceXvur7/+HAXghAvytm3bWXNz95sSE5McvvKioqJcc+bMbJ2ausfUqZNk0+l06t9//3VkcKzL5UJ2tqeV4FT27Nl1TF1TU/eEdujQwQIASUltrPv35xir1yM/P083b95rSZWVFeKnn270dbtKffjh8XnDhl1dWlZW6r1be/R6PTIywjlo0ODySZOmZGdmppuXL18cX1tcANC+fUdrXt5Bg28NEgCw2WxCZma6uU2bdlYASExsbZPllGPqMGPG1NaPPvpQh7rEJwhCjYlFx46drRaLRZOSsvuYtST27NkdmpTUxlbTcYHkT3IyF8B4SZLmA7gMnpp2kiTpCQATALwZuPCoKThtnu6SLlWFcqqp/TSeKYSFmvp9EVHAGDTA+uEWfHMbYPB7nkUiCjahoWHuL7/8vMWsWTMSMzMzDHv27DJt3vxNdHx8gj0mJtbVpUs3q9FoVJYvX9wyMzPDsHXrL6FLly5Mqp4M3HTTyENffPFp3Pr178dkZmYYli1bFLd16y/R8M7XOXz4iOKwsDDXlCkTk3ft2mnatu2PkKlTn20PeJIKQRBwww3/O/TFF5/GrVy5NC4rK9Pw1VdfRM6f/3pbnU6nGAwGVaPR4v3317RatmxRXE5Otn7Hju3m33/fGtmpk1QFACEhoW4ASEvbayorK9PcfPOtBRaLRTNp0uPtd+7817R79y7TM8882T49PS2kc+cu1pCQEOWqq64tWLNmZatNmz6LTEuTjVOnTmlbUlJc8+rRXp9+ujF+48YN0enpaYZXX52elJOTbRo58o58ALjlllsP/fHHb1Hz5s1ulZ6eZtiy5aewmTNfTq6qqtTGxye44uMTHHa7Xfzss4+jDhzYp//xx83hL744pT0AOByOE66ru3btbhsx4qZDa9asbJWRkW44fvvxrr32+mKzOcT9zDMTOmzf/pfZW+9km82muemmWw4DwKhRt+f9+uuWqBUrlsRlZWUaPvnko6ivv97UYsCAQaV1ic9sDlEAYM+e3ebKyspjYh40aHBZ69ZtrVOnPtv+119/Dtu7N9X40kvPtTlwYJ/plltG5dcWfyDU+1+cLMtLJElqAWAygDHw/OSuBeAAMFOW5bcDGyI1NqfVk5w4a0lOVK3nx0dwN0grNRFVIwpAx0gVUVFASQkapm8IEZ11JKmr7dlnp2asXLms1aZNn8WJoqh2796zYtaseWmiKCIsLEyZOHFK5pIlbyfdc8+t3Vu2bGUbM2bc/ilTnursK+PWW+88XF5erlm5cmni/Plztd26da+45JIhhSkpu8MAwGAwqP/3f3PTXnvtlTaPPDK6a0hIqOvmm0flLVz4ZhudTqcCwH33PZhvMBiVTz75MG7ZskVJERERriFDLi8cP35CLgAMGjS4fNy4J7LXr38vYfXqFYl6vV4555z+ZU88MfEAAERHx7gHD76scPnyJUkHDuw3TJ78wv45c95MXbBgXtKjj47pIooatXNnqWr27DfkFi3iXADw+OMTD+j1emX+/LltbDar5qKLBhb363duaW3v2dChww6vX/9e/Ny5s0xt27a1zJgxK617d880vVdfPbxEVdXMtWtXtfzwww8SzOYQd//+55U+9thTB3zbU1NTDi1e/FbrN96YLcbGtnBcccVVhVu3/hLpbW06fPz5xox5JO+XX36Kmj79hXZLlrwjn6p7V2RkpHvevLflefNeS3rqqUcl72dcMW/e26lt23qmgr788ivLSktLcz744N2EFSuWJMXExDruv3/MvhtvvLlIVVXUFl/Xrt2tffr0LXvllZfa33bb/tyIiMgjXWC0Wi3mzXtr7+zZM5NefHFKB6fTJSQnt7e88srsvf36ndcoaxoK9V30RpKkKFmWSyRJCgdwIYAYAKUAfpNlufiUB58ZMt1uJbm4OLDvr1YrIioqBCUlVXC5zu7Lht3ffgPde2tQ7HKh4L6XjiQooijAZNLDanVAUVSUfrUGFx3KQLYoYOii5U0c9ekLps/wZIK9fkDw1zHY6wcEfx1ZP/9FR4dAoxGzALQPRHnbtm3rIoqaL+PiEiv1emOjdFc5U33//bfhnTpJ1qSk1kdmuHn++WfaHjp00LBw4Yq9+/Zl67OyMo2DBl16ZDxJXt5B3U03De81a9Y82bf+xdlgwID+/caPn5DtW5uFGofDYTMWFOSGKor7yn79+qWeal9/Ogf8IUnSFFmW3wfwlX8h0pnMabNCB8AFnLLlpCw0CqsP5CAsqS2GNlp0RM2T0w0s3qWDyQTc2hE1Lo5KRFRfX375RcySJW+bHn/8qZy4uHjnH3/8Hvbzzz9Ejxkzbh8A2O128dlnJ3W64457Dlx++ZUl5eVlmoUL30yMj0+w9+t3bqPcTafmw5/kJApAYa170VnLZffcQKptJIklNBKfHMpDr/iEhg+KqJlzqcDCfz1dqW9uD+iYnRBRgEyaNGXfrFkzWj/77NMdLRaLJj4+3n7//WP2+1oXOnWSbBMnTsl89913Wr777jutdDq92qtX7/LXX1+w19etiyhQ/ElOXgfwf94B8LtkWT6hbx2d3WxmM97PyUREfEv0OMV+Wp3nQslhr/P03URERHSGiYqKdk+f/n/Zp9rn6quHl1x99fCSRgqpwWzZ8te2po6BTs2f5OQOAG0BfAsAkiQdv12VZZlzyZzFrFotvjlcgB4tk06ZnBhEEe3NIYjlbF1EREREFAD+JBGrAx4FnVEcDs94OK1Od8r9Iu1WvNKtJ4q4zgkRERERBYA/yUkWgM2yLB8IdDB0ZlDKStEjLBwJ2lMnJ4LeM1235pR7ERERnZEUAKqqqhzBRdTAvL9nKuowE74/izDOBtDfj+PoLGE+mIvnpG4YWMs004Les3ioTuDfdSIiOuscUlXV6XDYal1RnIhOj8NhM6uq6gSQV9u+/rScFACI9OM4OksoTk+3LuUUiwQBgOhNTrRMToiI6CzTr1+/8m3btr1TXl4yBkCMXm+0CILAmaeIAkhVVcHhsJnLy0v0qqos7devX0Vtx/iTnCwG8KYkSYMB7AJwwlL2siy/40e5dIY4mpycusOWaPB069IJAlRVgSD40xBHRHWhF4HVV1kRHmaCXgOowbd+H1FTeNntdqG0tOgOQRDM4BJCRIGmqqrqVFVlKYCX63KAP8nJa97vt9cUBAAmJ2cx1eHwfNfUkpzoTZ7vggCX3QadkS3jRA1FIwI9YhVERQElJUAQLi5O1Oj69eunAJi2bdu211UVLeFfd3ciqpkCIK8uLSY+/iQnyX4cQ2cR1Tv7lipqTnkLSTSYjjy2VVmYnBAR0VnJe+FU54snImo49U5OZFnO8T2WJMkMIBxAkSzLzkAGRk3nSHKiqSU50Rux4eABOBQFj3A6YaIG5XQDq1N1MJmBG9qy7wkREQUnvxZLlCRpIICZAM6F93+kJEl/AHhGluXvAxceNQm3NznRnvrHQ9RosL4gH26XEw+CYwiJGpJLBeZu1wMAhrcGdMxOiIgoCNW7b6UkSRfBszp8JICXADwEYBqAaABfSZJ0YSADpMaXrddj1f4cHA6NrHVfrXctFLvd3sBREREREVGw86flZBqAnwFcIcuy2/eiJEkvAvgKwIsAhgYmPGoK+wTgy/w8jIyIQkIt+7Yyh0ARAHslu+oSERER0enxZ1aK8wC8Xj0xAQBZlhUAb3i301nM4fAMH9JqTr1CPAA82boN/q97Lzjzal1Th4iIiIjolPxJTioA1HTVqgfHaZ71Qq1WdAgJgbEOiyv6hsE7bbaGDYqIiIiIgp4/yckvAJ6RJCm0+ouSJIUBeBqeLl90FhvodGFG156IryyvdV9fcuJickJEREREp8mfMSeTAGwDkClJ0mcADgFIAHANACOAuwMXHjUFUVEAUQR0tXfrcnkbytx2JidEREREdHr8Weck3Tsj1/MAroJnlq5iAN8DeFGW5T2BDZEam6h6pgUWtPpa93V7u365OFsXUYPSi8DioVaEhZmg1wAqV4gnIqIg5Nc6J7Is75Ekabwsy4cAQJKkaABJTEyCg8a3ZomuDsmJr+WE3bqIGpRGBM5NUBAVBZSUAC4mJ0REFIT8WeckUpKkbwD8UO3l8wDskCRpo3fVeDqLaby5iaAz1LqvW/D8CLkdjoYMiYiIiIiaAX8GxL8CoDuAZ6q9thnAdQD6A5gagLioCR1pTqtDy0mqoMFHebmoNJkaNCai5s6lAO+larHyH8DJVhMiIgpS/iQnwwFMkGX5Q98Lsiw7ZFn+FJ6E5X+BCo6ahtY7g7Cor73lZI/WiLW5+1FiMjZwVETNm1MBXvnDgOd+AFzuWncnIiI6K/kz5iQMQEkN2/IBxPofDp0JPissgNatoGtIeK3Zq9bbuuJwcEA8EREREZ0ef1pOtgO4t4ZtdwP41/9w6EzwaV4e1h08AJjDa903RKNBvMEAtbKqESIjIiIiomDmT8vJNACbJEn6C8BHAAoAtIBnzEk/eNY7obOUoihwuZwAAI1W75u3q0YXuG0Y2/McZB482PDBEREREVFQq3fLiSzL3wC4FoAKz+D3hQBegifRuU6W5S8DGiE1KrvNhmRzCJKMJogaTa37q6I3v3W5Tr0jEREREVEt/F3nZBM8rSdGeBZhLJNlmf16goC9ogyvdusJAMgQNHDX0nSiaJmcEBEREVFg+JWc+MiybAPA/jxBxGGxAAAUVQW0ulrnLFU1Os8DN6cPIiIiIqLTc1rJCQUfuzc5cakq4F39/VRUrSc5EZicEDUonQjMu9SG0FAjdBoAXOuEiIiCEJMTOobLZgUAOFXV03pSG2+3LsHNKyWihqQVgYuT3IiKAkpKPIsyEhERBRt/phKmIOaw2AB4Wk7qkpuoWs86J4LCKyUiIiIiOj1MTugYTm/LiQuoU8uJxRSOTfl5SHVzQDxRQ3IpwMfpWqzbU+tQMCIiorOWX926JEmKBfAkgMsBtARwBYARAHbIsvxx4MKjxuay2aAH4AagKrUnJ5URMXh3fw66hobikQaPjqj5cirA878aAABbRwK62oeEERERnXXq3XIiSVIyPKvAjwZwAEAcPElOZwAbJEm6OqARUqOy6XT4MC8XfzkdtS7ACABa74B4u8PesIERERERUdDzp1vXa/CsCp8M4AZ4p3SSZflWAJ8AeCZg0VGjs5uMeC93P36r4xgSnVaLCK0OJqezgSMjIiIiomDnT3IyBMBLsiyXAifcXF8IoMfpBkVNx253AAB0ekOd9o+0W7C4Tz+Mj27RkGERERERUTPg74D4mkY/G3BiwkJnEXdVJVoajAjX6eq0v6AzAgC0AjvAExEREdHp8Sc5+RnA05IkhVR7TZUkSQQwBsAvAYmMmoRxXw5e79kH19Qx2RAMnhYWHZMTIiIiIjpN/szWNQmeBCQdwPfwtJRMANANQEcAAwMWHTU6t8MzdsQt1C1vFQ0mAJ7kRFVVCExSiIiIiMhP9W45kWV5F4D+ADYDGAzPrLOXw5OsXCTL8o5ABkiNS3V6xpyoGk2d9hf1nuREFAS4OGMXUYPRicDMi21YcBWgq9uvJxER0VnHr3VOZFlOA3BrgGOhM4DinXVLFevacmI88theVQVdtedEFDhaERjazo2oKKCkxLMoIxERUbDxdxFGAUAfACE4SeuLLMs/nV5Y1FRUb3KiiHW7NavxdusCAIfFAkTHNEhcRERERBT86p2cSJJ0HoB1AJK8L/kGGajexyoAdjo4S/mSE1WjQV1Gj4gaLTYXHoZLUXCj292wwRE1Yy4F2JytQWghcF50U0dDRETUMPxpOZkDwAngLnhWiGfngiCiehMMRdTWOcNcfigPdpsF19WxKxgR1Z9TAZ76ydNtcutIQMe5J4iIKAj5k5z0BXCLLMsfBzoYanqHdFrI+XkIbdkWdV1WUavTwW4DHBwQT0RERESnwZ9b3QVga0nQytJqsXJ/Dg5H1n3siFlnQJhWC4fV0oCREREREVGw8yc5eRPApOMWYaQg4XB4phLWauu2QjwAPNe6NZb26Q/nvn0NFRYRERERNQP+dOvqBM+Ci4ckSdoN4Pjb5aosy0NOOzJqEhqbDVE6HXSauuetLt93m61hgiIiIiKiZsGf5KQjgB3Vnh8/LJPDNM9il1isuKt3P/xbVlrnY1zej9xl55gTIiIiIvJfvZMTWZYHN0QgdGYQVAWAAOjq3q3LN4EwW06IiIiI6HT4tQgjBS9RUQFRgKDV1/kYl+DpAubmbF1EDUYnAi9eZEdIiAFaDTgtCRERBaU6JSeSJLkBXCjL8h+SJCnwLLRYE1WW5TonPZIkRQN4GcA1AMIB/AtgkizLW7zb+wB4HUB/AEUA5smyPKuu5VP9aFTvR6ure3LiFjzdutzs1kXUYLQicF1HF6KiDCgp8SzKSEREFGzqmkRMhWfBRd/jUyUn9fUegDgAtwA4DOBhAF9LktTX+/wbABsBPAjgAgALJEkqkmV5eQBjIC9fciLUIzlRBBGACoUtJ0RERER0GuqUnMiy/GK1xy8E6uSSJHUEcDmA/8iy/Kv3tfEAhgEYBcAKwA5gjCzLLgApkiR1AjARAJOTBnBkVXidoc7H7Be1KCw8iAR9zwaJiYg8LSW/HtAgtBToFd7U0RARETWMunbrurg+hcqy/FMddy0EcDWAbdWOVSVJEgBEA2gP4CdvYuKzGcDTkiTFybJcUJ+4qHa+5KQ+LSc79CHYnp2BR0KubZigiAhOBRi32QgA2DoS0HFeRCIiCkJ17db1A4525arpX6Lq3aai2g34U5FluRTAF9VfkyTpJgAdAHwFYDqAnccddtD7vQ08q9X7Rav1Z/3Jmmm864Jo6rE+yJnot4oy6F1uJISGQxSP/ah9z49/Xeed2cvpdAT8fW1MwfIZ1iTY6wcEdx211TrTihoRZ/Gv2ikF82cIsH5ERLWpa3LSKNMHS5L0HwDLAHwsy/KnkiTNgadbV3W++WqN/p5HFAVERTXMAvfh4aYGKbexfHDoIKqqqjAtNg4G08lbTwyGY6cZNhqN0AkCRMXVYO9rYzrbP8PaBHv9gOCso8F59HF4uAnmus/2fVYKxs+wOtaPiOjk6jrm5MeGDkSSpOsAvAvgNwAjvS9bARw/+MGXlFT5ey5FUVFefvzC9qdHoxERHm5CebkVbvfZO42O3TvjlsutQrE6jtkmigIMBh3sdicU5eht3PMsFXi43/nIysxBSYnfH0uTC5bPsCbBXj8guOtodQKAJ/kvL7fCLgZX/XyC+TMEWL/TER5uYosMUTPg1zonkiTFAngSnsHsLQFcAWAEgB2yLH/sR3lj4Zku+EMAt8my7Gst2Q+g1XG7+57n+hH6Ea4GmofT7VYarOyG5nK5YAbg1GggCtpjEpDqFEU9Zpui8fTiU12us7bu1Z3Nn2FdBHv9gOCso8t99LHiVuBSgqt+xwvGz7A61o+I6OTqfQtCkqRkeNYiGQ3P9MJx8CQ5nQFskCTp6nqWNwbAGwDmA7i5WmICAD8BGChJUvUxLEMAyBwMH3j2qios6dMfK8859+h6J3Wgarz9S6pfPRERERER1ZM/LSevwTMQ/RIAlQAcACDL8q2SJJkAPAPg87oUJElSZ3haTD4CMANAnCRJvs1WeMafPAVgqSRJMwGcB+BReNY8oQBzWCqPPBYNJqCOuYaq9fwYCW4mJ0RERETkP386bw4B8JJ3pq3jb68vBNCjHmXdCEAHT5ewvOO+Xve2jlwBQAKwHcDzAJ6UZXmlH3FTLRwWKwBAUVUImnqMttV69hUUJidEDUUnApPOs2PqJYC2TvMhEhERnX38GnMCwFXD6wbUY/V4WZZfBvByLfv8CeDCuodG/nJYPZMEOFUV9ejVBWg9s3oJQd4HnqgpaUXgli4uREUZUFLiWZSRiIgo2PjTcvIzPIsgVp8zVpUkSQQwBsAvAYmMGp3T6pml2aWqUOoz5sTbciLWMICeiIiIiKgu/Gk5mQRPApIO4Ht4WkomAOgGoCOAgQGLjhqVw2qBCE/LSX2SE4cpDH+UFMMeGtpwwRE1c24F+PuQiLAqoBOXkCAioiBV75YTWZZ3AegPYDM8izO64ZlSOB3ARbIs7whkgNR4nDbPmBM3UK9uXZWRLTArYy82VVXWvjMR+cWhAPd/bcItGwAHh3cREVGQ8mvMiSzLaQBuDXAs1MScogZbCw9DMJsRV48uWlqdp1uX3WGvZU8iIiIiopr5uwhjewBGWZb3SJIUCWA6gNYA1smyvCqA8VEjsplNWJCdgY6duuC2ehyn9Q6Id9qZnBARERGR//xZhPFKACkA7vG+9DY8CzImAVghSdK9gQuPGpPD4QRwtCWkrsLtFqztdz5ebpXUEGERERERUTPhz2xdzwH4GsCLkiRFwLNGyQxZlvvCs5Di+ADGR43IbrVAL4rQ6/T1Ok7UGaERBGgFoYEiIyIiIqLmwJ/kpDeAubIsV8CzQKIWwHrvtm8AdApQbNTIjFlZWN33PIyqZ8uJYDAAAHSCPz9OREREREQe/lxNWnF0rMowAPmyLP/rfZ4AoDQAcVETcDscAAClni0gosEzr6lGEDjuhIiIiIj85s+A+C0AJkiSFA3gfwCWA4AkSf0APO/dTmchxTvbliJq6nWcxnB00QWH1QKdtyWFiAJHKwCP9nXAZNZDK8KzwhQREVGQ8afl5DEAiQDWAMgCMM37+ucAjPAs0khnIcXubTmpZ3Ii6I8mJ/aqqoDGREQeOg1wVw8nHuzneUxERBSM6t1yIstyliRJ3QHEybKcX23T9QD+lmWZ/XrOUorLM1uXqqlny4lOB5eqQCuIcFgsDREaERERETUDfo1glmVZPS4xgSzLvwHQeqcaprOQ6htzUs/kBAD+rajAttISOL0JDhEFllsBdhWK+OeQ5zEREVEwqnfLiSRJbQEsBDAIQE1zzrLTwVlIdbk83zVa1HdS4DcOHkRVZRnONxgDHxgRwaEAt33h6UK5dSSg48zdREQUhPxpOZkD4CIAiwD8DeAXALMA/AvPEM0RAYuOGlWxKOK34iKUG831Pta3cKPDwV59REREROQff5KTQQCmyLI8Hp6ZuuyyLE8E0B/AjwCuC2B81IhkvQ6zM9NwMCa+3sdqtExOiIiIiOj0+JOchALY4X28B0AfAJBl2Q3gTQCXBiIwanwO75gTrbZ+izACwFMtW2J13/PgyswMdFhERERE1Ez4k5zkwbPYIgCkA4iWJKml93kxgPrfdqczgsNmBQBo9TUNJaqZVhChF0W4bbZAh0VEREREzYQ/ycnnAF6SJOkiWZb3AzgAz6KMYQDuAZAbyACp8QyzWPFev/PRprS43se6fN/tTE6IiIiIyD/+JCfPASgFMNX7/BkA472v3QrgtUAERo1Po6gQBQGCrv4tJ27BM3WQ284xJ0RERETkH38WYSwCcL6vK5csy2skScoBcCGAP2RZ/jHAMVIjEVUFEDSAX8mJJ89lckLUMLQC8EAvB0wmPbQiPHMjEhERBZl6Jyc+siznSZLUBUAUgDxZlv8vcGFRUxBVz9WOoDPU+1hfy4niHVRPRIGl0wBj+jgRFaVHSQngctV+DBER0dnGr+REkqR74enelVTttf0AnpZleW2AYqNGpvXdidXXPzlRRA0AN9xMToiIiIjIT/UecyJJ0lgAiwFsA3AngGEA7gaQAmC1JEk3BTRCajS+TFX0Y5X3IlGLXeVlsGo0gQ2KiAAAigqklwrYW+R5TEREFIz8aTkZD2C+LMvjjnv9HUmSlgB4AcC60w2MGp/O0zMLgs5Y7+7sfxrC8OfeH/HgpVzmhqgh2N3AjZ+YAQBbRx79fSUiIgom/iQnSQA+rWHbWnhm7KKz0K6KChgFAQZzSL2P1XoH0ds5IJ6IiIiI/OTPVMJ/AhhSw7ZzAPzrfzjUVFRVxdzMNLyclgo1LKrex2t1nlXlHQ4mJ0RERETknzq1nEiSdHG1p2sBzPEuuvgBgEPwzNh1JYBxAB4IdJDU8FwuJxRFAQBoNHq463n8OQ4L7uzdD/l5hwIfHBERERE1C3Xt1vUDjp1VXwAwBsCDx70GAO+BY07OOnb70Vm2NDo93PWcplQrigjX6VDodAY4MiIiIiJqLuqanAxu0CioydmKC/Fu3/PgUBUcEjUAlPoVoPF064K7vm0uREREREQedUpOuOp78LNVVkErivD07Kr/NECq1vOjJLjrmdQQEREREXnVaUC8JEk/SZLUpz4FS5LUX5KkLX5FRY3Oaa3yfFdV/9ZQ0Hpm6xIVtpwQNQStANzRzYHRfQGtP1OZEBERnQXq2q3rdQBfSpL0F4DVAD6RZdly/E7eQfJXwDMo/hwADwUqUGpY9iorRAAuVYXiR3aiHklOuDocUUPQaYDH+zsRFaVHSQngque4MCIiorNBXbt1bZAk6UcAzwFYAkArSdIeAFkAqgBEAmgNoAcAp3ef22RZzm+IoCnwnFYLDPB8eKpa/wRD8E4lLKrs1kVERERE/qnzIoyyLBcCGCdJ0osAboRnkHx7ABEACgGkwNPC8qksy0UNECs1IKfNk5y4ASh+JCcuQwjSqypR4U1SiCiwFBXIrRRQqQHMbKAkIqIgVe8V4r2Jx0LvFwUJl9Xm+S4I8CM3QWV0PJ5J2YW2bdvh5gDHRkSA3Q1c/aEZALB1JKCr/7wVREREZzwOqyQAgF0A/i0vQx78uyXrWyHe7nDUsicRERER0ckxOSEAQEVYOKbtTcHXgsav47XeAfEOuz2QYRERERFRM1Lvbl0UnOzepEKvN/h1fIjTjvk9z4HKriZERERE5CcmJwTgaHKi1fs3oF2j0yPOYIBL4WxdREREROQfJicEAIjKzMCyPv2R6efiCaLeBADQiiLcLhc0Wv5oEREREVH91OkKUpKkO+pTqCzL7/gXDjUZhwOhWi10gujXkHjRYDzy2G6xwBweHrjYiIiIiKhZqOvt7RX1KFMFwOTkLKN4Z9lSNBr4M2xENJqPPHZaqwAmJ0QBpRGA/0lOGAw6aETAz4n1iIiIzmh1TU6SGzQKanre7lyqRutfcqLVwa2q0AgC7FWWwMZGRNBrgGfOdyAqSoeSkiO/skREREGlTsmJLMs5dS1QkiTO13QWUqslJ/4QBAFORYFGo4HDWhXI0IiIiIiomfDrSlSSpFsADAKgB47caBcBhAC4EEBSQKKjRiO4nAAAVevfbF0AcMBuhwYqOjucgQqLiLxUFSi2AYoFENili4iIglS9kxNJkp4H8DyAMu/xTu9XCwAKgMWBDJAaidvt+X4ayckrubkoLyvC+2Zz7TsTUb3Y3MClH4QAALaOBHRsoyYioiDkzwrxdwJYDSAawBwAn8qyHA/gXABFAHYHLjxqLCWqir2VFXAY/U8sNDrvKvEOrhJPRERERPXnT3KSCGCVLMsqgG0ALgIAWZa3AZgO4L7AhUeNZQtUTEndjcNxLf0uQ+ttdXF4Z/4iIiIiIqoPf5KTKhydxDINQLIkSSbv8x3gzF5nJZvNBgDQ6Y217Fmz+2JjMK9HHyjZWYEKi4iIiIiaEX+Skz/g6doFABkAXAAu8z7vCoB9es5CNpsVAKDT+Z+cRGo0SDAa4a7ibF1EREREVH/+zNb1MoBvJUmKlGX5WkmSVgNYKUnS9wCuAPBRQCOkRnGXzoiQnucgr6rC7zLcgmeErpvduoiIiIjID/VuOZFl+ScA/QG8731pLID1ALoAWAdgXMCio0YTJghoYTAcGdTuD7fg+XFy222BCouIiIiImhG/1jmRZflfAP96H9sAjA5kUNT4fNOSCkbTqXc8BV/LicKWE6KA0wjAtR2cMOh10Ig4OvKPiIgoiPi7CGMEgEvhWXTxhNYXWZbfOc24qJHpvWtpigYTFD/LcIsiAIXduogagF4DvPQfB6KidCgpAVyupo6IiIgo8PxZhHEYPN23aloQQwXA5OQsoigK9KInxxSMIf6XI2gAVYHi5ArxRERERFR//rSczACQAuBxAAcAv2+00xnCYbFA9HbJ0hjNcPtZjkWjRV5lOewq+5sQBZqqAlYnYHB6HhMREQUjf5KTLgCuk2X550AHQ03DWlF25LFgMPudbv5misSc377HPeedF6DIiMjH5gYGfuBp2dw68ug4MSIiomDiT3KSAyA80IFQ07FZrcioqoROFCHoDIDdv87sOoNnjRTfmilERERERPXhzyKMMwA8L0lSuwDHQk3EodHg6ZRdeCEnC6rif38Rnc4AALBYLIEKjYiIiIiaEX9aTm4FkAggQ5KkwwCOvxJVZVnucNqRUaOxWj3rkhiMRiin0Zm9k8uGK7r1RFVhUaBCIyIiIqJmxJ/k5ID3i4KErxuW0WCEchotJ0ZRRDtzCLIdnK2LiIiIiOqv3smJLMt3N0Qg1HRc2VmY37MPDgviaSUn0Hu6dYmKv/N9EREREVFz5s86J21OsVkBUCnLcqnfEVGjc1ZWIs5ghN3tRsVplCPoPQPiNQpnlyYiIiKi+vOnW1c2PAst1kiSpGIAr8uyPM2foKhxuayebl1u0Z/5EarRmwAAWi7CQBRwogBc1tYFvU4LUUQtf4WJiIjOTv4kJ3cCWATgBwBrARwCEAfgRgDXAHgJQCiAKZIkFcmy/FZgQqWG4rIFJjkRjZ7kRMeLJqKAM2iAWYPsiIrSoqQEcPk34zcREdEZzZ/kZCSA904y9mS1JElvAegny/JwSZJKAYwBwOTkDOe2eWbrcoua0ypH8CYnWi4OR0RERER+8OdW+SUA3q1h24cAhngfbwHAKYXPAorN7vmuOd3kJBSlTgfKnbylS0RERET150/LSRGA3gC+Ocm23gDKvY9DAVTVp2BJkqYAuEyW5UuqvdYHwOsA+nvPPU+W5Vn1jppqpDh8yYk/Pw5HqZEtMPqf7RAEAX9DBcAmFKJAsbqAge+GAAC2jgR0/PUiIqIg5M/V6BoAUyVJcgJYD6AAnjEnNwB4AcDbkiRFAXgUwG91LVSSpEcBTAXwU7XXYuBJgjYCeBDABQAWeMeyLPcjdjoJq6oi12qFPTwKhtMoR+edSlhVVdjtdhgMxsAESERERETNgj/JyRR4kpHZ3i8fBcAyAM/AMzj+HACX1laYJEmJAJYAGAhAPm7zaAB2AGNkWXYBSJEkqROAiQCYnARIaogZ7+/+B9d364s+p1GOLzkBAKvVyuSEiIiIiOrFn0UYXQDukSRpOoDBAGLhWTH+F1mWswBAkqRNABJlWbbXoci+AEoA9ALwHIB21bYNBPCT95w+mwE8LUlSnCzLBfWNn05k8w6Ir55c+EMUNZgidUOoKMKSfwiRkVGBCI+IiIiImgm/BxnIspwBIKOGbSX1KOdTAJ8CgCRJx29OArDzuNcOer+3gadLmV+02tNc0+M4Go14zPezid3uSU70BiNEseaO7L5tp9on2WRGmFYLZ2V5wN/jhnY2f4Z1Eez1A4K7jtpqU3SLGhFn2a9XnQXzZwiwfkREtalTciJJUiaAEbIs/yNJUhZOvfyXKstyoGbpMsPTras6m/e7332GRFFAVFSI30GdSni4qUHKbUgXlldgSLeeKLZVwmTS17q/waCrcZvDuwCj6HY02Hvc0M7Gz7A+gr1+QHDW0eA8+jg83ARzzb+GQSEYP8PqWD8iopOra8vJjzg6C9ePaLy1ia3ACWO0fUlJvWYCq05RVJSXW/wO6mQ0GhHh4SaUl1vhdisBLbuhmZ1OtDWHoFwVYLU6atxPFAUYDDrY7U4oysl/BHypTenhIpSU+P0RNYmz+TOsi2CvHxDcdbQ6AcCT8JeXW2EXg6t+PsH8GQKs3+kIDzexRYaoGahTclJ9wUVZlu9qsGhOtB9Aq+Ne8z3PPZ2CXa6G+afgdisNVnZDEd0KIIpQdfoak47qFEWtcT/fzV17ZdVZ9z74nI2fYX0Ee/2A4KyjogADEl3Q6bSAGnz1O14wfobVsX5ERCfn15gTSZLCAITLspwrSZIewHgArQGsl2X5p1MfXS8/AXhQkiSNLMtu72tDAMgcDB84OlUBIEI0mk+7LKd3bROn1XraZRHRUQYNMH+IHVFRWpSUAC6udUpEREGo3u2jkiSdByAHwCPel+YBeBXAbQA2S5I0PHDhYRmAcABLJUnqJknSXfCsnzIjgOdo9nTeRhDBePpjRFyC50fKaQlstzkiIiIiCn7+dN6cDiAVwEJJkkzwJCULZFmOBrAUwORABedtHbkCgARgO4DnATwpy/LKQJ2Djq40LZhOPzmxiSLKnU44nc7adyYiIiIiqsafbl3nA7hZluUsSZKuAWACsMq77T14khW/nGw8iyzLfwK40N8yqXYGb2uHxhQGdy371uZTjRn/bt+MCZdfdvqBEdERVhdw+QdmCAA233T0pgIREVEw8Sc5UXB0et+rAJQC+MP7PBwA+/OcRZwOB4ocdhhFDQRz6GmXp/euCu9b2JGIAsfmYkZCRETBzZ/k5C8A90mSZAVwM4DPZFlWJUmKAzDJu53OEja7HY/u+gcAMCMs6rQH2ep0npmfrRwQT0RERET15E9y8iSALwHcAuAwgGne13fBM4blisCERo3B4h24rtFoIYha4DQ7dnVXXRgqdQNyT2umZyIiIiJqhuo9IF6W5b8BdIRnHEh7WZbTvJvGAOghy/K2AMZHDcxq9SyUaDKboQZgac0IQUD3sHCYOFsXEREREdWTX+ucyLJcAeD3417bEJCIqFFZ9uVgZreeKAXgrsMCjLVRdJ414gUuwkBERERE9eTPVMIUROylpWhnDkFLvQFuJQCr+eo9A+IFJ5MTIiIiIqofv1pOKHg4KisRAsApCAHp1qUaTAAAjXK6kxITUXUCgH7xbui0GgictIuIiIIUk5NmzlHlGXPiEgPTiOZbyFEXiFYYIjrCqAWWXmFDVFQISkpw2jPrERERnYnYrauZc1k8yYk7QMmJ6EtOAtAKQ0RERETNC5OTZs5l8axH4tYEphFNMIXBpShwsVsXEREREdUTu3U1c4rds5J7oJITd0wCRm3/A1qtjqtxEgWQ1QUM32CGIAKfXw/oOO6EiIiCEFtOmjm7y4VSpwMu7xTAp8vg7dblcjnhdDoCUiYReZTYBRRbmzoKIiKihsPkpJnbHWLG6H+2Y1d8YkDK0xuMRx5XVlYFpEwiIiIiah7YrauZs3hXctfpjbXsWTeiqMGjHSWEiyKqDh1EVFRUQMolIiIiouDH5KSZs1o9yYnBuz5JIHQLDUOkVgtrcVHAyiQiIiKi4MfkpJk7r7wCA6RuqPQmKYFg967maC0rDViZRERERBT8OOakmYt1udEtLBwmrSZgZdp93ysqAlYmEREREQU/tpw0czpFAUQRgik0YGU6vDmvo7IyYGUSNXcCgG4xbmg1GgicRpiIiIIUk5NmzuD9LoaEB6xMp3e1eSeTE6KAMWqBd6+2ISoqBCUlgMvV1BEREREFHrt1NXNG7y1YTSCTE42ni5jbErhxLEREREQU/JicNGMOmw1GbyKhCY0IWLkuUQeXosBpt9e+MxERERGRF5OTZqyyuPDIYzE0cOuR/Bwag1Hb/0BKROBaY4iaO5sLGLbBhP8sA6zs0kVEREGKY06ascqSUpQ6HdAKIqDRAW53QMrVm8wAgCoLV4gnChQVQF6VePQJB8UTEVEQYnLSjFk0Ikb/sx0xsS3wuKIGrFy9wZOcVFZwQDwRERER1R2Tk2aswrsOSUhIKNwBTE5aq2482aEzUFISsDKJiIiIKPhxzEkzVumd6jckJBRKAJOTMK0W50ZFo6XTGbAyiYiIiCj4seWkGVPT0/CC1A3F5pDAFuydllgfwISHiIiIiIIfW06aMaWkGN3CwhGnCWyO6puW2MgBu0RERERUD2w5acZ8iyS6tbqAlqsJiwYAmEURiqJAFJkDE50uAUD7CAUajciZuoiIKGgxOWnGFKvV812nD+i1jjYixvNdEGEpLUZodGwASydqnoxa4MPrrIiKCkFJCeDiWidERBSEeEu7ObPZAACK3hDQYrWmEDgVBQBQcfhwQMsmIiIiouDF5KQZExx2AIBqNAe2XFGERVHgVBRUFBUFtGwiIiIiCl5MTpoxjW+q35CwgJf93KFDuHX7H6g0BrZVhqi5srmAGz424bJVgJVduoiIKEhxzEkz5nS54BQ1EL2zawWSxhgKACgvLwt42UTNkQogs0w8+oSD4omIKAix5aQZm5O7H7du/wO21h0CXrbR7ElOKirKA142EREREQUntpw0U6qqoqysFABgNAe+5eQisxEjOnSGNi094GUTERERUXBiy0kzZbNZ4XA4AAAGU2jAy2+p0eLcqGiIxRwQT0RERER1w5aTZqp4/368KHVDmcsFjc4Ap90d0PLdegNgtUH1rqVCRERERFQbJifNVMWhg+gaFo4ylwuHFTXg5SuGEMBaBlhtAS+biIiIiIITk5NmqvJwIcIBWAG4XIFPTtSQMKAU0Hi7jhHR6REAtAxRoBFFztRFRERBi8lJM2UrKUY4ALsoQlEDn5wgLAoAYHBzQQaiQDBqgU3/tSIqKgQlJYCLv1pERBSEOCC+mbJ7Z+pyaBsmP9VExgIAQhqkdCIiIiIKRkxOmilXuWf9EZeuYVZw10bFAwB0EODyrURPRERERHQK7NbVTLkrKjzfTeYGyVB10fG48+8/YXW7sbmiHNHRMQ1wFqLmw+YCRn9lhFYDLLqMf7yJiCg4seWkmXJYrXAqCtTQ8AYpX6PVQvSuEl/MtU6ITpsKYE+RBv8WAA0xTIyIiOhMwOSkmfqwqgK3bv8DRcldGuwcIaGRAICSkuIGOwcRERERBQ/2DGimiooKAQCm8IbrbnVFdAwSzAZYU/YA517QYOchIiIiouDA5KQZUlUVhYWHAQCh3il/G0I7oxE9TXocyMtrsHMQERERUfBgctIMlRcexpTkjih1OmE0hsHeQP3XHToD4LLC6Z22mIiIiIjoVJicNEPF+7IhhYbB4nbjkM4AONwNch6XOQwot0LxTltMRERERHQqHBDfDJUcOAAAqFJVOF1Kg51H8Y5n0VltDXYOouYkyqAi2tTUURARETUcJifNUPmB/QCAKo0GbqXh5iQVouMAACHuhmmZIWpOTFrg+5st+Hs0YNI1dTREREQNg8lJM2QrKPB8NzbsLVhdfBsAQIRGw1XiiYiIiKhWTE6aIaWkBADgaqAFGH30LZLgVlU4FQVF3tYaIiIiIqKacEB8M6SzWAAAalRsg55Ho9PhsexsHCrKxxpLJeIb9GxEwc3mAsZ/Z4ROC8wdxD/eREQUnNhy0gzZ7Ta4FAWa2FYNfi5deDQAIC/vYIOfiyiYqQC25WvwWy6gNtxQMSIioibF5KSZURQFL6Tsxq3b/4DarmuDny8qNgEAcIDduoiIiIioFuwZ0Mzk5R2Ey+WETqeDKSwGNkfDTSUMAL0jYzCsowTDjh0Neh4iIiIiOvux5aSZyczMAAAktW4Hp6vh+4bEhEWiX2QUorgQIxERERHVgslJM2P55WfM6NoDVyW0atA1Tnw0ie0BAFGqp0sZEREREVFNmJw0M0reQXQICUVsA08j7GNq0xmKqsKs0aAoJ7NRzklEREREZycmJ82MvqICAKC2aPiZugBAazTjsMsFANi3/e9GOSdRMFEUBYX7spG29VfoBRcMggupP/+I/bt3oqq0pKnDIyIiCigOiG9GHDYL4iEAAPQdesDVSOc9rDUgHgqKd+8E/ntTI52V6OzjdrmQ+sP32LU/B/+m70VKyh60r6rC6NZtYQSwAouO7GsFkAtgfUkRsmNi0K1bD5zTqzd6de2OqJaNc/OBiIgo0JicNCNpv/4KvSiiyu2GLrETXA08U5dPZVQ8UJoHNTe3Uc5HdDapKivF3+veQ+WOHWhRVYkwjRa/ZWXg+6LDAICQsHAoqopKtxsuqFAAaCEgRBShE0VkFRXiz4w0/PHHb/g3IhJPdZTwt6rClZyMDldejfb9z4UgCE1bSSIiojpictKM5G37C20AFGg0sDkbcXB6Wwm2ogMorqqEqqq8UKJmz+1y4Z/PPsah775FYmUl4jQaxAGARguL241uHTug67DB6Nq2FVrHRiI21Ay9VoAABUajDjarA24VKC+z4KHS85F9uBQ7M3IQnpMPURCQJAhATg7cCxfg5wUu2Dp0Qq9bRiGhY6emrjoREdEpMTlpRlwZaQAAS0w8hEZcYdrU5Vzc985sOJwO9M9IR0deIFEzlZGRjs8//xi/fPkFXmyZhI6CAGg0KHK5UBYbibju7dGlVyd0VY/vdOmGzSliSt4lEDUipiV8Dx3ciAg3ISLchG5tEnBVvy4AgPxDRUj7KxXK/nwkQkSCRgtkZ6F0xjS8rhUxYPgIXHrpZTCZzI3/BhAREdWCyUkz4XQ6sDf/ECLDIqDpcR4ac1JfndGEtp16IW3PX/jllx+ZnFCzUrgvGzvWrsGBPbsx95/tR17/OywCkXGxaNW/O/r26gC4nZ4NJyQmHgpE/FqV5HmcIAJwn3S/+IQYxF/zHwBAWWkldv7yL5CdB8HhxKbd/2DT71thMpkx+qKB6DXgYvS+Zji0Ol3gKkxERHQamJw0E1u3/oplWRn4KDoGkzr3g7WRxpv4dOp+LtL2/IUd332LO/+/vTuPj+us7z3+OTOjfbdkWZJlefdDvCpOHMdO7DhNiFsITS4FUrisKVsC98WlAQKvQqAEaG9pL00vt6FAaVKakFtoyALJqyxJHDuOs9ixHbw8xpZXeZEtW9a+zMy5fzxn7LGicRNL1iz5vl+veY30nGfOPL+ZOTPnd57nPOdDHx3X5xYZb31dXWx86EF6X3qBKbEYTZ5HYySP6sJCFl2+mLdddRnLzFQi8SAhSSQmY6yispSr374cgEPH2vnkliZ+ue4ljh45xqXt7RT/8nFefvTnnGqoZ/bNf8KsK668KO0QERF5vbIiOTHGhICvAh8FqoB1wO3W2t1pbVgWeeSR/wBg5bWrxz0xAbhk4TKu2LqGufmF7Fq7hjkrrhn3NohcTH19vWx87BG61j5LQ08PteGwW+B5tMaixKdP5qFbb6K8MAS+D/GLk5Ck0jipmo/csJwPv3UZ235/iCPPbaG+d5AJkQgT2o4T//73ePre/0t09mxmv/0dTFt06bi2T0REBLIkOQG+AnwS+Ahu9sy/AZ40xsyz1g6mtWVZYNfzz9HzykYAmq+8IS1tKKusIV5aCcRp+ckDSk4k68Xjcfa+9CKb7Q7WbnqJ559/juVl5dw2bWZwHskQpydVM/vqxVw1pQY/mhi2NY4nfI3A8zzmz5kCc6bQ3z/Aqxu20Wv3MyXuMTkchpYW7rvzDjYXFrBy5bVctfRK5s9fSElFZVrbLSIibw4Zn5wYY/KBO4AvWGufCMpuAQ4D7wQeSmPzMl5fVxet3/8ed8ycw8a8fPJL6xiKjn/PCUDPFauJv/gEMwYHWX//j1j+oVvT0g6RC3Hy4AFaXtjAyZ3bibe2UtPfR3k4wqaD+3jm2FEADk/Mp6W8mLpFhksXzcKLumMnZxKTDFNYWMCSVYth1WJOnuhg2/pX8Q8d55Wu0+w/2sO+fXvZ/8vH+MS0GRz1YWDiRMpmzaZ+YTNNzZeSV1CQ7hBERCTHZHxyAjQDZcBTiQJrbYcxZhOwEiUnI4rH4+x8+rcceeDHTAmH6YnFqH7Xh+hNU2ICUDZ3Ca9seZbLBnsoX/MMv249xLLbPkVpVXXa2iTi+z69Hac4dbiVzqNH6TlxnFNDg+zt6eHQoYN0th7i/XGoiEQoB8oTDwxHGIjHMVOmMP0Pr2XFQsP0mnL8oQG3PJpdnboTaipZ8ccrAFjcfyMv7T7Ius07aDx8gogXotED2tuhvZ3YCxuw8Tjtvs8zFeWUNDZSXz+ZxtIyqvLyKKudSPmkeiom1RHJz09vYCIiklWyITlpDO4PDis/DDRd6EojkdAFN2gk67ftZ80/3kv9QBf4AH5wLXZ37/vwWLiCQS8E+CyO9TAr7nZiPPcAVz8Y8vEIJfQEa1jMAPP8gbN1zqwb8OHheD4dfgjf91kcirKcfmqIURmJMCUUojcW47EF7+Lw4BIYxf6Sm/U0RCwWv/CRKdf9Nfzis1wWjjK1pYUDn/ssd7f3cLqslkhRKVd6g0z1o/heCH+Ey6E8mV8dvIawKNrNtFhfyqf6Vf4E+jw37n9+tJuZ56n7VF4VXaE8QmGPOQPdmFhPyrpr8irpCLnZjWZFe5gX6z2z7Nwpmn3WRio4EdSdEe2lOd57zvJk60KlHA25Hblp8QEuj3W7dY7QhvVeMYeCulPigyyLn23v8PovhIrZSx6eB43EuDrWdW6FpDfzZa+IXZ5r7yQ/yvV+72vamfAKBWzDtaGGGH9E75mq3rDHbCafreTj+z6VxLnZS7wXr1337/wIL/uubilx3hMaSFl3hx/h+bhrb6Ef579HBtz2lryNACFgx5DPb3oHiA72UTA0yNfrqsjzPAo9j0jIfaYiQAWw6UQb9+5rASDP8/jUZUuJ+z5t0RhHw4WcLK/l9JSFRGcvg0g+4POzAdyg04skmrRBfKftciIXe869Wii6AU7E4/zsWAvFLS9QfXwvNQNdNISgKBymHnhq3bOcDnqGPtg4lRvr6hkC2oNbbyzGoO8z5MPfnuzmdLiASH4hy4vyaA7H8fGIex4+Hr6XuIV4IlxBZygPzwsxL97LW867/Z7dJk2sl7nR4dvv2dfu2bwK2oO6M2N9LIj1jLiNAazPq6AtlA94NMX6uDTanbINL0bKORJ2PUmTY/1cHu1KWXdzfgX7QwXg+9TFBlga7UxZd0uklH3hIgAmxgdZPnQ6Zd3fRUrYE3ZTRFfFh1g51JGy7o5wMbsiJQCUx6NcO3QqZd1d4WJ2BHVL/CjXD6au2xIu4viU2dxz560U5GXDLoaIZJps+OZITMY/MKy8H5hwISsMhTyqqkpG1ajh7vnRQ6zav4UraiamrPO9TWvoirppQq9rms5ltZNS1v3B1uc5MegyiWsam1hU1zByRQ9+tH0jrf3uh/uqhkZmNTQCEQbjcV6MF/Pviz7HiUmXQurf1XG18boHuPbFv+LGjpepCnvs2r+dmL8NgHdMm8mS87yG33/56TOv4TVN01haW5ey7v2b1px5DZc1NrE01WsIPLR53ZnXcFFDI0sbGlPW/fnW9bT0up2feXUNLG1MnSP/ctsL7Ol2OymzJk5iydTpKev+esdG9nZ2ADC1eiJLps9MWXfNns3sO3USgPqqai6fmXp65g27X2V/+wkAJlRUsnj2W1LW3bhvJweOHwOgrKycS83clHV/d/D3HDx2BICCklKaL5k/ciYF2NYWDh5xe+5eYREL5y9Kud69Rw9wqPUAABPzC1iwMPWJ2a1trbQe2AdARSSP+c2Xpax7rOs4J/btASA/FKKq8dzP2WA8TmcsTqfv0VVch7dgKV5lE7GKJr5UmMeRuiUMFteeu9I0bVOPd4zzdNxFl8C8t5/9Px5lYtsWJrdtomvl2/C6WuH0QYZo4+hglNKQR2nEHRgoDofPfIl3HN3DqSGXyFRMmcrcSfWvfS7f3e7b8jxHBvoBWNLQyJLzbJM/3bqefX0u8V9Q18AV59kmH9+24cw2Oae2jqVN01LW/fX2F9nd6ZKBppqJLJ2Weptcu/Mldne4nfZJE6pZOiP1e/Tirk3sPum2yYqKKpbONinrbtm9md0n2gAoKitn6Xm2yZ17t7I7GGI4u6SUpZfMT1l37/5t7A62yaaiYpbOW5iy7uGDO9jd6o4PTiooYOmC1NvkyVbLz597lKdWr+R9N6TeHkVEUvH8NJ+c+V8xxvwJ8DOg2Frbl1T+70CBtfamN7jKllgsPr2zM/VRuAux40AbT/7gfiq6TwdH/D3X1QDguePIW6umEA27fLCp5yQ1A93BMi842usFO3ceOyc0MhTJx8Ojruck1f2dwfrOrjPxHC1VkxnMK8DDo7r3FBOiA/gNs8mfu5xQWeWYxegB4XCYWCyW4lj6G+PH4/Tt38bRk230dpxgqL+Hxo4jTOjvwotHRzxgv6mygWjI7fRM6zlJ7UDqHo4tFfUMJF7v3g7q+lMfyXy1oo7+cB6e59HQ28HkvvMcnSyfRE/EHSGt7+ukqf/cusnH7HeW1dKd74561vZ30dQ77Iijd7bu70trOZ1fhOd5VPd3M7Wn/TV1Eu//3tIaOgpKwIPKgR6md584Z3lyknCgpIaThaV4HpRH+5nW0TZ8dWccLqmmvcgNXCoZ7GNGV9s5y/2kthwtrqK9uBKAoqEBZpw+8trkJKh/vLiS48WVgEdBdJAZHYeDxa95AO3F5bSVuOMO+bEoM04N645IesyponLaSt2wwEg8zsyTB/G8155z7nse3aVVnKppIi+/kEh+IdW9p/EKS/CKywjXTCZUNuFsezL0a9H1XgbbYIa2EQAPYoP9xNoP43e04fd34/f1cqK4gqHoEEMDfVSdbKWi9zRePAbxOPju5sVjeL7PjvJJ9Hkh/HicyX0d1Pel3n63l0+iN+jBqu/rpPE82++Oslq6Iq7Hb1J/F1P7Os4uHPaa2rIaTkeCXouBbmb0nky53l0lNZzKd2lY9WAPsxLb7whaSms4nl8MPlQN9jKn50TKunuLJ9BWUApA+VA/l3S3pax7oKiSI4Vu+y2NDjCv61jKuocKK2gtqgCgODrIgq6jKeseLiznYFElAAWxIZo7j6Sse7SwjNisudz10ZvGfPKH8vIiwuHQXmDGmK5YRDJKNvScJIZzNQB7ksobgC0XutLoGJ97cUlTLcu/+zVOneoZ83WPTu9/XeV1ikRCVFWVcOpU/9jFaGYCqY9GDvfhsXnWEZ2NL9Pew7GR6/HBaGMc2wMWF8NF2QYvqrrg9vrl+udU8YmInN/YnnhxcWwBOoFViQJjTCWwGFibniaJiIiIiMhYy/ieE2vtgDHmu8D/MsYcB/YB38b1qDyczraJiIiIiMjYyfjkJHAXrq0/BIqAZ4HVugCjiIiIiEjuyIrkxFobA+4MbiIiIiIikoOy4ZwTERERERF5E1ByIiIiIiIiGUHJiYiIiIiIZAQlJyIiIiIikhGUnIiIiIiISEZQciIiIiIiIhlByYmIiIiIiGQEJSciIiIiIpIRlJyIiIiIiEhG8HzfT3cbxluf7/uF8fjYxx0Oh4jF4mO+3kyS6zEqvuyX6zHmenyQ+zEqvgsTCnl4ntcPFI35ykUkY7wZk5MOoAA4kuZ2iIiIyOtXDwwAlWluh4hcRG/G5ERERERERDKQzjkREREREZGMoOREREREREQygpITERERERHJCEpOREREREQkIyg5ERERERGRjKDkREREREREMoKSExERERERyQhKTkREREREJCMoORERERERkYyg5ERERERERDKCkhMREREREckISk5ERERERCQjRNLdgFxgjAkBXwU+ClQB64DbrbW709qwMWCM+TJwvbV2VVJZM3APcDnQDvyDtfZv09LAC2CMmQB8C7gRKAe2Al+01q4LljeTxfEBGGNqgb8D/hAoAtYAn7fWbg+WN5PlMSYYY+YAm4BPW2vvC8qayeL4jDFTgX0jLPqYtfaH2R5fgjHmg8AXgRnAHuBr1tqfBsuaydIYjTGrgKdTLN5rrZ2RzfEBGGPygK8BH8D97m0G7rTWrg+WN5PF8YlI+qjnZGx8Bfgk8DFgGeADTxpj8tPaqlEyxvxP4OvDyqqBXwO7cD86XwXuNsZ8ZNwbeOEeAq4E/hRYgtux/ZUx5i05Eh/AY8BM4I9wMfYBvzHGFOdQjIkdpAeAkqSyXIhvIdAPNAD1SbcHciQ+jDHvB34E/BMwH7ddPmSMWZYDMa7n3PetHrgBiALfyoH4AL4M3Io7KHcpsBP3u9eQI/GJSJqo52SUggTkDuAL1tongrJbgMPAO3E/uFnFGDMZ+CGwArDDFn8cGABus9ZGgR3GmNnAncC/jGtDL4AxZhbwVuCqpCN8n8HtxL8PtxOftfHBmZ3zvcA3rLXbgrK7cUc25wHXk+UxJvlLoGtYWVZ/RgMLAGutPTJ8QXDQIKvjM8Z4wN3Ad6y19wTFdxtjrgZWBbesjdFaOwgcTfwfJNHfAf4j6Pn6ElkcX+Am4EFr7a8AjDF34BKVZcAcsj8+EUkT9ZyMXjNQBjyVKLDWduCOxq9MT5NGbTFwCnf09oVhy1YAzwY/OAlPASYYSpTpTgBvBzYmCqy1PuABE8j++LDWtltr35uUmEwCPgccAraTAzECGGNWAp8APjRsUS7EtxD3Xo0kF+IzwDTgweRCa+1qa+1fkRsxJvsUMAX4bPB/LsTXDtxojJlmjAlz9qDAZnIjPhFJEyUno9cY3B8cVn4YaBrntowJa+3j1tr3WWtbRljcyMixQhbEa63tsNY+Ya0dSJQZY96NGwL1n2R5fMMZY76PO4L7buDPrLU95ECMxphK4MfA/7DWDo8l6+PD9ZzUGmPWGmOOGWPWGWNWB8tyIb45wX2JMeY/jTFtxpgXjDHvCMpzIUYAjDGFwF8Af5/UE5YL8X0GN0xtLy4p+RbwHmvtHnIjPhFJEyUno1cc3A8MK+8HCse5LeOhmJFjhSyM1xhzFW7c+6PW2sfJsfiAv8eN+f434BFjzGJyI8Z7geettQ+OsCyr4wuGis7BTdbwZeBtwEu48fzXkeXxBcqD+3/F9Z7cAPwKeDSHYkz4AG5Sin9IKsuF+C7B9bDfjDuH71+AfzXGLCQ34hORNNE5J6PXF9wXJP0N7gu4Z/ybc9H14WJNlvixyap4jTE34XaMNgDvDYpzJj6ApNm5Po4bC/5psjxGY8wHcMNGFqSoktXxWWsHg56haFIP30ZjzCW44XlZHV9gMLj/trX2/uDvzUHy/OfkRowJH8Sda9KeVJbV8QWzyT0AXGetXRsUv2yMmYs7Dyyr4xOR9FLPyegluq4bhpU34Mb455qDjBwrQOs4t+WCGWM+DTwMPAG8zVqbSCyzPj5jTK0x5r3BOHAArLVx3DkMk8n+GG8FJgEHjTHdxpjuoPx7xphtZH98WGt7koceBl7l7HCZrI6Ps9+Nrw4r3wZMJzdixBgzEVjOaydGyfb4rgDycD16yTbgev2yPT4RSSMlJ6O3BejEzS4DnBkPvxhYO/JDstqzwIrkHV/gOtzMQm1patMbYoy5Dfg/wHeBW4btBGZ9fLidgAeBaxIFwWxBi3EJSrbH+H7ckJLmpBvAXbghUFkdnzFmYZB0XT1s0eW4nfesji/wCm6WtSuHlS8AdpMbMYJLTHzcdYaSZXt8iYNyC4eVLwB+T/bHJyJp5Pm+n+42ZD1jzDdxswbdirtw2rdxM9EsCKaUzFrGmPuAaYmLMAYzrezEXUfjb3BH0O4FPpk0PCNjGXfBvt8BvwBuH7Y4MRQha+ODM9O0Pon7DH4MNy78L4DVuB35frI8xuGMMT7wEWvtfTnwGQ3hrpNRAtyGm2Hu47jP6xLgGFkcX4JxF3j9Au6780XcdYe+jtuJ3U5uxHgX8H5r7Zxh5bnwGX0GmIj7XB7CDV/7EnA10EIWxyci6aWek7FxF/DPuGuDPIebwWR1ticmIwmOeq3GTQW6CXdxrc9n0Q/Ou3DDEf4bcGTY7Z4ciC8xNfItuKk7/x9ux28CsMJaeyAXYjyfbI8vGIL3Dtz79lNcL8NS4K3W2lezPb4Ea+03cFcY/yYuGXk38E5r7TO5EiNQh5ty9xzZHl/wGb0J9x1zH25q9j/AnYOyIdvjE5H0Us+JiIiIiIhkBPWciIiIiIhIRlByIiIiIiIiGUHJiYiIiIiIZAQlJyIiIiIikhGUnIiIiIiISEZQciIiIiIiIhlByYmIZKTgYpIiIiLyJqLkREQyjjHmj4H7g79XGWN8Y8yq9LZKRERELrZIuhsgIjKCP0/6exOwDHcVcREREclhSk5EJKNZazuBDeluh4iIiFx8nu/76W6DiMgZxphngGuSiq4FngautdY+Y4z5GvCnwBeBbwCzgJ3AbYAP3AMsBPYAn7HW/jZp3fOBvwZWBkW/Be6w1rZcxJBERETkddI5JyKSaW4HXgluy4DyEepMAf438E3gPcAE4GfAT4Af4JKXEPCQMaYIwBgzB1gP1AIfBv4MmAE8Z4ypvXjhiIiIyOul5EREMoq1djvQCXRaazcEfw9XDNxurf2JtfYx4B+BBuBua+0PrbWPAl8BagATPOarQB9wvbX2YWvtT3G9MkXA5y9qUCIiIvK66JwTEclW65P+PhrcJ5+b0h7cVwb31+GGh/UaYxLffZ3AWuCtF6mNIiIi8gYoORGRrBScKD9c73keUg3cEtyGOz4mjRIREZFRUXIiIm8WHcBvgL8bYVl0fJsiIiIiI1FyIiKZKAaEx3ida4C5wGZrbRTOXIX+34DdwOYxfj4RERF5g5SciEgm6gCWGWP+AKgYo3V+HXge+IUx5l6gH/gEcDPwrjF6DhERERkFzdYlIpnou8AQ8CRuNq1Rs9ZuBVbgroXyY9zUw/XAzdbah8fiOURERGR0dBFGERERERHJCOo5ERERERGRjKDkREREREREMoKSExERERERyQhKTkREREREJCMoORERERERkYyg5ERERERERDKCkhMREREREckISk5ERERERCQjKDkREREREZGMoOREREREREQygpITERERERHJCEpOREREREQkI/x/iLHVSQAvbncAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add the location of the second peak\n", "peaks = chrom.fit_peaks(known_peaks={50 : {'width': 5}}, prominence=0.5)\n", "chrom.show()\n", "score = chrom.assess_fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constraining Peaks With Known Parameters\n", "If you have a chromatogram with two *completely* overlapping peaks, it can be \n", "very, very difficult to deconvolve the mixture. However, if you happen to know\n", "the parameters of one of the constituents (say, from characterization of \n", "an isolated aqueous mixture of that compound), you can apply more stringent \n", "bounds to that particular peak. Say for example we have a mixture of two compounds \n", "with retention times of `10` and `10.6` and you know that the first peak has \n", "an amplitude of `100` units. If you were to only supply the locations of the \n", "known peaks, you would underestimate the contribution from the first peak." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Performing baseline correction: 100%|██████████| 249/249 [00:00<00:00, 1954.58it/s]\n", "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 15.32it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Inferred amplitude for peak 1 is 94.971. Known value is 100.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "[
,\n", " ]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uuOPugr173w/V6/Wsu7u7dO21/y3dsmV9xOOPP6zbvXtf8po1b59euXJ5xIsvLoyzWgUmNnaA4dVXV54ePfoCPQBMmjSltrS0JOf993eF7NixNTw2doDhiiumlX355WftJij2/k4IwNgzZs7FZIqiFFtZqXfqSZVKtmGsux6C0OeGqtrF1dvo6u0DXLuNzRdUPHKbHiqm4/b1tUUYXfn318jV2+jq7QO6ro1+fu5QKNgsAAOccb6kpKSBLKv4KigovF6t1rpk1SPSNY4cOewREBBkbV4Q4O2314Z8882XAR9//MXJnoytt7JYTNrS0gIPSRKnjh49OvVs+/byj2JCCCGEEEJ6j99++9X7xx8P+j3zzHPZ0dEx5uTkU7oDBz4Onjbt6rKejs0VUHJCCCGEEEKInR5++PFCo9HIvvrqy7F1dbVKPz9/y7XX3lBy//2zXHbV9u5EyQkhhBBCCCF20mg08nPPLcoDkNfTsbgiqtZFCCGEEEII6RUoOSGEEEIIIYT0CjSsixDiEhgAg/1FyIIVv61aAbVkReK1N8A3IeHsx/iJTY8JIYQQ0rMoOSGEuAStEni6fhvYzz+DirV1ChelvIyiqVdi8E23tHvMu1MdWi+MEEIIIV2AhnURQlxCfn4ekt5/DyqWRYbFjFSTEUqGAfPVFyg4+kdPh0cIIYQQO1ByQgjp82RZxqJFz2J1Wir2QcSUTVsxef1mnBCsUDAMcje+A1kQejpMQgghhHSAkhNCSJ/3888/Ienvk1A+9Dt+uXovoHaDu7sHhj05F7WCFZW1tfjrl0NnHGcSgGs+ccc1n7jDRLkLIaSPGjduzOg9e973t3f/H3/83uv6668cOnHiRaNee21pRFfGZo81a1aGXXfd1GHOPGdnXpP8/Fz1gQMf+zrz+sRxNOeEENLn/bl1E7yUahi8IlBsACCbAQZIHH4eVkRHY+cnH2Hcng8wasKlLY6TARTp2abHhBDSF+3b99nfXl7eor37b9z4dkRwcIj5jTfWnfbw8LT7uL6kM6/Jiy8+HxMUFGSZPv36qq6Oi3SMek4IIX3a6V9/xtUKJVYOHd7m9pvvfRAsy+Lw4Z+Qm5vTzdERQkjXCw4OEXQ6nd33WPR6vWLw4CH6qKgYi5+fv0smJ517TWQq2NiLUHJCCOnT0vftAQAUajRtbo+KisZFF42Fm0KBX3bv7M7QCCGkWzQfwrRgwdMxzz77VOzy5Usjpk27dMSll449b86ch+NKSoqVjfuWl5epP/xwd+i4cWNG5+Zmq2VZxoYN64Kvv/7KYZdeOva8GTP+O/jjj/f6NZ7/119/9hw3bszoDRvWBV9xxcSRt99+06CsrEzNuHFjRr/11huhV145ecR1100dVl1draipqVEsWvRc9LRpk0Zcdtn4kQ88cHfi8ePH3JrHu3v3joAbbrhq6KRJF4+aM+fhuPr6OsXZ2nf//Xdxq1evCFu06LnoKVPGnTdt2qQRb731Rmha2mnNvffeyU2adPGo22777+C//kpquk7ja1JdXa2YPv3y4bNnPxTfuO3QoR89x48/f/QXX3zqc//9d3EpKckeP/30g3/j0LLrrps6bM2alWGtY1iw4OmY9l4PURRRWFigevrpOQMuu+ySkVOnThwxe/ZD8RkZ6W1/OJF2UXJCCOmzrBYLgisrAQB+l0xsd78bJk7GhhGjMZTnIRiodDAh5OxEo5Ft749kNjPdse+5OHLkF9/a2lrlG2+s41944aWMlJRkzzffXB0O2IY7+fn5Wa+55vqSffs++zs8PNKyatXy8M8/PxD0yCOP527evDP5+utvLHnrrdXRO3ZsC2x+3t9/P+Kzbt2mlPnzn89WKFgZAH788Xu/Vave5BcvfiXD29tbnDPn4YTCwgLNyy8vT1+3blPqwIGD9HPmPDzwxIm/dQBw4MDHvu+882bU9dffWLJx47unBg0aov/yy8+COmrT/v17Q4KCgi2bNu04dfXV15bu3r0jbN68JxJuuWVG8VtvbUxRq1XSypWvRbc+zsfHR3z66QVZf/2V5P3JJx/5VVZWKJYvXxo7efLl5VdeeU318uWr0xMSEvUXX/yfqk2bdqR05nVu/nqYTCb2scce5CRJxKpVb/GrVr3Fe3l5Cw8/fO+gwsICVWfO29/RnBNCSJ/1zxefwVOhRL0oYvjV1wCftL3f2KuvxbHPDiBIrUHKF59i2I1tr3tCCCEAkPHYrPPa26ZL5Goin3k2vfHnzCdnj5Ct1jZv9mpiYuujFy7iG3/OmvfUMMlgaPO7lzos3BCzZGmnvhy3G6NOJy5a9HKOSqWSExMHmo4c+aUiKemoN2Ab7sSyrKzT6aTg4BBBr9ezn366P3ju3Gezpky5ogYAYmMHmIuKCjX79r0fcuedd5c1nveWW2YUx8XFmwEgNzdbDQBXXTW9jOMGmQDg559/8kxL49337//y74CAQAEAnnxyXkFy8imP99/fGTxs2Ijsjz76MHjs2HFVd955TxkAxMcnFKeknHLPzs50w1lERkYZH3nk8SIAuOeeB0p2794ZNn78xMrLL59WAwCXXz6tYuPGdyLbOnb8+Al106ZdU/rOO29Gfv/9N37u7u7ivHkLcwHA19dPVCqVslqtlhpjtlfz1+ODD3YF1NXVKl99dWWWSqWSAWDJkmXZN9xw1bC9ez8InD37ycLOnLs/o+SEENJnFR/6EZ4ASj09MUijbXc/Nzc3lHp5I8hkQvnvvwGUnBBCXFhwcIi58QsyALi7e4iCILTZM3P6dKrWarUyr7/+aszKla/FND4vihIjCFbGaDQ2HRcTE2tufXxUVLSp8XFqarIbANxyy3UtKm8JgsBYrRYGAPLycnUTJ06ubL598OCh9R0lJ2FhEU3XcXNzkwAgPDy8KR61WiMJgrXd3qcnn3wm/9ixo97Hjv3p/fbbW5I7M0enPc1fj9OneTej0aiYOnXiyOb7WK1WNi8vp/0PKHIGSk4IIX2SJEnwq6wAlCr4XXgxGAADvCUoFCzQxseT7/kXAD8fgk9FBWRJAsOyDcfY5oLSbEhCSKO4tW//1d42hmVbfKkdsHLN3/buG/va6yfs3fdcNE9M/tX26SVJYgDguecWZQ4YEG9qvV2j0TQdqNVqpdbbtVpt03ZJkhidTieuX7/tjB4gtVotAQDDMJBbhaJUKjtsu1KpOGMfhrF/dkJJSbGqurpKpVAo5CNHDnsNGzbcePYjWl5OEMQzPiaavx6SJCE0NMz06qsr01vv5+7u7pJFB7oKzTkhhPRJGX8dg69CCaskYdj066BVAh9da8R3dwK6Nm67nHfNtagXBLizLPJ++xUAoFUCH15lwIdXGaClWzWEkAYKnU5q7w/b7Mt6V+7bXeLjE00KhUIuKipUDxgQZ278c+jQD947dmwJZln7vyrGxSUYjUajwmIxM83PtW3bppCDB7/1AYDo6BjDyZN/ezQ/judT3J3bqpYkScKSJQtjo6NjDQ8/PDv3vffeDT958oTu3z2Ylr8nhVKur9crmh9fWlqiPts1BgyIM5aXl6u9vLzExnZHRUWb33xzdfgffxzxdHabXBklJ4SQPukon4yZx//ExyoldJ4dv+/7+PkjT2F7y8v+6ccujo4QQvoGb29v8bLLppbt2LE1/KOPPvTLzs5S7937gf+2bZsjfH39OjUHY9KkyTXR0THGRYueizt8+JBnZmaGZvnypRE//PBdQGxsnAkAbrvtruI//vjNd+PGt4MzMtI127dvDvr99yNdugDihg3rQrKystwWLFicfcstt5cPGjSk7uWXX4g1NxQh0Ol0UmlpiaagIF8FAIMGDa4/fPgnvyNHfvFIT0/TLFnyfLTRaDhrRbHp02+o9PBwF+fNeyIuKekP97Q0Xvv88/Nijx9P8k5I4DropSHNUXJCCOmTfv/9CAyiiPCLxtp9DBMdAwCQc7O7JihCCOmD5s9/Pu/aa28oeffdreF3333b0F27tofeeuvthY891rlJ3AqFAmvWvHM6ISFRv3TpogH33Xfn4H/+Oe65cOGLGePHT6gDgClTLq955pnnMr/55suAe++9c8jhw4d8pk+/vqRrWgacOPGP7v33d4bdeefdBQMGxJkB4Nlnn88pLy/TrFq1PBwApk+/oSwvL1c7c+btQ0RRxKOPPlGQmMjVL1jwTMJjjz040MvLSxg7dvxZF2j09vYW167dkOrt7SPMnz83YdaseweVlpaoX3llRdrAgYPPGC5H2sfIrQf+ub5MUZRiKyv1Tj2pUsnC19cdVVV6CMIZQzJdgqu30dXbB7hOGwVBwIQJF0Kv12P37n0YNGgITAJw19fuUChYvDtVDxXObN+fP3yP95YuRqFSid1fHoRZZHDX17Y5mO9e0fuHdrnK7+9sXL2Nrt4+oOva6OfnDoWCzQIwwBnnS0pKGsiyiq+CgsLr1WotfXkkpAtZLCZtaWmBhySJU0ePHp16tn17+UcxIYScKeWng5gXGYOTJgM4bhAA29TFzJqGzmAZbc5wHzZ2HA7X1sBisSAnJwvBEQOQWaNoOoQQQgghPYuGdRFC+pzCP37HQA9PnB8chs5M1tRoNBg+fCQA4M8//+ii6AghhBDiKEpOCCF9jpCbY3sQHt7pY8eOOA/TgkJgPfSTk6MihBBCyLmiYV2EkD5FlmX4GIyASoXAhl6Qzhg2IB7jomJgqtdDllxzzD8hhBDSV1HPCSGkTynKSEegSgVJlpFwyYROH8+NuwQmUYSWZVHO810QISGEEEIcRckJIaRPSf/ZNhyrXJbg7uff6eO9vL1RKNkW683944hTYyOEEELIuaHkhBDSp9SmJgMA9N4+LZ5nAIS6S4jwRJuVupoz+NjW+6pPS0Oou4RQd6mjQwghhBDSDWjOCSGkTykpLUGIBLjFxbd4XqsEvvyvsWF9BUA4y7rG7vEJwN/H4VlehE+vde6aR4QQQghxHPWcEEL6DEEQsCH5JO77OwkR0650+DxRF14EAPCXZQhGo7PCI4QQQsg5op4TQkifkZubA7PZDJ3ODVExji8SHX/eaPxltcJLqUThyX8Qdf6FToySENLXMQwUDMP0yA1cWZYlWYbYE9cmpDeg5IQQ0mfwDfNNEhISoVAoWmwzCcADX2uhVAAbppz9zU2lUmGH1YzfU1IQljUKXhVu2DDFAC29IxLS7zEMFBLDhBpMQo+8I7hplQILuai3JShr1qwMO3jwG//9+7860dlj09PTNA88cPfgbdt2nYqKirF0RXzEddBHMSGkz5B+PoR1w85DfkjoGdtkAMkVtoRFltHhpHj/RA6WtAzkC35Ape14QghhGIY1mATlbyeLJINJ6NbFkNy0SvaioaFKT62SlWW5VyUnjkpOPqmbP/+peIvFTFMJiF0oOSGE9BlMeRkCNBpYgoLO+VwcNxD4/AsnREUIcUUGkyDpjdaeWKnVZb7Er1u3JmTv3vdDw8MjTJWVFeqejof0DS7zH4AQ4tpkWYaPxQoACBgy7JzPx8XG4a6I6HM+DyGE9LRx48aM3rVre+DMmXdwkyZdPOrWW68f/M03X3o33+e77772vuOOmwZNmnTxqBtuuGro6tUrwsxmc1Mfc2pqsnbOnIfjrrhi4sgJEy4cdcMNVw3dunVTu3eCtm3bFDRx4kWjvv76C5/29klK+sP76aefy5o167F8pzSU9AuUnBBC+oTSvFwEqFQAgNgLzn0Ce/ygIbjEL+Ccz0MIIb3B1q0bIyZNmly5YcP2U2PGXFjz0ksvxB89+rs7APzww3deS5cujps27eryLVt2nXr88adyDx/+yW/BgqdjAcBgMLBPPTU7UavVSWvXvpO6det7p8aNu6Rq8+Z3Ik+c+EfX+lo7d24L3L59c8TChUsyrrjiyur2Ytq8eSc/bdrV7W4npC00rIsQ0ifkHP0dPgCqRBGJ/ueeVHh5e6NEcokh3YQQgkmTppTfeec9ZQAwd+78gpMn//bcs2d30PnnX5i1c+e20MmTLy+//fb/lQFAbOwAs1KpzJk378nE3NxstZubuzR9+vWlt912Z6mXl5cEAI8++kThRx/tCUlLS9UNGza8qeb67t07A7Zs2RCxaNHL6RMnTq7tmdYSV0bJCSGkT6hITYEPgFqd1mnnrHdzd9q5CCGkJ40aNaau+c8cN0h//PgxLwDIyspyy8hId//hh+/8G7fLDVVA0tPTtJdeelntjBl3lX722Sd+GRlpbgUF+ZqcnCw3ABBFqWnoV1VVlertt9dEKxQKOSIiytwd7SL9DyUnhJA+QSgsAACwQcHt7uOrkcGwHZTpakYZGgpPSw0khkGH5b0IIaQXUyqVLYoOyrIMllXItscSc911NxZPn359RevjgoNDrKWlJcoHHrh7kKenl3DRRWOrR4++oHb48BH6W265bnjzfRmGxZIlr6Rt2bIhbOnSxbGbN+9IZVmaIUCci5ITQkifkFVdDVkQEJzItbldpwR+uMUAX193VFUBgtDxOYPjorD++5mokiTo/veukyMmhJDuk5x80v2yy6bWNP6cmprsERcXZwCAiIgoY15ejnbAgLim3o4jRw57fPDBe8HPPvtCzmeffeJfX1+n3LPnwEmVSiU3nK9hrsm/OY+Pj7d1woRJtUFBQZaHHpo5eOvWjcH33vtgSTc1kfQTlO4SQno9QRCw43QKXuCTETFhktPOGzZsJADAm2EgmkxOOy8hhHS3Tz/dH7x//z6/9PQ0zWuvLY3IycnW3XbbXSUAcOuttxf/8cdvvmvWrAxLT0/THD58yHP58ldi9fp6ZXBwiBAcHGIxm83sZ5994pufn6v+6aeDXi++uHAAAFgsljO+Kw4aNMR0/fU3Fe/atT0sIyNd091tJa6Nek4IIb1eQUE+rFYrtFotQkPDnHbeSG4gjlutEGQJxemnET50eMcHEUL6BTetsttv4J7LNS+/fFrZ3r3vB69evUIXHR1tWLZsRdqQIUONAHDVVdOrZFnO3L17R+hHH30Y4ubmLo4Zc0H1E088k9+4PTU1pXjjxrcj165dyQYEBFquuOLK8iNHfvFJSTnlDqCs9fVmzXqs6JdfDvkuXbo4ZtOmd3ka3kWchZITQkivl3U6FSqGQUzMALT3AWgSgMe/10KlBFZPsO/NTWRUeGLUEhiNBvxfZQ3CnRs2IaQPkmVZctMqhYuGhirRAyNM3LRKQZblTi/+GBsbZ3zmmQXtridy9dXXVl199bVVbW1jGAZz584vmDt3fkHz55sP2Zo9+8nC2bOfLGz8WaPRyHv2HDhlT2xjx46vO3z4zyR79iWEkhNCSK9n/ON37Bh1AdJ0Z5TbbyIDSCpR2B7LsGt+uwzAFDgSDICs7LeAS8Y5I1xCSB8myxBZyEWePdBzYru+LMkyqM456bcoOSGE9HpCcTFYhoHOz6/LrpGVldVl5yaE9C2yDFGWZUoQCOkBlJwQQno9TX0doFDCIzq6y64xNi+vy85NCCFdiYZMEVdCs5cIIb2aJEnwbVgtLGjQkC67ThjDQjTTmmKEEEJIT6LkhBDSqxVlZsBbqQIARAwf2WXXYRkGJcknu+z8hBBCCOlYr0pOOI5L5DiunuO4u5s9N5LjuJ84jtNzHJfLcdzcHgyRENLN8v85DgCoEkWoPTy69FpFJ/7p0vMTQggh5Ox6TXLCcZwKwC4A7s2e8wfwLYDTAMYAWATgJY7j7umRIAkh3a4qPQ0AUK/peJ0vrVKGrpMz6bQKGSrRtgBjbU52Z8MjhBBCiBP1pgnxLwKoa/XcAwDMAGbxPC8ASOE4LgHAPABbuzk+QkgPyK6qQm55GUJHnnfW/XRK4LcZBvj6uqOqChCEjs+tUwKHb6nHgeefhVYyQyovd1LUhBBCCHFEr+g54TjuEgAPAvhfq03jARxqSEwaHbQdwgV1V3yEkJ7ze3Eh1mVnQHnhRV12DfeISACAWq/vsmsQQgghpGM93nPCcZwPgB0AHuN5Po/juOabIwCcaHVI4+qkUQBKHb2u0slrKykUbIu/XZGrt9HV2wf0zTbm5uYAAGJjYzv8f+to+4IHDUT1r4dRKYpOf29wpr74++ssV2+jq7cPcI02MgwUDMPQIoyE9IAeT04AvA3gCM/z77WxzQ22YV3NmRr+1jp6QZZl4Ovr3vGODvDyan8Fa1fh6m109fYBfaeNtdXVUNfXQ8EwGDFiMLy82v9/axKAhz63PX7nKh20dry7NR5jlafhx5NPAKIZt2tZ6M6yEn1v0Fd+f+fC1dvo6u0D+m4bGQYKHWsNlS2GHvmOxKjdBKOkKuptCcqaNSvDDh78xn///q9a3zRu1549u/337fswuLS0VOPr62u9/PKp5ffdN6tYoVB0Zaikj+vR5ITjuDthG7o1rJ1djABaz4JtTEocHn8hSTJqaw2OHt4mhYKFl5cOtbVGiKLk1HP3Fq7eRldvH9D32ph8+De8MWwkjJIIQWBRVdX+f3ujFfgh25a8VNcYoWE7bt+/x6jh6e2Luspi/PNPChITuQ6P7Ql97ffnCFdvo6u3D+i6Nnp56bqlN4ZhGFa2GJT1/O+SZDZ26y+J1ehYD+5CJaPyYfv6CvX79+/ze+utN6Ifeuix3AsvvLju1KkTbmvWvB5tsViZxx57oqin4yO9V0/3nMwEEAyg9XCudziOexpADoCwVsc0/lxwLhcWhK55vxFFqcvO3Vu4ehtdvX1A32ljcWoqQgDUMgxEUQYgt7uv0OxjXBIlCFLH7Wt+TFRUFE5VFiMzIwMDBiQ4HnQ36Cu/v3Ph6m109fYBfb+NktkoiSZ9TzSg746Ha+bAgY8DJ0y4tOLWW28vB4DY2AHmnJxs7ddffxFAyQk5m55OTu4A0LrfNw3ACwA+AHAbgIc4jlPwPN/4NWIyAJ7neYfnmxBC+ob6vFwAgKkbhlld6h+AWcNGwvzzIeCyqV1+PUIIcZZx48aMnjXrsdzvv//WLysrwz04OMQ0c+YDBZdfPq2mcZ/vvvvae9u2TWEFBfk6X18/yyWXTKqcNeuxIo1GIwNAamqy9p133gxPSUn2NJmMrL9/gOWaa64vveee+9r8vrVt26agbds2RTz77AuZV1xxZXXr7Q899Gi+n5//GXUT9fr6nv7uSXq5Hv0HwvP8Gb0fDT0opTzP53ActwXAMwA2cxy3HMAFAOYAeKg74ySE9AyhrAwAwPj6d/m1fH39EVRTifyKii6/FiGEONvWrRsj/ve/e/OfffaF7E8++SjgpZdeiPf19Us9//wL9T/88J3X0qWL4+6776G8sWPH1+bmZmvWrl0VlZ+fq12xYk2mwWBgn3pqduKwYSPq1q59J1WpVMn79+8N2Lz5ncgxYy6oGzZsuLH5tXbu3Ba4ffvmiIULl2RMmXJ5TVvxXHDBRS3G4VZXVyu+/PKzwBEjzqvtyteB9H29uuuwoXfkCgAcgGOwLcL4NM/z23s0MEJIt1DV1wMAdOGtR3c6n0dUlO1aJlMHexJCSO8zadKU8jvvvKcsISHRPHfu/IK4uHj9nj27gwBg585toZMnX15+++3/K4uNHWCeMOHS2ieeeDrnt99+9c3NzVYbDHp2+vTrS597blFOYuJA04ABceZHH32iEADS0lJbdF3v3r0zYMuWDRGLFr2c3l5i0lp9fT07d+7seKvVws6e/VSe81tPXEmv61rjeZ5p9fNRABf3UDiEkB7kJQoAq4bfgPguv1ZQIgcc+h4+AGRRBEPVZAghfcioUWNaLGTNcYP0x48f8wKArKwst4yMdPcffviuqRtabpjCl56epr300stqZ8y4q/Szzz7xy8hIcysoyNfk5GS5AYAoSk3fy6qqqlRvv70mWqFQyBERUa2rqbappKRYOXfu7ISSkmLNq6+uPB0TE2s599YSV9brkhNCCAGA2qoq+CtVAIDwoUO7/HoRAwejWJKgZllU5WTDb0Bcl1+TEEKcRalUtqgYIssyWFYh2x5LzHXX3Vg8ffr1Z4xbDQ4OsZaWligfeODuQZ6eXsJFF42tHj36gtrhw0fob7nluuHN92UYFkuWvJK2ZcuGsKVLF8du3rwjlWXbH4STlsZr5859PEEURWb16nX84MFDje3uTEiDXj2sixDSf+VlZ2JPYT5+rauFZ2h4h/vrlMDxu/TIeRzQqey7hk4J/DmjDn/OqEOAjwfKBCsAoOjUyXMJnRBCul1y8skWC0GlpiZ7xMXFGQAgIiLKmJeXox0wIM7c+KekpEi1Zs3rEfX1deynn+73r6+vU27ZsjP1kUceL5o27arqmprqhhvY/+Y8Pj7e1gkTJtXOn78wOzMz3W3r1o3B7cWTk5OtnjPnkUStViu9886WFEpMiL063XPCcZwSwETYqmbFAvAGUA5b2d8vAfzK83z79T4JIcQOucVF2FdUgPNCQnA3w3R8gBPUq9UAgOrMjG65HiGk92I1um6/gXsu1/z00/3B0dGxpqFDh+v37fswMCcnWzdv3vPZAHDrrbcXv/rqSwPWrFkZduWV11QUFxepX3/91ZiAgABLcHCIEBwcYjGbzexnn33ie/75F9RnZKRr161bEwkAFovljJgGDRpiuv76m4p37doeNnHi5Oq4uPgzhni9/PKiGEGwss8//1KaSqWSS0qKm75zBgeHnFHFi5BGdicnHMepAcwC8BSACABVsCUkegCRAK4G8ByAQo7jXgOwged5u8YjEkJIa7m5OQCAqKjobrumydsHfEE+hFq75ngSQlyQLMsSo3YTPLgLleiBESaM2k2QJbnT66tcfvm0sr173w9evXqFLjo62rBs2Yq0IUNsvRVXXTW9SpblzN27d4R+9NGHIW5u7uKYMRdUP/HEM/mN21NTU4o3bnw7cu3alWxAQKDliiuuLD9y5BeflJRT7gDKWl9v1qzHin755ZDv0qWLYzZtepdvPryrqKhQlZJyyhMAHnronsGtjz18+M+kzraP9B92JSccx10AYDsAEcDbAD7kef6MW4scxw0DcCWA2QAe5zjuTp7njzgxXkJIP1GTmYFgjQaREZF27W8Wgfm/aKBWAYsuBOyZzm4WgRd+1QIAlow1oW7IECz9/mtcFReH688hdkJI3yXLEI2SqohR+fTI0HdZkiVZRqdXh4+NjTM+88yC/Pa2X331tVVXX31tVVvbGIbB3LnzC+bOnd9iiYd7732wpPHx7NlPFs6e/WRh488ajUbes+fAqbbOFxoaZqUEhDjK3p6THQDm8zz/8dl24nn+BIATAF7jOO5m2BKaxHMLkRDSHw0rK8N1w85DuWjfDURJBr7Lsb2lPX8+oLBjJJgkA9/n2SaoLJZNiIiwlRPOa1j8kRDSP8kyRFmWO50gEELOnb13BYZ1lJi0xvP8hwC6vsQOIcQleYm27wV+cQkd7sswDBTNS/8qWDAOzFOJiIgAABQV5EOWaeocIYQQ0t3s6jnhed6hmtSOHkcI6d9qq6ubygiHDTljuHILDANAwSAtrwaAGwAgvaAGQyI8IYudSzDCwyOxcsgIhGq1qCssgFd4hCPhE0JIt6IhVMSV2Dvn5IXOnJTn+SWOhUMIIUBhajJYhoFFkuAZcvbV4RVKBbKL68BnVwAIBQCczq6Al4ZBTLAnrFb7R2Z4e3tDpVBAwTAoTk2h5IQQQgjpZvbOOVnc6mcZAAPbBPlyAL4A1AAsACoBUHJCCHFYRWY6AgHUAGDOssCXQsGg1mBFWm4VhGa9JFZBQnpuFfy8tHBXKyBJ9veg1ClYBAOozMwAJl/meCMIIYQQ0ml2zTnheZ5t/APgMgAVAG4FoOV5PpTneS1sVboqADzZZdESQvqFurw8AIBJoznrfgzLIq+kDjX1Z1Ytr6ozI6+kDgpF5wruWN1s65gZiwo72JMQQgghzuZImbw3ATzP8/yHPM83jZfgef4rAAsBLHVWcISQ/slSZiupL3l5tbsPyzKoM1hRUFrX7j4FpfWoM1rBsvZPjmf8/AAAYkWF3ccQQgghxDk6vUI8gCgA7dXZLAMQ7Hg4hBACnNTX40RhPsaMOb/dfRRKFsVFdajV2+puqBgJ8yNPQKdTQzDJkGWgpt6Mkioj4sO8IElnzj3RKoCfb65regwAbmFhQFER1AaD8xtGCCGEkLNypOfkbwCPcRynav4kx3FaAM8A+N0ZgRFC+q+jxYXYU5gPn/NGtbuP2SqhqLy+6WeGAdSsDDUro3kV4aKyepiFttdKYRhAp7T9aTzGN3YAAMBTpCUOCCGEkO7mSHLyLIBLAWRwHLeB47ilHMdtApAJYASAp5wZICGkf5EkCQUFtkWOw9uplqVUsqjRW1BZY+rwfBU1RtTqLXbPPQkdOBhp9fU4XlMNwXLmXBZCCHE1er2e3bFja2DjzwsWPB1z//13cV15zfz8XPWBAx/7nss59ux533/cuDGj29veHe0YN27M6D173vfvymt0l9zcbPW4cWNG//rrz549GUenkxOe538CMBa2HpJrAMwFMA3AdwBG8zx/3JkBEkL6l7KiQnBaHUJ1bggODmlzH4ZhUFyhh9Bs9XhBZvBJeQT2FIZCkP/tOrEKEoorDWDamHdiEYHFR7RYfEQLS0NHSXBkFBal83gj4zRKy8ud2zhCCOmFtmzZELxv3wdNb7jPPLMwb/ny1eldec0XX3w+5vfff/XuymuQvsmROSfgef4YgJucHAshhKAo+RSeTxwEvSRCpVK1uY/RKqKi2tjiOUlm8LfeNpn9cu+Wd14qqg0wW72hQEuiDHyWZbvGvPNtvTAKhQLh4eHIyclGfn4ewsLCndIuQgjprWRZbnH3xtvbuxvGtcr2Vyoh/YpDyQkAcBw3DbaywqEAngNwHoAknudznBQbIaQfqsrOhBuAOrZ1KmGjULCorjO3WT64PdV1ZtQbBfh5qCGKbc8/aS4iIhJ5OdkozM4CLrjI7usQQkhPqKmpUaxc+VrEH38c8REEgYmNjTM8/PDs/JEjRxkAwGAwsK++uiTyzz+P+hgMBkV4eLjpjjvuLpw27erqNWtWhn344XuhgG2I0nvv7T2xfv1bYaWlJZqNG9/lf/31Z8/5859KXLZsxek33ng9qrS0VBMTE2NYuHBJ1jfffOn72Wf7g0VRZMaPn1ixYMHiPIZhIMsyNm16J/ibb74MKCsr1ahUKmngwMH1c+c+mxsdHWO5//67uJSUZI+UlGSP666b6rl//1cnLBYLs2bN62E//njQ32g0KCIioowzZ95fOGHCpbWN7fzyy899tm/fFFZSUqyNi0vQjxw5qra916SRKEpYunRx5I8/fu+vVCrlyy6bWj579lMFSqXtK/Aff/zmvmXLhrCMjDR3q9XKBgeHmGfMuKvo2mtvqGw8xyeffOT3wQe7QoqKCrU+Pr7Wq6++tvTeex8saX2tsrJS5SOP3M/5+PhaV69el+7m5ib99NNBr40b3w4vKMjXBQUFm//735uL16xZGfPee3tPREXFWK67buqwCy8cW/3XX0leNTU1qhdeWJJx0UX/qdu+fXPQF198GlReXq4OCAiw/Pe/txTfdtsd5QDw668/ez7zzBOJjecAbEOyZsy4cdjy5atOjx07vm7BgqdjJElifH39rD/88L2/2Wxihw8fWfvssy/kBAeHCACQknJKu2rV/0Wlp6e5+/r6Wm+5ZUbROf1DdJJOD+viOM6N47hvAHwOYCaAm2FbhHEWgCSO44Y4N0RCSH9iKCgAAFh0uja3swoGZdVGWNuZ5N4WqyChvNoAhcK+G3UTPTyxc9QF8PzzqN3XIIS4BlkG9FawPfVHtn/N2IZ4ZcyZ83BCYWGB5uWXl6evW7cpdeDAQfo5cx4eeOLE3zoAWLt2ZVh2dpbbq6++nrZ9++6To0efX/Pqqy8NyM3NVs+c+UDxNddcX+Ln52fdt++zv8PDIy2tryFJEtatWxM5b96C7LVr16fU1NQoH3nk/kG5uTm6N954m//f/+7N/+qrz4O+//4bbwDYunVj0J49u0MfeODh/B07Pjj54ouvZBQWFmhXrVoeCQDLl69OT0hI1F988X+qNm3akQIAzz8/LyYp6U/vZ599PmvDhu3Jl1wyseqFF56N/+472zmPHv3d/ZVXFseNHTu+euPGd09NmXJFxb59H4R29PqcPp3qUV1dpVq7dn3qU0/Nz/7uu28Cli9fGgkAhYUFqvnzn0yMjY0zrl+/LWXDhm3JCQmcftWq/4spLS1RAsDnnx/wXbFiWeyECZdWbtq049TMmQ/k79q1Pez993cFNL9ORUW58tFHH+D8/QMsb7zxdpqbm5t04sQ/uhdeeDZ+xIjz6jZs2H7qjjv+V7h58/rI1jF+/fWXgY8++kTua6+tPD1mzIX1r722NPKDD3aF3XHH3YWbN+84de21N5SsX/9m1Pbtm4M682/jyJFffGtra5VvvLGOf+GFlzJSUpI933xzdThgS2ifeuoxzs3NTVy3bmPK7NlP5b733rthnTl/V3Gk5+QVAKMBTAbwM2yrwgPAnQC+BvASgBucEh0hpN8RK203qxgfnza3WwUJlTXGNredTUWNCRbBvk99j4AgKCsqwdZ2eFOOEOJCZBm44yu3gXyVwr2nYhjoK9bvmGrgGTsHPR0+fMgzLY1337//y78DAgIFAHjyyXkFycmnPN5/f2fwsGEjsouKCjU6nZsYHR1r9vb2Fh9/fG7BeeeNrvP29hU9PDwknU4nsSwrN95Rb8s999xfMHr0BXoAGDt2XPVnn30S9MILL+W4ublJCQmcaefO7eEZGWm6KVOuqImMjDLPnfts1mWXTa0BgMjIaMvvvx+pOnToR18A8PX1E5VKpaxWq6WAgEAhMzND88svP/u9+eaGlMbenri4+JKMjHTdBx/sDJky5fKaPXt2ByUmcvWzZz9ZCADx8QnmzMwM3RdfHDjrF3Zvbx/rSy+9lqXVauWBAwebysrKCtavfzNqzpynCywWC3PrrXcU3nffQyUsyza2s+jHH7/3z8zM0AYFBdfv3ft+8MUX/6fywQcfKW6Iy2ww6BVara7pDlltbY3y0UcfTAwICDS//vraDK1WKwPA7t07gmNjBxiefvq5fABISEg0V1ZWqjZufLtFgnLeeaNqLrlkYp3tXLXs119/HnjvvQ/mXXfdfysbrllWWFig+eCD90LvumtmqX3/MgCdTicuWvRyjkqlkhMTB5qOHPmlIinpqDcAfP75J74Wi4V98cVl2d7e3uLAgYNNRqMh7+WXF8XZe/6u4khycguAZ3me/4HjuKZxFzzPF3Mc9zKAt5wWHSGk31Hq6wGGhTbkzBtiLMug3iw2rW3SGbX1ZhjNAtw1CkjS2ZMUr6gogE+Fm6Xz1yGE9G0M0Mm+i56VmprsBgC33HLdsObPC4LAWK0WBgDuuOPu4oULn4m/9torRiQkJOpHjTq/Ztq0qys7M7ckNjauqTyiRqOVvL19rG5ubk1f0NVqlWQ2W1gAuOyyqTVJSUfd16x5PaygIF+Tn5+ny8/P0/r6+lrbOndy8kk3AHjqqcdaVNYSRZFxc3MTASAnJ9vtvPNG1zTfPmzY8PqOkpO4uHhDY7IAAMOHj9QLgsBkZKRrhg0bbvzvf2+uePfdLUE5OVnagoICbXZ2phsASJLIAEBubo7ukksurWx+zltuub1FtZQdO7aFi6LAtL5WZma6W+uhZ6NGnV8HvN0ixvDwiKbXNj39tFYURea888bUN99n5MhR9Z9+uj+4rKzU7u/uwcEhZpVK1RSPu7uHKAgCY4stwy04ONTU/N/A6NHn17d1nu7mSHLiAyC7nW1VADwcDYYQQtwFAVCp4R0dc8Y2hYJFrd4IvbHNz7ez0hutqDNY4alTtbkgY3NBiRzkb7+BF8NAFkUwirbnvxBCXAvDADumGniD4NBSC07hpoRkb68JAEiSxOh0OnH9+m0prbep1WoJAMaMuUD/8cdf/vPzzz96HT36u9c333wZ8P77O8Nefnl52vjxE+rsuY5KpWyRtLFtVEBstGHDuuDdu3eET5o0pXzkyFF1N998W+mPPx70+fnnH/3a2l+WbTnO6tXrUt3dPVqM2VUoFPK/+7WcRK9UqjpMJFmWbbFP4/u/RqOW09J47aOPPjAwJmaAYfTo82vGjZtY4+fnZ33ssQcHNb9+R7+PYcOG11555fTypUsXxf3ww3eVkyZNqW04FpLU8cR/tVpzRhuZVheVJNvL0jzZaD4E0GoVzrhO833/1fypzr+e3cGR5OQkgNsBfNPGtmsathNCSKeZzWb4NkyED05IPGO7DKC8yrGV22UAZdUGhAe4dbhvaHwCciUJSpZFdX4+fKOjHbomIaTvYRjAXQX7J7X1sLi4BKPRaFRYLGZm4MDBTXfgX3jh2ej4+ATDXXfNLFuz5vWwESNG1V9++bSayy+fViOKYt6tt14/5IcfvvMdP35CHcMwTv1S+uGH74XdeusdhY1DoQBg1653Q1rOp/n3mgkJnBEASkpK1FOmjGjqHVm1ank4w7DynDlzCwcMiDOkpJxqcQM8JeVkh8PvsrMz3SRJQuOwrWPH/vRUq9VSdHSsecWKZRFeXt7W9eu3nm7c/9tvv/IGbHN5ACA8PNLE8yktrrNs2ZLIkpJi9erV6zIA4JJLJlVNm3ZV9Q8/fFu5atXymNGjLzjp5eUlxcTEGlofe+LE8bPGHB+faFIoFPKxY0c9hg4d1jSG+fjxY57e3j5WHx9fUaWyJZ21tbVNd85ycrI0Hb0WzSUkJBoOHvzWv6KiXOnvHyAAwD///NVjwxmbc+TOwMsA7uQ47jMA98H2mT+B47i1AB4GsNyJ8RFC+pGiwnxsyc3G/tIS+DWs1N6cRZDaHdKlYiQ8FXEKC+LToGrnc7am3txitXitAvj2hnp8e0M9tM06Rzw8vVAh2IZel6Wdbn0aQgjpNSZNmlwTHR1jXLToubjDhw95ZmZmaJYvXxrxww/fBTQOxSooKNCsXv1/UYcPH/LMy8tRf/75Ad/y8jLNsGHD6wFAp9NJer1ekZ6eprFaredc4tffP8By7NhRL55P0aalndasWvV/YX/88ZuP1Wpt+t6p0+mk0tISTUFBvmrgwMGmUaPG1KxZsyL6m2++9M7OzlJv2vRO8Ecf7QkJDw83A8CMGf8rzsnJ1r322tKI9PQ0zccf7/X78svPAtuPwqaiokL9/PPzYlJTk7VffPGpz3vvvRt23XU3lmg0GjkoKNhSWVmhPnjwW6+8vBz1l19+5rNmzcpoALBYbEPiZsy4s+jXXw/7btu2KSgrK1Nz4MDHvt9882XguHETqltf65lnFuRZLBZmxYpXIgHbcLqsrAz3FSteDU9PT9N89dXnPjt2bAsHzuwZaeTt7S1OmXJF+a5d28P379/nl5mZodmxY2vg119/EXj99TeWMAyDgQMHG7VarbR168bQzMwMzZEjv3hs3rw+or1ztuXqq6+r9PLyFhYseCb25MkTuiNHDnu89dYbZ0zW7wmOLML4CYA7AAyHbdAcA+B12NY9eYjn+b1OjZAQ0m8UFBbix4oyHNWooFCrW2xjWQZGs4A6Q9vJCcMA7goRHkoR7b0/1xssMJmFpuEIDAP4amX4auUzjqlvWFG+Kif7nNpECCFdSaFQYM2ad04nJCTqly5dNOC+++4c/M8/xz0XLnwxo3HI1oIFi3OGDx9Z9+qrS2LvvPOWoe++uyX8f/+7N//662+qBIDLL59a5ePja73vvruG/PPP8Y67lzuwYMHiLLPZzM6ade+gxx9/aGB2dqbu4Ydn59TV1Spzc7PVADB9+g1leXm52pkzbx8iiiJefXVl5sUXj6tas+b16LvvnjH0m2++DHjkkTk5N910WwUADBs23Pjyy8vTTpw47nnffXcN2bfvg+Cbbrqtw9K3Y8ZcUK1QKORHHrl/0JtvroqeOvXq0kceebwQAO66a2bp2LHjK197bemAe+65fcjOndtD7777voKAgEDLyZMn3AHb/JlHH30i5/PPDwTec8+MIdu3bw6///5ZuTfeeEtF62sFBAQK99//cP7Bg98F/Pjj916DBg0xPf/8kvSjR3/zue++O4ds37457MorrykFAJVK3W5v1bPPvpB71VXTS7ds2RA+c+btQz777JOgBx98NPe++x4qAQBPT09p3ryFmQUFebqZM28fsmbN61EPPvhoXmeSE3d3d2nNmrd5pVIpP/74QwOXLXsp9uabZxR3fGTXY+TO1qxrhuM4DoA/gGoAqTzP94Vu0ExRlGIrK/VOPalSycLX1x1VVXoInShx2pe4ehtdvX1A72/jhx/uxiuvvIiJEy/F6tXrWmxTqRTIK9PjtxOF7R7Psgx0OjWMRku7k97HDg9DmL87BOHs8052PPoghIICBEyegmsendPptnSF3v77cwZXb6Ortw/oujb6+blDoWCzAJzZreqApKSkgSyr+CooKLxerdaaOj6CkM75668kN6VSKQ8bNqJpeNb+/fv8Vq9eEfPddz8fa1xrpT+wWEza0tICD0kSp44ePTr1bPs6ss7JQY7jBgIAb/Mrz/PJPM9LHMcN5zjuH0cDJ4T0b7VppzHM0wsDgtsuXV9xlhLCgszgi4owfFIcDOEs8w/La4xoGHoMiwi8dlSD145qYGmVq5QNiMMbWelINXa+bDEhhBCSmpri9uSTj3HffPOld35+rvrw4UOeO3ZsDfvPf8ZV9qfEpLPsemU4jhuHfxOZibDNMWmrdNvVAHq8PjIhpG8KKsjH89xgFEhn3m21iBLqzlJCWJIZ/FlvWxNromd+u3de6vQWWBru5ooysCfNNnxs9nktV5wPCwsHABQWFnS2GYQQQghuvfX28oqKctXbb6+NqqqqVHl5eQnjx0+sfPTRJ+iD5SzsTdvuA3AXbJPfZQDrYJtr0nzcROOtyvecFh0hpF9RG42AQgldSMtFahmGgdEiot547uuO1ButMFkl6JQszracQVhYOBgAdUXtDyMjhBBC2sMwDB59dE7Ro4/O6XBuDPmXvcnJ4wC2wpaAHATwCIDkVvuIsM09OeWs4Agh/YuHJAEKwCeqZelehYKBoV6Awdju4sV20xutMJqs8PDWAtb2k5NQb2/sGnUBGFrrhBBCCOk2diUnPM/XAPgJADiOmwQgCYAHz/PFDc/5AojkeZ7WOCGEOMSg18NXYXtLCk5IaLGNYRhU15ohnUMBj0aSJKOm3oJgX91Z9wuLi0c2ACXDoCovF34xsed8bUIIIYScnSPrnPwN4GMAPzZ77kIAxzmO289x3DmXoCOE9D/FGelQsSwkWYZ3RMtS66IM1NQ7r5hOVZ0JYjvVvBq5e3iiktY6IYQQQrqVI8nJqwCGAHiu2XMHAVwLYAyAJU6IixDSz5RnpgMAamUJbKsqJhZBhN4JQ7oa6Y3WpknxZ9O41kl1To7Trk0IIYSQ9jmSnEwHMJfn+Y8an+B53sLz/KewJSw3Oys4Qkj/UZOXBwAwtEpMWJaB2SLCYLI67VoGkxVmi9i0GGN7LDrb0C9DMU2KJ4QQQrqDI0WWPQFUtbOtBECA4+EQQvqrbIsZX2RnYOQFF7d4nmUZGEwCjOaz95yoGAmzw1Og1aihEmScbXqK0STAaBYRqFPhwPR6AICmjfnujLcPUFYGsbKys80hhBBCiAMc6Tk5BuDedrbdA4AWYSSEdFpWRTl+KC+DlJDY4nmWZVBV1/F8E4YBfJRW+KqtYM7eIQIZtnknCpZBmIeMMA8ZbXWiaIKDAQAKfb29zSCEEELIOXAkOXkZwHUcx/3JcdwCjuPu5zjuOY7jfgdwI4DFTo2QENIvFDWsJxIW1nKNE0GUz7r4oqNq9ZYOJ8V7xsbhl8pynNDrnX59QgghLX333dfePJ+iPZdz3H//XdyCBU/HOCkkh6xZszLsuuumDrN3/wULno65//67uK6MqTlZlrF37wf+ZWWlSgDYs+d9/3Hjxozurut3pNPJCc/z3wK4Brabj0sArAfwEmxDxK7lef4rp0ZICOkXAquqMNTTC6EBgS2etwgSDKaOJ8OLMoNvq0LxRWkgRLmDrhPY5p0YLBLe+EuDN/7SwCqeuU/QkKF4IzMdH2Zn2t0OQgghnZeXl6NevHhBfEVFuaqnY3F1v/32i8fq1f8XYzQaWAC4+uprK/ft++zvno6rkSNzTsDz/JcAvuQ4TgvAD0ANz/N0a5EQ4hCLxYIZvv5wCwiCl/bf9UdYloHZJNg1GV6UGRyptSU2/3Ev7PDNzWCyQm+RsCNFDQB4YJgZrT8Rw8PDAQD19XWora2Fl5eX3W0ihBBiP9kJ61gR+8hyyzt4Op1O1ul0ziuJeY4cSk4AgOO4QQAuAxAK4E2O484D8DfP83XOCo4Q0j+U5ubArWEF9oABcU3PsywDk1mEqYPJ8I4wmgWYLGc/r07nBj9fP6C+HoVZmfAaMdLpcRBCeh+9tf2RJQoGslYJ2Z59WQayzsF9O+PgwW+9tm7dGF5QkK/VaLTSqFGja+bOfS7P19dX/PXXnz2feeaJxPfe23siKirGAgC5udnqGTNuHLZ8+arTY8eOrwOArVs3BX3yyb7gmppqVWLiwPphw0bUfffdVwH79391AgCysjI1K1Ysi0xNTfbU6XTiddfdWPLFF58G3nbbnUU33XRrBQDs2bPb/8MPd4eUl5dpAgICzVdeOb3sf/+bWcqytmbv2/eh/4cfvhdSUlKi8fDwEMaOHV/11FPz8ktKilQzZtw4DACeeeaJxJtvnlE0e/aThadPp2rfeOP1iNTUZE+tVicOHTq87sknn8kLDg4RAMBsNjMrV74WcejQj36CIDBTp15ZJnUwXHfcuDGjZ816LPf777/1y8rKcA8ODjHNnPlAweWXT6tp3Oe777723rZtU1hBQb7O19fPcsklkypnzXqsSKPRyACQmpqsfeedN8NTUpI9TSYj6+8fYLnmmutL77nnvtK2rrlt26agbds2RTz77AuZV1xxZXVHv8/8/DzVm2+ujvjnn+NeJpOJHThwUP2jj87JHzx4qLFxn08++cjvgw92hRQVFWp9fHytV199bem99z5Y0lF8jf8eAGDGjBuHPf743GwAeOONFTGHD/+ZBABVVZWKN99cHX706G8+dXV1ytjYOP0DDzxccNFFY+sB27C1EyeOe55//kXVn366P7iurk6ZmMjVP/30czkJCYnmjtrXkU4nJxzHKQC8A2AmAAa24V17ACwCMIDjuAk8z+efa2CEkP6jLCMN7gDqJBFKXcuek+p6s2Of1h2QZdu8k448FTMACQolKo/+DlByQki/MGGP53ntbRsVJNRsmGJMb/z58o88RphFps2kY7CfWP/uVAPf+PPV+z2G1VmZNr97xXmLhg+uMqR0NtaKinLlkiUvxN9774N5EydOqikqKlItW7ZkwKpVr0UsWfKqXYs07dixNXDHji3hDz30aO6oUefXf/PNl767d+8I9/f3twCAwWBgn3ji4cTQ0HDTG2+8k6rX1ytWrVoeVVZWqmk8x+7dOwK2bdsU8fDDj+eOGHFefXLySbe33nojqry8VP3008/lnzp1Urd27crop59+LmvEiJH69PQ07bJlSwZ4e3sLDz30aNHatetTHnvswUELFizOGD9+Ym1RUaFq9uyHuHHjJlQ9/vhTKUajkd206Z2whx6aOWjnzj2n3N3dpWXLlkT9+efv3nPnPpsdHh5u3rp1YyjPp3iEhISc9Qvy1q0bI/73v3vzn332hexPPvko4KWXXoj39fVLPf/8C/U//PCd19Kli+Puu++hvLFjx9fm5mZr1q5dFZWfn6tdsWJNpsFgYJ96anbisGEj6taufSdVqVTJ+/fvDdi8+Z3IMWMuqBs2bLix+bV27twWuH375oiFC5dkTJlyeU17MTWqq6tjH374voHBwcGWl19+LU2j0cqbN78TNmfOw9yWLTuTIyKiLJ9/fsB3xYplsXfccXfBlClXVCUnn3RbtWp5jLu7hzh9+vWVZ4tvzJgL6xcsWJyxdOniuLVr16cMHDjY+Nlnn/g1Xl8URcye/VCi1Wpl5s1bmBUYGGT94IP3gubPfzJx9ep1qSNHjjIAQFraaXeNRisuW/Z6msGgZ5ctWxK7YsUr0evXbzvnVYsd6TlZCOB2APcB+BxAccPzTwE4AGApgP+da2CEkP6jOjcH7gD0bMt6vqIko1Z/zjdh2lVb33FyIujcAIsFxqKiLouDEEIcVVhYqBIEKxMaGmqJjIy2REZGW5YtW5EmCGLHk+8a7Nv3QchVV00vvfnmGRUAEB+fUJyefto9MzPdDQA+//wT39raOuXWrf+X6evrJwLACy+8lPXAA3cPbjzH7t07wm666baia6+9oRIAYmJiLXp9vWLdujXRjz32ZEFeXo4GYBAREWmOiIiyREREWXx8fE97eHiKCoUC/v7+AgB4e3uLHh4e0qZN74T4+PhaFy58MbfxGq+9tirz6qunjPjii099p069qurHH7/3nzXrsdzJky+rAYAXX1yW/d//Xu3ZUXsnTZpSfued95QBwNy58wtOnvzbc8+e3UHnn39h1s6d20InT768/Pbb/1cGALGxA8xKpTJn3rwnE3Nzs9Vubu7S9OnXl952252lXl5eEgA8+ugThR99tCckLS1V1zw52b17Z8CWLRsiFi16OX3ixMm19vwuPvlkn399fZ1yy5adKQEBgQIAvPLKiswbb7xm2Pvv7wqcO/fZgr173w+++OL/VD744CPFABAXF282GPQKrVYnGQx6tqP4vL29RQDw9/cXdDpdi/t/P/100CsrK9Nt48btpwYNGmICgIULX8w9fTrVfdeu7SEjR47KBABRFJmXXno1q/Hfw/TpN5Ru374pwp42dsSR5GQmgBd4nt/a0IsCAOB5/h+O416AbQV5Qgixm7HYdo/Dom1ZpMUqyjDaMRne4evaMZeF8fEBSkshVtFaJ4T0Fz/dVPdXe9sUTMvO3G9uqG93IjHbat/Prqs/Ye++9ho2bLjxP/8ZX7l48YL4NWtWWkaMOK927NhxNZddNrXanuMrKysU5eXl6mHDRrSomT5s2Ii6xuSE51PdQkPDTI1fRAFg8OChRp3OTQSA8vIyZWVlpWrXru3hu3fvaCq5KMsyrFYrk5ubrZk4cXLNRx/tqX/kkfsHBQeHmEeOHFV7ySUTq0eMOM/QVlzp6afdCgsLdJMn/6dFL5bVamVzcrK0GRlpWkEQmKFDRzTNedZqtXJMTGyb52tu1KgxLaYgcNwg/fHjx7wAICsryy0jI939hx++8/+3HY0xpWkvvfSy2hkz7ir97LNP/DIy0twKCvI1OTlZbgAgilJTQlhVVaV6++010QqFQo6IiLL7LltmZoYuJCTU3JiYNLYrPj5Bn5WV6QYAubk5uksuubTFh9Itt9xe3vjYnvjak56eptPp3MTGxAQAGIbB4MFD648d+7Np4qWXl7e1+b8HDw8PURAEuxPis3EkOQkGcLydbfkAfB2OhhDSL1kbFzn09m56jmEYWKxih4svnouO5pwAgDYoGCgthaKe1johpL9wV0Hq6X0747XXVmWlpZ0uPHz4J++kpKNer7328oCPP95bv2HDv0Nsms83t1r//RKpUNi+CkpS+19cFQoFZLn97ZJka9Z99z2Ud/HF487oIYiIiLSo1Wp5w4Ztp0+c+Fv3668/eycl/em1cOG8hAkTLq14+eXXslsfI8syM2TIsNqnn34ut/U2b29vMS8vV92wX4ttSqWywySv9T6yLINlFbLtscRcd92NxdOnX1/R+rjg4BBraWmJ8oEH7h7k6eklXHTR2OrRoy+oHT58hP6WW64b3nxfhmGxZMkraVu2bAhbunRx7ObNO1Ib596cjSzLYNpYrEuSJEahsMWoUCjk9tbzsje+s1y/rctDkqQWr5tK1fHr7ChH1jlJB3BlO9smNmwnhBC7KeptN7HUzcoIsywDs1WEwdxx74aj7ClR7BUZBQBwF3pNIRNCCGmSlPSH+7JlSyITEhLN99xzf+mbb25If/zxudnJySc9y8pKlSqVWgKA2traptEuOTlZTXNFvL29xYCAAMvJkyfcm583JeVU08/x8YmG4uJiTVVVZdM50tJOa4xGgwIAAgODBC8vL6GgIF8zYECcufHPqVP/uL399tpwWZZx8OC3Xm++uTp02LARxgcffLR4w4Ztp2+77c6CX3/92RfAGV/Io6NjjAUFebrw8AhL4/l8fX2FVauWR6amJusSEjiTSqWS//rrT4/GYwRBQHa2rZfgbJKTT7Zoa2pqskdcXJwBACIioox5eTna5u0oKSlSrVnzekR9fR376af7G4ddpT7yyONF06ZdVV1TU91ws//f7+s+Pt7WCRMm1c6fvzA7MzPdbevWjcEdxQUAAwbEG4uKCjWNa5AAgMlkYjIz092iomKMABAeHmni+ZQWbVi2bEnknDkPx9kTH8Mw7SYW8fGJRoPBoEhJOdViKENy8imPiIiojldEdgJHkpPVAB7nOO5NAFNga2kCx3FPAZgL4C3nhUcI6Q++qqzA29kZcB8ypOk5lmVQbxQgivbdnFExEh4K5TEnNhOq9t93W2AkEW+Oq8C+6UZoFG3vExAfDwDwYhjIlKAQQnoZDw9P8auvPg9csWJZeGZmhiY5+aTu4MFv/YKDQ8z+/gHCwIGDjVqtVtq6dWNoZmaG5siRXzw2b14f0TwZuOmm24q/+OLToL17P/DPzMzQbNmyIejIkV/8bHWPgOnTr6/09PQUFi6cF3vy5AldUtIf7kuWPD8AsCUVDMPghhtuLv7ii0+Dtm/fHJSVlan5+usvfN58841olUolaTQaWaFQ4oMPdoVt2bIhKCcnW338+DG3338/4pOQwOkBwN3dQwSAtLTTupqaGsUtt9xeajAYFPPnPzngxIl/dKdOndQ999zTA9LT09wTEwca3d3dpSuvvKZ0167tYV9++ZlPWhqvXbJkYXRVVaW6o9fs00/3B+/fv88vPT1N89prSyNycrJ1t912VwkA3Hrr7cV//PGb75o1K8PS09M0hw8f8ly+/JVYvb5eGRwcIgQHh1jMZjP72Wef+Obn56p/+umg14svLhwAABaL5Yzv1YMGDTFdf/1Nxbt2bQ/LyEjXtN7e2jXXXFfp5uYuPvfc3Lhjx/50a2h3rMlkUtx0061lADBjxp1Fv/562Hfbtk1BWVmZmgMHPvb95psvA8eNm1BtT3xubu4SACQnn3Krr69vEfOECZNqIiOjjUuWPD/g119/9jx9OlX70ksvROXn5+puvXVGSUfxO0Onh3XxPL+J47hAAAsAzILtX+5uABYAy3mef8e5IRJCXJksyzianwuz2YynBg9tep5hgOo6+2/SMAwQpDZDp5FhNLYcwnC2Y7wZA+L9dLC2Mzc+LD4BmZIENcuiKi8HfrFxbe9ICCE9gOMGmZ5/fknG9u1bwr788rMglmXlIUOG1a1YsSaNZVl4enpK8+YtzNy06Z2ImTNvHxIaGmaaNWt23sKFzyQ2nuP22/9XVltbq9i+fXP4m2+uVg4ePKRu4sTJ5SkppzwBQKPRyP/3f6vTXn/91ajHHntgkLu7h3DLLTOK1q9/K0qlUskAcN99D5VoNFrpwIGPgrZs2RDh7e0tTJ58Wfnjj88tAIAJEybVzp79VPbeve+H7Ny5LVytVkvnnTem5qmn5uUDgJ+fvzhp0pTyrVs3ReTn52kWLFict2rVW6nr1q2JmDNn1kCWVciJiZx+5cq1fGBgkAAATz45L1+tVktvvrk6ymQyKsaOHV85evT51R29ZpdfPq1s7973g1evXqGLjo42LFu2Im3IEFuZ3quuml4ly3Lm7t07Qj/66MMQNzd3ccyYC6qfeOKZ/MbtqakpxRs3vh25du1KNiAg0HLFFVeWHznyi09Db1NZ6+vNmvVY0S+/HPJdunRxzKZN7/JnG97l4+MjrlnzDr9mzesRzzwzh2v4HdetWfNOanS0rRT0ZZdNramurs758MP3QrZt2xTh7x9guf/+Wbk33nhLhSzL6Ci+QYOGGEeOHFXz6qsvDbjjjrwCb2+fpjtvSqUSa9a8fXrlyuURL764MM5qFZjY2AGGV19deXr06Au6ZU1DprOL3nAc58vzfBXHcV4ALgbgD6AawG88z/eFGaOZoijFVlY69/VVKln4+rqjqkoPQeiSIaU9ztXb6OrtA3pnGysqyjF58jgwDIM//vgbKpXtphejYPFHcjEKSu2f68GyDHQ6NYxGCzqqdd8oItgTFwwKhiS2/3q8feO1qDcacc2LL2PgmAvsjsfZeuPvz9lcvY2u3j6g69ro5+cOhYLNAjDAGedLSkoayLKKr4KCwuvVam23DFfprX744TuvhATOGBER2TSOdtGi56KLiws169dvO52bm63OysrUTphwadN8kqKiQtVNN00fvmLFGr5x/Yu+YNy4MaMff3xuduPaLKR7WCwmbWlpgYckiVNHjx6derZ9HZkQ/wfHcQt5nv8AwNeOhUgIITaF6emY5B8Ik5uuKTEBAKsodWoyvCgzOFQdDFW9Ahe5F8GewjeizODjXG/8aVLi3iEWqNoZ2vWzWoXkdB6ja2sx0O6ICCGkb/jqqy/8N216R/fkk8/kBAUFW//443fPn3/+0W/WrNm5AGA2m9nnn5+fcNddM/Mvu2xqVW1tjWL9+rfCg4NDzKNHn98td9NJ/+FIcuILoLzDvQghxA5VfApmxcahVP73DivLMrCYhM4nJzW2+YbnuxXZ9eYmygy+LvUHSoF7hlqBdhKasLBwJCefRFFRod3xEEJIXzF//sLcFSuWRT7//LPxBoNBERwcbL7//ll5jb0LCQmcad68hZnvvfdu6HvvvRumUqnl4cNH1L7xxrrTjcO6CHEWR5KTNwD8X8ME+JM8z58xto4QQuylLywAAJjV/84TZFkGJqsIUxeWEW6NAYN2k5PQUPip1KjJzuq2eAghpLv4+vqJS5f+X/bZ9rnqqulVV101vaqbQuoyhw//mdTTMZCzcyQ5uQtANIDvAIDjuNbbZZ7nHTkvIaQfslbYOmJlr38X9WUYBnUGq12T2p2FYdtfO2ooq8DVI0ahIPeMcvuEEEIIcSJHkoidTo+CENJvMbW2NU6UfgEtnq+tt3tBXefE0X7HCTzCI4BTp6Czdt2aK4QQQghxLDnJAnCQ5/l8ZwdDCOl/NGYToFTBPTSs6TmrKHfpyvBtEUQZynaqOwbExQP42rbWiSSBsWOVX0JIrycBkGVZbr/blBDiFA3/z2TY/t+dlSOfsCsBjHHgOEIIOYNnw9gt3+iYpueETlbqcgZBav/9MjSBgyBJUDIMahvmyBBC+rxiWZatFoupwxXFCSHnxmIxucmybAVQ1NG+jvSclALwceA4Qghpoa6mBj5KFQAghLOtB8ayDMwmoVsnwwOA2SrBS61oc30UTy8vVAkCAtVqlKadhndEZLfGRghxvtGjR9cmJSW9W1tbNQuAv1qtNTAMQ5WnCHEiWZYZi8XkVltbpZZlafPo0aPrOjrGkeRkI4C3OI6bBOAkgDOWsud5/l17T8ZxXBCA1wFMBaAD8BOAp3meT27YPhK2CmFjAFQAWMPz/AoH4iaE9DJFxYV45XQKonx88XJQCICG5MQqwmTpXHKiZCTcG5IGjUYFpSy3O3+k9TEzg07bJsNL/mAYJdo7sI5lEQigKocqdhHiQl4RRQHV1RV3MQzjBoCGeBHiXLIsy1ZZljYDeMWeAxxJTl5v+PvO9oIAYHdyAuAAbOPPpgHQA3gJwHccx8XDlqx8C2A/gIcAXARgHcdxFTzPb+186ISQ3qS4pBgn6mohREQ0zeNgGAb1DlTqYhkgXGOETifCaATsWSCeZYAwjREAYDR5gfXRQhTb3tei1QKCAENRhz3ShJA+YvTo0RKAl5OSkt6QZYTCseHuhJD2SQCK7OkxaeRIchLrwDFt4jjOH7YJ9i/zPH+q4bmXABwHMATAFABmALN4nhcApHAclwBgHgBKTgjp4woLbYsahoT8OxkeDFCrt3R7LLV6M8B4tr89MBCfHEtCUHR0N0ZFCOkODV+c7P7yRAjpOp1OTniez2l8zHGcGwAvABU8z3e6xibP8xUAbmt2vmAAcwHkA0gG8CKAQw2JSaODAJ7lOC6I5/nSzl6TENJ7mNPTMMk/EIl+/k3PCaIMo7nzJXtFmcFvNYFQGRQYpSsBY8e4LlFm8EedrYRxiMEEUTzLMdxA7Pr0Y1xWO7jTsRFCCCHEPg4tlshx3HgAywGcj4bxmRzH/QHgOZ7nf3DwnBsA3A9bT8l0nuf1HMdFADjRatfChr+jYJuc7xBlezVDHaRQsC3+dkWu3kZXbx/Q+9roV1SIWbFxKGSYpv+TVkmGxSqCPcuiiG0RJAbfVYcCAM6LLoWC6fh4QWLwfY2t12aqJR2iLEPVzntDREQ4AKCoqMDp7x/26m2/v67g6m109fYB/aONhJCu0+nkhOO4sbCtDp8J2/yQYgBhAG4F8DXHcRN4nj/iQCyrAawHMAvAfo7jxgFwgy1Zac7U8LfWgWsAsE249fV1d/Tws/Ly0nXJeXsTV2+jq7cP6D1tVJtMAMPCJzqy6f9kSaUBMsNCp1N36lwK6d9kRKNRQc123HPS/BiZYQCWha9v21VFBw6Mh59KDbeqKvh463p0rZPe8vvrSq7eRldvH9A/2kgIcT5Hek5eBvAzgCt4nm+aOspx3IsAvoZtKNblnT1ps+pcDwC4GMCjAIwANK12bUxK9J2OvIEkyaitNTh6eJsUChZeXjrU1hohih2uL9MnuXobXb19QO9ro04QAJUauuAwVFXpwbIM6vVm1NQaIdozo70ZS7NEw2y2Qux4nacWx9TWGVGvN0PDos1ywh5u3lg3/DywDIM8PgueISGdis8Zetvvryu4ehtdvX1A17XRy0tHvTGE9AOOJCcXALiteWICADzPSxzHrUUnKnU1lBGeDODDxvM1nCcZQDiAPNh6ZZpr/PmcVkIThK75UBBFqcvO3Vu4ehtdvX1A72ijyWSCL6sAAPjHxkMQJKhUCtQbrLA6EJvULNGQJBmSHXNOmh9jscrQGwX4eWjafG3cPX1QJVjhr1KjMDUVcQFBnY7RWXrD76+ruXobXb19QP9oIyHE+Ry5BVEHQNXONjU6VyM8DMB7ACY0PsFxnArAKNgmxB8CMJ7jOEWzYyYD4GkyPCF9W3FmOjQKBSRZhl9MDACAYYAafeuRnN2nVm9Ge1NVGIZBXcPGqixa64QQQgjpCo4kJ78AeI7jOI/mT3Ic5wngWdiGfNnrb9iGgq3jOG48x3FDYet58QWwCsAW2KqBbeY4bjDHcXcDmANgmQNxE0J6kbKMdABAnSyBVdnudwiiDKOp85W6nEVvtJ51OJlJYxtlqi86p45bQgghhLTDkWFd8wEkAcjkOO4z2CbEhwC4Grb5IPfYeyKe52WO426BLdn4AIAPbMnNeJ7ncwGA47grAKwBcAxAEWyrx293IG5CSC9Sm5cLbwAGxb9vQ4Ikw2RuZxXEbmAyCxBEud3uX9nTC6iuhrWivFvjIoQQQvoLR9Y5Sec47mIAiwBcCcAPQCWAHwC82DixvRPnqwHwcMOftrYfhW2CPCHEhWQKArbxyRh3ySRMgG1Il1WQYLIIHR7bFiUj4a7gDGjUKigZGXZMOYGSkXBHYHrTY5NFhFWUoFEwba5Qrw4MBKqrwdTSWm2EEEJIV3Co7EVDAvI4z/MhPM+rAQwGsLSziQkhpP/KKS3BibpaKAcMAGCb02ERRJgsjvWcsAwQo9VjgLsB9i6R0nhMjFYPlgFMFgEWqwSmnYknHmG2tU605p6bF0MIIYS4sk4nJxzH+XAc9y2AH5s9fQGA4xzH7W9YNZ4QQs6quLgIABAaaivAx7IMTBYRFmvPDeuyWESYz7IApG9CIj4pLsTXVRXdHBkhhBDSPzjSc/IqgCEAnmv23EEA1wIYA2CJE+IihLi42JoaTPQPRKiPHwBbclKntzh8PlEGjtb540iVD0Q7l0gRZeDPOn/8WecPsWEkWL3B0m7PSVjiQOzKz8WBrAxYLI7HSgghhJC2OTIhfjqAuTzPf9T4BM/zFgCfchznC9sijXOdFB8hxAWJooip7h7w9PaFh7ttZXhZtiUGDp9TZvFlpW3Y1eDIMijtmHQiyiy+qo4AAAx3r4KCkVBrsLZbEN3X1xdarRYmkwlFRYWIjo5xOF5CCCGEnMmRnhNPAFXtbCsBEOB4OISQ/qCssBCeSlv54MC4eACAIEoOzzdxJpPZCqGdrheGYZAQHoFEdw+UpJ3u5sgIIYQQ1+dIcnIMwL3tbLsHwD+Oh0MI6Q9K0ngAgFGSoPKwLZkkSLLDlbqcyWwRIYjtr2p9s38gXh40FMbjf3VjVIQQQkj/4MiwrpcBfMlx3J8APgZQCiAQtjkno2Fb74QQQtpVlZMNHdC04jrLMjCaRZh7Rc+JAIsgwU2lgNxGPWHZ0xOoqaW1TgghhJAu0OmeE57nvwVwDWxzR5cAWA/gJdgSnWt5nv/KqRESQlyOoaFSl1lrW3G9qYywued7TkwWEVar1G7FLqW/beQqU1PTnWERQggh/YIjPSfgef5L2HpPtLAtwljD87zeqZERQlyWtbyh18HTC4Ct58RgEiBKdpbZ6kKCKMFoEeDHaNrc7h4aBmRmQkNrnRBCCCFO51By0ojneROAQifFQgjpJ5g62wrrSn//pufqzqFSl7PVG6xgA9ve5hsTA/xyGB5tLSFPCCGEkHNyTskJIYQ44kBVBfaUFOORG28GAEgA9EbrOZ1TyUi4NTALGo0SSqZh0RI7jrklILPpcaM6gwXtdeKEJA5ENQA3loWppgZab+9zipsQQggh/3KkWhchhDhMlmWkFObjRG0NQgYOBACIonTOk+FZBkh0q8NADz3amS7S5jEJujok6OpaHGO2CO2WEw4IDUOtYEukStOpnDAhhBDiTNRzQgjpVnV1tdDrbVPUgoNDAQBWsXeUEW5kaignrGwjyWFZFj8YDSivrMRN9fWI6v7wCCGEEJdFyQkhpFsVZWTgxtBw1CuV0Ol0YFkGFpNwzj0nogz8U+8LtVkJTl3W3iLvZxxz0uALABjqVgVFw0Fmi62csFqjgNTG+K50H1/8zqdgbHUVxpxT1IQQQghpzqHkhOO4AABPA7gMQCiAKwBcD+A4z/OfOC88QoirqUjjcXN4JKok2xwPWxlh6Zx7TkSZxYGKSADA/MhyKO2YdCLKLD6ttPV9DNLVQNEw78RsEWGximC0SrQ1eSUsLBwAUFRE9UAIIYQQZ+r0nBOO42JhWwX+AQD5AIJgS3ISAezjOO4qp0ZICHEpdQX5AACDSgWgoYyw0YreVPxKlGQYzEK7a51EBgUh0d0D1qysbo6MEEIIcW2OTIh/HbZV4WMB3ADYRk/wPH87gAMAnnNadIQQl2MuLQUASO7uAACGAWp7URnhRnV6C5h2xoYNUKnx8qChGEGrxBNCCCFO5UhyMhnASzzPV+PM8Q7rAQw916AIIa5LblhZnfW1zfUQJRlGU++ZDN/IYLJCktre5hMVDQDwaG8HQgghhDjE0VLC7X2T0MCu1QUIIf2VymQEAOhCQgAAQi+r1NXIbBFhFdtOPoITOQCAB6uAtaHyGCGEEELOnSPJyc8AnuU4zr3ZczLHcSyAWQB+cUpkhBCX5CbYqnJ5R0SBYQCrE9Y46QomiwChnZUYgyKjoBdsCVVpelp3hkUIIYS4NEeSk/kABgFIB7ADtp6SuQCSAIwDsMBp0RFCXIrJZIKfQgEACIiLb6rUZe6lPScWq9jmpHiFQoEq2darUpGZ0d2hEUIIIS6r06WEeZ4/yXHcGACLAVwKQIStpPBPAO7ief6EUyMkhLiMkpJizEs+gTAPT2yMHWBb48Qqwmw9954TJSPhxoAcqNVKKBnZrgGmSkbCDf7ZTY+bM1tEWAUJDMOgrZMZG6qN1ebnnmvohBBCCGng0DonPM+nAbjdybEQQlxccXERiswm6MLDwapUYBgGeieVEWYZYLB7DXQ6NYxGoJ0RWWce41bT5jZJlqE3CQj01kJsI3cS3N0BvQGmhupjhBBCCDl3ji7CyAAYCcAdbQwN43n+0LmFRQhxRY2LFoaEhAKwlRGu74VlhBvVGdovJ2yIiMTmb75CeHAwpnRvWIQQQojL6nRywnHcBQD2AIhoeKrxo1tueCwDUDglOkKISzHxqbgxNByBvn4AbJW6DGbnzDeRZCBV7w21VYkBygr7jzF6AwAG6mrQenqJwWRtd1K8WyKHr3dtx0UVZecUNyGEEEL+5UjPySoAVgB3w7ZCPBX6J4TYRVtYiJvDI5HP2DpcBUl2WqUuQWaxt9y2/sj8yEoo7Zh0IsgsPqqIAQA8E34C6jbmnYiSjLY6T8LCwgEAhYUF5xQ3IYQQQv7lSHIyCsCtPM9/4uxgCCGuTdGwJogmMAgMAwhi76zU1chsESAIMlRt1DUMDQ1DgrsHwkwmiGYzFBpN9wdICCGEuBhHkpNSUG8JIcQBWqsFUKnhER7RUEZYhKkXrnHSyGwRYRFEaLRKSK2GdwUFBWNh4iDoFAqUZaQjZPCQHoqSEEIIcR2OrHPyFoD5rRZhJISQs5IkCd4NA6T8YmKayghbnFBGuKvYkpPGcsItqdVqVEm22Msz0rs7NEIIIcQlOdJzkgBgMIBijuNOATC02i7zPD/5nCMjhLiU8uIi+DSsDRIUn+jUMsJdRZJlGEwC2HbKCRuUtrfQmjxa64QQQghxBkeSk3gAx5v93PqWYjuFNwkh/VlJ+mloAJglCWpvbzCMrVRvb1enN4NhPNrcJri5A0YjTKUl3RwVIYQQ4pocWSF+UlcEQghxbZXZ2QgFUMcwYBgGgiTD6KQywl3JYBYgtlNOmPX1BYxGSFVV3RwVIYQQ4pocWoSREEI6K1sQ8OqJ45h8yUSMhW2NE2eVEQYABSNhun8e1ColFIwMOyoJQ8FIuMYvt+lxW8wWEUI75YS1wcFAYSFUhtajWwkhhBDiCLuSE47jRAAX8zz/B8dxEs7+sS/zPE9JDyGkhcKSIhSZTVBHRjUrI+zM5AQY6VEFnU4No9G2wKI9x4xwP3uvx9nKCXtHRgN//QU3off3ABFCCCF9gb1JxBLYFlxsfNyLp7ASQnqj4uIiAEBYWFizMsK9/0v92coJB3ID8XZOFqplGefLcptVvQghhBBiP7uSE57nX2z2eHGXRUMIcVlxFRUIDA1HuLtnl5QRlmQg3eAJjahEJGvfRHtJBjJMnrb4tHVg28gtWpYTbpmchMUOwNdltsnwVVVV8PPzO6c2EEIIIf2dvcO6LunMSXmeP+RYOIQQV3Ueq0BweCRYrbZLyggLMov3y2IBAPMjq6G0o4NXkFl8UD4AAPBM+Amo25h3crZywmq1GoGBgSgrK0NRUQElJ4QQQsg5sndY14/495Zhe+MW5IZtMgDFuYVFCHEltTU18FPa1jgJTkwEwwD1faCMcKM6gwXtjdgaGhoBsyChLPkUMGRY9wZGCCGEuBh7kxMqH0wIcVhxZjpULAtJluERHApB7BtlhBsZTdZ2ywlP8vLCwLgE5KUkd3NUhBBCiOuxd87JT10dCCHEdVVkZsAfQK0sg1EqIUoyTE6s1NXVzBYRgth2OWHWxwcoLqG1TgghhBAncKjkL8dxAQCeBnAZgFAAVwC4HsBxnuc/cV54hBBXUJufD38ARpUSDANYnFxGuKuZLAIEse1ywprAYKC4BEp9ffcHRgghhLiYNj5qz47juFgA/wB4ALbywkGwJTmJAPZxHHeVUyMkhPR55lJbRSurm3tDGWEJ5j5QRrhRYzlhto1yXl6RUQAAHa11QgghhJyzTicnAF4HUAogFsANaJggz/P87QAOAHjOadERQlyCXF0NAFD4+jaVETY7sYxwVzNbRFibygm3FBAXBwDwZlhIlKAQQggh58SR5GQygJd4nq/GmYsxrgcw9FyDIoS4lo9qqvD4ieNgRo0GwzAwmASnlhEGAAUjYZpfAaYHF0PB2HdyBSNhqk8+pvrkQ9FGGeFGTeWE2+g5CY1PhCBJUDAMagryHI6fEEIIIQ7OOQHQ3u1BDWj1eEJIK3mFBag0mxASnwCGAer0ZqdfQ8EA53tWQKdTw2i0LbBozzFjPCvsOn975YTd3N1RKQoIYtUoOX0avtGxnYycEEIIIY0c6Tn5GcCzHMe5N3tO5jiOBTALwC9OiYwQ4hKMRiMqK20JQFhYBESpb5URbmQwWSG107nygyThtbRUFNGwLkIIIeScONJzMh+2BCQdwA+w9ZTMBTAYQDyA8U6LjhDS5xWkp2FWzABUyTI8PT0hiF1TRliSgVyTOzSSCsGMfQs8SjKQa7bdZ4nS6NHGqK0mZosIqyi1WU64JjgYSSeOY1JFuQORE0IIIaRRp3tOeJ4/CWAMgIOwLc4owlZSOB3AWJ7njzszQEJI31aWdhqTAoIw2T8QDMPA2kVlhAWZxbslcdiYFwVBPkuW0eqYnWXx2FkWD0E++9uh2SJAaGesWFhYOACgqKiwc0ETQgghpAWH5pzwPJ8G4HYnx0IIcUG1ebnwB2BQKcGyDKyWvlWpq5HJKsJqFaHRKiG1SlKiAgIx1tcfbjnZPRMcIYQQ4iIcXYRxAAAtz/PJHMf5AFgKIBLAHp7ndzgxPkJIH2cqKQYACO4etjLCfWyNk0a2tU4aywm3TE7CtVrMiUtAhcHQM8ERQgghLsKRRRinAkgBMLPhqXdgW5AxAsA2juPudV54hJC+rnGNE9bXDwzDQG+0Or2McHeQJBkGc9vlhAPi4gEAXmAgtzdrnhBCCCEdcqRa1wsAvgHwIsdx3gCuB7CM5/lRAJYBeNyJ8RFC+jiV0dab4BYaaisjbLBvsnpvVKdvu5xwaEIiRFmGimVRS/NOCCGEEIc5kpyMALCa5/k6AFfANjRsb8O2bwEkOCk2QogL8BRt80t8o2NsZYRNfW9IV6P2ygl7eHmjSrACAErS+G6OihBCCHEdjiQnRvw7V2UagBKe5/9p+DkEQLUT4iKEuAC9vh6+CtvbRWB8YkMZ4b6bnJgtIoR2hm3Vs7a302qaFE8IIYQ4zJEJ8YcBzOU4zg/AzQC2AgDHcaMBLGrYTgghKCoqxMzjfyLGLwAfRkV1WRlhAFAwMqb4FEGlUkBx5pz1do+Z7F3Y9LgjZosAqyhD1cbQLrNWC1gF6IuKOhk5IYQQQho5kpw8AeBzALsAJAN4ueH5zwEYYFukkRBCUFhYAKssQxkUCIVKCYNJ6LIywgpGxljvMuh0ahiNMtpZkuSMYy72KrP7GmcrJwwvb6CiAkJFRScjJ4QQQkijTicnPM9ncRw3BEAQz/MlzTZdB+AvnufNnTlfQw/MKwCuBuAF4B8A83meP9ywfSSAN2Bb+LECwBqe51d0Nm5CSPcrKMgHYFukkGUZWKxinywj3Ohs5YQtcfF47bdfETVqNC7rmfAIIYSQPs+ROSfgeV5ulZiA5/nfACgbSg13xvsALgJwK4DzARwD8A3HcQM5jvOHbZL9adiSk0UAXuI47h5H4iaEdLOUFDwUPQDneXrZygibhC4rIyzJQIFZhzyj1q5ek8ZjCs06FJp1dh0jSTIMprbLCfvGJyCppgqnS0vaOJIQQggh9uh0zwnHcdEA1gOYAEDdzm4KO88VD+AyAP/hef7Xhuceh22i/QzYJt+bAczieV4AkMJxXAKAeWiY60II6b105WUYHRiEQpW6y8sICzKLzcW2YoHzI09AacekE0FmsaU0EQDwTPgJqJmO1yipM7RdTjgsLByAbSgbIYQQQhzjSM/JKgBjAWwA8BeAXwCsgG04lgzbuif2KgdwFYCkxid4npcBMAD8AIwHcKghMWl0EADHcVyQA7ETQrqRymAEALiHhjaUEbb2cETnrr1ywmFhYbjI1w/jNRroad4JIYQQ4hBHkpMJABbyPP84bL0XZp7n58E27OonANfaeyKe56t5nv+i+TwVjuNuAhAH4GvYVp3Pa3VY4wpnUQ7ETgjpRh6SbfK7T3RMQxnhrpkM353MFhFW8czsxNPTC3dHxeKOiGgUpyT3QGSEEEJI3+dItS4PAMcbHicDWAwAPM+LHMe9BeB1R4PhOO4/ALYA+ITn+U85jlsF27Cu5kwNf2sdvQ4AKJUOTbdpl0LBtvjbFbl6G129fUD3trG2pgb+ShUAIGzQIIiyDKsgtTlfwxmat4hlGbDo+Dotj4FdsVkEEZIMaNp4D6ljGPgBqM7NglI5oeOgO4n+jfZ9rt4+oH+0kRDSdRxJTopgW2wRANIB+HEcF8rzfBGASgDBjgTCcdy1AN4D8BuA2xqeNgLQtNq1MSnRO3IdwPYFxNfX3dHDz8rLS9cl5+1NXL2Nrt4+oHvaWMCfhJplIckyooYkoqTaDIZlodO1N1Xt3CikfxMLjUYFNdvxnJPmx+h0aruOYVgWaOc9xKqzrXViLivpsvcYgP6NugJXbx/QP9pICHE+R5KTz2GrmJXP8/yvHMflw7Yo42IAMwF0ejYox3GPwlYu+CMAdzQb5pUHIKzV7o0/OzzrVJJk1NYaHD28TQoFCy8vHWprjRDbGPLhCly9ja7ePqB725h5/AT8AdTKMuoNVtTpzaipM3ZZtS5Ls0TDbLZCRMfta36M0WiBaEdyYjYxqNdbUKtiz3gNRU9PoLIKhsJiVFU5fP+kXfRvtO9z9fYBXddGLy8d9cYQ0g84kpy8ANv8kiUApgB4DsB2AHMatj/SmZNxHDcLwFoAawA8wfN883eyQwAe4jhOwfN842D1yQB4nudLHYi9iSB0zYeCKEpddu7ewtXb6OrtA7qnjVW5efAHYFCpIEky6g0WiGIXZSYApGaJhiTJkOyo1tXyGNh3DGTUG60I8NKc8Rqq/PyByiqgtrZLX1/6N9r3uXr7gP7RRkKI8zmyCGMFgAs5jgtt+HkXx3E5AC4G8AfP8z/Zey6O4xJh6zH5GMAyAEEcxzVuNsI2/+QZAJs5jlsO4ALYkqCHOhs3IaR7nRKsWJT0O+6+7U5czgD1XVhGGLCt9n6JdwlUSgUUZ66R2O4x472Kmx7bq05vBsN4nPG8e1g4kJ4OrblTa9ESQgghpIEjPScAAJ7niziOGwjAF0ARz/P/58BpbgSggq38cOsSxNt5nr+b47grYOtVOQbbfJeneZ7f7mjchJDuUVCQD6ssIyA6BoIkw2Du2pXhFYyMiT4l0OnUMBpluxZVVDAyJnh3ftFEg1mA2MYF/GIHAId+ghcAWZYbVpInhBBCiL0cSk44jrsXtuFdEc2eywPwLM/zu+09D8/zrwB4pYN9jsLWK0MI6UMKCmxVwMPCwiGIMszmvl9GuJHZLEAQ5TPqgYUPHoKn03kUm034wGiAm1vXTYonhBBCXFGnZ5Y1TF7fCNvCif+DbTX3ewCkANjZsE4JIaQfk2UZ14DFg9EDEOnrA0GUYLJ0bc+JLAOlFg1KzGq7J93LMlBm1aDMqunURH1TO2ud+PgHIFUUkWc0oqAg3/4TEkIIIQSAYz0njwN4k+f52a2ef5fjuE2wrXuy51wDI4T0XRWlJbjAyxsswyAkLAIWqwRzFy/AaJVZvFNkm7M2P/IElHZMOrHKLNYXDwQAPBN+AmrGvsm7ZqsIqyBBq1VCajW8KzIyCsnJJ5GXl4eEBK6dMxBCCCGkLY7U5IsA8Gk723YDGOB4OIQQV1CQfAosw8AsSXAPDIDZKsJidaFhXRYBZqvY5qKNI0PDcG1IGPR//9UDkRFCCCF9myPJyVHYyvm25TwA/zgeDiHEFVRkZgAAalkGLMui3mixp3hWnyHLgN5obXPC+2A3d9weEQVtdnb3B0YIIYT0cXYN6+I47pJmP+4GsIrjOE8AHwIohq1i11QAswE86OwgCSF9i75hvoVZpwPDAHV6aw9H5Hx1BgvOmBEPQBcaBhQVQa13/iKMhBBCiKuzd87Jj2i5agADYBZarjfS+DH9PmjOCSH9mlBebnvg4wtBlGHq4jLCPcFoarucsH98PHAsCZ6i6wxjI4QQQrqLvcnJpC6NghDiUpT1dQCrgDYkFNZuqNTVE0wWEYIonzE2NnTQENQA8FAoYK6tgcbLuyfCI4QQQvoku5KTzqz6TgghMJsBnRt8Y2NhFeQur9TVE8wWwVaxS8m0KEMcFBGJPMEKL6UKhcnJiL2IlmkihBBC7GXXhHiO4w5xHDeyMyfmOG4Mx3GHHYqKENJnGY0GPH/qH9xx7A9EjB0LiyB2S8+JgpFxsVcZxvtVQGHnwuwKRsZFnqW4yLMUCqZzU/ZNFhEWQTxjUjzDMKhqeFyentapcxJCCCH9nb3Dut4A8BXHcX8C2AngAM/zhtY7NUySvwK2SfHnAXjYWYESQvqG/HzbyvBaD0/4BgSisNIIq2Df+iHnQsHIuMy3CDqdGkajjDamg7R5zBSfIoeuZ7GKMFtEsO7qM9Y6MWm1gCCiPj/XoXMTQggh/ZW9w7r2cRz3E4AXAGwCoOQ4LhlAFgA9AB8AkQCGArA27HMHz/MlXRE0IaT3ysuzJScREZFgWQZ1eksPR9R16o1WsP5uZzxfFB2NTQf2Y0JCAk3YI4QQQjrB7hXieZ4vBzCb47gXAdwI2yT5AQC8AZQDSIGth+VTnucruiBWQkgfoD9+DM8nDoI+IAiSDNQbuyc5kWWgWlDBZFFBI9t3TVkGakQVAMBbYUUby5acVZ3e0mK+SSOfuATkGA3IKczv3AkJIYSQfs7u5KRRQ+KxvuEPIYS0IBQWYpiXN/K12m4tI2yVWawpGAQAmB95Ako7ln20yizeLBoMAHgm/ATUTOeGnxnNAqxtjB+LjIwCAOTl0bAuQgghpDM6nZwQQsjZMLU1AABVYBAEUXLJSl2NzBYRgiid8UYaERaOa4JDESYDgtkMpUbTI/ERQgghfY1d1boIIcReOpMZAOAVFQWL4JprnDQyNZQTbl2xKyQsHP8Ni8Bk/0CU8Kk9FB0hhBDS91ByQghxGkEQ4NPwPT2I42CxijC5cM+JySLAYpXAsi2TE5VKhSrJNkSs9DQlJ4QQQoi9KDkhhDhNcV4ufFVqAEDowEEwmIQzyuy6ElGUYTQLZyQnAGBQ216H2tyc7g6LEEII6bMoOSGEOE1RagoAwCBJUHt5olZv7uGIul6t3txmlS/J2wsAYCmhiuqEEEKIveyaEM9x3F2dOSnP8+86Fg4hpC8rz8uFbLXArNZAEGUYTK4736SR3miF2EbvkCooGKiuAVNT0wNREUIIIX2TvdW6tnXinDIASk4I6YdS6uvw7t/HcPstt+M/UveVEQYAlpExxqMcSqUCLAPYUUkYLCNjtEd502NHmMwCBElG684T76ho4PRpuFlcv/eIEEIIcRZ7k5PYLo2CEOISchvmV0QNGABrN1fqUjIyrvQvhE6nhtEow56pLkpGxjTfgnO6rskiwipI0CiYFgsyBg0cDPG7b+HDsJCsVrAq1TldhxBCCOkP7EpOeJ63e0Ynx3GdXGOZEOIqcnOzAQAxMbGwCK5dqatRY8UurVIJuVl2Ejl4MGaknkK+QY9PKisRHBzcg1ESQgghfYNDizByHHcrgAkA1EDTaAYWgDuAiwFEOCU6QkifIYoi7tO4QZ8wENG+vjBZRFis3ZecyDKgFxUQBQVYO0doyTJgkBQAADdWbHNie0csFhFmqwjWXdWiMplarYHZ1w+m+jrk5mZRckIIIYTYodPJCcdxiwAsAlDTcLy14U8gAAnARmcGSAjpGwqzsxDv7g4ACI2ORkaVpVuvb5VZvF4wBAAwP/IElHZMOrHKLFYVDgUAPBN+AmpG6vR1ZQD1BgtC/XRnbIuJiUFeXg6ys7Nx/vkXdfrchBBCSH/jSCnh/wHYCcAPwCoAn/I8HwzgfAAVAE45LzxCSF9RePIEAKBekqDw8ESdoXuTk55Uq7e0mQqNDArGvVExYI8ldXtMhBBCSF/kSHISDmAHz/MygCQAYwGA5/kkAEsB3Oe88AghfUVVVgYAoE6lgiB2b6WunmY0C7CKZ6Yn0d4+uCIoBH7l5T0QFSGEENL3OJKc6PFvkc40ALEcxzWOZzgOquxFSL9kKrRVvRK9vCCIUr+YDN/IZBEgimcOCfOLTwAAeAr9J1EjhBBCzoUjyckfsA3tAoAMAAKAKQ0/DwJARf0J6YeYqmoAgDo4GGar2K96TkxmAWarBJZtOaM+YtgIAICXQgFTTXUPREYIIYT0LY4kJ68AuIXjuE95njfDNv9kO8dx+wC8DuBrZwZICOkbdGYTAMA7NhYWq9ita5z0tMbKZEyrcl+BEZGotloBAPn//NMToRFCCCF9SqeTE57nDwEYA+CDhqceBbAXwEAAewDMdlp0hJA+wWKxoNJoQK3VitDBQ1FvtLZYkNDVSZIMvdF6Rs8JwzCobniu/HRqT4RGCCGE9CkOrXPC8/w/AP5peGwC8IAzgyKE9C15ebl4NY2Hh4cHfhs2FH+nV3Z7DCwjY4R7JRQKBVgGsKOSMFhGxnC3yqbH56JGbwYYzzOeN7t7ACYT9Hm553R+QgghpD9wdBFGbwCXwrbo4hm9LzzPv3uOcRFC+pCcnGwAQFRUDESZgcFs7fYYlIyMawPyodOpYTTKkOzINZSMjOn+eU65vsEkQGyjYpciMBDIy4O5svsTNkIIIaSvcWQRxmmwDd9ya2cXGQAlJ4T0I43JSXR0DKyiBJO5/1TqamQyC7CKEhStnleNGo17DnyE+KHDcWWPREYIIYT0HY70nCwDkALgSQD5sK0KTwjpx7z+v737jq/rru8//jp3SVfL2vKQ9/ja8ch2CBCaEEgYZRTCLxQoEH6FkvbXQmkT9kz4tQRKCeUHLVAopQ1pWC2E0QKZJGQ4dhw7to8tW8Pa80q6e53fH/fa1rq2JEu6V/L7+XjIks79nnM+Xx/d8TnfdWA/X95xCSPFfhKJNJE8tJw4DsTTFu60Ne3xLo6TWSUewGulmTCefUaisSTxZJoSrxtnTACrN28hlErR2to8+4OLiIhcIGaTnGwFXmfb9qNzHYyILE7e4WGWFxfjrarOTCOchzVOEo6Lu9p3AvCh1QfwTGPQScJxcVdHZp/bVx3AZ83+XkskniSeSFNW5BnXvWvt2nUABAIBAoEhKiurZn0OERGRpW42Uwm3AhVzHYiILF5l2elyqzZuJBhJkJ7OgI8lJpVyCEUnz9jl95fwtk2Gj2zeysknHs9TdCIiIovDbJKTvwE+aYxZN8exiMgiNDw0SIPHC8Cayy5lOHjhrsM6HIxN2TXsosoqLllWyeDhwwsflIiIyCIym25dbwVWAceNMX1AeMLjjm3bG887MhFZFFr2P4vf5SKeTlOycjWRI335DilvwpEEySlajVJVVTA0RKyzPQ9RiYiILB6zSU7as18iIvQePsRaIOBykXQgErtwVoafKBJLkkhOnrHLv3o1DA3hDQznJS4REZHFYsbJiW3bt8xHICKyOIXaWgGIl5eTSKSJxi/c5CTXjF21Zhs89xyVqSSO42Cdz7RgIiIiS9hs1jlZc5aH00DQtu3ArCMSkUWlc2gQbzBI2datxBKpC77lJJ5ITZqxa93ll9N9372UutyMdndRsWJlHqMUEREpXLPp1tUCZ5+j0xgzCNxt2/adswlKRBaPn7Y209XVyb9+5KOMhuN5m6nLZTlsKwngdrtwWZzjVWrMPv7A6Z/PVyrtEIwkqa0oJjVmNuXK2noOJpPUe7207dvLDiUnIiIiU5pNcvIO4OvAQ8D3gG6gHrgJ+H3gDqAM+JgxZsC27a/NTagiUmjC4RBdXZ0AbNq0kRO98bzF4rEc3lTXht/vIxJxmE6O5LEc3ljbOqdxDAejsLxs0vYRrxd/MkGgtZkdc3pGERGRpWM2yckfAvdOMfbk34wxXwMut237tcaYAHAroOREZIlqbjqG27JYVlVNSXkl4bbufIeUd+FIkmRqcmb0/MYNfOQ/7uHtuy7m+jzEJSIishjMJjm5Fnhdjsd+BPxn9uffAh+ZxfFFZJHo2fMU3730Slosi2QyTfQCHm9yyqkZuzwTxryv27QFgOPHm/IQlYiIyOIwm0UYB4CLczx2MTCS/bkMCM0mKBFZHEZbmvG4XPhLS/M+GD6edvGZ1l18+MhW4unpzYYVT7u48+TF3HnyYuLp2bwcThaJJYgn05NWit+4cRMAJ04oOREREcllNi0n/w58xhiTAH4A9JIZc/IG4FPAPxpjqoD3A0/MTZgiUojSvZkFF90N9UTjKbWckGk5icWTVPg94yYHWL9uPbdt3MJqfwmjPd2UNyzPY5QiIiKFaTa3Cj8G3At8EWgDotnvXySTuHwEeCVwabasiCxR/nCmcXTZho2MhGLTmSBryXMcGAnHJ7WcVFXXsL6snOXFxbTt25un6ERERArbbBZhTALvMsZ8FrgOqCWzYvxjtm03AxhjfgGssm07NpfBikjhiMfj1FqZ+xsrduykM5i/mboKzXAwPmWiFvB6qAUG7MPwilctdFgiIiIFbzbdugCwbfs4cDzHY0OzjkhEFoWW5w9S4fWSdhyqzTaONwXyHVLBCEcTJJLpSdtTlVUQCBBtb89DVCIiIoVvWsmJMeYE8Ae2be83xjRz9uXNHNu2N85JdCJSsDqe3csqYAhIuX1Eool8h1QwItEk8WSaIreFM+bV0r9mDQQCeAO6fyMiIjKV6bacPMyZWbgeZlprL4vIUtbS1cmJgX4aNmzM+0xdhSYSSxCLp/CXekmNWfNk+c6L4bnnqE6lcdJpLNfczBAmIiKyVEwrORm74KJt2++ct2hEZNHY09HOY81NfOKP/ohQZOpuTAvJZTls8o/gdrlwWUzrForLcthUPHL657kST6QJx5JUlxeRSqVOb99w5W6av/sd/C4XfU3HqN9i5uycIiIiS8GsxpwYY8qBCtu2O4wxPuB9wGrgB7ZtPzKXAYpIYTp2zAZgi9lKIJj/uS88lsNb6lvw+31EIg7paeQaHsvhzXXN8xLP0GiM1XWl47aVlJXTnkqSCMeos48oOREREZlgxn0KjDG7gVbgz7Obvgx8Dngb8IAx5rVzF56IFKKhwQHcw8NYwPoNmwmFNd5komA4TiI1OUP6dV0dHzvyPIf6+/IQlYiISGGbTYfnzwJHgH8yxvjJJCVftW27Gvhn4KNzGJ+IFKATzzzN3Tsv4Z8vvRJfkZ+wBsNPEokmSaQmd3XbYrYBcPTokYUOSUREpODNJjm5Crgju6bJ9YAf+G72sXuBHXMUm4gUqN7nDwIQ8nqJJzPjK/ItnnbxN207+IS9hXjaOvcO2X0+176Dz7XvIJ6e28Hp4ViCeDw1aTFGY7YCcPyoPafnExERWQpmM+YkDZzqYP4qIAA8lf29AgjPNhhjzMeAl9m2fe2YbZcAdwNXAAPAl23b/sJszyEi5y/S1gpAqrqKcCxJtACSE4CEM/MEI+G45yESiMaSROIpKkq8pMcMgNmyYSN/t30XK4qLiQQC+Csr5+X8IiIii9FsbhXuAf7YGHM1cDNwv23bjjGmHvhQ9vEZM8a8H/jMhG01wK+Ao2SSk08Cdxhjbpl0ABFZMJ6hzDodJWvXMTya/8HwhchxIDAam9Ry0rCqkTKPF4/louXpJ/MUnYiISGGaTcvJbcAvgTcDfcCd2e0HySQ7N87kYMaYVcA3gWuAif0c3kOmleZW27aTwGFjzGbgg8C3ZxG7iJynVCpFVSoFbg91O3YyFFJykstIKEZqwrRhlmUx6PVQRaZ73LaXz+glU0REZEmbccuJbdv7gE3A1cAG27aPZR+6Fdhh2/YzMzzkZWQWmd4FTLyNeA3wSDYxOeUBwGRbakRkgZ1sOkaDrwiA5bsuIRwtjC5dhSgcTUw5Y1equgaA6Mm2hQ5JRESkoM1qnRPbtkeZkEjYtv3DWR7rp8BPAYyZNOd/I3BgwrbO7Pc1QO9szgng8czt4Fe32zXu+1K01Ou41OsHc1PHtj1PshwIOGlWl1YQjY9O6rqUD2Nr5HJZuDh3TD73mTKlfg/pZAJn7tZiJBpPEU+mKS/24Iw5cPnGjTA4SNFwYEavRfobXfyWev3gwqijiMyfWSUnC6iEM4PvT4lmvxfP9qAul0VVVem5C85CRYV/Xo5bSJZ6HZd6/eD86tjS38Ojne3suPhiLkoDLhd+v2/ugpsl95gZuoqKvPhcU2cZFlBZXkRtuRcvSWjJbL9kjRePp4ShqIu+QJRoPDXl/jPhWJBKO1RWlozbbl7yIkaefpratEN5qRePb2b/f/obXfyWev3gwqijiMy9Qk9OIkDRhG2nkpLQbA+aTjuMjMx6UrEpud0uKir8jIxESE2xtsFSsNTruNTrB3NTx8cOHeLJznZ23XorPYMhwuH4HEc5O4m0xdriIC7LRTyWIMXk+pUUe1nfUEKlNUqit53AYICtHh84MLj/MZZVlFJbt4Kq2ga6gkW09wXHzbQ1G71DYWorikgkziQ7DWYHXakkpW4P+3/9MBuufuG0jqW/0cVvqdcP5q+OFRV+tcaIXAAKPTk5CaycsO3U7x3nc+Bkcn7eFFKp9Lwdu1As9Tou9frB7OvoOA6HDh0CYMvW7QyPxs77w/tccePwjoYT+P0+IpH0pLjqqkrYUOPCHThBb0sT8UjmBsVtnu8DkA7BUCjAUFcHFXUNNK7ZTNnqGo51BImdRytKYCRKPJEiNeb/23J5OAqMDvSxtqmJNVe+YEbH1N/o4rfU6wcXRh1FZO4V+i2IR4BrjDFjFyK4HrBt2571eBMRmZ2TzcfZ4nJR7y9h7boNhBbJyvCr6srYUp0iefI5ug4/dzoxyWWkr4eeg0+zLNzG9tWllBTP/j5OKMeg+Jat2/hK83H2aVC8iIjIaYXecvIt4Hbgn40xdwG7gfcD781nUCIXqhO/e5wPbt7KiJMm5bgJRwo/OVlVV8b6ihijJ55jpLdn2vslYzG6Dz9Hw+Yk2xrXc6g9TGQWM5OFIwmi8RRlRe5xrTnbt+8A4NChgzM+poiIyFJV0C0n2daRGwED7CWzCONttm1/J6+BiVygho4cBiBYWko4miRSICvDA8TTLr5w8iLuPLaJeHZwfH11CesqEjkTk5jj4X3Rd/O+6LuJOZPv1aRTKbqPHqIo0MLWVaX4vDNfTT4SSxKJJifNaLZ9+04sYLT5BIlodOqdRURELjAF1XJi2/Y7p9j2NJk1VUQkz5zuLgA8jasZHCm8D9Th9JmXtGVlPjZUQ7Tt0FlbTIKU5HwMwEmn6Dl2iBXbvGxpXM2h1uEZjbNxHBgcjbKiZvzMRWvXruMfdl1Gvc9H85O/Y8vvXTftY4qIiCxVBd1yIiKFw3EcKrN3+Gu372SkgFeG93ndbGooht7jDHacPO/jpZNJeo8dojLVz9rl5TPefzgYIzlh3InL5WLU5wWga9/e845RRERkKVByIiLT0tHSzIrsyvCrrthd0ONN1i0vwx/qpK+lac6OmYhGCBw/xEp/lNqqma3fEI4kiE8xa1G6rh6AaEvznMQoIiKy2Ck5EZFpOf7Yo7gti5F0GmdZDcECTk5qrGH6jh8mnTr/hRTHCgUGiXUeZX2NhyLf9MefhCIJIvEkbvf4cSflWwwApSPDcxqniIjIYqXkRESmZfDgAQBGKyoYDcVJFPD6BaH2JuLhWa/TelaD7W0UjXawYUXZtPeJJVIEwwlcrvEvuRtedA0AtZaL0MDAnMYpIiKyGCk5EZFp+VX7Sf7hRBOuyy5joAAHw1tjGiWGe7rm7TxOOk1/81FqXEEaqs8+mH6sgeHJ/2erNm+hL5HAZVkcfeiBuQxTRERkUVJyIiLnFIvFeOrIIR4d7GfD9TcQDMfzHdIky2tK2FIWZoOnD4vpzaZl4bDO6mGd1TPtfQBioSCRzmOsqXZTNM3phUfD8UnjTizLYqg0k+D0P/fstM8vIiKyVBXUVMIiUpgOHXqeZDJBTU0t1XUrONLVme+QxinyudlYDZ8b/SXBvi4SyRTONHINn5Xi40X3zuqcQ53trKxuYM3ylRw7ee4xI6FwnGgiRYnXjTM2uK3b+P4vf07K5+Xls4pERERk6VDLiYicU/OjD/HqhuVct2Mn4Viy4GbqWttQhi/YRaC7Y8HO6aTTDLUeo94Xoaq86JzlQ9EE4ejkQfHrr3853+9s51cH9pNOF+44HhERkYWg5EREzsk5cph3rF7HNZVVDAxHZ9ABav5VVRRT54sw2No0vkViAYSHAyT7WllTV4zLss5a1nFgYDgyaaX4LVu2UlzsZ3R0hBMnjs9nuCIiIgVPyYmInJXjOJSPjgJQddFORoKFs/iiy7JYU1tEsq+VwHCI26Lv5C+Df0TMmV6P1Zjj4fboLdwevWXa+0w0eLKFinSA5TXnHhw/HIyRmLAYo9frZfeOXVxZWcXRB38zqxhERESWCo05EZGz6mxrpdHrA2DV1S9mf3/hDIZvqCmhIj1M98kWAAacihkfY4CZ7zNWMh4j1HGcxrWX0j/sJp7IvbZKMJwgGk9R7LHGjYl5xYqVbMKief++84pFRERksVPLiYic1dGHfoPH5WLESUN1fcEsvuj1uGisdBHuPE4ynt/WnEB3J75wL411pWctFwzHCceSuN3jX3prL74EgKpQeMG7pomIiBQSJSciclaD+/cDEKysYnAkRjpdGB+eV9WVURTpY6gAZg5z0mmGTx6noSRBqd+bs1wq7TA4HMWaMD5l60tfTiKdptLtpvP5A/MdroiISMFSciIiZ+Xv7wOgbPt2AqOFsfhiSbGHFaVJRtpP4KRzd6NaSMHBflzDnaypP/vYk6HRKMkJCV5FdTWd2WkGmn7z63mLUUREpNApORGRnLo7O1juyiwyuOaalzIaKozxJo31pbhGuxjt7813KOMMtp2g2hOhqqI4Z5nRUJxoPMXEyb3iK1cBEDtqz2eIIiIiBU3JiYjk9My+vfzJ/mf4diyMa8VqguH8jzdZVuaj1hslcLI536FMEg2OkupvY3VN0aTk45RgOE44mpg07mT57qsAqAmHSacKozVIRERkoSk5EZGc9ux5ioTjsPzK3QwEoqQLYLB2Y60fZ6id8HBg0mMrrQFWuQZndLyV1gArrYE5ig4G21upYJS6yqm7d6XSDv3DUawJ651sv/4GoqkU5W43LXuenrN4REREFhNNJSwiOe3Z8xQAl12+uyDGm9Qs81PlCtGfnTp4rCIryZ3F/47X4yaRTDGdPKrISnJH0b/NaYyJaIRYTzOrVuxkYNgiNcUEAkMjURLJ8duLS0v5mcfNg/v38a4TTWy46gVzGpeIiMhioJYTEZlSZ2sLf15ewTtXr8Ns3s5InsebWBY01vhI9LUSC4fyGsu5DHV2UJYM0FAz9dTCI6EYkXhy0mrxdVe9gN54jKf3PLkQYYqIiBQcJSciMqWDP7+fdSWlvLC+gZS3hFCe1zepryqh3BlhsKMtr3FMRyoRJ9TVzKplFl7P5JfZUDjBaCiByzX+sd27M60lTz31JMlkckFiFRERKSRKTkRkSqMHMuubRJY30B+I5DUWt8uiscpDtKuZZGzqBRdjjoePRd/Kh0J/SMyZXo/VmOPh47G38fHY26a9z3QNd3dSHBtgRe3k1hMH6B0Kw4RB89u37+Tlq1Zza8NyDv7yZ3Maj4iIyGKg5EREJkkkEtSNBgGoufIFBIL5XYF9eU0pJYkhAl0dZy3X6dTQka6e0bE7nRo6nZrzCW9K6VSK0Y4TrChLU+RzT3o8EIwSS4yflcvtdnPt+o1cUVlNz6OPzHlMIiIihU7JiYhMcuC3D7O8qIiU47DixS9lJI/JidfjYuUyi1DnCVLJ/E9lPBMjvT14Q7001k1uPRkJxghFk5OmFC6/5BIAynoLaw0XERGRhaDkREQmaX3oQQD6fT4CCReJZDpvsaysK6Mo0kegpztvMcyW4zgMtzdT709Q6veOeyyeSNMfiE4aFL/zNa8nmU5T53bTnu1aJyIicqFQciIik7hbWzLfN2/O63gTf5GHFaVJRjuacdKLc2HC4GA/1kgXjXWT1z3pD4RJpMZPKVzVsJz2bL5y9Bc/X4gQRURECoaSExEZp6Ojnab+foYScRqvfwXDeezS1VhXijvYw0j/4u7iFDjZTK03QmV50bjtw8EY4djkKYWd9RsASB87umAxioiIFAIlJyIyzgMP/Jp/bW/lm14v1qqNhKP5mdK2vNRHXXGMwMkTTGtFxQIWGRkmPXiSxlr/uAm6QpEEgdHopHEnW179GgAa02mG2k8uYKQiIiL5peRERMZ54IFfAXDdy15Oz2A4b3GsrvPjDHUQDgxNe58aa4Raa2RG56lhhBpmts9sDJ5spdIapbbKP25790CI1ITka/2ll3MymeTQ6AhPPPibeY9NRESkUCg5EZHT+rq7iBw7igW88EXXERiN5iWOmmV+ql0hhk42T3ufIivJ54v/hb8v+y5F1vRae4qsJHcVf5u7ir897X1mKx4JE+9uobHai3tMN66hkcysXRO7djVffTWfOXqY+594bF7jEhERKSRKTkTktGd+/AM+s3U7X7psN97SKoLhhZ+612VZrK71kehtJRYKLvj559NgZxtliSGW15yZWng0HCcwGpvUtetlN74SgCef/B3Dw4GFDFNERCRvlJyIyGnhvc9kfli5gq7+UF5iWF5TQnkqwGBHa17OP59SiQTBzhOsWgZF3jMLM3b1Byd17Vq3bgObN2+hBHjsv368wJGKiIjkh5ITEQGg+2QbG5OZ6XpX3PBqhkYWvkuXz+tmVaWLUMdxkvH4jPaNO24+E72ZT4RuIu5MXpE91z53xN7MHbE3T3uf8zXc04Uv3EtjfdnpbYPDUYKRyV273nrZbr5+8eUUP/zQgsQmIiKSb0pORASAp7/3b/jdbgI4+MxlhCIL36VrdX0pReFeAt2dM97XwaLFaaA53YCDde4dxuzT4kx/n/PlpNME2ppo8MeoKPUBEIwk6B+OTOratfuNbwKg0bJo3bd3QeITERHJJyUnIoLjODgHDwIQ27SF7sGF79JVUeqjwR8n0NaEk87fivQLITQ0iDN4kjX1JVjZnKi7P0Q8Ob7eK7cYWrKtKUd+8B8LHaaIiMiCU3IiIhx+5ik2e70ArHvtTQwOL+yq8JYFa+r9OIMnCQ0NLOi582Wg9QSVDNNQnRkcPxCIMBpJTGo9KX3B1QBUdXaQTCx8a5aIiMhCUnIiIjz7/ftwWxa9HjfB8gbiiYVtuWioKaWSEQZaTyzoefMpEY0Q6TzO6ioXPq+bWCJFZ18Qa8K4kytvfivBVJJKt4dnvq/WExERWdqUnIhc4EZHR/mHRx7ko4cP4rvhVfQOLGyXriKfmzWVLiIdTSSiC9tik29Dne0UhXtY25AZHN8zGCYcS2JZZxKU4rIyumvrABj89a/yEqeIiMhCUXIicoG7//7/JBIJk2poYMVLXkFgNLag51/bUIYv2MVQV8eCnrcQOOk0Qy1HqS+KUFVRTGA0Sn8ggscz/qV5+x+9k7TjUJ9IcvTZZ/MTrIiIyAJQciJyAXMchx/+xz0A/K83v5WOviDOOfaZS7VVfup9YQZajs7JIPgyIpRbM2t9KSNMGeHzPvdshYcDJHubWVfnw+1y0d4bnDQwfu2ui/lvfzG3PreXb/+HunaJiMjSpeRE5AL25M9+yscqa3jPhk1c/ZIb6B9auG5VPq+bdTVeYl1NREdHzvt4RVaSL/u/wVfLvkWRlZz2PncXf4O7i78x7X3mQ39bM2WxPtY0lNE3FGZwNDap9eSF73gX4VSK++67j6GhwTxFKiIiMr+UnIhcoBzHofNH36fE4+GitesYGIVkauEGwq9bXkZxuJuBk20Lds5ClU4mGWqxWeGPUV7io617hNSEJqwrrtjNtm0XEY1Gue+fvpafQEVEROaZkhORC9TeB3/NRVbmJWDVzW+nZwEHwjfUlFLvDTJw/DBOOrVg5y1koaFBkj3HWV/nY2A4QiA4vvXEsiz+7F3v5s6t29l96DD9ba15jFZERGR+KDkRuQA5jkPzPf+Oy7Lo9vsJ128klliYJKGk2MO6KotI+zGiwdE5O27ccfO52Bv4bPj1xB33tPe5K/ZG7oq9cdr7zKf+tmb8kW4aa0to7RplYjvWS258JaUlJRS5XDz9/76clxhFRETmk5ITkQvQE/f/hB1Opt9Q3U1vpbMvuCDndbssNq0sxR1oY7Dz5Jwe28HCTjdyJLUKB+vcO5zax2nEdhqnvc98SqdS9DcdotY9gpNOMzgyvvXE5XJR+7rXALC6r4/25w/mK1QREZF5oeRE5AKTTCbpuvd7uCyLrvJyIisNsfjCtJqsX1nBskQffcePgLOQ84ItHrFQkGDrEZaXJugZikwae3Ltu26hFQefy8XzX/lSXmIUERGZL0pORC4w937zm6xxuUg6Divf8V46+xZmrMnK2lKW+4IMND1PMh5fkHMuVsM9XaR7jlPuSdA/HMXrHd96suGP30PKcVifSLLnh/flMVIREZG5peRE5ALS09PNnV/6Eh84+BxtF22nz1uzIDN0VS8rZl1lmmDLISIjw/N+vqWgr6UJb6CVVCJGNJ4et2q8efE1tFRWAhD76U8IamphERFZIpSciFwgHMfhzjs/zejoKI3btrHh5vfQNzj/iw+Wl/jYVOch2XmU4Z6ueT/fUuGk0/QcO4R7qI1wNI574ronH/wIQ8kko7EY37j7i3mKUkREZG4pORG5QPz317/KyN5n8Hg8vP+2T9DSNTLvq8GX+r2YlcW4+o/T13Zins+29KTicXqPHiA10EYskRw3OH5ZfQOuP3wrHz1ykO/85w94+OEH8hipiIjI3FByInIBOLr3Gaoff5wPbt7Kp97ydpLeOsLR+V0RvaTYw9aVfrxDzfQetxdkALyPBD4S877PQoqHw/Qc2ke0p5Vkevz/4ZU3vpI3v+XtAHz0ox+k+ZidjxBFRETmjCffAYjI/OrtaKftS19gja+IfsvCvOldHG6bu/VFplLm92JW+Skaaqb76CGc9PyPaymykvyj/2t4PW4SydS0cqEiK8nXir8677Gdr2hwlM4Dz+DzuCkp3jTusfe//694/vkDmN5e2j97B1Wf+zyVDSvyFKmIiMj5UcuJyBIWGh3hdx/9IGt8RYTSaZb9yQdoH5zfmbIqy4vYtqoY3+DxbGKiFeDnQnhkmLZnn2akrYki35nB8V6vj89/5m94af1yGjwenvnw7Yz09+cxUhERkdlTciKyRA0PDvKr9/0Z2zxeEuk0rrfcQgeVJCcunDGHlteUsq3Bjav7CD1KTOZcaGSYln1PETx5jJIicLkySUrdmrVUv+e9BFMpVrvcPHX7Bwj0dOc5WhERkZlTciKyBHV3dfHwB/6ci1xuEuk0oVe8lr7KTURj8zPOxON2salxGZuWxYi17Ke3+RjOAi+ymHDcfCn2Gr4QfjUJxz39feKv5Uvx1057n3yLBEM07XmC0ebn8bvOrCC/+YUvpuQdtxBOpVjjcvHcB/+atoMH8hytiIjIzCg5EVli9ux5ire89Sb29XQRT6eJvPYmhjdcRTAyP4O+K8uL2LmunOX0Mnh4D0NdHfNynnNJY/Fcej37U+tIY517h+w+B9LrOZBeP+19CkEkHOPo3mcYPPIMvtgQRT4XlgVbr30pJe/6YwLJJMs9Hvr+7nM8+i/fyne4IiIi06bkRGSJCAdH+YfPfpp3v/sdDA4OcKi8nMjb38vAyksIzUNiUuRzs6mxgu314Os7QveBPURGAnN+HplaPJ7k+PM2nft/h9N/Ar87gcfjZss1v8eaj36cznSacreHb33763z4w39Nb29PvkMWERE5p0UxW5cxxgV8EvhjoAr4LfCntm035TUwkQIQj0V58J++hv+Zp9meTOIBbnzNH/AHb/sLOgeipOa4K1eR101DTQkrytJ4Q10MHWkiHBia03PI9CRSaU62dhEaHmbFunWUrtqIp6SGxm3bqP7KP/LjL97F/r1Pse8X9/Pgg7/hL/7gJm5469upbVyd79BFRESmtCiSE+DjwHuBW4AO4C7gF8aY7bZtz+/UQyIFquPYUfb923dY1tLMeq8PvD6CLjefvf3T+Ldfw8neyJyer6LUR21lMfX+FJ5IH8ETLfT19iz42BIZL+049A+FCEeOUtvXQ82qRorq11JRUcnbPn0H21//Bu666/9y8vDz7DhyhK5PfIQnyytY8bIb2PWKV+HxevNdBRERkdMKPjkxxviAvwJut23759ltNwOdwBuAe/MYnsiCCYWCPP/8QY499AB1hw+xxuVmi2WB10cknaZ37QbKfv9txKJuwsPnn5hYFpT5fSwrL6K21EWpFYHRk4y2dxAc7F+QtUtk+sLRBO0dAwSGRqiu6mBZQwPFdY3s3rmZe++5lwfuuYfAL3/BcpebzaEQ/NeP2fPD+xhYVknZtm1suv4GVm7ajGUtnrE3IiKy9BR8cgJcApQDD5zaYNt2wBizF3gJSk5kiYhFIgx2tDPc1cloTzejXV1EuzpxhobYGxjkR0cO4TgO6/wl3LV9FwDdOEQvuoSSl7yWaNxFKOwAs2vJ8Hld+Iu8lPq9lBW7WVaUxufEsCK9RDu7GRjoJxYOzWGNZa6lHYeRUJxguJ+SgWEqytqoqKnBX1XDy193Pc6bXsszP/sf2v/nVywfDVLt8VIdCsGePfztffeyP5lg06bNXLp6DVu8Porr6qlYuZKqxjWU19dTXlOLr7g439UUEZElbDEkJ43Z7ycnbO8E1sz2oKem35wrjz/fysNf/RrLY0FOfTi0GP8x8efeauJW5ryXJIOsT+W+u/1LTyVhKzO16c5UiC3pM2XH3td0HPhvzzJGs2UvSoXZns593N+4yxm0MpfdpCLsynFcgAfcZfRl/0Q2p2Nc7oSxLGvKbjwPWyV0WpnuIRucOC9wIuRaovtRy09btuxaJ8GLnXDOGB6nmBN4cYBVJLmeMXWbcPwnKcImc9zlpLiR3P8Pe9JeDmbL1pLiNa7omAjGHNeBfY6HfU6mbCVp3nC67OR4n0t7eNrx4jgO5aS52RMfU9bB5aTxptN4cXg6FOFnQ0Mk4zFqnCRf2roVyMxSsSz7dUpbOIzjOJRUrySx7mLur19L70WvYrRqfWbdks6p62lZp74sXJaFy2XhDrvAcc787nLwuMAVS2NF0zCYwEnESCaSpOKQSpYAG7JfhSvlnLka30tcg2saSdr4fV6C2yrsLmqWBVbSheOkcz29zogDI+DqtnC7XHg9CbxFEdz+63Hf9EqsdBLfnp9Q1bKPVcFeDodCjMQi7N27h8bODm5sXAstLacPNZD9iqZSfKGzm2a8uDw+dpcWc12JjxQu0pZF0nKRtlw4WGDBrymh2+XFwmIjCa50opkrk22hOVXOweIJbwXd7mJcLotViQiXJUdzVm+Pu5x2dxEAK9Mxdp+l7D53Ga3uTFJVn47zwuRIzrLPuUs54fYDUJNOcE1yOGfZQ+4SjrpLAFiWTnJdMpCzrO0u4YinFLCosFJcFx0k142E424/Bz1lAPidFDfEB3Met8VdzH5POQBeJ82r4gM5y550FbPXmynrchxeE8+9WGeXq4invBWnf39drC9HSYtel5ffeStPb9lYtYwvf+E23G7NuSMiM7cYkpOS7PfYhO1RoHo2B3S5LKqqSs8rqInu/ta9XNu6n6tq63KW+fqeBxlNZgYnX7tmHbvrl+cs+y/7HqE/nvlg+8LGNVy5fGXOsvfsfZyOaOaD+BUrG7liZWPOsj88+CTN2bvfO5ev4IrGtTnL/uTgHlqCmTd8U9fAZWvX57wp/99Hn6V1OADA+po6Ll2/MedxH2w6QNtQ5s12VVU1l27ckrPsY82HaBvIvIHWLqvk4s1bzzw4ITN4uvUoJ/syMxJVlFewy1yU87j7O5to7+kCoKi0lJ3bdk5d0ILDHc10ZKfHtYr97Nxxcc7jHu89SUd7GwB1viJ27Lp0cqHsG7YdDxEayBx3yJ1JLtOOQzCVZiQNw3jo8VTQ7W/g6I7X4X71K4iX1dMD3HPqWLk/N13QHknluJ5n8Wh65vssCqfWwYwBExu+Vr4Xsi8tzkujuAeP4/TZ9PU9wW/jnVSnI1RbSarcLopcmb/bYreb4Oggo9nXkeKGFWyqOPU64mRPeGbxzZ/Yz9I2mkkGttTVc/naDWeKTvDgkT00ZV9HGqpruWrDppzV+p29l+NDmQ/iNZVVXLXJ5Cy7t+lZjvdnPlyXVSzjqi3bcpY9dOIAx3szC1h6y8q5auv2nGWbWp7neHfmzsD6khKuumhXzrLtbYdp6mwHYGVxMVftuCRn2b72ozS1twJQ4/Vx1cWX5Sw70tlEU1szAKVuN1ddemXOsrGBEzQ1HwfAa1lcdflVOcs+OdRK0/Gjp3+/8vKrcOXo8vfscIDvHjty+ndXaRk/efQVvOWGy3MeX0QkF6vQB7MaY94I/AAosW07Mmb7fUCRbduvm+EhT6RS6fUjI3M7WPhwWy+/+MZ3WBYcHv+eO+a1fF/lKpKuzIfQtaEh6mPBMeXGv+g/t2wlcU/mbn1jeIiGaO67goeWrSTq8QGwIhxgRWR40vFOBWMvW07Yk7nbWB8ZZlUkMK6EA6f7nDdVNBD0FgMWtdFRGkOD4xoWnDGVa66oY7Qok/BVRYOsDua+e9dWUc9wtuyyWIjVo3054+0oqyFQnLnTV54Is2akd0KRM/t1l1Yz6K8ALEriEdaN9OQs21tSxUBpJQDFiRjrhrsytbGsSR+a+ksq6S+tAsCXjLM+MLGZ4sxxh/zL6CvL5MzedIL1gxPW/PD6cHx+8PmJVtQSqVmFx1eM11dMuceDq3oFuOdwMcDxjUBYgMfjJplMLcmB7JZlqX6zPnjmH2vc72d+dOJRUoE+0sP9jFguovEoqWQC/0g/FYFuSMaxkonM91QC0pkuhs3l9QS9ReA41ERGaAwOAE6m5dNxsMb8fKysloDPj2VZ1ESDbAjlfh1pKq1h8NRrTjzM5mDuVoDm0mr6ijItEcviEUwwVysAtJZU0XP6NSfKttHenGVP+ivp8mdaF0qScXaMdE9ZznGg019Bu38ZFuBPJ9kZ6MrZttddXEZbSfY1J5XkkuGunDH0FpXSUpp5zXGnU1w+6fXpjIGiEo6X1gBgOQ67hyZ2SDhj0FfCsbLa07/vHjyZuVZTCHiKscvrT/++qaaCT3/wFqKROKnU3I1Nq6jw43a7min0ZlwROS+LoeXk1KvnSuD4mO0rgf2zPWgyObeDebetqeeFX/kUQ0OhnMd+55yeceF5PC6qqkrPWsfFrDDqN7GBcG6dqWN0iV9D1W9+1GS/5k9hPA/nz1KvH2Tq6PO6CQXTS7aOIjJ/FkOH0P3ACHDtqQ3GmErgMuDR/IQkIiIiIiJzreBbTmzbjhljvgJ8zhjTB7QAnyfTovKjfMYmIiIiIiJzp+CTk6xPkIn1m4AfeAS4UQswioiIiIgsHYsiObFtOwV8MPslIiIiIiJL0GIYcyIiIiIiIhcAJSciIiIiIlIQlJyIiIiIiEhBUHIiIiIiIiIFQcmJiIiIiIgUBCUnIiIiIiJSEJSciIiIiIhIQVByIiIiIiIiBUHJiYiIiIiIFATLcZx8x7DQIo7jFKfTc19vt9tFKpWe8+MWkqVex6VeP1j6dVT9Fr+lXselXj+Ynzq6XBaWZUUB/5weWEQKyoWYnASAIqArz3GIiIjI9K0AYkBlnuMQkXl0ISYnIiIiIiJSgDTmRERERERECoKSExERERERKQhKTkREREREpCAoORERERERkYKg5ERERERERAqCkhMRERERESkISk5ERERERKQgKDkREREREZGCoOREREREREQKgpITEREREREpCEpORERERESkICg5ERERERGRguDJdwCLhTHGBXwS+GOgCvgt8Ke2bTflKF8DfBl4VXbT94G/tG07tADhzooxphr4v8DvAxXAc8CHbNv+bY7y7wD+ZYqHNuf6f8knY8xaoGWKh95t2/Y3pyi/qK6hMeZa4MEcDzfbtr1hin0WzTU0xnwMeJlt29eO2XYJcDdwBTAAfNm27S+c4zhvAj4NbACOArfbtv3LeQp72nLU7zXAJ4BtQD+Zv8FP2LYdOctxmoF1Ezb/u23bb5vrmGcqRx2/DbxzQtEO27Ybz3KcRXENjTEPAb+Xo/g7bNv+1xzHKZhreK73haX0HBSRwqCWk+n7OPBe4N3A1YAD/MIY48tR/gfARuB64I3ADcBXFyDO83Ev8ALgzcCVwF7gf4wxW3OU3wU8BKyY8NU875HOzi4gCqxkfLz/nqP8YruGjzP5WtwAJMl8uJjKoriGxpj3A5+ZsK0G+BWZDzdXkLl5cIcx5pazHOc6Mtf7q8AlwH8D/2mM2TYvgU9TjvpdA/wY+CGZWN8L3MxZ/gaNMeXAWjIfJMdezz+bh7BnZKo6Zu0i8/c5Nt5Lz3KcRXMNgTcw+bn1M+AImWs71XEK7RrmfF9YSs9BESkcajmZhmwC8ldk7u78PLvtZqCTzJvPvRPKXw1cC2yzbftIdtt7gF8aYz5s23bnAoY/LcaYTcDLgRfZtv14dtv7gFcCbyFz93aincB+27a7FyzQ87MTsG3b7jpXwcV4DW3bjgOnr4Uxxgv8PfDDqVqGsgr6GhpjVgHfBK4B7AkPvweIAbfatp0EDhtjNgMfBL6d45AfAn5k2/ZXsr/fZox5EfA+Mh/+F9Q56vcnwAO2bf9t9vcmY8xHgG8bY95r23ZsikPuBCzgMdu2A/MU9oycrY7GGDdwEXDHDP4GF801tG17cELZPwRuBC6zbXs0xyEL5hpO430hwiJ/DopI4VHLyfRcApQDD5zakH3T2Au8ZIry1wBdpz7UZj1EprXlxfMV5HnqB14NPHNqg23bDpk3yeoc++wCDs1/aHNmJvEuxms40Z8Bq4G/PEuZQr+GlwFDZOJ8csJj1wCPZD8UnfIAYIwx9RMPlO2a+SLGPI/H7DPV83ghnK1+fwfcNsU+HjKvR1PZRebvNjBXAc6Bs9VxM1DMNP8GF+E1PM0YUwp8Hvh727YPnOV4hXQNz/W+sBSegyJSYNRyMj2n+j6fnLC9E1iTo/y4srZtx40xAznK5132jfDnY7dl+wVvJNPszoTH6oAG4CXGmL8g80b1JPBB27aPznvAs7MT6DLGPApsAY6RuWM7qX4swms4ljGmGPgo8KVcLUWL4Rratv1T4KcAxpiJDzcCEz/knWrRWgP0TnisEihl+s/jeXe2+tm2vW/s72NacPfatt2f45A7gZAx5ofAC8n8H3ybzDiA9NxGPz3nuIY7yST87zfGvBJIk3kd+pht28NTHK6SRXQNJ3gvmaTys+c4ZMFcw2m8L3yWRf4cFJHCo5aT6SnJfp/YjSJK5q7fVOWn6nKRq3zByTazfwv4r+yb70Q7st9TwNvJ9EcuA35rjGlYmCinL/vBbguZAZ0fIzPI/Wky44aun2KXxX4N/wjwkxnQn8uiuoZTmOoaRbPfcz0vybFPQV9TY4wH+C6ZLlB/epaiO4BlZLqa3gB8HbgT+NQ8hzhbO8gkJC3Aa4C/JvPc/K/sXfaJFuU1zHZf+wvgqzmSrrEK9hpO8b5wwTwHRWThqOVkek7NjFM05mfIvJhONXNTJFt2olzlC4ox5nXAPcATwB9OVca27QeNMdW2bQ+N2e/1QBuZmXc+N/+RTl+21aMSSI7pq/9MdhDmXwO/mbDLor6GZJKNH9q2PZCrwGK7hlOY6hqd+oCT63lJjn0K9ppmB0jfB1wH3GTbds6uQ8DLgOIx4xkOZPf/mDHmU/lqPTmLT5Hp5hTI/n7QGNMF/I7M4OuJdV2U15DM+LU1wDemUbYgr2GO94UL4jkoIgtLLSfTc6oJeuWE7SuB9hzlx5XN3rmvyVG+YBhj/g/wIzJN+a8625SlYz/UZn8PASc40w2uoNi2HZpiEPEBpo53MV/DOjLdQe49V9nFdg0nmHSNxvzeMUX5QTIfgKb7PM47Y8wK4FEy1/OVOVoxT7NtOzHFQOsDZLrSVM1PlLNn27YzxdiKU92EpvobXHTXMOv1wFO2bZ84V8FCvIZneV9Y8s9BEVl4Sk6mZz8wQubuFwDZu/CXkfngMNEjQGN2ppNTrst+f3x+Qjx/xphbgX8AvgLcnGM2oNNljTH9xhj/mG0VZLpOPT/vwc6QMWaXMSZojJk4mP0Kpo53UV7DrBeS6cf/8NkKLbZrOIVHgGuyXWZOuZ7MjGwT+7qfGsj7W8Y8j7NeytTP47wyxlSRGShcB7zYtu1ca9icKu8yxrQYYz464aErgZ6ztaLlizHmHmPMxDFfV2a/Txokv9iu4RgvZvIg8EkK8Rqe431hST8HRSQ/1K1rGmzbjhljvgJ8zhjTR6Z/9OfJ3DX6UfaFuQ4Yzt5RehJ4DLg3+8JeBvwj8K+2bU91NynvjDFbyCyk9WPgb4D6MYM7I0CQ8XW8n8xgyH81xnyKzPiGvwH6gO8saPDTczD79bXsNeknMxXt1cCVS+EajnExcMK27fDYjVPUcbFdw4m+BdwO/LMx5i5gN/B+xkxHaoxZBvhs2+7Lbvoi8HNjzD4yd4HfRWY2vnctXNjT9vdkFql7BdBnjFk+5rE+27ZTY+tn23baGPN94HZjzFEyswleT+b/6H0LHfw03QP8JPth/F4yifH/A+6xbfswLPpreOp5t53Me8ZUjxfsNZzG+8JSfw6KSB6o5WT6PgH8M5n57B8js7Ddjdm1JVYDXWQWSDt1d+gNZBaye5BMf/FfALcufNjTdhPgBf6ATF3Gft3N5DqeJHO3q4LM/8dvgABw3dm6guVLtp/2a4CnyKyyvQ+4Cnh5dlrPpXANT1lOZqXmiRb1NZwoe2f2RsCQ+RD3SeA227bHJlZ3k5n44NQ+/wPcQuY67iPzwe/3J0wZnXfZweA3Az4yd9wnPidXZ4uOqx/wYeAu4G/JtDx8AHifbdvTGeuw4Gzbvh94E5lFTg+QeY39EfC/xxRblNdwjBoyr625Wj0K+Rqe9X1hKT8HRSR/LMdx8h2DiIiIiIiIWk5ERERERKQwKDkREREREZGCoOREREREREQKgpITEREREREpCEpORERERESkICg5ERERERGRgqDkREQKkjHGyncMIiIisrCUnIhIwTHGvJbsKvXGmGuNMY4x5tr8RiUiIiLzzZPvAEREpvCBMT/vBa4ms1q2iIiILGFKTkSkoNm2PQI8ke84REREZP5ZjuPkOwYRkdOMMQ8Bvzdm03XAg8B1tm0/ZIz5FPBm4EPAncAm4AhwK+AAdwO7gOPA+2zb/s2YY+8A/hZ4SXbTb4C/sm37xDxWSURERKZJY05EpND8KbAv+3U1UDFFmdXAF4HPAv8LqAZ+AHwP+AaZ5MUF3GuM8QMYY7YAjwP1wDuB/w1sAB4zxtTPX3VERERkupSciEhBsW37EDACjNi2/UT254lKgD+1bft7tm3/BPgqsBK4w7btb9q2/V/Ax4FawGT3+SQQAV5m2/aPbNv+PplWGT9w27xWSkRERKZFY05EZLF6fMzP3dnvY8emDGS/V2a/X0+me1jYGHPqtW8EeBR4+TzFKCIiIjOg5EREFqXsQPmJwmfZpQa4Ofs1Ud+cBCUiIiLnRcmJiFwoAsCvgb+b4rHkwoYiIiIiU1FyIiKFKAW45/iYDwMXAc/atp2E06vQ/xvQBDw7x+cTERGRGVJyIiKFKABcbYx5KbBsjo75GeB3wP3GmK8BUeBPgNcDN83ROUREROQ8aLYuESlEXwESwC/IzKZ13mzbfg64hsxaKN8lM/XwCuD1tm3/aC7OISIiIudHizCKiIiIiEhBUMuJiIiIiIgUBCUnIiIiIiJSEJSciIiIiIhIQVByIiIiIiIiBUHJiYiIiIiIFAQlJyIiIiIiUhCUnIiIiIiISEFQciIiIiIiIgVByYmIiIiIiBQEJSciIiIiIlIQlJyIiIiIiEhBUHIiIiIiIiIF4f8DLdEusP7XCKEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load a chromatogram that is very heavily overlapping\n", "df = load_chromatogram('data/bounding_example.csv', cols=['time', 'signal'])\n", "chrom = Chromatogram(df)\n", "\n", "# Fit the peaks providing only the known retention times\n", "peaks = chrom.fit_peaks(known_peaks = [10, 10.6])\n", "inferred_amplitude = peaks[peaks['peak_id']==1]['amplitude'].values[0]\n", "known_amplitude = 100\n", "\n", "# Print a summary statement demonstrating the underestimation \n", "print(f'Inferred amplitude for peak 1 is {inferred_amplitude:0.3f}. Known value is {known_amplitude:0.3f}')\n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can constrain the parameter bounds for the amplitude of peak 1 more narrowly \n", "than the other peak by passing a dictionary to the `known_peaks` parameter of `fit_peaks()`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Deconvolving mixture: 100%|██████████| 2/2 [00:00<00:00, 2.19it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Inferred amplitude for peak 1 is 99.000. Known value is 100.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "[
,\n", " ]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define more stringent bounds as a dictionary with the retention time as the key\n", "# and the parameter bounds as a value.\n", "bounds = {10: {'amplitude':[99, 101]}, # Known parameters for peak 1\n", " 10.6 : {} # Allow free inference for second peak\n", " }\n", "peaks = chrom.fit_peaks(known_peaks=bounds)\n", "inferred_amplitude = peaks[peaks['peak_id']==1]['amplitude'].values[0]\n", "\n", "# Print a summary statement demonstrating the improvement.\n", "print(f'Inferred amplitude for peak 1 is {inferred_amplitude:0.3f}. Known value is {known_amplitude:0.3f}')\n", "chrom.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we've only bounded the `amplitude` parameter, but you can also provide \n", "bounds for `location`, `scale`, and `skew`.\n", "\n", "---\n", "\n", " © Griffin Chure, 2024. This notebook and the code within are released under a \n", "[Creative-Commons CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/) and \n", "[GPLv3](https://www.gnu.org/licenses/gpl-3.0) license, respectively." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.10.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }