{ "cells": [ { "cell_type": "markdown", "id": "a26ba68a-a523-439a-85bf-327e88defad5", "metadata": {}, "source": [ "# Detecting Tipping Points with Ammonyte LERM Method\n", "\n", "_Description:_ Detect regime shifts in paleoclimate time series using LERM (Laplacian Eigenmaps of Recurrence Matrices) and validate detections against known Dansgaard-Oeschger events.\n", "\n", "\n", "## Overview\n", "\n", "This notebook demonstrates the application of the **LERM (Laplacian Eigenmaps of Recurrence Matrices)** from the [Ammonyte](https://github.com/LinkedEarth/Ammonyte) package for detecting abrupt climate transitions in paleoclimate time series. LERM uses **Fisher Information** to identify rapid shifts in Earth's climate system.\n", "\n", "## Scientific Background\n", "\n", "### What is LERM?\n", "The **Laplacian Eigenmaps of Recurrence Matrices (LERM)** is a nonlinear time series analysis technique that:\n", "- Converts time series data into a **time-embedded phase space** using delay embedding\n", "- Constructs a **recurrence network** to capture temporal dependencies\n", "- Computes **Fisher Information** through Laplacian eigenmaps\n", "- Detects transitions by identifying when Fisher Information crosses confidence bounds\n", "\n", "## Reference\n", "\n", "James, A., Emile-Geay, J., Malik, N., & Khider, D. (2024). Detecting Paleoclimate Transitions With Laplacian Eigenmaps of Recurrence Matrices (LERM). *Paleoceanography and Paleoclimatology*. https://doi.org/10.1029/2023PA004700" ] }, { "cell_type": "code", "execution_count": 37, "id": "d917985c-7a9a-4c4e-aff1-71a77afabf0a", "metadata": {}, "outputs": [], "source": [ "# Import libraries and packages\n", "import ammonyte as amt\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import copy " ] }, { "cell_type": "markdown", "id": "cc55d1d2", "metadata": {}, "source": [ "### Load the NGRIP Dataset for Tipping Point Analysis\n", "\n", "### Dataset Overview\n", "The **North Greenland Ice Core Project (NGRIP)** dataset contains high-resolution paleoclimate proxy data from Greenland ice cores. This dataset is particularly valuable for studying abrupt climate transitions and tipping points in the Earth's climate system.\n", "\n", "**Key Dataset Features:**\n", "- **Proxy Variable**: $\\mathrm{\\delta^{18}O}$ isotope measurements\n", "- **Units**: per mil\n", "- **Time Scale**: Thousands of years before present (kyr b2k)" ] }, { "cell_type": "code", "execution_count": 38, "id": "33ad5808-28ce-4fb2-8e2c-d1a3b7066c60", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time axis values sorted in ascending order\n", "Time axis values sorted in ascending order\n" ] } ], "source": [ "ngrip = amt.Series.from_csv('../ammonyte/data/NGRIP.csv')" ] }, { "cell_type": "code", "execution_count": 39, "id": "80e66717", "metadata": {}, "outputs": [], "source": [ "# Store original arrays for reuse\n", "ngrip_time_original = ngrip.time.copy()\n", "ngrip_value_original = ngrip.value.copy()" ] }, { "cell_type": "markdown", "id": "ac6e3d5f", "metadata": {}, "source": [ "### Dataset Metadata Summary\n", "\n", "Display key metadata information from the loaded NGRIP time series to understand the dataset characteristics." ] }, { "cell_type": "code", "execution_count": 40, "id": "ba6c9ffe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded NGRIP dataset: NGRIP Ice Core Data\n", "Time range: 0.05 - 122.27 kyr b2k\n", "Number of data points: 6112\n", "Value range: -46.50 - -32.11 ‰\n" ] } ], "source": [ "# The metadata\n", "print(f\"Loaded NGRIP dataset: {ngrip.label}\")\n", "print(f\"Time range: {ngrip.time.min():.2f} - {ngrip.time.max():.2f} {ngrip.time_unit}\")\n", "print(f\"Number of data points: {len(ngrip.time)}\")\n", "print(f\"Value range: {ngrip.value.min():.2f} - {ngrip.value.max():.2f} {ngrip.value_unit}\")" ] }, { "cell_type": "markdown", "id": "62ad2f31", "metadata": {}, "source": [ "### NGRIP $\\mathrm{\\delta^{18}O}$ Record Visualization\n", "The plot below shows the complete NGRIP ice core record, where:\n", "- **X-axis**: Time in thousands of years before present (kyr b2k)\n", "- **Y-axis**: $\\mathrm{\\delta^{18}O}$ isotope values in per mil \n", "- **Interpretation**: More negative values indicate colder conditions" ] }, { "cell_type": "code", "execution_count": 41, "id": "8376a48f-d8f4-4da9-8da0-f4690530b195", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jN7UXSEVIqSqnvPvuu1Zp2XU6HZYsWYI5c+bgv//+46Swj46O5lhphHjttdfw77//Ys+ePVqJjqVLl6Jly5YYMGAA6tWrh/Hjx5stMY0aNcKWLVtw5swZdOjQAU2bNsXkyZMREREh2J+vry/WrVuH8ePH49tvv0WbNm3QsmVLzJ07F2PGjEGDBg0AlFr4Hn/8cQwePBjNmjXD2bNnsWbNGlSsWFFU3nfffRdTpkzBrFmzULduXfTs2RMrV65EzZo1Rbf7/vvvERERgfj4eDz66KM4fvw4lixZwkkk0bdvX7zyyisYPXo0mjRpgp07d2Ly5Mmcfh5//HH06tULXbp0QZUqVbBo0SI0adIEn3zyCd5//300aNAACxcuFE23TxAEQRAEYS9L9l7hXf5Ma+sQjY6JVbQWR1V0jNKCRx5OVlYWQkJCkJmZaRXsn5+fjwsXLqBmzZq8WeQIwpOh658gCIIgCHv4ctNZfLjmlPl7l9pV8HrP2qgXUQHn0u6h2ydbzev+HJmEFrGV+LpxKGK6ARv3yrJAEARBEARBEIRbYpm9Or/IiPqRpfUza1UN5qyLDXOvTMTk/kcQBEEQBEEQhOZYVrDJL+bGWL3duyz5l6+Xe6kp7iUtQRAEQRAEQRBuid5CqzIauVFInWuXlfDx9bKtJquzIPc/giAIgiAIgiA0R29hqTJYLIiu5A9vgw5Bvl7wNlg0dnFIqbIByu1BlEfouicIgiAIwh50FpYqy+K+vl4GHJ7aE3q9dVtXh9z/FGCq01RYWOhkSQjC8eTm5gIAvL29nSwJQRAEQRDuiKWe9HbvelZt/H0Mbuf6B5ClShFeXl4ICAhAWloavL29odeTTkp4PgzDIDc3F7du3UJoaKhkEWiCIAiCIAgp1r7SEYnVgqUbugmkVClAp9MhIiICFy5cwKVLl5wtDkE4lNDQUISHhztbDIIgCIIg3JTFyWXFf+OrBDlREvUhpUohPj4+SEhIIBdAolzh7e1NFiqCIAiCIGzmVlY+jlzLBAB0SAizSlLh7pBSZQN6vR5+fn7OFoMgCIIgCIIg3IJ7BcXmz6dSs50oiTZQUBBBEARBEARBEJpyO6fMyys8xPOME6RUEQRBEARBEAShKdNWHDN/fqRRpBMl0QZSqgiCIAiCIAiC0JRj17PMn/18PC9Om5QqgiAIgiAIgiAcRsUAz6t5SUoVQRAEQRAEQRAOo1vdas4WQXVIqSIIgiAIgiAIQjPOp93jfPfzJvc/ghCFYRgcuHwXuYXF0o0JgiAIgiAIj2fDiVvmz5UDfZwoiXaQUkWoyuK9V/DYVzsx8Ps9zhaFIAiCIAiCcAH0rEK/Y7omOFES7SClilCV3/ddAQCkXMlwriAEQRAEQRCES2Ao06lQbGScJ4iGkFJFqEr6vQJni0AQBEEQBEG4EGw9qsRodJ4gGkJKFaEa+y/dxZU7ec4WgyAIgiAIgnAhCkvKFKmiErJUOZU+ffogJiYGfn5+iIiIwODBg3H9+nXetrdv30ZUVBR0Oh0yMjIcK6ibk51fhGUHriIrv0jxtgv3XNJAIoIgCIIgCMKdKSgqU6o8MfMf4EZKVZcuXfD777/j1KlTWLp0Kc6dO4cnnniCt+2zzz6LRo0aOVhCz+C13w/h1d8PYcyig/hq81kM+TEZhcXiZtrs/CL0/24Xlh245iApCYIgCIIgCHfh0/WnzZ+faB7lREm0w22UqldeeQVt2rRBjRo10LZtW0ycOBG7d+9GURHXovL1118jIyMDr7/+upMkdW/WHr8JANh8Kg0frD6FrafT8NS3u0RjpX7YdgG7z9+xWl7ioYGIBEEQBEEQhDwsy+yE+Hs7SRJtcRulis2dO3ewcOFCtG3bFt7eZSfm+PHjeOedd/DLL79Ar5f30woKCpCVlcX5I7ikXMnAkHnJguvvFfDXpPpwzSkAwKErGZTAgiAIgiAIohzCzvZXL6KCEyXRFrdSqiZMmIDAwEBUrlwZly9fxvLly83rCgoKMGDAAHz44YeIiYmR3eesWbMQEhJi/ouOjtZCdJclLbsAu8/fBsOIW5WO3yhVNu/mFFpZoIQ2/WbLOey/dBd9v9yBFjPWqyIvQRAEQRAE4T4UsxJTdK1b1YmSaItTlapp06ZBp9OJ/u3bt8/c/o033sDBgwexdu1aGAwGDBkyxKwMTJo0CXXr1sUzzzyjSIZJkyYhMzPT/HflyhVVf6Or0+79jej/3W5sPpWGuRvOiLY9czMbTd9dhwHf7TYvYxgGNzL5M/7pdMCOs+nm738dvKqO0ARBEARBEIRbUMxKof5s+5pOlERbvJy589GjR6N///6ibWJjY82fw8LCEBYWhsTERNStWxfR0dHYvXs3kpKSsHHjRhw5cgR//vknAJiVrbCwMLz11luYPn06b/++vr7w9fVV5we5IaYkFFtOp2H+zouibU2FfZMvlsVPfbX5HFYdTeVtr9fpwKr1hleWHMKjTT0zOJEgCIIgCIIog2EYvPnXEaTfKzQvCw3wcaJE2uJUpcqkJNmCSWkqKCiN1Vm6dCny8sosJnv37sXw4cOxbds2xMfH2y+sh3PoaoZkGz43P1PcFB86APN2XLDog4FOp+PfgCAIgiAIgvAIjt/IwqLk8uMB5lSlSi7JyclITk5G+/btUbFiRZw/fx5TpkxBfHw8kpKSAMBKcUpPL3U7q1u3LkJDQx0tsstSWGyEj5e11+fByxmS27ItUoXFRixPEU+hrtMBGbnc7IyFJUb4enlmfQKCIAiCIAiilJyCEmeL4FDcQqny9/fHsmXLMHXqVOTk5CAiIgK9evXC4sWLy7XrnlxKjAye+3kvfL0MWHs8FU+3jMGsxxoq7udaRpklcMLSw/jroIRSBR0Arnkrt6CElCqCIAiCIAgPhx1LVR5wC6WqYcOG2Lhxo6JtOnfuLJnRrjyQnV+EI9cyselUmnnZouTLNilVbKQUKgAAj5dfxw834ddnW6NxdKhd+ycIgiAIgiBcF0ud6vshLZwjiINwC6WK4CenoBgGvQ5+3gbczSlEiL839PoyTWbtsVQ8v2A/GkeFWG27YNdF1NW4VoApCQab7Pxi9P1yBx5pHImBrWKQFF9ZUxkIgiAIgiAIx1FcYsT8nRdx9S43O7QvT/iJJ0FKlZuSX1SC+lPXAACm96mPqSuOoUe9aviONQsweflRAMChq5lW209efswxggqw8tB1rDx0HRN61cGozpRIhCAIgiAIwhNYsu8KZvx7wmq5p+cp82yV0c3JKShGWnYB77pzaffMn6euKFWQ1h6/yWmj4/O/czHeX30SmXlF0g0JgiAIgiAIl+f49Sze5e4wLrUHUqpcmOYz1qHle+uRfo9fseJj5aHrSM3MB+A+MwJrjvHXuSIIgiAIgiDcC4OefwAqsNhjIKXKhckvKo1JOsxTQ0ooB8fLiw6ix6dbAEDQyuVqjP/zsLNFIAiCIAiCIFRALzCr3zy2ooMlcSykVLkBQhenEFn5xSgoLkGx0X2yH1KmRoIgCIIgCPeHb9g6pmuCx5fUIaXKDeAzo36y7rToNlOdnIhCKccE/G8JgiAIgiAI94HPGODv7dkKFUBKlctSwrIyGXguzo0nb4luv3jvFdVl0pKikvJVII4gCIIgCMIT4Yud8vR06gApVS4LW8kQCvjzJNzIU5EgCIIgCIIQgM9S9XDjCCdI4lhIqXJR2PFQBr0Of+6/ipEL9iO/qMSJUmnHtYw86UYEQRAEQRCEa2OhU/31YltUDfZzjiwOhJQqF6WYZanKyi/C638cwupjqfh550XnCaUhYxYdxCYJl0aCIAiCIAjCtSkq5rofVQr0cZIkjoWUKhelkKVUDZ+/z/x5/s6LiJ34rzNE0pwfd1xwtggEQRAEQRCEHQT4cJNSkFJFOJXiEv4goxv3C/t6Ihm5Rc4WgSAIgiAIgrADBmVj2DrhwQj283aiNI6DlCoXRUipcnXGdUuwedtgPy8VJSEIgiAIgiAcTWFxmbdV0xjPLvjLhpQqF6XI6LopxtvGV7ZaNvHBOhjYOgZju9quVDUrRzceQRAEQRCEJ1LAUqoYxj2NBLZASpWL4qy6Ta1qVpJsM7RtrNWy4e1qYuajDaHT6TDtkXo27Tsrn9z/CIIgCIIg3JmCorIxrF85KPprgpQqFyUuLMgp+108oo1km651quLvl9rhm2eamZd5G8ryZ+p46hPI4Zddl3Ar23NjxgiCIAiCIDydXedvmz8/2CDciZI4FlKqXBQfJ1Se/qx/E+glCg0/0yYGXgY9mkSHIizI17ycrUjJqVU8VcCateNsujxhCYIgCIIgCJciLbsAl+/kAgAGtIqW5QHlKZBSRQAAmkSHom+T6lbLLW+GGf0amj9Hhvrz9iXHUhXiz58Jphy53hIEQRAEQXgUNzLzzJ8bRYXa7L3kjpBSRQAAfn8hyWpZgI8Bv7+QJKgARYb647cRrfHvmPac5XoZN5BBwJxlJKWKIAiCIAjCLWGPAcvbRDnlsCYAcN0NI0L8cCMzH+1qhQEAxHSktvFhVsvkTErodTpUCvTBnZxCzvLylCWGIAiCIAjCk2ArVcZyNqYjS1U55MQ7vUTX/zEyCa/3SMSHTzSyqX85MVUGvQ6/DG9ltfyNPw9j4Z5LNu2XIAiCIAiCcB5HrmWYP5cvlYqUqnLHsek94e/DTW+ZWI2baTCqYgBGP5CA0AAfAMADdareX84fQ2WJDtJaFcMA9SIq8K5766+jOH0zW9a+CIIgCIIglFJQXIJvtpzDydQsZ4viUUxYeqTsSzmzVJH7nwfzyVONAQA/bLuA4zey0KdxJAJ9S0+5Qa9DiZHB8pfaoX4kv3Jj4p2+DdCoegh6NYiQtd/Vx1Il2zBgRDMNXrubh8RqwbL2RxAEQRAEoYTvtpzHx+tOY/aqk7g4u7ezxfFIypdKRUqVR9MoKgS1qgajY2IVrDmWysnut//tbkjLLkCCDMUlyNcLw9rVlL3fU6lcK9OkB+tg1qqTnGVSkxcllLGCIAiCIAiNOHQ1w9kieBx/7LvC+W6KzS8vkFLlwvgY9CgsMUo3FKCopFQxCQvyxaDWNTjrQgN8zO59amMp8wud4jG8fU0UlzCoO2U1AOnZi/IW3EgQBEEQhOOgyVv1eX81dwI9vkqQQEvPhGKqXBhfOwsAe8nJGKEBw9rGmj8Pah0DAPA26Dm/RyrLHz3rCIIgCILQihIaZ6hOsB9/CZ7yAilVHkytqs6ZIeiUWMX8+dGmZS6HYjFUlmhhqcotLKaU7QRBEATh4RSVGLFwzyWcT7sn2MZIs7eq46zJfFfBbZSqPn36ICYmBn5+foiIiMDgwYNx/fp1q3bz589Ho0aN4Ofnh/DwcIwePdoJ0qrD9L71BddVDpR23XNWFWt2jQIhGUy6jcmSZcnkv4+qKtPhqxmoN2UN3vxL3X4JgiAIgnAtftl1CW/9dRQPfLxFsE2x0fbwCoIftpraokZFp8nhLNxGqerSpQt+//13nDp1CkuXLsW5c+fwxBNPcNp88skneOuttzBx4kQcO3YMGzZsQM+ePZ0ksf081ixKcN3oB2qhb5NIB0ojH4OerVTxt2Hu33pTHqnHu/62RVFge5m74SwAYFHyZVX7JQiCIAjCtdh/6Y5kGzJUqQ/bG+jrZ5o7URLn4DaJKl555RXz5xo1amDixIno168fioqK4O3tjbt37+Ltt9/GypUr0bVrV3Pb+vWFrT3ujLdBjzlPN0FqZj72XLB+eHRIcF7GFXbw55U7uWgWYz1bYbrvfL0MVusIgiAIgiC0hNz/1IcdYVEl2Nd5gjgJt7FUsblz5w4WLlyItm3bwtu7NChu3bp1MBqNuHbtGurWrYuoqCg89dRTuHLlimhfBQUFyMrK4vy5Oq1rVsITzaOg0+mw+Pk2+PjJxlg1toN5/dwBTfHL8FZOk49tUheKjWIvbhYTqrFEwhYzgiAIgiA8Cx2sX/q3svIx7KdkrD9+EwBQQjHWqnIzKx/n03OcLYZTcSulasKECQgMDETlypVx+fJlLF++3Lzu/PnzMBqNmDlzJubMmYM///wTd+7cQffu3VFYKOxKNmvWLISEhJj/oqOjHfFTbMZLr8OSF5Lg511q4dHpdHi8eRTqRpQV8A30MTgtngooDRA1IfTMYi9+qKG8osK2wjAMzt4SDlYlCIIgCMKzeeef49h8Kg3P/bIPAFmq1OarTWfNn53pLeVMnKpUTZs2DTqdTvRv37595vZvvPEGDh48iLVr18JgMGDIkCFm/02j0YiioiLMnTsXPXv2RJs2bbBo0SKcOXMGmzZtEpRh0qRJyMzMNP9JWbacjZxHQKCvc706Q/zLkmj0rB/O26ZuRFnR4dzCEt42xXbU6GLz5aazuFDOZ08IgiAI9Zj891G8/schZ4tBCHArO99qWVp2Aec7WarUhX08m/KEfZQHnDr6Hj16NPr37y/aJjY21vw5LCwMYWFhSExMRN26dREdHY3du3cjKSkJERGl1o569coSH1SpUgVhYWG4fFk4OYGvry98fV3X7zPI1wv3CopltZ3Qqw7O3rqH1jUraSyVOLWqBuGdvvVRJcjXSsHb8Fon3MjIR/3IEMl+ftl1CadSs/G/9rGoE15Bsr0QH687bfO2BEEQBMEmv6gEC3ZfAgC80j0R1UP9nSwRYcnNrDIFimGY+xP1ZesLikug0rytFVn5Rbh8OxcNqkuPczwVQzmNuXCqUmVSkmzBZKEqKCi9cdq1awcAOHXqFKKiSrPm3blzB+np6ahRo4YK0jqHD55ohBcXHpDVdlTneI2lkc+QpFje5fFVgqwqbAtNFr3zz3EAwNIDV3F25kM2y6KDPAsfQRAEQUjBjhUmFzLXhJ2FuMTIwMug45R7+WXnJc3OXc9Pt+JGZj5+Gd4KHVl1O8sTBrcKLlIPt/jZycnJ+OKLL5CSkoJLly5h06ZNGDhwIOLj45GUlAQASExMRN++fTF27Fjs3LkTR48exdChQ1GnTh106dLFyb/Adh5qGIEDk7ubv5fH4rXFdj74nBlfRhAEQRCE9qTfK8Du87fvW6bKlpvGEOxl1zLyNHP/u5FZ6nq4+liqJv27KuzkIOV13OUWSpW/vz+WLVuGrl27onbt2hg+fDgaNGiALVu2cFz3fvnlF7Ru3Rq9e/dGp06d4O3tjdWrV5szBLorlWQU+nVnGI3tSOW8wDdBEARBeCy3svJRYmTQbvZG9P9uNzaevMWxSpmVKouMgLZMUucVlmDtsVTkCcSC38wqi+Vy9bGHlpP0Blf/8RrhFnWqGjZsiI0bN0q2q1ChAubNm4d58+Y5QCrCXdCRAyBBEARBeBzJF+7gqW93oWNiFRQUlwZJPfvzPk6b7Pwi5BYU48Dlu+Zl83deRFxYoOL9fbDmJH7acRG9G0Xgy4HNrNZfuZNr/syX1t1VeGflcaw7kYp/Xu6AEH/1DQ/lNabKLSxVRBnl1aQ645/jnIeVEsrpISMIgiDsJDUzH5l5RZxl5dAL32X5eedFAMDW02mCbZJmbUSrmRusMg3LqalkNDKc2CvT/v49fENy27wifmuWI8jMK8LfB68hh5XorLDYiOUp13ArKx8/7riAK3fy8PtebTJe68uppYqUKjcjMtTP2SKozpCkWPh7GxAaIDxb8sP2Cxj4w26b+ieliiAIglDKnZxCtJm1AY2nr+XUX9x+Nt2JUhFsjBpquAzDoM+X2/Hw59vNilWQRMmamf+dMH8WchF0BCMX7Me4JSl4668j5mU/bD+PsYtT8PDn283L1Ay/YI+1yqlORUqVu7B0VFt0TKyCH4e2dLYoqlMp0AfHpvdEypQeou2u3MmzqX89aVUEQRCEQk7cyDJ/Xnf8pvnzCwv2O0Mcggctlaq7uUU4ei0Lx29k4XZOIQDAWyKt3YHLGebPBcXOU6p2nb8NAPg75bp52aaTtwAAt1j1urQaH5XXmCpSqtyE5jUq4pfhrZBQLVi6sRtiMhU/0yZG9b7L561NEAThmtzNKcTT3+7C3A1nnC2KKOx3R/59Vy61itIT6qBlRnt2XJBJeVOyuy51qqoskW2cvpmNW9n52HvxrnRjG9lxNh2/7Lpk/l5eJ7PdIlEFUX7Q4kYsr3FoBEEQrsiC3Zew58Id7LlwB2O6JjhbHGF4Xh3sWX7C+WhaJ4x1/k1KlRLLmJRVy1H0+HQrugooePaMuRiGwa97LqNeRDAG/bCHs668WqpIqSJcigAf9S/J8nlrEwRBuCbODOBXwhcbz5o/m8aeNEfnWmhVawoAxyxVcl95KxFR4ixTlDuqruhXm89icfIVLHmhDSJC/HnbbLjv+meJPdfzltNpmPz3Ud515VSnIvc/wrXQ4kaklyBBEITr4C7plneeu23+/PmGs9h38Y4TpSH4EFNy7IVtlTLtp7BY2P3TFHdVto02cgHA8etZGPZTMo5ey8QHq0/h8p1cjvudXOyxVF0UyZ54MjXb5n7dGVKqCJdCi3ctuf8RBEG4Dq48i52ZV4QvN53FHYsB8vn0HDzxzS4nSVW+uHQ7RzTJw52cQqTdd8MsLtEw+x/r872CYixPuWauhcWH5WSBlkk0Bny/G5tPpeFJ1jVpUvxyC4uFNrPCnuGRWNp0f2+D7R27MaRUES6FFjFVljVGCIIgCOfhyhNdD3y0GR+uOYVm765ztijlkh1n09Hpw8144mt+BbbEyKDZu+vQ8r31yC8qQbFRO3MQWymasvwYxi5O4ay/cicX01YcM9fQtHRF1FKpMo1r2K60P+24AAB4W8Aljw+ld2J+UQn+3H8VadkFouO1pPjKCnv2DCiminApKgb4OFsEgiAIQkNcOYjd0oXLEir8qy1L7hejPXItk3c9u17Y3wevoUhDSxVbKdp/yTpz3pAfk3EhPQfbzqRhw2udrVwRNU2iwUNRCYOs/CIsO3BN9jZiljc+Zq86ifk7LyIuLBDPdYgTbFde7xOyVBEuxSANUqoTBEEQrsPVu7lO3f+SvZfx0GfbcCNTee3DZQeucr6X18GjVig5nEsPXNU0pkrq3F64H1N0Lq3UXdFSFg31PUEaTVurqP2Mf09IN2Kx5lgqgFJ3WBeeG3EapFQRLoWvlwEVA7x517ny7CZBEAQhTYmRwe/7rko31JAJS4/g+I0szPrvpHkZwzDYc/62yFalbD+bzvnOKFIDCDb5RSW4lqFMsWUrOoXFRo7lSm2UuO+1em8D9lokMinR0DXRWbBd/sTc/1zYw1dTyP2PcDnu5vLHQPm4SM0HgiAIwjbEsqc5mpyCsoD+VUdT8eLCA5LbXL7NtbI52MPLo6gzeTUA4JfhreDrpcervx+SjIE2WUqAUte1Yidaqthk5hVZxVzN/O8knu8Yr65QToatLIklqiivFlxSqgi3QY2Zj2A/uuQJz+XsrWy89+8JjOmagKYxFZ0tjiJO38zGP4dv4PmOcQjypfvUU7Gc/WcYxmmJK9iyrDt+U9Y21zPzOd8dVYvIk3n19xRk5BbJUpDGLUkxf76QnqM4JkgJWiaasIXs/CIUlzAI8ef35nEEHKVK5LaNqshfL8vToTcX4TbY8tq1TMtK1i7Ckxn6415cy8jDplNpuDi7t7PFUUSPT7cCADJyC/FO3wZOlqZ8U2JkcPlOLmqGBarft5VS5TxXIbYktorgWsNu94RhYJPFSUuFCgAmLj2iaf9Kaf7uehSWGHFwcnenyaCDPPe/uCpBjhDH5aARJuE22DKbeTeH60pAL0DCk1Ean+CKCGX9IhzH2MUH0eWjzViy97LqfVtmRHO0NSCflYI6r7AEZ2/dK/1io1blSPHv5hR6xD2efOEOnvxmp/m70CGctuIYzt5yThHZG5l5VvFzzoRhGBTejx87et15z0i2dUpoSDaqs2e5PCqBlCrCbbDlnXc3l5se19XM+QRBcNGiVh2hjH8O3wAAfL35nOp9W1okHP1E/m7refPnPRfuoNsnW6wy+inDMb8gv6gETd9dh3azN+KuRNp3V+epb3dh70XrFOWWzN95Ef2+LFW+LqTnYNIyx1mOLAv5Ohv20CVDIO5c2/0zGLv4IC6yYgr5ntWvdU/EuG4JjhTNpSClinAfbHjGWVZbd3TdCIIglEFJPl2Hi7fVT31u+Qx29DyX2TLF4tXfD+FGRj5Pa2kcIf/Ra5nmpA4AcC7N+je4IgzD4MDlu8jOt10JuHc/mciA73ZjUbL6llMhXG2kwJZHy4yHQmQXFGN5ynXOMr5J6r5NqsPXy+AosVwOUqoIt8GWGWw+/32CIFwXnc3RLYQ7YPlMdrT3QLFAmutdMtKp8+EI6T9dd9oBe1GflYdv4LGvdqLflztE20kl+1h//CZSs2xTek2sGN1OUVkWLetf2QL7Pnn190Oa7uvLTWfx0GfbOJkYLSeoAf7xlMFQvp/fpFQRboMt1njLFza5/xHlAT9v9320u5jXDaEyfIMzR/HFxjP470iqdEMFOOKV4qzsiEq5k1OILzaeMRdVXnHfsnEuLUd0Oyn95blf9tktW6OoUGx6rbPs9i/9Jp1e35E4cuzy4ZpTOH4jCz/tuGBexqdk8i3zKueuBu775iXKHbbcqtZB0erIQhCuRMqVDDSatsb83duNs1xSTJVn48yJro/Wqm/xcYT8lreEq94iYxcfxEdrT2PAd7sB8Lvy8lmlHFVCoWoFX1ntGIbBwcsZ2gqjEGfMB7NryvEpUK/9YW0xU2IN9ETc981LlDtsma37bMMZznfG5TylCcJ+Rv26H1n5ZYVMXfm1VlBcgit3hGN19PRW8misElW4+SPZIZYq7XehCtvOlGbLM8XiWU6Q5BQUo9OHm622c1RGQz9vAxY+11qynVqTr42iQtTpCNoq719tPsur7LJPn5DbrCVkqSIIN8GWW9X0kDeRX2TkpNQlCBPn0+657bVhGbjsyu5Cfb/YgQ4fbMLBy/zZv7SyVBWXGKlQqwtglajCSXKohSMm6lzBw4JhGBQrTJBgOUHyz+HruCwyoeII2tUKQ7OYUNE2aj0n1HzcaHkNfLD6lGT6eJk6Ffy8y2+SCoCUKsKNUGuslWVHJiLCM9l17jYe+HgLes/d5mxRPJ6TqaV1Z1Ycus67XguFMKegGG1mbcSzP+/D0WuZVkXBCWG2nUlTtT/LGjvuHuc6+e+jOHQlQ7P+UzPzsf7ETc36l8uA73ej7eyNsieejl7LtIpfc9apDgvy4XyXmrhRS4FRU+FWQ9F7snmU4LobmdaJQNi7vHhbPC7OBClVBOE2yBtsMQyDw1czOJlrgDKztNwZF6L88PfBawCkA6rdBRc2VJkRyvKnhffI5lNpSL9XgI0nb+Hhz7fjxV9dKwjdlVG7GPMrS7hxGCUOSFxx9tY9c/IEtTlwOQN9JbLb2cNPOy9YLXv8610Onxzcff4ObmUXYP8l6fpSADD0x2SrZc56LllO1OglHjL2KEPxVQIx67GGpf24mKXKMvOmFAcvZ5gty8/+vNd+AcoBpFQRLseg1jG8y+UOtracTkOfL3agx6dbuNvf70Dpg4XwfNw/1k4n8s01EbqftZDdMm/HhpO3NNgLIUaJkUHsxH+tlv975Iam+02/V4Bun2xB0qyNmu5HK7wFggx/YBUxdiR892d+UQl2nuO6j93mKVDsrHIJls8aqbGEPUOEbnWrITLU3+5+LFHDUiVap5MprQn2w7ay62rX+dv4eddFAECRE7N2uhOOSblCEAqoGRbIu1xolquw2Ii8whKEBHjj2PVMDPupdEblZlYBp52XXodCOGZmlHAvSM92PDmFJcgrLIG/D9ddRAv3PwNlv5CNpWukGvfGkauZeOSL7bzrbt+zHnyryZmb7lEoVwihbGrsxDTO5o0/D2OlgDsvByfN9li6+0llqLPnmtfry1RHNV8raliqoisFiK5/798TVgWWp688jtrhwfbvvJwgS6maO3eu4o7/97//ITiYTgShHKWDqi4fbca1jDzse7sbHv1qp2A7g44sVQQ/nnZFuFrhSj4WJV/GouTLOD/zISt3nBuZeTiVmo1OiVVUUbL4MswbjYykG1B55LstXAuI6Oy2TIQUKoD/3NjDu/8cR5CvF17pngjAPe4FMSwz2JqwTE7jTOQoVOfS7jnNgj68XU3Od+mYKtuvGb2ubAJYzcQ4asQe1o8UzkbIgLGyNpoY+P0eWf0/176mdCMPR5ZSNW7cOERFRcFgkBeAduXKFTz88MOqKlV9+vRBSkoKbt26hYoVK6Jbt254//33ERkZaW6zd+9eTJw4Efv374dOp0PLli3xwQcfoEmTJqrJQTgPoWeKKR3r7vO3OXUVLDG7/7n5S5ZQn7s8rirujDtd40VGI3z13HeLyVVr3tAW6Fq3muI+91+6gy2n0zG6Sy34eOl5LVUlDAO9WzhKOpZDV7kxVFpfSfYotpaK8dW7uZi3vTQGaUzXBBj0OreeRBMrPeA0pUrm6dLpuO/s7p9swQdPNNZGJgvefKgOZv53Eo2jQ/FOn/poWJ2rTPApVQzDmCdwxK6YSoE+uCPyvjDodHa5Od7NKcSrv6fgiebR6N0ogiUff3tvg07QNW9Y21jM33nR/L1DQhjef7whJiw9guHtauJHVnFfwPbMqx880Qh9GkeW+yQVgAL3v3379qFq1aqy2mphoerSpQvefPNNRERE4Nq1a3j99dfxxBNPYOfOUstEdnY2evbsib59++Krr75CcXExpk6dip49e+Lq1avw9vZWXSZCG9i3dYi/tznhhNSrUWogaU5U4cYvWUIbPC3GxtUGkl9uOovDVzPw1aDmirbbee62TUrV41/vAgAE+3phRMc4nLiRZdWmxMiAxgB8cK8drRV0g40DuanLj2LV0VSsHtcRlQJLs7vlF1krGmpY2hzB3ZxCbDp1Cw82iIC/jwEMw+DFhcIJVbKd5P4nV2HQgXslGRmITnqqQY961fDdkBZgGAadEquiRuUA3oE+nx5vZACDzvRZ+Jp5pk0NzL1vPQwL8kG6hfuqvdbvT9adxqZTadh0Kg29G/U2Lxeyek3oVQcz/j3Bu25an/roWrcq/LwNaBIdCm+DHk+3jMGjTaOw/9JdK6XKVqcAvU5HCtV9ZClVU6dORVBQkOxO33zzTVSqVMlmofh45ZVXzJ9r1KiBiRMnol+/figqKoK3tzdOnTqFu3fv4p133kF0dLRZ7kaNGuHy5cuIj49XVR7CMQT7eZUpVRIDRalxpOlhV0wxVYSH42oZLj9ccwoAsOqotkkJLDl7qzSeZvaqk1braHKFH0slSuvaXrbOjv+86xIAYMGuSxjbLcFqfancOqtiw67KM/P24Nj1LOw+fxsfPNEYx65niWZedGZNvcJiI7wNOuh0OqsYHDHe/OuIhlKVWmaA0hACsTggvpiqEiNjXs6+5BOqBiGvqARX75Z6xHAnAaz70et0LPc/ZfIDwJ1cfisY32X83qMNBCc99r3dDQDQIaGK1TofLz1u5xRYLbf1XiR7fxmyvJmnTp2KgADxADc2kyZNQmhoqK0ySXLnzh0sXLgQbdu2NVugateujbCwMMybNw+FhYXIy8vDvHnzUL9+fdSoUUOwr4KCAmRlZXH+COcidF9LPaCkBkmmhyENpghP4XpGHi6k51jdM8WuplXdZ/RvB62WOSsjmDu5SDoSyzknrQ+TvTP73GufK2xmXhHm86Qkd0WOXS8de/y+7ypKjIzk+85ZV29WfhEaTluDIfdTpk9axq8oOer2WjG6Hb4c2Axb3+iCtrXCZG3DF6fJHhewJxISw4OxaEQb83fLy7Vdrcqc7x0Tq7ASVSg/CEKKDZ/3gV6nE2wfFuQruh++566tt6JUAozyhF0hounp6fj333+xYsUKpKamSm9gJxMmTEBgYCAqV66My5cvY/ny5eZ1wcHB2Lx5M3799Vf4+/sjKCgIa9aswX///QcvL2GD3KxZsxASEmL+M1m5COdhcuUAuIqU1ONJ6iGut2P2iCDU5HzaPcRO/Be95my1q5+2szeiy0ebkWVRk430hVLEBjUuqnc6HUt3Oa1dSS3jXdRi/s6LaDx9LXacva1J/1pyO6cA3l6OKVCrlBcW7EdBsRHbzvAnNXA0jaJC0btRBGIqyx/Y87mcspWqewVlrpV6nQ5ehrL2lpMA3zxT5tLcLCYUTaJDzaYbW24doaQffFmLdSgLawCA0V1qAQDqRlSQ3A+fAmWrpapVTXU909wZm5WqFStWICEhAdOnT8eUKVMQFxeHX3/9VVEf06ZNg06nE/3bt2+fuf0bb7yBgwcPYu3atTAYDBgyZIh5RiEvLw/Dhw9Hu3btsHv3buzYsQP169fHQw89hLw84aJ/kyZNQmZmpvnvypUrth0QQjUebhSJ/i2j8fGT3KBWafc/eU8w969JRKiJM9xoXliwHwBwMjUbeYW27Z99vRdoHKugJWL3o5bjeVeLO3MVLF3OtLbs25uAUWhzoTgTd4BhpAe4xQ5MVKG1C6ij4auwwLZcs10aDTquEsY+LzodEOxXFq/fOq7UamWyAik9amLHWchSxU5Y8lqPRCx8rjUWjWgtuS/Ly2vC0iNIzcqXJWeHhDKLYNv4yiItyx8216maPHkyduzYgXr16gEAli9fjtGjR+OZZ56R3cfo0aPRv39/0TaxsbHmz2FhYQgLC0NiYiLq1q2L6Oho7N69G0lJSfjtt99w8eJF7Nq1C/r7d8xvv/2GihUrYvny5YL78fX1ha+vuJmUcCwGvQ6zH28EoDRo04TUzJzUy9+c2cez3g+EnbyyJMXh+7zL8pu3dXDvytYodiYtpdiy1aXbOXj3nxMY1Tletlsfuf/xk2lh9Qz2dZ9ylo58totlXbOX1jM3YHyv2qJtdp5znAVO6LjOFUj3rjU1wwJxIT3H5u35FFa25Tqv0Mhpy7ZOiU0CRIT4AbA9pXrKlQzBdSV8pnUdEFelLN+BTqdDO5kukHxP2ozcIp52XCY9WAdDkmJRd8pqmfspX9j8tGQYhuNWp9frFV9AJiXJ1v0DpTFRAJCbmwu9Xs95kZu+G8nPwyOQur6y8uRlQ6KhlDRZ+UXYdjrdnDnIk1l1VHvXZUvUqL3kqrGBU5cfxaZTafhvbAccvHwXhy1SdFsi9jN+3HEBA1pFI6GaeEbZUb8ewPEbWVh/4qZV3++vtk5SAbju8XMmfNaP2uHSrkT2oOZZcOQZ9TboUVSinZX7g9WnNOtbKULHlT3p6U7wKlWs5wHn2aATzlBpajZvaAtsPZ2GAa1iTJuUrlcoF192xOPXszBr1Qn0aRxptU6HUkvRx082Rp0IZVm3bX0F5VgUbE+oKj+JXXnAZqXqnXfeQevWrZGYmIjCwkKcPn0aX3/9tZqymUlOTkZycjLat2+PihUr4vz585gyZQri4+ORlJQEAOjevTveeOMNvPTSS3j55ZdhNBoxe/ZseHl5oUuXLprIRWiPqQYVIP2AknLrU2EcW24Y9et+7Dh7GwNaxWDWYw2dLY4khcVGvLjwAJLiK+NZNyhAyJ7ttNW1xlWVAlNWtmUHrmLK8mOKt7f8Vd0/3YqLs3vztjVx5S5/PZ9iI4OvN5/j349rHj6nYqrxxMZVrzMTznque3lo4ehbWfn4but5DGwdY7aCuJr7n73y8Gb/Y/W5ZG9ZGMgTzaNgMIif6651q3FKP5gnzRSK6cszgfncz3txPTOfN4ZNfz9M5vHmUcp2ZAem637Zi22xIuU6XuuR6LB9uwM2K1X9+vUzxy8xDIMWLVpwCvGqib+/P5YtW4apU6ciJycHERER6NWrFxYvXmx23atTpw5WrlyJ6dOnIykpCXq9Hk2bNsXq1asREREhsQfCHZB6jsp1MZd6IGfnF2HEL/vwcKNIPNNGOHOkJ2MK7l6UfNktlKq/U65h/YmbWH/ippsoVWUvaVuHBy42zsHJ1Cy8ycoE5kj5bBneUmylNbN4Us+72nXmKvh42ZXny2V5edFB7LlwB3/sv4pDU3sAcD1XY3vF4VPE2Qla8lhxtm3jw5BTwO8FI6TQ26hTwZfnmhKLc7JnQsHW+9pkjWsWUxHNYiraLoCHYrNSlZ2djQ8++ACbN29GSUkJ2rdvjylTptjszidGw4YNsXHjRsl23bt3R/fu3VXfP+EaSClDUgkH5D7ovt92AbvP38Hu83fKrVLlbtxzUiFMS9KyC/DcL/tQYjRi3tCWqFbBj7cdR6my0TvZ1SwIz87fx7Es2/rCt2UzIXdKsWeGix0+l8Veq8Cl2+KxL/aeB/a5d+Q59eLLduBAetUP16TfA5fvAuDG1jljAqJn/WpYc+wm7zp7zzN/9j+R9nplk2Bm9z+FgvI904P9vK3iHE3Ymq2vFNsOYliQj3SjcozNT4URI0YgPT0d06dPx9SpU3Hu3DkMGjRITdkIgoPUI+DX3ZdE15sz8kh05CoDdEI+rjI+nrTsMA5dycDRa1l47fdDgu3Y4zFblSM1Ey2cvXUPry5Jwbm0ezb3kZbNLSZ5KjVb1nZqDISFPLGuZwrP8rrKNePq2HOcMvOK0OnDzWqJIokWg/9udath+Uvt0K8J1xPHS8IlTGt8vaWHb7/vvYKD95UkufDdj86YgHi8WZRgkhR7zzOfMsJ2/3uwAVdh1StU3G21VPGF/wf7Cds+7NGpDDZOCqgRD+zJyD6qn376KUfr3rt3L3744Qc89NBD6Nu3Lz7++GPs2bNHEyEJApB+mN3O4a9EbqLsWUCxV56GLbPpd3IKsUvlDFqnb5YpJWduCSsV7MKLY5ekILdQuSKvpkvOgO93Y9nBaxj0vXrP8IV7Lks3UgmhF70tx5XgYo9F9Npd4XImtsIwDCb/fVT1foUI8jWgcXQo3unXgLPcx+BcS5XU/b/zXDrGLz2MR7/aqahfy26z8oswdvFBZcLZyYud49G9XjVsfqMz73p7c4/xFZxmu//VsUjOwo6fY98PwkMF2zIN82WC5Yv/Mu/FjsFKp8QqNm9LCCP7qXD27Fm0bt0aBw+W3lzdu3dH79698c033+Dzzz/HkCFD0LNnT80EJQh7Xu6PNa1uk1sR4R7YUpOm+ydbMOD73arKwX7HecscdG09nYbvt1onCJBCTJFU6hpksjLJrVPCK4+Ns8dqWBfuCEyoiMVZOiL4/va9At6MXo7iZla+3b9T68OkVL43/zqCBRJeCWow89GGqBMejIkP1gUAVPDzxn9jOpjXq2mpuiXjvmsWE8r5LnXczqfZlnLcst9P150WdMPTgpPv9sL4XnWg0+lQOcgXh6b2QJfa6ioAfHoKe3xheiY906Y0fohPCROjzFJlv/uf2Gm25wr01JhAZyP7qH755Zf47LPPMHz4cLz66quYNWsWevfujXXr1mHDhg148sknMX/+fA1FJcojTVkvEnve7U1rlAVUSr3DSflyHUqMDNYcS8WtbNsH+3zkF5VIWjbtRa5SBQBp95T/PrGZ6gBfx6bBX7jnkmo1e9S0FPPWdrmP1srCxfQcNJ+xHg9+tlXbHQnw7ZZzaD1zAz6zs5aQPZNZ9irMx65nYt/FO5xli5KvcL6zlQC5olYKlI4LGdg6BqvHdUR4SFlcJFuRstV9io9P10ufoyrB3HqaSk9LcYkRn60/Y3U8gdJJlTXHUnldim/aMdFiC5YWwBB/b4zqXEvVffBm/2P9dtNH/npW0ge+LKZKmVyWfRuNDC7f4c9sCnDHR1rz6dONsXJ0e4ftz11R9FRISkrC3r17UalSJSQlJSE2NhZLly7F33//jTfeeAP+/v5ayUmUUyoHsl4kKgU0UyyF7Zy+mY0B3+3GXp4Xsxb8tucSXliwHz0+VXdgKpRmW020TrksOth14EV+5U4u3vrLdncsLZUbZ2YtM9U/O2ejxcBeTJn85sgYsDsTsVPUe+52PPHNLqt4PTZ5EgmK+JhtY0bThKpB6NM4EsPb1VR18k2ONdPyPlGq7C5KvoxP15/GE9/sslr34Gfb8MKC/fh550Wr8/HfEe3q+IXzJPLhswpZKnv2Wl+l6lSZ+udvV/ZZyDXPVrc8y99ZKGJq3/x6Z0RVDLBpP7bwaNMoNIwKcdj+3BXFUy1eXl54++23sXLlSsyZMwdPPPEEUlMdXzyTKB+wn1n2zJjqYPvsEVHGsz/vxa7zt/Ekz4tZCzacvAVAXqV3JRy7nqVqfybYr1IxS5XY7KNc5MyYOgKhzFS2oub96WoZEl0ZIYuEPcfwpx0XeZcPaxsrGoBviViR2ZwC5UqVWJyKGDqdDnMHNMWUR+qpalG1xaIn6XFhIZ+Ycp9+r1RpXXf8Jqffo9fEC3fbS9+m3OQfphTulrCVqHHdEvDI/UK4dSNsK0zNm6iCpb+IXfPsdVLZ9xRbqizaFxQJK1WxYYHKOreDn4a1dNi+3B3ZStWRI0fQqlUrBAcHo127djAajdiwYQMeeughtG3bVrPCv0T5Ro16PgAQXSlAtl8fJaoQ5maW8IyxFmh1Khwx2PYWiLm4wqNQ6Wz4pS6iU9mNlj9DTPEkfYtLdj6/cmyLC9PM/07g38M38Of+q7xtpjxcT7DcQNl+y3a8KFk46UlCtSCbZRXidRkFTVVVqmyQW+oZJueZknzhDh75fHuZHBZ3o9Yu0paE+HvzLq/BUiDGdUvEqz0S8dWgZvjtudY27UcspophGOQVGu+3s27IPkJCHqC2XhqW51TICrv2lY427kE5c55ugi51qjpsf+6ObKXqf//7H9q3b4+9e/fiySefxMiRIwEAw4cPx549e7B9+3YkJSVpJihRPunFSm1qj8m/Y0JZ/TRXqw7vTmjl0ZadX8R7XuTU4VCaMhgAih2gkQhZqu7xFJK0ZYAmNqhy5ytczcGq2Hmm4r9chC4npbfKb8mX8d3W83jptwOCbdjnWGi/ch/TQay023LOab2ICuiQIJ744KUu0jE8tkyECCFnkseyheV52XP+Nj5acwq95mzF6qM3ZO33qW934QjLGnXkKtcypfX8ordej8oy4tuqh/pj6agkrH+1EwDA18uAhxpGoKKMbfkQi6ka8ct+/LijNHEQ3/uO/Z4SugbMiSoUjjUs3f+2nL7F2y6xWrCifu2hX9PqDtuXJyDb/n7q1CksXrwYtWrVQkJCAubMmWNeV6VKFSxcuBBr167VQkaiHNO3SSR0OmDs4hTJl3uVYF9e3/tKgT7Q6coefzSUsh37ig3yk3zhDp76dheGtY3FtD71Oevk7O7jtcKuQUIUi6WFswO2L71QdjC+WCulR/XA5bvo/526mQuFuJtTiAHf70a/ptUxslO81Xp7LwktJzmcOX/ibhZvoUOl9Py8LSPduZyYE7nWZIYBftpxAdfu5skaAP43tgPv8lpVgzDn6Sbw8zbIkk/N8ytHcbU+HNwFT7OeByN/PYBZFnFj83delNxHTiHXMqLF857Ncx1q4jcRKySb5jUqqbZfvvNrut7WnyjLdMgX38U+D0KTjOaamArlsrzmJyw9orAHdXmieZRT9++OyLZUde7cGc8//zy+++47DBo0CO3atbNq06MHvz8sQdiKTqdDu1phnGVCL3lpH3PbakeYKDEy+GbLOaRcybCtAw+ArxK9vXy09hQAoZe+NoObnSrXp+JDyFLFN0uqNLB56I/JosHtaioq32w5h5Op2Zh9P/GBOyF2HMhgzWXr6TTe5VodprJJLv49bDrFL48lRobB9JXH8cP2C/hmi/wENLMea8ixkqwe2wENqoegVtUgka3KUOtJyDCMzLhEi8xwCrLY2lrUW+NcOwgN8HFK3CPfo5nvePI9ltm1pIRSrZdZqpTJ5UoxoA81DMeHTzRythhuh2yl6pdffkGzZs2wfPlyxMXFUQwV4TDYj60Fuy+hx6dbMWmZ9QxOkYD1wTSwkvt+EBrg/r7vCmavOol+X+7AjUz1i1q6A0rrdcgh2JffYM4wDGfWUC22n0lXvU8+hILhbQ2SZ5Od77iitgUiytvei3fQe+52wfVy0DSmyjUSJLo8S/dfFaz15ix36dM3hYtns2GL989heW5vADCgVQzefKiu+buXwmK+9hReNbHy0HW0fG+DoEIrhum8ZOUXISPXOvaJLZ7NiX40VKoiQsRj6rSEP1GF9XXO597HfnxLJqpQ+JTRyIHCJt7uXU+Va7y8Idv9r2LFivjoo4+0lIUgeGE/uCbfdy05c+seZj3WkBOfIjcLmdIH3YkbWUjLLsCp1LKXfNKsjVg6qi2as+pflQe0mLkUUjLS7slLiqH0wb/znHZKlU7gMxt7XWqyBBIKOINRv+63uw/rMbtjYlUotrKU82n38Nofh6yWt6pZCckX7mhm0ZO6DeRmt7Rndt+ujLIqXKYvLzpo87ZGpvQabjRNOuzC1gLUWrr/7Zz4AADnWIylUqqXtbPell2fTND9z0ZLFZ9iZ8mQpBrKOlXImAdqoXF0KCJDqUSSLciamjl8+DCMIkUULTl27BiKix03k0p4NmLP9Y/WnJLc3vSYMvejwG0CKK3hMeTHZFy8zU1J++f+KyhvaPGSFbSEuPmYV6sByZ170hm5lBw6IQtviZGRfMmny5DFmcgZpGiFu8zx9v1iB+9yUyY2zQ+hQP97LljXwsvhSfLyh0CGQTt2LQtHn9/a4dzkBEaGEU3Ewi7GnW9DLS9Au2fYwcndzZNhznB5k1vUl68dOyZW6PjYGlMlZ6KnSpCvZBtbCfbzwthuiehat5pm+/B0ZClVTZs2xe3b8mMQkpKScPmyvOBDgpBCyBKxPOUalsp4oZpcH2x90Jm4dNv+2kLujhbuAFtscH0xkZlXZJPrjBAxldQrpih0rPjem87ysriWkYf6U9ZYLTcaGXT7ZAt6fLpFdNCjiuVSIgDfHsRSQru5zq4a2TyKClB2bp2VJXH7WWuL8pTlx6yWJfMoX0J0qc3N+mePtdJRrlEBPgaM7lILo7skWK2bL1AHDAAn9vfqXdveXckXtIk9tTVrn1rweXqWyLRU+XiVbSx0DdhsqbIhC6SafPNMc1Xc08szstz/GIbB5MmTERAgb8BRWOjas5eEeyF0j49dnKKoH9nvQAmTvmRDDSkoLsHgecloXbMSXutR2+H7Vxh2YB8yDu+3CgLTTYi9lOweJ7G2F+rLnkHqvYJiWVm85PLj9gso5LFUpd0rwIX0Ustsw+ohgtu3rlkZu85rn/RDC8j7TxzTJJRcS1V+UYmsAZkpo5gtKcmXHrDdKgUAL3flKib2XAOOevo3iQ7F6z2tn/VGhsF7//HHwQHgJOFgKwJK+EhmZtUalQNsnnQc2CoG3249j3a1Ktu0vS3wKUMHLt1F2/gwwXbPd4zDuuM3MbB1jDlpj9D7sGwz+1Kq29rGViiEyn5kKVUdO3bEqVPSblYmkpKS4O9P/piEOqg9c2Lri1Tr9LJy+O/IDSRfuIPkC3eco1S5wDFgk1tom1uLIxC6bHmzTMkcor2z8hh+3yc9sJR7jcupESQ2I6/G5WCtZDrqGivfWpXRyGDIj8mC682hIzIupoLiEjSevhYVA8QtEFEV/TGjXwPOMkeeBctnuD3jU0c9CoXeO1IRGWy36nsF3OfkI59vR3UVY2a2vNEFsRP/tWnb13rURlJ8ZbSMVS9luhR8h/Sjtacx+gGu0s0+9m8+VJeT2MRyPad/k1eMwutLTnstlSpXGOO4O7KUqs2bN2ssBkEIo/aNbqulwBUeNwVFzk0P5OnZgOyZuc7ILcT5tLK4O6Hrls/lSO5htcdVkg8h1z6he2TB7ksY3EbbQGmluGrCCVe/VQ5fy+R1sTOhxFJ1Pi0HBcVGpGbli7br16Q6/LwNiuRUE8tT0jLW9kRDUhMhn6w9hf+OpmLpqLbm+DRbEMq4KmUhvpZRlqH23X+Oc9YduZbJKfqrFQuebYXB84QVd6DUita5dlXNZWEjlLij2ydbON+l7mFJ9z+FcslRmNQsXL/p9c7YcOKmOfMnKVX240hnHoKwCbVudFvqVLV6b72IHK45mNMSvQOfGHKsN2q/A+xxzXv9j8Oc70LB0F9ttnZZ5PsZ9wqKcdciJkiuRcveK5NjqWItn2xR2FWNe9MWnWj10VT8uvsSAP7YG63260mUSJg6yuJC1HNJYt9ftsad2IPl5ZpQLRj/jemAfW93s6Ez8dVzN57F2Vv38Iud7rp8xcLlsO64+uUoxAgLsrZSWrrTuQpCyXnO3uLW85I69EKrzTmxFF7ccmKq1EzsUTMsEM91iDN/p3Aq+yGlinB51LrR5YdUlbW8lV2W1luLGk1KcfY40JVmsnIKinErS17adTY3JWbTbWX7WQsrEs+hWnn4Ov7kSa7Cd14bTF2Dpu+u42Q8U/sSFCykzf4isk9nXQ4jf92Pt/8+inNp9/DKEut04HJw9r3kyhya2oOVnU26vRaKUVKc+jE2fJMS9SIrIMyGjGpy70V7LQsu8NoRpHmNivj4ycYAYOXWCbiGdwcfck+JlGeGVEp1pag5gWELlEbdfmTXqSIIZ6F6TJWN27nqC0JtxB7sjlSqpHbV8r31NsVULTtwTXCdPYNDy3cd37FiuwfK3e+F9Bw0uJ8sQm33S6Hdcq4BnkYMw+D0zXuihYFtlUHJT+w9dxvybXSJLe+WKrHfH+Lvzcr+J43c2XMlySn4rgNfL71d15yat48tiTZs2o8LTWRZsnRUW/PnQJ4i7jpdqXKckVeEEzeyHCmaKHKvV6n3ndTYROkj5szNe5Jt7HFZFeLvl9ohK6+IlCoVIKWKcHnUeqnIdWcR2p0jXd+ciZivvSNnTaXee1okqZDzrjUaGYxauB8xlQLwVu96rG25G/Mdq2IBlyvLtnILnwoh1+1EMKZKXKfCL7suYeoK6/TWaqBE2bFVodKaEiODmf+ddKoMURX9cfVunnRDAZS4MAld13IQcrnlm5GvVTUIx667xuDc8j1xIzMPESH2D0pnPtoQ0ZX8zbFIrpYcSAi+OCWdToffRrQGwwBxb/7nBKn4kfuMkXT/Ezw3tiWq+GH7BcF1LWpURGGJET3rhyvrVAZNokNV77O8QkoVUW6wNXjUhCu4vjlidl1soOrIGhbOqo8jxaGrGVhzrDRega1UWY4B+Y6UkCuQ5aX1w/bzvO3YwedqYHk91bEoMFraxlpmW1LZC8vgnPOs5fW176L82kmuiul5J+f0/Llf2PprK3wKv72eT6paqiz6enHhAfz1YjurdkpFPno9k1Mvz13qBrGVqt6NItC+Vmk8lU6ng05XqqAYmdL0685G7qSV1PUi5f6n5rPtT5ZVkHBdFM+9//HHH3jsscfQoEEDNGzYEI899hj+/PNPLWQjCFWR664hOPfkAkqVIxB7hztSsbT1faT1IF0oc5TlzLrlscrMLRL8TZbX1ndbhWcsxZj2SD3pRiz+PsgdDPMlc+ETWUO3fknO3spWpR8tLxNfJ2a4U437l6QcV6lDrEKzYnATVUi4TvHs1l4Lrpoue5Z9yT0GUmw9ncYZzLNjeX8a1hJ+3q7pMsGud/flwGYY0CqGs37F6PboWb8afhrW0tGiWSH3KpJ63wmnVFe2H8JzkH13Go1GPP3003j66adx/Phx1KpVC3FxcTh27Biefvpp9O/f32VT2xIEB5vrVKkrhi04wnojXpfIcQfB1gBve8Zdaj7D2Mfqh23n0fidtYKFey2Pqi0ZntinRu7WORYulGVxNGU95BdZu1mqeR0qjanq/90e1fatFbZmbHMkUmfQbKmS0VefJpG2yyGwA3YmtKYxoQCA2jyWVCWo6cJteZ0aGYHnh8J7Wa/jqmsG1pcudari60HNFfXnKCr4iaeNb1A9BN8OboG4KkEOkkgY2TGAtipV9rrFWNAhwTWzKBLWyHb/mzNnDtavX48VK1bg4Ycf5qxbsWIF/ve//+Gzzz7DuHHj1JaRIFRBxzNgFGtniSu4/zkCMXcToQryWvCTiH+5GKUDG+efK/ZhNNUBEbJyWYqrVKl6p299dEqsgk0nbynazhI+ly+Tq6OJT9adxk0bsi6qRfo9dfZNc4DimC5JOddiFRuy5ymhdrVgbD51y273V62TS8zbfoGTotoWLB+/QX4WwzTnP9p46ZRYBf9rF4tGUSHOFkUStWKqhDICq22peqSx7ZMWhGORPUSaP38+PvzwQyuFCgD69OmDDz74APPmzVNVOIJQk7LAa/u293Rcxf3v7xTb4jTELFVS7kNyLo1Lt3NlyaHkWHlbTKFbyskwDIxGRvDcDEmKRY3KgXbPkJoGCWKbz91wxrbOBXCWcuOqMXuugta3utTAM7ZyoPnzjnPpGPbTXuy/dFdboRTAd3+bJk/s6tfiJn+hY7zkfl0BvV6HqY/Ux6NNo5wtiiRqZf9zVEyVt8E1zzlhjWyl6syZM+jWTbhAXrdu3XD27FlVhCIITZD5Mtp5jr9SvSu8y5w9u+7IF3r6vULpRjyIDZaLeLKUvd4jES90LJ1dlnN8Z/x7XJYcSlyNwkP8ON85MU0MMOTHZDw0dxs6JlaR36kNKMn45ki0kEfLn+gKzwop5P5+Z10KQawU3VfuqJOgRU2vTLnnWOnhs3zGWrrVucGl5fLId/8TXy8cUyXfdVYO3o50ESHsQvaZ8vf3R0ZGhuD6rKws+PtTjnvC9RF7nt6+V4CDlzN41+29yJ0ldcZgwxG7FPtdbhAqIio/X5rm0Q8kKHKvUKtwJBvLLkssfsS2M+k4mZqNzacsCgxb7VP2LkXlcOSlbakE8/0EZybGKK8ocZXT4vSITY6YJkGUElVRvcxzWj0KrZ6xOsv1zn8IVwzwxnuPWhf7dRfUendLW6rU2Q/hPshWqpKSkvD1118Lrv/yyy+RlJSkilBiFBQUoEmTJtDpdEhJSeGsu3z5Mh555BEEBgYiLCwMY8aMQWGhbbPdhOchx8/5dg5dL2LHR+0X+nWVU4QD/C+yvMISGI0Mikqk3P+k34JyrSaKjpRFn/bW4LLVtc3027QYDHSvVw19ZSQ04M826F6jE0cVhtUSJS5M9iRWEepfrEuDXocwBXFcR6b1wMHJ3eHvo15WRrmTJkoPjeUz1nI3zp7YCg3wxoHJ3TGodQ3nCmIHcidppNzFJTNYKnwOh/jzJ/socNF6fIQ1spWqt956C/PmzcNTTz2F5ORkZGVlITMzE7t378aTTz6JH3/8EW+++aaWsgIAxo8fj8hI6xdzSUkJevfujZycHGzfvh2LFy/G0qVL8dprr2kuE+EemJ5/+y4J15D5YLXygp13cwrxw7bzSMu2DqDPLyrhzZ7myogNooQCc22lzxfbVe0PsH6RZeQWou6U1ag7ZTWu3OGPhzJdG8UlDO4VFKsihxIFVOzV68jYnxIjg8y8Imhhe3iyeRQ+698UnzzVmLtCxq60UKrcTE9zOErmT7RwzxQbz+p0yuQL9vNGxUAf+4Viy6Bqb6x+dTpO55b7yXPi+6R6qD9+HNbS7cuL1I+sIKudxByc6paqZvezXFrth7z/3AbZ2f/atm2LJUuW4Pnnn8fSpUs56ypWrIhFixahXTvrwndqsmrVKqxduxZLly7FqlWrOOvWrl2L48eP48qVK2al6+OPP8awYcPw3nvvoUIFeTcR4bmY3Pq+3XIeFfy8ERHih02n0vBu3/oIDSh94a4/oTx72pjFB7HtTDr+TrmGf17uYF5eVGJE/alr4Oulx9FpPTkKyZbTabiZlY+nWkTb96McjNqzpLbGTYlhORgzucwVFBvx8Of8SpzJsnA7pxANpq7BwcndBQdh7O4ZhhEcYCg5VmIvXyUvZntPz7HrWWg8fa2dvZTxWf8mGLs4BUDZrK4t4zGeUDi70VJZdYUkGFJWYLmKkJxmtrhnSudUEV6jg87pFhut9AodwPnpls+XA5edl6xjx8QHnLZvNenfMhoFxUY0jQnF4B/2WJWWMJGdXyTaj1RKdaW3hUmJCwvy5WQ59QTLd3lBtlIFAI8++ih69uyJNWvW4MyZ0gxQiYmJ6NGjBwICtK2SffPmTYwYMQJ///0377527dqFBg0acKxYPXv2REFBAfbv348uXbrw9ltQUICCgrKLNysrS33hCZfjwzWnzJ8r+HnhvUcbKu7D9DzddiYdAHD0GvfaSc3MR4mRQW5hCfKKShDICrwe+mMyAKBpdCgSqimoveKA6XVHuv9pgeVgUSxFvBC7z9/Ggw0jBPrnflbjkIgNcG2x0riKFaYTK7GGzvyfe8DkiOpu7n+ugP1xaPIHhnLPj2VBWDGkYjudP9DUZv/VK3Jj0w0WDxjL74RyvAx6PNu+JgBg7aud0G72Rt52taqK19SSKv6rVKsyuRvWjQjGtjMspYpOudugqPgvAOTl5aF58+YYP348xo8fj379+mmuUDEMg2HDhmHkyJFo0aIFb5vU1FRUq1aNs6xixYrw8fFBamqqYN+zZs1CSEiI+S862r0sB4T92Fpzh++ln3IlAx+vPWXl8sduWsSqPH+Lx2VQdJ+sz8Ul2vhZiw1m2K5xuYXquMmpjeVgUqwQ69Ck0rgAy5eW3HehuNuefMTarj9xU2StBU58+/p5W79O+NxFpUTUoTRug427uf95gg6oxIVJSoELr+CHQ1N7KEoUIXrOdTrZl3rrmpVk71MJ8rP/Cf+OYF/reW0duM8Dy/080ZzGKGpSPVQ4wZrUJKLQasuamL/uvoQVh65LymJKpGTLRCDhGsi2VD322GNo2LAhNmzYgAoVKiApKQlTp061a+fTpk3D9OnTRdvs3bsXO3fuRFZWFiZNmiTals8NR8w9BwAmTZqEV1991fw9KyuLFCs359Gm1bHtTLrsIqFqjkP7fbkDAOCl1+Px5tV52/y882LZvu3YV8qVDLSI1WLAIDwIqMRyiSt2cEo29r0s6rpksUrsBdWqZmUACuNHWDsQKzSsZGAtdigvyqyLZeu+1aJuRAWEBfli3fEyJZA9KDF9tHwe88lquUyLS80D9B67yJWIzVHybBIK6Pf3NuDY9J4wMgy8LNJCmy1NAidCVKeCfKt5v6b8z2F7UWPcm80Tv8mAq1BaPr8CfdVLtkGU0q9JJP5OsVZ6pE6xHOXnyp1cvP33UQBAH4kss6asr8GWafTJVOU2yLZUVa5cGVu2bMHWrVuxevVqnDp1SnojCUaPHo0TJ06I/jVo0AAbN27E7t274evrCy8vL9SqVQsA0KJFCwwdOhQAEB4ebmWRunv3LoqKiqwsWGx8fX1RoUIFzh/h3nz6dBPsebOr7PZ6HVBYrK7V5/StbMF159LuKe6vsNhopUionTTChNhghp3S29EDd3Y6dHGdirvSS6RwotC7Sm6Mk1oJJsSUxH8P35Ddj1Iqqxi8zzDA+483wogONRHs64U2cZUQyMq2ZlaqZPXFiH5XAy1rcVl27Wp1vwDg603neJd3q1uV813OdSxkVfL11kOv11kpVHIQ22uhAiu93KQESpHrfih06m9l5wu2Z29jqTx6WWQtqODnhR0TH8CIDjXxWf8msmQSY3qf+nb34W681qO2TdtJ1qlicD/xD+5/F7+XTJMTPepxx6xaWVsJ9ZFtqfL29oaPjw+8vEo3MaoQORwWFoawsDDJdnPnzsWMGTPM369fv46ePXtiyZIlaN26NYDSlO/vvfcebty4gYiI0liItWvXwtfXF82bN7dbVsK9UGI+v5Ceg8S3V2FQa/n+/koZu+ggfhjaAjqdTrEykpFbiNYzN6BNXGVOjIqYW5s9CIl3K4t/EOAojDKVGWv3P+EBncmd0db4DLUSTKiF0l+h5gwowzCoFOiDt3rXw5sP1bXq33SMrV0t5QzaVRPTIVj+JrVi79Qk+aJ1FtRHGkfi4ydLszOq4f5nTwymmPvf/ot3ZWVEW/BsKzSKCrVZBjGU/rT8ohIM+TEZnRKr4KUutZAnWDaBe/VYPuYtf7der0P1UH+81bseDl3JsOrt5Qdq4fONZ2XL2Tqu/A3gfbz4L6YIEddAMczZZI0M5zopMTKik3yma96y2G+1Cn58zQkXRPb0UVBQEPbt24cNGzbg8ccfh8HgOBN0TEwMGjRoYP5LTEwEAMTHxyMqKgoA0KNHD9SrVw+DBw/GwYMHsWHDBrz++usYMWIEWZ8IUU7fLLUcLdxzWdV+2QPKDSdvIfW+UqJ0sL36aCoKio3YcjqNE4+lld+1kHxZlpmQHDzQZQ+yxAZcVhY9kdHPlvuWN1sG+lLtFMVUqXws5VvJ1Nsxe2Ct0+kEFTY5CqylVJrEVKneo2vsyx6ebhFtHmAqKv4rcH4CROpCWcadWHcqvD8jw0jKF+hjQIeEKqJt7EFMqTp909pT4c/9V5F84Y45SZLQc8nIcI+n5X1k+dxn/0a+PpVaYdjH9bn7yRw8HaFT2SQ6VHQ7vmLylv0dv16WwMqyqLtVf/dXG/Q6rH+1I/y9DXi3n/sWWS6PyFaqPvroI6SlpaFr166YMmUKfvrpJy3lUozBYMC///4LPz8/tGvXDk899RT69euHjz76yNmiEU5CqOaDWkiN8ywf1MX3n5hK0y2zn9vsorBiFhh7EBogFRZbzL47eKgo1/1PiVXDlt9QwHIVtWes37xGRbvkUAM1dRXJ32COqZIhg1VMVekCoUGMLTgyUYUruv/x0a5WZatlciTnU3r9vPX45hnbvUTE9lvCMLxKTWPWIFjrTKVCSt2dnEL0+HSr+bvpd1gmLxJy32YYRiLzYdl2zWtUxAzWoFuNn6zXAZMerIPEakF4sUst+zt0A/gmgE6800tyOyElid3fG38eNn+WcvAymhNVALWqBuPEu70wuE0NSTkI10FRSnVv79LgucaNG2PVqlV48MEHNRFKitjYWN6XVExMDP755x8nSES4Iv4is6SOwPI5/fofh5BfbER8WCCrkXQ/7AHLZxvOmD/bEKYgC6H3uWUcg6PHiezjIG4h4q4TG2iYurR1LGKP+x97xlmtY6l0UKXmKZQaMOgs/iuRwXR8irUoWKUBlr/J0SqVLZk5z898iOuuafoo4+Lk03VPvis+PpDqXsw6aTQyvPdsiD8rwF9rd0uB/i8LFhjnbiDkaDCuWyJu5wgnWWI/N0Z0iOP8ZktFspUNsTh6vQ4vdIrHC53iFW/rrvA9N+WMH4QStAid27u5hfhu61X0bRKJWPY44D6mSSN3KF1C8GPzsOzDDz9UUw6CUB1n1jHZc/622a3QvOzCHRy6koFd528r6kt4ltux7n+WyTwcPVCUO562RUGRZT3h29f9o1DEGzgv3gl7lwyArafTMOynZMmirbLkkiH/tBXHcCdHveLLlmnQLVESvyXk/qempUrLK9jynnV0na0zN5Unw7G0nJiVHhnbWp6Xcd0SFO/fEtFDptPxDjynPFzXnGhhbv+mdssghtDVbOn6Zzo2lu353k8n3umFxtGhor+dW6dKfAKpUfUQ4Y4EKI8Delt/cyBPSnyx/iYuO4JP15/GQ3O38a43PScopbr7Ilup0uv1MBgMMBgM0Ov12LJli5ZyEYTdaP1uEOs//V6hucCvJUoHhupE7SjZX1m/7FlQtTMkCs3yCcF2tXCVBBGmfS1Oto7HU5ZSncGQH5Ox+VQaJi47okgGjvuPAkV7Piu1vxrMfqyRTdtZKiA6HZ9SUvq/qES9k6up+58D98WHGs8+RUqwxQ/09bLfS0DskOl14NVqwkP8MbRtLE7PeBBd6lS1bqAiQsdnPMvdCwCy84twIT3Hqp2lov1UiyizdUTU/Y814Lacy0moGoS4KmUWELmnkJ3xz3KTYW1jAQBjHvBcV8CKAd5oUF1+7P2cp5ugVWwljO/FH68m5Nq59XRpDG8uT5KSewXFOJlaqpBTgWf3RbZS9cQTT6CkpAQlJSUwGo3o2LGjlnIRhMuzeO8VrDkmXFhaCKlZa4ZhcCo12+yDL+weo3jX8mD1Wy+i7EVjaY2xN05k5WFuXRDLbIYdE7lB5nKVUdvikyxqJ8ncytTuXJr1oEky5o61S3ZbJVkW/9cuFs/w+NznWLh/bT+Tjse/3mmeRf92C386bVt5qGE4YiqLF3ZVMkywslQZNYipUq0nx/D91vMYPG+PVWwOH2pa6W3J/ieUTY2Dueac0H6FdyygU5mXydq/ncg1JixKvoIuH23GjrPpnOWW7wE/7zJFVO61admHl0GPda90Mn+Xqxg/2SLK/NnSyjLl4XpY90pHvNI9UaZU7odOp8OKl9rLbt+vaXX8PjIJVYP5s/LZYmga/+ehsu3JUuW2yH7yPP7445zvEydOVF0YglATRxTMe2HBfsXbsAeGfIOfdcdvouecrXjsq50AgD0X+N0FtZr9lh1TZed+rmdwlQerAYLFi4URsVQ1iwk1D6QsB3hiV4E5psrGS0Vs4Cel3Nk78H2sWXVMfYRbU+bg5bsAgB1nudfMM/P2YP+lu+brddaqk3bt2xI5v0XIJUbOdWyOqVJQn8iZWCeqsL/P9/47gW1n0rH0wFXJtmo++mypU+UtkjZa9n5FdiuUXdKRE/xKd7Xh5C3Od8vfx+4vXGYKbb5DxHYdkysjWxbLY6jX65BQLdjjC9Dq9Tq8+VAdAMBrdiqQctwJcwuL8evuS7h5fxLtvyNlE7Tk/ue+yE5U8fTTT3O+9+zZU3VhCEJNXPWxJDVE+WN/6aDp+I3SVKzshy0breI05M4c27t7y/eGtcsUd4lYOlovvd7cnyMzrYntSYkYtsj8Ok+q5NUSltP0e8IB8HYhcrM93iwKZ29lo839+jdyxmaWh8OUzr/YTbL/WV4Zat6rwvWNylDH/a/0vy2WKjUGhWLKnA62WQPUxF4lw0qpYvXXMCoE7/atj6hK4tZfyeeGTBH9vQ3w0utQbGTKdU2k5zvG45HGkbKVWiHkXP9Tlh/Dn/uv4u2/j+Li7N6cdc6+tgnbUZT9j83GjRvxzz//ID09HQkJCXjuuefMRXcJghCGHUuUX2w9QJKdJEEzSxXD+1msnS1YzuZZ/h7LgRonpTpPgDa7ij0AzN1wBv8duYFx3aRnHa0y0sk8uKKxXVL7FHD/k8O4bgmI5ClMKdmPRteM2Mzsx081Vtyf5fl98ptdOPFuL3NZAiEGt6mBBbsvyduHhlqVlaVKw775UMP9T0kflvGRcmJCpBJhiP3OVjUrYaOF5ae0T8eNRu3dk5SiPTgp1u4+2O7bYuj1OhyZ1hNGhnGI66QrExFiW8FfNnL07T/3C1ucy2OyEE9B9t0zY8YM/PfffwCAOXPmYMiQIbh48SKys7PxzTffoHbt2khJSdFKToKQRVTFsgeiqz6X2OOPMb8d5GmhZeyQjH4FLVXq7ofv/HBc/CzWsbP/Wcqi1+msZtY/WXcaJ1Oz8cuuizJksdX/T2SVkpgqhbsN9OGfD5OM11O4H7koipfiEUJKwcm7H0dUJJIC8o2etRUVytTSUCVldbWvb+m+pC5nJfLIaWl53akRE7LqqLDVdVTneKe7/9mrValxRQidxn9ebo93+zVAn8aRsvvy9zEIZrMjlGGvUkTuf+6L7Dvo22+/xerVq5Gfn4/k5GScO3cOvr6+AICioiIMHz4cr776KjZu3KiZsAQhBftZ5qqPJfYAJLvAup6Msy1VQvuw2p2d++dTAIwMYDArR/JdqHS6sheZ5aBTzLphr2JqjyUv1N+nrK1CMYQGrXKSoGiBPWMIhpEfg5SRWyTYz0suVKjU2ZYqKQpkZPK0y/3PjsyBgHWhXEv8vA1ub1G5kcktnWDLPSSUuKVB9RA0EEinvmhEG5xLu4dTqdmyrbqEMuzN3keWKvdFtlKVlpaG0NBQbN++HRMmTDArVEBpUeA333wTbdu21URIgrAFVw2slcpgJnfM5OhEFZZy27t7vsNQOsDiP28lIlasUvc/4X6FeL5jXOn28jfhIHoOJOSY/HA9/HvkBgDlMTeWSTxMSP12rfRwJYMAvqaWVgkhOV9YsI93edOYUNn7N+/DcaF3LpdSXU5smjLro4X7n4yZdjEZxeQLC/KBt0EPXycrVStSrks3EuBCeg4Gfr+Hs+zhRvKtSiaUXlcDWkUjKb4ykuIrAwCe61ATQWSdUh17hx5kqXJfZD+VQkNDceXKFfz333+Ijo62Wn/p0iVUrFhRVeEIwh5c9bGkljVBu0QV/P1a7s/e3QtZqoTWs+M2LGXU63Rmq9/3287LlqFOeGnMge3Ff/llZa8TIjzED8+0iZHV1hKhl64jk3SwsedeY8Dgpd8OsPoS7i39Hn+x4p+GtbRpv1phndRFTfc/aaRiiyYpqIVmS/Y/eweFYlt//UxzANwU5ObtHPjQtydpyoYTN82fA3wM2Px6ZzSvoXz8FB4iL6HCi53jUSnQBy8/wC3KXKNyICoH+QpsRdiK0gndny1qBpJS5b7InqLo1asXHn74YeTk5KCoqAi9e/dG48aNUVhYaLZeDRw4UEtZiXKMv7fBHFfh7ki9jC3XPt4sijeNsqndqiM3EB7ih6Yx6kxq5BeVuQaxZbF2abLTdY7PUsVOkmGxXtxSVfYS+m3PZcx8tCFrJf/+l45qa3cMgWmwzGd9lDOQNg9+Ldr2qh8umsnPZkuVKwRVSVDCMIoLTYcG+Eg3skRD/dM6pkq7ffEhNaZbeUjaymLuwxb3PzmWKpHuxSaMWsaWZpF0tqVKLXILSxAbFijdkMVP/2uJEzey0CEhTFb78b3q4PUetan+kYsydcUxzndy/3NfZI8ovvzyS7Rs2RL169dH48aNMWzYMKxcudI8mBk6dCjeffddzQQlyjcjO8Xj0/WnFW0TEeqaqWGlBljs9WnZBfDxErZKnEzNwqiFpbP8lmlZbUXI0qO2ZYxfEeH/DHATVVgiNlYQWsWeGVaSNSw0wNsc22OPpQook9uyrbfEgFHopSudqEKjmCo7tCpLkdcdv8nb7qlvdtm8D0fj6jFVctCZYxSlsbyX7R0UyjEC8SlVjsz+Zw97Ltyxa/sutauiS+2qirYhhcp9IEuV+yJbqQoMDMRLL71k/r58+XJcu3YNqampqFWrFkJC+IMiCUINhrWLVaxUvdGjDjLzivFoU+W+6o5k25k0LN1/FZ1rV4VBr+MMjFu+tx4NqvOnxTUywMX0XNXlEXqgW8VUaeD+x15k5f4nUvxX7BUkZ3xn5f4nMpTkpHa///HApQzpnfDul5sG3oSUciT0m9ib5ReVWLlIaTUgd8QYIPmifQNRS7TUTSyvH0dn/2NfP7ZadOyJqYquJD8ttZJskOwU4b5eznX/swehiQPCc3igTlXetP9yIJ3KfbHL96V69eqoXr26WrIQhCAh/t6y2rHfxSEB3vh8QFONJFKPwfOSAQB/CwQ+H72WJbAlo8kgIimuMpJNM6kiliN7h4l8AdKi7n9spc5i3aZTaYL7UXv2mpsRkcGJG1k4dTNbtJ0ljzblPjetBsoSB1dI8a1dLdgsS2ZekbVSJd6tzSi7Di3qk6kqiXwc6ZKnYs1iWXKz29jrJidHIbT8ffUjpSdZxeJOhJL5VAkui/9pGhPK6xZNEK6AP0/Mn1zI/c998QynZIIoh6g5UGNTVMLvZ2edqMI+AWqHB/Pso+zziRtZFuvYMVXy973r/G3Fson9NEtL1YHLd/n7EOn/tR6lBYlN707LcyllqRJ66b7YJd5q2fWMPJ6W6kKDAAtUjj9UCvdesRFFKdXV/X1Cz7YKrMm1R3iy5dFVSLgMdlyM5P7nvpBSRRBuilYz7UIDGsvlau0/rkpZkDZbUbOs4aVVtkNAmaXF0g1RyBImpnT6GEofvaZtlbr/CcVHWFqmtp1JQ9vZrNqBGh1Ce8oXOCtjoabZ/yQXaAvnkNq4b/O1KaOtfRM8NiZ5odEL4cLYoxaRUuW+0GOJINwUrQajjIBFqETl/e06V2pBOp+WY14mNjhjG9AsRenT2HFxc3ItZqJH6/4701xg1aK1gLHQTLe6/EHq7FfxmmOp+Hknt7inZokq3HAMoKUup22iCmW92bpvJefUlmeRWPdCzxoDayO+Jq5am5Aof9hjvSfLv/tCVd8Iwk0xMuq6u2w9nQYvvU5wEKa2EvfV5nM8OxFuz3G7s1hXOzwYOFT2PV9h+n3LwZjYT+WEdom023E2XXCd6aVp3iurn5Op2ageKh7oH+Aj/eiesvwYKgdyU41rpUjYV6fKOTg2UYWKfSt0x2Pft7ey8zFywX7V97ftjPC1bgtCkytCFtovBjZFdMUAmuEnXAZ79CK6jt0XslQRhJsi1+pgNDL4bc9lnEq1TqZgIjOvCEN+TMbAH/agQEAhMaqc/Y93HyKdFrLMN/MtiiXGVwnifO//3W5F++V7hc1adQKDftiNYguzkaVyJ/TyzMgtElTuzEqVQEr17SIKmRJu53CL5TIQTgJgD0oGEOVxElZL11U+uMlUyvh4zWkcuJwhq4+yOlLSsl+zIW7PfO0zwJ/7r+Lw1TK5LJ81JoRm8FvGVkLj6FDFMhCEVthjbTKUx4ekh0BKFUG4KQwjz93lr4PX8OZfR9BzzlbBNll5RebPBazCq9wU5xb712CuX6zHoT8mmz/P3XCGs66rhTtcypUM0f0MaxsrKce3W85jx9nbnMyCltY6Putd70YR5s8FRfx+fKaJSL05pTq3nwKFxW9NyLke7lgoWmpgzwDCSSFVmsZyaer+J6ONUPmBe4XFPK35cdS4bse5dLz+xyH0+WKHeZmQEuqqg80Dk7s7WwTCxbDnStXTyNxtoVNHEG6K3DHhkWuZquzPOvufKt1a9Mlw/stF6QusVlWuZctyrMbO6MfOhiinVlfNymWJN4QEs1R+0rILRKSVj9RxYBgGKw7xp+5nUz3UHz4WqbinPFzP/Ll7vWqK9svGy0VcW7R1/7P4rmadKhldcfNUlH2z5dhrrfSevnnPaplS9z9nU8nCzZYg7NGqKKbKfSGliiDcFDUtRRx3IQHXIUe4MJkGU0p3pTRA3VJhsMzg99uey7zbKfWc0+mA7Pwi3uUAsOV0qRVMqEaZUqQOAwPg3X+OS/Zj0OtQJaisJtD4XrUxvH1Nkf3KP/5eBsvXjrNMVRp2reEEhJz7nhGwVLEt0lKoXd9NSf+Clir2peOsYLz7tImrBADoUruKcwUhXBJ77h+KqXJfKFEF4VFYBuZ7MhtO3LKKLdISa/c/9dDpSgd/pgGjWLIMvgG80ldQ3ybyswVyXSCtB8ti+9YBeOm3g7zLgdKkFGoiqVTJPGm+XnrMHdAUE5cdwegutawsU0r3y8bbhQYMmXlFKCw2corKqoHlYVZzQkKsq5WHruPP/VcxuE0NXlnEimRbUhbz5HjtRSimKpZtBWbhjCvq60HNsepoKsfdlyBM2POYI6XKfSFLFeERfDGwKVrFVsKc/k2dLYrDkKtQyRkUsWe/hWbClRb/Tb5wBzP/O8FJ1mA0MrwDprLYIv59le2Tf19KvSV8vbj1nMS2Zx8Pq2MgoVrqdDpsPS1/IGsvalkXAn29UDeiApa/1E5SoVK6X0tLlS1j9l+fba2o/chO8daZEMGg8fS1aPneemTxWBPtwuI3LTtwTd3+BXh50UFsOZ2G91efFJRFLg4b1vHIJ2QRHpIUa/7s6112HQX6On5+uGKgDwa2jkEIqyAxQZiwx4PPVVykCeWQUkV4BJ1rV8XvI5NQM4x/JpMow2hkcORqJidWiD2w5daD4ncjAqTHak99uwvfbT2P77eeN++355yt6DFnq5ViZc405iD3P6vtJdZfz8jD9Yw8WTFVbK7ezeVdrtXcv1ouoVKH03K1ksNf1cIqZIvEYcE+5gLKcniyRRSC/bgD73XHb5o/X2DVSrOkoFhZen4+xNLrK0XO8bqRmc9qb981IWfr+pEVlHcsUKMNEJ5UYbvt+nkbsOzFtlg6KskpShVBiGFPXBTVW3NfSKkiPAJ6BMnni01n8cgX2/Hq72WFnTiB7QIDGqUKhYkL6aUD1ru5hThz6x7O3rqHu7ncDHSmF5BpMMUeaLEn7ZwRRnEvvxhtZ29E29kbse/SXc46sZTqANBrzjbe5X4WljJXQ+n9pEQJjg0LxMxHGyrcAxeDToeEakHSDe+j1+msBiqLkq+YPwuJP3fDGdR+ezX2nL+tSD5LRcHRYyS2dVjOufH14hkKWFiPtWLvxbJ7atmBq3jv3+M4yJP23TIOEgCaxVRE8xqVtBSPIGyC9KLyCSlVhEdADzD5fLX5LIDS+IuM+8pNISuFt9Assa1xIVn5Rfh+63nO7LkVFvWa2LvyYuWX1Sy+Q+T6YSd2+N9Peznrdp27jWIb6j7xDRDl4ghrrNRMqeVqpdaQga1jzO54tqR41+l0+HpQc/SsXw3LXmwr3R621VL6ZN1pAKWFlJWgqSIio/NikULZlix4thW2TehitVxJnSpbfi+fIvfq74fw/bYLePOvI1brXDWdOkHwwX6GtqrJr/jPHWAdrjAkqQZPS8JdIJs54RFQClLggY83Y2CrGDzXIU60HXsA1OPTrUh+qxunhlUGK0MYN/ufVU+y5Fp/4hbWn7jFcdey3NJ09kxugRylyqBDYYmSPSpHLCYop1DY/Ytv8KcVjaJC0LthBPo2qa75voIUulMF+Ci3vJnOpdJCzUBpIHdM5QB8O7iFrPZ6nY4zcaAUpS6AWipVSruWmojokMCfvU7JI5W9h4bVQ2Rtw84uSRCeBvv2mf+/lvhpx0VcvZuHRcllmWUfbBDO2Wb1uA6oE26DKy3hMridpaqgoABNmjSBTqdDSkqKefmhQ4cwYMAAREdHw9/fH3Xr1sVnn33mPEEJwsGcT8vBjH9PACgdSN3ILJ2Zt6qZw/p8i6c+0maBDGH2pokuLBEe1FoqxWyrGDtot88XO/DKkhRO2+l96isTRGO00u8rBvjghU7xCA/x02YHLGb0a6Cofde60sksLLGnCLHSOG7prIjiF7NShcx60kC9i0LpfWevfierLtb9Rl3rVMWPw1rK6rdyUPnJ1EqUP9jPnAAfL7zUpRZqVA4wL3vv0QbwtogLrRxIEw3ujttZqsaPH4/IyEgcOnSIs3z//v2oUqUKfv31V0RHR2Pnzp14/vnnYTAYMHr0aCdJSzgKslRxmbL8GBbsvoTZjzW0HhTZOMqyiqmyrZvSbS02LkvfbN03O73siRtZOHEji7Pt0LaxdkjC3b8aSA1COySE2dSvIxNCRVcKEF0fXyUIdcJzzSnhm8VUdIRYZpTe7/aeX7EJAVtJzcxHiL83/BVa+ZS6WtpqNTMpgko2H9YuVnZ6essMnAThSfBNpNSLKLNCmYrER1X0x9W7pROgapd2IByPWylVq1atwtq1a7F06VKsWrWKs2748OGc73Fxcdi1axeWLVtGSlU5gHQqLgt2XwIAfLDmFHo35NZRUTJAPHg5A4XFRvh46a3rVKno4mSVqILVuUGvvUHdkZfP5zx+9HJwhdolf45MwqqjqRj9QC0MalMD3289j2EqKLVK0Ss8FvZOuii2DklscOVOLjp8sAmhAd5ImdLDZrm+2nwWh65k4MuBzXiKKnPlUZpRTElzk3KtxCLnac/sWlWDcPbWPWeLQbgIfI+o1nFlsVU6ByWCIRyL27j/3bx5EyNGjMCCBQsQECA+i2oiMzMTlSqJZwYqKChAVlYW549wTX4ScSuhIOYyjl3PVNReagD4y66LOHMzW/1aPizKguJLYStw3gbtz22Jim82sUuxd6MIhAbY5vbkCml2W8RWwuSH6yHAxwvVQ/0xrU99xDqhjIHa7n8A8PXmc1icfFmVFOpWV5PF/redKU2xnpGr/J5iX6ofrD6FNcduYv2Jm8IbwL6Bm9S27PIImXnyf48rXM9qsmhEG2eLQLgQlXhc+diTO6ZnmKUHCOHeuIWlimEYDBs2DCNHjkSLFi1w8eJFyW127dqF33//Hf/++69ou1mzZmH69OkqSUpoSZc6VdG/ZTQW771itU7pzLUn03vudkXtpQZNKw9dN8dqcbZTMW2E6V1jZBjkFhZzRqVeDlCqiksc82Kzp6gjTRyUodTyJNX+0a92mj9PXHYEuyY9gIgQf/My5ckhxNcryaRZWGzEkWtlEyV8W+YViSuCtlzdZUdMfGv2hERGnvw4OU+7mi2LS8slRsLVlnBPnutQE8euZ+LBhmXJKDhKlZ7rnUF4Bk5VqqZNmyap0Ozduxc7d+5EVlYWJk2aJKvfY8eOoW/fvpgyZQq6d+8u2nbSpEl49dVXzd+zsrIQHR0taz+E4/HzJj98tZF6pB+6ym/5smv226qOT+kL5q8D1/DFprMY1y3BvM7LAe5/jlKqbMmSZ0IL97/xvWpj7bGbSLmSoXrfWqI4pkph/6//cQi3ssqSuChP5c/fftWRG/D3MQj2t/HkTaw6kop3+jbAnA2nERXqj+SLd7Hy0HXxvUmIV7o/29z/pPsu+6zkvMhta4o5sTUW0VHYOucxqnO8uoIQLkGgrxe+G8LNTsp+hJs+k0rlWThVqRo9ejT69+8v2iY2NhYzZszA7t274evLNae2aNECgwYNws8//2xedvz4cTzwwAMYMWIE3n77bUkZfH19rfolXJeXH6iFnefS8WTzaLz3n7X1hLAmQ8Ilx9baT2pOsJkGJF9sKq2hNWf9mbJ16u1GEEdk1APASSuvFC0MVS92roVtp9PV71hjlLv/Kdtgx1llxX4BoLjEiHsFxYLunWnZBRi18AAA4YyVw+fvAwDczS0SdOnju+8kFR/x1bzIPWbsmXYlR1lO970bRuCt3nWx4tB1DGgZo6B3x8N3vD55qjGnyDpRvmFfI6bPRnL/8yicqlSFhYUhLEx69mnu3LmYMWOG+fv169fRs2dPLFmyBK1btzYvP3bsGB544AEMHToU7733niYyE86lcpAv1r7SCQBIqZLBnZxC6VluG/sWc/9TqqiJzVqfT89R1JcU0ZX8rZbZU4zXHvQ6vvpfQm21US8d4V5pC81iQnHgcgbvOqVWO3uNfHJO0WNf78Thq5lY/2pHXiWHHW+Ufs+6lAGbM7eyRWRRfsdqGVPFXq/kEpVzTnQ6IDLUHyM7uac1p0blAFyc3RufrT+DT9ef5m0TXyXIwVIRroBlcibCM3CLmKqYGO4MVVBQ6UMoPj4eUVFRAEoVqi5duqBHjx549dVXkZqaCgAwGAyoUoW/uCFBEOo/1M/eysaA7/co2sYRw/pWNSuhT+NIdK/HX1OJndpWKywVKL1OJ/v4a5X9b2CrGHPiBFdCzZTb9iZFkHOKDt93k+32yVZ8NagZZ13VYF+OwvH5xrOifYlKy2epkpCNAYNpK45JtBLeVgyOpUrBcZbT1t2TWZgGznzHMDLEDxMerINWNcWTaRGeReOoEKRm5aNuRDAA+ZNqhHvgNtn/pPjjjz+QlpaGhQsXIiIiwvzXsqW8QoQEUV6xVacS2u6tv44ijaeoMHdj7ldHDJ4CfQx4pk0NVKvA7+rnjJTlymb2tZGvV4NwrBnXUZO+7UEslE7pQMTRp9by3nigTlVF24vdD3w/XcoynJqZj/k7LyqUwdS3eDst3f/cPf+Q2D1bLzIEfZtUd6A0hCvw14vtsGPCA+ZJI7JUeRZuYamyJDY21uolMm3aNEybNs05AhFO5eFGEdKNCIdhyztCaOyhxD1Oeh/iIzS1suuJ/X7+BB1yLVX27VsInU6H2uHByjfUGLGaR0rPlZL6SXwodWfls0wISVBUYoRBp+NkML0g4fL63r/HcSMzn7NMLDVzsQ03kdxjxu5a7UQVp1KF3SDdAVNhZ/44OBpMl0f0eh30rHuLYqo8C7dUqgiCjbPiYdyRq3dzrZapbamSta3Fd6EZaZ1Op1pGDKkhnFqWKiUxL0p2qZWlylUR+7khAd7K+nLwI+ILC/e+vKISQaW+1XvrUaNyIBY/L6/OEcMw+H7bBe4yQNS9z55rR9K1kOP+J79fOU1PuqlS1bxGRdQJD0ZCVeF4KbJQEAC5/3kaNBol3B8HPJT8PSSV+0GewH9XeLkLzYqrqUZIWqpUUKpGd6klbqniiamSi6NqsfEl8nB3HK2OWioDb/11FNcz+OP17uYWIeVKBg5cviurb97riwEW7L4kuI0tl4589z/rbeTgyZMEr3RLxHuPNjQ/c/gOIQ2mCcA13r+EepBSRZQbWsXaFhD824jWLhlzohaqZ/+zYawkNOjT63QY2zWBf6VCpMZwagzyfBVaTYVSa/PhqOK/RqNDduNQ7B22qDHs+XH7BelGMvjBhn5sGcDLvdqyWFkNlbhZerBOJcta7edNwy8CSKzmeq7XhO3QXU24PXLHC98Mbo5Xuycq7r9tfJjHDABeXnTQapnadapsOVSCViSd4wo+q2Gp0ut1otej5boHG8qPB2wcHWqLSIoRi81xJGpaMuyeDGZtv+zAVfx7+AZyCorx0sID+PfwDVldSFlK7Yn7khrE/6wwSYWSvtkWMiWurwXFHqi9C8G6AD94vBHqhAdj8sP1nCgQ4Sp8NagZHmtaHf+Oae9sUQgVoJgqwu2RqxRUCvTBkKQa+GQdf70Q8X0o3sRtsN1SZTsZueIFiU3oderNaEt1o4Z7nV6nU+j+J91neAU/vNI9AY81dUymMFdxR1FzIkOpBdGS7IJiAKV130zFXF/oFId/j9zAv0duoHej3pJ9eEvUA7Pn90qdMqladXyY5ZHoOzu/7F5WcunkFZYolsldYc9TPNUyGk+1jHaeMIRLEV0pAJ883cTZYhAqQUoVUa4I9LXtkmcPNAN8DMj1oAEBY+OEsT3Zq/7Yd4XzXSh9ts7uvG2sfUhm/7N/H0F+Xpwir1JIyfTfmA6Irxqoas0mKVxFqbLV3ZHv/lTL2plXVNbv9Yx8kZbWeMlJ36gRt3MKFW9juvOkroaikrIWSi4dR8UIEgRBOApy/yPcHiU1jrxtHNiwB5pig724sECb+ncmafckakopRM7psIwLEUxUoaalSqIfNdz/nmweJeoC9XgzrrVJSqZ6kRUcplD1vz97PrabchdZLXDFwq/erGukuETZbISU0m7Pr5247IgdW/Mj9/DbLLeLKO+OQIlbJEEQ7gspVYTb8kbP2qga7IvXemg/CGS/EsUGG/P/10pzWdTmvX+P27QdA/VceMQSVahlq5IaJKoxiBeziLzTtz5aWCRLcaUMaDMfbYitb3TB4DY1nC0KANcr/Pr8L/twNu2e+TvbQiMHd7XMSFmk2dZ/JUdETtsAH8/IuhpfRTi1OkEQngO5/xFuy0tdauHFzvGazmi/dj+xBXtgIWbRcMd01JtOpdm03YFLd/HYVzvxbPuanKBrW5QgoXOog5oxVY4p/is0WowMsb42XEmp0ut1iKkc4GwxzKhVN0wt1h6/ibXHb5q/FytMk3joSoboele0zAHSyk/D6iFlbRVYn+Q07dskUnZ/rky/JtVxM6sALWMrOlsUgiA0hCxVhFuj1UDk5+GtMPHBOhicVDprzw40FhvsuerASAtm/HsCADDPzlTRw9rGOiS7oiPc/5TiYnqDS+Hqlh2lSRLPpeVoI4gdiGVDNddYkqxTZWP2UBm2KleadFCC5QSNXq/DqM7xVpZqgiA8C1KqCIKHuLBAjOwUj9AAHwDcgYPQi763RHrsAa08N+PTrayyoH2l46Da4cGCNiQG6imqUv2oNYgXGiry7b48KeFKcfUBtdrSOePnik4QyeyDrVwqcv+T0djLxRVrS4Ym1UDb+MpoHVfZ2aIQBOEEyP2PIGTAfrkLDfa+GNhUtA9PHkC3mrkBL3SKQ9PoUE6GNLkIHZt7BcWqDV6lEguokf0PEHaBKkdx+apg63h6bv+meO6XfeoKI8HGkzelG0kgt96Vmshx15OyRLHX16qqbuzQwNauEd8nl+l9GzhbBIIgnAhZqghCBvFVgvBI40hRVzUppUm1mB0X5dst5zHy1wM4eDlD0XZ6nWPc4FYdTRVd72oxPOUdWy1V3epVw9RHHFtYdfh8+5W4+XYU6NUC0+H/5/ANbD+TLtiOrVQ1i5EfMyRnjiEi1E92fwRBEM6GlCqCkIFOp8PnA5piWp/6vOtjZQT406CdH51ENSpH6aJquZs50yKlZN8DW8doJ4gK2HM6bC2dQJTBPvzPzNsj2M543/+vdyNx92dL5Fyrru4CShAEwYbc/whCBRqwMmCxmdCrDhKqBiGxWjB+2mlfQgdPxhFjp2FtY0XXl7cBXJ/Grp1ZzR7LriP02gvprpd4QilqTACYYqqUni85iSrK1x1JEIS7Q0oVQfAgNtjge9ELuf6N6hxv/lwnPNhOqTwXR8SbhQX5iK7Xq2TcUJKoghDGHstu1zpVMVlFWfi4fCdX4z1ojz061UdrTiE8xM/s/qf4dMlJVKFWoCNBEIQDIB8JglABOQOKvk2qay+Im+IIz0jJmDeVtCp3SUjh6sNVexTtyFD3qxfnDMTcJP9hJc4w3Z93cwqx5/xtHLueiS82ncXbfx81X+9KLb1ybhNfL88o/ksQRPmAlCqi3FE12Ff1PuUMJ8hSIUxuoXDGQLUOm5TlQ61J8WfauHaskglXz0ZJIYja0qB6BXMdPj6OXMs0fzZdK90+2YKnv9uNP/ZdNa/be/EOp41clBQKJgiCcAfI/Y8od8h5lcvx92cjZ5ZWLBlDeccR8SlSMR9qxVTFVVE3rXR5pbzFuDmaf17uILqe/QTU64Db9wpwO6cQALD2WFkmzbXHS9PJK80NQjoVQRCeBlmqiHKHvTOkvDOyMsZ/NPPuXKSK+6pV/FcIV9MRElSuKaQ2lC3TdSgqYdDnix3m7yU8z1At3P8IgiDcCVKqiHKH0c63+egHalktk2OFcnV3K2eh1CpoK1EVxeNsPL2OmCUVA8UTdzgbtU5H7WqUIEYNrmXkmT+X8DxElbv/2S0SQRCES0FKFVHusNdSNaCVdcyMnEn18jVkVw+1lNEe9aqJrk+o5tqWG0+nQ0IY57taSm4NGTXkCB5EHpPFPEqVUsOioyZTCIIgHAUpVUS5Iym+sup9yoqpIq3KqUgpZ481i9J0/02jK2rav7uz4NnWnO9q3S9CNeQIccSUnpIS63VK3TXJUkUQhKdBShVR7pj1aCPJNlIv/A+faITqrLTNcgaASi0upIQ5lhB/b9X6eqK5tYLm6u52rgbf/aLXAf+83F7W9qvGdsCEXnXwQqc4tUUrF4g9A/lWUWIRgiDKO6RUEeWOkABvxNrpEvRki2h8+GSZcqb2eMLfm+qzOBo1EyNIuRpqRVQlz6nP5G2R475OeDDOz+ot2/JUN6ICRnWOp1pHGnCvoNhqmdJnIKVUJwjC0yCliiiX+PuoXU1AXa1q7oCmvDPFvl6ed8u60tjq4UYRqvTT3UlKVZ3wCvisfxOn7FspUhYny+QvlOhFPWIqSU8qKb0tyVJFEER5x/NGaAShAs4e5zeNCUWfxpGcZQNbx2DLG12cJJHzcOWxmpDF05kKQN8m1Z22byU0qB6Cta90RKOoEMwb2sJqvSufd3enfmQF1ftUHFOlugQEQRDOhZQqgrAV1qiAPQBsFVsJANAsJtTmrsOCfDHrsYbm73UjKmDmow0RHuJnc5/lmZd50uDzIXeg91jT6visfxM8LpLcol6E+gNXTyOxWjBWjG6PrnWtLXuWiinpWOohxzocFqQsBlCpEiyl/D9iMalEEATh6ridUlVQUIAmTZpAp9MhJSWFt83t27cRFRUFnU6HjIwMh8pHuAdq+/OPeSDB/Pnn4a0wd0BT/DSslV19BvqWuSiW5wGlGr/9tR615TWUeVlEVwpA3ybVRQsG//VSW3RKrCKvQ8IKy0NLlivHMr1PfUXt5dTqY9O8RkVsGy9seX+mtXXpCoIgCFfG7ZSq8ePHIzJSfAbr2WefRaNG0hneCMIe2ONvtgXJ38eAPo0jERKgXjY5vdvdqe6J3No5cuJHfL0MVCPJDqxjqpwkSDmlWgVlVnFbzk+0SGwXxdARBOFuuNVQbdWqVVi7di0++ugjwTZff/01MjIy8PrrrztQMoLQFrUKoboi7hjgLjd8RM5v+3Nkkp3SeCaWh06pJYQQRs7kgTvelwRBEM7EbZSqmzdvYsSIEViwYAECAvhnt44fP4533nkHv/zyC/Qyp/YLCgqQlZXF+SM8HynvP1dJ99s4qjR99BMtop0sSRkjOtRUtT9XGrvJPe1yZX6mTQ0A4tkAvQ1u8xh2KFWDfTnfXek6kUuki8ZAdq0jnZ0yI69IUZ9qnx4VKxwQBEE4BLd4mzMMg2HDhmHkyJFo0cI6SxRQqhwNGDAAH374IWJi5Ptiz5o1CyEhIea/6GjXGbwSxG8j2mDpqCQMauU68QVq1/2RnBF3wdG0XNekWlWDcHR6T3w3uLlgG1Kq+OEroOxuVFXoQuco2ieESbYxGpVNLKk9DeWCtz1BEIQoTn2bT5s2DTqdTvRv3759+Pzzz5GVlYVJkyYJ9jVp0iTUrVsXzzzzjCIZJk2ahMzMTPPflStX7P1ZBKEagb5eaF6jkmhCBEdjVNmKJ2VUDnBgIWS5P616qPwiu0G+XqJKmI+X65xbZ7Pp9c54//GGODfzIXgZ9Hjv0QbmdVoepdrVgjXpNytfmbXHUVBxcYIgCPVxqlI1evRonDhxQvSvQYMG2LhxI3bv3g1fX194eXmhVq3S9MgtWrTA0KFDAQAbN27EH3/8AS8vL3h5eaFr164AgLCwMEydOlVQBl9fX1SoUIHzR3g+UjEFcsbWLuIh6HBUn5GWGC67YmplNWXis1S90CkO61/tqNo+3IWaYYF4umWMuebRoNY1ylZqaLpoeN/NVm3Op+Vo0q+9VAxUli7dOdBkA0EQ7oWXdBPtCAsLQ1iYtBvC3LlzMWPGDPP369evo2fPnliyZAlat24NAFi6dCny8vLMbfbu3Yvhw4dj27ZtiI+PV194gtCIxhoN8CypHuqPaxl50g0tUNtSJTVW9vFy3NyP3Ox/SgudisFXe+yRRpGoVVUb64m7Yu8Rjwjxw43MfM6yCn5e+Kx/U6w8fN3O3gm1VSBy/yMIwt1wqlIlF8sYqaCgIABAfHw8oqKizJ/ZpKenAwDq1q2L0NBQ7YUk3AopvSDYT/rWkDsAV8qfo9pq0q8lcn4jH2pb6PQ6Hf7XLhY/7biobsdugq+XASlTuoNhgKbvrnO2OC6Lj52xZ98PaYGHP9/OWXZoag/odDosT7lmV9+E+pBORRCEu0ER0kS5REovqBrsvABzRyUusFU5Ujszol6nc5l02XKScLz/eEPV9xsa4IMQf/Xqmr3du65qfTmbWY81RFRFf8x8zL7jHlcl0GqZKdZNYU4GQgPqRpDrPUEQ7o1bWKosiY2NlRzYde7c2WXSYhPuRcvYis4WwaVRewDqQjk4MPHBOlhxSNwV7PFmrp+V7rkOcehcuwq6fbLV2aLYzYBWMRigQvZLdpbJYW1jOdkF/bzLz/ziPy+3d7YIvLSuWQknbpSVNKHivwRBuBvl501CEDKRq4trlTFMis/6N1GlH1vdF7WIqbJl/DSwdQy+HtRMVVkiQ/0llSatiqKq3W3FAOFkBC90ilN3Z26An7cBjzWtjp71q2HqI/XQoHpZ7OLrPWo7UTLH8WTzKM7vFkPpfW7v9Ws5CUoqFUEQ7oZbWqoIwhWoWsEPG17rhGBfx95GfZtUx9jFKbLa9qxfDWuO3eRdd/rmPZv2r7YB2NfbIHsAVSnQB483q44m0RXRu1GEuoLcZ/QDtbD0wFXB9e4ygS42059QTpNgfPJ0E97lVSv4YWhSDaRm5QveL55AFYuCymI429HDXe4zgiAIE2SpIsolYq6hSl7m8VWCXLbAJwAMZKekVgm13Wo7JlSR3VavA97qXU8zhQooTet9esaDaBIdyrteK7ckcndyLtP7NsC3g/mLy3sKSqysfg6uZWX5VHGVOEuCIAi5kFJFlEvE1AJnz9AqZUCraIx5oBbvOrVd9QD161QZ9DqXm5X28dIrTpv+YINwjaRRH4o3LZ8ouaTbxlfWThAe6JIkCMLdIaWKIBzI6z0SeZfHhZVmJmsVW0lxn3qdDq/2qM1f30qDgYoWiporojSBxkdPNtZGEIJQCSXWUL2DMsi0qFGaGOjJFlFIrBZkXu5qEy0EQRBSkFJFlE9YekGnRPnuZ/YyoiN/goBfn2uNcd0S8KUNiRdMP6UFj0KmVAEK9JF2+dEi/bQarm+RPEV0f322NXZOfMCm/pTKFOjg2DolNKweghn9Gpi/lw+12DmwL5t2tRxr7ZFCqyQr9rD4+TZIfqsrGkWF4ufhrQAAsZUDUI9SrBME4WaQUkWUe34a1hIHJnc3f9dywCkUJxAZ6o9x3RIVBZKbMOlNr/FYwZToVANaxaCDjPgmVzVU/fJsa/RuyI21ap8QhshQf5v6Y0/Ud67tOMUbUOcYh/h7w9/bAF8vPf56sS2eacOKr3PRc+gJhLNiLGMqWdfG0prKgcJZH12pfIEJL4PeXBcwIsQfF2f3xuY3ujjMUkYQBKEWpFQR5R69XodKIgMRVfel0jjhm2eaWy0L8PGyykSoZOz8Qsc4WS43WsTjqHFYalUNssnSJwRbAZ7/v1aYO6ApFj7XWrX+tcag1+HglO44NLUHvBxUUJrgXsvOMAx5GYR3SooKQRCEdriuvwpBaIiYWqDlsEOtDG8961djfSv7NSEB3sguKDZ/9xYZYNWNqGAutrn2lY6IDQuUNQjUIqZKbu0cJbSvFWbX9noLPaRP40i7+nMGjs7gRjg/i6NBZP8u6P1HEAThMdD0JVEuEbO2aOkZxZ4onvJwPRj0OrzTt77ifoQGbnXCufWHvEUsFFVZroaJ9wsZy0ljrIX7nxbudTGVA+za3pkpnatVUO4GqgRbCz8Trk+ASGyfK8ZUEQRBeApkqSLKJY2jQ3Hxdq7D98tWhpLiK+PUu700dc0SU6r4qBxU5gZZo3IALvEcIy2G41Kz+w2qV8DRa1no07i6/D7tlsnODmzg75fa4V5+sUvXPiPE8fVy3lzlu33r45/DN3BWYL2YFcteXDXWkiAIwlGQUkWUS97p0wDVQ/3xaFPrQbrWVgITPl56VRQqscFMnYhgwXV8m73aPRFX7+bhsWbVkRRXGc1nrLdqo6b73yvd+FPMW/Lrs62x4+xtdK1bVXbflYPsO4/OcOMSKjisNjQA1o6oSgFoVysMwX5eyM4vlt5ARQYnxeLfIzcE12t5SdMlRRBEeYeUKqJcEhLgjfG96nCW/Ty8FRbuvoRpfZS74ynhte6JuJ1TiPgqQdKNZSA2QK7g562or9AAH/w4rKXN+1OKr3epUik11gsN8EHvRhESrUr5fEBT/HfkBl4QSF8vF0+O6acBsHaM7BiHtvfj+d7664jd/QX7enHiJKUQuz/J/Y8gCEI7SKkiiPt0SqzikJpVL3dNULU/dnyMEoVHTha/6X3qY+qKY4q3U4qaY71HGkfiERWSStDwk7CFtqwEKfbeKdGV/DGqUy28qYJyBpRmhFSCr5ceBcVGVfZNEATh6VCiCoIgBLF0t0t+q6ui4r9t48WLn7qyG5onzuq3qFERANC9XjWJluWX319IUq0voev7u8HWJRGEZCk2KlNq2Jetnzf3Fd86zrpAuNy+CIIgCHFIqSIIQjZVg/0UxVTJddlzZqY9IUL8lblOugO/v5CEE+/0Qpid8WaeTKuayhQPcfjvlR71w2VtHRHij+IS22cedk/qav78eo9E1AmvoGh7JfelK0+QEARBOAJy/yMIN8fRgxkl+5OyagX6um4dpYkP1cHlO7kY1CbG2aKohl6vg7+P6x5zT0ONe5NtqWpVsxKSL9wRbc9WhEIDfDC2awIOXc3AyE7x9gtDEARBCEJKFUG4ObaO22wd8CmpcdSZFaP235gOeGjuNgClRYnbxofhqRbRAFzTzahqsB/+HNXW2WIQTsTf24C8ohLZ7Z++fz2bUCNTZjFrZqKKDRbGV7rLy7BJEARB2Ae5/xGEm+J1P+i8o0ByjXWvdAQANI0J5V1vawFYg17eY+PUjF4IYFlF2Knqh7WNxc/DW8HPm6wmhOvCrtsmh2IL0yyfTlU5UFmf7Ayejk4aoSSvBRWUJgiivENKFUG4KTsmPoCfhrXEI6y4JfawJqFaaY2q+f9rpep+x/esjeqh/pLtfL0MnFpPShJcEIQ7UteiLlzdCOsYJr3CDHxPtohC74YR+OCJRhAra/fT/0pLIZjiGKMrSd+jUiip1fZ4syi790cQBOHOkFJFEG5KtQp+6FKnquTAJ8TfmzcLn62eSdGVArBj4gOy2rJjpoL9yryNLQebruj+J4eEqurUGiNcE4YB3u0rr25d05hQDEmK5SwbnFTDqp2cS/2hhuFY+FxrAKWTE18OaoanWkTjrYfqIbZygFUyjYOTu6NL7dJMnQNbxeCX4a2wcnR7WXKL0TExTLoRgAOTuyOxmnChcYIgiPIAxVQRRDlFywQX9e4rTb5eBmx4rRMYBvDzNuCfl9tj/6W76NekunY7dyDd61XDu/0aoGH1EGeLQmjE4KRYnL55Dwt2XxJt90LHOPh4cecpvQ16rBzdHo98sd28TM4EwleD+FOux1QOwOY3umB5yjVOwoqKLJdCvV4n6BKslPf6NcR/R1Il21VS6NJIEAThiZBSRRCE6vyvXaz5c3yVMmtOg+ohaMCjgLhiSnU56HQ6DG5jbY0gPAt70us3jHJfhbuCB5YVIAiC0Apy/yMID4IRMD+5q3sdQbgCaiZhME0gJL/VlXf9HyPVKz5MEARBOA5SqgiinCJnoMjW0drEyS+KqnQISkofUV4wXetVg/2we1JXvPdoA/O6N3rWRstYNYsP2wfdlgRBEPIhpYogygGW7nUxlQIUZ+P7YWhL+Y0V9k2DN8LdsSVGMTzED4NaK3cfVZKVzx5osoMgCEI+pFQRRDnju8HN8fdL7RRvR+MrghBGrk6lxn0k5OarNo5S3giCIDwBUqoIopzRo354abYupdYkDcdXVMKKcEVMykv7Wupk0wPEFRVb7rExD9SyQxqCIAhCLdxOqSooKECTJk2g0+mQkpJitX7+/Plo1KgR/Pz8EB4ejtGjRzteSIJwEi93TQAAPN0imrOcb7CmNPheSYY+pX176XWofD8t8wdPNEJURfsLlxKEWiTFV8bSUa6ZQOLVHrWdLQJBEAQBN0ypPn78eERGRuLQoUNW6z755BN8/PHH+PDDD9G6dWvk5+fj/PnzTpCSIJxDs5iKODq9JwJ9DJJt7fUg6l6vGtYdv6lK3zqdDrsmdYWRYeDnbUBWXhFm/HsCnVSqt0MQ9tK8hngCCbFr/ochLfDcL/tUloggCIJwJdxKqVq1ahXWrl2LpUuXYtWqVZx1d+/exdtvv42VK1eia9eyVLX169d3tJgE4VSCfOXd1va63H03uDleWLAfawUUK6WwC6cOb1cTrWpWQu3wYFX6JghbUHKPVA4SLoDbrV41WX24a702giAIwo3c/27evIkRI0ZgwYIFCAgIsFq/bt06GI1GXLt2DXXr1kVUVBSeeuopXLlyRbTfgoICZGVlcf4Iojxgb7C7TqfjKEKcvu3qGdDrdWgUFQpfL2mLG0E4m1Y1K6F1TXmp0Cn3A0EQhGfiFkoVwzAYNmwYRo4ciRYtWvC2OX/+PIxGI2bOnIk5c+bgzz//xJ07d9C9e3cUFhYK9j1r1iyEhISY/6KjowXbEoQnoUZyCEowQXgiTzaPAgCM65Ygq/3YrgmyM+WJNZOrcOkdqJn5eZcNEyY9WMdh+yUIgnA3nKpUTZs2DTqdTvRv3759+Pzzz5GVlYVJkyYJ9mU0GlFUVIS5c+eiZ8+eaNOmDRYtWoQzZ85g06ZNgttNmjQJmZmZ5j8pyxZBeApaZmV2UMZngtCE9x9vhG3ju+DpljGy2itRccRc/OT2071eNSRUDUL/ltpPAv7Iqk83vH1NzfdHEAThrjg1pmr06NHo37+/aJvY2FjMmDEDu3fvhq+vL2ddixYtMGjQIPz888+IiIgAANSrV8+8vkqVKggLC8Ply5cF+/f19bXqlyA8jYcbRWDbmXT1s+qR8kR4IHq9DtGVrN3MhWgYFaLKflvJdCH08zZg7SsdHVJHqmoFP/Nn8lwkCIIQxqlKVVhYGMLCwiTbzZ07FzNmzDB/v379Onr27IklS5agdevWAIB27UqLmZ46dQpRUaWuG3fu3EF6ejpq1FBesZ4gPIknm0cjulIA6keUDf7Ucf/j70VpSnWCcFeOTOuBYD9v2e359KA9b3bF1bu5aBpTUUE/jlJxyu5lR7odEgRBuBtukf0vJobrghEUFAQAiI+PNytQiYmJ6Nu3L8aOHYvvvvsOFSpUwKRJk1CnTh106dLF4TIThCuh1+vQNp47gWFvogoxwoLI+kuUD5QoVACQUNU6o2W1Cn6oxrIIuRIBPmXDBNKpCIIghHGLRBVy+eWXX9C6dWv07t0bnTp1gre3N1avXg1vb2UvPYIgrJEzoPpyYDOM6FAT3evKSyFNEOWFlaPbY0CrGMx+vKGzRVFEZKg/xveqjXf71odOp8M3zzR3tkgEQRAuiVtYqiyJjY3lnWWvUKEC5s2bh3nz5jlBKoJwL+QYqiJD/ZFYLQj+3gb48qRPt+yjd6MI9G4UoZKEBOE5NIwKwawo91KoTLzYuZb5c68G4Tg940HcyMzDg59tw+Akcq8nCIIA3FSpIgjCfuTEPRn0Oqwe2xE6HX8MR2K1YKw6mqqFeAThcvw4rAUOX83Egl2XcDtHuFSHp+PjpUeNyoE4Mq0nDHryCSQIggA8zP2PIAj5yA2p0ut1gkHxozrHqygRQbg2D9SphnHdEjHxfr2mwW3Kt5WGFCqCIIgyyFJFEOWU6IoBOHY9y64+/LwNODa9J8b/eZjc/ohyw5MtotExsQqqBlNCFoIgCKIUUqoIopzyTr/68PbSY1BreQVOhQj09cKXg5qpJBVBuAeumq2PIAiCcA6kVBFEOaVqsB8+H9DU2WIQBEEQBEG4PRRTRRAEQRAEQRAEYQekVBEEQRAEQRAEQdgBKVUEQRAEQRAEQRB2QEoVQRAEQRAEQRCEHZBSRRAEQRAEQRAEYQekVBEEQRAEQRAEQdgBKVUEQRAEQRAEQRB2QEoVQRAEQRAEQRCEHZBSRRAEQRAEQRAEYQekVBEEQRAEQRAEQdgBKVUEQRAEQRAEQRB24OVsAVwNhmEAAFlZWU6WhCAIgiAIgiAIZ2LSCUw6ghCkVFmQnZ0NAIiOjnayJARBEARBEARBuALZ2dkICQkRXK9jpNSucobRaMT169cRHBwMnU7nVFmysrIQHR2NK1euoEKFCk6VhbAPOpeeA51Lz4HOpWdB59NzoHPpOXjCuWQYBtnZ2YiMjIReLxw5RZYqC/R6PaKiopwtBocKFSq47YVIcKFz6TnQufQc6Fx6FnQ+PQc6l56Du59LMQuVCUpUQRAEQRAEQRAEYQekVBEEQRAEQRAEQdgBKVUujK+vL6ZOnQpfX19ni0LYCZ1Lz4HOpedA59KzoPPpOdC59BzK07mkRBUEQRAEQRAEQRB2QJYqgiAIgiAIgiAIOyCliiAIgiAIgiAIwg5IqSIIgiAIgiAIgrADUqoIgiAIgiAIgiDsgJQqF+Wrr75CzZo14efnh+bNm2Pbtm3OFomQYNasWWjZsiWCg4NRtWpV9OvXD6dOneK0YRgG06ZNQ2RkJPz9/dG5c2ccO3bMSRITcpk1axZ0Oh3GjRtnXkbn0r24du0annnmGVSuXBkBAQFo0qQJ9u/fb15P59M9KC4uxttvv42aNWvC398fcXFxeOedd2A0Gs1t6Fy6Jlu3bsUjjzyCyMhI6HQ6/P3335z1cs5bQUEBXn75ZYSFhSEwMBB9+vTB1atXHfgrCBNi57OoqAgTJkxAw4YNERgYiMjISAwZMgTXr1/n9OFp55OUKhdkyZIlGDduHN566y0cPHgQHTp0wIMPPojLly87WzRChC1btuCll17C7t27sW7dOhQXF6NHjx7Iyckxt/nggw/wySef4IsvvsDevXsRHh6O7t27Izs724mSE2Ls3bsX3333HRo1asRZTufSfbh79y7atWsHb29vrFq1CsePH8fHH3+M0NBQcxs6n+7B+++/j2+++QZffPEFTpw4gQ8++AAffvghPv/8c3MbOpeuSU5ODho3bowvvviCd72c8zZu3Dj89ddfWLx4MbZv34579+7h4YcfRklJiaN+BnEfsfOZm5uLAwcOYPLkyThw4ACWLVuG06dPo0+fPpx2Hnc+GcLlaNWqFTNy5EjOsjp16jATJ050kkSELdy6dYsBwGzZsoVhGIYxGo1MeHg4M3v2bHOb/Px8JiQkhPnmm2+cJSYhQnZ2NpOQkMCsW7eO6dSpEzN27FiGYehcuhsTJkxg2rdvL7iezqf70Lt3b2b48OGcZY899hjzzDPPMAxD59JdAMD89ddf5u9yzltGRgbj7e3NLF682Nzm2rVrjF6vZ1avXu0w2QlrLM8nH8nJyQwA5tKlSwzDeOb5JEuVi1FYWIj9+/ejR48enOU9evTAzp07nSQVYQuZmZkAgEqVKgEALly4gNTUVM659fX1RadOnejcuigvvfQSevfujW7dunGW07l0L1asWIEWLVrgySefRNWqVdG0aVN8//335vV0Pt2H9u3bY8OGDTh9+jQA4NChQ9i+fTseeughAHQu3RU5523//v0oKiritImMjESDBg3o3LoBmZmZ0Ol0Zg8BTzyfXs4WgOCSnp6OkpISVKtWjbO8WrVqSE1NdZJUhFIYhsGrr76K9u3bo0GDBgBgPn985/bSpUsOl5EQZ/HixThw4AD27t1rtY7OpXtx/vx5fP3113j11Vfx5ptvIjk5GWPGjIGvry+GDBlC59ONmDBhAjIzM1GnTh0YDAaUlJTgvffew4ABAwDQvemuyDlvqamp8PHxQcWKFa3a0PjItcnPz8fEiRMxcOBAVKhQAYBnnk9SqlwUnU7H+c4wjNUywnUZPXo0Dh8+jO3bt1uto3Pr+ly5cgVjx47F2rVr4efnJ9iOzqV7YDQa0aJFC8ycORMA0LRpUxw7dgxff/01hgwZYm5H59P1WbJkCX799Vf89ttvqF+/PlJSUjBu3DhERkZi6NCh5nZ0Lt0TW84bnVvXpqioCP3794fRaMRXX30l2d6dzye5/7kYYWFhMBgMVlr6rVu3rGZwCNfk5ZdfxooVK7Bp0yZERUWZl4eHhwMAnVs3YP/+/bh16xaaN28OLy8veHl5YcuWLZg7dy68vLzM54vOpXsQERGBevXqcZbVrVvXnPyH7k334Y033sDEiRPRv39/NGzYEIMHD8Yrr7yCWbNmAaBz6a7IOW/h4eEoLCzE3bt3BdsQrkVRURGeeuopXLhwAevWrTNbqQDPPJ+kVLkYPj4+aN68OdatW8dZvm7dOrRt29ZJUhFyYBgGo0ePxrJly7Bx40bUrFmTs75mzZoIDw/nnNvCwkJs2bKFzq2L0bVrVxw5cgQpKSnmvxYtWmDQoEFISUlBXFwcnUs3ol27dlblDU6fPo0aNWoAoHvTncjNzYVezx26GAwGc0p1OpfuiZzz1rx5c3h7e3Pa3LhxA0ePHqVz64KYFKozZ85g/fr1qFy5Mme9R55PZ2XIIIRZvHgx4+3tzcybN485fvw4M27cOCYwMJC5ePGis0UjRBg1ahQTEhLCbN68mblx44b5Lzc319xm9uzZTEhICLNs2TLmyJEjzIABA5iIiAgmKyvLiZITcmBn/2MYOpfuRHJyMuPl5cW89957zJkzZ5iFCxcyAQEBzK+//mpuQ+fTPRg6dChTvXp15p9//mEuXLjALFu2jAkLC2PGjx9vbkPn0jXJzs5mDh48yBw8eJABwHzyySfMwYMHzdng5Jy3kSNHMlFRUcz69euZAwcOMA888ADTuHFjpri42Fk/q9widj6LioqYPn36MFFRUUxKSgpnTFRQUGDuw9POJylVLsqXX37J1KhRg/Hx8WGaNWtmTstNuC4AeP9++ukncxuj0chMnTqVCQ8PZ3x9fZmOHTsyR44ccZ7QhGwslSo6l+7FypUrmQYNGjC+vr5MnTp1mO+++46zns6ne5CVlcWMHTuWiYmJYfz8/Ji4uDjmrbfe4gzU6Fy6Jps2beJ9Rw4dOpRhGHnnLS8vjxk9ejRTqVIlxt/fn3n44YeZy5cvO+HXEGLn88KFC4Jjok2bNpn78LTzqWMYhnGcXYwgCIIgCIIgCMKzoJgqgiAIgiAIgiAIOyCliiAIgiAIgiAIwg5IqSIIgiAIgiAIgrADUqoIgiAIgiAIgiDsgJQqgiAIgiAIgiAIOyCliiAIgiAIgiAIwg5IqSIIgiAIgiAIgrADUqoIgiAIj2XatGnQ6XTQ6XSYM2eOeblOp8Pff/+t+f7V2M/mzZuh0+mQkZEhuh+dTofQ0FC79kUQBEHYBilVBEEQhEPYuXMnDAYDevXq5dD91q9fHzdu3MDzzz/v0P3K4eLFi3j22WdRs2ZN+Pv7Iz4+HlOnTkVhYaGifm7cuMFRGgmCIAjH4uVsAQiCIIjywY8//oiXX34ZP/zwAy5fvoyYmBiH7NfLywvh4eGa7qOoqAje3t6Ktzt58iSMRiO+/fZb1KpVC0ePHsWI/7d3ryFNt28cwL8+jXJsFRUdLFvMWpMCIdHQDqZmzjCkdJXFlpWTdRAPUEiEYIUUbRUopARrU1t4YnSwFxpGoauwAzOxURpK4SKKSZQVsvT/Ihr/NceT7ln18Hw/8Htx7z5deyWX973rl5ODoaEh6PX6n15n3rx5mD59+rj3JyKifwZPqoiIKOCGhoZQX1+P/fv3Y9OmTTCZTF5jrl27BplMBqFQiISEBFRVVXlde7t79y7i4uIgFAqxcOFC5OXlYWhoyO/4jh8/jrlz58JqtWLatGlobGz06L9+/TpEIhE+fPiA/v5+BAUFob6+HvHx8QgODsalS5d8rv369Wts3LgRQqEQUqkUDQ0N7r6UlBQYjUYkJycjLCwMaWlpOHToECwWi8/1Pn/+jNTUVMTExMDpdPr93YmIyH9MqoiIKODq6uogl8shl8uhUqlgNBoxOjrq7u/v74dSqcTmzZths9mg1Wpx9OhRjzW6urqgUCiQnp6OJ0+eoK6uDu3t7cjNzZ1wXKOjo8jPz4fBYEB7eztWr16NzMxMGI1Gj3FGoxFKpRJTp051f1ZUVIS8vDzY7XYoFAqfexQXFyMjIwOdnZ1QqVTYsWMH7Ha7z/Hv37/HzJkzffYlJydjeHgYra2tPscREdGvxaSKiIgCzmAwQKVSAfh2OvPx40e0tra6+ysrKyGXy6HT6SCXy5GZmYndu3d7rKHT6bBz504UFBRAJpNh1apVKCsrQ3V1Nb58+TLumFwuF3bt2oWWlhZYrVbIZDIAgEajQXNzMxwOBwDg3bt3aGpqwt69ez3mFxQUID09HVKpFPPnz/e5z9atW6HRaLB06VKcOHECUVFRKC8vH3PsixcvUF5ejn379nn1vXnzBuvWrcOcOXNw48YNiESicX9nIiIKDCZVREQUUM+ePUNHRwcyMzMBfPuN0/bt23Hx4kWPMdHR0R7zVq5c6dF+9OgRTCYTxGKx+1EoFBgZGUFfX9+44yosLMS9e/fQ1taG0NBQj32XL1+O6upqAEBNTQ0kEgni4uI85kdFRf3UPrGxsV7tsU6qHA4HUlJS3EnYj5KSkhAWFob6+npMnjz5p/YmIqJfg0kVEREFlMFggMvlwoIFCyAQCCAQCFBRUQGLxYLBwUEA367hBQUFecz7/+uBADAyMgKtVgubzeZ+Ojs70dPTg8WLF487rg0bNmBgYADNzc1efRqNxn0F0Gg0Ys+ePV7x+XNS9ONaDocDCQkJiI2NxYULF8ack5qaira2Njx9+nTC+xIRUWAwqSIiooBxuVyorq7GmTNnvJKhRYsWwWw2AwDCw8Px4MEDj7kPHz70aEdGRqK7uxtLlizxeiZycpOWlobLly9Do9GgtrbWo0+lUuHly5coKytDd3c3srKyxr3+d/fv3/dqh4eHu9sDAwOIj49HZGQkjEYj/vpr7D/Np06dQlZWFtavX8/EiojoD8OS6kREFDBNTU0YHBxEdna2V8lvpVIJg8GA3NxcaLVanD17FkVFRcjOzobNZnNXCPx+qlNUVISYmBgcPHgQOTk5EIlEsNvtuHnzps/fKP2dLVu2oKamBmq1GgKBAEqlEgAwY8YMpKen4/Dhw0hOTva4HjheDQ0NiIqKwpo1a2A2m9HR0QGDwQDg2wlVfHw8JBIJ9Ho93r596543Vhl4vV6Pr1+/IjExEbdv3/ZIzoiI6PfhSRUREQWMwWBAUlLSmO9QysjIgM1mw+PHjyGVStHY2AiLxYKIiAhUVFS4q/9NmTIFABAREYE7d+6gp6cHa9euxYoVK1BcXIyQkBC/YlQqlaiqqoJarfYoZZ6dnY3h4WGvAhXjdezYMdTW1iIiIgJVVVUwm81YtmwZAKClpQW9vb24desWQkNDERIS4n58OXfuHLZt24bExEQ8f/7cr9iIiOifETT646V1IiKiP0BpaSkqKyvx6tWrCa9RUlKCK1euwGazjXuu2WxGfn4+HA7Hv6IwhMlkQkFBgcd7vYiI6Nfg9T8iIvojnD9/HtHR0Zg1axasVit0Op1f76D6rqurC2KxGKdPn8aBAwf+dvynT5/Q19eHkydPQqvV/isSKrFYDJfLheDg4N8dChHRfxJPqoiI6I9QWFiIuro6OJ1OSCQSqNVqHDlyBALBxP//53Q64XQ6AQCzZ88e8xrij0pKSlBaWoq4uDhcvXoVYrF4wvv/Kr29vQCASZMmQSqV/uZoiIj+e5hUERERERER+YGFKoiIiIiIiPzApIqIiIiIiMgPTKqIiIiIiIj8wKSKiIiIiIjID0yqiIiIiIiI/MCkioiIiIiIyA9MqoiIiIiIiPzApIqIiIiIiMgPTKqIiIiIiIj88D8OYA69uWj2pAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot NGRIP series\n", "ngrip.plot() " ] }, { "cell_type": "markdown", "id": "c1ba01b2", "metadata": {}, "source": [ "# Main LERM Analysis\n", "\n", "This section demonstrates the complete LERM workflow for detecting climate transitions in the NGRIP dataset. We use **block_size=2** for smoothing Fisher Information throughout this analysis.\n", "\n", "**Workflow Steps:**\n", "1. Time Delay Embedding - Transform 1D time series into multi-dimensional phase space\n", "2. Recurrence Network Construction - Build network representation of climate dynamics\n", "3. Fisher Information Computation - Extract dynamical information via Laplacian Eigenmaps\n", "4. Smoothing - Apply block averaging to reduce noise (block_size=2)\n", "5. Visualization - Display smoothed Fisher Information\n", "6. Transition Detection - Apply LERM method to identify climate transitions\n", "7. Results Visualization - Show detected transitions on both Fisher Information and NGRIP data\n", "8. Alternative Method - Apply KS test for comparison" ] }, { "cell_type": "markdown", "id": "6dac5454", "metadata": {}, "source": [ "## Step 1: Time Delay Embedding\n", "\n", "#### Phase Space Reconstruction\n", "To apply the LERM method, we first transform the 1-dimensional time series into a **multi-dimensional phase space**.\n", "\n", "**Key Parameters:**\n", "- **`m` (embedding dimension)**: The number of dimensions in the reconstructed phase space\n", "- **`tau` (time delay)**: The lag between successive coordinates in the embedded space\n", " - Automatically computed to optimize reconstruction\n", " - Represents the decorrelation timescale of the system" ] }, { "cell_type": "code", "execution_count": 42, "id": "ba1fef2d-ffc1-4402-ade5-771cc34b125b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#series to time embedded series\n", "m = 12\n", "NGRIP_td = amt.TimeEmbeddedSeries(ngrip , m)\n", "NGRIP_td.tau" ] }, { "cell_type": "markdown", "id": "e4a69c5f", "metadata": {}, "source": [ "## Step 2: Recurrence Network Construction\n", "#### Finding the Optimal Epsilon Parameter\n", "Before constructing the recurrence network, we need to determine the optimal **epsilon (ε)** value, which defines the neighborhood radius for connecting points in the phase space. The algorithm iteratively adjusts epsilon until the recurrence network \n", " achieves the target density.\n", "\n", "**Method:** Adaptive epsilon search to achieve target network density\n", "\n", "**Parameters:**\n", "- **`eps`**: Initial epsilon value to start the search (1.0)\n", "- **`target_density`**: Desired density of the recurrence network (0.05 = 5\\%)\n", "- **`tolerance`**: Acceptable deviation from target density (0.01 = 1\\%, meaning it Stops search when density is within [4\\%, 6\\%])\n", "- **`amp`**: Amplitude scaling factor for the search (30, Controls the step size during epsilon optimization)\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "bb17caef-6724-4109-9a08-b05d54a690b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial density is 0.0003\n", "Initial density is not within the tolerance window, searching...\n", "Epsilon: 2.4915, Density: 0.0126\n", "Epsilon: 3.6123, Density: 0.0335\n", "Epsilon: 4.1062, Density: 0.0464\n", "Epsilon: 4.1062, Density: 0.0464.\n" ] } ], "source": [ "NGRIP_epsilon = NGRIP_td.find_epsilon(eps=1,target_density=.05,tolerance=.01,amp=30)" ] }, { "cell_type": "markdown", "id": "612ceb93", "metadata": {}, "source": [ "### Recurrence Matrices Visualization\n", "#### Extracting and Visualizing the Recurrence Network\n", "\n", "**What is a Recurrence Matrices?**\n", "- A binary Matrices where entry (i,j) = 1 if points i and j are \"close\" in phase space (within epsilon distance)\n", "\n", "**Interpretation**\n", "- **Dense black regions**: Stable climate states with high recurrence\n", " (stadials or interstadials)\n", "- **White/sparse regions**: Transitional periods, rapid changes, or unique states **Tipping points occur here**\n", "- **Black diagonal lines**: Similar evolution patterns at different times\n", "- **Black vertical/horizontal lines**: Frequently recurring climate states" ] }, { "cell_type": "code", "execution_count": 44, "id": "186df876-e473-4f35-bc1e-ad3e4b43294a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NGRIP_rm = NGRIP_epsilon['Output']\n", "# plot the recurrence Matrices\n", "NGRIP_rm.plot(title = 'Recurrence Matrices')" ] }, { "cell_type": "markdown", "id": "c7a549e6", "metadata": {}, "source": [ "## Step 3: Fisher Information Computation\n", "#### Extracting Dynamical Information from the Recurrence Network\n", "The **Laplacian Eigenmaps** method computes **Fisher Information** from\n", "the recurrence network using a sliding window approach. Fisher Information quantifies how much information the system's trajectory carries about its underlying dynamics and serves as an early warning signal for tipping points.\n", "\n", "**Parameters:**\n", "- **`w_size`**: Window size (20 time steps)\n", " - Size of the sliding window for local Fisher Information computation\n", "- **`w_incre`**: Window increment (4 time steps)\n", " - Step size for moving the window along the time series\n", "\n", "**Fisher Information Interpretation:**\n", " - **High Fisher Information**: System is near a critical transition\n", " - **Low Fisher Information**: System is stable" ] }, { "cell_type": "code", "execution_count": 45, "id": "21f31b6c-4f89-440a-8d83-eb50f7d7000d", "metadata": {}, "outputs": [], "source": [ "NGRIP_lp = NGRIP_rm.laplacian_eigenmaps(w_size=20,w_incre=4)" ] }, { "cell_type": "markdown", "id": "3902724d", "metadata": {}, "source": [ "## Step 4: Smoothing the Fisher Information Series\n", "\n", "The raw Fisher Information signal can contain high-frequency noise that may lead to false positive transition detections. We apply **block averaging** to smooth the series while preserving the timing and magnitude of genuine transitions.\n", "\n", "**Method:** Block averaging with sliding window\n", "\n", "**Parameters:**\n", "- **`block_size`**: Size of the averaging window (2 time steps)" ] }, { "cell_type": "code", "execution_count": 46, "id": "9bc5c0ed", "metadata": {}, "outputs": [], "source": [ "NGRIP_lp_smooth = amt.utils.fisher.smooth_series(series=NGRIP_lp, block_size=2)" ] }, { "cell_type": "markdown", "id": "48812cc0", "metadata": {}, "source": [ "## Step 5: Visualizing Smoothed Fisher Information\n", "\n", "This visualization displays the **smoothed Fisher Information**.\n", "\n", "**Plot elements:**\n", "- **Blue line**: Smoothed Fisher Information signal\n", "- **X-axis**: Time in kyr b2k\n", "- **Y-axis**: Fisher Information values" ] }, { "cell_type": "code", "execution_count": 47, "id": "c44174b6-9e90-4f4c-a69a-a51aec4907c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,6))\n", "NGRIP_lp_smooth.plot(ax=ax, color='blue',linewidth=1.5, label = 'Smoothed Fisher Information')\n", "\n", "ax.set_xlabel('Time',fontsize=12)\n", "ax.set_ylabel('Fisher Information',fontsize=12)\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "9c381f2a", "metadata": {}, "source": [ "## Step 6: Detecting Climate Transitions with LERM\n", "\n", "The `lerm_transitions()` method performs **deterministic transition detection** on the Fisher Information series. This is a key distinction:\n", "\n", "- **What's being analyzed**: The smoothed Fisher Information (`NGRIP_lp_smooth`)\n", "- **Why**: Fisher Information is sensitive to dynamical changes and serves as an indicator of system transitions\n", "- **Output**: Specific times where the system crosses critical thresholds\n", "\n", "The LERM method identifies transitions by:\n", "1. Computing **adaptive thresholds** from the Fisher Information distribution\n", "- Upper threshold (95th percentile): Marks significant upward changes\n", "- Lower threshold (5th percentile): Marks significant downward changes\n", "2. Detecting **crossings** where Fisher Information exceeds these bounds\n", "3. Classifying each transition as:\n", "- **Upward (+1)**: System moving toward instability or rapid change\n", "- **Downward (-1)**: System returning to stability" ] }, { "cell_type": "code", "execution_count": 48, "id": "9a4c83bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deterministic Transition Detection Results - NGRIP Ice Core Data\n", "================================================================\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "| Method | Total Transitions | Upward Jumps | Downward Jumps | Series Label |\n", "+==========+=====================+================+==================+=====================+\n", "| LERM | 24 | 12 | 12 | NGRIP Ice Core Data |\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "\n", "Transition Details:\n", " 1. Time: 9.43 kyr b2k, Direction: Upward\n", " 2. Time: 10.43 kyr b2k, Direction: Downward\n", " 3. Time: 12.43 kyr b2k, Direction: Upward\n", " 4. Time: 13.43 kyr b2k, Direction: Downward\n", " 5. Time: 15.43 kyr b2k, Direction: Upward\n", " 6. Time: 26.43 kyr b2k, Direction: Downward\n", " 7. Time: 29.43 kyr b2k, Direction: Upward\n", " 8. Time: 31.43 kyr b2k, Direction: Downward\n", " 9. Time: 36.43 kyr b2k, Direction: Upward\n", " 10. Time: 37.43 kyr b2k, Direction: Downward\n", " 11. Time: 38.43 kyr b2k, Direction: Downward\n", " 12. Time: 43.43 kyr b2k, Direction: Upward\n", " 13. Time: 45.43 kyr b2k, Direction: Downward\n", " 14. Time: 47.43 kyr b2k, Direction: Upward\n", " 15. Time: 53.43 kyr b2k, Direction: Downward\n", " 16. Time: 56.43 kyr b2k, Direction: Upward\n", " 17. Time: 57.43 kyr b2k, Direction: Downward\n", " 18. Time: 60.43 kyr b2k, Direction: Upward\n", " 19. Time: 63.43 kyr b2k, Direction: Downward\n", " 20. Time: 64.43 kyr b2k, Direction: Upward\n", " 21. Time: 71.43 kyr b2k, Direction: Downward\n", " 22. Time: 74.43 kyr b2k, Direction: Upward\n", " 23. Time: 75.43 kyr b2k, Direction: Downward\n", " 24. Time: 77.43 kyr b2k, Direction: Upward\n", "\n", "Method Parameters:\n", " transition_interval: (1.1123137817166013, 0.7915562801803566)\n", " upper_bound: 1.1123137817166013\n", " lower_bound: 0.7915562801803566\n", " upper_percentile: 95\n", " lower_percentile: 5\n", " bootstrap_window: 50\n", " bootstrap_samples: 10000\n", "\n" ] } ], "source": [ "transitions = NGRIP_lp_smooth.lerm_transitions()\n", "print(transitions)" ] }, { "cell_type": "code", "execution_count": 49, "id": "f13ec55f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25\n", "73\n", "Detection Evaluation Metrics\n", "============================\n", "Metrics calculated within tolerance = 0.5\n", "\n", "Performance Scores:\n", "+-----------+---------+\n", "| Metric | Value |\n", "+===========+=========+\n", "| Precision | 0.3333 |\n", "+-----------+---------+\n", "| Recall | 0.16 |\n", "+-----------+---------+\n", "| F1 Score | 0.2162 |\n", "+-----------+---------+\n", "\n", "Detection Counts:\n", "+-----------------+---------+\n", "| Category | Count |\n", "+=================+=========+\n", "| True Positives | 4 |\n", "+-----------------+---------+\n", "| False Positives | 8 |\n", "+-----------------+---------+\n", "| False Negatives | 21 |\n", "+-----------------+---------+\n", "\n", "Summary:\n", " Detected: 12 | Ground Truth: 25\n", "\n" ] } ], "source": [ "# Define D/O event chronologies as numpy arrays for analysis\n", "do_events = pd.read_csv('../ammonyte/data/DO_events.csv', comment = '#')\n", "\n", "\n", "main_do_events = do_events['main_kyr_b2k'].dropna().values\n", "print(len(main_do_events)) # The length of main DO events \n", "\n", "all_do_events = do_events['all_kyr_b2k'].dropna().values\n", "print(len(all_do_events)) # The length of all DO events\n", "\n", "upward_mask = transitions.jump_values == 1\n", "detected_times = transitions.jump_times[upward_mask] \n", "detected_times = detected_times[~np.isnan(detected_times)]\n", "tolerance = 0.5\n", "\n", "results = amt.utils.evaluate_detection(detected_times, main_do_events, tolerance=0.5) \n", "print(results)" ] }, { "cell_type": "markdown", "id": "7d650928", "metadata": {}, "source": [ "## Step 7: Visualizing Detected Transitions\n", "\n", "This dual y-axis visualization combines the Fisher Information and original climate data on a single plot. Only upward transitions are shown, since DO events are defined as abrupt warming onsets.\n", "\n", "**Plot Elements:**\n", "\n", "- **Black line (left y-axis)**: Original NGRIP $\\delta^{18}O$ climate record (more negative = colder)\n", "- **Green line (right y-axis)**: Smoothed Fisher Information — high values indicate the system is undergoing rapid dynamical changes\n", "- **Red vertical lines**: Upward transitions\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "3623b331", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(figsize=(15,6)) \n", "ax1.plot(ngrip.time, ngrip.value, color='black', linewidth=0.8, label='NGRIP $\\delta^{18}\\mathrm{O}$') \n", " \n", "ax1.set_xlabel('Time (kyr b2k)', fontsize=12) \n", "ax1.set_ylabel('$\\delta^{18}\\mathrm{O}(\\u2030)$', fontsize=12, color='black') \n", " \n", "ax1.tick_params(axis='y', labelcolor='black') \n", " \n", "ax2 = ax1.twinx() \n", "ax2.plot(NGRIP_lp_smooth.time, NGRIP_lp_smooth.value, color='green', linewidth=1.2,label='Fisher Information') \n", "ax2.set_ylabel('Fisher Information', fontsize=12, color='green') \n", "ax2.tick_params(axis='y', labelcolor='green') \n", " \n", "first_up = True \n", "for t, direction in zip(transitions.jump_times, transitions.jump_values): \n", " if direction > 0: \n", " label = 'Upward Transition' if first_up else None \n", " ax1.axvline(x=t, color='red', alpha=0.7, linewidth=1.5, label=label) \n", " first_up = False \n", " \n", "# Legend \n", "lines1, labels1 = ax1.get_legend_handles_labels() \n", "lines2, labels2 = ax2.get_legend_handles_labels() \n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper right') \n", " \n", "ax1.set_title('LERM Transition Detection: NGRIP $\\delta^{18}\\mathrm{O}$ and Fisher Information', fontsize=14) \n", " \n", "ax1.grid(True, alpha=0.3) \n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e8a07381", "metadata": {}, "source": [ "## Step 8: Alternative Detection Method (Kolmogorov-Smirnov Test)\n", "\n", "The `kstest()` method applies the augmented **Kolmogorov-Smirnov (KS) test** to the smoothed Fisher Information series to detect statistically significant transitions. This is a complementary approach to the deterministic LERM method." ] }, { "cell_type": "code", "execution_count": 51, "id": "bd302b4c", "metadata": {}, "outputs": [], "source": [ "transitions_ks = NGRIP_lp_smooth.kstest(w_min=0.12, w_max=2.5, n_w=15,\n", " d_c=0.77, n_c=3, s_c=2, x_c=0.5)" ] }, { "cell_type": "markdown", "id": "52de0001", "metadata": {}, "source": [ "### KS Test Results\n", "\n", "The `print(transitions_ks)` command displays a **comprehensive summary** of all detected transitions from the KS test analysis.\n", "\n", "The output below shows all transitions detected by the KS test, including:\n", "- Statistical measures: D-statistics and p-values for each transition\n", "- Transition count: 52 total (compared to 31 from LERM method)\n", "- Direction classification: Upward vs. downward transitions" ] }, { "cell_type": "code", "execution_count": 52, "id": "b9dd6eee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deterministic Transition Detection Results - NGRIP Ice Core Data\n", "================================================================\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "| Method | Total Transitions | Upward Jumps | Downward Jumps | Series Label |\n", "+==========+=====================+================+==================+=====================+\n", "| KS test | 49 | 24 | 25 | NGRIP Ice Core Data |\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "\n", "Transition Details:\n", " 1. Time: 3.11 kyr b2k, Direction: Upward, d_statistics: 0.7177, p_values: < 1e-7\n", " 2. Time: 6.79 kyr b2k, Direction: Downward, d_statistics: 0.7742, p_values: < 1e-8\n", " 3. Time: 8.87 kyr b2k, Direction: Upward, d_statistics: 0.8125, p_values: < 1e-10\n", " 4. Time: 11.75 kyr b2k, Direction: Upward, d_statistics: 0.2258, p_values: 0.34\n", " 5. Time: 13.51 kyr b2k, Direction: Downward, d_statistics: 0.4567, p_values: < 1e-2\n", " 6. Time: 14.15 kyr b2k, Direction: Downward, d_statistics: 0.4355, p_values: < 1e-2\n", " 7. Time: 14.79 kyr b2k, Direction: Upward, d_statistics: 0.4960, p_values: < 1e-3\n", " 8. Time: 15.11 kyr b2k, Direction: Upward, d_statistics: 0.7500, p_values: < 1e-8\n", " 9. Time: 25.99 kyr b2k, Direction: Downward, d_statistics: 0.9688, p_values: < 1e-16\n", " 10. Time: 26.79 kyr b2k, Direction: Downward, d_statistics: 0.7097, p_values: < 1e-7\n", " 11. Time: 28.55 kyr b2k, Direction: Upward, d_statistics: 0.8427, p_values: < 1e-11\n", " 12. Time: 30.47 kyr b2k, Direction: Downward, d_statistics: 0.5625, p_values: < 1e-4\n", " 13. Time: 30.95 kyr b2k, Direction: Downward, d_statistics: 0.8125, p_values: < 1e-10\n", " 14. Time: 32.71 kyr b2k, Direction: Upward, d_statistics: 0.2500, p_values: 0.21\n", " 15. Time: 33.99 kyr b2k, Direction: Downward, d_statistics: 0.3548, p_values: 0.03\n", " 16. Time: 35.27 kyr b2k, Direction: Upward, d_statistics: 0.6532, p_values: < 1e-6\n", " 17. Time: 35.59 kyr b2k, Direction: Upward, d_statistics: 0.6210, p_values: < 1e-5\n", " 18. Time: 36.87 kyr b2k, Direction: Downward, d_statistics: 0.2500, p_values: 0.21\n", " 19. Time: 38.47 kyr b2k, Direction: Upward, d_statistics: 0.2500, p_values: 0.21\n", " 20. Time: 39.59 kyr b2k, Direction: Downward, d_statistics: 0.4355, p_values: < 1e-2\n", " 21. Time: 40.23 kyr b2k, Direction: Upward, d_statistics: 0.4355, p_values: < 1e-2\n", " 22. Time: 43.27 kyr b2k, Direction: Upward, d_statistics: 0.8387, p_values: < 1e-10\n", " 23. Time: 45.51 kyr b2k, Direction: Downward, d_statistics: 0.7802, p_values: < 1e-9\n", " 24. Time: 48.55 kyr b2k, Direction: Upward, d_statistics: 1.0000, p_values: < 1e-17\n", " 25. Time: 52.55 kyr b2k, Direction: Downward, d_statistics: 1.0000, p_values: < 1e-17\n", " 26. Time: 53.51 kyr b2k, Direction: Downward, d_statistics: 0.7117, p_values: < 1e-7\n", " 27. Time: 54.63 kyr b2k, Direction: Upward, d_statistics: 0.4375, p_values: < 1e-2\n", " 28. Time: 55.43 kyr b2k, Direction: Upward, d_statistics: 0.6472, p_values: < 1e-5\n", " 29. Time: 57.19 kyr b2k, Direction: Downward, d_statistics: 0.9032, p_values: < 1e-13\n", " 30. Time: 58.63 kyr b2k, Direction: Upward, d_statistics: 0.4355, p_values: < 1e-2\n", " 31. Time: 59.59 kyr b2k, Direction: Upward, d_statistics: 0.9375, p_values: < 1e-14\n", " 32. Time: 62.63 kyr b2k, Direction: Downward, d_statistics: 0.6794, p_values: < 1e-6\n", " 33. Time: 67.91 kyr b2k, Direction: Downward, d_statistics: 0.7742, p_values: < 1e-8\n", " 34. Time: 69.03 kyr b2k, Direction: Downward, d_statistics: 0.3901, p_values: 0.01\n", " 35. Time: 69.35 kyr b2k, Direction: Upward, d_statistics: 0.3569, p_values: 0.03\n", " 36. Time: 70.79 kyr b2k, Direction: Downward, d_statistics: 0.7782, p_values: < 1e-9\n", " 37. Time: 72.39 kyr b2k, Direction: Upward, d_statistics: 0.5605, p_values: < 1e-4\n", " 38. Time: 73.51 kyr b2k, Direction: Upward, d_statistics: 0.5827, p_values: < 1e-4\n", " 39. Time: 74.95 kyr b2k, Direction: Downward, d_statistics: 0.3427, p_values: 0.03\n", " 40. Time: 76.07 kyr b2k, Direction: Downward, d_statistics: 0.3024, p_values: 0.09\n", " 41. Time: 76.39 kyr b2k, Direction: Upward, d_statistics: 0.4980, p_values: < 1e-3\n", " 42. Time: 76.71 kyr b2k, Direction: Upward, d_statistics: 0.6875, p_values: < 1e-7\n", " 43. Time: 83.59 kyr b2k, Direction: Downward, d_statistics: 0.7127, p_values: < 1e-7\n", " 44. Time: 83.91 kyr b2k, Direction: Downward, d_statistics: 0.5544, p_values: < 1e-4\n", " 45. Time: 85.03 kyr b2k, Direction: Upward, d_statistics: 0.6250, p_values: < 1e-5\n", " 46. Time: 107.27 kyr b2k, Direction: Downward, d_statistics: 0.5292, p_values: < 1e-4\n", " 47. Time: 107.59 kyr b2k, Direction: Downward, d_statistics: 0.3397, p_values: 0.03\n", " 48. Time: 108.55 kyr b2k, Direction: Upward, d_statistics: 0.7500, p_values: < 1e-8\n", " 49. Time: 119.59 kyr b2k, Direction: Downward, d_statistics: 0.0000, p_values: 1.00\n", "\n", "Method Parameters:\n", " w_min: 0.12\n", " w_max: 2.5\n", " n_w: 15\n", " d_c: 0.77\n", " n_c: 3\n", " s_c: 2\n", " x_c: 0.5\n", "\n" ] } ], "source": [ "print(transitions_ks)" ] }, { "cell_type": "code", "execution_count": 53, "id": "2710870c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection Evaluation Metrics\n", "============================\n", "Metrics calculated within tolerance = 0.5\n", "\n", "Performance Scores:\n", "+-----------+---------+\n", "| Metric | Value |\n", "+===========+=========+\n", "| Precision | 0.2917 |\n", "+-----------+---------+\n", "| Recall | 0.28 |\n", "+-----------+---------+\n", "| F1 Score | 0.2857 |\n", "+-----------+---------+\n", "\n", "Detection Counts:\n", "+-----------------+---------+\n", "| Category | Count |\n", "+=================+=========+\n", "| True Positives | 7 |\n", "+-----------------+---------+\n", "| False Positives | 17 |\n", "+-----------------+---------+\n", "| False Negatives | 18 |\n", "+-----------------+---------+\n", "\n", "Summary:\n", " Detected: 24 | Ground Truth: 25\n", "\n" ] } ], "source": [ "# Filter to upward transitions only (DO events are abrupt warmings)\n", "upward_mask_ks = transitions_ks.jump_values == 1\n", "detected_upward_ks = transitions_ks.jump_times[upward_mask_ks]\n", "detected_upward_ks = detected_upward_ks[~np.isnan(detected_upward_ks)]\n", "\n", "# Evaluate KS test on Fisher Information against main DO events\n", "results_ks = amt.utils.evaluate_detection(detected_upward_ks, main_do_events, tolerance=0.5)\n", "print(results_ks)" ] }, { "cell_type": "markdown", "id": "19c6413c", "metadata": {}, "source": [ "### Visualizing KS Test Transitions\n", "\n", "This dual y-axis visualization shows the KS test detected upward transitions overlaid on both the Fisher Information and original climate data. Only upward transitions are shown, as Dansgaard-Oeschger events are defined as abrupt warming onsets.\n", "\n", "- **Black line (left y-axis)**: Original NGRIP $\\delta^{18}O$ climate record\n", "- **Green line (right y-axis)**: Smoothed Fisher Information used for transition detection\n", "- **Red vertical lines**: Upward transitions detected by KS test " ] }, { "cell_type": "code", "execution_count": 54, "id": "3a19bf62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(figsize=(15,6)) \n", "ax1.plot(ngrip.time, ngrip.value, color='black', linewidth=0.8, label='NGRIP $\\delta^{18}\\mathrm{O}$') \n", " \n", "ax1.set_xlabel('Time (kyr b2k)', fontsize=12) \n", "ax1.set_ylabel('$\\delta^{18}\\mathrm{O}(\\u2030)$', fontsize=12, color='black') \n", " \n", "ax1.tick_params(axis='y', labelcolor='black') \n", " \n", "ax2 = ax1.twinx() \n", "ax2.plot(NGRIP_lp_smooth.time, NGRIP_lp_smooth.value, color='green', linewidth=1.2,label='Fisher Information') \n", "ax2.set_ylabel('Fisher Information', fontsize=12, color='green') \n", "ax2.tick_params(axis='y', labelcolor='green') \n", " \n", "first_up = True \n", "for t, direction in zip(transitions_ks.jump_times, transitions_ks.jump_values): \n", " if direction > 0: \n", " label = 'Upward Transition' if first_up else None \n", " ax1.axvline(x=t, color='red', alpha=0.7, linewidth=1.5, label=label) \n", " first_up = False \n", " \n", "# Legend \n", "lines1, labels1 = ax1.get_legend_handles_labels() \n", "lines2, labels2 = ax2.get_legend_handles_labels() \n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper right') \n", " \n", "ax1.set_title('KS Test Transition Detection: NGRIP $\\delta^{18}\\mathrm{O}$ and Fisher Information', fontsize=14) \n", " \n", "ax1.grid(True, alpha=0.3) \n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "db8bc198", "metadata": {}, "source": [ "## Conclusion\n", "\n", "LERM alone identifies **4 of 25 (16%)** of the DO warming events documented by [Rasmussen et al. (2014)](https://doi.org/10.1016/j.quascirev.2014.09.007), with a precision of 33% (F1 = 0.21). Applying the KS test to the Fisher Information series (Step 8) improves this to **7 of 25 (28%)**, with precision 29% (F1 = 0.28).\n", "\n", "**Pros:** LERM operates in the system's reconstructed phase space rather than on raw values. This makes it sensitive to dynamical transitions that are invisible to amplitude-based methods, regime shifts where the climate changes state even without a large jump in $\\delta^{18}\\mathrm{O}(\\u2030)$.\n", "\n", "**Major drawback:** The pipeline is more complex and computationally heavier than the KS test or ruptures. Several parameters need to be set (embedding dimension, epsilon, window size), and results can vary between runs due to bootstrap sampling.\n", "\n", "For the original method, see [James et al. (2024)](https://doi.org/10.1029/2023PA004700)." ] } ], "metadata": { "kernelspec": { "display_name": "ammonyte_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }