diff --git a/JiQi535/README.md b/JiQi535/README.md
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+++ b/JiQi535/README.md
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+# ML Band Gaps (Materials)
+
+> Ideal candidate: skilled ML data scientist with solid knowledge of materials science.
+
+# Overview
+
+The aim of this task is to create a python package that implements automatic prediction of electronic band gaps for a set of materials based on training data.
+
+# User story
+
+As a user of this software I can predict the value of an electronic band gap after passing training data and structural information about the target material.
+
+# Requirements
+
+- suggest the bandgap values for a set of materials designated by their crystallographic and stoichiometric properties
+- the code shall be written in a way that can facilitate easy addition of other characteristics extracted from simulations (forces, pressures, phonon frequencies etc)
+
+# Expectations
+
+- the code shall be able to suggest realistic values for slightly modified geometry sets - eg. trained on Si and Ge it should suggest the value of bandgap for Si49Ge51 to be between those of Si and Ge
+- modular and object-oriented implementation
+- commit early and often - at least once per 24 hours
+
+# Timeline
+
+We leave exact timing to the candidate. Must fit Within 5 days total.
+
+# Notes
+
+- use a designated github repository for version control
+- suggested source of training data: materialsproject.org
diff --git a/JiQi535/examples/Example_fit_structural_compositional_predictors_for_band_gap_energy.ipynb b/JiQi535/examples/Example_fit_structural_compositional_predictors_for_band_gap_energy.ipynb
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@@ -0,0 +1,1532 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "ada6bf31",
+   "metadata": {
+    "toc": true
+   },
+   "source": [
+    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
+    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#data-loading-and-train-test-split\" data-toc-modified-id=\"data-loading-and-train-test-split-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>data loading and train test split</a></span></li><li><span><a href=\"#Composition-model\" data-toc-modified-id=\"Composition-model-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Composition model</a></span><ul class=\"toc-item\"><li><span><a href=\"#default\" data-toc-modified-id=\"default-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>default</a></span></li><li><span><a href=\"#Try-different-regression-models-(without-parameter-optimization)\" data-toc-modified-id=\"Try-different-regression-models-(without-parameter-optimization)-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Try different regression models (without parameter optimization)</a></span></li><li><span><a href=\"#test-case:-Si,-Ge,-Si49Ge51\" data-toc-modified-id=\"test-case:-Si,-Ge,-Si49Ge51-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>test case: Si, Ge, Si49Ge51</a></span></li></ul></li><li><span><a href=\"#Structure-model\" data-toc-modified-id=\"Structure-model-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Structure model</a></span><ul class=\"toc-item\"><li><span><a href=\"#default\" data-toc-modified-id=\"default-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>default</a></span></li><li><span><a href=\"#Try-different-regression-models-(without-parameter-optimization)\" data-toc-modified-id=\"Try-different-regression-models-(without-parameter-optimization)-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Try different regression models (without parameter optimization)</a></span></li></ul></li><li><span><a href=\"#Self-evaluation\" data-toc-modified-id=\"Self-evaluation-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Self-evaluation</a></span><ul class=\"toc-item\"><li><span><a href=\"#Accomplishment\" data-toc-modified-id=\"Accomplishment-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span><font color=\"green\">Accomplishment</font></a></span></li><li><span><a href=\"#Drawbacks\" data-toc-modified-id=\"Drawbacks-4.2\"><span class=\"toc-item-num\">4.2&nbsp;&nbsp;</span><font color=\"red\">Drawbacks</font></a></span></li><li><span><a href=\"#To-dos\" data-toc-modified-id=\"To-dos-4.3\"><span class=\"toc-item-num\">4.3&nbsp;&nbsp;</span><font color=\"blue\">To-dos</font></a></span></li><li><span><a href=\"#Side-comment\" data-toc-modified-id=\"Side-comment-4.4\"><span class=\"toc-item-num\">4.4&nbsp;&nbsp;</span><font color=\"Brown\">Side comment</font></a></span></li></ul></li></ul></div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d9605ee3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from monty.serialization import loadfn\n",
+    "from pymatgen.core import Structure\n",
+    "from rewotesMLpredictor.featurizer import CompositionFeaturizer, StructureFeaturizer\n",
+    "from rewotesMLpredictor.predictor import Predictor\n",
+    "from sklearn.linear_model import BayesianRidge, HuberRegressor, Lasso, SGDRegressor\n",
+    "from sklearn.metrics import mean_absolute_error, r2_score\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.svm import LinearSVR, NuSVR\n",
+    "from sklearn.tree import DecisionTreeRegressor\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "591be7af",
+   "metadata": {},
+   "source": [
+    "# data loading and train test split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "66fffbd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_MP_Bandgap = loadfn(\"MP_789_bandgap.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "1bc43acc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "We have 710 training data and 79 test data.\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_MP_Bandgap_train, data_MP_Bandgap_test = train_test_split(\n",
+    "    data_MP_Bandgap, test_size=0.1, train_size=0.9, random_state=42, shuffle=True)\n",
+    "print(f\"We have {len(data_MP_Bandgap_train)} training data and {len(data_MP_Bandgap_test)} test data.\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "8bea1f72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "structures_train = [d['structure'] for d in data_MP_Bandgap_train]\n",
+    "compositions_train = [s.composition for s in structures_train]\n",
+    "bandgap_MP_train = [d['band_gap'] for d in data_MP_Bandgap_train]\n",
+    "\n",
+    "structures_test = [d['structure'] for d in data_MP_Bandgap_test]\n",
+    "compositions_test = [s.composition for s in structures_test]\n",
+    "bandgap_MP_test = [d['band_gap'] for d in data_MP_Bandgap_test]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "716d35c7",
+   "metadata": {},
+   "source": [
+    "# Composition model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a526911",
+   "metadata": {},
+   "source": [
+    "## default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5d9d30cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictor = Predictor(featurizer=CompositionFeaturizer())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "981bf6e1",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 164 ms, sys: 503 ms, total: 667 ms\n",
+      "Wall time: 47.1 s\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       "                                                                        features=[&#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;1&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;2&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;3&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;4&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;5&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;6&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;7&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;8&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;9&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;10&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;11&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;12&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;13&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;14&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;15&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;16&#x27;],\n",
+       "                                                                        stats=[&#x27;minimum&#x27;,\n",
+       "                                                                               &#x27;maximum&#x27;,\n",
+       "                                                                               &#x27;range&#x27;,\n",
+       "                                                                               &#x27;mean&#x27;,\n",
+       "                                                                               &#x27;std_dev&#x27;])]))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Predictor</label><div class=\"sk-toggleable__content\"><pre>Predictor(featurizer=CompositionFeaturizer(featurizers=[ElementProperty(data_source=&lt;matminer.utils.data.MEGNetElementData object at 0x295635700&gt;,\n",
+       "                                                                        features=[&#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;1&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;2&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;3&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;4&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;5&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;6&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;7&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;8&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;9&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;10&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;11&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;12&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;13&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;14&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;15&#x27;,\n",
+       "                                                                                  &#x27;embedding &#x27;\n",
+       "                                                                                  &#x27;16&#x27;],\n",
+       "                                                                        stats=[&#x27;minimum&#x27;,\n",
+       "                                                                               &#x27;maximum&#x27;,\n",
+       "                                                                               &#x27;range&#x27;,\n",
+       "                                                                               &#x27;mean&#x27;,\n",
+       "                                                                               &#x27;std_dev&#x27;])]))</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">CompositionFeaturizer</label><div class=\"sk-toggleable__content\"><pre>CompositionFeaturizer(featurizers=[ElementProperty(data_source=&lt;matminer.utils.data.MEGNetElementData object at 0x295635700&gt;,\n",
+       "                                                   features=[&#x27;embedding 1&#x27;,\n",
+       "                                                             &#x27;embedding 2&#x27;,\n",
+       "                                                             &#x27;embedding 3&#x27;,\n",
+       "                                                             &#x27;embedding 4&#x27;,\n",
+       "                                                             &#x27;embedding 5&#x27;,\n",
+       "                                                             &#x27;embedding 6&#x27;,\n",
+       "                                                             &#x27;embedding 7&#x27;,\n",
+       "                                                             &#x27;embedding 8&#x27;,\n",
+       "                                                             &#x27;embedding 9&#x27;,\n",
+       "                                                             &#x27;embedding 10&#x27;,\n",
+       "                                                             &#x27;embedding 11&#x27;,\n",
+       "                                                             &#x27;embedding 12&#x27;,\n",
+       "                                                             &#x27;embedding 13&#x27;,\n",
+       "                                                             &#x27;embedding 14&#x27;,\n",
+       "                                                             &#x27;embedding 15&#x27;,\n",
+       "                                                             &#x27;embedding 16&#x27;],\n",
+       "                                                   stats=[&#x27;minimum&#x27;, &#x27;maximum&#x27;,\n",
+       "                                                          &#x27;range&#x27;, &#x27;mean&#x27;,\n",
+       "                                                          &#x27;std_dev&#x27;])])</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeRegressor</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeRegressor()</pre></div></div></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "Predictor(featurizer=CompositionFeaturizer(featurizers=[ElementProperty(data_source=<matminer.utils.data.MEGNetElementData object at 0x295635700>,\n",
+       "                                                                        features=['embedding '\n",
+       "                                                                                  '1',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '2',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '3',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '4',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '5',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '6',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '7',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '8',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '9',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '10',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '11',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '12',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '13',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '14',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '15',\n",
+       "                                                                                  'embedding '\n",
+       "                                                                                  '16'],\n",
+       "                                                                        stats=['minimum',\n",
+       "                                                                               'maximum',\n",
+       "                                                                               'range',\n",
+       "                                                                               'mean',\n",
+       "                                                                               'std_dev'])]))"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "predictor.fit(compositions_train, bandgap_MP_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7cdbfcad",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 156 ms, sys: 472 ms, total: 628 ms\n",
+      "Wall time: 48.4 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "bandgap_MP_predicted_test = predictor.predict(compositions_test)\n",
+    "bandgap_MP_predicted_train = predictor.predict(compositions_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "92dcb317",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def parity_plot(x, y, label=None):\n",
+    "    mae = mean_absolute_error(x, y)\n",
+    "    r2 = r2_score(x, y)\n",
+    "    plt.plot(x, y, \"*\", label=f\"{label}MAE={mae:.2f}eV, r2={r2:.2f}\", alpha=0.5)\n",
+    "    plt.xlabel(\"Band gap in MP (eV)\", size=18)\n",
+    "    plt.ylabel(\"ML-predicted band gap (eV)\", size=18)\n",
+    "    xy_max, xy_min = np.max([x,y])+1, np.min([x,y])-1\n",
+    "    plt.ylim(xy_min, xy_max)\n",
+    "    plt.xlim(xy_min, xy_max)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1ba6154d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x298075c70>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(5,5))\n",
+    "parity_plot(bandgap_MP_test, bandgap_MP_predicted_test, label=\"test \")\n",
+    "parity_plot(bandgap_MP_train, bandgap_MP_predicted_train, label=\"train \")\n",
+    "plt.legend(frameon=False, fontsize=16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4c70aed",
+   "metadata": {},
+   "source": [
+    "## Try different regression models (without parameter optimization)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fe81882",
+   "metadata": {},
+   "source": [
+    "<font color=\"red\">These tests are only for POC, where cross validation and parameter optimization are skipped.</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "8ba37ca5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "regression_models = [BayesianRidge(), HuberRegressor(), Lasso(), SGDRegressor(), \n",
+    "                     LinearSVR(), NuSVR(), DecisionTreeRegressor()]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d12b4105",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 94.83247327804565s to fit and predict with BayesianRidge().  MAE=(1.0343400119315826, 0.906200085773074), r2=(0.3564487054642973, 0.04149132197153782) for training and test.\n",
+      "\n",
+      "Used 100.92210721969604s to fit and predict with HuberRegressor().  MAE=(0.7372392486671339, 0.47255534040635433), r2=(-0.03254818393857151, -0.03529054268153198) for training and test.\n",
+      "\n",
+      "Used 102.03430914878845s to fit and predict with Lasso().  MAE=(1.170834173378298, 0.9267929220894995), r2=(0.0, -0.05886777501435292) for training and test.\n",
+      "\n",
+      "Used 104.38562893867493s to fit and predict with SGDRegressor().  MAE=(1.0286107224494985, 0.8734358648563614), r2=(0.314038090787607, 0.028251740904816525) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/qiji/miniconda3/lib/python3.9/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
+      "  warnings.warn(\n",
+      "/Users/qiji/miniconda3/lib/python3.9/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 105.63911032676697s to fit and predict with LinearSVR().  MAE=(0.7324965996389431, 0.4448846039982225), r2=(-0.10629946639018328, -0.12339627419224719) for training and test.\n",
+      "\n",
+      "Used 104.5581841468811s to fit and predict with NuSVR().  MAE=(0.5163904684359325, 0.33617895475398685), r2=(0.37509899434698113, 0.5100533583596244) for training and test.\n",
+      "\n",
+      "Used 102.70574688911438s to fit and predict with DecisionTreeRegressor().  MAE=(0.37025286517420936, 0.2976418371773046), r2=(0.8391542622341734, 0.6918224875377497) for training and test.\n",
+      "CPU times: user 4.35 s, sys: 7.52 s, total: 11.9 s\n",
+      "Wall time: 11min 55s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "predictions_train, predictions_test, predictors, MAEs, r2s = [], [], [], [], []\n",
+    "for model in regression_models:\n",
+    "    t0 = time.time()\n",
+    "    predictor = Predictor(featurizer=CompositionFeaturizer(), model=model)\n",
+    "    predictor.fit(compositions_train, bandgap_MP_train)\n",
+    "    predictions_train.append(predictor.predict(compositions_train))\n",
+    "    predictions_test.append(predictor.predict(compositions_test))\n",
+    "    predictors.append(predictor)\n",
+    "    mae = mean_absolute_error(bandgap_MP_train, predictions_train[-1]), mean_absolute_error(bandgap_MP_test, predictions_test[-1])\n",
+    "    r2 = r2_score(bandgap_MP_train, predictions_train[-1]), r2_score(bandgap_MP_test, predictions_test[-1])\n",
+    "    MAEs.append(mae)\n",
+    "    r2s.append(r2)\n",
+    "    t1 = time.time()\n",
+    "    print(f\"\\nUsed {t1-t0}s to fit and predict with {model}.\",\n",
+    "          f\" MAE={mae}, r2={r2} for training and test.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "6bea2a52",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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FXbp00d+runr1an36Jk2a6F/f/v3709ixY6lnz55ka2tLAKhbt276+5ovXLigv22pVatWNGLECBoxYgQ1a9ZMf5/2d999Z1CfxMREfRnOzs40aNAgGjZsGHl4eJQ4OUZx7wmROO+3jY0N+fj4GNySVtiyZcsIAL311lvF5seqLg667KmRnp5OO3fupBkzZlDr1q3J39+fbGxsyNbWlmrVqkWjR4+mP/74o9g8zpw5Q9OmTaNGjRqRi4sLSaVScnZ2ppCQEP39uYVngyJ6FHQLPuRyObm7u1Pjxo1p3LhxtGXLFqOLMOiYE3SJiH788UcCQI6OjgaTPKSnp9PHH39Mbdu2JRcXF30QaNWqFb355pt08uTJInnl5+fTxx9/TA0bNiSFQkHu7u40ePBgunz5Mi1atIgA0Jw5c4zWs6SgS0R04sQJGjt2LAUGBpJCoSBHR0eqW7cuDRo0iL777juD+4Z3795NU6ZMoWbNmpGHhwfJ5XLy9/enLl260MaNGw1e9/T0dFqxYgUNHjyY6tSpQw4ODmRvb09169alcePGmbw/OCsri5YuXUpNmzYlOzs7UiqV1KBBA5o7d65BXXTMDbpEjyYv2bt3r8k0PPfyk4+X9mOMWaRbt244dOgQfv31VwwZMuRxV6fSO3PmDFq3bo0hQ4YYvR5+7tw5tGzZEoMHD8b27dsfQw1ZReBruowxky5evFhkopD8/HwsWLAAhw4dgqenJ/r27fuYale1tGrVCmPGjMGOHTuMLrbw3nvvQS6X46OPPnoMtWMVhVu6jDGTunTpgosXL6JJkybw8fFBSkoKLl++jJiYGCiVSuzYsQO9e/d+3NWsMh48eIB69eqhS5cu2L17t3778ePH0bFjR7z55pv60dXsycRBlzFm0pYtW7Blyxb8999/SEpKAhHB19cXXbt2xezZs9GwYcPHXUXGqhQOuowxxlgF4Wu6jDHGWAXhoMsYY4xVEJ57uQy0Wi2io6Ph6OhY4uTvjDHGnlxEhIyMDPj6+kIiMd2e5aBbBtHR0frJ2xljjLHIyEj93O3GcNAtA0dHRwDii2zOOpmMMcaeTOnp6QgICNDHBVM46JaBrkvZycmJgy5jjLESLzXyQCrGGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZYwxxioIB13GGGOsgnDQZU8dQRD0j+XLlxebdtq0afq0tWvXLjHvJk2aQBAEKBQKJCUlFZt2/PjxBnUx9Rg/fnxpTq/UtFotvvnmG7Rp0waOjo5wdHREmzZtsGbNGhCRRXkmJSVhzpw5aNSoEezt7SGXy+Hv74/hw4fj6NGjRo8JCgoy6/VYtGhRWU4X48aNgyAIGDVqlFnply9fDkEQ0LBhwzKVa674+Hhs2rQJY8aMQZ06daBUKmFnZ4f69evj1Vdfxf379yukHgBw584djB8/Hv7+/lAoFPD398f48eNx7949i/PMyMjA3LlzUa9ePdja2sLd3R39+vXD33//bfKYL7/8EiNHjkTDhg3h7u4OGxsbVKtWDZ06dcKqVaugUqksrk9FE8jS/1UAsrKycOLECfzzzz+Ijo5GQkICcnNz4ebmBg8PDzRo0ACdO3dG3bp1y1TJo0eP4pNPPsG5c+cQExODHTt2YNCgQY9OQhCMHvfxxx/jzTffNLpvwYIFWLhwocG2evXq4caNG2bXKz09Hc7OzkhLS4OTk5PZx1VVQUFBCA8PR1hYGIKCgqpsPQp+Xho1aoT//vvPaLrc3Fz4+PggNTUVAFCrVi3cuXPHZL5nzpxB69at9c9XrFiB1157zWT68ePHY+PGjahVqxY6dOhgMl2HDh0wefJkk/vLQqPRYMSIEdi+fTvs7OzQvXt3AMCBAweQk5OD4cOH46effoJEYv7v87t376JTp06Ijo6Gm5sb2rRpAzs7O1y9ehXXr18HAHz22WeYNWuWwXFvvPEGEhMTjeaZnJyM33//HYD4fdCxY0dLThcAcOTIEXTp0gUKhQIxMTFwdXUtNn3jxo1x+fJlfPrpp5g9e7bF5Zrr+eefx5YtWyCRSBASEoJ69eohKysLZ86cQUJCAuzt7bFjxw48++yz5VqPEydOoGfPnsjOzkZwcDBCQkJw5coVXL16Ffb29jhw4ACeeeaZUuUZHx+Pjh074tatW/Dx8UGHDh0QFxeHY8eOAQA+//xzzJgxo8hx/v7+iIuLQ3BwMPz8/ODk5IQHDx7gn3/+gVqtRps2bXDgwAE4ODhY5dwtYXY8oFLKz8+nH374gbp06UI2NjYkkUj0D0EQSBAEg20SiYR8fHxo9uzZdPPmzdIWR0REe/fupXfeeYe2b99OAGjHjh0G+2NiYgwe69atI0EQ6O7duybznD9/PgUHBxscl5CQUKp6paWlEQBKS0uz5LSqnMDAQAJAYWFhVboeAAgAtWzZkgDQv//+azTdli1bCAC1atWKAFCtWrWKzffll18mAOTn50cAqFGjRsWmDw0NJQAUGhpq0XlYw/Lly/V1vnfvnn77vXv3yNfXlwDQypUrS5XngAEDCAD169ePMjMzDfZ98803BIBkMhlFRkaanedHH31EAKhu3bqlqosxWq2Wateubda5/fvvvwSAbGxsKC4ursxlm2PGjBm0cOFCioqKMtiekZFBo0aNIgBUrVo1Sk5OLrc6ZGVl6d//OXPmGOybM2cOAaCAgADKzs4uVb4DBw4kANS9e3fKysrSb9+zZw9JpVKSSCR06dKlIscdO3aMMjIyimwPDw+nevXqEQB6++23S1UXazM3HpgddHNycmjx4sXk4eFhEGBtbGwoJCSEunTpQkOGDKGxY8dSnz59qE2bNuTp6VkkEPfo0cPkl5w5jAXdwgYOHEjdunUrNs38+fOpSZMmFteDiINuVa2HLuh+9dVXBIBeeeUVo+m6detGAGj16tUlBt2srCxycnIiAPT333+Tg4NDsQGd6PEHXY1GQ97e3gSAvv/++yL7N2/eTADI19eXNBqN2fmWdO516tQhALR9+3az89R9sX744YdmH1OcDz74gABQ8+bNi003ZcoUAkCDBw+2SrlllZWVRY6OjgSANm/eXG7lrFq1Sv8jp/B7r9FoqG7dugSAvv76a7PzvHr1KgEgqVRK9+/fL7J/0qRJBIBGjRpVqrpu2rTJrPeyvFk16K5bt478/f31wTYkJIQ++OADOn78OOXk5BR7bFhYGP300080evRosre31wfgUaNGUUREhPlnpKtwCUE3NjaWZDIZbdmypdh85s+fT3Z2duTj40M1atSgMWPGUHh4eLHH5ObmUlpamv4RGRlZ5qAbm5ZDP/4bTrFpxb+Oj9P69ev1gcrY49ChQwbpHzx4QDNnzqT69euTra0tOTg4UMuWLWnlypWkUqmK5J+bm0sff/wxNW/enBwcHMjGxoa8vLyoZcuW9Oabb1JSUpJF9TBFlz4sLIy8vb3JxcWlyOf43r17JAgCtW3blg4dOlRi0N2wYQMBoJCQECJ69AXy8ssvmzzmcQfd48ePEwBSKBRG/x9nZ2eTXC4nAHTy5Emz83V3dzcr6B49erRU9ZTJZBQTE2My3YEDB2jw4MHk7e1NNjY25OHhQYMGDTJa9+joaJJKpQTAaMuKSGxouLi4EADavXu3WXUtie49X79+PV2+fJlGjBhB3t7eJJFIaP78+Wbloeuh+eCDD6xSJ2N69OhBAOi9994zun/evHkEgHr27Gl2nkuWLCEA1KlTJ6P7Dx48SADI3t6e8vPzzc73hx9+IADUtm1bs48pD1YNuoIgkEKhoFdeeYUuXrxocaUyMzNp48aNFBwcTIIg0MKFC0udR0lB96OPPiJXV9cSfwzs3buXtm3bRpcuXaJ9+/ZR27ZtqXr16pSenm7ymPnz5xv9si9L0P37RhxN2XyW/r5RMV1Xljh27BiFhoaSvb09AaChQ4dSaGio/nH9+nV92iNHjpCrqysBoKCgIBowYAD16tVLv61nz54G/6E0Gg11796dAJCTkxP16dOHRo8eTT169NC3aC9cuFDqehRH975FRkbSW2+9ZbSlp/tS+fbbb80Kuh07diQAtGzZMiIiOnHiBAEgZ2dnk11wjzvorly5ssQWQrNmzQgArVq1yux8X3jhBX33csEuRCKiNWvW6Lvejf0AM2bixIkEgAYMGGAyzezZswkASSQSat26NQ0fPpzatGlDgiCQVCqldevWFTmmf//+BIBeffVVo3nqLi/4+vqSWq02q64l0b3nL774IikUCgoKCqIRI0ZQ//796dNPPy3x+Pz8fP2PmvXr11ulTsa4ubkRANq1a5fR/b/99hsBIA8PD7PzHDp0KAGgWbNmGd2vC1oA6OrVq2blGRcXR02aNCEAtHTpUrPrUh6sGnRfeeUVi1qlpmi1Wtq6davRLq2SlBR069WrR9OnTy91vikpKeTk5ETfffedyTTWaummZudTbFoOxaXl0PL9N2nkNydp+f6bFJeWQ7FpOZSabf6vvIpUUrduTEwMubm5kSAI9NVXXxl0SyUmJuq7awv+2Dpy5AgBoGbNmhn9wXPmzBlKTEwsVT1KUjDo3rhxgwAYXI7QaDRUvXp1sre3p/T09BKD7s2bN/XX/eLj4/Xb69evTwBo06ZNRo+zNOiW1OI39Sjckpo1axYBoEGDBpksS3d99o033jC7frGxsdSiRQsCQG5ubtSvXz8aPnw4NWzYkCQSCfXr14+io6PNyiszM1PfXf3bb78ZTaML5LVr1y7Saj1y5Ag5OjqSXC6nW7duGezbuXOnvo55eXlF8tW19ubOnWvmmZdM954D4jXI0nTbE5H+UoetrS3FxsYW2a/7v1HaR0Hp6en67aYaWefPn9enKXzd3pTmzZsTAFqxYoXJNLpLNKZ6FrZs2UKhoaE0duxY6tatGykUCv3/IWPvYUUyN+jKYIbVq1ebk8xsgiBgxIgRVs0TAI4dO4abN29i69atpT7WxcUFdevWLXZ0qkKhgEKhKEsVAQBrjt5FQkYeNFpCVr4GgdXscSM2Ax/tuwGpRICHowJv9qpf5nIq2ooVK5CUlITp06djypQpBvvc3NywadMm1KhRA19++SXmzZsHQRAQFxcHAOjYsSMcHR2L5NmyZctyrXO9evXQvn17HDp0CPfv30dQUBD279+PiIgIjB8/3midClu3bh0AYMCAAfDw8NBvnzhxIt566y2sXbsWL7zwgsnjN27ciI0bN5rcX3i0fu3atREaGmrG2Rlq2rSpwfOMjAwAgL29vcljdKNB09PTzS7Hy8sLhw8fxpQpU/D9999jz549+n0BAQHo1q2bwetUnG3btiEzMxPe3t7o27dvkf1arRYLFiwAAPz0009o3Lixwf5OnTph3rx5eOutt/DNN9/g008/1e/r168fvL29ERsbi127dmHYsGH6fREREfpbWCZMmGD2uZurbt26WLJkSalGhV++fFl/N8a8efPg5eVVJM2wYcNMjgA3l+5zAZj+bBQcJZyenl7sZ6hwviV93tLT001+3v7991+D/yuCIGDmzJmYP38+5HJ5iXWoDMwKulXF2rVr0aJFCzRp0qTUx2ZmZuLu3bvFfjlay3ONfbH3cgxux2fC20kJZ1sb2MqliE3PRR1PB/Rt5FPudSgPui/XkSNHGt3v5+eHOnXq4Nq1a7h9+zbq1q2L5s2bQyqVYt26dahbty6GDBkCH5+KPf+JEyfixIkTWL9+PRYuXKgPohMnTizxWLVarf8SKJx+3LhxmDt3Lo4ePYq7d++iVq1aRvMo6Zah6tWrGzzv0KFDsekftxs3bqB///5ISEjAV199hf79+8PJyQkXLlzAG2+8gdmzZ2Pfvn34448/IJVKi81r7dq1AMTXUiYr+nV14cIFREdHo1atWmjRooXRPLp06QIAOHnypMF2mUyG0NBQfPTRR1i3bp1B0F2/fj20Wi06d+5s1v3ZpTVo0KASz72gqKgo9O/fH5mZmRgwYADefvtto+kK/qh4Eq1YsQIrVqxAXl4e7t+/j++//x6fffYZtm/fjr1791bYvdRlYm7TeeDAgfT777+XujvEGjIyMujChQt04cIF/XWzCxcuGAx8SktLIzs7O1q9erXRPLp162Zwe8Ds2bPp8OHDFBYWRidOnKAePXqQu7u7QfdgScoyejkuLYdmbb1Ai36/Skv3XqNFv1+lWVsvUFwlHlBVUreunZ2d2d1Zx48f1x/3xRdf6LuJAFBgYCCNGjWKvv/+e6NdRtbsXiYSP18ODg4UGBhICQkJpFAoqE6dOvr0xXUv67oo/fz8jF7303XPGuuifNzXdMuje1mlUlHDhg0JAG3btq3I/uTkZP2IaWPXWQvSddsDoBs3bhhNs23bNrM/c7Vr1zZZhlQq1d+io9VqKSgoqNhLA5bSvedfffWV2cfExMToRwv36tWLcnNzrVqnwipz97Ixus9Ay5YtzT6mPFi1exkAdu3ahd9//x1eXl4IDQ3FhAkTyjzphbnOnj2Lrl276p/rbqoPDQ3Fhg0bAIhdS0SE0aNHG83j7t27Bt0uUVFRGD16NJKSkuDh4YEOHTrg1KlTZnd7Wcv9xCzYyqXIydfAxc6mQsu2Nq1WC0Ds4iqpu8nNzU3/7xkzZmDEiBHYtWsXjh8/juPHj+Onn37CTz/9hPnz5+PYsWPl2vp1cHDA8OHDsX79ekycOBF5eXlmdynqWmK5ubno3Llzkf0PHjwAAGzYsAGLFi0qVevGlOPHj+O7774r9XGDBg0y6KbWTSwSERFh8pjIyEiDtCU5ffo0rl27BoVCgSFDhhTZ7+rqij59+mD9+vU4cOBAsa+zrsehQ4cOqFevntE0us+ct7c3evXqVWzd3N3di2yrW7cuOnbsiGPHjmHTpk2YM2eO/lKDs7OzQevXmmxtbc1KFx8fj27duuHWrVvo0aMHdu7cWewlruImGCmO7nsUABwdHVGtWjUkJycjIiLCaM+h7nPh7u5uVtcyIH6Gzp8/b/LzVrBbuTST3gwdOhSOjo44e/YsIiMjERAQYPaxj4W5Ubx27dpF7rnt0KEDbdiwocgIxadFWVq66Tn5tHz/Tdp0MowuRabQppNhtHz/TUrPqZyDqIhKbmHqbgU5c+ZMmcu6fv06tW3blgDQuHHjSlWPkqBQS5dIHBmt2y6VSunBgwf6faZaugVvOzHnUfjX++MeSFUetwzpbt9wdXU1meb1118nANS7d2+TadRqNfn4+BBQ/Chd3Sjx4OBgs+pnjO52L13vxtixYwko/nYvSxW8Zagk8fHxFBwcTIA4mYQ5E1FYYyAVUdW6ZYiIyNPTkwDQ2bNnS3WcNVl9cgwicSRgaGgoOTg4GARgJycnevHFF+mff/4pU6WrmrJOjqFSa0ir1RKR2KWlUld8131p6ILq7du3je5/9dVXCQC9+eabVilP13XbuHHjUtWjJMaCLpF4/6ObmxsNHz7cYLupoKubYKFNmzbFlqe7LanwBAuPu3u5PCbH0I1GB1BktLCO7sfUlClTTOaza9cuAkCOjo7Fdl/qbqERBIGuXLliVh0LKzixye+//062trYEFD+xiaXMDboJCQkUEhJSqoBrTeUxOcaVK1f0P2qNzYlg6eQYly9f1udbnrN0laRcgq5ORkYGffvtt9S+ffsird+GDRvSZ599Vqpro1XV0zYjVdeuXQkA7dy50+j+yMhIcnFxIalUSp9++qnR67H37t0zmEnn4MGDtGfPniK/bLVaLU2ePJkAUP/+/UtVj5KYCrqmmAq6uqkES7o+p/uyKXxL0eMOukTFTwOpm87S2FSJK1eupHr16tELL7xgsD0/P19/XKdOnQzOV6PR0NKlS/Wvf3GTYwwaNIgA8X7WkujuN65Tpw4dO3asyH61Wk0HDx4stlGgm8LTw8ODgJKn8AwLC9OfR2l6XMwJuklJSdS4cWMCQD169KjwgEtkOA1k4fEIc+fOJQDk7+9vtG716tWjevXq0enTp4vs000DWfi89u7da3IayGPHjtGuXbuM3td97tw5/Y+T0gZrayvXoFvQzZs36a233iJfX1+DACyXy2no0KG0e/dufWvuSfO0Bd0vv/ySAJCDgwMNGTKEJk2aRJMmTTIY5HLkyBH9zfuenp7UrVs3Gjt2LD333HNUq1atIi1D3Ze+k5MTdenShcaMGUODBw/Wd5M5OzvrJ8coTT2KY42ge/jwYX3XrDm/rnWDSApOgKD7Aq5Vq5bBJB+FH/PmzTOrnpZQq9U0ePBgAkB2dnY0YMAAGjBggH5Q3LBhw4y2cnUTxXTu3LnIvoMHD+qPd3JyomeffZaGDBmif/+NfZEXFBcXRzY2NgSATp06ZdZ5vPnmm/q8g4ODaeDAgTRq1Cjq0qWLflYpU4MsiR7Nsax7FDfYh4jo7t27+rSF50gujjlBV/d+CIJAI0aMMPm5KGk63LI6fvy4/n0MCQmhUaNG6QOcvb29yR8xutfF2AxxcXFx+p4qHx8fGjFiBHXp0oUEQSAA9Pnnnxc5Rnc5xcXFhbp27UpjxoyhAQMGUKNGjfRltW/fnlJSUqz8CpROhQVdHY1GQ7t376bBgweTXC43aP36+fnRO++8Q3fu3LFWcZXC0xZ0dS2V4OBgUiqVJv9zxcXF0bx586h58+b6iQn8/f2pXbt2NH/+fPrvv//0ae/cuUMLFiyg7t27U/Xq1UmpVJKrqys1btyY3n77baOB0dx6mGKNoKubdWnYsGFm5bFixQoCQA0aNNBvKzhRQnGPss4RXhKNRkNff/01tWzZkuzt7cne3p5atWpFX3/9tckfzMUFXSIxKE2bNk0/FaiNjQ35+vrS4MGD6a+//iq2Pp9++qk+eJbGiRMnaOzYsRQYGEgKhYIcHR2pbt26NGjQIPruu+9K/HGk+xKXy+VFJmQpTDditlevXqWqozlBt3PnzmZ9LsydNrIsbt++TePGjSNfX1/9ezhu3Lhiv8tL+v+YlpZGb7/9NtWpU4cUCgVVq1aNevfuTQcOHDCaPiwsjObNm0ddu3algIAAUiqV+u+U/v3705YtWx7LXTWFmRsPyrS0nymJiYnYvHkz1q9fjytXrgB4tIapWq22dnGPzdO2tB9jTPTiiy9i7dq1OH/+fJFJR9jTydx4UC6L2Lu7u2PmzJm4ePEi5s+fD4lEAhJb1eVRHGOMVaj9+/djzJgxHHBZqZXLjFR37tzBunXrsGnTJsTExOi3K5XK8iiOMcYq1P379x93FVgVZbWgm52dja1bt2LdunX66dZ0LdumTZti0qRJGDt2rLWKY4wxxqqcMgfd48ePY926dfjll1+QlZWlD7QuLi4YM2YMJk2ahGbNmpW5oowxxlhVZ1HQjYmJwYYNG7Bhwwb9qjxEBEEQ0LVrV0yaNAlDhw61yoo8jDHG2JPC7KCrUqnw22+/Yf369fjrr7+g1Wr1rVp/f3+MHz8eEyZMQI0aNcqtsowxxlhVZnbQ9fX1RXJyMgCxVWtjY4MBAwZg0qRJ6NWrFwRBKLdKMsYYY08Cs4NuUlISAKBhw4aYNGkSXnjhBaOrdjDGGGPMOLOD7uTJkzFp0iS0adOmPOvDGGOMPbHMDrpr1qwpz3owxhhjTzyr3Kf733//4c8//0R4eDhycnL0C3sD4gCshIQECIJQrguRM8YYY5VdmYJuWloaJk6ciJ07dwJ4dNtQ4aDbpEkTpKSk4NKlSwgODi5ThRljjLGqyuK5l1UqFfr06YOdO3fCzs4O/fr1MzrNo52dHSZMmACtVotffvmlTJVljDHGqjKLg+7atWtx6tQp1KxZEzdv3sSuXbvg7OxsNO3QoUMBAEePHrW0OMYYY6zKszjo/vjjjxAEAcuXL4evr2+xaZs1awaJRIIbN25YWhx7yh0+fBiCIKBLly4VUl6XLl30y1EOHDiw2LQ///yzPq0gCIiKiio2/auvvqpP+/vvvxebdsOGDQZ5m3oEBQWV9hTNFhkZiW+++QYvvfQSWrRoAYVCAUEQMHny5DLnfe7cOQwfPhxeXl5QKpWoUaMGZsyYgfj4eKPpo6Ki8NZbb+HZZ59FUFAQHB0doVAoUL16dYwaNQrHjx8vc50AYN26dRAEAX5+ftBoNCWmv3DhAgRBgEwmQ3R0tFXqUJzs7Gzs3r0b06dPR5MmTeDo6Ai5XI6AgACMGjUKJ06cKPc66GRkZGDu3LmoV68ebG1t4e7ujn79+uHvv/+2KL8vv/wSI0eORMOGDeHu7g4bGxtUq1YNnTp1wqpVq6BSqYwed/PmTaxcuRLjx49Ho0aNIJPJIAgClixZUpbTsz5LF+x1dXUlqVRKeXl5+m3e3t4kkUiMpq9WrRopFApLi6uUnrZF7AMDAwkAhYWFVXjZuoXkTS2abm0FFxKXyWQUGxtrMm2vXr0MFhePjIw0mTY3N5eqVaumTzto0KBi67F+/XoCQPb29hQaGmryMXv2bIvPtSTLly83uoj6pEmTypTvzz//TDKZjABQq1ataMSIEVSzZk0CQF5eXnT79u0ix+zfv58AkKurK7Vv356GDRtGgwYNonr16unr9dFHH5WpXkREGRkZ5ODgQABoz549JaafPn06AaDnnnuuzGWb49tvv9Wfb2BgIA0cOJCGDh1KtWvXJgAkCAItWbKk3OsRFxdHdevWJQDk4+NDw4cPp06dOpEgCCQIAn3xxRelztPPz49kMhk1adKE+vbtS6NGjaKOHTvqPytt2rShjIyMIse99tprRj+nixcvtsaplsjceGBx0FUoFOTi4mKwrbig6+joSPb29pYWVylx0K04WVlZdP36dQoPD6+Q8nRBt2XLlgSAPv74Y6PpIiIiSCKRUKtWrcwKuj/++CMBIF9fXxIEocSArgu6gYGBZT0li+3cuZNmzJhB69evp0uXLtE777xT5qD74MEDsrOzIwD0zTff6Ler1Wp6/vnn9YFYq9UaHBcbG0sXLlwgjUZTJM8ffviBpFIpSSQSunbtmsV105k0aRIBoKFDhxabruAPqR07dpS5XHNs2LCBJk6cSOfPnzfYrtVq6bPPPtN/Fg8fPlyu9Rg4cCABoO7du1NWVpZ++549e/TvxaVLl0qV57Fjx4wG1fDwcP2Pq7fffrvI/m+//ZbeeOMN2rJlC12/fp1eeOGFJyvo+vn5kUQiMXhxTAXde/fukSAIVKdOHUuLq5Q46D65dEF3xYoVJJfLqUGDBkbTLVq0iADQ6tWrzQq6PXr00LfGunTpUmxAJ6ocQbew+fPnlznovvnmmwSAevToUWRfRkYGOTs7EwDat29fqfLt1q0bAbCohVXYyZMnCQDJ5XJKTEw0mW7r1q0EgDw9PUmlUpW5XGvo3r27VXojinP16lUCQFKplO7fv19kv+5Hy6hRo6xW5qZNmwgANW/evMS0oaGhlTLoWnxNVzcz1Z49e0pMu3LlSgBAx44dLS3uyZUeA5zfJP6tpHTXFcPDwwEANWrUMLieePjwYQCG112zs7Px3nvvoUGDBrCzszO45vjvv//irbfeQuvWreHt7Q25XA4vLy/0798fBw4cMFoHU9d079+/r7+mSURYs2YNWrRoAXt7ezg7O6Nnz574559/LD53Nzc3DBgwANevXy+SDxFhw4YNsLW1xejRo0vM6/79+zh48CBkMhnGjRuHSZMmARCvHz5tduzYAQAYM2ZMkX0ODg4YMGAAAGD79u2lylcmE++CNLXC2a1bt/Dyyy+jVq1aUCqVcHZ2RqdOnfD9998XSdu2bVs0bNgQ+fn5Rvfr6N6/cePG6csvC93/t/HjxyM5ORmvv/46atWqBYVCYfaYBt1yqpGRkWWujym697B9+/YIDAwssl/33v7+++8mr8OWVknvb1VgcdCdOHEiiAjz5s0rduDAN998g88//xyCIOCll16ytLgnV9wV4M4B8W8lVbt2bYSGhsLe3h6AOBo9NDRU//D29jZIn5ubiy5dumDZsmWoUaMGBgwYgDp16uj3z507F5999hlyc3PRokULDBo0CP7+/ti9ezeeffZZfP755xbVc8KECZg+fTpcXFzw3HPPwdvbG/v370fXrl1x+vRpi89/4sSJAIoGx0OHDuHevXsYMmSIyZH7Ba1btw5EhL59+8Lb2xtDhw6Fs7Mzbty4gZMnT1pcv6omIyNDvyRoy5YtjabRbb9w4YLZ+e7ZsweHDh2CUqlEz549i+z/+eef0aRJE6xZswZyuRx9+/ZFy5Ytcf78ebzwwgv697kg3Q+j9evXGy0zKioK+/fvN0hrLYmJiWjZsiU2bdqEkJAQDBw4EP7+/mYde/v2bQAo1wmJdO9NSe9hVlaWvj5lER8fj48++ggA9D/KqqSyNKeHDRtGgiCQj48PzZ49m5ydnUkikdA333xDc+fOpcaNG5NEIiFBEOill14qS1GVksXdy9kpRGnRROkxRH9/QLS+H9GhpeLztGhxfyVUUveybrATAGrcuDHFxMQYTbd3716Kjo4usv3kyZPk5ORENjY2FBUVZTTvwgOpwsLCDAaU3Lx5U79PrVbTxIkTCQD17NmzVOeq617evHkzaTQa8vf3J0dHR4PrVmPHjiUA9PfffxMRFdu9rNFoKCAggADQzp079dtffvllAkATJ040Wg9Lu5cLvi6leZgzUK2s3cv//fefvrzU1FSjabZv304AyN3d3WQ+U6ZModDQUBo6dCg1atSIAJCjoyP98ssvRstUKBSkVCrp119/Ndh3//59/fEbN2402BcfH082NjYEgM6dO1ck3yVLlhAAateunTmnbhbde46H10pL+/3y33//6Qcd7dq1q8h+XbdraR+HDh0yyKd58+b6SzCmODk5EQDavXt3qc6BiGjLli0UGhpKY8eOpW7dupFCoSAAFBoaajCA15TK2r1cpr6QzZs3Q6lUYsuWLVi+fLl++5QpU3QBHYDYUli1alVZinqynFwJZMYBWjWQnwW41gDirgIHFgASGeDgBXSf97hrWSZffvllkRawTp8+fYxub9u2LaZNm4alS5fit99+w9SpU0tV5sqVK1G3bl39c6lUivfffx/r1q3DkSNHoFKpYGNjU6o8AUAikSA0NBTvv/8+fv75Z4SGhiItLQ3bt29HzZo1zery++uvvxAZGQkvLy/069dPv33SpEn45ptvsG3bNnz++edwcHAwenx4eHixy2e+9tprWLFihf65g4MDQkNDzT5Hnfr165f6mNLKyMjQ/1vXe1KY7nVIT083mc8PP/yAtLQ0/XMPDw98/fXXGDJkSJG077//PvLy8vDpp58W2R8YGIi1a9eidevW+OKLLzBu3DiDPAcMGIBff/0V69atQ/PmzQ2O3bBhAwAYbSWXlY2NDdasWQMnJyezj8nMzMSYMWOgVqvRq1cv9O/fv0iaDh06WFSfwv+fde+jqfcQEN/H9PT0Yt9HU/79919s3LhR/1wQBMycORPz58+HXC4vdX6VRZmCrlKpxObNm/Hyyy/ju+++w8mTJxEdHQ2NRgNvb2+0b98eL730Ejp16mSt+j4ZggcD134DEm4Ajr6ArQtgYwdkRAMe9YGGAx93DcvE09OzxOv3SUlJ2LNnD65cuYKUlBT9NR9dN9TNmzdLVaZMJkPv3r2LbPf29oarqytSUlKQlJRk8odASSZMmIAPPvgA69atQ2hoKH744Qfk5ORg/PjxZq0l/d133wEoet2vVatWCAkJwZUrV7B161aTXZT29vYYNmyYyfxbt25t8Nzd3V0fEJ5UqampAIDk5GRcuXIFH3zwAYYOHYpRo0bh+++/h1QqBQBotVr88ccfAICRI0cazatly5ZwcHDAhQsXkJubazC73uTJk/Hrr7/ihx9+wGeffaa/nnjkyBHcuXMHDg4OJvMti2bNmqFmzZpmp1epVBg+fDiuXLmCmjVrYvPmzUbTTZ482Sr3WJe3FStWYMWKFcjLy8P9+/fx/fff47PPPsP27duxd+9eNGzY8HFX0SJWWfCgQ4cOFv96eip5hwD27g9btlJAnSf+ldsDrSYBjpYFhsqipIkavv32W8ycORNZWVkm05T2l7GPj4/JVqyTkxNSUlKQm5tbqjwLqlWrFjp16oSjR4/i7t27WLduHSQSCcaPH1/isQkJCdi1axcA4y2iiRMnYtasWVi3bp3JoPskBVFHR0f9v7OysoxeD8/MzAQAs1p5uokTOnbsiP79++Onn35C+/btMX36dADiDzzd5ykgIKDE/JKSkuDn56d/3rNnTwQEBCAyMhI7duzAqFGjADy6xj9ixAiTPRRlUZoJT9RqNUaNGoV9+/YhMDAQf//9Nzw8PKxep4J072Nx/49L8z6aolAoUK9ePSxevBiNGzfGiBEjEBoaijNnzlic5+NklaDLyiD5rtjKVWUDtq6PuzZWYWtra3LfuXPn8PLLL0MqleKjjz5C//79Ub16ddjZ2UEQBKxZswYvv/yy/tKEuSQSi8cEmm3ixIk4cuQIZs6cibNnz+q/jEuyefNmqFQqyGQyoy0M3RfTyZMncePGDat08SYmJuKNN94o9XH169fH22+/Xebyi1NwpGtERAQaNWpUJI1u1G1pAo9uxO+ePXuwY8cOfdDVarX6NOZ0uRceGav7cbV48WKsX78eo0aNQkZGhn4ueWsPoNIp7v9RQRqNBmPHjsX27dsREBCAQ4cOGR1NrPPdd99ZNHPX22+/bfDZDAoKwvnz5xEREWE0fcFuZWvNmDZ06FA4Ojri7NmziIyMNOv/X2XDQfdxsbEDXIMAv5aAX3PgwXkgO1Hc/gT7+eefQUSYMWMG3nrrrSL7rTHKsbwMGzYMM2bM0E/daO51PN2qW2q1usTp+dauXYtPPvmkbBWFGMgLXg8zV+fOncs96Do5OaF27dq4c+cOzp49azTonj17FgCKXEMtie76YsFpJN3d3WFra4ucnBx8+umncHd3L3WdJ06ciCVLluDAgQOIjIzEn3/+iezsbNSvXx/t2rUrdX7WotFo8Pzzz2Pbtm36gFujRo1ijzl+/LhFn43x48cbBN3mzZtj+/bt+veqMN12e3t7g7EWZSGRSGBra4uMjAzEx8dXyaBrVvPg559/tnrBDx48KNP9k1We0gno+IbYnezXXPzb8Q1xeyWlG7ygVqstziM5ORkAjP4Sz83Nxa+//mpx3uXNzs4O48ePh5ubG2rUqIFBgwaVeMw///yDa9euQaFQICUlBSROSFPksXfvXgBiq7gsr6+O7r7l0j5091yXt8GDBwMQB0MVlpmZqf9hY2xQVHEOHjwIAEUG1D377LMAgG3btllU36CgIHTv3h1arRYbNmzQdy2XxwAqc2m1WowbNw4//fSTPuDWqlWrxOM2bNhg0Wej8IBB3ef/xIkTRlu7uve2f//+Fg1gNObKlSuIj4+HVCot1fXuysSsoDty5Eg0bdoUO3bsKHW3X2GRkZGYPn06ateurb+/7akllQG6QTiCID6vxHT3CF69etXiPBo0aAAA2Lhxo8Eo1tzcXEydOhVhYWFlq2Q5+/zzz5GYmIh79+6ZdYO+rpU7cOBAuLi4mEzXs2dPeHt7Iy4uDrt377ZWdR+rHTt2oH79+ujevXuRfa+//jrs7Oxw4MABfPvtt/rtGo0GU6dORWpqKlq1alXkfts1a9YYHWSnUqmwZs0afPHFFwBQZE4A3YjXN998Exs3bjTocta5cuVKsZNx6LqRv/jiC/zzzz/6SU6KExQUBEEQrH49XqvVYsKECfjhhx9KFXCtKTg4GAMHDoRGo8GkSZOQk5Oj3/fHH39gw4YNkEgkmDNnTpFjx40bh/r16+PLL7802H78+HH8/vvvRn94nj9/Xj8JzfDhw+HqWjUvx5n1LT9mzBj8+OOPGDZsGLy9vTF69GiMHj0azZs3N2vkpm4gyZYtW3D06FFotVoEBARU2IoxzDqGDh2KQ4cO4fnnn0fPnj31H/o333wT9erVMyuPCRMm4PPPP8eFCxdQo0YNdOzYEVKpFMeOHUNOTg5ee+01iyfHqGwyMzOxdetWACVfS5RKpRgzZgyWLVuGtWvXFmlFJyYmljho66uvvoKdnfUvT8TExOhbpgD0qyjt2rULzzzzjEH5BbuD09LScPPmTaMD2Hx9fbFhwwaMHj0aL730EtauXYugoCCcOXMG9+7dg5eXF3744Yci3y8//PCDfkap4OBgODg4IC4uDlevXkVsbCwkEgmWLl2KXr16GRzXvHlzfP/99xg/fjzGjx+Pd999Fw0bNoSHhweSk5Nx+fJlREVFYeTIkSZb14MHD0a1atWQmJgIAHjuuefg5eVV7GunC+7WaunpfPnll9i0aRMAcZDf4sWLjaYr72v0a9aswbVr13DgwAHUqlULHTt2RHx8PI4cOQIiwueff47GjRsXOS4iIgI3b97Uv5Y6d+7cwYQJE+Di4oJmzZrBx8cHmZmZCAsLw+XLlwGIM2CtXr26SJ7nz583uM3w7t27AMQJmgr+kN2xY0e5ThpSInNv/D1z5ox+9QiJREISiYQcHR2pc+fO9Oqrr9LixYtp1apV9N1339Enn3xCc+bMoZEjR1KNGjX06QVBIGdnZ1q6dCnl5uaaWzQdOXKEnnvuOfLx8TE6qbixm7179epVYr5ffvklBQYGkkKhoNatW9Pp06fNrhPR0zf3skajoaVLl1JwcDAplcoiN82buxJQQkICTZ06lWrVqkUKhYJ8fX3p+eefp9u3b+snBggNDTU4pqTJMYqbPMKSOaMLTo5hLt3roZscY+3atQSAvL29Sa1Wl3j8xYsX9XPZPnjwgIgMJ0oo6ZGSkmJ2XUvD3Ik2Ck+eYM7EHmfPnqUhQ4aQh4cHyeVyCgwMpGnTpplcBGLPnj300ksvUZMmTcjDw4NkMhk5OjpScHAwTZkypcTJ9cPCwmjmzJkUEhJC9vb2pFQqKTAwkLp06UIffvgh3blzp9jjZ8yYoT9fYxNPFBQXF0eCIJCHhwelp6cXm7YgU/8HCtJNUFLSoyJW5UpLS6O3336b6tSpQwqFgqpVq0a9e/emAwcOmDxG9/9r/vz5BtvDwsJo3rx51LVrVwoICCClUklyuZz8/f2pf//+tGXLFqOLXRAZTs5T3KO85o4vtwUPTp06RaGhoWRnZ6dfvkkXVAs/dPsFQaCmTZvS6tWrja4eUZK9e/fSO++8o5+lxljQ7d27N8XExOgfycnJxeb5008/kVwup3Xr1tHVq1fpxRdfJBcXF4qLizO7Xk9b0GWMme/7778nAPT5558/7qqwCmBuPBCILLtIm5GRgSNHjuDo0aM4ffo0oqOjkZCQgNzcXLi5ucHDwwMNGzZEp06d0KVLF6vNdCMIAnbs2GHQ/TZ+/HikpqZi586dZufTpk0btGrVSn9NQdflPWPGDLO7Y9LT0+Hs7Iy0tLQy3YfGGHvyhIaG4tixY7hx40aVnkGJmcfceGDxyB1HR0c899xzeO655yzNwqoOHz4MT09PuLq6olu3bliyZAnc3NyMps3Pz8e5c+cMLvBLJBL06NGj2BHVeXl5yMvL0z+3ZGozxtjTwZLbctiTr/xnFKgAvXv3xqZNm3Dw4EF89NFHOHLkCPr06QONRmM0fWJiIjQaTZFBEF5eXoiNjTVZztKlS+Hs7Kx/VMV7xBhjjD0+lfseFTPppmUDgEaNGqFx48aoVasWDh8+bPR2BUvNmTMHs2bN0j9PT0/nwMsYY8xsT0RLt7CaNWvC3d1dv2ZnYe7u7pBKpYiLizPYHhcXV+yE+AqFAk5OTgYPxhhjzFxPZNCNiopCUlKSyXux5HI5WrRooZ+9BhAHUh08eBBt27atqGoyxhh7ylSJoJuZmYmLFy/i4sWLAICwsDBcvHgRERERyMzMxJtvvolTp07h/v37OHjwIAYOHIjatWsb3CDfvXt3g9lPZs2ahW+//RYbN27E9evXMWXKFGRlZWHChAkVfXqMMcaeElXimu7Zs2fRtWtX/XPdddXQ0FCsXr0a//33HzZu3IjU1FT4+vqiZ8+eWLx4scE0fXfv3jWY/WTkyJFISEjAe++9h9jYWDRt2hT79u0rcYYZxhhjzFIW36fL+D5dxhhjInPjQZXoXmaMMcaeBBx0GWOMsQrCQZcxxhirIFYbSHX16lWcPXsW8fHxAABPT0+0bNkSwcHB1iqCMcYYq9LKHHR3796NuXPnmlzYPDg4GEuWLMGAAQPKWhRjjDFWpZWpe3nRokUYOHAgrly5AiKCVCqFp6cnPD09IZVKQUS4cuUKBg8ejAULFlipyowxxljVZHHQ3bdvHxYsWAAiQqdOnfDXX38hIyMDMTExiImJQWZmJv766y906dIFRITFixfjzz//tGbdGWOMsSrF4qC7bNkyAMDw4cNx6NAh9OjRw2AyCrlcjh49euDgwYMYPnw4iEh/DGOMMfY0snhyjGrVqiEtLQ0RERHw8/MrNm1UVBSqV68OFxcXJCcnW1TRyognx2CMMQZUwOQY+fn5cHFxKTHgAoC/vz9cXV2hUqksLY4xxhir8iwOujVr1kRmZiby8/NLTJuXl4fMzEzUrFnT0uIYY4yxKs/ioDtmzBioVCps2rSpxLSbN2+GSqXCmDFjLC2OMcYYq/IsDrqzZ89Ghw4d8Oqrr2Ljxo0m023atAmvvvoqOnbsiNmzZ1taHGOMMVblWTyQatGiRcjPz8eqVauQnp6OgIAAdOnSRX+N98GDBzhy5AgiIiLg7OyMqVOnQi6XG83rvffes/wMHiMeSMUYYwwwPx5YHHQlEgkEQQAA6LLQPdcxtb0wjUZjSRUeOw66jDHGAPPjgcXTQHbq1KnEYMoYY4yxRywOuocPH7ZiNRhjjLEnHy/txxhjjFUQDrqMMcZYBeGgyxhjjFWQMq+nm5eXh19//RXHjx9HVFQUsrKyYGpAtCAIOHjwYFmLZIwxxqqkMgXdkydPYuTIkYiOjgYRFXsLUcH9jDHG2NPI4qAbGRmJfv36IS0tDY0bN0bv3r3x8ccfw8HBAa+//jpiY2Px999/4969e3B3d8crr7wCqVRqzbozxhhjVYrFQXfZsmVIS0tDnz59sHv3bgiCoA+6ixYt0qdbvXo1Xn31VVy6dAm//fabVSrNGGOMVUUWD6T666+/IAgCFi5cWGy38ZQpU7Bw4ULs3r0b3377raXFMcYYY1WexUE3IiICEokEzZs3N9hubKm/adOmQRAEbNiwwdLiGGOMsSrP4qBLRHB1dYVE8igLe3t7pKenFxm97OzsDGdnZ9y4ccPymjLGGGNVnMVB18/PDxkZGQbb/P39odFocP36dYPt2dnZSE1NRXZ2tqXFMcYYY1WexUG3Zs2ayM/Px927d/Xb2rRpAwD4+uuvDdIuW7YMRISgoCBLi2OMMcaqPIuDbpcuXUBE2L9/v37b5MmTQURYtWoV+vbti3feeQfPPfcc5s+fD0EQMHr0aKtUmjHGGKuKLF5P9/79+5gwYQKaNWuGZcuW6bf/73//wyeffCJmLgj667udOnXCX3/9ZXIh+6qI19NljDEGVMAi9sU5cOAAfvrpJ0RGRsLZ2Rm9e/fGuHHjIJOVedbJSoWDLmOMMeAxB92nBQddxhhjgPnxgFcZYowxxioIB13GGGOsglh8kbXg/MrmUCqVcHFxQXBwMFq1alWqAVVHjx7FJ598gnPnziEmJgY7duzAoEGDAAAqlQrvvvsu9u7di3v37sHZ2Rk9evTAhx9+CF9fX5N5LliwAAsXLjTYVq9ePZ7AgzHGWLmxOOguWLDA4qX6qlWrhpkzZ+Ltt982mNHKlKysLDRp0gQTJ07EkCFDDPZlZ2fj/PnzmDdvHpo0aYKUlBS89tprGDBgAM6ePVtsvsHBwThw4ID++ZM20IsxxljlYnGU6dSpEwRBwKVLl5CamgoACAgIgJ+fHwDgwYMHiIyMBAC4urqiUaNGSE1NxY0bN5CUlIR58+bh0qVL2Lp1a4ll9enTB3369DG6z9nZ2eBeYQD48ssv0bp1a0RERKB69eom85XJZPD29jbndBljjLEys/ia7uHDh9GuXTukpqYiNDQUd+7cQXh4OE6ePImTJ08iPDwcd+/exYQJE5CSkoLOnTvj4sWLSEpKwoIFCwAAv/zyC3bs2GGtc9FLS0uDIAhwcXEpNt3t27fh6+uLmjVrYuzYsYiIiCg2fV5eHtLT0w0ejDHGmNnIQr/88gtJJBJ6/fXXS0w7c+ZMkkgk9Ntvv+m3vfHGGyQIAg0cOLBU5QKgHTt2mNyfk5NDzZs3pzFjxhSbz969e2nbtm106dIl2rdvH7Vt25aqV69O6enpJo+ZP38+ASjySEtLK9U5MMYYe7KkpaWZFQ8svk+3a9euOHbsGOLj41GtWrVi0yYnJ8PDwwNdu3bVX0ONiIhAUFAQfH19ERUVZXa5giAYDKQqSKVSYejQoYiKisLhw4dLde9samoqAgMDsWzZMkyaNMlomry8POTl5emfp6enIyAggO/TZYyxp5y59+lafE33v//+g4uLS4kBFxAHTrm4uODChQv6bdWrV4ejoyMSExMtrYIBlUqFESNGIDw8HH///Xepg6CLiwvq1q2LO3fumEyjUCigUCjKWlXGGGNPKYuv6equb5qzXF9WVhbS09MNWok6tra2llZBTxdwb9++jQMHDsDNza3UeWRmZuLu3bvw8fEpc30YY4wxYywOunXq1IFGo8Hq1atLTPv1119Do9GgTp06+m1paWnIyMiAh4dHicdnZmbi4sWLuHjxIgAgLCwMFy9eREREBFQqFYYNG4azZ89iy5Yt0Gg0iI2NRWxsLPLz8/V5dO/eHV9++aX++RtvvIEjR47g/v37OHnyJAYPHgypVMorITHGGCs3FgfdF154AUSEt99+G0uXLkVOTk6RNDk5Ofjwww/x9ttvQxAEvPDCC/p9p06dAgCEhISUWNbZs2fRrFkzNGvWDAAwa9YsNGvWDO+99x4ePHiAXbt2ISoqCk2bNoWPj4/+cfLkSX0ed+/eNejKjoqKwujRo1GvXj2MGDECbm5uOHXqlFk/AhhjjDFLWDyQSq1Wo3v37jh27BgEQYCdnR1atmwJX19fCIKA6OhonD17FllZWSAidOzYEQcPHtRPQDF69Ghs3boVq1atwpQpU6x6UhWFFzxgjDEGVNAqQ9nZ2Zg1axa+++47aLVaMcOHs1TpspVIJJg0aRKWLVsGe3t7/bGZmZnQaDRwcHCAVCq1tAqPFQddxhhjQAUv7RcZGYlff/0V58+fR0JCAgDAw8MDzZs3x5AhQ4qdFaoq46DLGGMM4PV0KwQHXcYYYwCvp8sYY4xVOhx0GWOMsQrCQZcxxhirIBx0GWOMsQrCQZcxxhirIBx0GWOMsQrCQZcxxhirIBx0GWOMsQrCQZcxxhirIBx0GWOMsQoiMyfRxIkTrVKYIAhYu3atVfJijDHGqhqz5l6WSCQQBAHGkupWFSoJEUEQBGg0mtLXspLiuZcZY4wB5scDs1q648aNMxlcf/vtN6SmpkKpVKJFixbw9/cHADx48ADnzp1DTk4OXF1dMWDAAAtOgzHGGHtymBV0N2zYYHT7mDFjkJaWhjlz5uB///tfkeiekZGBjz76CEuXLkV+fj62bNlS5gozxhhjVZVZQdeYb7/9Flu3bsWCBQswb948o2kcHR2xZMkSKBQKLFiwAF27dsXkyZMtrixjjDFWlVm8nu4zzzyDc+fOITk5GY6OjsWmzcjIQLVq1dCiRQucOnXKoopWRnxNlzHGGFAB6+neuHEDzs7OJQZcQGzxOjk54caNG5YWxxhjjFV5FgddrVaL1NRUJCcnl5g2OTkZaWlp0Gq1lhbHGGOMVXkWB93GjRuDiLBo0aIS0y5evBharRaNGjWytDjGGGOsyrM46E6ZMgVEhJUrV2LChAm4d+9ekTRhYWGYOHEivvjiCwiCgKlTp5apsowxxlhVZvFAKkCcqWrDhg36e3gDAgLg5+cHQLxPNzIyEoA4Mca4ceNM3npUVfFAKsYYY4CVJ8cwZd26dWjatCkWLVqE5ORkREREICIiwiCNq6sr5s2bh9dee60sRTHGGGNVXplaujp5eXn466+/cPbsWcTHxwMAPD090bJlSzz77LNQKpVlrmhlxC1dxhhjgPnxwCpB92nFQZcxxhhQAffpMsYYY6x0OOgyxhhjFaRMA6kA4PDhw/jxxx/x33//ITk5GSqVymRaQRBw9+7dshbJGGOMVUkWB10iwsSJE7Fp0yb985KYu/YuY4wx9iSyOOiuXLkSGzduBAC0aNECAwYMgK+vL2SyMjeeGWOMsSeSxRFy/fr1EAQBkydPxjfffGPNOjHGGGNPJIsHUt26dQsA8OGHH1qtMowxxtiTzOKgq1Qq4eLiAldXV2vWx6ijR4+if//+8PX1hSAI2Llzp8F+IsJ7770HHx8f2NraokePHrh9+3aJ+a5atQpBQUFQKpVo06YN/v3333I6A8YYY6wMQbdRo0ZIT09HZmamNetjVFZWFpo0aYJVq1YZ3f/xxx/jiy++wNdff43Tp0/D3t4evXr1Qm5ursk8t27dilmzZmH+/Pk4f/48mjRpgl69euln1GKMMcasjiz0888/kyAI9Pnnn1uahUUA0I4dO/TPtVoteXt70yeffKLflpqaSgqFgn788UeT+bRu3ZqmTZumf67RaMjX15eWLl1qdl3S0tIIAKWlpZXuJBhjjD1RzI0HFrd0hw0bhmnTpuF///sfNm/ebLUfAaUVFhaG2NhY9OjRQ7/N2dkZbdq0wT///GP0mPz8fJw7d87gGIlEgh49epg8BhDnmE5PTzd4MMYYY+ayePTyxIkTAQB2dnYYP3485s2bh1atWsHR0dHkMYIgYO3atZYWaVRsbCwAwMvLy2C7l5eXfl9hiYmJ0Gg0Ro+5ceOGybKWLl2KhQsXlrHGjDHGnlYWB13dOrr0cFIMY8v66ejSlUfQrUhz5szBrFmz9M/T09MREBDwGGvEGGOsKrE46I4bN65SzDDl7e0NAIiLi4OPj49+e1xcHJo2bWr0GHd3d0ilUsTFxRlsj4uL0+dnjEKhgEKhKHulGWOMPZXK1NKtDGrUqAFvb28cPHhQH2TT09Nx+vRpTJkyxegxcrkcLVq0wMGDBzFo0CAAgFarxcGDBzF9+vQKqjljjLGnTZWYszEzMxN37tzRPw8LC8PFixdRrVo1VK9eHa+//jqWLFmCOnXqoEaNGpg3bx58fX31ARUAunfvjsGDB+uD6qxZsxAaGoqWLVuidevWWLFiBbKysjBhwoSKPj3GGGNPiSoRdM+ePYuuXbvqn+uuq4aGhmLDhg146623kJWVhZdeegmpqano0KED9u3bB6VSqT/m7t27SExM1D8fOXIkEhIS8N577yE2NhZNmzbFvn37igyuYowxxqxFIDJjeSBmVHp6OpydnZGWlgYnJ6fHXR3GGGOPibnxoMwt3djYWKxbtw7Hjx9HVFQUsrKyTC7zx+vpMsYYe5qVKeju2LEDoaGhJQZa3b7KMNqZMcYYe1wsDrrXrl3DmDFjkJeXh379+qFfv36YOnUqnJ2d8dlnnyE2NhYHDhzA4cOH4e7ujgULFsDe3t6adWeMMcaqFIuv6b744otYu3Ytnn/+eWzatAmAOJWit7c3oqOj9en++OMPDB8+HMHBwTh+/DhsbGysU/NKgK/pMsYYA8yPBxbPvXz48GEIgoA5c+YUm65Pnz747LPPcObMGaxYscLS4hhjjLEqz+Kg++DBA8hkMjRo0EC/TRAE5OXlFUn7wgsvQCqV4qeffrK0OMYYY6zKs/iarlwuL9JV7ODggLS0NKjVashkj7K2s7ODo6Mjj1xmjDH2VLO4pevr64v09HRotVr9tqCgIBARLl26ZJA2JSUFqampyM/Pt7ymjDHGWBVncdCtW7cu1Gq1wVJ47du3BxHh008/NUj77rvvAgDq1atnaXGMMcZYlWdx0O3evTuICPv27dNve+WVVyCRSLBt2zaEhIRg7NixaNy4Mb7++msIgqBfg5cxxhh7Gll8TXfEiBE4f/48cnNz9dsaN26MFStWYObMmbh27RquXbum3zd69GjMmDGjbLVljDHGqrBymXv5xo0b+OWXXxAZGQlnZ2f07t0b3bp1s3Yxjx3fp8sYYwwwPx7wggdlwEGXMcYYUAGTYzDGGGOsdKy2nu7Vq1dx9uxZxMfHAwA8PT3RsmVLBAcHW6sIxhhjrEorc9DdvXs35s6di6tXrxrdHxwcjCVLlmDAgAFlLYoxxhir0srUvbxo0SIMHDgQV65cARFBKpXC09MTnp6ekEqlICJcuXIFgwcPxoIFC6xUZcYYY6xqsjjo7tu3DwsWLAARoVOnTvjrr7+QkZGBmJgYxMTEIDMzE3/99Re6dOkCIsLixYvx559/WrPujDHGWJVicdBdtmwZAGD48OE4dOgQevToAYVCod8vl8vRo0cPHDx4EMOHDwcR6Y9hjDHGnkYW3zJUrVo1pKWlISIiAn5+fsWmjYqKQvXq1eHi4oLk5GSLKloZ8S1DjDHGgAq4ZSg/Px8uLi4lBlwA8Pf3h6urK1QqlaXFMcYYY1WexUG3Zs2ayMzMNGvloLy8PGRmZqJmzZqWFscYY4xVeRYH3TFjxkClUmHTpk0lpt28eTNUKhXGjBljaXGMMcZYlWdx0J09ezY6dOiAV199FRs3bjSZbtOmTXj11VfRsWNHzJ4929LiGGOMsSrPrIFUixYtMro9Ly8PX331FdLT0xEQEIAuXbror/E+ePAAR44cQUREBJydnTF16lTI5XK899571j2Dx4gHUjHGGAOsvOCBRCKBIAgm9+uyKJzG2HaNRlNScVUGB13GGGOA+fHArGkgO3XqVGzQZYwxxljJzAq6hw8fLudqMMYYY08+XtqPMcYYqyAcdBljjLEKwkGXMcYYqyAcdBljjLEKwkGXMcYYqyAcdBljjLEK8sQE3aCgIAiCUOQxbdo0o+k3bNhQJK1SqazgWjPGGHuamHWfblVw5swZg9murly5gmeffRbDhw83eYyTkxNu3rypf84TgDDGGCtPT0zQ9fDwMHj+4YcfolatWujcubPJYwRBgLe3d3lXjTHGGAPwBHUvF5Sfn4/vv/8eEydOLLb1mpmZicDAQAQEBGDgwIG4evVqsfnm5eUhPT3d4MEYY4yZ64kMujt37kRqairGjx9vMk29evWwbt06/Pbbb/j++++h1WrRrl07REVFmTxm6dKlcHZ21j8CAgLKofaMMcaeVGatMtStWzfrFCYIOHjwoFXyKk6vXr0gl8vx+++/m32MSqVCgwYNMHr0aCxevNhomry8POTl5emf65Y05FWGGGPs6WbVVYZKWvBA14VbOH4X7NologoZqBQeHo4DBw5g+/btpTrOxsYGzZo1w507d0ymUSgUUCgUZa0iY4yxp5RZQXf+/PlGt+fn52P16tVITU2Fn58funTpAn9/fwDiIvaHDx9GVFQUXF1d8corr0Aul1uv5iasX78enp6e6NevX6mO02g0uHz5Mvr27VtONWOMMfa0szjoqtVq9OjRAzk5Ofjmm28wefJko4vYr127FjNmzMDJkydx4MAB69TaBK1Wi/Xr1yM0NBQymeGpjRs3Dn5+fli6dCkAYNGiRXjmmWdQu3ZtpKam4pNPPkF4eDgmT55crnVkjDH29LL4lqHly5fj2LFjWLVqFV588UWjaQRBwOTJk6FWqzFt2jQsX74cb7zxhsWVLcmBAwcQERGBiRMnFtkXEREBieTRuLGUlBS8+OKLiI2NhaurK1q0aIGTJ0+iYcOG5VY/xhhjTzezBlIZ07RpU1y/fh3p6eklXufMy8uDo6MjGjZsiIsXL1pSXKVk7oVzxhhjTzZz44HFtwzdvXsXDg4OZg0sUigUcHR0xN27dy0tjjHGGKvyLA66MpkMqampePDgQYlpHzx4gJSUlCLXWRljjLGnicVBt2XLlgBg1jVaXRrdMYwxxtjTyOKgO2vWLBARtm3bhu7du+PQoUNQqVT6/Wq1GocOHUKPHj2wbds2CIKAWbNmWaXSjDHGWFVk8UAqAFiwYAEWLVqkv1VIJpPB3d0dAJCYmAi1Wq2fMOPdd9/FokWLrFDlyoMHUjHGGAMqYCAVIAbdnTt3on79+iAiqFQqxMTEICYmBiqVCkSEBg0aYPv27U9cwGWMMcZKq0wt3YIuX76Ms2fPIj4+HgDg6emJli1bolGjRtbIvlLili5jjDHAynMvm6NRo0ZPdIBljDHGyuqJXNqPMcYYq4ys0tLdtWsX/vzzT4SHhyMnJ8dg+b6srCxcunQJgiCgbdu21iiOMcYYq5LKFHQjIyMxZMgQnD9/HoDx5fvkcjlGjx6NqKgonDx5Em3atClLkYwxxliVZXH3clZWFnr27Ilz587Bz88P06ZNg729fZF0NjY2mDRpEogIO3bsKFNlGWOMsarM4qC7atUq3Lx5E82bN8f169fxxRdfwMHBwWjagQMHAgBOnDhhaXGMMcZYlWdx0P31118hCAKWLVtmtIVbUEhICKRSKW7dumVpcYwxxliVZ3HQvXnzJqRSKdq3b19iWqlUChcXF6SmplpaHGOMMVblWRx08/LyYGtrC6lUalb67OxsKJVKS4tjjDHGqjyLg66XlxcyMzPNar1evXoVOTk5CAgIsLQ4xhhjrMqzOOh26NABALB169YS03788ccQBAFdu3a1tDjGGGOsyrM46E6dOhVEhAULFuDKlStG0+Tn52POnDnYvHkzBEHAlClTLK4oY4wxVtVZPDlGu3btMGPGDKxcuRLPPPMMevfujczMTADA3LlzER4ejgMHDiAxMRGAuLRfw4YNrVNrxhhjrAoq0ypDRIT33nsPH374ITQajZhhgRmpiAgymQzz5s3DvHnzyl7bSoZXGWKMMQaYHw+ssrRfeHg4NmzYgBMnTiA6OhoajQbe3t5o3749Jk6ciJo1a5a1iEqJgy5jjDGggoPu04qDLmOMMcD8eGDxQKqIiAg8ePDA7PTR0dGIiIiwtDjGGGOsyrN4IFVQUBB8fHzMDrzt27dHZGQk1Gq1pUUyxhhjVVqZFrEvbc8092Qzxhh7mpUp6JZGbm4uZLIyLd/LGGOMVWkVEnSjo6ORkJAANze3iiiOMcYYq5TMbnoePXoUhw8fNtiWmZmJRYsWmTyGiJCamoq9e/eCiNCmTRuLK8oYY4xVdWYH3UOHDmHhwoUGk19kZWVh4cKFJR5LRFAqlZgzZ45ltWSMMcaeAGYH3aCgIHTu3Fn//MiRI7CxsUHbtm1NHiORSODk5ISQkBCEhoaidu3aZastY4wxVoVZPDmGRCKBt7c3oqOjrV2nKoMnx2CMMQaYHw8sHk68fv162NraWno4Y4wx9tSxOOiGhoZasx6MMcbYE8/ioJuQkIAff/wRHh4eGD16dLFpt2zZgqSkJIwZMwbu7u6WFskYY4xVaRbfp7t582bMnDkTd+7cKTHtpUuXMHPmTPzwww+WFlesBQsWQBAEg0f9+vWLPebnn39G/fr1oVQq0ahRI+zdu7dc6sYYY4zpWBx0d+3aBQAYPnx4iWnHjRsHIsJvv/1maXElCg4ORkxMjP5x/Phxk2lPnjyJ0aNHY9KkSbhw4QIGDRqEQYMG4cqVK+VWP8YYY8zi0csBAQFISkpCdna2Went7Ozg6emJ+/fvW1JcsRYsWICdO3fi4sWLZqUfOXIksrKysHv3bv22Z555Bk2bNsXXX39tdrk8epkxxhhQAUv7xcfHw97e3uz09vb2iIuLs7S4Et2+fRu+vr6oWbMmxo4dW+wygv/88w969OhhsK1Xr174559/ii0jLy8P6enpBg/GGGPMXBYHXScnJ6SmpiI3N7fEtLm5uUhNTYWdnZ2lxRWrTZs22LBhA/bt24fVq1cjLCwMHTt2REZGhtH0sbGx8PLyMtjm5eWF2NjYYstZunQpnJ2d9Y+AgACrnQNjjLEnn8VBNzg4GFqt1qCL1pTff/8dGo2mxMFNlurTpw+GDx+Oxo0bo1evXti7dy9SU1Oxbds2q5YzZ84cpKWl6R+RkZFWzZ8xxtiTzeKgO2DAABAR3njjjWJnpXrw4AHeeOMNCIKAQYMGWVpcqbi4uKBu3bomR1Z7e3sX6eqOi4uDt7d3sfkqFAo4OTkZPBhjjDFzWRx0X3nlFfj7+yMyMhJNmzbF8uXLcfv2beTn5yM/Px+3b9/GsmXL0KxZM0RGRsLPzw9Tp061Zt1NyszMxN27d+Hj42N0f9u2bXHw4EGDbfv37y92HmnGHqvoi8CabsDSAODwJ8D5TUB6zOOuFWOslCwevQwA58+fR+/evZGYmGiw+lBBRAR3d3f89ddfaNq0qaVFFeuNN95A//79ERgYiOjoaMyfPx8XL17EtWvX4OHhgXHjxsHPzw9Lly4FIN4y1LlzZ3z44Yfo168ffvrpJ3zwwQc4f/48QkJCzC6XRy+zCnP4I+DIRwBpAOdAwK8p0OwFoM6zj7tmjDFUwNzLANC8eXOcP38ec+bMwbZt26BSqQz2y+VyjBo1Cu+//z78/PzKUlSxoqKiMHr0aCQlJcHDwwMdOnTAqVOn4OHhAQCIiIiARPKoUd+uXTv88MMPePfddzF37lzUqVMHO3fuLFXAZazcpYQDN/4AMmKAqzvEgAsAaZHiv7OSgOxkoEYnwMYWsHV5rNVljJWsTC3dgrKzs3H27FnExsZCEAR4e3ujZcuWT/SiCNzSZeVqbU8g8nQJiQSg2fOAgxfQfV6FVIsxVlSFtHQLsrOzQ6dOnayVHWPsmalA0h0gO8l0Gic/wNEHaDiw4urFGLOY1YIuY8zKggcB1WoCmwYCOclF9wd1Apz9gFaTAMfiR94zxioHDrqMVVVZiWLQNVd6DHD5Z2Skp+B2GhDQKRQevkFF09zZD9R+FnAyPvqfMWY5s4JuzZo1AQC1a9fGX3/9ZbCtNARBwN27d0t9HGNPLTs3wNEXyEkBJApAKgVU2QAkQM3O4uApGzNneou7AtzYAyEtEY55SkR7NSwadOOuAHcOiF3WHHQZszqzgq5ukQKlUllkW2mYuq2IMWaCsx/w4kEgNx1QugICAfm5AOWLAVmrAaTF/DfOSQUy4pCREgvp1V2Qp0RAlpMOV60S2Tf3IsXTHVqZHDZ2LnBycQOizoojoh+cA7wbAUQ8MpoxKzIr6K5fvx4A4OzsXGQbY6yc2SjFh45M/ujfxQVcADi5Eri1D7LE+xC0aqiJIABwENSoF7sXml/+gkaQIUfpDqc6rYD8LMC1BhB3FTiwAJDIeGQ0Y1ZkVtANDQ01axtjrJIJHgxkJUKalQZNdiq0IGglNpBBDSIgW2KHZKeG8PTyBfIzxK5sXZd1RjTgUZ9HRjNmRRZPA8mqmPQYw6kDCz8vz7KYdZT0uhrb7x0CdJ0DefUWsHHygPbhf3ktBGTLnBGnqAm/Os3g6uQk3p4U85846YZECsjtxZHR3iHGy7l9ANjxijhFZUn1SI8BTnwhtryL+1wUd478uWJPAB69/LQoPECmPAfM8GCc8lHS61rCfiE/CwrKBTQEQEC+VgZbaSbk9w8BqnQgKwEQogEBgNIJsHUtvh5SJXD/qNgd7du0+Ho8HMQFQGw9m/pcFHcO/LliTwAOuk+ynFRAlQMIgjhAJiMeuHdYvEZ37zCQGW+9ATOFy+LBONZR0uuqyQek8uJfdxs7oFpNaLPTEJ+UBIlUDmdJLvJVBEd1NqTpGYA6G9DmA1IFoHACXGsCWhWgURnWIz0auL4bSIkAshOB/EwxEPo2BQSpGKh19bh/QixfnQfc+lM8FgDuHQEcPMWg7fhwXWtT55iTJu63debPFXsimDUNpFQqtU5hggC1Wm2VvCqDSj8N5MHFQGYcoFWLA2SSw4DcVLHrUKsBlM7i5Aty+7IPmClcltJFLMsaeT/NSnpdE28B7nVLft01aoAIaq0W0qMfQrj1JygtCsjPgoCHXwFEYuATBMDGHnD2B+r1EY/X1ePmXjFAQgKQWixDqxHngpYqxEFege3FekT8A2TFi/sFQdwGASCt+ENBbgfU7S2WbeocYy+L+70b8eeKVWrmxgOzrukSkdUerAIFDxa74vKzxAEy/q0Aew9AlSf+9W8tbs/PEtMFD7ZeWU6+1sv7aVbS6/rMVPNed6kMkNlAJldACBkK+LeCoHSBYGMrBi9BKv6VSAGZUvxB5t/q0fG6ergGiS1hgQCZ3cPgaS+2ppVO4n5dPXyaAgrnh2kcAXtP8XMntRHL8msp5lvcOfq1FB/8uWJPCLO6lw8dOmR0e1hYGGbNmoWsrCwMGzYM3bp1g7+/PwBx8fq///4bv/zyC+zt7bFs2TIEBQVZreLMDN4hgL37w1s/pICNM+DdWJxS0Kex+MWqyX80YKYsUwkWLkudZzgYh6cptIw5r2v1Z0r3uj8cXIXcVLElmZUEqHMAghhw7d3FlmXXOY+O19UjLRKoVgu4tQ8QJAC0YlexKhvotxy4vO1RPRw8Ab/mgDpX7GUhEq8XS+WAZwPD/E2dY9c54n7+XLEnhFlBt3PnzkW2xcfHY8yYMXB0dMSxY8cQHBxcJM3EiRMxd+5c9O3bF++++y7Onz9f9hozyyTfFVsjujl8U8IB23Txy9LUgJmyllUeeT/NSnpdLXnd8zLFgKtRASBADfE6bXHSIsWuYFWuGAAz4wCFo/F6yB7eX5yXAeQ+vD4rFNPBVtw58OeKPQEsHki1ZMkSxMbG4o8//jAacHUaNmyINWvWoHfv3nj//fexYsUKS4tklrCxE7v8/FqKrY77J4FbfwC1ewCB7YAH58UBMeZOJViasqyZ99OspNfVktf94eAq5D4MhjmJYkvU3kPsJq5Ws+jxunKq1RYDHwnidV9BEKepdPIrWo/0B2LrlAjwaCC2dOOvFc2/pHPgzxV7Qli8nm6tWrUQGxuLrKwss9Lb29vD29v7iZp7udIPpNLRqMUWiSCIX37qPECmePS8pKkEy1KWNfN+mpX0ulryuj8cXAUB4l8AgCA+h2D8eF056jxAYgOAxJarJl+cNctYPfAwf11+WrXx/Is7B/5csUqu3NfTjY6OhlwuLzmhriCZDDExfFP7Y1Hwy0kQDKcUFEx8uVqrLP5itI6SXldLXndL3hvdMQU/QwAgUZpfD6lNyfUpfCx/rtgTwuIZqVxcXJCZmYlz586VmPbcuXPIyMgwmLuZMcYYe9pYHHS7desGIsKLL76IpKQkk+mSk5Px4osvQhAEdOvWzdLiGGOMsSrP4mu6N2/eRNOmTZGfnw83NzdMmTIFXbt2hZ+fuKj2gwcPcOjQIXz99ddISEiAUqnE+fPnUb9+fauewONUZa7pAsCpNcCRD4HObwPPvPS4a8MYY08Uc+OBxUEXAPbt24dRo0YhPT3d5Fq5RARHR0f8+OOP6Nu3r6VFVUpVKuh+1R6IvwJ4hgBTTzzu2jDG2BOl3AdSAUDv3r1x9epVvP/++9i2bRuSk5MN9lerVg0jRozAnDlzEBAQUJaimCVu/QUk3xdHlybdErcl3QJOfydOxVctCKjb83HWkDHGniplaukWFhYWhvj4eACAp6cnatSoYa2sK6VK39Jd6C7Ojwtjb7EACDJgfmJF14oxxp44FdLSLaxGjRpPfKCtUkKGAFd3iKvHQBBv1dDNPCSx4XlrGWOsgvEi9k+yoWuAXksfPhEAjQYPZz4Qtw9d87hqxhhjT6UyB92oqCjMmjULwcHBcHBwgExm2HhOSUnBBx98gKVLlz5Ry/pVPVoAmod/GWOMPQ5l6l7ev38/RowYgfT0dP2yfYVHMbu6umLnzp04d+4cgoODMWDAgLIUyUrLo+7DdU6VQFBH4P4xcdUXj7qPu2aMMfbUsbilGxkZiWHDhiEtLQ39+/fHL7/8AldX4yt/TJw4EUSEPXv2WFxRZqGanYBZ14BOb4uLind6W3xesxOQHgOc3yT+NUdp01cEa9WpMp6buQrX3di5mDq/6IvAjlfEv4yxcmdx0P3ss8+QkZGBESNGYOfOnRgyZIjJuZh79eoFADhz5oylxbGysHcHLm0BcpLEv/bu4va4K8CdA+Jfc5Q2fUWwVp0q47mZq3DdjZ2LqfO79Sdw77D4lzFW7izuXv7zzz8hCAIWL15cYtoaNWpAoVAgLCzM0uKYJYzdp5t4EzjymbhSS9INIDsZeHBOXLScCLCxBWxdHuWRkwqocsRJ5qPOlpy+IlirTpXx3MxVuO4Z8WLwdPAS/2bGA/dPAPae4ti5+8cfnZ+tq3i8jR0QdgTIzwbCjgH1+oj3b9u6Aq6Bj/X0GHtSWXyfrr29PQRBQGbmowWvfXx8EB8fD41GUyS9h4cH0tLSkJ+fb3ltK5mqfZ8uAAhAsxeA3FRAbg9IZOKXdvd5j5IcXCwuUq5VA/lZgNKl+PQVwVp1qoznZq7CdU8OE+sukYrL3imdxeX3dEvrSaRA9bZimvATgDpf/DEmtwNs7AFV1sPlHqViT8ikvx7n2TFW5ZgbDyzuXpZIJNBqzRsJq1arkZ6eXjkD05MsZMjDNU8B8T7dgt3/AuBWG3DyBRx9xS9uR5+i9+4GDxa352eJ6UpKXxGsVafKeG7mKlx3/1biAvSqPPGvf2vAp6n440EiE/+tOz/XGuJC9VIbwNYNcPQS/6ryAAdP4Jmpj/vsGHtiWRx0AwMDkZeXh4iIiBLTHj16FCqVCnXq1LG0OGYJo/fpPnzLfVsAdXo+XIxcKrbuWk0CvEMM8/AOEbfL7QssXl5M+opgrTpVxnMzV+G6K50B78aAjQLwaSw+d/AEvBqKDwfPR+fnXgcY8CWgcDA8bxsF0OdjIHjQ4z47xkTWHuCoyy/6ouHfChxAafE13R49euD69ev4+uuv8cEHH5hMp1Kp8M4770AQBPTp08fS4liZGemVSL4rXtdTZYvX8UpS2vQVwVp1qoznZi5d3XMezn2eEg7YpovnIlMapil8fhnRYg+IJl8M4IxVJroBgI4+gJOP9fJLjwHirz76a638zWBx0J05cya++eYbfPbZZ6hVqxYmTZpUJM358+cxc+ZMnD59Gk5OTpg6tXy6rZYuXYrt27fjxo0bsLW1Rbt27fDRRx+hXr16Jo/ZsGEDJkyYYLBNoVAgNze3XOr42Bi7T1eVI273awH4NQcenAeyE8UvZWNs7ADXIMCvpXnpK4K16lQZz81chet+/yRw6w+gdg8gsJ14LukPxLROfobn5+QHOPmLLeA6PYHbf4mDr+zcHuspMWb1AY66/PIygLuHgNQoIC1aHO+SHi0OHrx3GHCpDiicyn0AZZkWPNiyZQtCQ0NBRHB3d0daWhpUKhXatGmD8PBwxMbGgoggk8nwyy+/lNvEGL1798aoUaPQqlUrqNVqzJ07F1euXMG1a9dgb2/81/uGDRvw2muv4ebNm/ptgiDAy8vL7HIr/UAqnaxEQO4M2NgAKhWQnyYOGpJIxQ82kTjgRlrMbzCNunTpK4K16lQZz81cheuuzns4IKrAuQDGz0+VK7ZyJRJAqxVbuzbKx3s+jFl7gKMuvwfnxMCbmy5+1nWDDqVycYyDwlFsiFg4gLJCFjwYO3YsPD09MW3aNNy5c0e//dSpU/p/165dG19//TW6detWlqKKtW/fPoPnGzZsgKenJ86dO4dOnTqZPE4QBHh7e5dbvSoN3X25gBh4bdwN9wtCyUGm4H5z0lcEa9WpMp6buQrXvWDQNHYuBbcVTCuRABIOuKwSCB4MXPsNSLghDvyzdRF7dTKiAY/6QMOBluVn7yH2+AkS8TY5dbYYyOX2Yg+PwknsZi5t/qVU5m+XZ599Fjdv3sTRo0dx4sQJREdHQ6PRwNvbG+3bt0fXrl0hlUqtUVezpaWlARDX8y1OZmYmAgMDodVq0bx5c3zwwQcIDg42mT4vLw95eXn65+np6dapMGOMMZF3iNhQOLDA+ABHx1I2lHT5pUWKl9oiT4u3yaVHiZdXiMTBh+o8y/IvJYuD7qZNmwCIs015eXmhc+fO6Ny5s9UqZimtVovXX38d7du3R0iI6dGn9erVw7p169C4cWOkpaXh008/Rbt27XD16lX4+/sbPWbp0qVYuHBheVW9XCVf2gv13x9C1u1tVGvS93FXhzHGSmbtAY6p98Uu6/xMsfs6M04MwCnh5R5sdSy+piuRSCCTyZCamgo7u8oz6GTKlCn4448/cPz4cZPB0xiVSoUGDRpg9OjRJmfZMtbSDQgIqPzXdAHErB+HauF/IDmwD3wmbHrc1WGMMdNy04FTXwF27oYDAJ+ZKl5/tTQ/Gwcg6TaQnQSkRQDO1cWuZfc6YiC2NH9UwDVdXddtZQq406dPx+7du3H06NFSBVwAsLGxQbNmzQyuTRemUCigUCjKWs0KkxZ+CZrUB4AghW3MaUihhm3Mv0j+70+ANJC6+ME5sMnjriZ70kRfBE5/DbR5BfBt+rhrw6oipRPQ8Y1HAwB9m5VtgGPB/LQa8bquJl8cREXaAoOqyn88h8Ul1K9fH6dPn0ZmZiYcHBysWadSIyLMmDEDO3bswOHDh1GjRo1S56HRaHD58mX07fvkdL0K3w+FrToLAggS0iBfsIVdfhK0O0JBEKCS2QPvmP6RwZhFdIsouNbgoMssZ+0BjrrjdX/1AwclRcsrRxaXMn78eJw8eRLfffcdXn/9dStWqfSmTZuGH374Ab/99hscHR0RGxsLAHB2doatrS0AYNy4cfDz88PSpeIMTYsWLcIzzzyD2rVrIzU1FZ988gnCw8MxefLkx3Ye1pbT/GXQhTWwzU+BFgQlZUEDATJSI1vqjGinxlDd/hdu8afEofQgAII4dL7RcDGTK7+IAw0aDX9083h6DHBnP1D7WfNvKLfkGFZ1pIQDOSliC4IXUWDMJIuD7uTJk/Hnn3/if//7H+RyOV566SXIZI/nVovVq1cDALp06WKwff369Rg/fjwAICIiAhLJo1kvU1JS8OKLLyI2Nhaurq5o0aIFTp48iYYNG1ZUtcudV583kezXGNodobChHAgESAUCAUj26YislFTIL+2GW9pp8QsTAgASvyA9G4iZXN8t/vVs8ChYWjJLjLVnlmGVy/YXxfvBSSOOArX3AJLvANte4EUUGCvA4oFUuoXpf/31V2RlZcHV1RWtWrWCp6enyVuEBEHA2rVry1ThyqSyT46RcGgV6MYeuMSdgAyA8LAhSwCyoUQubABFNbgI6RBUuRAEARIB4r1s/q0BuS0Qfkq83lGvL1Cvtzjxwu394o3mQR2AFuNNzxJTcGaZs+vF1W1KOoZVTVd3itdxk++LA1NsnYGcNHHASrUg8fouz+nMnmDmxoMyjV4WBAHmHK5LJwiC0WX/qqrKHnRpgXOBJ0YSCGZsktiIwREkBkoI4vManR7N12tqlpiqvHQeK72Y/8SWrcJZXMFIowLy0oARm8X7IBl7gpX76OVx48ZBEIx8a7NKI9WpAZzTr4uBVPdW6YLvwxYvFdgloGBCAJCIX6AOnmKwVOeKrV6JjZjO0bf4WWKsPbMMqxp4EQXGTLI46G7YsMGK1WDlQdLlTaQdWwGXlP/EDboIS4AGgBpSkKCAjPIghQQC1GJAlSnF1qkgAZy8AUgAmS3gXk/8Qs3LFGd3kduLXceNhosLKBRm7ZllWOVm58aLKDBWgio0ySwrLcddE8V2a8Gu5Yf/lgKQQgMV5UMCLcQwDECrAtQAIACCVhx1nJchzs2rzhEzECRAaoT4kCmBA/OBlPvi4Jl2r4qBufazYn5XfhFnk8lJMWtmmbj0XBy6GY+u9Tzh5WRkLmAeBV15OfsBz//6aBGFxiN5EQXGCuGg+wTLDOgO+8iD4uAowKClSwBUEjtkKzwgVWfDQaoB8tLFLmDnAHFtVkEAPBsCsZfF63My5cPuZg9xAfTE2+Ik4ao8IOEmkHwP+G8boMkVRykDQPg/Yss2qJNZS+ddi0nH0ZsJ8HJSGg+6PAq6cuNFFBgrllWCbmxsLH799VecPXsW8fHxAABPT0+0bNkSQ4cOfTpW8qmE8qu3gyYtGi7p1w13CECaYz1o6/ZFtfYToNGoIfnvR3F0cWB78VpsXqY4YOrmHjEYezUWJwhXugByOyArRdxfsytwZs3DW0U0YitUpgQSbosBOysBcKsN1O8nlt1oKCB3NLgRPS1HhVyVBgKAS5GpSM7Ox6XIVAT7OIEAKDWZcJaqrLe+JmOMPSZlWk9XpVJhzpw5WLlyJdRqNQDoRzPrBlnJZDJMnz4dS5cuhVwut0KVK48qM3r54cBj3XKqggD9eCmh2QtFRxcn3Xm0LqtbbXF7ZiyQeEts8codgOQwQJtffAUEqTgrkSAA/i1Njlj+5M8bSMjIg0ZLyMrXwFlpg7RcFezlUkglAganrENbTw2PgmaMVVrlPnpZq9Vi4MCB+PPPP0FEsLW1RYsWLeDn5wcAePDgAc6dO4ecnBysWLECV69exR9//MEjnitQltQZdpo0CHgYaAv8JQC5EgfYOfoUHV2cm/ZwXlLFo+0SmTjrULXaQJNR4qjkO/vFEc1izihyX5JUIR7r4C3es+vdyOiI5eca+2Lv5Rjcjs+Et5MSzrY2sJVLEZueizqeDvCqPwaIP8CjoBljVZ6k5CTGrV69Wr94/LvvvovY2FgcPXoUP/74I3788UccPXoUcXFxeO+99wAA+/fvx1dffWWdWjOz2D8MuMYIAGy1meIoYrm94ehiJ1+gz8fiNVPddhtbcdLxgV8CjYcDIzcDI7eIo5qLBFxBXC5LIhEDePJdIDVcLMu76HKLDXyc8MIzgfqWbZ5aA6lEgL1ciheeCUTNkDbG66kbBW0kT8YYq4wsDrrr16+HIAhYvHgxFi1aBEdHxyJpHBwcsGDBAixevBhEhHXr1pWpsqx0suUeRufEAB7OSiX3eLRBFxiT7xomLLhdEAybzIKkQG6Fciet+MhNBzR5gEt1s+p8PzELUSk5uJ+YZTyBqXoyxlgVYHH38o0bNyCRSPDqq6+WmPbVV1/F/PnzcfPmTUuLYxawF1TQlrAfNnaAaxDg19JwdLGdm/HtBUcdO/mJt//kSsR/Z0SL11zlzoDSEZAI4jXhwI7i9V8TI5YBwFYuRUA1OzQNkKNJgAsuRaYiKSsftvKHU4qaqmcxeTLGWGVj8UAqNzc3CIKAxMREs9MDQFJSkiXFVUqVfSAVFjg/aoMW6v3V/1mQBmjUj9atJHq0rqSp7QXlZQIkiPM0p0QCBxcA+Rli168qB7CrBnSfL97DW8LSWWqNFlKJoJ82VKMlyKQFOmPMqQ9jjD0G5sYDi7uXQ0JCkJqaalYQTUpKQmpqKho1amRpccwC2bZexXcv23qJT6Qyw27jgutOGttekMIBUD68fmvvCnjWA+r2Btq/Js5K5BokBmAzgqNMKtEPtBMEwTDgmlsfxhirxCwOutOmTYNWq8XixYtLTKu7pjtt2jRLi2MWsM2JE1cWMnLJVSBxv1UpnYCOb4iDm/yai387viFuZ4wxZnnQHTFiBN566y2sXLkSEyZMwL1794qkCQsLw8SJE7Fy5Ur873//w/Dhw8tUWWaB4oYvF5YeA5zfJP61VFYC8M+XwIkvgIxYy1ujxupSXP2sUXfGGCtnFvfPdevWDQDg5OSETZs2YdOmTQgICDC4TzcyMhIA4OzsjNOnT+uPKUgQBBw8eNDSajBrssYUi3FXjC98b46C8yrr6iJViKOfvRsDl34Up5o0Vj+eHpIxVgVYHHQPHz5cZFtERAQiIiKKbE9NTTWaHgBPlvG4FVxo3tIpFnNSgYw4cc7lu4eB9Ghx+70jgL2nOC2ko1fJ+USeBq7/LqZPuivW5eZeMf/oC8C9o+IsWbr65aSJx9k68/SQjLEqweLRywsXLrRaJebPn2+1vCpSZR+9TAucjS9eryMAQsc3yr7Q/MHFwK19QH62OJOVIIF+tV6JXJyruW5v4/kUDPo/jweS7okjnh08AKkSiDwlToahU62WWCdbJyDhljia2bsRTw/JGHusyn0ayKoaKJ8mGTYecFAliIOpCiEBUEMG+d1DgNRGXC2oWk2xZUgExP4H+DQRg5fuOumVX8QZppTOQFBHMU3tZ8UFElIjgHuHxZao/cNJNzLjgfxMcd7loI7iNdfCS/KdXPko6EvlYsBNuivmp87Fo2WRtGILOD0KyIh5OGraBfBoAMRdE7ufnXwfTQ/p5CcG85MrkRDUHwcfSEwvF1hYeox4rkTiWsGZccCh98W6tH4JafHhOKRtgrZNQszLjzHGHuJ7Lp5gTu/cQfqiQDhqUovs0wCQ2yiA+KviwuMyhRjkos4BIHFpP1sXIOG6eL0UEK/V5qSK2/OzxWMdfYA6zwJ1egD3j4sLImTFi0sAQisG7TrPiuv0GrvmGjxYnMc54YYYQBWO4tq8Wg3E6SSVYkDWqMQWtI0tIMjEHwm9logBMfIfcb1ee/dH00P6NQPOrAMeANF53jj6oKbp5QILK3xd+sF5IPyk+FzpgrzUNESp83DNszoHXcZYqXDQfYKlLXCGbl0n/epCD0kBaFXiVIuStChxcfmkO2I3rUQGgICw42KwvPC9eHDyPTFdbqq45J9GDVzZLrYuw0+KQTs/W1zmLydVbJ1K5eKaujZ2Ygvy/gnDa67eIWJL+9AHQF6aGHCJxEArQMxDoxa3afIAiQugzn94jbgacHu/2P2ccEMsPzcNUDoi7+4JSNMeAASo7hyGY14uIm4kIsG1KbRKZyhtpHC2tXn0ghS+Lp0aIXaVn14DJN+DNl98rbR3D0PQ2KIRcvDgqg8SHZtBK7OFwrGaYX6MMWZEmZb2M8bHxwcJCQn6pf6eZJX+mu5855ITCUbuHhKk0NjYQ6vOh4zUEEj9KDFIXLJP97ERJGJAlduLASsvE9BqxVuFtGpxGUD5w9apTGmwzF+mjRt2e0zCgPtLobj3F7S5mZCSCoAGBPF+tiJ1k9oC0IrdyzW7AqosIC1aDM75meJtSqRFhsQRgiYfKokCWhKgldggBwrcdGqH/T4vwcNRgTd71X+Ub+Hr0lnx4l/da1noLyAgU3DCNaf2yLJxw/k60w3zY4w9Vcr9mm5xrBzHmaWMrLZX4gFSOSCxgVarhUorgUSQQCrIAFIDkIitUu3D6RhlcvGWHtXDQGVbTRz8lJ8pBkGFCwAtkP9wOkgHT/Faa34W4FEf1+w64ujNBLRwqI5AjQa5sIGdhAAtoIWm6E3kgo14Qk5+QEAbMeA6BwJejcQWbsINsXs6JxXK/ByoNYQMKCCXEiQSGeLtQ3DKrjO8nJTo26jQbUXBg4GsxIfdyA/LSI8WW9cPXxstAAEEQECu1AFpcj8kStyQ5NcbzzX2LfXbwxh7+lg8OQar/NQQB0yZZNDKFaCx94LK0R8qRz9oNRrkwwZZMldobOxAkIAkMrFLGILYanXwBmr3EBc9cBLvz4a9uzigydELUNgDzv7iNWCpHPAKRq7SHTmCEkk1BuDfOECSdBspD24hAS4g0kCr1UCABtKHPxaowAOkEq/tOlcH6vcVr/vqrvdKZGLZPRYAXg1hAw0UEi2U2hwQJEhW+OO092ikOtbFC88EooFPoV+i3iFA1zmAV0Oxrrau4hSWkAIQIEjkkDwMufmCEned2yHZNghn3QejT/ceRfNjjDEj+JruE+xhu9C4IsGYoM5OhQpZyJfawonyYQc1tKocaKAFQBC0+RBy88Vc8zWAyhFIixRbvAoH8VqvNl0MWhAAdQ5gGyQOdtKogLQoRCVkIFXrgKyYZaiRkY4+6lvwRAIE0sIOeYbVImP11AD3DwPR58T5nu3cAJ+mYms7NQI48x0Qd1VsTUOAvTYd2vwMQKNCnfBtuFf99ZJfuLwMseWsUYnzZRIB2jz9yyaQBsrsGMRLvUrOizHGCuCg+9TT9UELkMpskC04IIfkEGTu0ErlkGjzoVWroRTyoJXIYSslyEgF2LoBQe0Bt1rA3UNAUAcg4iSQeEu85qvOBVS54hzMmbFiK7TtNNjfvYS4+/dxihqhiXAGWRmJiFcR3IQUaCgfUpAYZ4troUtsxNuF7KsBtXoADZ4TRxjHXxP3JdwCHLygdfBGcko6HFXxULr4QVNjEALkdo+WCyzMxk68bUqVDXg2BHIzxFuHtHmAax1osxKgyklDtq0f7Ov3gn1qJjzdXE3nxxhjhXDQfRqYCGACIF6TfXgrjqz5C4BbC5z95wScZfm44dYTbR9sQKrWHt7VHBCVmI6Grlr4DFoodicLEvHabtvp4gji5HtAdgrQZBQQdkS8Ppp8D6hWG2g2BqjRET5BHSBNy8L2v+7gulsNeEUm4lqGFxqrr0AmAbRaFeyFvCLXPfSnYGMn3nbk3Qjo9f7DegiAbzOxuzk7EchNAZSukMmU8PTLg5CTBKHHfPR28sOzhZcLLEjpBHR9B+KkHg//azy7UGzpKhwg1ahBqjy42sggyJTw0aoRAqnp/BhjrBCrB90RI0YgPT3d2tkyC5kaS6UPYlKZGMikNkDKfShT42GnlWCL/AW4ZKShYa4arsIDqFPt4ZyfiZQcd9jkSqCRaaG0EeCMtEczStlWE4NV/DWxS5kIiPxXnCzj1j5xSkgnXwj5YpCKTM5Gdr4aHuo4KJADG8oDoBUn8zDV0lXniyOkAbEsY0v9CRIg9T5gYweJKlu8PiuRPVwusIRpRwsv0KB0fPRviRwyG7n+qSC14V+tT7uC84XznN/MDFb/zvj888+LbMvLy8M333wDAHj11VetXSQzoUiwLRDMdPuEoI4PW4jJgDoPEvdaiJO3QCdPb9wM1+CB4IVLVAeptiEIUd6FLDcJ3x+JgtomVbztRvbzoxmlbu0T76mNuyzeNiRIxNmjclKBxJvivMr1+sJJ6Y6AamPg7eOP6gkNcSyyJvLz7qGp9D6iM9QIQDSUyIcA0ldZrLYE8KgnTu9Yrab4Y6EwGztxAJRfS7Fr+8F5sfVrLC1jZcULbbBSsvp9usYkJSXBw8MDEonkibp/t9Lfp7ugwH26Bd/lAo09ofl4cXSxOk8cCNVjAdR2npBKBNyIzcDeSxG4GZ8DXxc7OCtlyMjJRXSGGnU8HdC3kQ8aCBGPZpRS5QDx18Xl/YjEgU4SOQANIHcEnP2AWt2BhgOh9mgIqUSAoNVApQVAGthIBOTkqyHV5kEuCNBqcpFPtlDK1ABJxEFN+pZnMYvYax7e0iQIDwdBaXjBe2Y9BecLP7seCD8hjmloMZ4X2niKPdb7dE3h+3cfEyOL2OsDb/LDWaiUzuKvdUB/jbKBjxPc7Gvjo3034KxORL2YU7jp+Azs5c4IDVHAPWan2K1W/zlx3mXPhuK9uNd3AZCIX0qCDNDmAzU6iffyKp2QoHXAiZPn0VVyCc6N+sLGyQdITwDu7IdtgW46CYAikyya6s4ztf1ht3Ncei4O3YxHdz8tPGKPcncgs1zB+cLzswDXGuKI+QMLeKENViL++f+kM/U7Rxd4PRqIXb9udcQRxgW7YdNjoLi8F06qQCDxJryzT+BmlgPg3h6yhKuPutVyUsRuZNKIcy5r1Q/nTpY8nApSJt5aJJUDYccQneeNqFsJyJMdATyri8HP3G46U+lKOP5aTDqO3kxAg8x78Ejg7kBWBgXnC3f0FVu1uoU2POoDDQc+7hqySoyD7hNMBUBWaM5lHSJAIwA2ttXEJ3ZuQLPnxV/upBW/SCJPw+7ePrSWtIevYwxqCdlQKG/gvDwQtvcPAqmR4pq56jwxyCqcgSYjgOS74q071WqJX0SkQY53K0iiTkHIzoAq6xAC03KgFiKQdWUPcgVX2N88CGVmvPH1cE2t+etSXdxuY2d0Pd00jQ1ypQ6Q5Kbhzp070GakIPveaeRTIvLunQa51IeTQsbdgax0vEPEH6gHFoiXMdR5jxbaaDUJcPR+3DVklViFXtMVBAEajaa8i6swlf6arhlzLws+TQD3OuIyfEm3xWDn2xwIagdc2QGkRUFr7wHBrhqEhFtQazVQqdVQaHMg0WrEkcFSqThnsVYlLuEnU4ojjAd8Dvy7FsiKxZWoVHikXwYAyLT5EAQBck02pNAgS+YCmaCFi6u7OECq8Hq4BxcbX/M36Y74hSdTAG61i6yn+0+8FDtcJ+LZmDWwzU+CUkKQqLOQL3OCHWVAIndASIAbdwey0suIFYNuTor4o083Sr7HAg66Tylz4wHfYPgkK+HuGAgQZ1+CIH5pZMaLj5hLwOlvxGuwDl6QZCdBSLoD5GeA8rMgVWVCrZsHWZv/cCWgfHEGp5T74u1H0Ijdb42HAc4BqO4EJDkHI01aDZDKIEhtkKb0QZLMAwrkQ+7kBfi3Frvr8rPE7t/gwWI9gweLz/OzxP1OvuJfe0/xGrK9h+H2h8d7tR0DLyclTtl1hsbeC07SfOTbeiNR4gaVnQ+qO5JhOYyZSzdKvvazQLsZ4l/XIB4lz0r0RAXdVatWISgoCEqlEm3atMG///5bbPqff/4Z9evXh1KpRKNGjbB3794KqmnFIMB04NVtz4oXl95LuitekwWJv95zksUZmVwCoBEk0OSmQ6vVQk0SCNCC1HnQkgba3Exoc8VpFqFVi0FbnS8uHnDnoNgNV/85ONnbIah6DcTZ1oJGkEMtyBBl3wgRdo1ha2cPu8Bm4mCugt103iFiHb1DxOdye8PuPCcfoM/HYrA10s1XM6QNXngmEKmOdXHecyjyJEqQRAqloEYDX1c4ObkYlsOYuZROQMc3xM+PX3Pxb8c3xO2MFeOJuaa7detWzJo1C19//TXatGmDFStWoFevXrh58yY8PT2LpD958iRGjx6NpUuX4rnnnsMPP/yAQYMG4fz58wgJeTK+hIXiLhzo9uVnio+CO9TZD/dlAWnhD+OzeIACunitu0ygBgreBpabAtzYLQa/tAdid68mH4i/DqlDBlxVYktZIgDyrGjYCf9v787jYzr3P4B/zkxmySaJrLJIUDuNrZb4EYoSWrRqL0m02npFX7W1xVWherugvbeqr6hWhLaUuK30WkqEUARFbtFF0RApEyRklW3m+/tjzJFJZiaZLGeS+L5fr3kZc57znO88cybfOec853lK9YNE370G2Oc+PE1nTvYV49N5Vb3+wPXsQhQUa2FfdhVqO3vI790BnN0tNBBjVSh/G1r5wVkYs6Dae8mMGTNqvJHi4uKqC9XSxx9/jJkzZyIyMhIAsG7dOuzevRuxsbFYuHBhpfKffPIJRowYgTfeeAMAsGLFCiQmJmLt2rVYt26dyW0UFxcbvZcGP/JWVVP7mTwKLr+STN8hispQRnIUCyqoSX8dVvdgyAo5dA/LQgDwYFAMezegRfDDWyrUrqDm7fG7QzO4aL5BM7UCt3ymQJV1AW20P+tnKwoMMT+YhblBLxzcLQ6GYa+UI6C5A3xa+CPobidcvW+Pv5Tt0dE7Eyi5y6cDGWOSqnZHKplMBsFUN9hqIqJ660hVUlICBwcH7NixA2PHjhVfDw8Px71795CQkFBpnZYtW2LevHmYM2eO+Fp0dDR27tyJX375xeR2li1bhuXLl1d6vcF2pFrmUmXSFVoNBjJO6eemlSn1p4gNE9W3eBxQNQMKs1GiI2Tfy4VcILiVZKBI5gSQDg5yfeckqN30ybY4Vz+ec6cxD3oeZ+s7lzh4ADI5ynQEOZVBEASQzA5arU4/gYKdqurBLMwNelHFYBhlWp04EAcJMmgJsJMJPGgGY6zO1PngGC1btqxV0q1Pd+7cgVarhbe38VRr3t7e+OOPP0yuo9FoTJbXaDRmt7No0SLMmzdP/H9ubi4CAgJqEXkDcD/7QaKFvlOUgcxOnwjtXQF7V1BeFhR0C8qyQggAVLoC6CAHtA+OdEvy9UlPpwWEMv2tQvezHp7qfZDc9GMf68cvFgDY2cmhn7P2AUun6cydzqviNJ84IYHcTr9NU/UxxpgEqv1X5+rVq/UYRuOgUqmgUqlsHUbd6hEOHPtE36HK/TF9B6jiXP09sI8NfTAvLUA+PfB3iTtcdXehyv8NuXI35Ci8EER/6wfG8O2u79CUdhhQOQN9ZukHxOBxjxljTNQkfup7eHhALpcjMzPT6PXMzEz4+Ji+Z87Hx8eq8o2RDoDMwjRDOgDy3i/qp90rK9VPRK8t099vK5Prj3R1+ssBapkcnfqVQi6TQyi7D3e5Gq6kg1zAw2EkBQEoua/fqMKexz1mjLEKmsQtQ0qlEj179kRSUpL4mk6nQ1JSEvr162dynX79+hmVB4DExESz5Rujqj5ccbnCHrBvpp+gQKEEVI6AQv3wVK1cP4WenUIJQS4HVE4Q7Oz009zZKQEHN/26ggCoHPT1AdyjkzHGKmgyfxHnzZuH8PBw9OrVC71798a///1vFBQUiL2Zp0+fDj8/P7z//vsAgNdffx2hoaH46KOPMGrUKHz77bc4ffo01q9fb8u3UaeKob96aupKPAEogYkJBRhjjNWbaifd9PT0Otlgy5Yt66SeiiZOnIjbt29j6dKl0Gg06NatG3788Uexs1R6ejpksofHfiEhIdiyZQuWLFmCxYsXo23btti5c2eTuUcXAFQWei4LpL/nljHGmHQku2UIAARB4Pl0JVStsZeX50gQCWOMNW31Mp8uz4fbyBh+I5npSMUYY0xaViVdQRAQFBSEiIgIDBw4sL5iYnWk2KcXlJrT5q/p+vTia7qMMSahaifdsLAw7N+/H2lpaVi2bBlat26NyMhIhIeHw8/Prz5jZDWk0pw2u0yoYjljjLG6V+1bhnbv3o309HS89957aNu2La5cuYK3334bQUFBCAsLQ3x8PEpKSqquiEmm0DHw4ZllodwD+iPdQsdAm8TFGGOPqhpPYn/s2DHExsYiPj4e+fn5EAQBbm5umDJlCiIiItCjR4+6jrXBaegdqbDMper5DpZxRyrGGKutep/Evn///tiwYQM0Gg02bNiA/v37Izs7G2vXrsUTTzyB4OBgrFmzBllZWTXdBKst72DjpEsVnnoHSxsPY4w94mo9IpWDgwMiIyNx5MgRXLp0CYsWLYKfnx/Onz+PuXPn4sMPP6yLOFkNZCm9UAyFyWXFUCBLWXmeYcYYY/WnToeBbNOmDWbMmIEpU6ZAqVTWZdWsBppfT4SaSgEC6MFkQKQDQICaStH8eqJN42OMsUdNnQwDWVhYiO3btyM2NhbHjh0DoL+nt2vXrhgyZEhdbILVQCnksBO0EEg/DDLw8F8SgDLIwT+NGGNMOrVKukePHkVsbCx27NiBgoICEBHc3NwwefJkREZGomfPnnUVJ6uBW06d0Dz/AuxNdKcqgoBsp07wt0FcjDH2qLI66d64cQNxcXGIi4vDlStXQESQyWQYNmwYIiMj8eyzz/Kp5YaibxRw4DUApSYW2umXM8YYk0y1k+727duxceNGHDhwADqdDkSENm3aICIiAuHh4fD352Omhsbfyx13nQJgn/eX8bCPBBQ7BcDfy91msTHG2KPI6gkPHBwcMH78eERGRmLAgAH1HV+D1uDv013uASL9US5Bn3cN/wKAICiA6Ds2Co4xxpqOepnwANDfIpScnIzk5GSrgxIEAVeuXLF6PVZDXZ4D/fodBF3pw0T74F+SKSB0fs5WkTHG2CPJ6lmGbt++jdu3b9doY7WdGpBZadx6yPx7g/bOr7RINvwDoM9LNgiKMcYeXdVOutHR0fUZB6sHOSe/guL8D7BH5dPLhed/QClUcOkzzaYxMsbYo6TGYy+zhn9Nl5Y9nMTe1DVdABB47GXGGKu1eh97mTV8Bd69xTt0K13TfbCcMcaYdDjpNmFOsxKR3+t1k8vye70Op1k8DCRjjEmJk+4jgir8yxhjTHqcdJs4wbcrdAB0kKPQvTN0kEP34HXGGGPSqpMJD1jD5dxjPMpa9YHc3guOajWoqAja+7fg7NbS1qExxtgjh5PuI8CuXIIV1GrYqTnhMsaYLfDpZcYYY0winHQZY4wxiXDSZYwxxiTCSZcxxhiTCCddxhhjTCKcdBljjDGJcNJljDHGJMJJlzHGGJMIJ13GGGNMIpx0GWOMMYlw0mWMMcYkwmMv1wKRfqK83NxcG0fCGGPMlgx5wJAXzOGkWwt5eXkAgICAABtHwhhjrCHIy8uDi4uL2eUCVZWWmVk6nQ43btyAs7MzBEGwdTgW5ebmIiAgANevX0ezZs1sHU61NMaYAY5bSo0xZqBxxt0YYwaki5uIkJeXB19fX8hk5q/c8pFuLchkMvj7+9s6DKs0a9asUX1hgMYZM8BxS6kxxgw0zrgbY8yANHFbOsI14I5UjDHGmEQ46TLGGGMS4aT7iFCpVIiOjoZKpbJ1KNXWGGMGOG4pNcaYgcYZd2OMGWh4cXNHKsYYY0wifKTLGGOMSYSTLmOMMSYRTrqMMcaYRDjpMsYYYxLhpNuEfPbZZwgKCoJarUafPn1w6tQpi+Xj4+PRoUMHqNVqdO3aFXv27JEoUuD999/HE088AWdnZ3h5eWHs2LG4ePGixXXi4uIgCILRQ61WSxSx3rJlyyrF0KFDB4vr2LKdDYKCgirFLQgCoqKiTJa3RVsfOXIEzzzzDHx9fSEIAnbu3Gm0nIiwdOlStGjRAvb29hg6dCguXbpUZb3Wfi/qMu7S0lK89dZb6Nq1KxwdHeHr64vp06fjxo0bFuusyX5Wl3EDQERERKUYRowYUWW99dneVcVsah8XBAGrVq0yW6cUbV0eJ90mYtu2bZg3bx6io6Nx9uxZBAcHY/jw4bh165bJ8sePH8fkyZPx4osvIjU1FWPHjsXYsWNx4cIFSeI9fPgwoqKicOLECSQmJqK0tBRPPfUUCgoKLK7XrFkz3Lx5U3xcu3ZNknjL69y5s1EMR48eNVvW1u1s8PPPPxvFnJiYCAAYP3682XWkbuuCggIEBwfjs88+M7l85cqVWLNmDdatW4eTJ0/C0dERw4cPR1FRkdk6rf1e1HXchYWFOHv2LN5++22cPXsW3333HS5evIjRo0dXWa81+1ldx20wYsQIoxi2bt1qsc76bu+qYi4f682bNxEbGwtBEDBu3DiL9dZ3Wxsh1iT07t2boqKixP9rtVry9fWl999/32T5CRMm0KhRo4xe69OnD73yyiv1Gqc5t27dIgB0+PBhs2U2btxILi4u0gVlQnR0NAUHB1e7fENrZ4PXX3+d2rRpQzqdzuRyW7c1APr+++/F/+t0OvLx8aFVq1aJr927d49UKhVt3brVbD3Wfi/qOm5TTp06RQDo2rVrZstYu5/Vlqm4w8PDacyYMVbVI2V7V6etx4wZQ08++aTFMlK3NR/pNgElJSU4c+YMhg4dKr4mk8kwdOhQpKSkmFwnJSXFqDwADB8+3Gz5+paTkwMAaN68ucVy+fn5CAwMREBAAMaMGYNff/1VivCMXLp0Cb6+vmjdujWmTp2K9PR0s2UbWjsD+v3l66+/xowZMyxO1NEQ2togLS0NGo3GqC1dXFzQp08fs21Zk++FFHJyciAIAlxdXS2Ws2Y/qy/Jycnw8vJC+/btMWvWLGRlZZkt29DaOzMzE7t378aLL75YZVkp25qTbhNw584daLVaeHt7G73u7e0NjUZjch2NRmNV+fqk0+kwZ84c9O/fH126dDFbrn379oiNjUVCQgK+/vpr6HQ6hISEICMjQ7JY+/Tpg7i4OPz444+IiYlBWloaBgwYIE7zWFFDameDnTt34t69e4iIiDBbpiG0dXmG9rKmLWvyvahvRUVFeOuttzB58mSLg+9bu5/VhxEjRmDz5s1ISkrChx9+iMOHDyMsLAxardZk+YbW3ps2bYKzszOee+45i+WkbmueZYjZXFRUFC5cuFDldZR+/fqhX79+4v9DQkLQsWNHfP7551ixYkV9hwkACAsLE58//vjj6NOnDwIDA7F9+/Zq/aJuCDZs2ICwsDD4+vqaLdMQ2rqpKS0txYQJE0BEiImJsVi2IexnkyZNEp937doVjz/+ONq0aYPk5GQMGTJEkhhqIzY2FlOnTq2yA6DUbc1Huk2Ah4cH5HI5MjMzjV7PzMyEj4+PyXV8fHysKl9fZs+ejV27duHQoUNWT5OoUCjQvXt3XL58uZ6iq5qrqyvatWtnNoaG0s4G165dw4EDB/DSSy9ZtZ6t29rQXta0ZU2+F/XFkHCvXbuGxMREq6eYq2o/k0Lr1q3h4eFhNoaG1N4//fQTLl68aPV+DtR/W3PSbQKUSiV69uyJpKQk8TWdToekpCSjo5Xy+vXrZ1QeABITE82Wr2tEhNmzZ+P777/HwYMH0apVK6vr0Gq1OH/+PFq0aFEPEVZPfn4+rly5YjYGW7dzRRs3boSXlxdGjRpl1Xq2butWrVrBx8fHqC1zc3Nx8uRJs21Zk+9FfTAk3EuXLuHAgQNwd3e3uo6q9jMpZGRkICsry2wMDaW9Af3ZnJ49eyI4ONjqdeu9rSXrssXq1bfffksqlYri4uLot99+o5dffplcXV1Jo9EQEdG0adNo4cKFYvljx46RnZ0drV69mn7//XeKjo4mhUJB58+flyTeWbNmkYuLCyUnJ9PNmzfFR2FhoVimYszLly+nffv20ZUrV+jMmTM0adIkUqvV9Ouvv0oSMxHR/PnzKTk5mdLS0ujYsWM0dOhQ8vDwoFu3bpmM2dbtXJ5Wq6WWLVvSW2+9VWlZQ2jrvLw8Sk1NpdTUVAJAH3/8MaWmpoq9fD/44ANydXWlhIQEOnfuHI0ZM4ZatWpF9+/fF+t48skn6dNPPxX/X9X3or7jLikpodGjR5O/vz/973//M9rXi4uLzcZd1X5W33Hn5eXRggULKCUlhdLS0ujAgQPUo0cPatu2LRUVFZmNu77bu6p9hIgoJyeHHBwcKCYmxmQdtmjr8jjpNiGffvoptWzZkpRKJfXu3ZtOnDghLgsNDaXw8HCj8tu3b6d27dqRUqmkzp070+7duyWLFYDJx8aNG83GPGfOHPH9eXt708iRI+ns2bOSxUxENHHiRGrRogUplUry8/OjiRMn0uXLl83GTGTbdi5v3759BIAuXrxYaVlDaOtDhw6Z3CcMcel0Onr77bfJ29ubVCoVDRkypNJ7CQwMpOjoaKPXLH0v6jvutLQ0s/v6oUOHzMZd1X5W33EXFhbSU089RZ6enqRQKCgwMJBmzpxZKXlK3d5V7SNERJ9//jnZ29vTvXv3TNZhi7Yuj6f2Y4wxxiTC13QZY4wxiXDSZYwxxiTCSZcxxhiTCCddxhhjTCKcdBljjDGJcNJljDHGJMJJlzHGGJMIJ13GGGNMIpx0GbNScnIyBEGwOBftoyguLg6CICAoKMjWoTQ6L7zwAgRBwLZt22wdSiWvvvoqBEHAhg0bbB1Kk8BJl9WpZcuWiQmp4sPBwQFt27ZFeHg4jh8/butQWRNiSPiGxwcffFDlOlFRUUbrJCcnVyozaNAgk/uyo6Mj2rVrh4iICJw4caJWsZ8+fRpbtmxBly5dMGHChFrVZTBz5kwIggB3d3cUFxdXe722bdtCEASMHj1afG3x4sVQKpVYunQpCgsL6yS+RxknXVZvvL29xYenpydKSkpw+fJlbN68Gf3798eyZctsHSKrQy4uLmjfvj3atGlj61AQFxdncXlRURG2bt1a7foUCoXR/lxcXIxLly5h06ZNCAkJwfLly2sc6/z580FEiI6OrrOzJ4Z5YLOzs5GQkFCtdQ4fPixOZ1d+HtmWLVsiMjISN27cwOrVq+skvkdavY3qzB5J0dHR4iDkFZWVldHRo0epZ8+eYpljx47ZIMraKT/oOmsYNm7cKH4mQUFBVe5bW7duNSqLChMQGISGhhIACg0NNXq9uLiY9u/fT4899pi4/q5du6yOOyUlhQCQj48PlZWVWb2+JZ06dSIANGLEiGqVDw8PJwDk7e1NpaWlRssMs/q4u7sbzTLErMdHukwycrkc/fv3x86dO8XXqvsrnLHqCg8PBwDExsaaLWNYFhERUaNtKJVKDBs2DAkJCVAqlQCAtWvXWl3PunXrAACTJk2CXC6vUSzmGI5W9+/fj7///tti2by8POzYsQMAMH36dNjZ2Rkt79atGzp37oysrCyxHKsZTrpMcv7+/uJE3vn5+ZWWl5aW4ocffsDLL7+MXr16oUWLFlAqlfDy8sLw4cOxdetWkJnJsSp2crp8+TJmzJiBgIAAqFQq+Pv7Y+bMmVX+Efrjjz8wdepU+Pj4QK1Wo3Xr1njttdeQmZlZy3evd+TIETzzzDPw8PCAvb092rdvj3/84x/Iz8+32CGpsLAQW7duxfTp09GtWzd4enpCpVLB19cXY8eOxd69e81us2K9iYmJCAsLg6enJ+zt7dG5c2e8++67KCoqqtF7shS34Vr/oEGDAABJSUkYNWoUPD09oVar0bFjRyxfvrzG2y4vPDwcgiBg+/btJq9BpqenIykpCU5OTnj++edrta1OnTqhZ8+eAICff/7ZqnVzc3Oxfft2AMCUKVOqLL97926MGzcOfn5+UKlUcHNzw8CBAxETE4OSkpJK5adNmwaFQgGdTlfl6fZt27ahoKAAADBjxgyTZQwxrl+/vspYmQW2PtRmTYul08sGGRkZYplPPvmk0vKKc2Y2a9aMnJ2djV4bP348abVai+sePHiQnJycCAA5OzuTnZ2duMzX15cyMjJMxrd3715SqVRiWScnJ1Kr1QSAWrRoQbGxsbU6vbxmzRoSBEGsw8XFhZRKJQGgjh070r/+9S8CQIGBgZXWLX8aVRAEcnFxIQcHB6O2mT9/vsntGtYNDAykzz77TIzB1dXVqG26d+9O2dnZVr+v8vVXZNgvQkNDaeXKlSQIAgmCQK6urkZtMXjw4BqdZi3fLkREgwcPJgC0adOmSmXfeecdAkAzZswwmu/WmtPL5Y0fP54AkEKhsCrmH374gQCQo6OjxfdcWFhIzz//fKXvRPl269u3r8nPbNy4cQSAHnvsMYuxhISEEAAKCQkxW+ann34iACSXyyk3N7f6b5QZ4aTL6lRV13SPHz9OTzzxBAEgLy8vunv3bqVyJ0+epFdeeYUSExMpJydHfD0rK4s++eQTatasWbUStpubG40ePZp+//13ItJfh9u2bZuYwKdNm1Zp/evXr4v1P/7443Ty5EkiItJqtbR3717y9/cnV1fXGifdY8eOkUwmIwA0bNgwcRL20tJSio+Pp+bNm5Obm5vZ5LVz505asGABHT16lAoKCsTXb9y4QcuXLyeFQkEAKCEhodK6hsTk4OBACoWCxo8fT+np6USk/8MeExMj/th49tlnrX5v1Um6rq6uJJPJaNGiRXT79m0iIsrJyaGlS5eKbbphw4Yab9vwmXz11Vcmk6VOp6PWrVsTADp69GidJF3D/uzt7W1VzAsWLCAANGDAAIvlXnjhBQJArVu3pm+++Ub8Tty/f58SEhLE9zN27NhK6+7Zs0d8f4cPHzZZ/x9//FGtti8sLBR/nO3du9eKd8rK46TL6lT5pOvt7S0+PD09SS6Xi7/Sp06dSlevXq3RNuLj4wkAtWnTptKy8kl38ODBJo+G16xZQwDI3t6+UoeRWbNmiR1GMjMzK617/vx5MbHVJOkOGTKEAFCnTp1Mdkg5ePCgWLep5FWVVatWEQAaMmRIpWXlE1NoaKjJtvnyyy/FMqdOnbJq29VJugAoOjra5PrPPfccAaChQ4datd3y2zZ8JoWFheLR4JUrV8RyhvZt164dEVGtk+7JkyfFH1FjxoyxKuYBAwYQAJo9e7bZMkeOHBF/oBp+IFV0/fp1cnR0JACUmppqtEyr1ZK/vz8BoPDwcJPrv/nmm+IZnby8PIsxd+7cmQDQ0qVLLZZj5vE1XVZvMjMzxcft27eh1WoB6K9L5uTk1Pj66KhRowAAV65cgUajMVtu8eLFkMkq7+JjxowBANy/fx+XLl0SXycicXCCV199FV5eXpXW7dKlS42vA2ZnZ+PgwYMAgDfeeAMqlapSmcGDB2PAgAE1qh942DYpKSlie5uyZMkSk20TGRkJf39/AMC3335b4zjMUalUWLBggcllhs/l3Llztd6Ovb09Jk2aBCIyup65ceNGAPr3WRs3btzAV199hTFjxkCn00EQBMyZM8fqOgDA09PTbBnDgBRTp05FQECAyTL+/v4YPHgwAGDfvn1Gy2QymdhZbMeOHZX6UGi1Wnz11VcAgAkTJsDJyclizB4eHkaxM+tx0mX1hvRnUsTH/fv3kZqaivDwcOzatQsDBw406slcXl5eHlatWoXQ0FB4eXlBqVQaDbJhkJGRYXb7ffr0Mfm6r6+v+Dw7O1t8npaWJv7/ySefNFuvpWWWpKamih3AQkNDzZYzdDYyJzMzE9HR0ejXrx/c3d1hZ2cntk2nTp0A6H/Y3L171+T6dnZ2ZhO7TCYTt3/69Okq3pH1OnfubPYPu+FzKf+Z1IYhsW7atAk6nQ65ubn4z3/+A7lcjunTp1tV1+HDh40Gx/Dz88P06dOh0WigUCiwZs2aKj+3im7fvg0AaN68udkyx44dA6BPvj4+PmYfBw4cAABcu3atUh2RkZEQBAEFBQWVRrzau3cvbt68CcD43lxzDLEaYmfWs6u6CGN1Q61Wo1u3bvjyyy+RnZ2N77//HhEREUhPT0ezZs3Ecn/++SeGDBlilFAdHBzg6uoqHp0ZjpINPS5NcXZ2Nvl6+dshSktLxee3bt0Sn/v5+Zmt13AkaK3yf6jKJ/6KLG07JSUFI0eOxL1798TXnJyc4ODgAEEQoNVqcefOHQD6tjEcmZTn4eFh8ii74vbLt0ddMfeZAA8/l7KysjrZVt++fdGxY0f8/vvvSEpKwtWrV1FYWIiRI0dabH9TFAqFmHAEQYC9vT18fX0REhKCl156Ce3atbM6PkNPbUufheGIMjc3F7m5uVXWaaq3duvWrTFo0CAcOnQIsbGxRsnVcOtUhw4dEBISUmX99vb2RrEz6/GRLrOJmTNnAgBycnKwZ88eo2WRkZHIyMhAUFAQ4uPjkZWVhYKCAty6dQsajcbodh/DkWNjU5ORh8rKyjB58mTcu3cP3bp1w549e5Cbm4u8vDxkZmZCo9EYDUnYWNumLhmOdjdu3CgmmJqcWg4JCYFGo4FGo8HNmzfx119/4ejRo1i5cmWNEi4A8bY5c2ckAIiXCGJiYiqdOTL1MHdrkCHRHj9+HH/++ScA/Y/AXbt2ATB/m1BFhrMQhtiZ9TjpMpsIDAwUn6elpYnPr1+/Lo7LvHXrVjz//POVTr9Zuo5bG+Wv4Vq6j7eqe3zNKX/tztI1MXP1p6Sk4Nq1a5DL5di1axfCwsIqHTlWp23u3Llj8r7Oits3dU27sZk2bRrs7OywY8cOnDhxAu7u7kbjCtuSYX+wdDrdx8cHgOnTxtYYN24cXF1dATw8uv36669RWloKOzu7ap9uN8Rq6To0s4yTLrOJ8qeOHR0dxefXr18Xn3fv3t3kuobrV3WtVatWYoI/dOiQ2XKGzlDW6t69u3iEa2pwfQNzywxt4+npafYUdHXapqysDD/99JPJZUSEw4cPAwB69epVZV0NnY+PD8LCwsTLCFOnThVHkLI1w/X3v/76y2yZ/v37A4B4RFpTarVaHNxi8+bN0Gq1Yqeyp59+Gt7e3tWqx/ADuWPHjrWK51HGSZfZxJYtW8Tn5f+4u7i4iM9/+eWXSuvl5eXh3XffrZeYBEEQZ3lZt26deG20vN9++63Gw+A1b95c7GX60UcfmTzaPHLkiNmEaGgbQ4/wijIyMrBmzZpqxfLPf/4TOp2u0uubNm0Sk/vEiROrVVdDt3jxYsyfPx/z589HVFSUrcMRDRw4EABw6tQps2VefvllAMCFCxcQExNjsb6CggKLZzAMp5hv3ryJFStW4Pz58wCqf2o5LS1N7JdgqSMgs4yTLpOURqPBkiVLsGnTJgD6zi79+vUTl3fs2BEtW7YEoP9jcObMGXFZSkoKBg0aZPEaWG0tWrQIzs7OuHPnDoYNGyb24CUi7N+/H2FhYUa9p621fPlyCIKACxcuYPTo0eItS2VlZfjuu+8wbtw4uLm5mVz3//7v/+Do6AgiwoQJE8Rrc1qtFvv27ROnoauKg4MDjh49iilTpohnHIqKirB+/XrMmjULgP72nd69e9f4fTYkffv2xerVq7F69eoaX3+tD4bezteuXTN7+1xoaKh4DToqKgpz5841OjIuLi7GiRMn8OabbyIwMNBi57cePXqgW7duAIAVK1YAAFq0aIGRI0dWK96TJ08C0M8e1qFDh2qtw0yQ9K5g1uSZGxzD29ubXFxcjIay69q1K/3999+V6vjvf/9rNCyhg4ODONSho6MjHThwwOyABtWdAcjc+kREu3btMhoG0tnZmezt7Qmom2EgDcM8Gh6urq7i9rp06SIub9++faV1Y2JijNYtP0Slh4eHOLQgAEpLSzNat/zgFWvXrhWHEXRzczMa8CM4OJju3Llj9fuq7jCQ5tRm9qaKg2NUV12MSFUbwcHBBIDWr19vtkxxcTG99NJLlT53Nzc3cWAOw8Pc0KYGn376qVH5hQsXVjvWyZMnEwCaM2dOtddhlfGRLqs35QfHyMzMRGFhIXx8fDB8+HB88cUXOH36tMlbN55++mkcOXIEo0aNgqurK8rKyuDh4YHIyEicOXMGQ4YMqde4R40ahbNnz2LSpEnw8vJCSUkJvL29MXv2bKSmpqJVq1a1qn/OnDlITk7GyJEj4ebmhqKiIgQFBWHJkiU4ceKE2OvY0PGlvFdffRW7d+/GoEGD4OTkhLKyMvj5+eG1117DL7/8gq5du1YrhqioKOzbtw8jRoyATCaDTCZDhw4d8M477yAlJYV7p0rklVdeAQB88803ZssolUp88cUXOH78OCIiItCmTRtotVrk5+fDy8sLgwYNwtKlS3Hu3DmLt5sB+mvaarVa/H91Ty3n5+eLM4IZYmY1IxDxfQWMNSRTp07Fli1bMGPGDHFEoroQFxeHyMhIBAYG4urVq3VWL6u5vLw8+Pv7Iy8vD2lpaUa9+huSzZs3Izw8HIMHD65xR0Kmx0e6jDUgf/75J7777jsAwIgRI2wcDatvzs7OWLhwIYgIH374oa3DMUmn02HlypUAgPfee8/G0TR+nHQZk9jSpUuxdu1apKeniz2IDUP0DR48GEVFRejQoQPGjh1r20CZJObOnYuAgABs2LDB6Ja5hiI+Ph6//vorxo8fj759+9o6nEaPh4FkTGLnzp1DQkICXnvtNSgUCjg7O+PevXtiAvbz80N8fDwUCoWNI2VSUKvV2Lx5M5KTk5Genm52YgNbKS0tRXR0dK0niWB6nHQZk9jcuXPh6+uL48eP4+bNm8jOzoazszPatWuHp59+GrNnz7Y4CD5regYNGmT1hAlSeeGFF2wdQpPCHakYY4wxifA1XcYYY0winHQZY4wxiXDSZYwxxiTCSZcxxhiTCCddxhhjTCKcdBljjDGJcNJljDHGJMJJlzHGGJPI/wNd3lK/VvUfAAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, prediction_train in enumerate(predictions_train):\n",
+    "    plt.figure(figsize=(5,5))\n",
+    "    parity_plot(bandgap_MP_test, predictions_test[i], label=\"test \")\n",
+    "    parity_plot(bandgap_MP_train, prediction_train, label=\"train \")\n",
+    "    plt.legend(frameon=False, fontsize=16)\n",
+    "    plt.title(regression_models[i], size=16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86250152",
+   "metadata": {},
+   "source": [
+    "## test case: Si, Ge, Si49Ge51"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "73c4a601",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted band gap is 0.35eV for Si\n",
+      "Predicted band gap is 0.09eV for Ge\n",
+      "Predicted band gap is 0.09eV for Ge10\n",
+      "Predicted band gap is 0.00eV for SiGe\n",
+      "Predicted band gap is 0.00eV for Si49Ge51\n"
+     ]
+    }
+   ],
+   "source": [
+    "compositions = [\"Si\", \"Ge\",\"Ge10\", \"SiGe\", \"Si49Ge51\"]\n",
+    "for composition in compositions:\n",
+    "    print(f\"Predicted band gap is {predictors[-1].predict([composition])[0]:.2f}eV for {composition}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3ae8d73",
+   "metadata": {},
+   "source": [
+    "# Structure model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ceb37c8a",
+   "metadata": {},
+   "source": [
+    "## default "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "01051ded",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictor = Predictor(featurizer=StructureFeaturizer())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "7a16e943",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SF = StructureFeaturizer()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "3e82f1ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 18.4 s, sys: 2.32 s, total: 20.7 s\n",
+      "Wall time: 14.7 s\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Predictor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Predictor</label><div class=\"sk-toggleable__content\"><pre>Predictor()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StructureFeaturizer</label><div class=\"sk-toggleable__content\"><pre>StructureFeaturizer(featurizers=[M3GNetStructure()])</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeRegressor</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeRegressor()</pre></div></div></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "Predictor()"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "predictor.fit(structures_train, bandgap_MP_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "3ea9f1ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 20.2 s, sys: 2.49 s, total: 22.6 s\n",
+      "Wall time: 16.4 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "bandgap_MP_predicted_test = predictor.predict(structures_test)\n",
+    "bandgap_MP_predicted_train = predictor.predict(structures_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "7828a74d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def parity_plot(x, y, label=None):\n",
+    "    mae = mean_absolute_error(x, y)\n",
+    "    r2 = r2_score(x, y)\n",
+    "    plt.plot(x, y, \"*\", label=f\"{label}MAE={mae:.2f}eV, r2={r2:.2f}\", alpha=0.5)\n",
+    "    plt.xlabel(\"Band gap in MP (eV)\", size=18)\n",
+    "    plt.ylabel(\"ML-predicted band gap (eV)\", size=18)\n",
+    "    xy_max, xy_min = np.max([x,y])+1, np.min([x,y])-1\n",
+    "    plt.ylim(xy_min, xy_max)\n",
+    "    plt.xlim(xy_min, xy_max)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "4542c32a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x297b38ee0>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Gjcs3pmtZmrgGDRpEUFCQdfmECRN45plnWLRoEWPGjClw+2XLlrFs2bIC169Zs4bBgwdbnxfVm7Mg7dq1s3luuT3D09OzwG28vLwAMBgMxd6foy5fvpzn79G+fXsWL15MZGSkzXKTyWRtlv3qq69o06aNzfru3bszffp0nnnmGT766CPeeOMN67rbbruN0NBQ4uPjWb9+PXfeead1XXR0ND///DMA48ePL83DA6Bp06a8+OKLxeoV/ueff/L0008DMH36dJsevhZ33nknFy9eLFFsV9+2U9B7w/K+APN7o7D30NUefPBBGjZsyJgxY9i3bx/79u2zrrv99tvt/rwrpVi6dClQRNO/s4e5CblOR6jTHs4fhPSL5uUVpFqNSPXLL79w7NgxVq5cWext/fz8aNq0KSdOnCiwzNSpU5kyZYr1ucFgIDw8vNj7ur1NGBv+jOP4hVRCfdzwdXfG3UVPvCGTJsFe3Nq6drHrrAx++OEHAOv1nmvVqVOHJk2a8Pfff3P8+HGaNm1K+/bt0ev1LF68mKZNm1qvyZWnCRMmsHv3bpYsWcLs2bOtSXTChAlFbpubm2tNENeWHzt2LNOmTWPnzp2cPHmSRo0a5VtHUbcM1atXz+Z5t27dyvQ2oorWrl07lLkVjtjYWPbs2cOMGTPo0KED8+fPZ/Lkydayf/zxB7GxsTRq1IgOHTrkW5/lFqM9e/bYLHdyciIqKopXX32VxYsX2yTdJUuWYDKZ6NGjh133ZxfX4MGD0ev1dpc/d+4cAwcOJDU1lUGDBvHcc8/lW+7qfyoqoxdeeIGXXnqJ/v37M3fuXFq0aMGFCxf4/PPPmTt3Lt999x1r166lb9++hdazdetWzpw5g5ubG6NHjy64oJsP3PQU6PSgaRB2HZiM5XsN91r2njrfcccd6rvvvitRL8bSQCHNy1FRUapDhw4O1ZuSkqL8/f3VO++8Y/c2Jbmmm5Ccoaas/EPN+e4vNW/D32rOd3+pKSv/UAnJhTeLV6SimnU9PDzsbs7atWuXdbt3331Xubq6WtfVr19f3XXXXeqzzz7Lt9mvNJuXlTK/9l5eXqp+/foqMTFRubq6qiZNmljLF9a8bGmirFOnTr7X/SzNs/k1UVb0Nd3K2rycnytXrqiwsDCl0+lsmjxXrVpl93uucePGeeq1XBrQ6/XWW3RMJpOKiIgo9NKAoyyv+QcffGD3NnFxcdbewv369VOZmZmlGtO1yqp5+bPPPlNg7p2ck5P3Wuq8efMUoBo0aFDkNfRRo0YpQI0aNcqufZeHUm1eBli/fj3fffcdISEhREVFMX78+HIb9CI1NdXmDPT06dMcOnSIWrVqWc8CDAYDq1ev5s0338y3jt69ezNkyBAeeeQRAJ566ikGDhxI/fr1iY2NZebMmej1ekaNGlX2B3SVMxfTcHfRk5FtxM/DuVz3XdpMJhNgbuIqqrkpICDA+vujjz7KiBEjWL9+Pbt27WLXrl189dVXfPXVV8ycOZNffvmlTM9+vby8GD58OEuWLGHChAlkZWXZ3aRo6Z2cmZlJjx498qw/f/48YO55PWfOnGKd3RRk165dfPrpp8XebvDgwTbN1JaBRaKjowvcxtJDtiIHQwFzS9SQIUNYsGAB69evp23btsB/77nQ0FD69etXaB359Ypt2rQpN910E7/88gvLly9n6tSp1ksNvr6+Nme/pcnd3d2uchcuXODmm2/m33//pU+fPqxdu7bA3ttg/l5zpHnZ0lQL4O3tTa1atbh8+TLR0dHWv/XVLO+LwMBAu5uWLfsYPnw4Tk55U8/o0aOZOnUqp0+f5tSpUzRp0iTfepKSkqy9q8trwJJSZW8Wb9y4cZ57brt166aWLl2q0tLSSvxfQmEsZxrXPq4+Q/joo4+Uu7u7SkpKyreO+vXr23QkGTlypKpdu7ZycXFRderUUSNHjlQnTpwoVlwlOdM1ZGSrtzYfU8v3nFaHY66o5XtOq7c2H1OGjMrZiUqpos8wmzRpogC1b9++Eu/rn3/+UV26dFGAGjt2bLHiKIrl/WM501XK3DPaslyv16vz589b1xV0phsbG6v0er3dZ1rff/+9zfYV3ZFq165dClCurq75djxMT09XLi4uClB79uwpVoxXK40zXaWUtaf5I488Yl1m6SUeGRnpcL1Lly5VgLV14+6771ZQvEEa7GV5ze3peXzhwgUVGRmpANW7d2+7BqIojY5USv3XiWzGjBn57sfSu79v375FxmRhOVsvqDUxKSnJGs+vv/5aYD2We4gbNGigTCaT3fsva6U+OIZS5p6AUVFRysvLyyYB+/j4qPvuu0/t3bu3REFXNSW9ZSgn12h905hMJpWTW7FN90WxJNXjx4/nu37y5MkKUE8//XSp7M/SdHvtzfJFxVGU/JKuUkp17NhRBQQEqOHDh9ssLyjpWgZY6Ny5c6H7sySLawdYqOjm5ao0OIZSyjqC2LvvvmtdZrmFRtO0fHs22+PqgU2+++475e7urqDwgU0cZW/STUxMVK1atSpWwi1NZTE4Rq9evRSgRo8ene/6jRs3Wj+b+fXMtmjfvr0C1Jw5c+zed3kok6RrkZKSoj755BPVtWvXPGe/LVu2VG+++abNrRPVVU0bkcryoVm7dm2+62NiYpSfn5/S6/XqjTfeyPd67KlTp2xG0tm6dav64YcfbO7dVcr8T8i9996rADVw4MBixVGUgpJuQQpKupahBIu6PnfkyBEFeW8pquikq1Thw0BahrPMb6jE9957TzVr1kyNGTOmyH3Ym3RffvnlfL83Ll++rB555BEF5vuer/1Cttxv3KRJE/XLL7/k2T43N1dt3bq10JMCyxCeQUFBCooewvP06dPW91FxWlzsSbqXLl1Sbdq0UYDq06dPuSdcpWyHgby2P8K0adMUmIfkzC+2Zs2aqWbNmqnffvvNZrklkWuapr788kubdSdPnlTNmjWz/pNRkMOHDysw349dmrexloYyTbpXO3bsmHrmmWdUWFiYTQJ2cXFRw4YNU99//32lagIoTTUt6b7//vsKUF5eXmro0KFq4sSJauLEiero0aPWMjt27LDevB8cHKxuvvlmdffdd6vbb79dNWrUKM+ZoeVL38fHR/Xs2VONHj1aDRkyxNpM5uvrax0cozhxFKY0ku727dutTbP2jIFr+e/86gEQLF/AjRo1shnk49rH9OnT7YrTEbm5uWrIkCEKUB4eHmrQoEFq0KBB1k5xd955Z75nuZZE2qNHjzzrYmNjVefOna0PS/IOCgqyWX7gwAGb7SxN++3atVPDhg1TI0eOVN26dbMOhuLr65tnzF6Lp59+2vq6RkZGqjvuuEPdddddqmfPnsrPz0+BeTjPgljGWLY83n777UL/bidPnrSWvXaM5MLYk3Qtr4emaWrEiBEFvi8KG6+gNOzatcv6PmjVqpW66667rGffnp6eBf4TY/m7bNu2zWZ5Tk6Ouv32263rW7VqpYYPH6569uxpHeKzbt26hQ7fa2lN69+/f2keaqkot6RrYTQa1ffff6+GDBmiXFxcbM5+69Spo55//vliXzOt7Gpa0jUajWrevHkqMjLS+iHJ78OVkJCgpk+frtq3b28dmKBu3brqxhtvVDNnzrQZO/fEiRNq1qxZqnfv3qpevXrKzc1N+fv7qzZt2qjnnnsu38RobxwFKY2kO2bMGGtSssfbb7+tANWiRQvrsqsHSijs0bZtW7v24Sij0ag+/PBD1bFjR+Xp6ak8PT1Vp06d1IcffljgP8yFJd2rzwILe1z7er3//vtq5MiRqmnTpsrPz085OTkpf39/dcMNN6iZM2cW2uSolPn67t13363q16+vXF1dlbe3t2ratKkaPHiw+vTTT4v856h169YKUC4uLnkGZLmWpdd0v379Ci13LXuSbo8ePez6+117jb4sHD9+XI0dO1aFhYUpZ2dnFRYWpsaOHVvod3lhn0eTyaSWLVum+vTpowIDA5WTk5Py8vJS7dq1U9OnTy/0NcrKyrKOlLVq1arSOLxSZW8+0JRyYMLMIly8eJEVK1awZMkSjhw5Avw3h2l+Y+9WVQaDAV9fX5KTk/Hx8anocIQQ5eS+++5j0aJFHDx4MM+gI6JmsjcflMkk9oGBgTzxxBMcOnSImTNnotPprDe7CyFEVbd582ZGjx4tCVcUW5kMy3HixAkWL17M8uXLiYuLsy63d5YJIYSozM6cOVPRIYgqqtSSbnp6OitXrmTx4sXW4dYsZ7bt2rVj4sSJ3H333aW1OyGEEKLKKXHS3bVrF4sXL+brr78mLS3Nmmj9/PwYPXo0EydO5LrrritxoEIIIWoIQxyc2AyNbwGfqjkWfUEcSrpxcXEsXbqUpUuXWodnVEqhaRq9evVi4sSJDBs2rNDhyoQQQoh8JRyBE1vMk9DX1KSbk5PDunXrWLJkCZs2bcJkMlnPauvWrcu4ceMYP348DRo0KLNghRBCVFMZSZCTYZ4N6Nx+SL8M5w9AaGtQCpzdwd2voqMsMbuTblhYGJcvXwbMZ7XOzs4MGjSIiRMn0q9fPzRNK7MghRBCVHN73oPUBDDlQnYa+DeAhL9gyyzQOYFXCPSeXtFRlpjdSffSpUsAtGzZkokTJzJmzJh8Z+0QQgghii1yCPy9DhKPgneY+azW2QNSYiGoObS8o6IjLBV2J917772XiRMn0rlz57KMRwghRE0U2go8A///zFYPuVnmny6e0GkieIdWdISlwu6k+/HHH5dlHEIIIYTZ5ZPms9ycdHD3r+hoSlWp3Kf7v//9j59++omzZ8+SkZFhndgbzB2wEhMT0TStTCciF0IIUcU5e4B/BNTpCHXaw/mDkH7RvLyaKNHYy8nJyUyYMIG1a9cC/902ZDQarWXS09OpX78+V65c4fDhw0RGRpY46MpCxl4WQohSZsw1NytrmrnXsskI+jIZPLFUlfnYyzk5OQwYMIC1a9fi4eHBbbfdlu8wjx4eHowfPx6TycTXX3/t6O6EEELUBHonc8IF888qkHCLw+Gku2jRIn799VcaNmzIsWPHWL9+Pb6+vvmWHTZsGAA7d+50dHdCCCFEledw0v3yyy/RNI233nqLsLCwQsted9116HQ6jh496ujuRA23fft2NE2jZ8+e5bK/nj17WqejvOOOwm9VWL16tbWspmmcO3eu0PKTJ0+2lv3uu+8KLbt06VKbugt6REREFPcQi23Lli3ceuutBAYG4u7uTvPmzXn++edJTU11uM4TJ04wbtw46tati6urq3WgnVOnThW6XUpKCtOmTaNZs2a4u7sTGBjIbbfdxs8//+xwLFc7efIkOp0OTdPs+t7KyckhKCgITdNYtWpVqcRQGJPJxJ49e5gxYwbdunUjICAAZ2dnAgMDueWWW/j888/LZVa3gwcP8sYbbzBq1CiaNm1q/Zt99tlnJa579erV9OzZE39/fzw9PWnbti2vvfYaOTk5hW534MABhg8fTkhICG5ubjRo0IBHH32UCxculDimUuHohL3+/v5Kr9errKws67LQ0FCl0+nyLV+rVi3l6urq6O4qpZo2iX39+vUVoE6fPl3u+7ZMJJ/fpOll4eqJxJ2cnAqdQL1fv342k4vHxMQUWDYzM1PVqlXLWnbw4MGFxrFkyRIFKE9PTxUVFVXg48knn3T4WO0xf/58BShN01T37t3V8OHDVWhoqAJUs2bNVGJiYrHr3LVrl/Lw8FCAioyMVCNHjlSRkZHW4927d2++2yUkJKimTZsqQNWuXVsNHz5cde/eXWmapjRNU++++25JD1cppVTPnj0VoJ5++ukiy3799dcKUAEBATbfiWXl+PHj1vdQrVq1VN++fdXIkSNVp06drMtvv/32Mo/ljjvusHnvWx4rVqwoUb2PPfaY9bPXt29fNXToUOXn56cA1a1bN5Wenp7vdqtXr1ZOTk4KUJ06dVIjRoxQDRs2VIAKCQlRx48fL1FchbE3HzicdF1dXZWfn5/NssKSrre3t/L09HR0d5WSJN3yk5aWpv755x919uzZctmfJel27NhRAeq1117Lt1x0dLTS6XQ2X3aFJd0vv/xSASosLExpmlZkQrck3fr165f0kBx28OBBpWma0uv1asOGDdblaWlpqnfv3gpQw4YNK1adaWlpKiwsTAFq6tSpNuumTp2qABUeHp7vl6vli753794qLS3NuvyHH35Qer1e6XQ6dfjw4WIeZV4rVqxQgAoNDVU5OTmFlr311lsVoB577LES79ceJ06cUDfffLP68ccfVW5urs267du3K09PTwWo2bNnl2kc8+bNU9OmTVNff/21OnnypPVzU5Kku2bNGgUoLy8vdeDAAevyxMRE1bp1awXk+0/m+fPnrf/EffTRR9blubm56p577rEmYpPJ5HBshSnzpFunTh2l0+lUSkqKdVlBSffUqVNK0zTVpEkTR3dXKUnSrb4sXx5vv/22cnFxUS1atMi33Jw5cxSgFi5caFfS7dOnjwLUq6++aj2TKiihK1U5ku7w4cMVoO699948686cOaN0Op0C1D///GN3nQsWLFCAatq0qTIajTbrjEaj9Uz2ww8/tFn3119/KUDp9Xp15syZPPVOnDhRAequu+6yO5aCpKenW8+u1q9fX2C52NhYpdfrFVAqyb40zJ07VwGqUaNG5brf0ki6ln9gX3zxxTzrfvnlFwUoV1dXlZSUZLPu6aefVoDq06dPnu1SUlKUr6+vAtTGjRsdjq0w9uYDh6/pWkam+uGHH4os+9577wFw0003Obq76ssQBweXm39WUpbrimfPngWgQYMGNtcTt2/fDthed01PT2fGjBm0aNECDw8Pm2uOv//+O8888wzXX389oaGhuLi4EBISwsCBA9myZUu+MRR0TffMmTPWa5pKKT7++GM6dOiAp6cnvr6+9O3bl7179zp87AEBAQwaNIh//vknTz1KKZYuXYq7uzujRo0qsq4zZ86wdetWnJycGDt2LBMnTgRg8eLFDsdX1rKzs62f8dGjR+dZX79+fbp27QrAmjVr7K7XUvauu+5Cp7P9GtLpdIwcORKAb7/9Nt/tunbtSv369fPUa4nxu+++y/fa35UrV5g5cybt2rXD29sbDw8PWrduzYsvvkh6erpNWXd3d2t9hb1Gy5Ytw2g00rFjR9q0aVPocdvj6ve00Whk/vz5XHfddXh5edk9xr1lOtWYmJgSx1Oezp8/z759+4D832/dunUjPDycrKwsNmzYYLPO8t7IbzsvLy8GDRoE5H1PlTeHk+6ECRNQSjF9+nRiY2MLLPfRRx/xzjvvoGka999/v6O7q74sU1glHKnoSArUuHFjoqKi8PT0BMy90aOioqyP0FDb4dkyMzPp2bMn8+fPp0GDBgwaNIgmTZpY10+bNo0333yTzMxMOnTowODBg6lbty7ff/89t9xyC++8845DcY4fP55HHnkEPz8/br/9dkJDQ9m8eTO9evXit99+c/j4J0yYAOT94t22bRunTp1i6NChBfbcv9rixYtRSnHrrbcSGhrKsGHD8PX15ejRo+zZs8fh+MrSv//+a01GHTt2zLeMZfkff/xhd72WssWt097t0tLSOH78uM26v//+m7Zt2zJnzhwuXLhAt27d6NOnD4mJiUyfPp2uXbuSnJxss43lH6MffvihwI44S5YssSlbWpRSDB06lKlTp1r/+bM3qVuOvaoNSGR5fWvVqlXgjHX5vTdSUlKs08yW5vu0TJTkdPrOO+9Umqap2rVrqyeffFL5+voqnU6nPvroIzVt2jTVpk0bpdPplKZp6v777y/Jriolh5uX068olRyrlCFOqZ9fVmrJbUptm2d+nhxrXl8JFdW8bOnsBKg2bdqouLi4fMtt2LBBxcbG5lm+Z88e5ePjo5ydndW5c+fyrfvajlSnT5+27rN+/frq2LFj1nW5ublqwoQJClB9+/Yt1rFe3UxmNBpV3bp1lbe3t801xLvvvlsB6ueff1ZKqUKbl41GowoPD1eAWrt2rXX5Aw88oAA1YcKEfONwtHn56r9LcR7X/n3Xr1+vgDz9N65m6WTVsWNHu2IzGAzW/R06dCjfMgcPHrSWSU1NtS5v3769tdm/ID4+PgpQ33//vXVZenq6atSokQLUCy+8YNPBKC0tTY0aNUoBavz48Xnqa9eunQLUm2++mWfdrl27FKDc3d3zNHc66urXrm7dujbvaXukpaWpBg0aKEBNmTIlz3rLe6q4j5kzZxa575I2L7/77rsKUO3atSuwzOTJkxWg7rzzTuuy//3vf9Y4C3odvv32WwWowMBAh2Irir35oER3Ha9YsQI3Nzc+//xz3nrrLevyhx56CMDaZX3ChAksWLCgJLuqXmrAFFbvv/9+njNgiwEDBuS7vEuXLkyaNIl58+axbt06Hn744WLt87333qNp06bW53q9npdeeonFixezY8cOcnJycHZ2LladYG7ujIqK4qWXXmL16tVERUWRnJzMt99+S8OGDe26jWnTpk3ExMQQEhLCbbfdZl0+ceJEPvroI1atWsU777yDl5dXvtufPXu20KbFxx57jLffftv63MvLi6ioKLuP0aJ58+Y2z1NSUgCsrRz5scRsMBjs2oelzsLqvfrvYDAYrOXsjcdgMNjEs2zZMk6ePMntt9/O3Llzbcp7eHjw8ccfs3XrVlasWMGbb76Jv/9/4/1OnDiRRx99lCVLljBlyhSbbS2tH5ZWi9L28ssv27yn7fHwww9z+vRpwsLCmDZtWp71lpar4mrXrl2xtykuR99vxXlP2fs+LSslSrpubm6sWLGCBx54gE8//ZQ9e/YQGxuL0WgkNDSUrl27cv/999O9e/fSird6qOZTWAUHBxd5/f7SpUv88MMPHDlyhCtXrlivv1maxY4dO1asfTo5OdG/f/88y0NDQ/H39+fKlStcunSpwH8EijJ+/HhefvllFi9eTFRUFF988QUZGRmMGzfOrutsn376KQBjx47Fyem/j12nTp1o1aoVR44cYeXKlQU2UXp6enLnnXcWWP/1119v8zwwMJClS5facWQ1g+W6tOVa8bW8vLzo2LEjGzZsYN++ffTt29e67p577uHpp5/myJEj/P7779a/dVpamvWe3NJuWrawDCxkr7lz57Js2TLc3NxYtWoVAQEBecp069aNbt26lVaIophKZXwteRGLqZpPYVXUQA2ffPIJTzzxBGlpaQWWKe5/o7Vr1y7wLNbHx4crV66QmZlZrDqv1qhRI7p3787OnTs5efIkixcvRqfTMW7cuCK3TUxMZP369cB/14evNmHCBKZMmcLixYsL/PKuqCTq7e0NUOhrZRkcw97xxy11Flbv1QNuXF2vo/FYBtsYM2YMY8aMKTS+xMREm+d+fn4MHTqUL774gsWLF1uT7qpVq0hNTaVRo0b06NGj0DodERwcjIeH/QP9z58/nxkzZuDq6sqaNWusHdyqEkdf32vfU/m1OhT3fVpWqtegllVRNZzCyt3dvcB1Bw4c4IEHHkCv1/Pqq68ycOBA6tWrh4eHB5qm8fHHH/PAAw8UezSda3vAloUJEyawY8cOnnjiCfbv30/fvn0JDw8vcrsVK1aQk5ODk5MT9957b571li+DPXv2cPTo0TxNvI64ePEiTz31VLG3a968Oc8995z1ueUfqKSkJFJSUmy+3CwsPWTtHRXL29ubWrVqcfnyZaKjo2nbtm2BdQYGBto0F0ZERHDw4EGio6PzrfvqZuWr4zGZTAD079+fkJCQQuPLr1f0xIkT+eKLL/jqq6946623cHd3t3agmjBhgt29ioujsM/Rtd577z2efPJJXFxc+Oabb/Jt9bHYtWuXteWlOAYPHszgwYOLvV1xWF6zwnpd5/d+u/o1i46OpnXr1nZtVxEk6VaUGjCFVX5Wr16NUopHH32UZ555Js/6a3ucViZ33nknjz76qHXoxvzOWvNjmeoyNzeX3bt3F1n29ddfL1mgmBP5smXLir1djx49bJJus2bN8PDwID09nf3799OrV6882+zfvx+A9u3b272f9u3bs2XLFvbv38/AgQPtrrN9+/Z8++231vUFbefp6WlzLTQ8PJyjR48yceLEQpvpC9KrVy8aNmzIqVOn+Pbbb+ncuTO//PILer3eoeujpWnBggVMnjzZmnCv7jOQnxMnTjj03oiIiCjzpGu51enSpUucPn063x7M+b03fHx8aNy4MSdOnGD//v35Jl1H3qdlwa7Tg9WrV5f6js+fP1+i+yerPDcfuOkpc3Nynfbmnzc9ZV5eSbm4uADm5OGoy5cvA/mfTWRmZvLNN984XHdZ8/DwYNy4cQQEBNCgQQO7voD27t3L33//jaurK1euXEGZB6TJ87Dcc7hixYoS/X0tLPctF/dhuefawsXFxfol/sUXX+TZz9mzZ623Ow0ZMsTu+Cxlv/rqK+tZqIXJZGLlypUADB061Gad5W++e/fufM92LTEOHDjQ5nKDpfOeo+Mia5pmc+uYpQNVv379qFOnjkN1loYPP/yQRx55xJpwb7/99iK3GTdunEPvjVmzZpX58dStW5dOnToB+b/fdu3aRUxMDK6urtx666026yzvqfy2S01Ntf6zfO17qtzZ0xVa0zTVtm1b9e2335Z4CK3o6Gg1adIk5ebmVuZDlJW1mjYiVa9evfLc8nI1e8ZHttxect111ymDwWBdnpGRocaPH2/t9h8VFWVX3ZbbKwq7pcaRkbQcufXBEvvVtwxZRkgaMWJEodvm5uZaxzJes2aNdXllGJHqwIED1mEgf/zxR+vyooaB/O2331SzZs1Us2bN8qy7ehjIadOm2aybNm2a9XaZwoaB7NOnj836DRs2FDgMZGpqqvV98Mwzz9i89yzi4uLUxx9/XODf4dy5c0qv1ytN01RAQIAC1DfffFNgeaWUioqKyvf9XBh73tNKKfXxxx8rTdOUi4uL+u677+yuvyzZ+7l57rnnVLNmzdRzzz2XZ11Bw0BevHjR7mEgr34dc3Nz1ZgxYxRVaRjIu+++W+l0OqXT6VRYWJh68skn1f79++0O/sKFC+rTTz9VvXr1sr5p69Wrp3bs2GHX9pVVTUu677//vvXDMHToUDVx4kQ1ceJEdfToUaWUfUn3ypUr1i+/gIAANXjwYDVs2DAVHBysvL29rQOdV4ekm5KSory8vBSgfvjhhyK3nzJligLzQPUW9k54EBUVZXMPcWm7esKDnj17qhEjRqjatWsrKHjCg6vv287P1RMetGrVSt11112qVatW1uMtbMKDJk2aKDBPeDBixAjVs2dPpWmaAtQ777yT73ZHjhxRERER1vuOu3fvrkaPHq0GDx6sWrZsqTRNUyEhIYX+HSxjLAMqKChIZWdnF1re8mWf3xCaBbHnPf3HH39Yj7d58+aFvi/K0vfff686d+5sfXh7eyswDz959fJrFfXPiOVeXGdnZ9W/f381bNgw65CcXbt2LXDCg1WrVlmH5OzcubMaOXJk1Z3wYN++fdaZPCwJ2NvbW/Xo0UNNnjxZzZ07Vy1YsEB9+umn6vXXX1dTp05VI0eOVA0aNLCW1zRN+fr6qnnz5qnMzMwSH2RFq2lJ12g0qnnz5qnIyEjl5uZm/fLZtm2bUsr+mYASExPVww8/rBo1aqRcXV1VWFiYuueee9Tx48etSaY6JN1FixYpMA+Yf+2g9Pk5dOiQAvO4wufPn1dKFW8ggytXrtgdqyM2b96s+vfvb50xrEmTJmrq1Kn5njUqVXTSVco8W87YsWNVWFiYcnZ2VmFhYWrs2LHqxIkThcaSnJysnnvuOdWkSRPl6uqqatWqpfr376+2bNlS6HYGg0G99tprqkuXLsrPz085Ozur2rVrq06dOqmnn35a7dmzp9Dtv/nmG+sx5TfwxLVatmypgAL/gciPPe/pq/+2RT3Kkr3vz2vZ0wKwcuVK1b17d+Xj46Pc3d1Vq1at1CuvvFLkzEn79+9XQ4cOVUFBQcrFxUXVr19fTZo0qdCJRUqDvflAU6p43UR/++03Fi5cyOrVq8nIyAAosOfe1VW3bduWBx54gHvuuafAAQCqGoPBgK+vL8nJyRXeDV0IUbmcP3+eunXrMmTIkAof71eUPXvzQbGTrkVKSgo7duxg586d/Pbbb8TGxpKYmEhmZiYBAQEEBQXRsmVLunfvTs+ePUvlNojKRpKuEKIgS5Ys4b777uPIkSPV8vtP2CrzpCsk6QohhDCzNx+U/YgCQgghhACqSNLduXMnAwcOJCwsDE3TWLt2rc16y/i3Vz8KG5HFYsGCBURERODm5kbnzp35/fffy+gIhBBCiCqSdNPS0mjbtm2hMxX179+fuLg46+PLL78stM6VK1cyZcoUZs6cycGDB2nbti39+vUrcM5MIYQQoqSqxDCQAwYMKHA6OAtXV9dizSAzf/587rvvPsaPHw+YR3b54YcfWLx4sc0weEIIIURpqRJnuvbYvn07wcHBNGvWjIceeohLly4VWDY7O5sDBw7Qp08f6zKdTkefPn0KHZoyKyvLOqD6tfN1CiGEEEWpFkm3f//+LF++nK1bt/Lqq6+yY8cOBgwYgNFozLf8xYsXMRqNeWYbCQkJIT4+vsD9zJs3D19fX+vDnhlmhBBCCIsq0bxclLvuusv6e+vWrWnTpg2NGjVi+/bt9O7du9T2M3XqVKZMmWJ9bjAYJPEKIYSwW7U4071Ww4YNCQwM5MSJE/muDwwMRK/Xk5CQYLM8ISGh0OvCrq6u+Pj42DyEEEIIe1XLpHvu3DkuXbpE7dq1813v4uJChw4d2Lp1q3WZyWRi69atdOnSpbzCFEIIUcNUiaSbmprKoUOHOHToEACnT5/m0KFDREdHk5qaytNPP82vv/7KmTNn2Lp1K3fccQeNGzemX79+1jp69+7N+++/b30+ZcoUPvnkE5YtW8Y///zDQw89RFpamrU3sxBCCFHaSu2a7l9//cX+/fut97kGBwfTsWNHIiMjS1z3/v376dWrl/W55bpqVFQUCxcu5H//+x/Lli0jKSmJsLAw+vbty9y5c3F1dbVuc/LkSS5evGh9PnLkSBITE5kxYwbx8fG0a9eOjRs35ulcJYQQQpSWEo+9/P333zNt2jT++uuvfNdHRkby4osvMmjQoJLsplKSsZeFEEJAOY29PGfOHO644w6OHDmCUgq9Xk9wcDDBwcHo9XqUUhw5coQhQ4Ywa9askuxKCCGEqPIcTrobN25k1qxZKKXo3r07mzZtIiUlxToMY2pqKps2baJnz54opZg7dy4//fRTacYuhBBCVCkOJ9358+cDMHz4cLZt20afPn1srqG6uLjQp08ftm7dyvDhw1FKWbcRQgghaiKHr+nWqlWL5ORkoqOjqVOnTqFlz507R7169fDz8+Py5csOBVoZyTVdIYQQUA7XdLOzs/Hz8ysy4QLUrVsXf39/cnJyHN2dEEIIUeU5nHQbNmxIamoq2dnZRZbNysoiNTWVhg0bOro7IYQQospzOOmOHj2anJwcli9fXmTZFStWkJOTw+jRox3dnRBCCFHlOZx0n3zySbp168bkyZNZtmxZgeWWL1/O5MmTuemmm3jyyScd3Z0QQghR5TnckWrOnDlkZ2ezYMEC62w7PXv2tF7jPX/+PDt27CA6OhpfX18efvhhXFxc8q1rxowZjh9BBZKOVEIIIcD+fOBw0tXpdGiaBoClCstzi4KWX6ugeW8rO0m6QgghwP584PDYy927dy8ymQohhBDiPw4n3e3bt5diGEIIIUT1VyWm9hNCCCGqA0m6QgghRDmRpCuEEEKUkxJPYp+VlcU333zDrl27OHfuHGlpaRTUIVrTNLZu3VrSXQohhBBVUomS7p49exg5ciSxsbEopQq9hejq9UIIIURN5HDSjYmJ4bbbbiM5OZk2bdrQv39/XnvtNby8vHj88ceJj4/n559/5tSpUwQGBvLggw+i1+tLM3YhhBCiSnE46c6fP5/k5GQGDBjA999/j6Zp1qQ7Z84ca7mFCxcyefJkDh8+zLp160olaCGEEKIqcrgj1aZNm9A0jdmzZxfabPzQQw8xe/Zsvv/+ez755BNHdyeEEEJUeQ4n3ejoaHQ6He3bt7dZnt9Uf5MmTULTNJYuXero7oQQQogqz+Gkq5TC398fne6/Kjw9PTEYDHl6L/v6+uLr68vRo0cdj1QIIYSo4hxOunXq1CElJcVmWd26dTEajfzzzz82y9PT00lKSiI9Pd3R3QkhhBBVnsNJt2HDhmRnZ3Py5Enrss6dOwPw4Ycf2pSdP38+SikiIiIc3Z0QQghR5TmcdHv27IlSis2bN1uX3XvvvSilWLBgAbfeeivPP/88t99+OzNnzkTTNEaNGlUqQQshhBBVkcPz6Z45c4bx48dz3XXXMX/+fOvyZ599ltdff91cuaZZr+92796dTZs2FTiRfVUk8+kKIYSAcpjEvjBbtmzhq6++IiYmBl9fX/r378/YsWNxcirxqJOViiRdIYQQUMFJt6aQpCuEEALszwcyy5AQQghRTiTpCiGEEOXE4YusV4+vbA83Nzf8/PyIjIykU6dO1apDlRBCCGEPh6/p6nQ6h6fqq1WrFk888QTPPfeczYhWVY1c0xVCCAH25wOHz3S7d++OpmkcPnyYpKQkAMLDw6lTpw4A58+fJyYmBgB/f39at25NUlISR48e5dKlS0yfPp3Dhw+zcuVKR0MQQgghqhSHTzO3b9/OjTfeSFJSElFRUZw4cYKzZ8+yZ88e9uzZw9mzZzl58iTjx4/nypUr9OjRg0OHDnHp0iVmzZoFwNdff82aNWtK61iEEEKISs3hpPvNN9/wyiuv8Nhjj7FkyRIaNmyYp0yDBg1YtGgRjz/+OC+++CLr16/H09OTGTNmMGXKFJRSLFu2rEQHIIQQQlQVDl/T7dWrF7/88gsXLlygVq1ahZa9fPkyQUFB9OrViy1btgDmqQEjIiIICwvj3LlzjoRQ4eSarhBCCCiHwTECAgLQNI2LFy/aXR7g0qVL1mW+vr5kZWWRmZnpSAgVTpKuEEIIKIfBMbKysjAYDHZN15eWlobBYCArKyvPOnd39yK337lzJwMHDiQsLAxN01i7dq11XU5ODs8++yytW7fG09OTsLAwxo4dS2xsbKF1zpo1C03TbB7NmzcvMhYhhBDCUQ4n3SZNmmA0Glm4cGGRZT/88EOMRiNNmjSxLktOTiYlJYWgoKAit09LS6Nt27YsWLAgz7r09HQOHjzI9OnTOXjwIN9++y3Hjh1j0KBBRdYbGRlJXFyc9bFr164itxFCCCEc5fAtQ2PGjOGpp57iueeeIzs7m8cffzzPWWtGRgbvvPMO06dPR9M0xowZY13366+/AtCqVasi9zVgwAAGDBiQ7zpfX1+b6QUB3n//fa6//nqio6OpV69egfU6OTkRGhpa5P6FEEKI0uBw0p08eTLr1q3jl19+4YUXXuDll1+mY8eO1ibg2NhY9u/fT1paGkopbrrpJiZPnmzdfunSpQDccsstJT6IayUnJ6NpGn5+foWWO378OGFhYbi5udGlSxfmzZtXaJLOysqyaSI3GAylFbIQQogaoESzDKWnpzNlyhQ+/fRTTCaTucL/H6XKUq1Op2PixInMnz8fT09P67apqakYjUa8vLzQ6/X2B6xprFmzhsGDB+e7PjMzk65du9K8eXM+//zzAuv58ccfSU1NpVmzZsTFxTF79mzOnz/PkSNH8Pb2znebWbNmMXv27DzLpSOVEELUbOU6tV9MTAzffPMNBw8eJDExEYCgoCDat2/P0KFDCz17LK7Ckm5OTg7Dhg3j3LlzbN++vViJMCkpifr16zN//nwmTpyYb5n8znTDw8Ml6QohRA1X5sNAXi08PJzHH3+8NKpyWE5ODiNGjODs2bP8/PPPxU6Cfn5+NG3alBMnThRYxtXVFVdX15KGKoQQooaqurMNXMWScI8fP86WLVus9wQXR2pqKidPnqR27dplEKEQQghRRZJuamoqhw4d4tChQwCcPn2aQ4cOER0dTU5ODnfeeSf79+/n888/x2g0Eh8fT3x8PNnZ2dY6evfuzfvvv299/tRTT7Fjxw7OnDnDnj17GDJkCHq9nlGjRpX34QkhhKghSqV5uazt37+fXr16WZ9PmTIFgKioKGbNmsX69esBaNeunc1227Zto2fPngCcPHnSZvSsc+fOMWrUKC5dukRQUBDdunXj119/teu+YSGEEMIRpdKRqqaSYSCFEEJAOQwDKYQQQojikaQrhBBClBNJukIIIUQ5kaQrhBBClBNJukIIkR9DHBxcbv4pRCmRpCuEEPlJOAIntph/ClFK7LpPd8KECaWyM03TWLRoUanUJYQQpS4jCXIyQNPg3H5IvwznD0Boa1AKnN3B3a+ioxRVmF336ep0OjRNI7+illmFiqKUQtM0jEZj8aOspOQ+XSGqma1zITUBTLmQnQZufpCZBC6eoHMCrxDoPb2ioxSVUKlOeDB27NgCk+u6detISkrCzc2NDh06ULduXQDOnz/PgQMHyMjIwN/fn0GDBjlwGEIIUY4ih8Df6yDxKHiHmc9qnT0gJRaCmkPLOyo6QlHF2ZV0LRPOX2v06NEkJyczdepUnn322TzZPSUlhVdffZV58+aRnZ1d6Py2QghR4UJbgWcgbJkFOj3kZpl/unhCp4ngHVrREYoqzuGxlz/55BNWrlzJrFmzmD49/+YWb29vXnzxRVxdXZk1axa9evXi3nvvdThYIYQoN5dPms9yc9LB3b+ioxHVhMNjL99www0cOHCAy5cv4+3tXWjZlJQUatWqRYcOHfj1118dCrQykmu6QlRDmQb49QPwCIQ67eH8QUi/CDc8DG7yORf5szcfOJx0/fz8cHJyspm5pzABAQEYjUaSkpIc2V2lJElXiGrKmGtuVtY0c69lkxH0VWJSNlFBynzCA5PJRFJSEpcvXy6y7OXLl0lOTsZkMjm6OyGEKD96J3PCBfNPSbiilDicdNu0aYNSijlz5hRZdu7cuZhMJlq3bu3o7oQQQogqz+Gk+9BDD6GU4r333mP8+PGcOnUqT5nTp08zYcIE3n33XTRN4+GHHy5RsEIIIURVVqJJ7CdMmMDSpUut9/CGh4dTp04dwHyfbkxMDGAeGGPs2LEF3npUVck1XSGEEFDKg2MUZPHixbRr1445c+Zw+fJloqOjiY6Otinj7+/P9OnTeeyxx0qyKyGEEKLKK9GZrkVWVhabNm1i//79XLhwAYDg4GA6duzILbfcgpubW4kDrYzkTFcIIQSUwy1DQpKuEEIIszK/ZUgIIYQQxSNJVwghhCgnJb7je/v27Xz55Zf873//4/Lly+Tk5BRYVtM0Tp48WdJdCiGEEFWSw0lXKcWECRNYvny59XlR7J17VwghhKiOHE667733HsuWLQOgQ4cODBo0iLCwMJycZLg0IYQQIj8OZ8glS5agaRr33nsvH330UWnGJIQQQlRLDnek+vfffwF45ZVXSi0YIYQQojpz+EzXzc0NNzc3/P1lcmchhBDCHg6f6bZu3RqDwUBqamppxiOEEEJUWw4n3UceeQSj0cjixYtLMx4hhBCi2nI46d55551MmjSJZ599lhUrVpRmTEIIIUS15PA13QkTJgDg4eHBuHHjmD59Op06dcLb27vAbTRNY9GiRY7uUgghhKjSHJ7wQKfToWma3YNiKKXQNA2j0ejI7iolmfBACCEElMN8umPHjpURpoQQQohicDjpLl26tBTDEEIIIao/mWVICCGEKCeSdIUQQohyIklXCCGEKCclTrrx8fG8/PLL3HrrrbRp04ZGjRrRsGHDfB+NGjVyaB87d+5k4MCBhIWFoWkaa9eutVmvlGLGjBnUrl0bd3d3+vTpw/Hjx4usd8GCBURERODm5kbnzp35/fffHYpPCCGEsEeJ5uFbs2YNUVFRpKWlFXjr0NW3FTna2zktLY22bdsyYcIEhg4dmmf9a6+9xrvvvsuyZcto0KAB06dPp1+/fvz999+4ubnlW+fKlSuZMmUKH374IZ07d+btt9+mX79+HDt2jODgYIfiFEIIIQqlHPTXX38pNzc3pWmauv3229XChQuVpmnKz89PLVq0SL300kuqV69eStM0FRQUpBYsWKCWLl3q6O6sALVmzRrrc5PJpEJDQ9Xrr79uXZaUlKRcXV3Vl19+WWA9119/vZo0aZL1udFoVGFhYWrevHl2x5KcnKwAlZycXLyDEEIIUa3Ymw8cbl5+6623yMrK4p577uG7777jwQcfBMDd3Z0JEyYwbdo0fv75Z3744QfS09NZtmwZo0ePLp3/FK5y+vRp4uPj6dOnj3WZr68vnTt3Zu/evfluk52dzYEDB2y20el09OnTp8BtALKysjAYDDYPIYQQwl4OJ93t27ejaRpTp04ttNyAAQN488032bdvH2+//bajuytQfHw8ACEhITbLQ0JCrOuudfHiRYxGY7G2AZg3bx6+vr7WR3h4eAmjF0IIUZM4nHTPnz+Pk5MTLVq0sC7TNI2srKw8ZceMGYNer+err75ydHeVwtSpU0lOTrY+YmJiKjokIao2QxwcXG7+KUQN4HBHKhcXF5ydnW2WeXl5kZycTG5uLk5O/1Xt4eGBt7c3J0+edDzSAoSGhgKQkJBA7dq1rcsTEhJo165dvtsEBgai1+tJSEiwWZ6QkGCtLz+urq64urqWPGghhFnCETixBbxrg0/tossLUcU5fKYbFhaGwWDAZDJZl0VERKCU4vDhwzZlr1y5QlJSEtnZ2Y5HWoAGDRoQGhrK1q1brcsMBgO//fYbXbp0yXcbFxcXOnToYLONyWRi69atBW4jhCglGUnmM9uUeDi3H9Ivw/kD5ueGOPN6Iaoph5Nu06ZNyc3N5ejRo9ZlXbt2RSnFG2+8YVP2hRdeAKBZs2YO7Ss1NZVDhw5x6NAhwNx56tChQ0RHR6NpGo8//jgvvvgi69ev588//2Ts2LGEhYUxePBgax29e/fm/ffftz6fMmUKn3zyCcuWLeOff/7hoYceIi0tjfHjxzsUoxDCTnveg20vwZZZcOFv8G8ACX+Zn297ybxeiGrK4ebl3r17s379ejZu3EjLli0BePDBB/n4449ZtWoVf/75J23btuXPP//kr7/+QtM06xy8xbV//3569eplfT5lyhQAoqKiWLp0Kc888wxpaWncf//9JCUl0a1bNzZu3Ghzj+7Jkye5ePGi9fnIkSNJTExkxowZxMfH065dOzZu3Jinc5UQopRFDoG/10HiUfAOA3c/cPaAlFgIag4t76joCIUoMw7Pp5uQkMBzzz1HkyZNmDZtmnX5+++/zxNPPJFn3txRo0bx+eeflyzaSkbm0xXCQSnx5jNb91qgdwFjNmRchj6zwLvgfhVCVFZlPp9uSEgIS5YsybP8kUceoU+fPnz99dfExMTg6+tL//79ufnmmx3dlRCiurp80nyWm5MO7v4VHY0QZa5Ew0AWpHnz5tbruEIIkYezB/hHQJ2OUKc9nD8I6RfNy4Woxsok6QohBGDujXxiMzS+xfaWIDcfuOkp0OlB0yDsOjAZQS9fSaJ6K7V3+F9//cX+/fu5cOECAMHBwXTs2JHIyMjS2oUQoqop7D7cqxOspknCFTVCid/l33//PdOmTeOvv/7Kd31kZCQvvvgigwYNKumuhBBVQUYS5GSYE+nV9+GGtgalwNnd3GNZiBrI4d7LAHPmzGH27NnWqfucnJwICAgA4NKlS+Tm5pp3omlMnz6dWbNmlTziSkR6LwuRj61zITUBTLmQnQZufpCZBC6eoHMCrxDoPb2ioxSiVNmbDxweHGPjxo3MmjULpRTdu3dn06ZNpKSkEBcXR1xcHKmpqWzatImePXuilGLu3Ln89NNPju5OCFFVRA4xNydnp5nvw/UJM//MTjMvjxxS0REKUWEcTrrz588HYPjw4Wzbto0+ffrYjEvs4uJCnz592Lp1K8OHD0cpZd1GCFGNhbaCThP//8xWD7lZ5p8unubloa0qOkIhKozDSXf//v1omsb8+fPRNK3Acpqm8eabbwKwb98+R3cnhKiKLp+EpLPmn0IIxztSZWdn4+fnR506dYosW7duXfz9/ctkwgMhRCUk9+EKkS+Hk27Dhg05duwY2dnZuLi4FFo2KyuL1NRUmjdv7ujuhBBVidyHK0S+HG5eHj16NDk5OSxfvrzIsitWrCAnJ4fRo0c7ujshRGVT1AT0eidzwgW5D1eI/+dw0n3yySfp1q0bkydPZtmyZQWWW758OZMnT+amm27iySefdHR3QojKxBAHu9+Gf74zD4AhhLCLXffpzpkzJ9/lWVlZfPDBBxgMBsLDw+nZs6f1Gu/58+fZsWMH0dHR+Pr68vDDD+Pi4sKMGTNK9wgqkNynK2ocy8AXZ3bCzjfN9922HAQdxsnAF6JGszcf2JV0dTpdoT2ULVVcWya/5ddO+VeVSdIVNUpGEmybB+mJkHgMUuLAp655sAsXd9C7gV+4DHwhaqRSndqve/fuhSZdIUQNsOc9MJyDy6fNc996BEFuJlw5A7kZ4FMHuk6u6CiFqNTsSrrbt28v4zCEEJVe5BD4e515wnlTDrh6m39mGsDVB3pNlYEvhCiCwx2phBA1hKWXskeAeUQpZw9AM993m5ViPtsNbAJBckugEEWRPvxCiILFHoLNMwBlHjc5tLW585TJaD67dfEAYw74hsvAF0LYQZKuECIvSy/lI1+bp+Vzr2X+6d8AvEOh/VhocNN/I01df795QAwhRKEk6QohbF05Czteh4xLcG6fufnYmAVn9pgTr5M76F3NwzvKSFNCFIt8UoQQtr69Dwyx5g5Sxixzs3F2GsQeBGU0z4/b4xlzWRlpSohikY5UQghbNzwMvnXBydV8RuviBU5u5oTr7AE9n5VeykI4SJKuEMJW5GAY8Jo56Wo681muMcc84lSdjtC0f0VHKESVJUlXCGHupbzmQfNPK83cvAzm5OvsDj5h0ktZiBKQizFCCPj3Jzi13dw7Oayd+Z5cv3pQpwM07QfHN0HqBej2uPRSFqIEJOkKUVNdOQsXj8O53+Hkz5CdDqd/gWYDQJng9rcgoDHodNBmpHkkKme3io5aiCpNkq4QNdW390FSNGQmm6/fegbB5ROwagxoevAMhImbzGV1OtBJwhWipOxKujfffHOp7EzTNLZu3VoqdQkhHGQZ+KLdaPP9uMYccPYED3/IdIKMKxDQEDo/WNGRClHtlMqEB5YZiK6dJfDqmYmUUjJTkRCVwZ73IDUBTLlQq5E5CRuz4NJJcw9lZTL3Xq7dpqIjFaLasSvpzpw5M9/l2dnZLFy4kKSkJOrUqUPPnj2pW7cuYJ7Efvv27Zw7dw5/f38efPBBXFxcSi9yIYRjLLMFJR41NyHr9ZCTDWSbm5Hd/Co6QiGqLYeTbm5uLn369CEjI4OPPvqIe++9N99J7BctWsSjjz7Knj172LJlS+lELYRwXGgrc7LdMgt0LubBLzzcwTMA3AMgy2DuvSyEKHUOd6R66623+OWXX1iwYAH33XdfvmU0TePee+8lNzeXSZMm8dZbb/HUU085HKwQopSlJZhvC8rJNCfdm2eARy3ppSxEGdHUtRdi7dSuXTv++ecfDAYDrq6uhZbNysrC29ubli1bcujQIUd2VykZDAZ8fX1JTk7Gx0fuXRRVSKYBfv0APALNExdYZgu64WG5D1cIB9ibDxxOut7e3ri4uHDp0iW7ygcEBJCdnU1KSooju6uUJOmKKs2YCzq9edICpWS2ICFKwN584PAwkE5OTiQlJXH+/Pkiy54/f54rV67g5CQfaCEqDb2TOeGCzBYkRDlxOOl27NgRwK5rtJYylm2EECWTYMjkq33RJBgy8y+Q71jKQoiK5nDSnTJlCkopVq1aRe/evdm2bRs5OTnW9bm5uWzbto0+ffqwatUqNE1jypQppRJ0fiIiItA0Lc9j0qRJ+ZZfunRpnrJubtJ5RFQNf8cZ2Hkskb/jDLYrDHFwcDn8+bV5LOV/f6qQ+IQQ+XO4PWnAgAHMmDGDOXPmsH37drZv346TkxOBgYEAXLx4kdzcXOuAGS+88AIDBgwonajzsW/fPoxGo/X5kSNHuOWWWxg+fHiB2/j4+HDs2DHrcxm8Q1RmyRk5ZOYY0YDDMUlcTs/mcEwSkbV9UIBbeiy+ZzbBsR8h7ULesZTd/cG/fkUfhhA1Woku4syaNYv27dszdepU/vnnH3JycoiLi7Mp06JFC1566SUGDx5ckl0VKSgoyOb5K6+8QqNGjejRo0eB22iaRmhoaJnGJURp+XjnSRJTsjCaFGnZRurX8uRofArv/LCPoNx4xkdPBZVqTrB6Z3PP5IvH4KvRoHexHUtZCFEhStxzYtCgQQwaNIg///yT/fv3c+HCBQCCg4Pp2LEjrVu3LnGQxZWdnc1nn33GlClTCj17TU1NpX79+phMJtq3b8/LL79MZGRkgeWzsrLIysqyPjcYDAWWFaK03d4mjA1/xnH8QiqhPm74ujvj7qLn+lOLaJtzGO+cy6Dx/z2SdZDz/5PPZ6eZh3SUsZSFqHCl1l2xdevWFZJg87N27VqSkpIYN25cgWWaNWvG4sWLadOmDcnJybzxxhvceOON/PXXX9ahLK81b948Zs+eXUZRC1G4FrV9CPB04dWNR9HrNMhMIjjrIomejQlJ/hkdRsAJFIBmHvDCyc086byMpSxEpeDwfbqVWb9+/XBxceG7776ze5ucnBxatGjBqFGjmDt3br5l8jvTDQ8Pl/t0Rbm5YMjk1Y1HSUrPYczl92mWtg9XsvEzJaFTOZhPda/6SDu5g3cIjFghSVeIMmTvfbqlcqa7fv16fvrpJ86ePUtGRobN9H1paWkcPnwYTdPo0qVLaeyuUGfPnmXLli18++23xdrO2dmZ6667jhMnThRYxtXVtcjRt4QoS+4uesJredAlKIkuF35FUwb0piw0TORJuJrePMQjyFjKQlQSJUq6MTExDB06lIMHDwL5T9/n4uLCqFGjOHfuHHv27KFz584l2WWRlixZQnBwMLfddluxtjMajfz555/ceuutZRSZECXn7ebMI70ao/9zFZqLK8olGFLi0Eym/8+5CpTR3KzcoCcM/fD/m5jldjghKgOH79NNS0ujb9++HDhwgDp16jBp0iQ8PT3zlHN2dmbixIkopVizZk2Jgi2KyWRiyZIlREVF5Rn9auzYsUydOtX6fM6cOWzatIlTp05x8OBB7rnnHs6ePcu9995bpjEK4bCMJDDE4ZR+Ae3EFshORfOrh6bpABOYTOaey2hQ93q4/Q1w95OEK0Ql4vCZ7oIFCzh27Bjt27dnx44deHp6snr1atLT0/OUveOOO5g1axa7d+8uUbBF2bJlC9HR0UyYMCHPuujoaHS6//7HuHLlCvfddx/x8fH4+/vToUMH9uzZQ8uWLcs0RiEctmUmnNtvTqw5WaBzgiunzT2UlcncnKx3ART4hYOr9DMQorJxuCNV586d2b9/P9u2baN79+4A1K5dmwsXLtgMUgHmpls3Nzdq1apFQkJCyaOuJGTCA1Gulg+F6D1gyjVPv+cVAhlXwBBvbkKu3dq8LPUCDFkoA2EIUY7KvCPVsWPH0Ov1dO3atciyer0ePz8/kpKSHN2dEDVTRhKkJIAxE7yCzPfgGrPBaDRfv9W7mztJRQ6G9mMguKV5vTQpC1EpOZx0s7KycHd3R6/X21U+PT1dxjYWorj2vAf/bjQP6WjMBhcvyMmAzCuQmWTuPOXsAdfdDaGtzNvo5HMmRGXlcEeqkJAQUlNT7Tp7/euvv8jIyCA8PNzR3QlRM0UOgTodzddv9c7ms1q9M6Az/3TxAs9gcHav6EiFEHZwOOl269YNgJUrVxZZ9rXXXkPTNHr16uXo7oSomUJbQa+pENLS3ElKpwc3X/Dwh/Dr4cbHoPUw87VcIUSl53DSffjhh1FKMWvWLI4cOZJvmezsbKZOncqKFSvQNI2HHnrI4UCFqFEsU/QZrppAJCvF3EkKzGe+7v7QbhR0fwbcpCOfEFWBw9d0b7zxRh599FHee+89brjhBvr3709qaioA06ZNs44MdfHiRcA8tZ/cjiOEnRKOwIkt4F0bwjtDrYaQk27uKKWAxH/My1w8QV9qQ6gLIcpYicZeVkoxY8YMXnnlFettQlePSKWUwsnJienTpzN9+vSSR1vJyC1DolRlJMGVM3DmF0iJh7jDENENOowz34vr7P7fcI7GXNA0SbhCVBL25oNSmfDg7NmzLF26lN27dxMbG4vRaCQ0NJSuXbsyYcIEGjZsWNJdVEqSdEWpMcTBd5PN0/AlRYNPGAQ2M/dQdvE0Nyd7hUDv6vfPqxDVQblOeFC/fn1mzpxZGlUJUfNkJMHpnZCVav49O918H66bj/le3PSLENoaWt5R0ZEKIUrI4aQbHR2NXq+nTp06dpWPjY0lNzeXevXqObpLIaqXjCTzPbe734aze8xNyq7e5tuA0i7Av5v+f0J6DQa+Dd6hFRywEKKkHE66ERER1K5dm/Pnz9tVvmvXrsTExJCbm+voLoWoXva8B6kJkJb434TzxmzIMvx3zdYrBAKbVnSkQohS4vAtQ2DuKFWW5YWo1iKHmHsn613MPZTdfMDFG9CZO0yFtoHr7oGwduZRp4QQVV65dX3MzMzMM92eEDWWIQ5iD0KL2yE5xtyMbDKabwty8TLfDuRTG9qOAs8g6aUsRDVRLp/k2NhYEhMTCQ4OLo/dCVH5We7DdXI1P08+Z/7p7GGelq9el/8fa1nuwxWiOrH707xz5062b99usyw1NZU5c+YUuI1SiqSkJDZs2IBSis6dOzscqBBV3ulf4OcXIf0ShF0H6ZfhwlHwCISAJhDWHi6dgIxL0HGiJFwhqiG7P9Hbtm1j9uzZNoNfpKWlMXv27CK3VUrh5ubG1KlTHYtSiKrOEAdrHgDD/3c8zEmHRr3NSdbZw3w/bk463PyCuZlZkq0Q1ZLdn+yIiAh69Ohhfb5jxw6cnZ3p0qVLgdvodDp8fHxo1aoVUVFRNG7cuGTRClHVXDkLMfsherd5XlyL9MuQEmceaSoz2dyRquUdMsqUENWcwyNS6XQ6QkNDiY2NLe2YqgwZkUoUKiMJltwKF/7GPGByAZzc4bFDch+uEFVYmY9ItWTJEtzdZQ5PIQq05z3zkI6FJVyAoGblEo4QouI5nHSjoqJKMw4hqp/IIXDxXzi13TzgRX4a9YHwTnIfrhA1hMODYyQmJvLuu+/y5ZdfFln2888/591337VO8ydEjRDaCm59HUJa5b9e5wo3PAw3PSXz4QpRQzicdFesWMETTzzBiRMniix7+PBhnnjiCb744gtHdydE1aV3AbS8y928wbeudJwSogZxOOmuX78egOHDhxdZduzYsSilWLdunaO7E6JqcvaAkEjwbwDhXaH1SAhsDmEdYfwGCJbruULUJA73Xg4PD+fSpUukp6fbVd7Dw4Pg4GDOnDnjyO4qJem9LOxizDXfGuTkar4lyJgDygTObhUdmRCilJR57+ULFy4UK9F4enqSkJBQdEEhqhu9k20TspNLxcUihKhQDjcv+/j4kJSURGZmZpFlMzMzSUpKwsNDemgKIYSouRxOupGRkZhMJr7//vsiy3733XcYjUaaN2/u6O6EEEKIKs/hpDto0CCUUjz11FOFjkp1/vx5nnrqKTRNY/DgwY7uTgghhKjyHE66Dz74IHXr1iUmJoZ27drx1ltvcfz4cbKzs8nOzub48ePMnz+f6667jpiYGOrUqcPDDz9cmrELIYQQVYrDvZcBDh48SP/+/bl48aLN7ENXU0oRGBjIpk2baNeunaO7qpSk97IQQgiwPx84fKYL0L59ew4ePMjdd9+Nk5MTSimbh7OzM2PHjuWPP/6odglXCCGEKK4SneleLT09nf379xMfH4+maYSGhtKxY8dqPSmCnOkKIYSAcrhP91oeHh507969tKoTQgghqp0SNS8LIYQQwn6SdIUQQohyYlfzcsOGDQFo3LgxmzZtsllWHJqmcfLkyWJvJ4QQQlQHdiVdyyQFbm5ueZYVR0G3FQkhhBA1gV1Jd8mSJQD4+vrmWVYZzJo1i9mzZ9ssa9asGUePHi1wm9WrVzN9+nTOnDlDkyZNePXVV7n11lvLOlQhhBA1mF1JNyoqyq5lFSkyMpItW7ZYnzs5FXxoe/bsYdSoUcybN4/bb7+dL774gsGDB3Pw4EFatWpVHuEKIYSogapNRyonJydCQ0Otj8DAwALLvvPOO/Tv35+nn36aFi1aMHfuXNq3b8/7779fjhELIYSoaapN0j1+/DhhYWE0bNiQu+++m+jo6ALL7t27lz59+tgs69evH3v37i3rMIUQQtRgpTY4RkXq3LkzS5cupVmzZsTFxTF79mxuuukmjhw5gre3d57y8fHxhISE2CwLCQkhPj6+0P1kZWWRlZVlfW4wGErnAIQQQtQIdiVdvV5fKjvTNI3c3NxSqetqAwYMsP7epk0bOnfuTP369Vm1ahUTJ04stf3MmzcvT4ctIYQQwl52NS9fO5FBSR7lwc/Pj6ZNm3LixIl814eGhpKQkGCzLCEhgdDQ0ELrnTp1KsnJydZHTExMqcUshBCi+rPrTHfbtm35Lj99+jRTpkwhLS2NO++8k5tvvpm6desC5snrf/75Z77++ms8PT2ZP38+ERERpRZ4YVJTUzl58iRjxozJd32XLl3YunUrjz/+uHXZ5s2b6dKlS6H1urq64urqWpqhCiGEqEEcnmXowoULXHfddTg5ObFhwwYiIyPzLff3339z6623YjQaOXjwIEFBQSUKOD9PPfUUAwcOpH79+sTGxjJz5kwOHTrE33//TVBQEGPHjqVOnTrMmzcPMN8y1KNHD1555RVuu+02vvrqK15++eVi3zIkswwJIYSAcphP98UXXyQ+Pp5PPvmkwIQL0LJlSz7++GPOnz/PSy+95OjuCnXu3DlGjRpFs2bNGDFiBAEBAfz666/WBB8dHU1cXJy1/I033sgXX3zBxx9/TNu2bfn6669Zu3at3KMrhBCiTDl8ptuoUSPi4+NJS0uzq7ynpyehoaHVauxlOdOtYgxxcGIzNL4FfGpXdDRCiGqkzM90Y2NjCx316VpOTk42Z5tClLuEI3Bii/mnEEJUAIeTrp+fH6mpqRw4cKDIsgcOHCAlJcVm7GYhysWFY7D7XYg7DOf2k2W4yJ+//0xi7FnzmW9GUkVHKISoQRxOujfffDNKKe677z4uXbpUYLnLly9z3333oWkaN998s6O7E6L4DHGwagz8/BJ89zhc+JuLLmHkxP5J7qaZsO0l2PNeRUcphKhBHB6RasaMGXz77bccPnyYFi1a8NBDD9GrVy/q1KkDmG8Z2rZtGx9++CGJiYm4ubkxffr0UgtciAJlJEFOBpzZCSnxKGMWpstnyPJvTnwmXDJ5452STGpIA7IibsUpIwdfd+eKjloIUQM43JEKYOPGjdx1110YDIYC58pVSuHt7c2XX35Z7abOk45UlVBGEmx8DlIT4Eo0XDmDURkxoidF508OenKcPDnn0oifaj9IumsgQd6uPN2veUVHLoSowsq8IxVA//79+euvv3jwwQfx9/fPM/qUv78/Dz74IEeOHKl2CVdUUtvmwV9r4dROuHwKUGiaDidy8TclEmxKICgnDncXPek5RkJ83Li9TVhFRy2EqCFKPOFBnTp1+OCDD/jggw84ffo0Fy5cACA4OJgGDRqUOEAhiiWwMbj5QZYBcjNB74xO06FyMlDAFZcwzvq2x+AcgpOrJ2NuqE+wj1tFRy2EqCFKdZahBg0aSKIV5c9yDTf1ApzcCt6h4OwCSecgNxc0DdCRjTOL/SZz1rcTWdk5+Ogl2Qohyle1mNpP1HB73jNfw02Khov/Qq1GYDgHymher3QoTQNNT6uIYPq1acThmCQupWXj7lI6M2gJIYQ9Spx0z507x/z58/npp584e/YsmZmZNtP3XblyhYULF6JpGk8//XSxBtQQokgZSRBxExz/CVLiAA1MueARCFmp4BkIwZHoks7g4upL/67Xo/n60bqOL0aTwklfom4NQghRLCXKgJs3b2bEiBEYDAbrtH3X9mL29/dn7dq1HDhwgMjISAYNGlSSXQpha9s8iDtkvo6bnQ5uvpCWCJoevEKgSV+49TUw5qBTJnA2NylrmoaTPv8e90IIUVYc/jc/JiaGO++8k+TkZAYOHMjXX3+Nv79/vmUnTJiAUooffvjB4UCFyFdgY8i4DGkJ4OwBxmzz8sxkcPGE5reZr+k6uVgTrhBCVBSHz3TffPNNUlJSGDFiBF999RUAkyZNyrdsv379ANi3b5+juxPiP5aOU5oGaRfBzd/cW9nFHZy9zE3KhvNQrwvUaV/R0QohhJXDSfenn35C0zTmzp1bZNkGDRrg6urK6dOnHd2dEP+xdJwy5UJ2GviFQ/SvkGEE/RVIjYO618MND4KbDFoihKg8HE660dHRuLu706RJE7vKe3l5kZyc7OjuhPhP5BD4ex0kHgXvMHB2B68zYMyCsHbgGWxuTnaVhCuEqFwcTro6nQ6j0WhX2dzcXAwGgwyVKEpHaCtzE/KWWaD7/1t+wjtBxhW4+QVzByqTEfTSU14IUbk43JGqfv36ZGVlER0dXWTZnTt3kpOTY/dZsRAACYZMvtoXTWLsGTi43Dxr0LUun4Sks3Dl9P8PgoH5pyRcIUQl5HDS7dOnDwAffvhhoeVycnJ4/vnn0TSNAQMGOLo7UQP9HWdg57FEYo/tyzv5vLMH+EdA41vgxkfNP/0jzMuFEKKScniWobNnz9K8eXNMJhMffPABEydOpHbt2ly4cMHa7Hzw4EGeeOIJfvnlF3x8fDhx4gSBgYGlegAVSWYZKn3JGTlk5hjRZSazdt8JDkRfIcplOx3U32SF34hqH4WPq5P5Oq6Ll7l5WdNAKWlSFkJUGHvzQYmm9vv888+JiopCKUVgYCDJycnk5OTQuXNnzp49S3x8PEopnJyc+Prrr6vdwBiSdEvf6z8dJTEli1viPsY9+xJuOoUuN41sJx88VAo6Fy9ahQeYr9v2lvmZhRCVQ7lM7Xf33Xfz448/0qhRIxITE8nOzkYpxa+//kpcXBxKKRo3bszGjRurXcIVZeP2NmGE+Ljxq0cPjJ4h+OizyXYP5aIugByP2tTzVuBd29yDWQghqpgSt8XdcsstHDt2jJ07d7J7925iY2MxGo2EhobStWtXevXqhV4vg8oL+7So7UOApwuvJmVw0CmUPrELUTo9bqZcWoT542HUQaeJ5pmEhBCiinE46S5fvhwwjzYVEhJCjx496NGjR6kFJmqg2EOw6y08vBvik9OVGEMuaVlG3HPP4Obkjj7pIngHVHSUQgjhMIeT7rhx43ByciIpKakUwxE12r8/wemduHv8Q9uQemTW60TElZacyXDnlEszWoQkQPYV6aEshKiyHE66tWrVAsDDQ74ARQlcOQtJMebRpE5shuw09KZcBtY/jC40HK3eAEKCmtDR1Q8nnSY9lIUQVZrD317Nmzfnt99+IzU1FS8vr9KMSdQk394HicfAmGuedF7nBMYc9H9+BUdWg5MbWodxOFl6KkvCFUJUYQ73Xh43bhxGo5FPP/20NOMRNUnsIdCcwCMIUOaE6+pjvv8WDfQuUO9G6akshKg2HE669957L8OGDePZZ5/lgw8+IDc3tzTjEjXBvz/BlVPQ8CbwqGVOuur/x/PWnMwzBd32unmsZSGEqAYcbqubMGECXl5euLq68uijjzJjxgw6depEcHBwgbcIaZrGokWLHA5WVANXzkL0b3DkG/MUfNnpcP4g5GZDdiqggQZocpuZEKL6cXhEKp1Oh6Zp2LO5pZymaXbPTFQVyIhUDljUFxL/hcxkcPEAr1DISjY/V8rcvFy7DSRFQ9P+0PM5mRNXCFHp2ZsPHD7THTt2LJplVhchinLlrHnqvWa3QcLfgAlMJnD1ApQ54QY0gs4PQcs7IDcL9M7ScUoIUa2UaOzlmk7OdIthUV9Iu2i+ZpuZAplJ5uWaDmuT8r1bzWe5QghRxZTL2MtC2MUQB8GR4OYHOVng7m/uNAXm+24xgZtvRUYohBDlQpKuKHund0LsQWg2AJxdQedsbjp28QIPf2jQHQKbgYcM8SiEqN5K5YJZfHw833zzDfv37+fChQsABAcH07FjR4YNG0ZoqAxOX50lGDLZduwCvZoFE+LjZl6YkQTn9sMfKyArFZJjIOY3MOVCZgI4e5rPcl294OaZENwcnN0q9DiEEKKslSjp5uTkMHXqVN577z3rfbqWS8SaprF8+XKmTJnCI488wrx583BxcSl5xKLS+TvOwM5jiYT4uP2XdDc8Df9uhJwMc49knRNcPgnZGeYJ6INamHslp14AryBJuEKIGsHhpGsymbjjjjv46aefUErh7u5Ohw4dqFOnDgDnz5/nwIEDZGRk8Pbbb/PXX3/x448/So/naiI5I4fMHCMacDgmicvp2RyOSaK1RzL687/he/RHdDkp5sLZqeBXD7LTzM3K7rXAtw7c/jYYsyXhCiFqDIeT7sKFC9m4cSOapvHCCy/w9NNP4+3tbVMmNTWVN954g7lz57J582Y++OADJk2aVOKgRcX7eOdJElOyMJoUadlG6tfyJCH6ONqex/A1JWLzr5UxBy6fNv+uaRA5FK67G3Q60EnCFULUHA53pFqyZAmapjF37lzmzJmTJ+ECeHl5MWvWLObOnYtSisWLF5co2ILMmzePTp064e3tTXBwMIMHD+bYsWOFbrN06VI0TbN5uLlJAihIgiGTr/ZFk2DIBKBLwwAupmZxKS2bUB83mrheYUrcM/hdm3ABMIH6/wkN3P2g3SgZ2lEIUSM5nHSPHj2KTqdj8uTJRZadPHkyer2+yEToqB07djBp0iR+/fVXNm/eTE5ODn379iUtLa3Q7Xx8fIiLi7M+zp49WybxVQeW67Z/xxkAyDGZr93n5JoIT/0fdx6aQK2cc9Y3VL4XETwDwStE5sMVQtRYDjcvu7q64ubmZte0fl5eXmU6eMTGjRttni9dupTg4GAOHDhA9+7dC9xO0zTpWV2Ia6/bJqZmsefERUK8Xdl94iKXUrPwzYrn7vOP4kJO/onWwsUL2t1jnjnIK7icjkAIISoXh5Nuq1at2L17N5cuXSIgoPD7Ky9dukRSUhI33XSTo7srluTkZABq1apVaLnU1FTq16+PyWSiffv2vPzyy0RGRhZYPisri6ysLOtzg8FQOgFXUtdet03NymXDn/H89Fc8RpMi0imG51NfwbmohAsQ0Bg63QveoTK0oxCixnK4eXnSpEmYTCbmzp1bZFnLNd3y6ERlMpl4/PHH6dq1K61aFXzdsFmzZixevJh169bx2WefYTKZuPHGGzl37lyB28ybNw9fX1/rIzw8vCwOodK4vU0YIT5upGUbCfVxo309fwI9ncnKMVHPI4f5aS8QTlyeN1GeBBzQDO5cDH51JeEKIWq0Eo29/Nxzz/H6668zduxYpk+fTsOGDW3Wnz59mrlz57Js2TKeeeYZ5s2bV+KAi/LQQw/x448/smvXLurWrWv3djk5ObRo0YJRo0YV+I9Efme64eHh1Xrs5QuGTF7deBQ/Dxec9RrJ6TkcPnGWaR5r6Xj5O1zVf3+PfM92/RvAPd+YJzMQQohqqsxnGbr55psBc2ek5cuXs3z5csLDw23u042JiQHA19eX3377zbrN1TRNY+vWrY6GYeORRx7h+++/Z+fOncVKuADOzs5cd911nDhxosAyrq6uuLq6ljTMKunMxTTcXfToDTE8nbGABlnRaKqoaRp1cMtcSbhCCPH/HE6627dvz7MsOjqa6OjoPMuTkpLyLQ+UymAZSikeffRR1qxZw/bt22nQoEGx6zAajfz555/ceuutJY6nOnF30RNey4N24S60DfcjeNXj+PEPrqZsFBqK/85wr/4d90CIHAwNe1RE2EIIUSk5nHRnzpxZmnGUyKRJk/jiiy9Yt24d3t7exMfHA+YzbHd3d8A8/2+dOnWsTdxz5szhhhtuoHHjxiQlJfH6669z9uxZ7r333go7jsrI282ZR3o1Rp+djJaTgeo+HrVlJmRmo0Oh0DCn26voXWHox+aEK9dwhRDCqlok3YULFwLQs2dPm+VLlixh3LhxgPksXKf7r8vPlStXuO+++4iPj8ff358OHTqwZ88eWrZsWV5hVxlOeh3sfAMMcWjKiObmi8o0oFBYEq4CsjV3tJBW5IR1wBh0Hb6ScIUQwoZMYl8CNWoS+6/vheg9oEygNIypCWgYbc5zE/R1WFbvJZI86hHg48nT/ZpXZMRCCFFuZBJ7UbrqdQYnV/M4ym4+KGc3jDiRhStJTkEYXEI47d+VeC2AIF8vbm8TVtERCyFEpVPq7X+1a9cmMTHROtWfqMIyksxT82kapF0EN19IvwTZqTh5BpGbm01qpuLbRi+T5B1BtnJCn2FizA31CfaRcayFEOJaZXLRTVqsq4HYQ7D2IfCLAHdf87R8vvXh0gnISgFnd7TcbDL1/pxOgRQFGdlZ+Hk4V3TkQghRaUlPF5GXIQ52vGr+6e5v7oHsHWaefD6pKRizoM515LoGEHM+lbZNm9KyQV0OxyRxKS0bdxd9RR+BEEJUSpJ0xX+unIWMKxDzO0T/BrlZ5mu4udmQfhlcvaDe9ZCZBDe/gKtXCJ1yc7jByRlN02hdxxejSZl7OwshhMhDkq4wy0iCr0aDIRZMOeaE6+wFl05Czp/mLsou7hB+vfnsF0DTcHJ2sVahaRpO+pIPdiKEENWVJF1h9tMLkBRjvnaraeDsaR5eypRjPtt18YQbHwVXH0i/KHPiCiGEA0o96Y4YMaLaT3lXrWQkwZUzcPFfc8LV6UEp83VcpcwPF0+4/W1oPdT83GSUkaaEEMIBpf7N+c477+RZlpWVxUcffQTA5MmTS3uXIh8Jhky2HbtAr2bBhBR0+86Vs7B6AsT+AZjMZ7hKB6Zc89ms5TZu3zAIbGz+XdMk4QohhIPK5dszNTWVxx9/HJ1OJ0m3nPwdZ2DnsURCfNzyT7oZSfD5cLh47L9lmrM54WL6/+c68AwErzDwCCiPsIUQolor11MWuX+3bCVn5JCZYx6a8XBMEpfTszkck0RkbR8U4Oasx9fdGf7dBNtfhUunbCu4OuHqXaDFHeZp+TrdC15B5Xw0QghR/Ug7YTXy8c6TRF9O5/yVDHzdnalfy5Oj8Sm8uvEoep1GkLcrT1/vDl+MxJpcbVy1rE4n6DsXPIOkOVkIIUqJ3FBZjdzeJgwNOH8lA71OI9TXjVAfN9KyjYT4uDE4wgif9iX/hHsVzQmCmpk7UEnCFUKIUiNJtxpIzsghwZBJgKcLIT5uGJXiUmo2V9Kyycox4qzXGNcwjSYbRkFafOGVOblDWHvo9ji4FT1zUoIhk6/2RZNgyCydgxFCiGpMTmOqgY93niQxJQujSXEpLRsvFyfOJaVzISUTk1L00B/G79RbkJNSdGURN8HgD+y+hltkhy0hhBBWknSrgdvbhLHhzziOX0glzNedjGwjaKDTNGqrC7wYOxcddnRi0znDDQ8XmXDt7rAlhBDChiTdaqBFbR8CPF14deNR3F30tA33JdeoSM7I4ZW4uegxDy5VqKDWMHQB1G5b5P6uPrNOyzbm32FLJrAXQog87E66EyZMcHgnWVlZDm8riufMxTTzLD8ZybTiOKRfRCvqLDc4EkYuh4CGdu3j6jPrUB83fN2dcXfRE2/IpEmwF7e2rl0KRyKEENWP3Ul36dKlaJoMZl9ZubvoCa/lQbtwFzp5xOK1/RUCkw7jpDIK39DND4YstDvhgu2ZtV6nkZVrRK/T8HTRywT2QghRCLuTbr169STpVmLebs480qsxekM02oejUFlJQBHNypoTDPnIriblgljOrDOyjTKBvRBCFMHupHvmzJkyDEOUBidDDCwdBFlJhSfbwObmYR0HvAq1Wzu0r6vPrNuG+8kE9kIIYQfpSFVdXDkLnw2H5JjCywW1hHu+AY9a4Ox4M7D1zFqnyQT2QghhJ/mGrEQcHmgi/k9YOhAun6Dw0aZ0ULsNuHqVKOFaOOl11ksO5gns5e0khBCFkTPdSsShgSYykmD5YEi/BIX2UtaZx1G+cbJdI00JIYQofXYn3ejo6FLZYb169UqlnuqiRANNXDkLPz4HWWkUmXBDWsGdn5rHVK4C7JoPWAghqhi7k25ERESJey9rmkZubm6J6qhuHB5oIiMJVkXBpeNgLOS2IJ0zBLeE4UvM0/RVETK8pBCiOirWRTilVIkfwtbtbcII+f+ZgEJ93PLMDHR7m7C8G105C6vHmyegz04vpHYNApvC8KVVIuFaJm64YMi0Oeu/YMgkwZBJckZORYcohBAlUqxrupqmERERwbhx4+jevXtZxVSjFHugidhD5mu4mSlAIa0GTh7g5guDizfwRUWS4SWFENWd3Ul3wIABbNq0idOnTzNr1iwaNmzI+PHjiYqKok6dOmUZY41R5EAT8X/Chmcg80rhFTl7QORwuPk58MnnTLmSkuElhRDVnd3Nyz/88APR0dG8/PLLNGnShJMnTzJ9+nQiIiIYMGAAq1evJjs7uyxjrbYsA030bBbE/d0b0rNZEOG1PP4baOLKWfhrHXzSG879VnhlXiHmTlM9nqxSCRfMZ/1jbqiPp4s+37P+FrWl17UQomrTlIMXWnfv3s3ixYtZvXo1qampaJqGv78/o0ePZty4cbRv3760Y610DAYDvr6+JCcn4+NTsoSQazRZB5pQStkONLGgC1z8F1QRndCc3KH1SOj9PHgFlyieinLBkMmrG4+SlJ5jc9b/bP/mMqazEKLSsjcfOJx0LdLT01m5ciVLlixh165d5ko1jVatWjFx4kTuvvtuAgICSrKLSqs0k26+MpIgei98eVfRZUPbgYunefIC//qlH0s5ScnMYdGu0wR42g4vObFbA7zdZGxnIUTlVG5J92onT55k8eLFrFixgnPnzqFpGk8++SSvvfZaae2iUinzpPvDU7B/SdFnuJoeRq+GiK6lMtJURSv0rF8IISohe/NBqX6TNWrUiAkTJjB69GhcXFxKs+qaJSMJTm6Do9/bkXCdzNdxfetWi4QLMrykEKL6KpVhINPT01m1ahWLFy9m9+7dgPme3tatW9O7d+/S2EXN8vW9cHKzfWUjesCQBeAjPXuFEKKyK1HS3bVrF4sXL+brr78mLS0NpRT+/v6MGjWK8ePH06FDh9KKs+Y4vcuacK9u9893LDC9O/R6ThKuEEJUEcVOurGxsSxdupSlS5dy8uRJlFLodDpuueUWxo8fz5AhQ6Rp2REZSZCSAOsesa98SGsY+gmEtCjTsIQQQpQeuy+WrVq1igEDBlC/fn2mT5/OiRMnaNiwIXPnzuXMmTNs3LiRkSNHVmjCXbBgAREREbi5udG5c2d+//33QsuvXr2a5s2b4+bmRuvWrdmwYUM5RXqNK2fh87swvX896spplMo7fYG66kFQSxixDEJaOD4doJ3Kun4hhKhJ7E66d911F5s2bcLNzY2oqCh27NjB8ePHef7556lbt25ZxmiXlStXMmXKFGbOnMnBgwdp27Yt/fr148KFC/mW37NnD6NGjWLixIn88ccfDB48mMGDB3PkyJFyjhz4ajSc24s980mk4wZDPrSOpWyZGODvOEOZhFbW9QshRE1i9y1DOp25R2lgYCCenp6O7UzTOHnypEPbFqVz58506tSJ999/HwCTyUR4eDiPPvoozz33XJ7yI0eOJC0tje+//9667IYbbqBdu3Z8+OGHdu2zNG4ZSn7OFx/XIgpplqnpdcT0XoB/x+HW6QC/+D2aX09d4oaGAYy+vl7R0wHaE9NV0w2WRf1CCFHd2JsPinVNVylFYmIiiYmJDgVV0qkBC5Kdnc2BAweYOnWqdZlOp6NPnz7s3bs332327t3LlClTbJb169ePtWvXFrifrKwssrKyrM8NhpKf/RWZcIEUXDngdSuthj1JRIPWvP7T0TKdGEAmHhBCiLJhd9KdOXNmWcZRIhcvXsRoNBISEmKzPCQkhKNHj+a7TXx8fL7l4+PjC9zPvHnzmD17dskDvkpuLuj1FNq0HKOLYGvYBCIDmgBlPzGATDwghBBlo1ok3fIydepUm7Njg8FAeHh4iep0fimZ9Od8cS/gjFdpcKHleAL9Qq0TIBR7OsBiKuv6hRCipiqVwTEqWmBgIHq9noSEBJvlCQkJhIaG5rtNaGhoscoDuLq64upqR3uwg5Qyn/FafpoUJA37mp6t+3BTAUMhFjkdYAmVdf1CCFGTVIvx9VxcXOjQoQNbt261LjOZTGzdupUuXbrku02XLl1sygNs3ry5wPJlKRNzogUwGs0/lYLkbHBp2jPfoRCLnA6whMq6fiGEqIlKdcKDirRy5UqioqL46KOPuP7663n77bdZtWoVR48eJSQkhLFjx1KnTh3mzZsHmG8Z6tGjB6+88gq33XYbX331FS+//DIHDx6kVatWdu2zNCc82DHLl1zg5plJ7JztB0DX6VcKHXe4rCcGkIkHhBDCPmXSe7kyGzlyJImJicyYMYP4+HjatWvHxo0brZ2loqOj0en+Sxg33ngjX3zxBS+88ALTpk2jSZMmrF271u6EW9p6zErO9/fCXJ0AzWfDpds7vKzrF0KImqbanOlWhDKf2k8IIUSVUCFT+wkhhBCiYJJ0hRBCiHIiSVcIIYQoJ5J0hRBCiHIiSVcIIYQoJ5J0hRBCiHIiSVcIIYQoJ5J0hRBCiHIiSVcIIYQoJ5J0hRBCiHIiSVcIIYQoJ5J0hRBCiHJSbWYZqgiWuSIMBkMFRyKEEKIiWfJAUXMISdItgZSUFADCw8MrOBIhhBCVQUpKCr6+vgWul6n9SsBkMhEbG4u3tzeaVvK5Zg0GA+Hh4cTExFTJqQKrevwgx1AZVPX4QY6hMijv+JVSpKSkEBYWZjN3+7XkTLcEdDoddevWLfV6fXx8quSb3KKqxw9yDJVBVY8f5Bgqg/KMv7AzXAvpSCWEEEKUE0m6QgghRDmRpFuJuLq6MnPmTFxdXSs6FIdU9fhBjqEyqOrxgxxDZVBZ45eOVEIIIUQ5kTNdIYQQopxI0hVCCCHKiSRdIYQQopxI0hVCCCHKiSTdcrRgwQIiIiJwc3Ojc+fO/P7774WWX716Nc2bN8fNzY3WrVuzYcOGcoo0r3nz5tGpUye8vb0JDg5m8ODBHDt2rNBtli5diqZpNg83N7dyijivWbNm5YmnefPmhW5TmV4DgIiIiDzHoGkakyZNyrd8ZXgNdu7cycCBAwkLC0PTNNauXWuzXinFjBkzqF27Nu7u7vTp04fjx48XWW9xP09lEX9OTg7PPvssrVu3xtPTk7CwMMaOHUtsbGyhdTryXiyrYwAYN25cnnj69+9fZL3l9RpA0ceQ3+dC0zRef/31Auss79cBJOmWm5UrVzJlyhRmzpzJwYMHadu2Lf369ePChQv5lt+zZw+jRo1i4sSJ/PHHHwwePJjBgwdz5MiRco7cbMeOHUyaNIlff/2VzZs3k5OTQ9++fUlLSyt0Ox8fH+Li4qyPs2fPllPE+YuMjLSJZ9euXQWWrWyvAcC+ffts4t+8eTMAw4cPL3Cbin4N0tLSaNu2LQsWLMh3/Wuvvca7777Lhx9+yG+//Yanpyf9+vUjMzOzwDqL+3kqq/jT09M5ePAg06dP5+DBg3z77bccO3aMQYMGFVlvcd6LJVXUawDQv39/m3i+/PLLQussz9cAij6Gq2OPi4tj8eLFaJrGsGHDCq23PF8HAJQoF9dff72aNGmS9bnRaFRhYWFq3rx5+ZYfMWKEuu2222yWde7cWT3wwANlGqe9Lly4oAC1Y8eOAsssWbJE+fr6ll9QRZg5c6Zq27at3eUr+2uglFKPPfaYatSokTKZTPmur2yvAaDWrFljfW4ymVRoaKh6/fXXrcuSkpKUq6ur+vLLLwusp7ifp9Jybfz5+f333xWgzp49W2CZ4r4XS1N+xxAVFaXuuOOOYtVTUa+BUva9DnfccYe6+eabCy1TEa+DnOmWg+zsbA4cOECfPn2sy3Q6HX369GHv3r35brN3716b8gD9+vUrsHx5S05OBqBWrVqFlktNTaV+/fqEh4dzxx138Ndff5VHeAU6fvw4YWFhNGzYkLvvvpvo6OgCy1b21yA7O5vPPvuMCRMmFDrhRmV7Da52+vRp4uPjbf7Ovr6+dO7cucC/syOfp/KUnJyMpmn4+fkVWq4478XysH37doKDg2nWrBkPPfQQly5dKrBsZX8NEhIS+OGHH5g4cWKRZcv7dZCkWw4uXryI0WgkJCTEZnlISAjx8fH5bhMfH1+s8uXJZDLx+OOP07VrV1q1alVguWbNmrF48WLWrVvHZ599hslk4sYbb+TcuXPlGO1/OnfuzNKlS9m4cSMLFy7k9OnT3HTTTdYpGq9VmV8DgLVr15KUlMS4ceMKLFPZXoNrWf6Wxfk7O/J5Ki+ZmZk8++yzjBo1qtBB9ov7Xixr/fv3Z/ny5WzdupVXX32VHTt2MGDAAIxGY77lK/NrALBs2TK8vb0ZOnRooeUq4nWQWYZEsU2aNIkjR44Uee2jS5cudOnSxfr8xhtvpEWLFnz00UfMnTu3rMPMY8CAAdbf27RpQ+fOnalfvz6rVq2y6z/iymbRokUMGDCAsLCwAstUttegOsvJyWHEiBEopVi4cGGhZSvbe/Guu+6y/t66dWvatGlDo0aN2L59O7179y73eEpq8eLF3H333UV2GqyI10HOdMtBYGAger2ehIQEm+UJCQmEhobmu01oaGixypeXRx55hO+//55t27YVe1pDZ2dnrrvuOk6cOFFG0RWPn58fTZs2LTCeyvoaAJw9e5YtW7Zw7733Fmu7yvYaWP6Wxfk7O/J5KmuWhHv27Fk2b95c7KnkinovlreGDRsSGBhYYDyV8TWw+OWXXzh27FixPxtQPq+DJN1y4OLiQocOHdi6dat1mclkYuvWrTZnIVfr0qWLTXmAzZs3F1i+rCmleOSRR1izZg0///wzDRo0KHYdRqORP//8k9q1a5dBhMWXmprKyZMnC4ynsr0GV1uyZAnBwcHcdtttxdqusr0GDRo0IDQ01ObvbDAY+O233wr8OzvyeSpLloR7/PhxtmzZQkBAQLHrKOq9WN7OnTvHpUuXCoynsr0GV1u0aBEdOnSgbdu2xd62XF6Hcu22VYN99dVXytXVVS1dulT9/fff6v7771d+fn4qPj5eKaXUmDFj1HPPPWctv3v3buXk5KTeeOMN9c8//6iZM2cqZ2dn9eeff1ZI/A899JDy9fVV27dvV3FxcdZHenq6tcy1xzB79mz1008/qZMnT6oDBw6ou+66S7m5uam//vqrIg5BPfnkk2r79u3q9OnTavfu3apPnz4qMDBQXbhwId/4K9trYGE0GlW9evXUs88+m2ddZXwNUlJS1B9//KH++OMPBaj58+erP/74w9q795VXXlF+fn5q3bp16n//+5+64447VIMGDVRGRoa1jptvvlm999571udFfZ7KK/7s7Gw1aNAgVbduXXXo0CGbz0ZWVlaB8Rf1XizPY0hJSVFPPfWU2rt3rzp9+rTasmWLat++vWrSpInKzMws8BjK8zUo6hgskpOTlYeHh1q4cGG+dVT066CUUpJ0y9F7772n6tWrp1xcXNT111+vfv31V+u6Hj16qKioKJvyq1atUk2bNlUuLi4qMjJS/fDDD+Uc8X+AfB9Lliyxlrn2GB5//HHr8YaEhKhbb71VHTx4sPyD/38jR45UtWvXVi4uLqpOnTpq5MiR6sSJE9b1lf01sPjpp58UoI4dO5ZnXWV8DbZt25bve8cSp8lkUtOnT1chISHK1dVV9e7dO8+x1a9fX82cOdNmWWGfp/KK//Tp0wV+NrZt21Zg/EW9F8vzGNLT01Xfvn1VUFCQcnZ2VvXr11f33XdfnuRZka9BUcdg8dFHHyl3d3eVlJSUbx0V/ToopZRM7SeEEEKUE7mmK4QQQpQTSbpCCCFEOZGkK4QQQpQTSbpCCCFEOZGkK4QQQpQTSbpCCCFEOZGkK4QQQpQTSbpCFNP27dvRNK3Q6fRqoqVLl6JpGhERERUdSpVzzz33oGkaK1eurOhQ8njwwQfRNI1FixZVdCjVgiRdUapmzZplTUjXPjw8PGjSpAlRUVHs2bOnokMV1Ygl4Vser7zySpHbTJo0yWab7du35ynTs2fPfN/Lnp6eNG3alHHjxvHrr7+WKPb9+/fzxRdf0KpVK0aMGFGiuizuu+8+NE0jICCArKwsu7dr0qQJmqYxaNAg67Jp06bh4uLCjBkzSE9PL5X4ajJJuqLMhISEWB9BQUFkZ2dz4sQJli9fTteuXZk1a1ZFhyhKka+vL82aNaNRo0YVHQpLly4tdH1mZiZffvml3fU5OzvbvJ+zsrI4fvw4y5Yt48Ybb2T27NkOx/rkk0+ilGLmzJml1npimZbu8uXLrFu3zq5tduzYYZ1d5+pp7erVq8f48eOJjY3ljTfeKJX4arQyHWRS1DgzZ860jol6rdzcXLVr1y7VoUMHa5ndu3dXQJQlc/UYsKJyWLJkifU1iYiIKPK99eWXX9qU5Zqxki169OihANWjRw+b5VlZWWrTpk2qcePG1u2///77Yse9d+9eBajQ0FCVm5tb7O0L07JlSwWo/v3721U+KipKASokJETl5OTYrLNMMhAQEGAzCYIoPjnTFeVGr9fTtWtX1q5da11m73/hQtgrKioKME9kXhDLunHjxjm0DxcXF2655RbWrVuHi4sLAO+//36x6/nwww8B8yTyer3eoVgKYjlb3bRpE+fPny+0bEpKCl9//TUAY8eOxcnJyWZ9u3btiIyM5NKlS9ZywjGSdEW5q1u3rnXO0dTU1Dzrc3JyWL9+Pffffz8dO3akdu3auLi4EBwcTL9+/fjyyy9RBczTcW0npxMnTjBhwgTCw8NxdXWlbt263HfffUV+CR09epS7776b0NBQ3NzcaNiwIY8++mieSbsdtXPnTgYOHEhgYCDu7u40a9aM559/ntTU1EI7JKWnp/Pll18yduxY2rVrR1BQEK6uroSFhTF48GB+/PHHAvd5bb2bN29mwIABBAUF4e7uTmRkJC+++CKZmZkOHVNhcVuu9ffs2ROArVu3cttttxEUFISbmxstWrRg9uzZDu/7alFRUWiaxqpVq/K9BhkdHc3WrVvx8vLizjvvLNG+WrZsSYcOHQDYt29fsbY1GAysWrUKgNGjRxdZ/ocffmDYsGHUqVMHV1dX/P396d69OwsXLiQ7OztP+TFjxuDs7IzJZCqyuX3lypWkpaUBMGHChHzLWGL8+OOPi4xVFKKiT7VF9VJY87LFuXPnrGXeeeedPOuvncLLx8dHeXt72ywbPny4MhqNhW77888/Ky8vLwUob29v5eTkZF0XFhamzp07l298P/74o3J1dbWW9fLyUm5ubgpQtWvXVosXLy5R8/K7776rNE2z1uHr66tcXFwUoFq0aKHeeustBaj69evn2fbqZlRN05Svr6/y8PCw+ds8+eST+e7Xsm39+vXVggULrDH4+fnZ/G2uu+46dfny5WIf19X1X8vyvujRo4d67bXXlKZpStM05efnZ/O36NWrl0PNrFf/XZRSqlevXgpQy5Yty1N2zpw5ClATJkywmZqvOM3LVxs+fLgClLOzc7FiXr9+vQKUp6dnocecnp6u7rzzzjyfiav/bjfccEO+r9mwYcMUoBo3blxoLDfeeKMC1I033lhgmV9++UUBSq/XK4PBYP+BChuSdEWpKuqa7p49e1SnTp0UoIKDg9WVK1fylPvtt9/UAw88oDZv3qySk5Otyy9duqTeeecd5ePjY1fC9vf3V4MGDVL//POPUsp8HW7lypXWBD5mzJg828fExFjrb9Omjfrtt9+UUuaJ43/88UdVt25d5efn53DS3b17t9LpdApQt9xyi3Xe2JycHLV69WpVq1Yt5e/vX2DyWrt2rXrqqafUrl27VFpamnV5bGysmj17tnJ2dlaAWrduXZ5tLYnJw8NDOTs7q+HDh6vo6GillPmLfeHChdZ/NoYMGVLsY7Mn6fr5+SmdTqemTp2qEhMTlVLmicdnzJhh/ZsuWrTI4X1bXpMVK1bkmyxNJpNq2LChAtSuXbtKJela3s8hISHFivmpp55SgLrpppsKLXfPPfco4P/aO/eYJq83jn9bilKgE5TbAIeXBMFLxGXZkE1px5bJJcNM53Rsahe3acAE4macIZjNbcnU/cNMWNTNgdMtwWmMDMPiVJijaHREdJewaLlttMoYUrk4Ws7vj+Y960vft7QFWtzv+SRvctpze97zQp/3nOc5z2Fz5sxhR48e5f8TAwMD7NSpU/x+Vq5c6VS3urqa319tba1k+7/99ptbY9/f389fzs6cOePBnRKOkNIlxhVHpRsdHc2vyMhIFhAQwN/S8/LyWEtLi1d9VFZWMgBs7ty5TnmOSlen00nOhktLSxkAplarnRxGtmzZwh1GzGazU93r169zxeaN0s3IyGAA2Pz58yUdUs6dO8fbllJeo7F3714GgGVkZDjlOSqm9PR0ybE5dOgQL3P58mWP+nZH6QJwOghd4IUXXmAA2DPPPONRv459C8+kv7+fzwZv3rzJywnjm5iYyBhjY1a6ly5d4i9Rubm5Hsm8bNkyBoAVFBTIlqmrq+MvqMIL0kja29tZSEgIA8AaGxtFeTabjcXHxzNAfNi7I9u3b+crOhaLxaXMCxYsYABYSUmJy3KEPGTTJSYMs9nMrzt37sBmswGw2yXv3r3rtX00OzsbAHDz5k2YTCbZcjt37oRS6fwnnpubCwAYGBjA77//zr9njPHgBJs3b0ZUVJRT3YULF3ptB+zu7sa5c+cAAG+//TamTp3qVEan02HZsmVetQ/8OzYGg4GPtxTFxcWSY6PX6xEfHw8A+Prrr72WQ46pU6firbfekswTnktTU9OY+1Gr1Vi7di0YYyJ75uHDhwHY73Ms/Pnnnzhy5Ahyc3MxPDwMhUKBwsJCj9sAgMjISNkyQkCKvLw8zJw5U7JMfHw8dDodAKCmpkaUp1QqubPY8ePHnXwobDYbjhw5AgBYs2YNQkNDXcocEREhkp3wHFK6xITB7Csp/BoYGEBjYyM2bNiAqqoqLF++XOTJ7IjFYsHevXuRnp6OqKgoTJkyRRRkQ6Cjo0O2/yeeeELy+9jYWJ7u7u7maaPRyD8//fTTsu26ynNFY2MjdwBLT0+XLSc4G8lhNpuxa9cuLF26FDNmzIBKpeJjM3/+fAD2F5u///5bsr5KpZJV7Eqlkvd/5cqVUe7IcxYsWCD7wy48F8dnMhYExVpeXo7h4WH09vbim2++QUBAANavX+9RW7W1taLgGHFxcVi/fj1MJhMCAwNRWlo66nMbyZ07dwAA06dPly3z448/ArAr35iYGNnr7NmzAIDW1lanNvR6PRQKBfr6+pwiXp05cwadnZ0AxHtz5RBkFWQnPEc1ehGCGB+CgoKQkpKCQ4cOobu7GydPnsTGjRvR1taGhx56iJdrbm5GRkaGSKEGBwcjLCyMz86EWbLgcSmFRqOR/N5xO8TQ0BBP3759m6fj4uJk2xVmgp7i+EPlqPhH4qpvg8GArKws9PT08O9CQ0MRHBwMhUIBm82Grq4uAPaxEWYmjkREREjOskf27zge44XcMwH+fS5Wq3Vc+kpNTUVycjJ+/fVXfP/992hpaUF/fz+ysrJcjr8UgYGBXOEoFAqo1WrExsYiLS0NmzZtQmJiosfyCZ7arp6FMKPs7e1Fb2/vqG1KeWvPmTMHWq0W58+fx+effy5SrsLWqaSkJKSlpY3avlqtFslOeA7NdAm/8PrrrwMA7t69i+rqalGeXq9HR0cHZs2ahcrKSvz111/o6+vD7du3YTKZRNt9hJnjg4Y3kYesVivWrVuHnp4epKSkoLq6Gr29vbBYLDCbzTCZTKKQhA/q2Iwnwmz38OHDXMF4s7SclpYGk8kEk8mEzs5O3Lp1CxcvXsSePXu8UrgA+LY5uRUJANxEUFZW5rRyJHXJbQ0SFG19fT2am5sB2F8Cq6qqAMhvExqJsAohyE54Dildwi8kJCTwtNFo5On29nYel/mrr77C6tWrnZbfXNlxx4KjDdfVPt7R9vjK4Wi7c2UTk2vfYDCgtbUVAQEBqKqqQmZmptPM0Z2x6erqktzXObJ/KZv2g8arr74KlUqF48ePo6GhATNmzBDFFfYnwt+Dq+X0mJgYANLLxp6watUqhIWFAfh3dvvll19iaGgIKpXK7eV2QVZXdmjCNaR0Cb/guHQcEhLC0+3t7Ty9ZMkSybqC/Wq8mT17Nlfw58+fly0nOEN5ypIlS/gMVyq4voBcnjA2kZGRskvQ7oyN1WrFDz/8IJnHGENtbS0A4LHHHhu1rclOTEwMMjMzuRkhLy+PR5DyN4L9/datW7JlnnzySQDgM1JvCQoK4sEtKioqYLPZuFNZTk4OoqOj3WpHeEFOTk4ekzz/z5DSJfzCsWPHeNrxx33atGk8fe3aNad6FosF77///oTIpFAo+Ckvn376KbeNOvLLL794HQZv+vTp3Mv0448/lpxt1tXVySpEYWwEj/CRdHR0oLS01C1ZPvjgAwwPDzt9X15ezpX7Sy+95FZbk52dO3di27Zt2LZtG/Lz8/0tDmf58uUAgMuXL8uWeeONNwAAN27cQFlZmcv2+vr6XK5gCEvMnZ2d2L17N65fvw7A/aVlo9HI/RJcOQISriGlS/gUk8mE4uJilJeXA7A7uyxdupTnJycn45FHHgFg/zG4evUqzzMYDNBqtS5tYGPlnXfegUajQVdXF5599lnuwcsYw3fffYfMzEyR97SnvPvuu1AoFLhx4waef/55vmXJarXixIkTWLVqFcLDwyXrPvXUUwgJCQFjDGvWrOG2OZvNhpqaGn4M3WgEBwfj4sWLePnll/mKw+DgIA4cOIAtW7YAsG/fefzxx72+z8lEamoq9u3bh3379nltf50IBG/n1tZW2e1z6enp3Aadn5+PoqIi0cz4/v37aGhowPbt25GQkODS+e3RRx9FSkoKAGD37t0AgIcffhhZWVluyXvp0iUA9tPDkpKS3KpDSODTXcHEfx654BjR0dFs2rRpolB2ixYtYn/88YdTG6dPnxaFJQwODuahDkNCQtjZs2dlAxq4ewKQXH3GGKuqqhKFgdRoNEytVjNgfMJACmEehSssLIz3t3DhQp4/b948p7plZWWiuo4hKiMiInhoQQDMaDSK6joGr9i/fz8PIxgeHi4K+LF48WLW1dXl8X25GwZSjrGc3jQyOIa7jEdEqrGwePFiBoAdOHBAtsz9+/fZpk2bnJ57eHg4D8whXHKhTQU++eQTUfkdO3a4Leu6desYAFZYWOh2HcIZmukSE4ZjcAyz2Yz+/n7ExMTgueeew8GDB3HlyhXJrRs5OTmoq6tDdnY2wsLCYLVaERERAb1ej6tXryIjI2NC5c7OzsZPP/2EtWvXIioqCv/88w+io6NRUFCAxsZGzJ49e0ztFxYW4sKFC8jKykJ4eDgGBwcxa9YsFBcXo6GhgXsdC44vjmzevBnffvsttFotQkNDYbVaERcXh61bt+LatWtYtGiRWzLk5+ejpqYGK1asgFKphFKpRFJSEt577z0YDAbyTvURb775JgDg6NGjsmWmTJmCgwcPor6+Hhs3bsTcuXNhs9lw7949REVFQavVoqSkBE1NTS63mwF2m3ZQUBD/7O7S8r179/iJYILMhHcoGKN9BQQxmcjLy8OxY8fw2muv8YhE48EXX3wBvV6PhIQEtLS0jFu7hPdYLBbEx8fDYrHAaDSKvPonExUVFdiwYQN0Op3XjoSEHZrpEsQkorm5GSdOnAAArFixws/SEBONRqPBjh07wBjDRx995G9xJBkeHsaePXsAAB9++KGfpXnwIaVLED6mpKQE+/fvR1tbG/cgFkL06XQ6DA4OIikpCStXrvSvoIRPKCoqwsyZM/HZZ5+JtsxNFiorK/Hzzz/jxRdfRGpqqr/FeeChMJAE4WOamppw6tQpbN26FYGBgdBoNOjp6eEKOC4uDpWVlQgMDPSzpIQvCAoKQkVFBS5cuIC2tjbZgw38xdDQEHbt2jXmQyIIO6R0CcLHFBUVITY2FvX19ejs7ER3dzc0Gg0SExORk5ODgoICl0Hwif8eWq3W4wMTfMUrr7zibxH+U5AjFUEQBEH4CLLpEgRBEISPIKVLEARBED6ClC5BEARB+AhSugRBEAThI0jpEgRBEISPIKVLEARBED6ClC5BEARB+AhSugRBEAThI0jpEgRBEISP+B9RY1w9rSWoaAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(5,5))\n",
+    "parity_plot(bandgap_MP_test, bandgap_MP_predicted_test, label=\"test \")\n",
+    "parity_plot(bandgap_MP_train, bandgap_MP_predicted_train, label=\"train \")\n",
+    "plt.legend(frameon=False, fontsize=16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "276d3dd4",
+   "metadata": {},
+   "source": [
+    "## Try different regression models (without parameter optimization)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b6c117d",
+   "metadata": {},
+   "source": [
+    "<font color=\"red\">These tests are only for POC, where cross validation and parameter optimization are skipped.</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "2a49922b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rewotesMLpredictor.featurizer import MATMINER_ELEMENT_PRESETS\n",
+    "from sklearn.linear_model import BayesianRidge, HuberRegressor, Lasso, SGDRegressor\n",
+    "from sklearn.svm import LinearSVR, NuSVR\n",
+    "from sklearn.tree import DecisionTreeRegressor\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e16e20e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "regression_models = [BayesianRidge(), HuberRegressor(), Lasso(), SGDRegressor(), \n",
+    "                     LinearSVR(), NuSVR(), DecisionTreeRegressor()]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "0ae26ff6",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 32.277135133743286s to fit and predict with BayesianRidge().  MAE=(0.7961006331943244, 0.9578369137065228), r2=(0.47567269634324116, -0.9476993449937678) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "/Users/qiji/miniconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
+      "\n",
+      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
+      "  self.n_iter_ = _check_optimize_result(\"lbfgs\", opt_res, self.max_iter)\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 31.614394187927246s to fit and predict with HuberRegressor().  MAE=(0.6565132439947838, 0.5603979508834313), r2=(0.31835476708767974, 0.18121436178237982) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 32.03025484085083s to fit and predict with Lasso().  MAE=(1.170834173378298, 0.9267929220894995), r2=(0.0, -0.05886777501435292) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 31.598196983337402s to fit and predict with SGDRegressor().  MAE=(0.8747123408922232, 0.9280245692796102), r2=(0.3931525687169387, -0.4758678579278839) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "/Users/qiji/miniconda3/lib/python3.9/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
+      "  warnings.warn(\n",
+      "/Users/qiji/miniconda3/lib/python3.9/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
+      "  warnings.warn(\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 31.7725989818573s to fit and predict with LinearSVR().  MAE=(0.6703505300591378, 0.514729392710533), r2=(0.1983638285991326, 0.176579694515423) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 31.80120587348938s to fit and predict with NuSVR().  MAE=(0.5284472647678449, 0.45883792051632366), r2=(0.32899690415312643, 0.245067266306781) for training and test.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n",
+      "WARNING:m3gnet.graph._converters:Isolated atoms found in the structure\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Used 31.847610235214233s to fit and predict with DecisionTreeRegressor().  MAE=(4.1697881087932823e-19, 0.18470126582278482), r2=(1.0, 0.7887335147706339) for training and test.\n",
+      "CPU times: user 4min 53s, sys: 39.3 s, total: 5min 33s\n",
+      "Wall time: 3min 42s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "predictions_train, predictions_test, predictors, MAEs, r2s = [], [], [], [], []\n",
+    "for model in regression_models:\n",
+    "    t0 = time.time()\n",
+    "    predictor = Predictor(featurizer=StructureFeaturizer(), model=model)\n",
+    "    predictor.fit(structures_train, bandgap_MP_train)\n",
+    "    predictions_train.append(predictor.predict(structures_train))\n",
+    "    predictions_test.append(predictor.predict(structures_test))\n",
+    "    predictors.append(predictor)\n",
+    "    mae = mean_absolute_error(bandgap_MP_train, predictions_train[-1]), mean_absolute_error(bandgap_MP_test, predictions_test[-1])\n",
+    "    r2 = r2_score(bandgap_MP_train, predictions_train[-1]), r2_score(bandgap_MP_test, predictions_test[-1])\n",
+    "    MAEs.append(mae)\n",
+    "    r2s.append(r2)\n",
+    "    t1 = time.time()\n",
+    "    print(f\"\\nUsed {t1-t0}s to fit and predict with {model}.\",\n",
+    "          f\" MAE={mae}, r2={r2} for training and test.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "545e5596",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, prediction_train in enumerate(predictions_train):\n",
+    "    plt.figure(figsize=(5,5))\n",
+    "    parity_plot(bandgap_MP_test, predictions_test[i], label=\"test \")\n",
+    "    parity_plot(bandgap_MP_train, prediction_train, label=\"train \")\n",
+    "    plt.legend(frameon=False, fontsize=16)\n",
+    "    plt.title(regression_models[i], size=16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1461f30",
+   "metadata": {},
+   "source": [
+    "# Self-evaluation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "acd516fa",
+   "metadata": {},
+   "source": [
+    "## <font color=\"green\">Accomplishment</font>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "06d91f84",
+   "metadata": {},
+   "source": [
+    "1. Implemented a python package for materials property predictions from composition or structure.\n",
+    "2. Documented the package.\n",
+    "3. Gave an example of usage that meets the requirement from Timur for the reWote."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fab68b03",
+   "metadata": {},
+   "source": [
+    "## <font color=\"red\">Drawbacks</font>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f93f2ca9",
+   "metadata": {},
+   "source": [
+    "1. I did't complete the time limit of 5 days because of Thanksgiving and MRS.\n",
+    "2. No test.\n",
+    "3. The architecture of the package can be more extendable, e.g., more features and parameter tuning should be allowed."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7f224e5",
+   "metadata": {},
+   "source": [
+    "## <font color=\"blue\">To-dos</font>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3cc6215a",
+   "metadata": {},
+   "source": [
+    "1. Design better software structures.\n",
+    "2. Add tests.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b63aa4a",
+   "metadata": {},
+   "source": [
+    "## <font color=\"Brown\">Side comment</font>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "384fadfa",
+   "metadata": {},
+   "source": [
+    "This is my first time to implement a python package from scratch. It is very easy to make it work but not simple to come up with an optimal software architecture. Overall, this task is not too difficult thanks to so many ML for Materials Science codes out there."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.16"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": true,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/JiQi535/examples/MP_789_bandgap.json b/JiQi535/examples/MP_789_bandgap.json
new file mode 100644
index 00000000..f6a9bf3a
--- /dev/null
+++ b/JiQi535/examples/MP_789_bandgap.json
@@ -0,0 +1 @@
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"weighted_work_function", "surface_anisotropy", "shape_factor", "has_reconstructed", "possible_species", "has_props", "theoretical", "database_IDs"], "@module": "pydantic.main", "@class": "MPDataDoc", "@version": "1.10.2"}, {"structure": {"@module": "pymatgen.core.structure", "@class": "Structure", "charge": 0, "lattice": {"matrix": [[2.92444198, 0.0, -1.03394505], [-1.46222048, 2.53264096, -1.03394505], [1e-08, 2e-08, 3.10183721]], "pbc": [true, true, true], "a": 3.1018386903264044, "b": 3.101838379222982, "c": 3.10183721, "alpha": 109.47119931788767, "beta": 109.4711973290365, "gamma": 109.47123636644343, "volume": 22.973948311274814}, "sites": [{"species": [{"element": "Zr", "occu": 1}], "abc": [-0.0, 0.0, 0.0], "xyz": [0.0, 0.0, 0.0], "properties": {"magmom": 0.0}, "label": "Zr"}]}, "band_gap": 0.0, "fields_not_requested": ["builder_meta", "nsites", "elements", "nelements", "composition", "composition_reduced", "formula_pretty", "formula_anonymous", "chemsys", "volume", "density", "density_atomic", "symmetry", "property_name", "material_id", "deprecated", "deprecation_reasons", "last_updated", "origins", "warnings", "task_ids", "uncorrected_energy_per_atom", "energy_per_atom", "formation_energy_per_atom", "energy_above_hull", "is_stable", "equilibrium_reaction_energy_per_atom", "decomposes_to", "xas", "grain_boundaries", "cbm", "vbm", "efermi", "is_gap_direct", "is_metal", "es_source_calc_id", "bandstructure", "dos", "dos_energy_up", "dos_energy_down", "is_magnetic", "ordering", "total_magnetization", "total_magnetization_normalized_vol", "total_magnetization_normalized_formula_units", "num_magnetic_sites", "num_unique_magnetic_sites", "types_of_magnetic_species", "k_voigt", "k_reuss", "k_vrh", "g_voigt", "g_reuss", "g_vrh", "universal_anisotropy", "homogeneous_poisson", "e_total", "e_ionic", "e_electronic", "n", "e_ij_max", "weighted_surface_energy_EV_PER_ANG2", "weighted_surface_energy", "weighted_work_function", "surface_anisotropy", "shape_factor", "has_reconstructed", "possible_species", "has_props", "theoretical", "database_IDs"], "@module": "pydantic.main", "@class": "MPDataDoc", "@version": "1.10.2"}, {"structure": {"@module": "pymatgen.core.structure", "@class": "Structure", "charge": 0, "lattice": {"matrix": [[2.77358176, 0.0, 1.60132773], [0.92452793, 2.61495786, 1.60132773], [-2e-08, -1e-08, 3.20265751]], "pbc": [true, true, true], "a": 3.202656128633177, "b": 3.202656241589599, "c": 3.20265751, "alpha": 60.00000836085244, "beta": 60.000007264008644, "gamma": 59.999993665224274, "volume": 23.22823265608071}, "sites": [{"species": [{"element": "Zr", "occu": 1}], "abc": [0.0, 0.0, -0.0], "xyz": [0.0, 0.0, 0.0], "properties": {"magmom": -0.0}, "label": "Zr"}]}, "band_gap": 0.0, "fields_not_requested": ["builder_meta", "nsites", "elements", "nelements", "composition", "composition_reduced", "formula_pretty", "formula_anonymous", "chemsys", "volume", "density", "density_atomic", "symmetry", "property_name", "material_id", 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\ No newline at end of file
diff --git a/JiQi535/requirements.txt b/JiQi535/requirements.txt
new file mode 100644
index 00000000..93718fc9
--- /dev/null
+++ b/JiQi535/requirements.txt
@@ -0,0 +1,6 @@
+scikit-learn==1.3.2
+pymatgen==2023.11.12
+maml==2023.9.9
+matminer==0.9.0
+numpy==1.26.1
+m3gnet==0.2.4
diff --git a/JiQi535/rewotesMLpredictor/__init__.py b/JiQi535/rewotesMLpredictor/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/JiQi535/rewotesMLpredictor/featurizer.py b/JiQi535/rewotesMLpredictor/featurizer.py
new file mode 100644
index 00000000..729d09c9
--- /dev/null
+++ b/JiQi535/rewotesMLpredictor/featurizer.py
@@ -0,0 +1,157 @@
+import numpy as np
+
+from maml.describers._m3gnet import BaseDescriber, M3GNetStructure
+from matminer.featurizers.composition import ElementProperty
+from pymatgen.core import Structure, Composition
+from sklearn.base import BaseEstimator, TransformerMixin
+from typing import Union, List
+
+MATMINER_ELEMENT_PRESETS = ["magpie", "deml", "matminer", "matscholar_el", "megnet_el"]
+
+
+class CompositionFeaturizer(BaseEstimator, TransformerMixin):
+    """
+    Featurizer encodes composition into features.
+    """
+
+    def __init__(self, featurizers: List[ElementProperty] = []):
+        """
+        Initialize a CompositionFeaturizer.
+        :param featurizers: A list of compositional featurizers. Only allows ElementProperty in matminer
+        (https://github.com/hackingmaterials/matminer) for the current implementation. Default is Element
+        Property with "megnet_el" as preset.
+        """
+        if featurizers:
+            if not (isinstance(featurizers, list) and
+                    all(type(x) == ElementProperty for x in featurizers)):
+                raise TypeError(
+                    f"Featurizers of CompositionFeaturizer must be a list of matminer ElementProperty object."
+                    "Check out matminer: https://github.com/hackingmaterials/matminer."
+                )
+        else:
+            featurizers = [ElementProperty.from_preset("megnet_el")]
+        self.featurizers = featurizers
+        self.feature_labels = [l for f in self.featurizers for l in f.feature_labels()]
+
+    @classmethod
+    def from_presets(cls, presets: List[str] = ["megnet_el"]):
+        """
+        Initialize a CompositionFeaturizer from a list of presets in matminer.
+        :param presets: A list as a subset of ["magpie", "deml", "matminer", "matscholar_el", "megnet_el"].
+        Default to ["megnet_el"].
+        :return: CompositionFeaturizer
+        """
+        if not presets:
+            raise ValueError(
+                f"At least one of the presets should be provided."
+                f"Options: {MATMINER_ELEMENT_PRESETS}."
+            )
+        for preset in presets:
+            if preset not in MATMINER_ELEMENT_PRESETS:
+                raise ValueError(f"{preset} is not an allowed preset in matminer.")
+        featurizers = [ElementProperty.from_preset(p) for p in presets]
+        return CompositionFeaturizer(featurizers=featurizers)
+
+    def fit(self, X = None, y = None):
+        """
+        Place holder for fit method.
+        :param X: Any input.
+        :param y: Any input.
+        :return: self
+        """
+        return self
+
+    def transform(self, compositions: Union[List[str], List[Composition]] = None):
+        """
+        Transform compositions into features.
+        :param compositions: A list of str or a list of pymatgen Composition.
+        :return: A numpy array of compositional features.
+        """
+        compositions = self._check_compositions(compositions)
+        composition_features = np.concatenate([f.transform(compositions) for f in self.featurizers], axis=1)
+        return composition_features
+
+    def predict(self, compositions: Union[List[str], List[Composition]] = None):
+        """
+        Transform compositions into features. Same as transform method.
+        :param compositions: A list of str or a list of pymatgen Composition.
+        :return: A numpy array of compositional features.
+        """
+        return self.transform(compositions)
+
+    @staticmethod
+    def _check_compositions(compositions: Union[List[str], List[Composition]] = None):
+        """
+        Check the compositions are in correct format.
+        :param compositions: A list of str or a list of pymatgen Composition.
+        :return: A list of pymatgen Composition.
+        """
+        if not (isinstance(compositions, list) and
+                all(isinstance(x, (str, Composition)) for x in compositions)):
+            raise TypeError("Compositions must be provided as a list of str or a list of pymatgen Composition.")
+        if any(type(x) == str for x in compositions):
+            compositions = [Composition(str(x)) for x in compositions]
+        return compositions
+
+
+class StructureFeaturizer(BaseEstimator, TransformerMixin):
+    """
+    Featurizer encodes structure into features.
+    """
+
+    def __init__(self, featurizers: List[BaseDescriber] = []):
+        """
+        Initialize a StructureFeaturizer.
+        :param featurizers: A list of structural featurizers. Only allows BaseDescriber in maml
+        (https://github.com/materialsvirtuallab/maml) for the current implementation. Default is
+        M3GNet structure featurizer.
+        """
+        if featurizers:
+            if not (isinstance(featurizers, list) and
+                    all(type(x) == BaseDescriber for x in featurizers)):
+                raise TypeError(
+                    f"Featurizers of StructureFeaturizer must be a list of maml BaseDescriber object."
+                    "Check out maml: https://github.com/materialsvirtuallab/maml."
+                )
+        else:
+            featurizers = [M3GNetStructure()]
+        self.featurizers = featurizers
+
+    def fit(self, X = None, y = None):
+        """
+        Place holder for fit method.
+        :param X: Any input.
+        :param y: Any input.
+        :return: self
+        """
+        return self
+
+    def transform(self, structures: List[Structure] = None):
+        """
+        Transform structures into features.
+        :param structures: A list of pymatgen structures.
+        :return: A numpy array of structural features.
+        """
+        structures = self._check_structures(structures)
+        features = np.concatenate([f.transform(structures) for f in self.featurizers], axis=1)
+        return features
+
+    def predict(self, structures: List[Structure] = None):
+        """
+        Transform structures into features. Same as transform method.
+        :param structures: A list of pymatgen structures.
+        :return:  A numpy array of structural features.
+        """
+        return self.transform(structures)
+
+    @staticmethod
+    def _check_structures(structures: List[Structure] = None):
+        """
+        Check the structures are in correct format.
+        :param structures: A list of pymatgen Composition.
+        :return: A list of pymatgen structures.
+        """
+        if not (isinstance(structures, list) and
+                all(type(x) == Structure for x in structures)):
+            raise TypeError("Structures must be provided as a list of pymatgen Structures.")
+        return structures
diff --git a/JiQi535/rewotesMLpredictor/predictor.py b/JiQi535/rewotesMLpredictor/predictor.py
new file mode 100644
index 00000000..c8fae77f
--- /dev/null
+++ b/JiQi535/rewotesMLpredictor/predictor.py
@@ -0,0 +1,32 @@
+from sklearn.tree import DecisionTreeRegressor
+from sklearn.pipeline import Pipeline
+from typing import Union
+from .featurizer import CompositionFeaturizer, StructureFeaturizer
+
+
+class Predictor(Pipeline):
+    """
+    Materials property predictor that predict target property from input structures or stoichiometry.
+    """
+
+    def __init__(
+            self,
+            featurizer: Union[CompositionFeaturizer, StructureFeaturizer] = StructureFeaturizer(),
+            model=DecisionTreeRegressor(),
+    ):
+        """
+        Initialize the ML property predictors.
+        :param featurizer: CompositionFeaturizer or StructureFeaturizer. Default is StructureFeaturizer.
+        :param model: The regression model in sklearn to use. Default is DecisionTreeRegressor.
+        """
+        self.featurizer = featurizer
+        self.model = model
+        steps = [
+            (i.__class__.__name__, i)
+            for i in [
+                self.featurizer,
+                self.model,
+            ]
+            if i
+        ]
+        super().__init__(steps)
\ No newline at end of file
diff --git a/JiQi535/setup.py b/JiQi535/setup.py
new file mode 100644
index 00000000..2278c365
--- /dev/null
+++ b/JiQi535/setup.py
@@ -0,0 +1,12 @@
+from setuptools import setup
+
+setup(
+    name='rewotes-ML-predictor',
+    version='0.0.1',
+    packages=['rewotes-ML-predictor'],
+    url='https://github.com/JiQi535/rewotes.git',
+    license='GNU General Public License v3.0',
+    author='Ji Qi',
+    author_email='qj535355@gmail.com',
+    description='This is a package for the "ML Property Predict" rewotes test of Mat3ra.com. '
+)
diff --git a/JiQi535/tests/test_features.py b/JiQi535/tests/test_features.py
new file mode 100644
index 00000000..e69de29b