{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recruitment Across Datasets\n", "\n", "In this notebook, we further examine the capability of ODIF to transfer across datasets, building upon the prior FTE/BTE experiments on MNIST and Fashion-MNIST. Using the datasets found in [this repo](https://github.com/neurodata/LLF_tidy_images), we perform a series of experiments to evaluate the transfer efficiency and recruitment capabilities of ODIF across five different datasets. The datasets and their content are as follows:\n", "- Caltech-101: contains images of objects in 101 categories\n", "- CIFAR-10: contains 32x32 color images of objects in 10 classes\n", "- CIFAR-100: contains 32x32 color images of objects in 100 classes\n", "- Food-101: contains images of dishes in 101 categories\n", "- DTD: contains images of describable textures" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import functions.recruitacrossdatasets_functions as fn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This notebook tutorial uses functions stored externally within `functions/recruitacrossdatasets_functions.py` to simplify presentation of code. These functions are imported above, along with other libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FTE/BTE Experiment\n", "\n", "We begin our examination of ODIF's transfer capabilities across datasets with the FTE/BTE experiment, which provides background metrics for what the expected performance should be. This helps inform the later recruitment experiment." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Base Experiment\n", "#### Import and Process Data\n", "\n", "Let's first import the data and perform some preprocessing so that it is in the correct format for feeding to ODIF. The following function does so for us:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data, classes = fn.import_data(normalize=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Hyperparameters\n", "\n", "We then define the hyperparameters to be used for the experiment:\n", "- `model`: model to be used for FTE/BTE experiment\n", "- `num_tasks`: number of tasks\n", "- `num_trees`: nuber of trees\n", "- `reps`: number of repetitions, fewer than actual figures to reduce running time" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "##### MAIN HYPERPARAMS ##################\n", "model = \"odif\"\n", "num_tasks = 5\n", "num_trees = 10\n", "reps = 4\n", "#########################################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking each dataset as a separate task, we have `5` tasks, and we also set a default of `10` trees, with the experiment being run for `30` reps.\n", "\n", "Note, in comparison to previous FTE/BTE experiments, the lack of the `num_points_per_task` parameter. Here, we sample based on the label with the least number of samples and take 31 samples from each label." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run Experiment and Plot Results\n", "\n", "First, we call the function to run the experiment:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "accuracy_all_task = fn.ftebte_exp(\n", " data, classes, model, num_tasks, num_trees, reps, shift=0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the accuracies over all tasks, we can calculate the error, the forwards transfer efficiency (FTE), the backwards transfer efficiency (BTE), and the overall transfer efficiency (TE)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "err, bte, fte, te = fn.get_metrics(accuracy_all_task, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results are therefore plotted using the function as follows:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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SuC1YAM88A2FhjrFy5WDCBHjgAc3akVyhBI+IiIh4pNdeew2bzcbEiROV4BERkbxx6hQ89xz88IPz+H33meROxYrWxCWFkhI8IiIiIiIiIrnJbofZs+H55+HsWcd4lSoweTL06WNZaFJ4eVkdgIiIiIiIiEihcewY9OoFDz3knNx59FHYuVPJHckzmsEjIiIiIiIicq2SkkyL85dfNm3Qk9WsCV9+CV27WhebeIQsEzz79u2jZMmSWb5QVvvt27fPtchERERERERECoIDB0yL899/d4zZbPDsszB6NBQvbllo4jmyTPCMHz8+0+22K9W+s9pPREREREREpFBJTITx4+GNNyAmxjFevz5Mnw633GJdbOJxskzw2O32/IhDREREREREpODYuRMeeww2bnSMeXubJVpvvQX+/tbFJh4pwwRPy5Yt8zMOEREREUu89dZbjB49Otdez2azsWrVqlx7PRERcTPx8fDBB/Dee+Z+shtvhK+/hubNrYtNPFqGCZ5Zs2blZxwiIiIiljibusPJNbLb7SnL10VEpBDassV0w9q+3THm5wdvvgmvvGLui1hEXbRERETEo2k5uoiIZCkmBkaOhE8+MXV3krVubWbtXH+9dbGJXJFhgufkyZMAlCtXjiJFiuRbQCIiIiL56b333qNdu3ZWhyEiIu7qzz9NrZ29ex1j/v4wahQ8/7ypuyPiBjJM8HTq1AkvLy8+//xzOnfunJ8xiYiIiOSbsmXLUq1aNavDEBERd3PpEowYAZMmQerZnrffDtOmQd26loUmkp5Ml2hpyrKIiIiIiIh4nBUr4Mkn4cgRx1iJEmaJ1uOPg5eXdbGJZEA1eEREREREREQAzp2Dl16Cb75xHu/RA6ZOhcBAa+ISyQYleEREREREREQWLoSnn4awMMdY2bIwYQI8+CCoS6K4Oc0rExEREREREc91+jTcdx/cc49zcqd/f9i1CwYMUHJHCgTN4BERERERERHPY7fDnDmmE1ZEhGO8cmWYMgX69LEsNJGcUIJHREREPFLLli0BKFOmjMWRiIhIvjt+HJ56CpYscR5/5BEYOxb02SAFUJYJnlmzZrFq1apcO6DNZmP06NG59noiIiIiOTFr1iyrQxARkfyWlARffQUvvwyRkY7xmjXhyy+ha1frYhO5RlkmeDZu3JjrB1WCR0RERERERPLVgQOmxfnvvzuPDx0KY8aYNugiBViWCR673Z6rB7SpOJWIiIiIiIjkl8RE0wnr9dchJsYxXq8eTJ8Ot95qXWwiuSjLBM/AgQNp3LhxfsQiIiIiIiIiknv+/Rceeww2bHCMeXmZJVpvvw3+/tbFJpLLskzwtG3bls6dO+dHLCIiIiIiIiLXLj4ePvwQ3nsP4uIc4zfeaGbttGhhXWwieURdtERERERERKTw+OsvePRR2LbNMebrC2++Ca++Cn5+1sUmkoeU4BEREREREZGCLzYWRo6Ejz82dXeStWoFX38NKj0ihZwSPCIiIiIiIlKw/fmnqbWzd69jzN8fRo2C558Hb2/rYhPJJ0rwiIiIiIiISMF06RKMGAGTJkHqDtC33w7TpkHdupaFJpLflOARERERERGRgmflSnjiCThyxDFWooRZovXEE6ZblogHyTTBY0+dARURERERERGx2rlz8NJL8M03zuM9esDUqRAYaE1cIhbLMMGze/fu/IxDREREJF917tw5T17XZrOxatWqPHltERGPt3AhPPMMhIY6xsqWhfHjYcAAsNksC03EalqiJSIiIh7pxIkT2Gy2bM1Yzmi/9MZt+nIhIpL7Tp+G556D+fOdx/v1g88/h0qVrIlLxI0owSMiIiIeqWrVqpluDw8PJyEhISWBU7NmTWrWrEnx4sWJi4sjLCyMPXv2EB8fj81mo1y5cjRt2jQ/QhcR8Rx2O8yZYzphRUQ4xitXNoWVg4Ksi03EzSjBIyIiIh5pzZo1GW6bN28eI0eOxGazMWDAAB577DGqVKmSZr9Lly4xe/ZsJk+eTEREBDfeeCNDhgzJy7BFRDzH8ePw1FOwZInz+ODB8OmnUKaMJWGJuCuVFRcRERFJZdeuXbz33nvY7XZGjx7NG2+8kW5yB6B48eIMGTKEiRMnAjB+/Hg2btyYn+GKiBQ+djt8+SU0buyc3KlRA5YvN8WVldwRSUMJHhEREZFUvv76axISEujQoQN9+vTJ1nNuvfVW7rzzTpKSkvj222/zNkARkcLswAHo3BmGDIHISMf40KGwYwd062ZdbCJuTgkeERERkVQ2bdqEzWZzucvWrbfeCsC2bdvyIiwRkcItMRHGjYMmTeC33xzj9erBH3/AxIlQooR18YkUAKrBIyIiIpJKxJUinsWKFXPpeT4+5rTqwoULuR6TiEih9u+/8NhjsGGDY8zLC/7zH3jnHfD3tyw0kYJEM3hEREREUildujQAO3fudOl5mzdvBqB8+fK5HZKISOEUHw+jRsFNNzknd5o0gY0b4cMPldwRcYESPCIiIiKpNG3aFLvdzvz58wkLC8vWc3bt2sWCBQuw2Wy0atUqjyMUESkE/voLWraEN9+EuDgz5usLI0dCSAi0aGFtfCIFkBI8IiIiIqn07dsXMC3QBw0axPbt2zPdf+3atTz++OPEx8cDMHDgwDyPUUSkwIqNhREjoFUrSF2zrGVLk/R56y3w87MuPpECLMMaPCNGjMiTA9psNkaPHp0nry0iIiJyrTp27EiPHj1YunQpx44d47777qNx48a0aNGCKlWq4O/vT3R0NMePH2fDhg0cOHAAu92OzWZj6NChNGnSxOofQUTEPf3vf6bWzp49jrGiRc0yrRdeAG9vy0ITKQwyTPAkTzPOC0rwiIiIiDv74IMPiI6O5vfffwdMPZ6MavIkJ3ceeeQRnn322XyMUkSkgLh0Cf7v/0wnLLvdMd6hA3z1FdSta11sIoVIpl207Kn/86XDZrM57VO0aFGKFy9OXFwcFy9eTNlms9nw8fGhaNGiuRCyiIiISN7y8/Nj6tSprFixgmnTprFjx450z4u8vb1p1aoVzz77LM2bN7cgUhERN7dyJTz5JBw+7BgrUQI++siMe6lqiEhuyTDBs3r16gyftG3bNkaMGMHly5e5/vrrGTx4MK1bt6ZSpUop+0RFRbFlyxZmzpzJ//73PwICAhg3bhzt2rXL3Z9AREREJI907dqVrl27cubMGbZu3Up4eDiRkZGUKlWKihUrctNNN1GmTBmrwxQRcT/nz8NLL8HXXzuP33knfPEFBAZaEpZIYWazZzVN5yoRERH07NmT8+fP079/f95++228ssi6Tpw4kYkTJ1KsWDEWLlxIoP4zX5OgoCCCg4OtDkNERKRQ+vrrrylSpAi9e/emRIkSVofjkXSuI1LALVoETz8NoaGOsbJl4bPPYOBAyKNSICKezuX5cF999RXnzp2jfv36vPPOO1kmdwCeffZZmjVrRlRUFNOmTctRoCIiIiL5ITg4mFGjRvHMM89YHYqISMFy+jTcfz/06eOc3OnbF/79Fx56SMkdkTzkcoJnzZo12Gw27rnnHpeKMPfq1QuAP//809VDioiIiOSbkydPAtC9e3eLIxERKSDsdpgzB66/HubNc4xXqgQ//QQ//GDui0iecjnBExYWBuBUbyc7ktennzlzxtVDioiIiOSb5AtYxYsXtzgSEZEC4Phx6N0bBgyAiAjH+MMPm1k7QUHWxSbiYVxO8Pj6+gJw/Phxl563f/9+AIoVK+bqIUVERETyTevWrbHb7axYscLqUERE3JfdDtOmQePGsHixYzwwEJYtgxkzTN0dEck3Lid4GjZsiN1u58cffyQuLi5bz7lw4QLz5s3DZrPRpEkTl4MUERERyS+vv/465cuXZ82aNfzf//1fypItERG54uBBuOMO0+Y8MtIx/swzsHMnaImriCUybJOekTvvvJOQkBCOHj3K888/z8cff5zpFObw8HCee+45IiIisNls3HvvvdcUsIiIiEhe2rZtG48++ijjx49nwYIFLFiwgCpVqlCnTh1KliyJn59fps+32WyMHj06n6IVEclHiYnw+efw+usQHe0Yr1sXpk+H226zLjYRcb1NelxcHPfee2/Kkqty5crRu3dvWrRoQdWqVSlatCgxMTEcO3aM9evX88svvxAVFQVAhw4dmDp1au7/FB5GrUNFRETyTsOGDZ0aSdjtdpcaSwDs2rUrt8PyKDrXEXETMTGwYAEcOABFi8KPP8KmTY7tXl7w0kswciT4+1sXp4gAOZjB4+fnx7Rp07j//vsJCwsjIiKCb775hm+++Sbd/ZPzR02bNmXcuHHXFq2IiIhIPrj6+pcr18NcTQaJiLilzZuha1dISIBLl9Juv+EG+PpraNky/2MTkXS5nOABqFy5Mr/88gvjx49n7ty5JCQkZLhvQEAATz75JE888QTe3t45DlREREQkP3z77bdWhyAiYq2YGJPcOX8+/e2vvw5vvQVZLFkVkfyVowQPQIkSJXjjjTd44YUX+OOPP/j77785c+YMkZGRlCpViooVK9KiRQtuvfVWihQpkpsxi4iIiOSZVq1aWR2CiIi1FiyAjBrqBATA9dcruSPihlxO8Pz3v/+lcuXK1KtXD4DixYvTo0cPevTokevBiYiIiIiISD776y/nIsqpxcSYLloi4nZcbpM+ceJEevfuzfPPP58X8YiIiIgUaGfPnrU6BBGRnDt1CmbPznh7sWJQu3b+xSMi2ebyDJ7Dhw8DpsOEiIiISGG2d+9eDh48SGxsLImJiekWX05ISODy5ctcunSJXbt2sW7dOv7++2+LIhYRuQZnz5raO2FhGe/j4wNBQfkXk4hkm8sJntjYWABq1KiR68GIiIiIuIMDBw7w8ssvu9zuPCct1UVE3MLFi3DnnbB9u3lss5l6OzYbREWZmTs+PrBihWmZLiJux+UlWg0aNABg69atuR2LiIiIiOWio6N57LHH2LVrF3a7Pcsb4HS/WrVqVoYvIuK66Gjo1Qs2bXKMzZgB4eHwxRfw7rvmz9BQtUUXcWMuz+AZPnw4jz/+OHPnzqVx48b06dMnD8ISERERscYPP/xAWFgYNpsNPz8/7rjjDgIDA/ntt9/Yt28frVq14uabbyYyMpKdO3eyffv2lJk7n3/+OXfccYfVP4KISPbFxUHfvrB2rWNs0iQYNMjcf/BBa+ISEZe5nOCpX78+77//Pm+//TYjRoxg4sSJtGzZktq1a1OqVCn8stEuT0khERERcVd//PEHAEWLFmXevHnUr18fgLJlyzJmzBh8fHycmk2EhITwwgsvEBERweTJk+nUqRNeXi5PkhYRyX8JCSaBs2yZY+zDD+GZZ6yLSURyzOUEzy233JJy3263c/z4cU6cOJHt59tsNiV4RERExG3t27cPm81Gr169UpI7AM2aNQPgr7/+IjExEW9vbwBatGjBuHHjGDRoELt27WLlypV069bNitBFRLIvKQkefRR++skx9uab8Mor1sUkItfE5ctLV685v3osu2vVRURERNxRZGQkAE2bNnUar1evHjabjdjYWPbv3++0rWXLlrRp0waAJUuW5E+gIiI5ZbfDs8/CrFmOsRdegJEjLQtJRK6dyzN4nn322byIQ0RERMQtJF+MKlmypNN4QEAA5cuX58yZM+zfvz+l8USyDh06sH79evbs2ZNvsYqIuMxuh1dfhSlTHGOPPw6ffmo6ZolIgaUEj4iIiEgqpUuX5vTp01y6dCnNtho1anDmzBkOHTqUZlvFihUBCA8Pz/MYRURybNQo+Phjx+MHHoCpU5XcESkEVAFQREREJJVatWoB8M8//6TZVqNGDex2O7t27Uqz7fz58wDExcXlaXwiIjn22Wfw1luOx3ffDTNnwpWaYiJSsCnBIyIiIpJKq1atsNvtLFy4kAMHDjhtq1evHgAbN25MM8Pnzz//BKBUqVL5E6iIiCumTYPhwx2Pu3SBuXPB19e6mEQkV11zgufs2bOcPHmSY8eOpbkdPXqUAwcOsGvXLjZt2sTMmTO59957cyNuERERkTxx77334uvrS0xMDP369ePTTz/lzJkzANx2220AREVF8Z///IeTJ09y/vx5pkyZwpo1a7DZbFx//fVWhi8iktacOTBkiOPxLbfAggVQtKh1MYlIrnO5Bg9AdHQ0EyZMYNGiRSnTkUVEREQKg0qVKvHMM88wfvx4oqOjmTZtGm3btqV8+fLUrVuX9u3b87///Y+1a9fSuXPnNM+/5557LIhaRCQDixbBoEGmuDJA8+aweDEUK2ZtXCKS63LUJv2pp55i5syZnDt3zuUW6TYV7xIRERE39/TTT/PKK68QEBAAQGBgYMq20aNHU6lSpTTnOADdu3enR48elsQsIpLGypXQvz8kJprHjRvD8uWgpaQihZLLM3h+/fVXNm3alJKoKV++PNWrV+fIkSOcP3+ewMBAKlSoQGRkJIcPHyY+Pj5l35deeonu3bvn7k8gIiIikgceffRR+vfvz2+//UbVqlVTxitVqsSCBQsYP348v/32G+fOnSMwMJB+/frx8MMPWxixiEgqf/5piignF36vW9ckfMqXtzYuEckzOUrwJHvvvffo168fABMmTGDy5Mk0adKEsWPHAmYp18yZM5k0aRKJiYns2rWLxx9/PJdCFxEREclbxYsXp1evXmnGy5Yty8iRIxk5cqQFUYmIZCEkBO66C2JizOPAQFi1CqpUsTYuEclTLi/R2r59OzabjY4dO6YkdwBatGgBwLp161LGAgICePrppxkxYgR2u52lS5fy999/50LYIiIiInnjm2++4ciRI1aHISKSMzt2QLduEBlpHleqBKtXQ82a1sYlInnO5QRPclHl9u3bO403bNgwZfuxY8ectg0YMCClrehPP/2UkzhFRERE8sWHH36YUkvnk08+4a+//rI6JBGR7Nm3z7Q/P3vWPC5b1izLuvJdTEQKN5cTPJcvXwagQoUKTuNly5al1JViXXv37k3zvO7du2O32/nnn39yEqeIiIhIvrHb7Rw8eJDp06czYMAA2rVrx4gRI1i1ahWxsbFWhyciktbRo3DHHRAWZh6XKGEKKjdpYm1cIpJvXE7wJCdx4pKLdaVSvXp1AA4dOpRmW3L3iZMnT7p6SBEREZF88/XXXzNo0CBq1qyZ0iHr7NmzLFy4kOeee442bdrw1FNPMX/+fMLDw60OV0TEJHU6dzZJHgB/f1iyBFq2tDYuEclXLhdZrlKlCmfPnuXAgQNpttWoUYOdO3eyb9++NNvi4+MBiEku9CUiIiLihtq1a0e7du34v//7P44dO8bvv//O2rVr2bRpE3FxccTGxrJ27VrWrl3LO++8Q+PGjenUqROdOnWiQYMGVocvIp4mIsIsy9q/3zz284MFC+DWW62NS0TyncszeFq0aIHdbmfRokVER0c7batTpw4AmzZtwm63O23bsWMHAP7+/jmNVURERCRfBQYG8tBDD/HVV1+xadMmpkyZwv3330+VKlWw2+0kJSXxzz//MGHCBPr06UPnzp15//33rQ5bRDxFZCR0724KKwN4e8O8eabIsoh4HJdn8PTs2ZMZM2YQGhrKAw88wMsvv0z79u2x2WwpnbTCwsKYOHEizz33HAAhISH89NNP2Gy2lCSQiIiISEFStGhROnbsSMeOHQHYv38/a9eu5ffff2fz5s0AnDhxgu+++47XX3/9mo61c+dOZs2axaZNmwgPDycgIIDq1avTrVs37r//fkqWLHnNP09iYiKLFi1i0aJF7N69m6ioKMqVK8f111/Pvffeyx133JHlawwZMoTff/89W8dr3LgxwcHB1xi1iKSIjoaePU1LdACbDWbOhD59LA1LRKzjcoLnhhtuoGvXrqxYsYK9e/fyxBNPMHXqVDp06EDr1q2pVasWhw8fZvLkySxatAh/f38OHjxIYmIiNpuNrl275krgOvERERERqxw6dIiQkBB27NjBwYMHsdlsAGlmMOfE1KlTGT9+PElJSSljcXFxnD9/nh07djBnzhwmTJjAjTfemONjnDt3jqeffpq///7baTwsLIywsDDWrFlDly5d+OSTTyhatGiGr7Nr164cxyAi1+DyZbjnHvjvfx1jU6fCgAHWxSQilnM5wQPw0UcfERcXx++//47NZksprmyz2Xjvvfd45JFHSEhI4MSJE4DjZKdOnToMyIVfOjrxERERkfx05MgRNm7cyMaNG9m0aRNnzpxJ2ZY6qVO5cmXatGmT4+PMnj2bcePGAWZZ+3333UeTJk2IjIxkyZIlhISEEBoaypAhQ/jxxx+pVq2ay8eIj493OsepW7cuffv2pWLFihw4cCClePTKlSt57bXX+Oyzz9J9nbNnz3Lq1CkAOnToQP/+/TM9bm5cfBMRID4e7r8fVqxwjI0dC08+aV1MIuIWcpTgKVq0KFOnTmX9+vUsXbo0pUMWmBo906dP55133uHgwYOASfx06NCBUaNGUaRIkWsKWCc+IiIikteOHTvGhg0b2LRpE5s2beL06dMp21IndEqXLk3r1q1p06YNbdu25brrrsvxMUNDQ/noo48A07X0u+++o379+inbH3jgAcaNG8cXX3zB2bNn+eCDD/j8889dPs6sWbNSznE6duzIhAkT8PPzS9k+cOBABg8ezJ49e1i2bBm9e/emU6dOaV5n9+7dKfc7dOiQrZnNInKNkpLgkUdg4ULH2DvvwIsvWhWRiLiRHCV4krVt25a2bdumGW/VqhVLly7lyJEjnDt3jurVq1O+fPlrORSgEx8RERHJex07diQsLCzlceqETkBAAC1btkxJ6DRs2DDXjjtjxgxiY2MBeP75553OccBcMHvxxRfZsmULISEhrFixgn379lGvXr1sHyM+Pp7p06en/Czvv/++0zkOQNmyZRk/fjx33XUXiYmJTJ48Od3znNSzlNU9TCQf2O3w9NMwe7Zj7D//gbfesi4mEXErLnfR2rlzZ7b3rVmzJs2aNcuV5A5k/8Qnudhz8omPK1w58fH29gZg8uTJ6b6WTnxEREQKntDQUMCR2Gnfvj2vv/468+fPZ/PmzXzxxRc88sgjuZrcsdvtLFmyBDAzpfv27ZvhvoMHD065v3jxYpeOs27dupTlZd27d6dcuXLp7lerVi06dOgAwD///MORI0fS7JN8nmOz2XL170JE0mG3m2TOl186xp56Cj76yBRXFhEhBwmee++9l9tvv5133nmHP/74g/j4+LyIKw2d+IiIiEh+ST1rZ/369QQHB7Ns2TL+/PNPoqKicv14+/fvJzw8HDDL3TNb0t66dWu8vMwp3Nq1a106zoYNG1Lu33LLLZnu265du5T76TWMSJ6pXK1aNYoXL+5SHCLiopEj4dNPHY8feggmTVJyR0ScuJzgATh16hTz5s1jyJAhtG7dmmHDhrFw4ULOnz+fy+E56MRHRERE8sOMGTMYMmQITZo0wWazkZSUxK5du5gxYwZPPfUUrVu35r777mPcuHGsX7+euLi4az7mnj17Uu5nNeu3ZMmSVKpUCYB9+/aRkJCQ7ePs3bs328epW7duyv2rm0ZcvnyZQ4cOAaRcxEpISGDXrl2sXbuWzZs3OxWiFpFr8MknJsGTLCgIvv4avHL0VU5ECjGXa/AMGTKEtWvXpiQvoqOjWblyJStXrsTLy4ubbrqJTp060alTp2sqNHi1nJz4hIaGppz4+Phk70fN6xOfffv2cfr0aQICAqhVq1auLV8TERGR3NGmTRvatGnD8OHDuXjxIhs2bGDdunWsW7eOI0eOkJCQwLZt29i+fTtffvklvr6+NG3aNKXYcrNmzbJ93pEsufMokNKdNDNVq1YlNDSUhIQEwsLCsvUcgOPHj6fcz6oRRertqeMDc76UnFiqWLEiY8aMYcGCBVy4cCFlH5vNRrNmzRg2bJjTRTERccHUqfDyy47H3bvDnDng4u8YEfEMLv9mGD58OMOHD+f06dOsXbuWP/74g3Xr1hEVFUViYiJbtmxhy5YtfPzxx1x33XUpyZ6bb74Z2zVMIdSJj4iIiOS3EiVK0KVLF7p06QKY+jzr1q1j/fr1bNy4kfDwcOLi4ti8eTMhISFMmjSJokWLpjRryK6IiIiU+2XKlMly/1KlSqXcP3/+fLbPc86ePQuYTqT+/v4uHSO11I0k5syZk+7z7XY7f//9N4888ghPP/00L7zwQrZiFJErZs2CZ55xPL7tNvjpJ7jGrsQiUnjlOPVbsWJF+vXrR79+/UhISGDz5s388ccfrF27NqU9+qFDh/j666/5+uuvKVOmDB06dKBTp04pJ0mu0ImPiIiIWK1KlSrce++93HvvvQAcOXKEX375hRkzZhAVFYXdbk9pCOGK1M8pWrRolvunXqoeExOT7eMk75vZUvf0jhEdHe20LfV5DkCXLl0YNGgQjRo1wsvLi3379jF79mx+/vlnAKZMmUKZMmV4+OGHMzzevHnzmDdvHgDnzp3L3g8kUlgFB8Pgwaa4MkDLlvDLLxAQYGlYIuLecmVun4+PT0rL9FdffZXjx4+nzO7ZuHEjsbGxnD17lgULFrBo0SL+/fdfl4+hEx8RERFxB1FRUWzatCll2Vbyha1rkbppha+vb5b7p+7w6UoNnuR9XT1GYmKi07bkTmMA//d//5fm/KVZs2Y0a9aMG2+8kVGjRgHw6aefcuedd1KxYsV0j3ffffdx3333ARAUFJSNn0akkFq+HO6/H5KSzOMmTcxYyZLWxiUibi9PFm9Wr16dtm3bYrPZsNls/P7779hsNux2u1NXCld4+omPrmqJiIhYIykpie3bt/O///2PdevWsW3btpTP/dTnNfXq1aNjx4507NjR5WOknjWcnQ6lqQs7Z+ecJfVxoqOjr/kYkydPJjY2ltOnT1OjRo0MX+Ohhx7i999/588//yQ2Npbg4GCeeuqpbMcr4nHWroV77oHk/6P168PKlVC2rLVxiUiBkGsJnsOHD7Np0yY2btzIpk2b0nROSD4BqlKlSo5e39NPfHRVS0REJP8cOXIkJaGzceNGLl26lLIt+ZzGz8+Pli1b0qlTJ26//fYsa/dlJiDVsovLly9nuX/qfbJaUn71caKjo7PV+Sv1MdKbPV20aNFMz3GSBQUF8eeffwKwadMmJXhEMrJpE/TsCckrF2rWhFWr4ErXPBGRrOQ4wXP06FE2btyYktBJbmEOzlezypYtS+vWrWnbti1t2rTJ1olAenTiIyIiIvmhU6dOTjNxU5/XlCtXjg4dOtCxY0fat2/vdH5yLUqmWnpxdV2/9KRu2lCuXDmXjnPmzBliYmK4fPlypkvSc3qMq9WrVy/l/qlTp3L8OiKF2vbtpkNWcjK5ShWT3AkMtDYuESlQXE7wvPLKK2zatMnpAzr1iU/x4sVp0aJFSkInq1bj2aUTHxEREckPJ0+edHrcsGFDbr/9djp16sSNN96YJ8esXbt2yv3UyaWMJMfo5+dHhQoVXDrOwYMHsdvthIaGct1112W4b+oOodcyO8nVlvEiHmfPHujSBZLLMJQrZ5I7detaG5eIFDguf+L+/PPPKfV0AMqXL59ST6Zly5Y0adIELy+vXA9UJz4iIiKSH/z8/GjTpk1KPZ3KlSvn+THr16+fcn/Pnj2Z7nvhwoWUC0L16tXD29s728epV68eq1atAmDv3r2Znufs3bs35X7Dhg1T7oeFhbFy5UoiIiKoXLky999/f6bHDAsLS7mfUYFlEY91+DDccQecPm0elywJK1bA9ddbGpaIFEw5zizYbDbAJHiqVatGnTp1qFOnTp4kd0AnPiIiIpI/Nm3alK2OnRnZsmULzZs3d+k5NWrUoFq1apw4cYItW7YQHx+fYQ3BDRs2kHSlu07r1q1dOk6bNm2YMmUKAOvXr6dr164Z7rt+/fqU+6mPc+HChZQGEVWqVOG+++5LOS9MT/IydMDlvxeRQu3kSZPcOX7cPA4IgGXL4OabrY1LRAosl7MxTz/9NE2bNsXb2xu73c7u3bv59ttveeaZZ2jTpg39+/dn7Nix/O9//8tWrZzsSj7xAVJOfDJyrSc+yVKf2KQnqxOfKVOmMHXq1Cw7h+nER0RExH389NNPOXpeTEwM7733Hg899FCOnn/nnXcCEBkZSXBwcIb7zZgxI+V+z549XTpGq1atUmY2L1q0iLNnz6a734EDB/jjjz8Ac5Et9YW2evXqUelK0dfQ0FBWr16d4fHCwsKYP38+AF5eXtx9990uxStSaJ05Y5ZlHThgHvv5waJF0K6dtXGJSIHmcoLn+eefZ+7cuWzYsIHJkyczcOBAateujd1uJyEhge3bt/PVV1/x+OOP06JFCwYOHMjnn3/O5s2bs9WZKjM68REREZG89t577zF37lyXnrNu3Tp69uzJnDlzsrywk5GBAwemFG3+8MMP2b59e5p9xo4dy19//QXALbfcQuPGjV06hpeXF4899hgAUVFRDB8+nOjoaKd9zp49ywsvvJDSCn7IkCFpXmPQoEEpj99++23279+f5linT5/mqaee4uLFiwA88MADBKpgrAhcuADdusG//5rHPj7w449mNo+IyDWw2XN6FnKV06dPs27dOtavX8/69es5nbyOFMdyrqJFi3LzzTczffr0HB0jNDSUHj16EB0dTbFixZgxY0aaYodjx47lyy+/BMyJT06O9c033/DBBx8AjqnMqbtknD17locffjhlidbYsWPTJJK++uorPv74Y8AsY5s5cyZ1ryqUdvr0aZ588kl27doFwIABA3jrrbeyjC8oKCjTBJeIiIjkXMOGDbHZbLz99ttZLrO+dOkSY8aMSflcttvteHl58W/yFzcXzZgxgzFjxgDg6+tL3759ad68OVFRUSxevJjNmzcDUKJECYKDg9N06wwODmbEiBGAqQ+4Zs2aNMdISEigf//+7Ny5E4DAwED69+9P9erVOXjwIHPnzk3pjtqxY0emTJmSZglWfHw8gwcPJiQkBDDneHfffTctWrQA4J9//iE4ODilvfxNN93EN998k+3OpjrXkUIrKgq6doV168xjmw3mzIEsfteIiGRHriV4rnbo0CFCQkLYtGkTv/32W8oHvM1mS0lo5IROfHTSIyIikpeaNWtGbGwsXl5evPPOO/Tv3z/d/dasWcM777xDeHh4yqydunXr8u6773LzNdTQmDBhAlOmTElZbn618uXLM3nyZJo2bZpmW3bOc8BcrBoyZEi6s4SSdejQgc8++yzDVvCXLl3itddeY+XKlZn+PF27dmXMmDEUL1480/1S07mOFEqxsdCzJ6Se3T99Ojz6qHUxiUihkicJnosXL7Jx40b+97//sW7dOo4ePQqYq1rXmuABnfjopEdERCTvhISEMGTIEKKiovDy8mLkyJH069cvZfu5c+cYNWoUS5cuBcz5jZ+fH08//TSPP/54hsWRXbFjxw5mz57Npk2bCA8Px9vbm5o1a9KpUycGDRpE6dKl031eds9zABITE1mwYAFLlixh9+7dREZGUqJECW644QaCgoLo0aNHtmJdv349wcHB/PXXX4SHh+Pl5UWFChVo3rw5d999N23btnX559e5jhQ68fFw773wyy+OsfHjYdgw62ISkUInVxI8CQkJbN26NSWhs2PHjpTkS/LLe3l5ceONN9KxY8c0a7lzwpNPfHTSIyIikre2bdvGE088QWRkpFOSZ8mSJbz//vucO3cu5RynVatWvPvuu5l23hTX6FxHCpXERBgwAObNc4yNGgWvv25dTCJSKOU4wXPgwIGUhM6mTZuIiYlJ2Zb8ksWKFaN9+/Z07NiRDh06ULZs2dyJ2sPppEdERCTv7dq1i0cffZRz586lXKjatm1bynlOqVKlePXVVwkKCrI40sJH5zpSaCQlwZNPmqVYyV57DUaPNvV3RERykY+rT3jttdfSFFFOnSOqXr06t99+O506daJly5a5Mk1ZREREJL81atSIWbNm8cgjjxAeHu6U3OnVqxcjRozQxSsRyZjdDsOHOyd3nn1WyR0RyTMuJ3gWLlyIzWZLOcHx9vamadOmdOzYkY4dO6bpFCUiIiJSUNWtW5fvvvuOhx9+mLCwMGw2G/feey+jRo2yOjQRcXdvvgkTJjgeDx5s6u4ouSMiecTlBA9A8eLFueWWW7j99tvp0KFDhvVuRERERAq6mjVrMmfOHB5++GGOHTvGTz/9xI033phhdy0RET78EN5/3/G4Xz+YNg28vKyLSUQKPZcTPI0aNaJNmzb069eP2rVr50VMIiIiInkuuelCdtWoUYNjx45ht9t555132LBhA0WKFEmzn81mY/To0bkVpogUNJMmmTo7ye66C777DnxydG1dRCTbXP4tEx0dzYwZM9i7dy/TU68nFRERESlAFixYgM3FpRLJ+9vtdpYtW5bhfkrwiHioGTNMnZ1kHTvCDz+An59lIYmI53A5wXPq1CkAunXrluvBiIiIiOSnHDYTzZSrSSMRKSR++AEee8zxuE0b+Pln8Pe3LiYR8SguJ3iKFCnC5cuX8dEUQxERESnAvv32W6tDEJHCYskSePBB0xYdoFkzWLoUihe3NCwR8SwuZ2luv/12Fi1axIIFC7jnnnt0lUpEREQKpFatWlkdgogUBr/9BvfeCwkJ5nHDhvDrr1CmjLVxiYjHcbmM+4gRI6hTpw4hISE8/vjjhISEEB8fnxexiYiIiLi1f/75h6TkK/Yi4nnWr4deveDyZfO4Vi1YtQoqVrQ2LhHxSC7P4Pnhhx+44447mDFjBuvWrWPdunX4+vpSvXp1SpYsiV8WBcRsNhszZ87MccAiIiIi+SEqKoqvv/6ahQsXMnr0aFq3bu20PSIign79+lG2bFkGDBjAE088keV5kIgUIlu3wp13QlSUeVytGqxebf4UEbGAywmesWPHOi3LstvtxMXFcejQoSyfa7fbtaRLREREICYGFiyAAwegTh0ICoKiRa2OKsXRo0d59NFHOXHiBACHDx9Ok+A5fvw4AOfOnWPixImsXr2ar776irJly+Z7vCKSz3bvhq5d4cIF87hCBTNzp1Yta+MSEY/m8hItMIma5Ft6YxndRERERNi8GapWhSFD4O23zZ9VqphxNxAXF8eTTz7J8ePHsdvteHl5kZiYmGa/UqVKcc8991CyZEnsdju7du3i+eeftyBiEclXBw9C584QHm4ely4NK1aY2jsiIhZyeQbP6tWr8yIOERER8QQxMeaq9/nzjrFLl8yfXbtCaKjlM3l++OEHDh8+jM1mo1WrVnz88cdUTKeexnXXXceYMWO4dOkSb7zxBsuXLyckJISlS5fSo0cPCyIXkTx34gTccQecPGkeFysGy5aZrlkiIhZzOcFTTWtKRUREJKcWLHB0mrlaQgIEB5tWwxb69ddfAQgMDOSrr77C19c30/2LFy/Ohx9+yD///MPJkydZtGiREjwihdHp0ya5k1yaomhR+OUXaNPG2rhERK7I0RItERERkRzZu9cxY+dqUVFm6YPF9u7di81mo1+/flkmd5IVKVKEoKAg7HY7O3fuzOMIRSTfnTtnZhnu3m0e+/rCTz9Bx47WxiUikorLM3jSc+zYMf7++28iIiKIiooiICCAypUr06hRI2qp0JiIiIgAxMXBkiUZby9WDGrXzr94MnDpSgKqevXqLj3vuuuuA+B86uVnIlLwXbwIPXrAtm3msZcXzJljxkRE3Mg1JXjWrFnD559/zu7kTHY6atWqxQsvvEDXrl2v5VAiIiJSkF2+DH37QkhIxvv4+JhuWhYrX748p06dIjy5gGo2RUZGAmbJlogUEjExcPfdsGGDY+zrr83vMxERN5PjJVqjR49m6NCh7N69O9POWQcPHuT5559n5MiRuRm3iIiIFBQxMdCnDyxe7BgrUgSKFwebzfyZ3IXGDVql16hRA7vdzvLly116XnIjiuSZPCJSwMXFmUTOb785xiZOhIcfti4mEZFM5GgGz+TJk/n2229THtepU4e2bdtSo0YN/P39iYqK4siRI6xbt44jR45gt9uZO3cu1atX57HHHsu14EVERMTNRUebq9+rVjnGRoyAN96AhQtNzZ3atc3MHTdI7gB0796dTZs28ffff/Pdd98xcODALJ+zaNEi/vzzT2w2G7fffnveBykieSshAQYOhKVLHWMffABDh1oXk4hIFmx2u93uyhOOHTvGnXfeSWJiIiVKlOC9996jW7duGe6/bNky3n77bSIjI/Hx8WHFihVUrVr1mgP3ZEFBQQQHB1sdhoiISOYuXYJeveD33x1jb79tbjabZWFl5dKlS9xxxx1cuHABgD59+jB48GAaNGiQZt8DBw7w3XffMW/ePJKSkihZsiSrVq2iZMmS+R12oaJzHbFUUhI89hjMmOEYe+MNeO89y0ISEckOl2fwzJkzh4SEBLy9vZkyZQrNmzfPdP8777yTihUr8tBDD5GYmEhwcDDPPvtsjgMWERGRAiC5KOmffzrG3nvPfElyc8WLF2fs2LE88cQT2O12Fi5cyMKFCylRogRVq1alaNGixMbGEhoamlJ3x2634+3tzejRo5XcESnI7HYYNsw5ufP88/Duu5aFJCKSXS7X4Fm/fj02m41u3bplmdxJ1rx5c7p3747dbmft2rUuBykiIiIFyIULpp1w6uTOhx8WiOROsvbt2zNlyhQqVaqUUlcwMjKSPXv2sG3bNvbs2cOFCxdStpUqVYoJEyZwxx13WB26iOSU3W6WkE6a5Bh77DEYN86tZx2KiCRzeQbPyZMnAWjXrp1Lz2vfvj1Lly5Neb6IiIgUQufOmeRO6m5Zn34Kw4dbF1MOdejQgSVLlvDLL7+watUqtm3bxsWLF1O2FylShBtuuIFOnTrRv39/SpQoYWG0InLNRo82yehk998PX3yh5I6IFBguJ3hiYmIAKFasmEvP8/f3B3A6MRIREZFCJCIC7rgDtm51jE2cWKCLkhYrVoz777+f+++/H4C4uDjOnz+Pv7+/Ejoihcn48c6zDHv3hm+/BW9v62ISEXGRy0u0ypQpA8DBgwddet6hQ4ecni8iIiKFyOnT0LGjc3Lniy8KdHInPX5+flSsWFHJHZHCZPp0eOEFx+POnWHePPD1tSwkEZGccDnB06RJk5SCg/Hx8dl6TlxcHAsWLMBms9G4cWOXgxQRERE3FhZmkjv//GMe22zw9dfw5JPWxmWRs2fPWh2CiGTX3LnwxBOOx+3bw6JFULSodTGJiOSQy0u0unXrxurVqzl+/DhvvPEGo0ePxjuTqYuJiYm8+eabHD9+HJvNRteuXa8pYBEREXEjJ09Cp06wZ4957OUFM2fCwIHWxpVL9u7dy8GDB4mNjSUxMRG73e603W63k5CQwOXLl7l06RK7du1i3bp1/P333xZFLCLZ9ssv8NBDprgywM03w5Il4GIpChERd+Fygueuu+5i2rRp7N+/n59//pl9+/bx+OOP06ZNG8qWLZuy39mzZ1m/fj3Tp09n165d2Gw2ateuTe/evXP1BxARERGLHDtmkjv795vH3t7w3XemMGkBd+DAAV5++WV27drl0vPsdjs2FWQVcX+rVkG/fpCQYB5ffz38+iuUKmVtXCIi18DlBI+3tzdjx45l0KBBnD9/nl27dvHSSy8BphChv78/MTExREVFpTzHbrdTsmRJJkyYgJeXy6vCRERExN0cPmySO1dq7OHjY5Y63HuvpWHlhujoaB577DFOnTqVZsZOemw2m9N+1apVy8vwRORa/e9/cPfdcPmyeVynjkn4lC9vbVwiItcoR9mW+vXrM2fOHK6//nrsdnvK7dKlS5w5c4ZLly45jTdq1Ih58+ZRp06d3I5fRERE8tvBg9ChgyO54+sLP/5YKJI7AD/88ANhYWGAKarco0cPhgwZQv369bHZbLRu3Zqnn36aAQMG0KxZs5QZOzabjYkTJ7Jq1SorwxeRzPz1F/ToAdHR5nH16rB6NVSpYm1cIiK5wOUZPMlq165NcHAwv/32G6tXr2br1q2Eh4cTFRVFQEAAFSpUoGnTpnTt2pXbb789F0MWERERy+zbZwoqnzhhHhcpAsHB5gtTIfHHH38AULRoUebNm0f9+vUBKFu2LGPGjMHHx4fnn38+Zf+QkBBeeOEFIiIimDx5Mp06ddKMZRF3tHMndO0KkZHmcaVKJrlTs6a1cYmI5JIcJ3iSdezYkY4dO+ZGLCIiIuLOdu82y7JCQ83jokVNt5lC1kBh37592Gw2evXqlZLcAWjWrBkAf/31F4mJiSlNJlq0aMG4ceMYNGgQu3btYuXKlXTr1s2K0EUkIwcOQJcuEBFhHpcpAytXQqr/4yIiBZ0uL4mIiEjWduwwy7KSkzsBAabbTCFL7gBEXrm637RpU6fxevXqYbPZiI2NZX9yYekrWrZsSZs2bQBYsmRJ/gQqItlz7Bh07uz4/VWihCmo3KSJtXGJiOSyDBM8Y8aMYcyYMezbty8/4xERERF3s22bWZZ1+rR5XKwYLFtmZvMUQskFk0uWLOk0HhAQQPkrRVivTvAAdOjQAbvdzp7klvEiYr1Tp+COO+DIEfPY3x8WL4aWLa2NS0QkD2SY4Jk5cybffvstR48ezc94RERExJ389ZdJ5Jw5Yx4nX/m+7TZr48pDpUuXBuDSpUtpttWoUQOAQ8kFplOpWLEiAOHh4XkXnIhk39mzZlnW3r3msa8vLFhQqH9/iYhnu+YlWi1btqR169asXbs2N+IRERERd7Fpk1nWcPaseVyqlKlZ0b69tXHlsVq1agHwzz//pNlWo0YN7HY7u3btSrPt/PnzAMTFxeVpfCKSDZGRcOedkPz/2Nsb5s0D1ccSkULsmhM8Fy9eJDIykoSEhNyIR0RERNzBunVmWcOVpAVlyphuM61bWxpWfmjVqhV2u52FCxdy4MABp2316tUDYOPGjWlm+Pz5558AlCpVKn8CFZH0RUdDr14mSQ1gs8GMGXDPPZaGJSKS11RkWURERJz997/mKvfFi+ZxuXKwZg00b25tXPnk3nvvxdfXl5iYGPr168enn37KmStL1G67srQjKiqK//znP5w8eZLz588zZcoU1qxZg81m4/rrr7cyfBHPdvky3Hsv/PGHY2zKFBg40LqYRETyiRI8IiIi4vDbb9C9OyTPTqlYEX7/Ha60CPcElSpV4plnnsFutxMdHc20adNSmk7UrVuX9u3bY7fbWbt2LZ07d6Zt27ZMmDAh5fn3aJaAiDUSEuCBB2D5csfYJ5/AkCHWxSQiko+U4BERERFjxQro0cMsbwCoXNkkd264wdKwrPD000/zyiuvEBAQAEBgYGDKttGjR1OpUiXsdrvTDaB79+706NHDkphFPFpSEjz6qCminOztt+Gll6yLSUQkn/lYHYCIiIi4gaVLISjILG8AqFbNLMuqX9/auCz06KOP0r9/f3777TeqVq2aMl6pUiUWLFjA+PHj+e233zh37hyBgYH069ePhx9+2MKIRTyU3Q5Dh8KsWY6xl14yCR4REQ+iBI+IiIin+/ln6NcPkrs/1ahhkjt16lgblxsoXrw4vXr1SjNetmxZRo4cyciRIy2ISkRS2O3wyiswdapjbMgQ+PhjU1xZRMSDaImWiIiIJ/vpJ1OQNDm5c911sHatkjsiUjC8956ps5NswACYPFnJHRHxSErwiIiIeKp58+C++0xhUjBJnbVrTZJHMhUbG8uZM2dISkqyOhQRz/Xpp87LsO65x7RD99JXHBHxTFqiJSIi4om++w4eftgUJgVTa2fNGlN7x4NFRUVhs9lSiitfbdmyZXz11Vfs2rULu92Ot7c3N910Ew888ICKK4vkpy+/dC6g3K0bfP89+OjrjYh4rix/A549e5aTJ09m+ULZ3Q9wKlQoIiIi+WzGDNNt5krnJxo1gtWroUoVS8OySnR0NN9++y3z588nNDQUMF2zBgwYwKBBg7BdWeoxadIkJk6cCJDSNSshIYGQkBBCQkJYtGgREyZMoEiRItb8ICKeYvZseOopx+Nbb4XgYND/PRHxcDZ78hnKVRo2bJhyQpOrB7TZ+Pfff3P9dT1JUFAQwcHBVochIiIF0bRp8OSTjsdNmsCqVVCxonUxWejEiRM89dRT7N+/H3AkbpLPgW699VYmTpzIH3/8wbPPPovNZiODUydsNhs9evRg7Nix+RN8IaZzHcnQggWmKHxionncsqX5HVaypLVxiYi4gSwXqNrt9kxv2d0vveeIiIhIPpo82Tm506yZWZblockdu93Oiy++yL59+1LOUfz9/SlbtmzK4//+979MmDCBL7/8EgBfX1+GDRvGypUr2b59O6tXr+bFF1/E398fu93O0qVL2bVrl8U/mUghtWIF3H+/I7lzww2wbJmSOyIiV2S4REvLqERERAqR8ePhhRccj5s3N1+Wypa1LCSrLV68mG3btmGz2WjcuDFvvPEGzZo1A8zS84kTJzJnzhy+/vprkpKSsNlsfP7553To0CHlNapVq8aTTz5J8+bNeeihh7Db7SxZsoRGjRpZ9FOJFFL//S/06ePo+FevHqxcCeXKWRqWiIg7yTDBs2bNmvyMQ0RERPLKJ5/Ayy87HrduDcuXQ+nSloXkDlauXAlA+fLl+fbbb50KK5ctW5a33nqLs2fPsnz5cmw2G61bt3ZK7qTWvHlzOnfuzMqVK9m2bVu+xC/iMTZvhrvugpgY87hGDbMsq3Jla+MSEXEz6iEoIiJSmI0e7Zzcad/ezNzx8OQOwO7du7HZbPTs2TPDrlmDBg1Kud+2bdtMX69NmzYAHDlyJPeCFPF0O3ZA9+5w8aJ5XLmyKQpfo4a1cYmIuCEleERERAojux1GjoTXX3eM3XabmbmjehUAhIeHA1C7du0M96lbt27K/SpZdBkrd2WpyMXkL6Iicm327YM77oCzZ83jcuXMzJ1U/y9FRMQhyzbpIiIiUsDY7fDmm/D++46xzp1h0SIoVsy6uNxMbGwsACVKlMhwn9TbMprlk8zHx8fpdUXkGhw5Yn5vnTplHpcsCb/+Co0bWxuXiIgbU4JHRESkMLHb4dVX4eOPHWPdupnWwv7+1sXlhux2OzabDV9f3wz3SW6XfvV9EclDoaFm5s6xY+ZxQAAsWWKKw4uISIaU4BERESks7HYYPtx0zEp2113w449QtKh1cYmIZNeZM9ClC+zfbx77+ZnZh7fcYm1cIiIFgBI8IiIihUFSEjz3HEye7Bjr0wfmzTNfkERE3N2FC6ag8s6d5rG3N/zwg5nNIyIiWVKCR0REpKBLSoKnnoJp0xxjffvCnDmQyfIjERHLxcSYJaS7dsH8+bB3rxm32WDWLOjd29r4REQKECV4RERECrLERHj8cZgxwzH2wAPw7bfgo495EXFjmzdD166QkACXLjlv+/JL87tMRESyzWa32+1WByGuCQoKIjg42OowRETEagkJMHgwzJ7tGHvoIfjmG7O0QTLVsGFDbDYbZcuWpWgmNYpOnDiRrf1iY2OJiIjAZrOxa9euvAjZY+hcxwPExEDVqnD+fNpt/v6mNbpqh4mIuESX9kRERAqi+HiTzJk3zzH26KPmqreSOy45e/ZsptuTu2dltZ+IuGDBAvN7LD3e3hAcDA8+mL8xiYgUcErwiIiIFDRxcWbpQuoZDkOGmALLXl7WxVUAaSKziEWWL4eoqPS3RUXBwYP5G4+ISCGgBI+IiEhBcvky9O8PP//sGHv2WZgwwRQllWxbvXq11SGIeJ74eHjzTVNAOSPFikHt2vkXk4hIIeFygmfixIk5O5CPD35+fpQqVYqqVavSuHFjSpYsmaPXEhER8UixsRAUBMuWOcaGD4exY5XcyYFq1apZHYKIZzlyxMw+XL8+8/18fMzvOhERcUmOEjy2XDiJ9PLyomPHjrz11ltUrFjxml9PRESkUIuOhj59YOVKx9irr8KYMUruiIj7Cw6Gxx5zLqrcujXs3m26AUZFmZk7Pj6wYoUKLIuI5ECOlmilXq9us9lytH49MTGR1atXs2XLFr777jvq1KmTk1BEREQKv6go6NULfvvNMfbmmzBypJI7IuLeYmPhpZdMjbBkPj7w/vvwn/+YZacLFpiaO7Vrm5k7Su6IiOSIywmeP//8k0OHDjF06FAuXryIv78/vXr1on379tSoUYOAgABiYmI4fvw4ISEhLFy4kHPnzuHj48OwYcMoXbo0ERERrFy5kn///Zdz584xfPhwfvrpJ3x9ffPiZxQRESm4Ll6Eu+6C//7XMfbuuybBIyLizvbsgfvug23bHGM1a8LcudCmjXns769uWe4sJsYk4A4cgDp1lIATcXM2u4vTb2JiYujVqxcnTpygUaNGTJo0iSpVqmS4/4ULF3jhhRdYv3499erV46effsLPzw+ACRMmMHnyZGw2G+PGjaN79+7X9tN4iKCgIIJTd04REZHC6cIFuPNO53oVY8bAa69ZF5NIPtC5TiEwcyYMHercKSsoCL76CsqUsS4uyb7Nm6FrV0hISLuErmVLq6MTkXS43Et15syZHD9+nDJlyjB9+vRMkzsApUqVYtKkSVSuXJn9+/cze/bslG3Dhg2jYcOGACxevNjVUERERAqvc+fMiXXq5M7YsUruiIh7u3QJBg2CwYMdyZ0iRcwSrR9/VHKnoIiJMZ9B58+b99RuN3+eP2/GY2OtjlBE0uFygufXX3/FZrPRr18/ymTzF3RAQAB9+/bFbrfzyy+/OG3r3r07drud/fv3uxqKiIhI4RQRAXfcAZs2OcYmTIAXX7QuJhGRrGzdCs2bO7dAb9AANm6Ep59WzbCCZMECUx8pPefPQ926Zvnw0KHw8cfwww9mxk94uEkGiYglXK7Bc+TIEQAaNGjg0vNq164NwOHDh53Gk2cAhYeHuxqKiIhI4RMeDl26ONesmDIFnnrKuphERDJjt8OkSaaYclycY3zwYJg40SztkYLj0iVzUSEmJuN9Tpwwt/QEBJhaS9ddl/ZWsyZUrKhkn0gecTnBk5SUBEBkZKRLz0ve/+oW615eZhJRfHy8q6GIiIgULqdOQefOsHOneWyzwbRpprWwiIg7OnfO/I5asMAxVqwYTJ0KAwdaF5fkzIoV8OSTcOWifo5ER8OuXeaWHn//9BNAyWOVKikBJJJDLid4AgMD2b9/P7/++iv3339/tp+3YsUKAKpWreo0HhoaCpDt5V4iIiKFUmgodOoEu3ebx15e8M03ppaFiIg7WrcOHngAjh51jDVrBvPmQf36loUlOXDunFkGPGNG1vuWKgXLl5vPrcOHHbcjR+DQIchqIkBMjPmsS/68u1rRomkTQKkfV6pkPiNFJA2XEzy33nor+/btY8OGDcycOZOHH344y+fMmzePdevWYbPZuO2225y2LV++HJvNRn19CIiIiKc6ftwkd/btM4+9vEwNC7UOFhF3lJQEH34Ib74JiYmO8WefNfVY1Ea7YFmwAJ55BsLCHGPlysGwYTBunOtdtM6fd078JCd/ku+fP595PLGxsGePuaWnSBHnhM/VyaDKlZUAEo/lcoJn8ODBzJ07l5iYGD744AN27NjBo48+SqNGjdLsu3v3br799lsWXJmyGRAQwKArVyJPnTrFpEmT+Pfff7HZbHTq1OkafxQREZEC6MgRk9w5eNA89vaG77+Hfv2sjUtEJD2nTsFDD8HKlY6xMmXg66+hTx/LwpIcOHUKnnvOFEhOrX9/+PxzUyvn5ZdNAujgQahd27S6zyqBV7q0mcnVrFn628+fdyR8Uid+km/nzmX++pcvw9695pYePz+T9MmoDlCVKkoASaFls9tdL3O+bt06hgwZQnx8fEpNnRIlSlCtWjWKFClCTEwMJ0+e5NKlSwDY7XZ8fHwYO3Ys3bp1A+C9995jzpw5AFSuXJnly5dTpEiR3Pq5CrWgoCCCg4OtDkNERK7VwYMmuZNc68DX1yxtuOcea+PycBMnTszR83x8fPDz86NUqVJUrVqVxo0bU7JkyVyOzjPoXMdNrVxpkjunTjnG2rUzSekaNayLS1xjt8Ps2fD883D2rGO8cmVT1N/qRN2FC+ZzMb3kz+HDzjHnhK9v1gkgb+9rO4aIRVyewQPQrl07pk+fzsiRIzlw4ABgiihfvHgxZZ/UeaPAwEBGjRpF69atU8ZOnDiB3W6nfPnyTJw4UckdERHxLPv3Q8eOZnkWmCuOP/0EPXtaG5cwceLENE0hcsLLy4uOHTvy1ltvUbFixVyITMQiCQnw1lvwwQeOFtg2G4wYAe+8Y74wS8Fw7Jjpyrh0qfP4I4/A2LFmNpbVSpWCG280t/RcvJhx8ufwYYiIyPz14+PNZ/D+/elv9/WFwMD0kz/XXQdVqyoBJG4rRwkegFatWvHzzz+zbNkyVq1axcaNGzmXajpd8eLFadasGT179qRHjx74+fk5Pb9NmzZ07tyZ7t27U6JEiZz/BCIiIgXN7t1m5s6VRgMUKQILF0L37paGJQ6pL1TZbDZyMOGZxMREVq9ezZYtW/juu++oU6dOboYokj+OHjWFlNetc4xVqmTqhHXpYl1c4pqkJPjyS3jlFZMgSVazpunWWJDeyxIl4IYbzC09ly5lnAA6cgTCwzN//fh4M8M2een01Xx80k8AJc8IqlbN7CMSE2OWOB44AHXqZG+J4zXK0RKtjMTHx3Pu3Dn8/f2VtMlDmrYsIlKA7dxpWqEnL3Hw94eff4Y77rA2Lklx5swZDh06xNChQ7l48SL+/v706tWL9u3bU6NGDQICAoiJieH48eOEhISwcOFCzp07h4+PD8OGDaN06dJERESwcuVK/v33XwDq16/PTz/9hK9mOmSLznXcxMKF8OijzjVRunSBb781y3mkYNi/Hx5/HNaudYzZbKYo9ujRULy4dbFZISoqbQIo9ePTp6/t9b290yaAUi8Hq15dCSBPsHkzdO3qepHya5SrCR7JHzrpEREpoLZvN4mc5KuHxYrB4sVw++2WhiXOYmJi6NWrFydOnKBRo0ZMmjSJKlWqZLj/hQsXeOGFF1i/fj316tXjp59+Spm5PGHCBCZPnozNZmPcuHF01yytbNG5jsViY01x3dT1qLy9YdQoMwNEBWoLhsRE+Owz0+0sJsYx3qABTJ8O7dtbFppbi452TvhcnQxKXYMqJ7y9TZInoy5g1atnf9mjBTNECrTERDNDKy7O/Jl8S/04u9sy2y8qysyYu3w5bQylS5sZ3Hn0Pl1z6jA+Pp6QkBC2bt1KREQEUVFRBAQEUKlSJa6//npatWqVZnmWiIiIx/nrL3PlO7k4ZPHisGwZ3HKLtXFJGjNnzuT48eOULVuW6dOnUyaLmhSlSpVi0qRJ9OjRg/379zN79mweeeQRAIYNG8aaNWvYs2cPixcvVoJH3N/evXDffbB1q2OsRg1TSLldO8vCEhft2AGPPQabNjnGvL1N4u7tt5UEyExAADRqZG7piY42Sxcz6gKWut18ehITHUWkU8+qSubl5UgApVcIOjDQJIDSmyEydGjezRCx282xriXxkRvJk2vZ5g5zWxISIDgYHnwwT17+mhI8s2bN4osvviAik0JWJUuW5Kmnnko50REREfE4ySdh58+bxyVLwq+/Qps2loYl6fv111+x2Wz069cvy+ROsoCAAPr27cvEiRP55ZdfnM57unfvzu7du9mfUUFPEXfx3XemAG9UlGOsTx8z26NsWcvCEhfExZli2KNGmS+1yZo2Na3sb77ZutgKi4AAaNjQ3NITE2MSQBnVAUquv5eRpCTz/KNH09/u5WU6fYWFmWRRsisdrLn1VrMkLykpdxMrqf89Sc5FRWVc3ykX5CjBk5CQwPDhw1m1ahVApoUHL1y4wEcffcSGDRuYNGkSPlpvKCIinmT9elM8OTLSPC5d2rQabtHC0rAkY0eutK1v0KCBS8+rXbs2AIcPH3YaT17eFZ5VYU8Rq1y6ZOqxzJzpGPPzM12Vhg419VrE/YWEmJpJ//zjGPPzMx3QXnlF3c7yi7+/WQaX0WdIbKzpZpZRF7DQ0MxnmiQlwYkTGW+/fBkmTcpp9IWbzWb+H/j5mT+vvp9b23buNJ1R01uiVawYXDlfyAs5yraMHj2alStXAqazxK233kr79u0JDAwkICCAqKgoDh8+zLp161i/fj12u50//viDsWPH8uqrr+bqDyAiIuK2/vwT7rzTcVWtbFlYtQpuusnauCRTSUlJAEQmJ+WyKXn/q1use12pVxKvq5/ijrZtM0uy9uxxjNWvD/PmQbNmloUlLoiJMcuuxo41X/6TtWljZl9df711sUlaRYtCvXrmlp7Ll9NPACXPCDpxwrqlRt7eeZMQyettyffzq719bCwsXZp+gsfHx9RKyiMuJ3h2797N999/j81mo3LlyowfP54bb7wx3X0ff/xxtm3bxvDhwzl58iQzZsygb9++ahMqkl0qnCZScP3+O9x1l1mrD1C+PKxeDRl8Zor7CAwMZP/+/fz666/cf//92X7eihUrAKhatarTeOiV6fjZXe4lki/sdpgyBV580flLyEMPweTJntdZqaD64w+zHGffPsdYQAC8/z4891z+faGV3FOkCNSta27piYszM3Ref925eHbq5/frZxJ8uZk48fFRgfXsKlrU1ELKqItWHn6fcznBM3/+fOx2O0WKFOGrr77KMlnTtGlTpk2bxj333EN8fDw//vijZvGIZEd+F04TkdyzahX07u048apUySR3Gje2Ni7JlltvvZV9+/axYcMGZs6cycMPP5zlc+bNm8e6deuw2WzcdtttTtuWL1+OzWajfv36eRWyiGvOnzdJgZ9+cowVK2YSO4MGWRaWuODiRXjtNfOepdapE0yblqdLQMRifn7w9NPw7rvpJ3j8/c2/AV0UtlbLlnDypLlYf/Cg+T+ZDxfrXU7wbNy4EZvNRu/evbM9E6dOnTr06dOH+fPns3HjRpeDFPE4MTHOBVnBscSja9c8ba0nItdo+XJTlDT5injVqrBmTcZr8cXtDB48mLlz5xITE8MHH3zAjh07ePTRR2mUTkeV3bt38+2337JgwQLAFFsedOUL8qlTp5g0aRL//vsvNpuNTp065evPIZKuDRvg/vvNco9kN94I8+fr91RB8euv8OSTzkV4S5Y0S7Qee0w1kzyBhTNExAX+/nnWLSsjLid4wq60fWvevLlLz7v55puZP38+JzIrCCUixoIF6a/ZBJP0qV0bmjc3a+Tr1XP8Wa2apk6KWGnxYrj3XjN9Gkyb099+y3iatbilihUrMnHiRIYMGUJ8fDyLFy9m8eLFlChRgmrVqlGkSBFiYmI4efIkl64k3+12Oz4+PowePZpKlSoB8OWXX/LDDz+kLGsPysM19yJZSkqCjz82yzpSd94ZOhQ++URfCAuCs2fNkrrUxbABevY0y+2qV7cmLrGGRTNExL25nOBJSEgAwNfFKuzJ+1/O6EuriBgHD8Lo0elPuUwWGmq+SF7N3998kUyd9En+s2JFXdERyUsLFphCpcmFdGvWNMmdWrWsjUtypF27dkyfPp2RI0dy4MABwBRRvnjxYso+qbuIBgYGMmrUKFq3bp0yduLECex2O+XLl2fixIkUKVIk/34AkdROnzZLr3791TFWurQpwKvEY8Hw008mGXfqlGOsfHmYMMHMyNI5nmeyYIaIuDeXEzzlypUjNDSUPXv2cNddd2X7eXuuVOYvW7asq4cU8Qxnz5qCeJ9/7viC6KqYGNMaM3V7zGQlSqRN+iTfV+FPkWvzww/wwAOOq+K1a5tlWTVrWhuXXJNWrVrx888/s2zZMlatWsXGjRs5d+5cyvbixYvTrFkzevbsSY8ePfDz83N6fps2bejcuTPdu3enRIkS+R2+iLF6NQwcCFdm4QOm+Or338N111kWlmRTWJhpYZ+6XhKYpM6ECVChgjVxiYhbcjnB07RpU06ePElwcDBPPvkkxbNRYf/SpUsEBwdjs9lopnaLIs4uXzaV8EeNglRfHDJUurSp8XHkiOmYsG8f7N1r/jxzJuPnXbwIW7aY29XKlUub9Em+ry4aIpmbM8d0nUluTVuvnknuaKp8oeDt7U3Pnj3p2bMnYFqdnzt3Dn9//yyTNoMHD86HCEUykJAA77xjZgWnbqn86qvw3numM464L7sdZs2CF15wPj+sUgWmTjWF/EVEruJygqd3794sW7aMiIgIhg0bxoQJEzJN8ly6dIlhw4Zx5swZbDYbPXr0uKaARQoNu91c9X/tNTh0yHlbu3bw6KPwn/+kXzitZUtItQwgxblzzgmf1PcjIzOOJSIC1q83t6tVqZJ+8qdOHa3xFZk50/xfTU7uNGxorpZf1SZbCg9fX18qVqxodRgimTt2zCzb+PNPx1iFCiZh0K2bdXFJ9hw9CkOGmAt6qT32mKmXVLq0JWGJiPtzOcHTsWNHmjdvzpYtW1i/fj133XUXAwYMoG3bttSsWRN/f39iYmI4cuQI69evZ/bs2Zw+fTpl9s4dd9yRFz+HSMHy558meXN1V7m6deHDD+Gee8xa6gcfdK1wWpky0KqVuaVmt5v191cnffbuhf37s673ExoKa9c6j9tsUKNG+vV+rrtOVwal8Js+HZ54wnFlvHFjk9y5UmBXCo/4+HhCQkLYunUrERERREVFERAQQKVKlbj++utp1apVmuVZIpb5+WcYPNh51kfnzia5U6WKZWFJNiQlwRdfwCuvOLqngqnlNm2aeR9FRDJhs6euEJhNYWFhPPTQQxw7dgxbNgp62e12qlatyty5c3XVKxcEBQURHBxsdRiSE/v2mRk7V79/ZcvC22/DU09Bfn9JSEqCEyfST/4cPJizekA+PuZkJL3kT2CgOn1JwTd1Kjz9tOPxjTfCqlWqhVAIzZo1iy+++IKIiIgM9ylZsiRPPfUUjzzySD5GVrjpXCcHLl82iYEJExxj3t7w7rtmWZa3t3WxSdb27YPHH4c//nCM2WwwbJip0VismHWxiUiBkaMED0BERARvv/02q1atynLfTp06MWrUKBVYziU66SmAzpwx690nTzZLrpL5+cHzz8P//Z97TrdNSEi/1s/evWY8eVmKK4oUybjTV+XK6gIh7m/CBPP/NtnNN5ulk+XKWReT5LqEhASGDx+ecp6T1emSzWbjtttuY9KkSfj4uDxBWq6icx0X7dtniu7+9ZdjLDDQ1Ai75Rbr4pKsJSTAuHHw1lsQG+sYb9jQzBRt18662ESkwMlxgifZnj17WLNmDVu3biU8PDxl2nKFChVo2rQpXbp0oX79+rkVr6CTngIlNtZ0xXr/fbhwwXnbgw+a8YLaweLyZVM7KHXSJ/nPEydy9prFi6df6Ll+fX15FvcwdqxZXpmsZUvTdlid6Aqdd999lzlz5gAmeXPLLbfQvn17AgMDCQgIICoqisOHD7Nu3TrWr1+P3W7HZrMxePBgXn31VYujL/h0ruOCOXNMvZbUS3p694ZvvjEzhMV9/fOPqeMWEuIY8/Y2M67efFO1DkXEZdec4JH8p5OeAiApCebONTNzjhxx3nbbbaZAXsuW1sSWH6Ki4MCBtMmffftMLaCcKFMm405fJUvmbvwi6fngAxgxwvG4bVtYtgxKlbIuJskTu3fv5p577gGgcuXKjB8/nhtvvDHD/bdt28bw4cM5efIkNpuNxYsXU6dOnfwKt1DSuU42REXBc8+ZRE4yPz9zjvHss5oR687i4kx3s9GjnZfCN2sGX38NN91kWWgiUrBpDrFIblu71lzhT301BkxC4qOPzFW1wn7SVayYqUmS3heiCxfSzvhJ/vPqWU6pnTtnilJfXZgaTFHb9JZ81a0L/v6593OJ53r3XVMnK9mtt8KSJZBFm2wpmObPn4/dbqdIkSJ89dVXWSZrmjZtyrRp07jnnnuIj4/nxx9/1CweyVv//AP33Qe7djnG6taFefPMslFxX5s3m1k7O3Y4xvz8TEv7//xHTSpE5JoowSOSW3bvNlNqf/7Zebx8efOh/eST+tAGM9uhRQtzS81uN7WK0kv+7NsH0dEZv+apU+aWuh1sssDA9JM/tWrlf0FrKXjsdlMXYdQox1jHjvDLLyp4WYht3LgRm81G7969sz0Tp06dOvTp04f58+ezMb1EtEhusNvhyy/hhRec67UMGABTpijp7M6io83nybhxzjUM27UztXYaNrQuNhEpNDJM8HTOozZ8NpstW4WZRQqM06dh5EjT1jIx0TFetCgMH26SPlrCkTWbzXQgqlAhbUFBux1Onkyb9Nm71ywFi4vL+HWPHTO3NWucx729Tf2j9JI/NWpkr9tITIxpY3/gANSpk3UbeylY7HazJOvDDx1jXbrAwoUQEGBZWJL3wsLCAGjevLlLz7v55puZP38+J3Jah0wkM+fPm4tFP/zgGAsIgIkTTVv0wj47uCBbu9Z0yNq/3zEWEABjxsDQoepwJiK5JsMEz4kTJ7LVAt0VyQUIRQqFmBj47DPz4XzxovO2QYPMFf/AQEtCK3RsNqhWzdxuv915W2IiHD2afvLn8GHnpNvVzztwwNyWL3fe5udnEjbpFXuuWtXEs3kzdO1qul9ERZnZHEOHmm5Khbm+kqew2+Gll8yV1mQ9esBPPymJ5wESrnQ79HVx1mXy/pcvX871mMTDbdxoumQdPuwYa9LELMlq1MiysCQLkZHmQt/Uqc7jnTvDtGlmNrGISC7KdImW6i+LpCMpCb77Dl5/HY4fd97WsaMpbqj17/nH29ucINWqZRIuqcXFmU5f6SV/jh3L+DXj4kxdg9S1DZIFBJjkz+7dzoURk7uXdO0KoaFKAhRkdjsMG2auiifr3Rvmz4ciRayLS/JNuXLlCA0NZc+ePdx1113Zft6ePXsAKKvORZJbkpJM977/+z9zQSHZ00+bcdWZc1/LlpnuZqnPN0qVMu/bo49qxpWIJ7Bgtn+GCZ7du3fn6YFFCqQ1a0wBvL//dh5v1Ag+/thc4dcHtvvw84MGDcztatHR5pdt6qRP8p+nTmX8mtHRprhlRi5cgFatoH17swQsOflUq5Zp9a5/H+4tKQmeecYsuUwWFATff6+aTR6kadOmnDx5kuDgYJ588kmKFy+e5XMuXbpEcHAwNpuNZs2a5X2QUviFh8PDD5tEQbJSpeCrr6BvX+viksxFRJgl+rNmOY/37m3qJFWtak1cIpK/LJrtryLLItnx77/wyiuma05qFSua7jqPPQY++u9UoAQEmOntTZqk3RYZ6Uj8XJ38OXcu89e1200CKL0kUPHiaZM+qR+r3bu1EhNNfYuvv3aM3XefOUlXgXSP0rt3b5YtW0ZERATDhg1jwoQJmSZ5Ll26xLBhwzhz5gw2m40ePXrkY7RSKP32mymcHBrqGGvd2iSbtazHPdnt8OOPpkX96dOO8QoV4PPPoX9/XeQRKayiosxsvaNHze3gQTNbL3Wd0Hya7a9vpCKZCQszrZG/+sq544G/v5nJ8/LL6lhRGJUsCc2bm9vVIiLM0p0xY8DVOhuXLpm2qKlbo6ZWtmzaBFByEui66zQVPy8lJsIjjzhfcR0wAGbMUPLWA3Xs2JHmzZuzZcsW1q9fz1133cWAAQNo27YtNWvWxN/fn5iYGI4cOcL69euZPXs2p0+fTpm9c8cdd1j9I0hBlZAA771nbqlLJbz8Mrz/vpLN7io01FyZX7DAefzBB2H8eNNRVUQKpoQE0+wldQLn6vtnz7r2esHB5vdDHrDZVWinwAkKCiI4ONjqMAq3qCj49FPTPScqyjFus5lOFe+9Zwr+imeKjYUqVUxHk6uVKGHanZ44YYphHjrkuCVn7nOqcuX0Z/7UqmUKeuvEP2cSEuChh2DuXMfY4MEmsavOJh4rLCyMhx56iGPHjmWrQYTdbqdq1arMnTuXihUr5kOEhZtHnuscP25O+P/7X8dYhQrw7bfQvbt1cUnG7HaYOdMsyUp9TlCtmlmO1auXZaGJSDbY7SY5c3XiJnUC5+RJ5wv918pmMytA3ngj914zFV2WFEktMdF8UL/5pvnPnFqXLqbOTtOm1sQm7qNoUbN+9up1tT4+Ga+rTf4ASZ3wOXTIkQQ6fDjrGUFhYea2fn3abV5eUL16xsu/qlY1+4iz+Hh44AHTHSvZE0+Yjif6+/JolStXZu7cubz99tusWrUqy/07derEqFGjVGBZcmbxYpNYjohwjHXsaJo6qGaLezpyxBRR/vVX5/EnnjDni6VKWROXiDhER5tkTXqJm+T7MTHXfhxfX3OxNTAQatQw5R6WL0//3L5YMahd+9qPmQHN4CmAPPKqVn5YscIsu7q6dsoNN5jOWN26WROXuK/kyvgHD5pf1NdSGT8pySRvUid9UieBjh7NuOV7dvj5Qc2aGdcAqlDB82oDXL5sauwsWuQYe+YZUytByR1JZc+ePaxZs4atW7cSHh5OVFQUAQEBVKhQgaZNm9KlSxfq169vdZiFisec68TFmTban33mGPPygnfeMZ2zNIvQ/SQlmdk5r77qPMu7Vi0z87NTJ+tiE/EkiYlmeWRGM2+OHYMzZ3LnWJUqmcRNjRqOJE7ynzVqmLqsqc8dM5vtX7q0avCI5Kl//jFr26++AlOlilmKNXiwTrAkff7+ubd+1svLXKWtWtV04LpaQoKZvn/1zJ/k29Uzzq4WF+coGp2eYsUcyZ706gAVtiuRsbGmC03qwunPPw/jxnleokuy1KBBAxqk141P5Frs3w/33w9btjjGqlUzhZRvvdW6uCRje/eaxhp//ukYs9nM58eoUeazVESund1ukiMZ1bw5etSUQ7iWi5/Jihd3JGquTtwEBpoZ8kWKuPaaWc32z8NW6UrwiOc6eRLeegu++cZ5XWWxYqZj1ksv6YNa3IePj6PYcseOabfHxpoPu/SWfx06lPUVjKgo2LnT3NJTunTGy7+uu850JSsoYmKgTx/zAZvs5ZdNzS0ld0QkP3z/vVnec/GiY6xnT1PYvVw5y8KSDCQkmI44b7/tvOSiUSPTebFNG+tiEymIYmOzXjqVeoZcTvn4mARNRjNvAgPNRcy8OP9r2dJ838yt2f7ZpASPeJ5Ll8za6E8+Mesyk3l5masyI0ea2TsiBUnRolC/vrml5+JFUy8goxpAkZGZv/758/D33+aWnooV0+/+VauW+QD187uGHy4XRUVB796wZo1j7P/+z1x5VXJHRPJadDQMG2aK8Sfz9TXnJcOG6feQO9q2zZwfpp5p5eMDr71miqS6emVfpLBLLjuQUeLm2DE4fTp3jlWxYsaJmxo1zNIqK1di5OZs/2xSgkc8R0KCma3z5ptw6pTztjvvhI8+MvV2RAqjEiXMv+/0/o3b7XDuXPpLv5LHYmMzf/3Tp81t48a027y8zLKDjFrAV6uWPx++Fy+aK+R//OEYe+cdM5NPX6o8UufOnfPkdW02W7YKM4uH2bHD1P3691/HWJ06MG8eNG9uXVySvsuXTWv6MWPMOWSym282s3bUdEM8kd0OFy5kPvPm+HHn/zM5VaxY5jNvqlc3CRRxogSPFH52OyxbZpZgpD6pAvPh/PHHpkOWiKey2aBsWXNL70uG3W6SohnV/zl6NPMP8qQkxzTc1O1/k/n6mg/rjFrAV6x47QmYyEiTyF23zjH2/vtm9o54rBMnTmSrBbor7HZ7rr+mFHB2uym+O2yYc7L8gQdMx76SJa2LTdK3cSM8+qjzeWORIuaiwH/+Y2bwiBRGly+bBE1GM2+OHnVeWppT3t7mAl9GM28CA6FMGV2AywH9dpLCbetW80G8erXzeLVq5svdwIEqoCySFZsNKlc2t7Zt025PSDBrjDNa/nXihPmCk5H4eDhwwNzS4++fcfevWrXMCUB6kruc7dxprpCnfv2PPjJJX/F4aiYqeerCBXjySZg/3zHm72+69T36qL68uJvoaLPs6rPPnD+32rc3y+pUbF3cTfK5zoEDZkZgZjVekpLMbOvMlk6FheVOXOXLZ5y4qVHDlMPQd7A8oQSPFE7Hj5sP6G+/df6ALl7crJkePrxgFYUVcWc+Po4P8A4d0m6/fNmcOKTX/v3QoazXYcfEwK5d5paeUqXSJn3i482V1qSktEX6PvvMdDwRj7d7926rQ5DCbPNm0yXr4EHH2A03mITz9ddbF5ek77ff4PHHnd+vYsXggw/gmWecWyCLuIPNm9N2aXrqKdMF2N8//aVTcXHXflx//8xn3gQG6nuWhZTgkcIlMtJcmR871nkatLe3uYL29tum2JaI5J8iRaBePXNLT1SUI9mTXg2gCxcyf/0LF8xsva1bs47F3990rhERyStJSTBunLmglHr56pNPmgSzaka4lwsXTPfUL790Hu/SxYxdd50lYYlk6PJl2LQJunUzF8GSXbpk/nzhhZy/tpcXVK2a8cybGjXMkn7NPnRbSvBI4ZCQANOmmQROeLjztl69TPvjRo2siU1EMlesGDRubG7pOX8+4/bvhw45n9xkxdsbgoPzvaOBiHiIM2fg4Ydh6VLHWMmS5hylf3/r4pL0LVlikv4nTjjGSpeGTz+FwYP1JVasFx9vakFt3gwhIea2fbsZz4myZdOfeZN8v2pV1Zgq4PTuScFmt8Mvv8Crr8LVU+1vvtm0Qu/Y0ZrYRCR3lC4NN91kblez280Sr9RJn59+cm5nm1pUlPP0exGR3LJ2rUkenzzpGGvZEubOhdq1rYtL0jpzxsxymD3bebxPH5g82dQHEclviYmwZ49J4iQndLZuzbqTaXpuuslc5L46gVOsWK6HLe5FCR4puEJCTAHltWudxwMDYfRoc5Kl9dIihZvNZpZdVqoErVubsZo1zRXZ5KnKqRUrpi9aIpK7EhNNzYv33jPLs5K99JI5H/Hzsy42cWa3ww8/wLPPOs/4rlABJk2Cvn01a0fyR1KSKYycPCtn82b466+0dQMzUqkSRESk38W0eHHzHUmzlT2SEjxS8Bw5Aq+/nvaqS8mSpuXxsGFa3y7iyYKCYOjQ9Lf5+JjtIiK54cQJGDDA+WJT+fIwcyb06GFdXJLWyZPms2HhQufxgQNNzaTy5S0JSzyA3W6KHKdeZhUSknWNwWQ1apjZgC1amFvz5ua7TpUqZhn71XSu49GU4JGC48IFGDPGFCi8fNkx7uNjKsa/9Za5AiMinq1oUVixIm1nCR8fM55R+1AREVcsXWrq7Zw54xi7/Xb47juoVs2ysOQqdjt88w28+KLzF+rq1WHqVLjrLutik8Lp5EnnZVYhIc6/JzJTubIjmdOypUnmVKyY/r4615F0KMEj7i8+3nwAjxxppiKmds89pn1l/frWxCYi7qllS3OCtWCBqblTu7a5mqUTHhG5VnFxZsbw2LGOMS8vc6HpjTdMMXdxD4cPm+5lK1c6jw8ZYrqulixpSVhSiISHO8/K2bwZQkOz99xy5Zxn5rRsaYocZ5fOdSQdSvCI+7LbzTTaV1+Fffuct7VsaU6sbr3VktBEpADw99f6cxHJXQcPwv33my9xyapWhTlzoEMH6+ISZ0lJpqbOiBHONU3q1DEdzdSAQ3Li3DnTxCF1QufIkew9t1QpRyIn+Vaz5rXXfNK5jlxFCR5xTxs3muJgf/7pPH7ddWaZVv/+KqAsIiIi+WfePDMbJDLSMXbXXTBjhuq3uJM9e+Cxx+B//3OMeXmZrlnvvQcBAZaFJgXIxYvw99/Oy6z278/ec4sVM918k2fltGhhkov67iL5QAkecS+HDpmrLfPmOY+XLm2mPT/7LBQpYkloIiIi4oGio01yYNo0x5ivr1kiPny4ui65i/h4+OQTs6Q/da3Gxo1h+nRHp0WRq8XEmHbkqZdZ7d5tVhNkpUgR05I89cychg21VFMsowSPuIdz5+D99+Hzz83a9mS+vqbjwRtvmHWqIiIiIvnl33/NrOGdOx1jtWvD3Lnmyry4h61b4dFHzYyLZD4+plbS//2fLg6KQ1wcbN/uvMxqxw5ITMz6uT4+cOONznVzGjc231dE3IQSPGKty5dh8mQzZfbcOedtffua5Vh161oTm4iIiHgmux2+/hqee85c3U92333wxRemnoZY7/Jlcw754Yemk1Cy5s3N+3fjjdbFJtZLSDBJ2tTLrLZvd76YnBEvL5O8Sb3MqkkTFTAWt6cEj1jDbocff4TXXjMFC1Nr08YUUG7XzprYREREComdO3cya9YsNm3aRHh4OAEBAVSvXp1u3bpx//33UzIXugglJiayaNEiFi1axO7du4mKiqJcuXJcf/313Hvvvdxxxx258JPko8hI02Vp7lzHWNGiMGECPP64lmS5i/XrTa2dXbscY0WLmiVaL75oZluI50hMhL17nduTb93qnKDNiM0GDRo4d7Nq1kz1mqRA0m8+yX/r1pkCyuvXO4/Xrm2uwNx7r06eRERErtHUqVMZP348SUlJKWNxcXGcP3+eHTt2MGfOHCZMmMCN1zDL4dy5czz99NP8nXppDBAWFkZYWBhr1qyhS5cufPLJJxQtCFe+Q0JMl6wDBxxj119vagPecIN1cYlDVBS8/rpJuKWukXLLLabWTv361sUm+cNuN/9HUy+z2rIFLl3K3vNr13ZeZnXzzZALyW4Rd6AEj+Sf/ftNAeUff3QeL1sW3nwTnnkG/PysiU1ERKQQmT17NuPGjQPA39+f++67jyZNmhAZGcmSJUsICQkhNDSUIUOG8OOPP1KtWjWXjxEfH++U3Klbty59+/alYsWKHDhwgPnz5xMeHs7KlSt57bXX+Oyzz3LzR8xddjuMHw+vvGKK9SZ7/HEzriv57mH1anjiCdOUI1nx4qbg9dNPq0tRYWS3w7FjzjNzQkLg/PnsPT8w0HlmTvPm5ruHSCHl0QkeTVvOJxERZn305MnOJ01+fjBsmCl+V6aMdfGJiIgUIqGhoXz00UcAlCpViu+++476qWY1PPDAA4wbN44vvviCs2fP8sEHH/D555+7fJxZs2alJHc6duzIhAkT8Et1oWbgwIEMHjyYPXv2sGzZMnr37k2nTp2u8afLA2fOwCOPwOLFjrESJeDLL81sHrHehQtm9vdXXzmPd+tmaiLVrGlNXJL7QkOdu1mFhEB4ePaeW6mS88ycFi3MmIhVYmJgwQIz46xOHQgKyvM6Tja7PTv93wqf9KYtp1alSpU8m7acWk6mLQcFBREcHJzjuPJNbCxMnAijRpkP5tTuvx9Gj4ZatayJTUREpJAaM2YMM2bMAOCtt95iwIAB6e43YMAAQkJCAFi8eDH16tXL9jHi4+O5/fbbOXPmDAEBAaxatYpy6XS7PHToEHfddReJiYk0adKEH6+exZuBfDvX+eMPePBBOHHCMda8uam/oyYP7uGXX+Cpp+DkScdYmTIwbhwMGqRl/QXZmTPOy6w2b3Z+nzNTtqxzAeQWLaBaNf17EPexeTN07WqKfUdFQbFipjbYihV52oXRI2fwaNpyHktKMmvVR4yAI0ect91yC3zyCbRubU1sIiIihZjdbmfJkiUAFC1alL59+2a47+DBg50SPMOHD8/2cdatW8eZM2cA6N69e7rJHYBatWrRoUMH1qxZwz///MORI0eo6Q6zLRIT4f33TUHe1Bf7hg83y320ZNx64eHw/PPw/ffO40FBMGkSVK5sTVySM+fPmzo5qRM6hw9n77klS5rEa+qEznXXKZkj+ctuN537YmIgOtrcMrp/4YJpJpS6yHdyjaiuXc1MtTyayeNxCR5NW85jf/xhptBu3uw8Xq8efPQR3H23fhmLiIjkkf379xN+ZTlDixYtKFKkSIb7tm7dGi8vL5KSkli7dq1LCZ4NGzak3L/lllsy3bddu3asWbMGgN9//52HH34428fJEydPwsCB8NtvjrFy5WDGDOjZ07Kw5Aq73VwofO45M8MjWcWKJrGTSdJS3MSlS/D33841c/bty95zAwJM0ePUdXPq1lV9JclYYmLmyZb07ruyb+r7ubH4KSEBgoPN7NE84HEJnhkzZhAbGwvA888/75TcAbDZbLz44ots2bKFkJAQVqxYwb59+1yetjx9+nQAAgICeP/9952SOwBly5Zl/PjxKdOWJ0+eXLATPHv3wquvwsKFzuPlysE775h2o76+VkQmIiLiMfbs2ZNyv0GDBpnuW7JkSSpVqkRoaCj79u0jISEBn2y2lt67d2+2j1M31VKnXalbWueX1DUQLl6Eb75xThzcdhvMng3Vq+d/bOL8/pQpA8uXw5VZaCkGDYJPPzXnlZK/sqohEhMD27Y5L7PatSt7X4T9/Ew78tTLrBo1Am/vPPtxCh0LarxkiyuzXa71flyc1T+ta6Ki4ODBPHt5j0rwaNpyHggPh3ffhalTTTYyWZEi8MILZplWqVKWhSciIuJJTqSqJVM9GwmLqlWrEhoaSkJCAmFhYdl6DsDx48dT7me1lD319tTx5YvUNRCubqFss5kunm++aeoiSP7L7P0B0wHpiy/gzjvzPzZJv4bIU0/B0KGO+jk7djh/B8iIjw80aeI8M6dxYy2HvBbpvT9Dh2Ze4yUxMX+SLrk128Xd+PqaWWYBAeDvn/H9kydh7Vrz9321okWhdu08C9GjPs00bTkXxcSYtqFjxkBkpPO2gQNNYeWClqwSEREp4CIiIlLul8lGh8pSqS7CnD9/PtsJnrNnzwKmlqG/v79Lx8g3MTHmy096x7TZYNky04VJrJHZ+wOmHfonn5j6K5L/0nt/kpNwH3yQ+XO9vOD66527WTVt6h4zSwqLzN6fdu3MzKjLl9MmXQrabJfssNmckyyZJV6u5b6/f/YvBpw7l/GMw9hY6NEj937+q3hUgkfTlnNBUpKZxvz663DsmPO22283H8TNm1sSmoiIiKdLXoYOZKtDZ+qLXTGpi0FmIXnfzC6WpXeM6OjobB/jmi1YkOHMgng/P9YFBxNQtiwtW7YkPj6e2bNnp9mvWbNmNGvWjOjoaObPn59me4sWLbjhhhu4cOECCxYsSLO9bdu2NGjQgDNnzrA4dRv2K2677TZq165NWFgYy5cvT7O9c+fOBAYGcuzYMVavXp1me/fu3alcuTIHDx7kjz/+SLO9Z8+elC9fnj179rB+/fo02++55x5KlSrFjh07Umaup9a/f38CAgLYunUrW7duTbN9wIAB+Pr6snnzZnbu3Jlm++DBgwEzuz31+TFAvc2baZ/B+5Pg60tI0aK0uZLcWbVqldOsMTDn6kFBQQAsX76csLAwp+3lypWjV69eAPzyyy9OyU+AypUr0717dwCCg4OJvOqCZfXq1bnjjjsAmD9/fpp/u8kz8cE0cImPj3faXr9+fdq1aweQ0tUutcaNG7v1v71eFy9SLjszc4ALlStz5rrriKhVizPXXcfZGjXo3rev87+9q77nWPlvz9fXN6W74Nq1azl06JDT9oCAAPr37w+48b+9EycynjmVkGBmV1nM7udHnI8PiX5+JFy5Jfr5UbxCBfzLliXWy4vj586R6OtLQpEiZruvL7VuuIEyVasSER3N9gMHzPN9fUm8sk+7zp2pULMmh0+f5r8hIST6+DjVeM3R7724OHM7f975396mTWmen61/e8uWkejnh/fly2n/Yvz9YelS1eDJDZq2fI1++80UUP7rL+fxhg1NAeWePVVAWURExEKpv2T6ZqP2XeoagQnZ/DKXel9Xj5GY3nT1K+bNm8e8efMAOHfuXLZjydCBA2bZQjp84uIoER5OxtFIXit+6lSG7493QgLFTp3K54gkNZ8jRzJ8f+xAXIcOFHn7bQ6VLcvaK41lJB9l8vstM3abjaSiRfEuXhy7vz8X4uNTEi/Jf5aoWJEy1aoR7+vL7qNHUxIsCUWKkOjnR40GDQhs0IAou521mzc7PTfBz4+bb7mF+k2bEnHuXKbJxfNhYfyZTnKxQufOlAkMJPrYMY6kk9hOrF0bKlcm6fJlEt21xuuBA3hlNFsqJiZPa/DY7PbCuDgufaNHj2bmzJkAfPbZZ9yZxXrep59+OmX51E8//cQNN9yQreO0bNmSyMhI/P390804p3bhwgVatWoFmEz/L7/8kuXrBwUFERwcnK1YsivTKwvbtxM2aBCB27Y5bY8vUwbf0aOJfvBB5qcTj65qefiVhUJ8VUv/9vRvT//2cu/fXvKY5I5333035d/u1KlT6dixY6b7v/DCCyxbtgww/2datGiRrePcdNNNREdHU7p0aTZu3JjpvrGxsTRt2hSAGjVqsHLlyixfP1fOdebMMU0e0qvtUry4qe2SR1dQJRv0/rg3vT/uLbP3x9/fNL+55560S438/HRBPj9Y+P/Ho/rNFeRpy/PmzSMoKIigoKDcuaqVDT4REfD00/jcfLNTcifB15dtPXuy6+efTaE1FSYUERFxCwEBASn3L6c3NfwqqffJqpZOeseJy0Y9h9THyM75V64JCsr4HMXHx2wX6+j9cW96f9xbZu9PkSImwXPjjabFfLVqpkNdkSJK7uQXC///eNQMnhEjRqRcDZo+fXqWBZBfeeUVFi1aBJgrvW3bts3WcRo2bIjdbqdChQr8+eefme6blJREo0aNAKhSpQq///57lq+fFzN4nERHm1aUH37onHW02UybylGj1EpURETEDX355ZeMHTsWgJEjR3L//fdnuv+DDz7Ili1bADNrr3Llytk6zp133snBgwex2Wxs27Yt04taR48epUuXLoCZxZbe7Lmr5dq5TnpdZnx8Mu8yI/lH74970/vj3vT+uDeL3h+PmnqR+srU1dP205P6qlR21pinPk50dHSeHiPXxMSYIoQHDkCtWubxyJFwdT2gzp1NAeVmzfI/RhEREcmW2qlar4aGhma5/8mTJwFTJ6dChQouHefgwYPY7XZCQ0O57rrrMtw3dY3BrGoT5rqWLU272gULTM2D2rXNlVN183EPen/cm94f96b3x71Z9P54VIInP6ctR0dHu/e0ZXDOKl66ZFoaJiU579O4MXz8MXTvril9IiIibq5+/fop91N3D03PhQsXOHWlkG29evXw9vbO9nHq1avHqlWrANM9NLMET+paXw0bNsz2MXKNv79qhbgzvT/uTe+Pe9P7494seH88qgZPySutFgHOnz+f5f4XLlxIuV8uoz72mRwnJiYmy0RSTo9xzWJiTHLn/HnHMqzUyZ1KlWDaNNi6Fe68U8kdERGRAqBGjRops2S2bNmS6WziDRs2kHTls79169YuHadNmzYp99Mr2J1a6u2uHkdERESyz6MSPPk5bRlImbacGcumLS9YYGbupMfPD0aPhscfVwFlERGRAia5S2hkZGSmdWxS18Lp2bOnS8do1apVyrnRokWLOHv2bLr7HThwIKWjW/369Z1mGImIiEju8qgET35OW052dQviq1k2bfnAAVPsKT3x8Wa9oIiIiBQ4AwcOTFmW/uGHH7J9+/Y0+4wdO5a//voLgFtuuYXGjRu7dAwvLy8ee+wxAKKiohg+fHiabqBnz57lhRdeIDExEYAhQ4a4/LOIiIhI9nlUgkfTllOpU8dU8k5PsWKmCJSIiIgUOFWqVOH5558HTPLlwQcf5J133uGXX35h7ty5DBw4kC+//BKAEiVK8Pbbb6d5jeDgYBo0aECDBg3o1KlTusd56KGHUhJDGzZsoHfv3nz55ZcsXbqUiRMn0rt375QLWR07duSuu+7Kix9XRERErvCoBA9o2nKKoKCMl1/5+JjtIiIiUiANHjyYoUOH4uXlRXx8PN9//z3/+c9/ePvtt9m8eTMA5cuXZ/r06dSoUSNHx/Dx8eGrr77ixhtvBODYsWOMHTuW4cOH8/nnnxMeHg5Ahw4d+PTTT7Gpnp+IiEie8rgEj6YtX1G0KKxYAaVLQ/Hipohy8eLm8YoVaq8nIiJSwA0bNowffviBoKAgqlevTpEiRQgICKBRo0YMHTqUJUuW0LRp02s6RtmyZZk7dy7vv/8+7dq1o2zZsvj4+FCmTBluvfVWxo0bx5dffunUyVRERETyhs1ut9utDiK/zZgxgzFjxgDg6+tL3759ad68OVFRUSxevDjlylaJEiUIDg5Oc2UrODiYESNGAKYw8po1a9IcIyEhgf79+7Nz504AAgMD6d+/P9WrV+fgwYPMnTs35cpWx44dmTJlSravbAUFBWU6+8glMTGm4PLBg2ZZVlCQkjsiIiJiqVw91xEREfEQHtkiafDgwURGRjJlypSUacvff/+90z7ly5dn8uTJ1zxteciQIWzfvj1l2vLVLJ+27O8PDz5ozbFFREREREREJFd4ZIIHzLTlTp06MXv2bDZt2kR4eDje3t7UrFmTTp06MWjQIEqXLn1Nx0ietrxgwQKWLFnC7t27iYyMpESJEtxwww0EBQXRo0cPl1/3xIkTBOVyjZxz585RpkyZXH1NyT16f9yb3h/3pvfHveXF+1OmTBmmT5+eq68p+UvnOp5H74970/vj3vT+uLf8PNfxyCVakpamQrs3vT/uTe+Pe9P74970/kh+0b8196b3x73p/XFven/cW36+Px5XZFlEREREREREpLBRgkdEREREREREpIBTgkcAuO+++6wOQTKh98e96f1xb3p/3JveH8kv+rfm3vT+uDe9P+5N7497y8/3RzV4REREREREREQKOM3gEREREREREREp4JTgEREREREREREp4HysDkDcx759++jTpw8JCQns2bPH6nA8VmJiIqtWrWLJkiX8888/RERE4OXlRfny5bnpppsICgqibdu2Vofp0eLi4li0aBHLli1j165dXLx4kdKlS1OrVi26detGnz59KF68uNVhylVGjRrFrFmzAFi9ejXVq1e3OCLPc/bsWZd+f7355psMHDgwDyMST6LzHPehcx33pvOcgknnOdZzh/McJXgEgKioKF566SUSEhKsDsWjhYaG8sILL7B169Y0244dO8axY8f4+eef6datG2PGjKFYsWL5H6SHO3r0KEOHDmXv3r1O4+Hh4YSHh7Np0ya++uorPvzwQ1q3bm1RlHK1devW8d1331kdhsfbvXu31SGIh9J5jvvQuY5703lOwaTzHPfgDuc5SvAIMTExDB06VFezLHbx4kUGDx7M4cOHAahUqRJBQUHUq1ePhIQE/vnnH4KDg4mK+n/27ju+xvv94/jrZJFIzNibWlWjpShaszat2IrqRLVWp2qrupR+UZuWX7U2Fbu1ldqztXfVCiKTyM75/XE3J4nseU6S9/PxOA/3uc/n3J/rEMmV6/6MIDZv3szDhw+ZO3cu9vb21g08F/Hz86N///7cvn0bgNKlS9OtWzfKlSvHvXv32LZtG0eOHMHLy4vBgwezZMkSatSoYeWoJTAwkNGjR6M9Bazv7NmzluMPP/yQcuXKJdm+WrVqmR2S5ALKc2yHch3bpjwne1KeYztsIc9RgSeXu379OsOHD+f06dPWDiXXmzFjhiXhadq0KdOmTYtz1+qFF15g4MCBvPLKK1y7do0///wTT09PevToYaWIc5/Jkydbkp6WLVsydepUnJycLK+/8sorzJ8/n4kTJ/Lw4UPGjx/PL7/8Yq1w5T/jxo2z/LuJdUUnPiaTiZ49e2qIv2Q65Tm2RbmObVOekz0pz7EdtpDnaJHlXMpsNrN27Vo8PDyU9NiA0NBQVq5cCYCrqyuTJ09OcEhymTJlmDRpkuX5kiVLsizG3O7BgwesWbMGADc3NyZOnBgn6Yn22muvUbVqVQAOHjzI3bt3szJMecRvv/3Ghg0bAMifP7+Vo5Hooctly5ZVcUcylfIc26Ncx7Ypz8melOfYFlvIc1TgyYXOnDlD9+7d+eCDDwgMDASgd+/eFC9e3MqR5V7Hjx8nKCgIgNatW1OgQIFE29auXduyaNqZM2cIDQ3Nkhhzu7t379KoUSNKly5N8+bNcXNzS7RtdOIDcPPmzawITxJw584dxo0bB0CPHj2oXr26lSPK3UJDQ/nnn38A9G8hmUp5jm1SrmPblOdkP8pzbIut5DmaopULbd++nVOnTgFQpEgRPvnkEzp06MCff/5p5chyr9DQUGrUqMGdO3eoXLlysu0LFizIjRs3AAgICKBYsWKZHWKuV6lSJX788ccUtb1+/brluGjRopkVkiTBbDbz8ccf4+/vT+nSpfnoo48YMmSItcPK1S5cuGBZ4FZr60hmUp5jm5Tr2DblOdmL8hzbYyt5jgo8uVTevHnp168fgwYN0nA+G9CsWTOaNWuWorbh4eGW6rDJZKJgwYKZGJmk1qZNm/j7778BePLJJ7VFpZUsXryYPXv2YDKZGD9+vKYD2YDYO0tE39kKDAzkwoULBAUFUbhwYapVq5bglACR1FKeY3uU6+QMynNsg/Ic22MreY4KPLnQ888/T//+/fXDMpvasGGDZYhzrVq19MuQlUVGRuLj48PFixdZuXIlmzZtAow7j9HDZiVrXblyhe+++w6AAQMGaBtXGxF7Z4mgoCBee+019u3bR1RUlOW8i4sLnTp14u2339Z0Gkkz5TnZn3Id26E8x/Yoz7FNtpLnqMCTC2l+Zvbl5+cXZ+HBrl27WjEaAfDw8IhTsQdo0qQJn376KRUrVrRSVLlXREQEH3zwASEhIVSqVIl3333X2iHJf2L/P/nggw8SbPPw4UNWrFjB9u3bmTVrFnXr1s2i6CQnUZ6TvSnXsS3Kc2yL8hzbZSt5jhZZFskmwsLCGDZsGN7e3gBUrFhR24bagFu3bsU7d/78edasWUNISIgVIsrdZs2axcmTJ7G3t2fChAnkyZPH2iEJxloB58+ftzx3cXFh2LBhbNq0iZMnT7Jv3z4mT55sWZfDx8eHQYMGxVnnQURyPuU6tkd5jm1RnmObbCnP0QgekWwgOuE5dOgQYKwt8P333+Po6GjlyHK3iIgI+vfvT6VKlYiIiODYsWOsXbuWe/fuMWfOHPbu3cuCBQs0LzqLnDhxgrlz5wLw5ptvUrt2bStHJNHu3r1rGaLs7u7OokWL4tz5LVKkCB07dqRFixa88cYbHDlyBH9/f7799ltmzpxprbBFJAsp17E9ynNsi/Ic22VLeY7JbDabM/SKkm21bNnSstVh7AqkWFdQUBBvv/02+/btA8De3p7vv/+eNm3aWDkySciVK1d49dVX8fLyAqBPnz58/vnn1g0qFwgODubFF1/k6tWr1KhRg5UrV8b7paB///6WXxy2b9+uhSGtwNfXl8jIyCR3Xbl16xZt2rQhPDwcgN27d2s9HskQynNsl3Kd7EN5jnUoz8kebCHP0RQtERt2584d+vfvb0l4HBwc+N///qeEx4ZVqlQpztoBq1at4v79+1aMKHeYMGECV69excnJiYkTJ+qOr40qXLhwslvqlipVKs6CkdHJqojkTMp1shflOdahPCd7sIU8RwUeERt1+vRpevTowenTpwFjqPLMmTPp0KGDlSOT5NSrV8+yyGdYWBgnT560ckQ52+7du1m6dCkA77zzDlWrVrVyRJJesf8N79y5Y8VIRCQzKdfJnpTnZC3lOTlPZuY5WoNHxAZt376dd999l+DgYAAKFSrEnDlztKNMNlKpUiXLavo+Pj5WjiZn++233yzHkyZNinNnMTGtWrWyHP/yyy/aYtTGODgoPRHJ6ZTrZG/Kc7KO8pycJzPzHGVQIjZm9erVjBkzhsjISADKly/Pjz/+SPny5a0cWe62fft2fvvtN27cuMHw4cNp3Lhxku3DwsIsx1p8UHK7/fv3c/r0aXx8fOjSpQs1atRIsn302g4AxYoVy+zwRCSLKdexPcpzRNLOlvIcFXhEbMiGDRv4+OOPLauw161bl9mzZ1O4cGErRyY3b95kw4YNAGzbti3JxCcqKoq///7b8vyxxx7L9Phys/79+9O6detk233//fdcvHgRgC+++IIiRYoAUKVKlUyNT2DXrl389NNPADg5OSWZ+ERERHDw4EHL86eeeirT4xORrKNcxzYpz7FdynNsny3lOSrwiNiIs2fPMnr0aEvC07RpU2bMmIGzs7OVIxOA5s2b8/XXXwOwbt063nnnHQoVKpRg21WrVuHt7Q1AzZo1KVu2bJbFmRvVrFmTmjVrJtvu559/thw3adJEu0tkoSZNmlgSn9WrVzN48OBEv7ctW7aMu3fvAtCgQQP9O4nkIMp1bJfyHNulPMf22VKeo0WWRWxAREQE7777rmW465NPPsmsWbOU8NiQcuXK0bZtWwDu37/Pe++9Z1k3ILbdu3dbEiSAkSNHZlmMIraqSZMmlgUF79y5w4cffhhneH+0rVu3MmHCBMDYJvndd9/N0jhFJPMo17FtynNE0s6W8hyN4BGxAevWrePy5csAmEwmOnXqxJ9//pmi9zZp0kTJURb55JNPOHnyJLdu3WLPnj107NiRHj16UKFCBQIDA9m1axc7duzAbDYDMHToUJ599lkrRy1ifXZ2dowfP57+/fvz8OFDNm/ezLlz5+jWrRvlypXD39+fnTt3smvXLst7PvjgAy22KpKDKNexfcpzRNLGlvIckzn6f6jkei1btuTmzZsAnD9/3srR5C59+vTh2LFjaXrv9u3bNQQzC12/fp3hw4dbtnRNSJ48efjwww956aWXsjAySU7//v05dOgQoP831nLs2DFGjRoVZ3HBR7m4uPDhhx/Su3fvLIxMcgPlOdalXCd7UJ6TfSnPsT5byHM0gkfEBkRvMym2r2zZsqxYsYLffvuNjRs3curUKQICAnBxcaFs2bI0bdqUvn37Urx4cWuHKmJznnrqKX777Tc8PT3Ztm0b58+fJzAwEFdXV0qXLk3z5s3p1auX/v+I5EDKdbIH5TkiaWcLeY5G8IiIiIiIiIiIZHNaZFlEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdEREREREREJJtTgUdyvI8++ohq1apRrVo1evToQWRkZIrfO336dMt7V65cmYlRZg1PT0/L55k+fbq1w7Fpd+7c4fPPP6dVq1bUrl2bOnXq0LJlS3bt2pWq61y9epVff/01k6LMGNFfEy1btrR2KCIikkrKc2Ioz0k55TkiOZMKPJKrnDhxgvnz51s7DLFxvr6+dO/enaVLl3Ljxg1CQ0MJCQnh5s2buLu7p+gaERERzJgxg86dO3PkyJFMjlhERER5jqSM8hyRnMvB2gGIZLXp06fTqlUrKleubO1QxEb9/PPP3L17F4CKFSvSr18/ChcujL+/P1WqVEnRNW7fvq27hyIikuWU50hylOeI5Fwq8EiuExYWxujRo1m6dCn29vbWDkds0Pnz5y3HkydP5vHHH7diNCIiIimnPEeSozxHJOfSFC3Jlf7++28NYZZEPXz40HKc0jtZIiIitkJ5jiRFeY5IzqUCj+QqHh4eluPp06dz+fJlK0YjtspsNluOHR0drRiJiIhIyinPkZRQniOSc2mKluQqnTt3JjAwkG3btmXIEOZq1aoBULp0aXbs2JFoO09PT0aPHg3A22+/zTvvvGN57caNG7Rq1QqADz74gNdee42jR4+yePFijh07ho+PD4ULF6ZOnTq88sorPPnkk5b37ty5k6VLl3L69GkCAgIoWrQoTZo0YfDgwZQpUybZ+KOiovj111/x9PTk4sWLREVFUbZsWVq0aEG/fv0oWrRoste4desWS5cuZc+ePdy8eZPg4GAKFy5M7dq16dChA+3atcNkMiX43v79+3Po0CEqVqzIpk2bWLx4Mb/88gs3b96kQIECVK9enc8//5yyZcsmG0dsgYGBrFixgl27dnHx4kUePHiAm5sblSpVonnz5vTp0wdXV9c47zl48CADBgyId63of2OAX375hYYNGybZd0LXWb16NatXrwbi//uDcSdt7dq17Nu3j9OnT+Pv709YWBhubm6UKVOGRo0a0bdvX0qWLJlov35+fixfvpxdu3Zx+fJlgoKCcHNzo3Tp0jzzzDP06tUr1X+P0by9venXrx9Xr14FoGPHjnz33Xdx/t8EBwezcuVKtm/fzvnz57l//z6urq4UL16cBg0a0K1bN2rUqJGm/jPyM5rNZn7//Xd+//13Tp48iY+PD3nz5qVMmTI0adKEfv36UaJEiWRjefjwIStWrGD79u1cuXKFgIAA3NzceOyxx2jVqhW9evXC2dk5wfdOnz6dGTNmALBnzx4KFy7MqlWrWL9+PZcuXeL+/fu4u7vz9NNP07dv3zj/50VEkqI8Jy7lOTGU5yROeU58ynOyLxV4JNcZN24cR44cwd/fn7///pv/+7//44033rB2WBaTJk3ixx9/jHN35fbt29y+fZvt27fz7bff0qFDBz755BM8PT3jvPfWrVusXLmSLVu2sGjRIqpWrZpoP8HBwbz66qvs378/zvnz589z/vx5Fi5cyNdff0379u0TvcaCBQuYPHkyoaGhcc5Hx7tlyxbq1q3LtGnTKF68eJKfe8qUKcyZM8fy/N69e5w7dy5FP4Ri27JlC59++in+/v5xzvv6+uLr68uRI0eYN28eEyZMoHnz5qm6dmbYtWsXH374IX5+fvFei475xIkTLFiwgIkTJyb473Hs2DGGDBkS7zP7+fnh5+fHqVOn+Omnn3j33Xd59dVXUxWfr68vAwcOtCQ9nTp1YuLEiXGSnitXrvDGG29w48aNOO/19/fH39+f8+fPs2jRIl5++WU++uijRBPhpGTEZ/Ty8uLtt9/m1KlTcc6HhYVx5swZzpw5wy+//MKHH37ISy+9lGgsBw4c4L333sPb2zvOeV9fXw4dOsShQ4eYN28eU6dOpV69ekl+Ln9/f4YOHcrff/8dL9Z169axbt063nrrLYYPH57kdUREoinPMSjPUZ6TEspz4lOek72pwCO5jru7O2PGjOH9998HjCpzy5YtbWK3iRUrVnD16lVcXFzo2rUrtWvXJiAggHXr1nHq1CkiIiL44osv2Lt3L6tXr6ZEiRL07NmTihUrcvfuXZYsWcK///5LQEAAn332GcuWLUu0r19++YXw8HBcXV3p2bMnNWvWJCAggI0bN3L06FGCgoJ49913KVCgAI0bN473/hkzZlh2T3B0dKRjx448/fTTuLi4cO3aNUuV/q+//qJPnz54enpSsGDBBGO5efMmc+fOpVChQgwcOJBSpUpx4sQJChUqlKqhw7///jujRo0iKioKgCeffJJ27dpRrFgxvL292bRpE8eOHcPf358hQ4bw/fff07ZtW8CYgz5z5kwAvv/+ey5evAhgORfdJjnR1/Hx8eGzzz4DoGHDhpa7XRUrVrS0/fvvv3nrrbeIiIjAZDLRunVrnnnmGYoUKUJoaCiXLl1izZo13L1713In9qmnnoqTRPr5+TF06FD8/f0xmUy0a9eOZ555hgIFCuDr68uBAwfYsmULERERTJgwgSpVqvDss8+m6O8zMDCQ1157jUuXLgEJJz1hYWG89dZblqTn2WefpUWLFhQpUoSAgAD++usv1q9fT3h4OAsWLKBixYr07t07Rf1n5Ge8e/cuvXr14s6dO5Z/p06dOlGuXDkePnzIkSNH2LBhA6GhoXzxxReEhYXxyiuvxItl3759vPnmm4SHhwPQtGlTmjdvjru7Oz4+PuzYsYO9e/fi7e3Nyy+/zMKFC5O8MzV8+HAuX75M2bJl8fDwoEKFCvj5+bFu3Tr++usvAGbNmkX9+vVp0qRJqv7eRCR3Up5jUJ6jPCc5ynOU5+RIZpEc7sMPPzRXrVrVXLVqVfPevXst54cMGWI536NHD3NERES8906bNs3SZsWKFfFej36tRYsWScawatUqS9tp06bFee369euW16pWrWpu0qSJ+dKlS3HahIaGmtu3bx+nXa9evcyBgYFx2gUGBpqfe+45S5sbN24kGkfVqlXNrVu3jtfm0c/dsmVLc3h4eJzXDx8+bK5evbrls1+8eDHeNSIiIsxff/215TrDhw+P16Zfv36W12vVqhXvc6fG3bt3zXXq1DFXrVrVXK1aNfMvv/ySYLtffvnFXK1aNXPVqlXNdevWNXt5eSUZV1rF/nf98MMPE2zTp08fS5tVq1Yl2Ob+/fvmtm3bWtr9/PPPcV5fsGCB5bVZs2YleI0VK1ZY2rz66qvxXk/o6/j+/fvmHj16WF579913E/w/snXrVkubMWPGJNj/n3/+afl6adOmTYJtkpIRn3HgwIGW17/77jtzZGRkvDbnzp0zN23a1Fy1alXz448/bj579myc1/39/c3PPPOMuWrVquaaNWuat2zZkmAsGzduND/++OPmqlWrmps1a2YODQ2N83rs/19Vq1Y1jxgxIl6byMhI86hRoyxthg4dmuTfkYjkXspzEo5DeY7ynGjKcwzKc3IHLbIsuda4ceMsd1qihzDbgnfffTfeXTYnJye6d+9ueW4ymfj2229xc3OL087NzY0OHTpYnl+4cCHRfuzs7Jg6dSqlS5eO99o777xjuZt148YNtm/fHuf1mTNnEhUVhclk4vvvv+exxx6Ldw17e3s++ugjnnjiCQA2bdrElStXEo2nQ4cO6bq7OH/+fIKDgwHo27cv/fv3T7Bd//796du3L2DML7bWLiO3b9/m2LFjANSuXTvOwpixubq68vLLL1ueP/p3GPt5y5YtE7xGjx49qFGjBk888QTFihVLNrbg4GAGDx5sGU77wgsvxLujlZr+mzZtSrNmzahRowZVq1YlJCQk2RhS20dSn/Ho0aPs27cPgBYtWvDee+9hZxf/x1+1atX4/PPPAYiIiODHH3+M8/qSJUvw8fEBYNSoUTz//PMJxtKhQwf69esHGEOQ16xZk+hnK1iwIN988w1OTk5xztvZ2TFs2DDL8+i7XCIiKaU8R3mO8pyEKc9RnpOTqcAjuVbRokX5+OOPLc9tYbcJR0fHOIlLbOXKlbMcV6tWjQoVKiTYLnYiExAQkGhfTZs25fHHH0/09dg/bLdu3Wo59vX1tfwQefzxx6ldu3ai17Czs6NXr16Asejbzp07E2379NNPJ/paSkQnZ3Z2drz55ptJth00aJDlh/iWLVvS1W9aFS9enF27drFkyRK++uqrJNvGXlDv0aShcOHCluP/+7//IywsLMFrrFmzhlWrVjF+/Pgk+woLC2Po0KEcPnwYgBdffJFvv/02wUTh0f4XLlzIgwcPEmw3Z84c1qxZw/Tp08mbN2+SMSTVR1o+48aNGy3HPXv2TLKvVq1aWRKnP/74wzIMPvZ17Ozs4vwikpA+ffpYjh/9xSG2Fi1aJLpIYfny5XFxcQGINydfRCQ5ynOU54DynEcpz1Gek9NpDR7J1V544QU2bdrEjh07CA0N5eOPP2bJkiVp3m0ivcqUKUOePHkSfC32Xazy5csneo3Y30Rjf9N+VELzzWOrV68eJpMJs9kcZ2G06LsxYNxx27ZtW5LXCQwMtBw/usBabOm5q+Xr68u1a9cAY+53cgsWFi9enMqVK3PhwgVu376Nl5dXkjs3ZAaTyUTx4sUTXZQxPDycf/75h5MnT7J582bL+cjIyDjtOnTowJw5c4iKimLNmjXs3buXli1b0rRpUxo1akT+/PlTHFNERATDhg1j7969AOTNm5ePP/440aQHjDtNzs7OBAcHs2/fPlq2bEmLFi1o2rQpzzzzDO7u7inuPzHp/Yyxv2Zv3ryZ7Nds0aJFuXv3Lg8ePODy5ctUqVKFwMBAyxx9FxcXDh06lGzcTk5OhIWFJfl1n9x6B25ubjx8+JCIiIhk+xMReZTynMQpz8lcynNSTnmO8pyMpAKP5HpffPEFR48etSyU9tNPP/H6669bJZbEFud7VHS1OyEpXbk/uW0W3dzcyJ8/PwEBAXFW0b99+7bl+Pjx4wwdOjRF/YGRoCQmNT+gHxU7vth3AJNSrlw5y9Due/fuZXniE5u3tzc7d+7kzJkzXLt2jWvXruHl5ZXgDztzrF1HwPjB+fHHH/PNN98QFRWFt7c3y5cvZ/ny5djb21OrVi2ee+452rVrl2xyeefOHcvifGDcRfvf//7Hl19+meh7ChcuzMSJE3n33XcJCwsjICCANWvWsGbNGkwmE9WqVaNZs2a0adPGMow9tdL7Gb28vCzHyd1FfJSPjw9VqlTh9u3blr/7Bw8epOrr3t/fn6ioqAQTyOS+7h0cjB/Tj/67i4iklPKchCnPyTrKc5KmPEd5TkbSFC3J9YoWLcqYMWMsz6dNm2a1Icyp2UkhvVIyfDT6Llns7UHv37+f5j4TG9YKxJubm9brJpUUxhb7DuDDhw/T3Hd6hIWF8dVXX9G8eXM+/fRTli5dyt69e7l+/ToRERHY2dlRs2ZNOnXqlOR1+vfvz/Lly2nbtm2cf9fIyEj++usvpk2bRocOHXjzzTfjJK6JadOmDQUKFACMHU8e3WI2ofbr1q3Dw8Mjzh1Ys9nMuXPnmDt3Lt26daN3796Wu0OplZ7PmNTXXXKi35uer3uz2UxQUFCCr1nrLrqI5B7KcxKnPCdzKc9JOeU5klE0gkcEYwjz77//zs6dOy1DmJcuXZph14+dONiKlMQUnRDE/mEWO2F44403eO+99zI+uFTKly+f5TilSUzsH0SJzQ3OTGazmbfeeos///wTMO5gPPXUUzzxxBNUqlSJypUrU61aNfLly8f+/fvZsGFDkterXbs206ZNIzg4mIMHD7Jv3z4OHDjAhQsXLHdFdu3axcsvv8zatWsTTXw7d+7MhAkT8PT05JNPPgHg008/Zf369Un+PVWsWJHx48fzxRdfcOTIEUv/p0+ftgy3Pn78OAMGDGDNmjUpWgQxoz5j3rx5LQnMiRMnEp0ekJTYn71OnTqsWLEi1dcQEbEW5TkJU56TeZTnKM8R61CBR+Q/X3zxBZ06dbIMYU7JbhPRc7eTmzeanqp4ZknuDoefn59lXnnsYb2x5xrHHuZqTUWLFrUcR89RT86///5rOU5uLntm+P333y1JT+nSpZk/fz4VK1ZMsG1Si0g+ytnZmebNm9O8eXMA7t69y4YNG5g6dSohISFcvXqVtWvXWhaFjK1o0aJMnDjRsrje2rVrOXz4MNevX2fy5Mlx7gAnxtHRkWeeeYZnnnkGMIbtbtmyhcmTJ+Pn54ePjw+LFi1i1KhRKf5M6f2M7u7ulsTnzp07KR7eHpstft2LiKSG8py4lOdkLuU5ynPEOjRFS+Q/xYoVi7PbxLRp0/jnn3+SfE/0cNvkhkaeP38+/QFmsJMnTyb5euzhqnXr1rUc16lTx3J8+PDhJBc4BPjzzz8ZPnw4EydO5I8//khTrMkpUqQIZcqUAeCff/5JNqnz8vKy/Nu6u7un6S5LesXecWDo0KGJJj0AZ86csRzHnqMcFRXF77//zqxZs/j+++8TfG+xYsV49dVX49yBjH292JycnCzzp00mE+PGjbMMp1+0aBHHjx+P955du3bxww8/JDp/vWDBgvTs2ZNvvvkm2f4TkhGfMfbX74EDB5Lsz2w2M3r0aD799FPmzJljSTqLFStGqVKlAOOXhqtXryZ5nbt37/LWW2/x1VdfsXjx4iTbiohkBeU5cSnPyVzKc1JGeY5kNBV4RGJ58cUXadGiBWAM7Y297WBCihQpAhjDYBP7RhgQEMCePXsyNM6MsHnzZu7evZvga5GRkcyfP9/yvGPHjpbjsmXLWrYd9fLyYs2aNYn2ERUVxeTJk9m0aRPz58/nxo0bGRN8Atq0aWPp84cffkiy7Q8//GBJ2Fq1apUp8cReaC6h5DD2dpCxh14/ytfXF09PT8vz2HdR7ezs+O6775g6dSpz586NswjjowoVKpSi/mKrXLkygwYNsnyGMWPGxNu6c968eUyaNIlFixZx4sSJDO0fMuYzRn9tAPz0009JDtvfvn07np6erFixgoULF+Lq6prgdebMmZNk3D/++CPbt29n4cKFHDx4MMm2IiJZRXmOQXlO+inPSX//oDxHMp4KPCKPGDduXIp3Ooh9l2fKlCnxVoB/8OAB7733Xpwfcrbi4cOHDBs2LM72nmAkPePGjePUqVOAsY1ogwYN4rQZMmSI5fjLL7+0DMGNLSoqirFjx1ruMLi7u+Ph4ZHRH8Pi5Zdftiw8uGTJEhYtWpRgu8WLF1vWHciXLx9vvPFGpsQTey7zo3/HgOVOHBgL/CWUHN26dYvBgwfH+WH/6A/t6KQ0KiqKjz76KF5iAhAcHBxnKH7Dhg1T/DkGDRpEpUqVALh8+TIzZsxIsH+ATz75JMFh+pGRkcydOzdN/cfuI62fsWXLllSvXh2AK1euMHLkyATXMDh37lycu9uvvfZanMUBBw4caPkaW716NXPmzElw14c1a9awcOFCwLhDaK3dakREEqI8R3lORlCeE0N5jvIcW6I1eEQeUbx4ccaMGcOHH36YbNtevXrx+++/A7Bp0yZ69+5Nly5dyJ8/P5cuXWLVqlV4e3tTt25d/vrrr0yOPHUKFy7M8ePH6dSpEz179qRSpUrcvXuX1atXc+7cOcAYdjpx4sR4723Tpg29evVi+fLlPHz4kNdff50WLVrQrFkzChQowI0bN1izZo1llw57e3vGjx+f4p0f0qJEiRJ8+eWXvPfee5jNZr788ks2btxIu3btKFasGN7e3mzatImjR48CMUNzk9tGNa0KFiyIs7MzwcHB/Pnnn/zwww+UK1eOUqVKUbt2bbp168by5csxm83s3buXrl278sILL1CiRAn8/Pz466+/2LJlCyEhIXGu++gw+ddee43Vq1fj7e3Nnj17eP755+natSvly5cHjDn4q1atstzFbNiwIc2aNUvx53BycuLLL7+kX79+mM1m5s+fT7t27Sx3Nz08PFi8eDEXLlzg/PnztG7dGg8PDypVqkSePHm4efMma9assdz5rVSpEt26dUvV32V6P6PJZGLKlCn07NmT+/fvs337dtq2bYuHhwdVqlTh4cOHHD9+nPXr1xMeHg5AgwYNGDBgQJw4SpYsGedrbMqUKWzZsoWOHTtSsmRJ7t27x65du+LcyR40aBC1a9dO1ecVEclMynOU52QE5TnKc0B5ji1SgUckAS+++CKbNm1i586dSbZ75plnGD58ONOmTcNsNvPXX3/FS3CaNGnCF198kWlDZNNq9OjRLFiwgNOnTzN9+vR4r5crV445c+bEuQMT27hx4yhcuDA//vgjERER7Ny5M8G/r4IFC/LNN9/w3HPPZfhneFSnTp1wcnJizJgxBAYGcuzYMY4dOxavXaFChZgwYUKqEoDUMplMdO7cmRUrVhAREcGkSZMAaNu2LdOmTaN27dp89NFHTJgwgaioKM6dO2dJOB+N9auvvuLzzz/H29ubCxcuEBUVZRkaXbBgQebNm8egQYO4ffs2t2/fZvbs2QnG1KRJE6ZOnZrqz1K/fn26d+/OypUriYiI4OOPP+bXX3/FwcEBJycn5s6dy5tvvsnFixfx9/dPdOHOmjVrMnPmzFTv7pARn7FSpUosW7aMYcOGcfnyZe7evZvo8OPWrVszceJEHBzi/4h89Gvs9OnTnD59Ol47BwcHhgwZwttvv52qzyoikhWU5yjPSS/lOfEpzxFboAKPSCLGjRvH0aNHExx2Gttbb73Fc889x+LFizl48CDe3t64urpSvXp1unbtSufOnfHz88uiqFPOzc2NZcuW8fPPP7N+/XquXbuGg4MDlSpVokOHDvTp0yfJH1Amk4kRI0bg4eHBsmXLOHDgADdu3CAoKIh8+fJRuXJlmjdvTo8ePShcuHCWfa42bdrQqFEjli1bxh9//MGVK1d48OABRYoUoXz58rRv355OnTrF2RI1s3z66acULlyYjRs3cvv2bRwcHAgODra8PnDgQJ588kl++eUXjh07hre3NyaTiYIFC/LYY4/RrFkzPDw8yJ8/P9u2bWP16tUEBATwxx9/0LJlS8t1qlevzm+//caqVavYuXOnJQFxcHDA3d2dJ598ko4dO1p2Y0iLDz74gJ07d3Lv3j3Onj3LDz/8wFtvvQVAqVKlWL16NWvXrmXr1q2cO3cOX19fTCYT7u7uPPHEE7Rp04YOHTrEmbOfGhnxGR977DHWr1/Phg0b2Lp1K6dOncLX1xcwFhesW7cuHh4eNG7cOMlY2rRpwzPPPMPy5cvZvXs3ly5dIjAwEEdHR8qWLUvDhg3p3bs3lStXTtNnFRHJCspzlOekl/Ic5Tlie0zmhCbWiYiIiIiIiIhItqFFlkVEREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkVeEREREREREREsjkHawdgTadPn2bhwoUcOnQIb29vXFxcKFOmDG3btqV3797kz58/U/qdNGkSP/zwA127duXbb7/NlD5EREREMjvXmT9/PhMnTkxx+2PHjpEvX7509SkiIiIJy7UFnjlz5jB16lSioqIs58LCwvD39+fUqVMsWbKEadOmUbt27Qzt98CBA8yfPz9DrykiIiLyqKzIdc6ePZsRoYqIiEgGyJUFnsWLFzNlyhQAnJ2d6dWrF7Vq1SIwMJCNGzdy5MgRvLy8GDRoEL/++iulS5fOkH5PnDjB22+/TWRkZIZcT0RERCQhWZXrnDt3DoBSpUoxZsyYZNvnzZs3Tf2IiIhI8kxms9ls7SCykpeXF+3atSMkJIQCBQqwaNEiqlatanndbDYzZcoU5s6dC0CbNm2YPn16uvtdt24dY8eO5eHDh5ZzmqIlIiIiGS2rcp3Q0FCeeuopIiIiaNu2LdOmTcuwzyAiIiKpl+sWWV6wYAEhISEADB8+PE7CA2AymRg1ahT169cHYMuWLVy8eDHN/fn7+/Ppp5/y/vvvxynuiIiIiGSGrMp1Lly4QEREBADVq1dPZ9QiIiKSXrmqwGM2m9m4cSNgDBHu3r17om0HDhxoOd6wYUOa+lu4cCHPP/88K1asAMDV1ZXXXnstTdcSERERSU5W5jrR07NABR4RERFbkKsKPJcuXcLb2xuA+vXrkydPnkTbNmzYEDs7469n165daervp59+IjAwEIBGjRqxZs0amjVrlqZriYiIiCQnK3Od2Assq8AjIiJifblqkeXz589bjqtVq5Zk2/z581O8eHG8vLy4ePEiERERODik/q+rQoUKjBgxgvbt2wNw69atVF9DREREJCWyMteJLvDkz5+fUqVKAfDvv/9y/fp17O3tKVWqFOXLl0/DpxAREZG0yFUFnps3b1qOy5Qpk2z7UqVK4eXlRUREBLdv307Re2KbMGEC9erVs9wdExEREclMWZXrmM1mSzGpcuXK/PzzzyxcuJDr16/HaVemTBlef/11evXqpXxIREQkk+Wqn7Q+Pj6W40KFCiXbvkCBApZjf3//VPf39NNPK5kRERGRLJNVuc7169cJCgoC4Pjx43zzzTfxijsAN27c4PPPP2fQoEHabEJERCST5arqQ/SOEmAsPJic2PPWg4ODMyUmERERkYySVblO7PV3AGrUqMGUKVPYu3cvJ0+e5LfffmPo0KGWGHbv3s0HH3yQ4uuLiIhI6uWqKVrh4eGWY0dHx2TbOzk5WY6jtwG1luXLl7N8+XIAQkNDLTtkiIiIiETLqlzn5s2b2NvbExkZSfv27fnuu+/i9Fe5cmWGDRtGs2bNGDBgACEhIWzdupVt27bRunXrBK+pXEdERCR9ctUIHmdnZ8tx7AQoMWFhYZbjlCRJmalXr154enri6emZ5I4YIiIikntlVa7z6quvcuLECbZt28bEiRMTfW+dOnUYOnSo5fmSJUsSvaZyHRERkfTJVQUeFxcXy3FoaGiy7WO3iZ0wiYiIiNiirMx1HBwcKFu2bJxRQAnp2rWr5fjIkSNERUWlqh8RERFJmVxV4MmfP7/lOCULCQYEBFiOixQpkhkhiYiIiGQYW8x1ihYtSsGCBQGjoJSWjStEREQkebmqwFOpUiXLsZeXV7Ltb926BRjz04sWLZppcYmIiIhkBFvNdaw91V1ERCQ3yFWLLFetWtVyfP78+STbBgQEcOfOHQCqVKmCvb19psYmIiIikl5ZketERESwcuVKfHx8ePjwYbK7Y4WGhuLn5wcYhaTYW7OLiIhIxslVBZ5y5cpRunRpbt68ydGjRwkPD0/0jtKBAwcsc8QbNmyYlWGKiIiIpElW5DoODg58//33lqlWvXr1onz58om2P3DggGWHrrp16+qmmYiISCbJVVO0ANq3bw9AYGAgnp6eibZbsGCB5bhTp06ZHZaIiIhIhsiKXKdJkyaW48WLFyfaLiIigpkzZ1qee3h4pKofERERSblcV+Dp16+fZYeJCRMmcOLEiXhtJk2axLFjxwBo2rQpNWvWzNIYRURERNIqK3Kdl19+GZPJBMCiRYv47bff4rUJCwvj448/5u+//wagRo0aumkmIiKSiXLVFC2AkiVLMnz4cMaPH09QUBB9+/ale/fu1KtXj6CgIDZs2MDhw4cBcHNzY+zYsfGu4enpyejRowEoXbo0O3bsyNLPICIiIpKYrMh16tSpwxtvvMEPP/xAZGQkI0eOZP369bRo0QJXV1f++ecfVq9ezfXr1wFjh67JkydrsWUREZFMlOsKPAADBw4kMDCQ2bNnEx4eztKlS1m6dGmcNu7u7syaNYty5cpZKUoRERGRtMmKXOfdd98lT548zJo1i8jISHbs2JHgTa9q1aoxZcqUODt8iYiISMbLlQUegGHDhtGyZUsWL17MoUOH8Pb2xt7envLly9OyZUsGDBhAwYIFrR2miIiISJpkRa7z9ttv06FDB5YtW8b+/fu5efMmYWFhFClShBo1atCuXTs6d+6shZVFRESygMlsNputHYSkjoeHR5KLJoqIiIhkZ8p1REREUi/XLbIsIiIiIiIiIpLTqMAjIiIiIiIiIpLNqcAjIiIiIiIiIpLNqcAjIiIiIiIiIpLNqcAjIiIiIiIiIpLN5dpt0kVERMSKgoNh9Wq4fBkqVwYPD8ib19pRiYiIiGRbKvCIiIhI1jp8GNq0gYgICAqCfPlg6FDYsgWeftra0YmIiIhkSyrwiIiISNYJDjaKO/7+MecePDD+bNMGvLw0kkdEREQkDbQGj4iIiGS+yEjYtw969YKAgITbRESAp2fWxiUiIiKSQ2gEj4iIiGSOBw9g61ZYtw42bgRv76TbBwXBlStZE5uIiIhIDqMCj4iIiGScGzdgwwajqLNjB4SGpvy9+fJBpUqZF5uIiIhIVrHChhIq8IiIiEjamc1w/LhR0Fm/Ho4dS7xt8eLQvj2sXGmM1nmUg4OR/IiIiIhkZ1baUEIFHhEREUmdkBDYuTOmqHPzZuJta9WCLl2gc2cjobGzg7feip/0ODgYSY8WWBYREZHsxmyGsDAjR/L1hdatITAw5vUs2lBCBR4RERFJnre3sY7OunVGISahETgAjo7QvLlR0OncGSpUiN/m6afh1i1j2PKVK8a0rCwYtiwiIiI5mNkM4eFGkSUkxJgildBxUq+ltV1IiNF/cqI3lOjbN1P+ClTgERERkfjMZjh7NmaUzv79iScuhQpBx45GQadtWyhQIPnrOztnWnIjIiKSK1hhjZcUiYhIW6EkI4owUVHW/vRJy+QNJVTgEREREUN4OOzZE1PUuXw58bZVqhhTr7p0gcaNjSlWIiIikjWSW+MlMjJzCiopeU9kpLX/dqzDySmmwHb/fsI3xjJ5QwllYyIiIrmZvz9s2mQUdX7/3XieEDs7aNLEGKXTpQtUq5aVUYqIiOQe0eu4JPTw8YG7d2HhQuPGTLToNV4aNDBuukREWCd2a3NwMEYJ581rPBI7Tuq1tLwnb14jVwLj369kyYRzqkzeUEIFHhERkdzmypWYUTq7dyeeBLq6Qrt2RlGnQwdwd8/aOEVERLIrsxkePky8UPNo0Sb28+Dg9PVt7eKOnV1M8SMjiyjJvSdPHtsYUZw3rzGSygobStjApxcREZFMFRkJhw7FFHVOn068bblyMaN0mjUzkiUREZHcymw2RsckVIhJ7hEaar24Tab0F07S+n5bKLJYm5U2lNDfvIiISE4UFARbtxpFnQ0bjF2wEvP00zFFndq1jaRQREQkJ4mKMratTskImkcfWT0ixtERCheO/yhSxPjz8mVYutSYCvQoV1eYORP699fPc2uzwoYSKvCIiIjkFDdvGsWcdetg+/bE7xzmzQutWxtFnU6doFSprI1TREQkrSIjjbVNUjvtyc8v63dYypMnpiiT2COh1/PlS7o4ExJijAxJqMDj4AA9e6q4k0upwCMiIpJdmc3w118xU6+OHk28bbFiMaN0WrcGF5csC1NERLKpzNyGOyLCKLqkdNpTdLvENgPITC4uiRdjkircODtnTjxWXONFbJsKPCIiItlJaCjs3BlT1LlxI/G2tWrFFHWefjpmdwcREZHkJLcNd7TQUKNQk5opT76+xnSprObmlvJRNNGPQoVss2BipTVexLapwCMiImLrvL1h40ajoLN5s5FoJ8TBAZo3Nwo6nTtDhQpZGaWIiOQEZjNcvQqtWsH9+zHno7fhbtwYatSImSaV2M+kzFSwYMpG0DxaqHF0zPpYM5MV1ngR26YCj4iIiK0xm+HcuZhROvv2GecSUqiQsYV5ly7Qti0UKJC1sYqISPYSHm6M/vz3X+Nx7VrMcfTzpHZ/ioiAkyfTH4fJZPwMS+3Up4IFtUuTSCL0P0NERMQWhIfD3r0xRZ1LlxJv+9hjRkGnSxdo0kSJroiIxAgKiluwebSQc+tWxi42bG+fugWEox8FCmjqsEgGU0YoIiJiLQEBsGmTUdT57bfEF460szOGxEdPvapWTbtjiIjkRmYz3LsXf9RN7CKOj0/6+3FxMXZoSqgQ5OwMY8bASy8ZhRo3N/1MErERKvCIiIhkpStXjBE669fDrl3GUPeEuLoaU666dDGmYLm7Z22cIiKS9SIijBE2CU2dij738GH6+ylZEsqXj/8oV87408nJaJPQjYc8eeDdd7WYr4gNUoFHREQkM0VFwaFDMVOvTp1KvG3ZsjG7XjVvbiTRIiKScwQHJ7zmTfTxjRsQGZm+PhwdjUJNdLHm0UeZMin7+aJtuEWyHRV4REREMlpQEGzbZhR1NmyAu3cTb1u/fszUqzp1NMxdRCS7MpuNES9JrX+T1M+DlHJziz/iJvajRImMWdtG23CLZDsq8IiIiGSEW7dipl5t25b4DiR58xpbz3bpAp06QalSWRuniIikTVQUeHklvv7Nv//GbCWeHsWKJT51qnx5YxeprLoZoG24RbIVFXhERETSwmyGv/+OmXp15EjibYsVM0bodO4MrVsbw9xFRMS2hIbC9euJbx9+/bqx42F62NsbU6QSmjpVvrwxVdfZOWM+j4jkOirwiIiIpFRoKPzxR0xR5/r1xNs+8UTM1KsGDbQVrIiItQUGJj516t9/4fZto3ifHi4uiU+dKl/eGLVpb58xn0dE5BEq8IiIiCTl3j3YuNEo6GzenPjwewcHaNYspqhTsWLWxikikpuZzcb6Nkmtf5PQjlCpVaRI4lOnypc3XtdaaiJiJSrwiIiIxGY2w/nzMaN09u0z1l1ISMGCxhbmXbpAu3ZQoECWhioiku0FBxuL+F6+DJUrJ76Ib3i4scNUUtuHJ7b2WUrZ2RkjbBLbPrxcOXB1TV8fIiKZSAUeERGRiAjYu9co6qxbB5cuJd62cmV44QVjlE6TJsZ2tCIiknqHD8fdhtvZGQYNgqFDjWJL7ALOrVuJF9tTKk+epKdPlS6t7+kikq2pwCMiIjlTcneFAwJg0yZjlM5vv4GfX8LXsbODZ56JmXpVvbqG34uIpERIiDFt6s6d+I+bN2HtWqO4E+3hQ+PPCRPS1l/BgklvH16smL5/i0iOpgKPiIjkPI/eFc6Xz7gj/NNPxjD+9euNxZJj/2IRW758xpSrzp2NKVhFi2Zp+CIiNisoKOGCTUKPwMCM7btkyaS3D8+fP2P7ExHJZlTgERGRnCU42CjuxF5MM3ph5K5dE39fmTIxo3SaN094DQgRkZzGbDYKMQkVaBIafRMUlDVxtWgB/fvHFG/KlDGmWImISKJU4BERkZxl9erER+Y8ql49o6jTpQvUqaOh+5LjnD59moULF3Lo0CG8vb1xcXGhTJkytG3blt69e5M/k0Y83L9/ny5dunDr1i0aNGjAwoULM6UfSYTZbEw7TelIm/QuTpwYe3tjWlTx4vEfly/DggVGUf5Rrq7w+uvQt2/mxCUikkOpwCMiIjnLqVOJb2UOULUqjBoFnToZC2qK5FBz5sxh6tSpRMVamDYsLAx/f39OnTrFkiVLmDZtGrVr187wvr/44gtu3bqV4dfN1SIjwccn+WLN3bvGIzw8c+Jwckq4YPPoo1gxKFzYWMcsISEhsHRpwgUeBwdj3TQREUkVFXhERCRnMJth5UqYOTPxNq6uMHas7gpLjrd48WKmTJkCgLOzM7169aJWrVoEBgayceNGjhw5gpeXF4MGDeLXX3+ldAYWOzdt2sS6desy7Ho5Wng4eHsnPSUq+uHtnf5dpBLj4hK/OJNY4aZAgYwZ7Zg3L2zZEn+9NAcH47ymyYqIpJoKPCIikv1dv24sorx+fdLtdFdYcgEvLy8mTpwIQIECBVi0aBFVq1a1vN6nTx+mTJnC3Llz8fX15dtvv2X69OkZ0vfdu3cZO3Zshlwr2woNTbpQE/vh45N5cbi5pWykTfHiRvHbGp5+2tj+fPVquHIFKlWKv+OhiIikmAo8IiKSfUVFwZw58NFHcP9+zPmiRY3tdk0m3RWWXGfBggWEhIQAMHz48DjFHQCTycSoUaM4evQoR44cYcuWLVy8eJEqVaqku+8xY8bg7+9P/vz5CczoHZTSKjjYKCBcvgyVK6etgPDwYcqmRt25E3eB94xWqFDSU6JiP3d2zrw4MpKzs0ZViohkEBV4REQkezpzBt54A/bti3v+rbdg/HhwdNRdYcl1zGYzGzduBCBv3rx079490bYDBw7kyJEjAGzYsIGRI0emq+8lS5awe/du7OzsGDNmDB9++GG6rpchDh+OPwVo6FDYvBmqV09+WlT0I6l1vdLDZAJ396SnRMUu4Dg5ZU4cIiKSI6jAIyIi2UtoKHz7LXzzDYSFxZyvXh1+/BGaNo05p7vCkstcunQJb29vAOrXr0+eJLaVbtiwIXZ2dkRFRbFr1650FXiuXr1qmRb28ssvU79+/TRfK8MEBxvFndgjaqILNQ0bZl6/9vbGKMKUTI1ydzdGF4qIiGQA/UQREZHsY/9+Y+vcM2dizjk6wujR8PHHkMQvsyK5wfnz5y3H1apVS7Jt/vz5KV68OF5eXly8eJGIiAgc0lBsiIyM5IMPPiA4OJjKlSszcuRIS5HJqlavNkbuZARHx5RNiypeHIoUSXznKBERkUykAo+IiNi++/eNAs7MmcZuWdEaNoR58+CJJ6wXm4gNuXnzpuW4TJkyybYvVaoUXl5eREREcPv27RS951GzZ8/m77//xsHBgQkTJiQ5aihLXb5sTMtKjIMDlC6dspE2BQtmzM5RIiIimUgFHhERsW0bN8KQIcZOWdHy5TPW2XnrLWM6hIgA4BNrV6ZChQol275AgQKWY39//1QXeE6ePMns2bMBGDx4MLVq1UrV+zNV5crG94qE1s9xdTUWaH/ppayPS0REJJNo/KiIiNimu3ehTx/o1ClucadDB2OK1jvvqLgj8ojo3bPAWGQ5ObFH2wQHB6e6rw8++ICIiAhq1qzJkCFDUvX+TOfhkfj6Ng4O0K1b1sYjIiKSyTSCR0REbIvZDL/8AqNGga9vzPmiRWHqVOjdW1MlRBIRHh5uOXZ0dEy2vVOsXZkiUrlezXfffceVK1dwcnJiwoQJaVq/J7bly5ezfPlyAPz8/NJ1LcDYNW/Llvi7aDk4GOe1q56IiOQwKvCIiIjtuHIFBg2Cbdvinh8wACZPNhYvFZFEOTs7W45jF3sSExZrJ7qUFISi7d27l8WLFwMwYsQIqlSpkoooE9arVy969eoFgIeHR7qvB8DTT8OtW8aCy1euQKVKxsgeFXdERCQHUoFHRESsLyLCGJ3z6afG1sbRKlSAuXONO/AikiwXFxfLcWhoaLLtY7eJXRxKSkBAAKNHj8ZsNlOvXj1eeeWV1AealZydoW9fa0chIiKS6VTgERER6/rrL2Pr86NHY87Z2cHIkTBunDGlQkRSJH/+/JZjf3//ZNsHBARYjoukcITcuHHjuHPnDi4uLkyYMAE7bQkuIiJiE1TgERER6wgONgo4//sfREbGnK9Tx9j6vH5968Umkk1VqlTJcuzl5ZVs+1u3bgHGWjxFixZNUR8bN24E4OHDh7Ru3TrZ9ocOHaJatWoAlC5dmh07dqSoHxEREUkdFXhERCTr7dwJb74Jly7FnMuTBz7/HN59F1KxFoiIxKhatarl+Pz580m2DQgI4M6dOwBUqVIFe+1KJyIikq2pwCMiIlnHzw/efx/mz497vlkz+OEHiPXLqYikXrly5ShdujQ3b97k6NGjhIeHJ7p48oEDB4iKigKgYcOGKe5j5syZybbx8fHhs88+A4zi0YgRI4CUbd0uIiIiaaMCj4iIZD6zGVatgrffhv9GDABQoIAxRevVV411d0Qk3dq3b8+8efMIDAzE09PTsjPVoxYsWGA57tSpU4qvn5JpWTdu3LAcFypUKEXvERERkfRRNi0iIpnr5k3o2hV69Ihb3OnWDc6eNRZYVnFHJMP069fPspvWhAkTOHHiRLw2kyZN4tixYwA0bdqUmjVrZmmMIiIikvE0gkdERDJHVJQx7erDDyEwMOZ8yZIwc6ZR9BGRDFeyZEmGDx/O+PHjCQoKom/fvnTv3p169eoRFBTEhg0bOHz4MABubm6MHTs23jU8PT0ZPXo0oIWRRUREsgsVeEREJOOdOwdvvAF79sQ9P2gQfPstFCxolbBEcouBAwcSGBjI7NmzCQ8PZ+nSpSxdujROG3d3d2bNmkW5cuWsFKWIiIhkJBV4REQk44SFwcSJ8OWXxnG0qlXhxx/hueesF5tILjNs2DBatmzJ4sWLOXToEN7e3tjb21O+fHlatmzJgAEDKKhiq4iISI5hMpvNZmsHIanj4eGBp6entcMQEYnr4EFjPZ1Tp2LOOTjARx/BmDGg3XNEJIWU64iIiKSeRvCIiEj6PHhgFHCmTzd2y4rWoAHMmwe1alkvNhERERGRXEIFHhERSbvff4fBg+HatZhzLi7w9dfwzjtgb2+92EREREREchEVeEREJPW8vWHkSFi8OO75tm1hzhyoUMEqYYmIiIiI5FZ21g5ARESyEbMZFi6EGjXiFneKFIFFi4wRPSruiIiIiIhkOY3gERGRlPnnH2M61pYtcc/36weTJ0PRotaJS0RERERENIJHRESSERkJU6bAE0/ELe6UL2+M2Fm4UMUdEREREREr0wgeERFJ3IkTxtbnhw/HnDOZYPhw+PJLcHW1XmwiIiIiImKhAo+IiMQXEmIUcCZOhIiImPO1asGPP0LDhtaLTURERERE4lGBR0RE4tq1C958Ey5ciDnn5ASffQbvv28ci4iIiIiITVGBR0REDP7+8MEHxgid2J59Fn74AapXt0pYIiIiIiKSPC2yLCIisHo1PP543OJO/vwwZw788YeKOyIiIiIiNk4jeEREcrNbt+Cdd8DTM+75F1+EGTOgdGmrhCUiIiIiIqmjETwiIrlRVJQx7erxx+MWd0qUgFWrjBE9Ku6IiIiIiGQbGsEjIpLbnD9vLKK8e3fc82+8ARMmQKFC1olLRERERETSTCN4RERyi/Bw+OYbqFMnbnGnShXYudMY0aPijoiIiIhItqQRPCIiucHhw/D663DiRMw5e3tj16xPPwVnZ+vFJiIiIiIi6aYCj4hIThYUZBRwpk411t2JVq8ezJ9vjOYREREREZFsTwUeEZGcavNmGDwYrl6NOefsDF99BcOGgYN+BIiIiIiI5BRag0dEJKe5dw8GDIB27eIWd55/Hk6dglGjVNwRyWRXY//fExEREckCKvCIiOQUZjMsWQI1asDChTHnCxeGn382RvRUqmS9+ERykfbt2/PSSy+xatUqgoKCrB2OiIiI5AIq8IiI5AT//gsdO8JLLxkjeKL16QNnzxojekwm68UnksuYzWaOHTvGJ598QtOmTRk9ejSHDh2ydlgiIiKSg6nAIyKSnUVGGgso16wJv/8ec75sWdiwwRjRU6yY9eITyaXat2+Pk5MTZrOZ4OBg1qxZw8svv0zr1q2ZNWsWXl5e1g5RREREchgVeEREsqtTp6BJExgxwtgtC4xROu+8A6dPGyN6RMQqpkyZwt69e/n888+pW7cuZrMZs9nMjRs3mD59Oq1ateLVV19l48aNhIWFWTtcERERyQG0yqaISHYTEgLffAPjx0NERMz5mjVh3jxo1Mh6sYmIhaurK71796Z3795cvXqV1atXs27dOry8vDCbzezfv5/9+/fj6upKx44d8fDwoHbt2tYOW0RERLIpk9lsNls7CEkdDw8PPD09rR2GiFjDn3/CG2/A+fMx55yc4JNP4MMPjWMRsVlms5kDBw6wevVqtm7dSnBwMACm/9bIqlSpEt26daNLly64u7tbM1SrUq4jIiKSeirwZENKekRyoYAA+OgjmDMn7vkmTeDHH42ds0QkWwkODmb37t3s2LGDP/74g4CAAMAo9tjb29OsWTN69erFc889Z+VIs55yHRERkdTTFC0REVu3di289RbcuhVzzs0NJkyAQYPATsupiWRHzs7OtG7dGldXV5ycnFi9ejWRkZGYzWYiIiLYsWMHO3bsoHz58owcOZK2bdtaO2QRERGxYSrwiIjYqtu3jQWTf/017vnOnWHWLChTxjpxiUi6RK+/s27dOnbu3ElgYKDlPECpUqWoXbs2u3fv5uHDh1y9epURI0bg4eHB119/bc3QRURExIapwCMiYmvMZvi//4P33gN//5jzxYrBjBnQvbuxW5aIZCsXL15kzZo1bNiwgbt37wIxRR0nJydatWpF9+7dady4MSaTiZCQENavX8/UqVO5d+8enp6eVKlShYEDB1rxU4iIiIitUoFHRMSWXLxoTLvauTPu+Vdfhe++g8KFrROXiKSJj48P69evZ+3atZw7dw6IKeoAVKtWje7du9OlSxcKFCgQ57158+alR48ePPXUU3Tp0oWoqChWrFihAo+IiIgkSAUeERFbEB4OkybBuHHGNujRKleGuXOhVSvrxSYiqbZx40bWrFnD/v37iYyMBGIKO/nz56djx450796dmjVrJnutypUrU7VqVc6ePcvNmzczNW4RERHJvlTgERGxtqNH4fXX4a+/Ys7Z28O778LYseDiYrXQRCRt3n33XUwmk6WoYzKZaNiwId27d6dt27Y4OTml6nqOjo4AFClSJMNjFRERkZxBBR4REWt5+NAo4EyeDFFRMeeffBLmzYOnnrJebCKSbmazmRIlStC1a1c8PDwoW7Zsmq9Vs2ZNGjVqxJNPPpmBEYqIiEhOogKPiIg1bN1qrLXzzz8x5/LmhS++gJEjwUHfnkWys7Zt29K9e3eaNm2KKQMWRR87dmwGRCUiIiI5mX6DEBHJSj4+xtSrn3+Oe75VK2OtncqVrROXiGSoqVOnprjtyZMnqVmzJnZ2dpkYkYiIiOR0yiRERLKC2QzLlkGNGnGLO4UKwU8/GSN6VNwRyXGCgoKYPn06rVq14uDBg/Fe9/HxoUePHjRt2pSZM2cSFhZmhShFREQkJ1CBR0Qks127Bp07Q58+4O0dc75XLzh7FgYOhAyYwiEituXatWu88MILzJo1i1u3bnH16tV4bW7cuAGAn58fM2bMoHfv3vj6+mZxpCIiIpITqMAjIpJZIiNhxgyoWRM2bow5X6YMrFtnjOgpXtx68YlIpgkLC+PNN9/kxo0bmM1m7OzsLNulx1agQAG6du1K/vz5MZvNnD17luHDh1shYhEREcnuVOAREckMp0/Ds8/CO+/AgwfGOZMJhg41Xuvc2brxiUimWrlyJVevXrVsj75z50769u0br12FChUYP34827dvp127dpjNZo4cOcJvv/1mhahFREQkO1OBR0QkI4WGwuefG1ud798fc75GDfjzT2NET/78VgtPRLLG5s2bAShbtizz5s2jWLFiSbZ3dXVlwoQJlC5dGoC1a9dmeowiIiKSsyS6i9Yvv/wCQIsWLShbtmy6O9q2bRvvvPMOJpOJM2fOpPt6IiJWFxwMq1fD5cvGAsklSxojdM6ejWnj6AgffwyjR0OePNaLVUSy1IULFzCZTPTo0QNHR8cUvSdPnjx4eHgwffp0Tp8+nSFxnD59moULF3Lo0CG8vb1xcXGhTJkytG3blt69e5M/AwrON2/eZPHixezZs4fr168TFRVFsWLFePLJJ+nSpQtNmzbNgE8iIiIiyUm0wPPNN99gMpkoXbp0kgWe8ePHA9C9e3eqVKmSZGdmszmNYYqI2JjDh6FNG4iIgKAgcHCA8PC4bRo1gnnzjDV4RCRXefDf1MwyZcqk6n0VKlQAwN/fP90xzJkzh6lTpxIVFWU5FxYWhr+/P6dOnWLJkiVMmzaN2rVrp7mPVatW8eWXXxIcHBzn/LVr17h27Rpr166lRYsWTJgwgQIFCqS5HxEREUleogWelPr5558xmUw0aNAg2QKPiEiOEBxsFHdi/wIWu7iTLx98+y0MGQL29lkenohYn7u7O3fu3ME79s55KRAYGAgYU7bSY/HixUyZMgUAZ2dnevXqRa1atQgMDGTjxo0cOXIELy8vBg0axK+//mqZGpYav/32G2PGjLHcwGvRogWNGzemQIECXLlyhRUrVuDr68vOnTt5++23+emnn3BwSHfqKSIiIonQT1kRkdRavdoYuZMQe3sYPx7efjtrYxIRm1KuXDlu377Npk2bGDBgQIrft337diBmJE9aeHl5MXHiRMDYpWvRokVUrVrV8nqfPn2YMmUKc+fOxdfXl2+//Zbp06enqo+goCDGjRtnKe7873//o/Mji8e//vrrvPHGGxw/fpxDhw6xYcMGXnzxxTR/LhEREUmaFlkWEUmty5djdsZ6VFQUBARkbTwiYnPatWsHwPHjx1m0aFGK3rN27Vr27NmDyWSiefPmae57wYIFhISEADB8+PA4xR0Ak8nEqFGjqF+/PgBbtmzh4sWLqepjw4YNlmlkXbt2jVfcAXBzc+PTTz+1PF+/fn2q+hAREZHUUYFHRCS1kppykS8fVKqUdbGIiE3q0qULBQsWBODrr79m9OjRnD9/PsG2ly9fZty4cYwePRowCiMJbameEmazmY0bNwKQN29eunfvnmjbgQMHWo43bNiQ6n6efPJJ8ufPT6dOnRJtF3v6/o0bN1LVh4iIiKSOpmiJiKTGmjUwc2birzs4gIdHloUjIrbJ1dWVSZMm8cYbb2A2m1mzZg1r1qzBzc2NUqVKkTdvXkJCQvDy8rKsu2M2m7G3t+ebb75J8+5Wly5dsqz7U79+ffIksXtfw4YNsbOzIyoqil27djFy5MgU99O7d2969+6dbLvr169bjpPbKl5ERETSRyN4RERS6rffoGdPYxoWgJ2dMWLHZAJXVyhYELZsgbx5rRqmiNiGJk2aMHv2bIoXL47ZbMZsNhMYGMj58+f5+++/OX/+PAEBAZbXChQowLRp02jdunWa+4w9SqhatWpJts2fPz/FixcH4OLFi0QktrZYGoWHhzN58mTL844dO2bo9UVERCQujeAREUmJ7duNkTnRu2U99hhs3gwHDsCVK8a0LA8PFXdEJI5mzZqxceNG1q9fz7Zt2/j777+5f/++5fU8efLwxBNP0LJlS3r27Imbm1u6+rt586blOCVbtJcqVQovLy8iIiK4fft2qrd1f1RYWBheXl7s37+fRYsWWdb2adasGd26dUvXtUVERCRpKvCIiCRn927o3BlCQ43nFSrAjh1QtqzW2xGRZOXLly/OlKawsDD8/f1xdnZOd0HnUT4+PpbjQoUKJdu+QIEClmN/f/90FXjOnj0bb5csJycnXn/9dYYMGYKjo2Oary0iIiLJU4FHRCQpBw5Ax44QHGw8L1MmprgjIpIGTk5OmbYeTfTuWWAsspyc2Gv0BEd/n0uj2KOHooWFhfHnn39Su3ZtWrRokeT7ly9fzvLlywHw8/NLVywiIiK5kQo8IiKJOXoU2rWL2RK9RAmjuFOxonXjEpEcz9fXl8KFC6f6feHR00ghRSNmnJycLMfpXYOnUKFCjBkzBnd3d3x8fNiyZQuHDh3i5MmTDB48mHfffZc333wz0ff36tWLXr16AeChxepFRERSTQUeEZGEnDgBbdpAQIDxvGhRYx2eWFv+ioikxIULF7hy5QohISFERkZiNpvjvG42m4mIiCA0NJQHDx5w9uxZ9u3bx/Hjx1Pdl7Ozs+U4drEnMWFhYZbj9E6hqlevHvXq1bM879+/P4sXL+aLL74AYPLkyTRo0IC6deumqx8RERFJmAo8IiKPOnsWWrcGX1/jeeHCsG0bPP64deMSkWzl8uXLvP/++5w9ezZV7zObzZhMpjT16eLiYjkOjV43LAmx28QuDmWUl156ibNnz7Jy5UrMZjO//PKLCjwiIiKZJNkCz2effcY333yT7IWSaxd7TriIiM26eBFatQJvb+N5/vzG1ue1a1s3LhHJVh4+fMhrr73GnTt34o3YSYjJZIrTrnTp0mnqN3/+/JZjf3//ZNsHRI9SBIoUKZKmPpPz0ksvsXLlSgCOHDmSKX2IiIhICgo8vtF3sBMRfYcpuXYiIjbv6lWjuOPlZTzPlw82bYJYUw5ERFJi5cqV3L59G5PJhJOTE61bt6Zs2bLs3LmTixcv0qBBA5566ikCAwM5ffo0J06csIzcmT59Oq1bt05Tv5Vi7eznFf29LAm3bt0CjLV4ihYtmqY+UxOT8kUREZHMk2SBJyV3nEREcoQbN6BlS7h+3Xju7AwbN8Izz1g3LhHJlnbv3g0YO1ktX76cqlWrAlC4cGHGjx+Pg4MDw4cPt7Q/cuQII0aMwMfHh1mzZtGyZUvs7OxS3W90PwDnz59Psm1AQAB37twBoEqVKtjb26e4n//9739cunSJgIAAli5dmmTb2Ov85MuXL8V9iIiISOokWuDZvn17VsYhImI9Xl5Gceeff4znefLAunXQrJl14xKRbOvixYuYTCY6d+4cp+gSvf7MsWPHiIyMtBRV6tevz5QpUxgwYABnz55l69attG3bNtX9litXjtKlS3Pz5k2OHj1KeHh4oosnHzhwgKioKAAaNmyYqn727t3LmTNnADh58iS1atVKtO2xY8csx1W0UL2IiEimSbTAk9a53yIi2Yq3t7Gg8sWLxnNHR1i1yjgnIpJGgYGBANSpUyfO+SpVqmAymQgJCeHSpUtUq1bN8trTTz9No0aNOHDgABs3bkxTgQegffv2zJs3j8DAQDw9PS1bjz9qwYIFluNOnTqlqo/mzZtbCjw///wz//vf/xJsFxUVxY8//mh5ntbPJCIiIslL/dhfEZGcwtcXnn8e/vslBXt7WL4cOna0blwiku1FT3OPvegxGLtcubu7A3Dp0qV472vWrBlmsznZ6VVJ6devn2U3rQkTJnDixIl4bSZNmmQZWdO0aVNq1qyZqj769OljmW61fv16yyLKsUVERPD5559z+PBhAMqUKZNosUlERETSL9ERPAMGDMBkMjF8+HCeeuqprIxJRCTzBQRA27bw99/Gczs7WLwYuna1blwikiMULFiQu3fv8uDBg3ivlStXjnv37vFP9LTQWIoVKwaAd/ROfmlQsmRJhg8fzvjx4wkKCqJv3750796devXqERQUxIYNGyxFFzc3N8aOHRvvGp6enowePRowRnXv2LEjXpyff/45H3zwAWazmU8++YStW7fSqlUr3NzcuHbtGqtXr+bq1auAsfbOzJkzcXJySvPnEhERkaQlWuA5dOgQJpMJPz+/rIxHRCTz3b8P7dtD9Ha9JhP89BPozrKIZJCKFSty9+5dTp48SddHCsflypXj6NGjnD17Nt77orc2j70wcVoMHDiQwMBAZs+eTXh4OEuXLo23GLK7uzuzZs2iXLlyaeqjS5cuAIwdO5aHDx+ya9cudu3aFa9dpUqVmDZtmtbfERERyWTJbpNuq06fPs3ChQs5dOgQ3t7euLi4UKZMGdq2bUvv3r3jDYlOi8jISNauXcvatWs5d+4cQUFBFClShMcff5xu3bqlaAvTQYMG8ccff6Sov5o1a+Lp6ZnOqEUkSQ8fQufOsH9/zLk5c2DAAOvFJCI5ToMGDThw4ABr1qzhpZdeonLlypbXogsdBw8e5MGDB7i6ulpe27NnDwAFChRIdwzDhg2jZcuWLF682JIv2dvbU758eVq2bMmAAQMoWLBguvro0qULzzzzDIsXL2b37t38+++/hIaGUrBgQZ544gnatm1L586dcXDItimniIhItmEyJ7IXevXq1TGZTMyYMYNWrVpldVxJmjNnDlOnTrXs/PCokiVLMm3aNGrXrp3mPvz8/BgyZAjHjx9PtM3zzz/P//73P/LmzZtom+eee86yBWlyUlrg8fDwUCFIJC1CQqBLF9i6NebctGnwzjvWi0lEcqQ7d+7QunVrIiIicHZ2pl+/fgwYMAB3d3cuXbpEp06dMJlMNGvWjM8++wwXFxeWLl3K1KlTMZlMNG3aNM7ixLmNch0REZHUy3a3UxYvXsyUKVMAcHZ2plevXtSqVYvAwEA2btzIkSNH8PLyYtCgQfz6669p2g0sPDw8TnHnscceo3v37hQrVozLly+zYsUKvL292bp1Kx999BHff/99gtfx9fW1FHeaNWtGz549k+w3I0YdiUgiwsKge/e4xZ3vvlNxR0QyRfHixXnrrbeYOnUqDx8+5Mcff+SZZ57B3d2dxx57jCZNmrB371527dqV4I20R6d1iYiIiCQnWxV4vLy8mDhxImAMXV60aBFVq1a1vN6nTx+mTJnC3Llz8fX15dtvv2X69Omp7mfhwoWW4k6LFi2YNm1anEUB+/Xrx8CBAzl//jy///47Xbp0oWXLlvGuc+7cOctxs2bNUjSlS0QyQXg49O4NGzfGnPvyS3jvPevFJCI53pAhQ8iTJw8zZswgODiYsmXLWl775ptv6NmzZ4KjfNu1a0eHDh2yMlQRERHJAbLVNukLFiwgJCQEgOHDh8cp7gCYTCZGjRpF/fr1AdiyZQsXL15MVR/h4eHMnz8fMLYy/frrr+Pt+FC4cGGmTp2Kvb09ALNmzUrwWrEXT6xWrVqq4hCRDBIZaayvs3p1zLkxY+CTT6wXk4jkGq+++iq7d+9m4sSJlCpVynK+ePHirF69ml69elGsWDEcHR2pVKkSH374IZMmTbJixCIiIpJdJTuC5+LFixk+dejpp59O9XvMZjMb/7v7njdvXrp3755o24EDB3Lkv91xNmzYwMiRI1Pcz759+7h37x5g3EErUqRIgu0qVqxIs2bN2LFjBydPnuTff/+lfPnycdpEF3hMJhPVq1dPcQwikkGiouC112DZsphzo0YZo3dERDLRzZs3KVGiBPb29ri6utK5c+d4bQoXLsy4ceMYN26cFSIUERGRnCbZAs/UqVMztEOTycSZM2dS/b5Lly7h7e0NQP369cmTJ0+ibRs2bIidnR1RUVHs2rUrVQWeAwcOWI6bNm2aZNvGjRuzY8cOAP744w9efvnlOK9HT9EqXbp0nB0yRCQLmM3w1lvw888x5956C/73P2NbdBGRTDR27FjOnTvHSy+9xJAhQ6wdjoiIiOQCyRZ4EtlkK8udP3/ecpzcdKf8+fNTvHhxvLy8uHjxIhERESnenvPChQsp7uexxx6zHMeejgUQGhrKP//8A2AZvRMREcHFixe5e/cuLi4uVKxYEXd39xTFJSKpYDbDyJEwd27Muddeg+nTVdwRkSxx7tw5fHx88PX1tXYoIiIikkskW/WoUqUKBQsWzIJQknbz5k3LcZkyZZJtX6pUKby8vIiIiOD27dspeg/AjRs3LMfJ7cAV+/XY8YFRKIqIiACgWLFijB8/ntWrVxMQEGBpYzKZqFu3LsOGDaNx48Ypik9EkmE2w0cfQezRh/36GcUeu2y17JiIZGPRP+/r1Klj5UhEREQkt0i2wDNixIgEt+/Maj4+PpbjQoUKJdu+QIEClmN/f/8UF3ii77Q5Ozvj7Oycqj5ii72D1pIlSxJ8v9ls5vjx47zyyisMGTKEESNGpChGEUnCuHHw3257APToAT/9BP8tii4ikhVKlSrFtWvXuHXrlrVDERERkVwi29zOjt49C4xFlpMTe42e4ODgFPcT3TapNX4S6uPhw4dxXotd4AF4/vnnWbhwIUeOHOHYsWMsX76cLl26WF6fPXs2P8deK+QRy5cvx8PDAw8PD/z8/FL0WURynfHjjQJPtBdegMWLIYVTNEVEMsqAAQMwm80sWLDAMmVbREREJDNlm996wsPDLceOjo7Jto+9tXn0VKmUiG6b2j4iIyPjvObl5WU5/vjjj+MtwFy3bl3q1q1L7dq1+eqrrwCYPHky7du3p1ixYvH66tWrF7169QLAw8MjhZ9GJBeZMgU+/jjmebt2sHw5pOD/sohIRnvppZfw9vZm7ty5dO3alfbt29OgQQMqV65M/vz54+QQiYm9rbqIiIhIcrJNgSf2dKnYxZ7EhIWFWY5TUqyJ3c/Dhw/T3cesWbMICQnh7t27lCtXLtFr9O/fnz/++IM9e/YQEhKCp6cngwcPTnG8IgLMmmVsfx6tZUvw9IQUjMQTEckMHTp0AIz8ICQkhDVr1rBmzZoUvz+tu46KiIhI7pVtpmi5uLhYjkNDQ5NtH7tNcmvpJNRP7OJNSvpIaNpY3rx5kyzuRIs9IufQoUMpCVNEov3f/8HQoTHPmzaFdesgFf/vRUQy2pUrV/jnn38s+YTZbE71Q0RERCQ1ss0Invz581uOH13QOCGxd6sqUqRIqvq5d+8ewcHBhIaGJrkWT1r7eFSVKlUsx3fu3EnzdURyncWL4fXXY543bAgbN0K+fNaLSUQEePrpp60dgoiIiOQy2abAU6lSJctx7PVtEhO9a4WTkxNFixZNVT9XrlzBbDbj5eVFhQoVEm0be2v05LZUT4qDFoAVSb2VK2HAAGNbdICnnoJNmyBWMVhExFoWLlxo7RBEREQkl0m0sjB+/HgAatasmWXBJKVq1aqW4/PnzyfZNiAgwDISpkqVKtinYnvkKlWqsG3bNgAuXLiQZIHnwoULluPq1atbjm/fvs3WrVvx8fGhRIkS9O7dO8k+b9++bTlOaIFlEXnEunXQty9ERRnPa9WCLVugYEGrhiUiIiIiImItia7B07VrV7p27UqJEiWyMp5ElStXzjJK5ujRo0kugnzgwAGi/vvFr2HDhqnqp1GjRpbj/fv3J9k29uux+wkICOCrr75i9uzZzJkzJ9l59Hv27LEc16tXL1XxiuQ6mzdDjx4QvTte9eqwdSukY5qkiIiIiIhIdpdtFlkGaN++PQCBgYF4enom2m7BggWW406dOqWqjwYNGlimdK1duxZfX98E212+fJndu3cDxuii2COMqlSpQvHixQFjOtn27dsT7e/27dusWLECADs7O1544YVUxSuSq+zcCS++CNGLoFeuDNu3w3//30RERERERHKrbLX4S79+/ViyZAkPHz5kwoQJ1KhRg9q1a8dpM2nSJI4dOwZA06ZNUz3FzM7Ojtdee41vv/2WoKAgRo4cyezZs+Ps4uXr68uIESOIjIwEYNCgQfGuMWDAAL777jsAxo4dS4UKFXjsscfitLt79y6DBw/m/v37APTp04eyZcumKl6RXGPPHujUCUJCjOfly8OOHVCqlHXjEhFJQKtWrdL1fpPJZJkyLiIiIpISJnM224dzwYIFlvWBHB0d6d69O/Xq1SMoKIgNGzZw+PBhANzc3PD09Iy3TbmnpyejR48GjIWRd+zYEa+PiIgIevbsyenTpwEoW7YsPXv2pEyZMly5coVly5bh7e0NQIsWLZg9ezYmkynONcLDwxk4cCBHjhwBjC3TX3jhBerXrw/AyZMn8fT05MGDBwA8+eST/PTTTyna0t3DwyPJEUwiOc6hQ9C6NfxXDKV0adi1yxjBIyJig6pXrx4vN0jKo+mYyWTi7NmzGR1WtqFcR0REJPWy1QgegIEDBxIYGMjs2bMJDw9n6dKlLF26NE4bd3d3Zs2aFa+4k1IODg7MmzePQYMGceLECa5fv86kSZPitWvWrBmTJ09OMIFzdHRk7ty5fPTRR2zdupWQkBCWL1/O8uXL47Vt06YN48ePT1FxRyTXOX4c2raNKe4UL25My1JxR0RsXGrvoZlMJipVqqTRvCIiIpIm2a7AAzBs2DBatmzJ4sWLOXToEN7e3tjb21O+fHlatmzJgAEDKJjO3XQKFy7MsmXLWL16NRs3buTcuXMEBgbi5ubGE088gYeHBx06dEjyGq6ursyYMYP9+/fj6enJsWPH8Pb2xs7OjqJFi1KvXj1eeOEFnnnmmXTFKpJjnToFzz8P/v7Gc3d3o7hTrZpVwxIRSc65c+eSbRMWFkZgYCAXLlxg/fr1rFmzBm9vb7744gttuiAiIiKplu2maImGLUsuce4cNGsGd+8azwsWNBZZrlvXmlGJiGSalStX8umnn+Lu7s769espVKiQtUOyGuU6IiIiqZetdtESkVzi8mVo1SqmuOPmBlu2qLgjIjlajx49qF+/Pj4+PixcuNDa4YiIiEg2owKPiNiWf/+Fli3h1i3jeb588Pvv8PTT1o1LRCQLtG3bFrPZrB20REREJNWy5Ro8IpJD3bxpFHeuXTOe580LGzZAkybWjUtEJIsULlwYgJs3b1o5EhEREUmX4GBYvdqYnVC5Mnh4GL/fZKJUF3hmzJiRto4cHHBycqJAgQKUKlWKmjVrkj9//jRdS0RyoDt3jGlZV64Yz52cYO1aaN7cqmGJiGSlS5cuAaRqi3URERGxMYcPQ5s2EBEBQUHGrIShQ41lJzJxZkKaCjwZkXTY2dnRokULPvvsM4oVK5bu64lINnbvHrRuDefPG88dHGDVKuOboohILnHz5k2WLVuGyWSiXLly1g5HRMQqIxBEsr3gYOP3mOidgAEePDD+bNMGvLwy7f9RmqZoxd54y2QykZaNuCIjI9m+fTtHjx5l0aJFVK5cOS2hiEh25+dnfKM7dcp4bm8Py5ZBp07WjUtEJB0OHz6conYREREEBQVx6tQpVqxYgZ+fHyaTidatW2dyhCIiybDSCASRbG/1auP/TUIiIsDTE/r2zZSuU13g2bNnD//88w9Dhw7l/v37ODs707lzZ5o0aUK5cuVwcXEhODiYGzducOTIEdasWYOfnx8ODg4MGzaMggUL4uPjw9atWzlz5gx+fn6MHDmSVatW4ejomBmfUURsVWAgtGsHx48bz00m+OUX6NbNunGJiKRT//790zziuUiRIgwYMCCDIxIRSSGzGa5fN6bO378fcz56BEKLFjBvnlHwcXRM+8NO+/2km0ZY2abLl42iaEKCgmKWpMgEqS7w5MuXj9GjR3P//n1q1KjBzJkzKVmyZLx21apVo1WrVgwePJgRI0awf/9+1q9fz6pVq3BycmLIkCFMmzaNWbNmcfHiRbZv3067du0y5EOJSDbw4AF06ACHDsWcmz8/06rZIiJZLS0jnMuVK8fUqVNxdXXNhIhEJNcLCTE2tbh509ixNPo49uPWLQgLS/waQUHQp0/6Y7Gziyn2ODmlr1iU0kdm9WONddM0wsp2Va4Mzs7w8GH815ydoVKlTOs61QWen3/+mRs3blC4cGHmz59PoUKFkmxfoEABZs6cSYcOHbh06RKLFy/mlVdeAWDYsGHs2LGD8+fPs2HDBhV4RHKL4GDo0gX27o05N3s2/Pe9QUQku+vatWuK2plMJpycnChSpAh16tShcePGODhok1MRSaWoKGNNw4SKNbGf+/paO9IYUVEQGmo8sjt7+6wpJEU/zGYYO9bIqaNFj7Bq3hwmTzbWtIy+0WA2x3/Y2nlbjCmt50NDEy7ugPFv1qFDsl9SaZXqDGLz5s2YTCZ69OiRbHEnmouLC927d2fGjBmsX7/eUuABaNeuHefOnbPsGiEiOVxoKHTtCjt3xpybMgUGD7ZeTCKS9XL4sPLx48dbOwQRySmCgxMeaRO7gHPrFoSHZ1yfzs7GaJ+ERiI6OECdOlC8uNFnWh6JrU+SXUVGGo+QEGtHYhQWlFfbrrx54bffbGcNnn///RcwpmClRqX/hiFdvXo1zvno6V3e3t6pDUVEspuwMOjRAzZvjjn37bcwYoTVQhIRK9Cw8jjMZrO2RRfJjaKiwNs78eJNdOHGzy/j+rS3h5IloXTpmEepUnGfly5tFHFKloy7C1A0V1fYsyd9RXmz2fgZkNYCUVhY2t+b3sejfUdGpv3vQXKfkBDbWoMnKioKgMDAwFS9L7r9owmM3X+La4VnZMVZRGxPRAS89BKsXx9z7vPP4cMPrRaSiFiBFbcOtZaDBw+yZs0aBg4cGO8G2YMHD2jevDmNGzemX79+NGjQwEpRikiGCgpKep2bmzeN73cZOZKlQIH4hZpHCzjFihlFnpTYsiV+Md7BwTif3u/TJlPMdKPszmzO+gLTqVPwxx8Jj9pycIDGjY3RsSZTzPpA0cexH7Z23hZjSsv53buN5ScSGtGVL59trcFTtmxZLl26xObNm+ndu3eK37dlyxYASpUqFee8l5cXQIqne4lINhQZCS+/DL/+GnPuo4/gs8+sF5OIWIcVtw7NaqGhobz//vts3boVgEaNGsUr8Ny4cYMHDx6wdetWtm7dSq9evRg7dqxG9IjYqshIuHs3+YWKAwIyrs/o0TQJFW9iF3Hy5cu4PsEYUXnrlvF9+8oV45fSHDadNkOYTMaaO05OWddnSEjSI6w2b9a/kzW1awc//ZRwgcfBwfh/lElSXeB59tlnuXjxIgcOHODnn3/m5ZdfTvY9y5cvZ9++fZhMJp577rk4r23atAmTyUTVqlVTG4qIZAdRUfDmm7BkScy5ESPgm2+ss+NARsrha4iIZAorbh2a1UaMGMEff/xh2U3r+vXr8dqEhYVRqlQpbt26BRg5k729PZ9++mmWxioiGKMJk1rnJnrUTUZOySlUKOmpUqVLQ9Gi1ttS3Nk5xxTdc5S8eTN3hJWkjxX/fVJd4Bk4cCDLli0jODiYb7/9llOnTvHqq69So0aNeG3PnTvHL7/8wurVqwFjseUBAwYAcOfOHWbOnMmZM2cwmUy0bNkynR9FRGyO2Qxvvw3/938x54YMMVb2z+7FHa0hIpI2lSsb/1+ip2XFlsnDlrPSjh072LlzJyaTCXd3dz7++GNat24dr13t2rXZsWMHR44c4bPPPuPKlSssWbKEzp07U7du3awPXCQnioyEO3eSX6g4lUtQJMnRMeGCTexzpUqBi0vG9Sm5i0ZY2TYr/fuYzOaElkZP2r59+xg0aBDh4eGWIcRubm6ULl2aPHnyEBwczK1bt3jwX/JmNptxcHBg0qRJtG3bFoAvv/ySJf/d0S9RogSbNm0iT548GfW5cjQPDw88PT2tHYZI0sxmePddY4esaK+8AvPmWe8uVEYJDjaSsoSGxbq4wMqVULUqlC0L+r4mEldSw8oLFswxa/C88847bN26FVdXVzZs2ECJEiWSfc+dO3do3749wcHBdOnShQkTJmRBpLZJuU4ukt7RsIGBya91c/u2MaI4oxQunPRUqdKlwd09++c7IpLtpHoED0Djxo2ZP38+48aN4/Lly4CxiPL9+/ctbWLXjcqWLctXX31Fw4YNLedu3ryJ2WzG3d2dGTNmqLgjkpOYzTBmTNziTt++8OOPOSPZ8fRMfBvMhw+hY0fj2GQyfpGtUCHhR7lyKgBJ7pNLhpWfOHECk8lEnz59UlTcAShevDg9e/ZkwYIFHDlyJJMjFLEBSY2GffJJozCT3Fo3CY0GTCsnp+SnS5UqlWO+T4lIzpOmAg9AgwYNWLduHb///jvbtm3j4MGD+MXaws/V1ZW6devSqVMnOnTogNMji041atSIVq1a0a5dO9zc3NL+CUTE9nz1FYwfH/O8Wzf4+eeU79pgy27ehC++SLzAE5vZbCSkt27Bvn0Jt0msAFS+vPFQEik5US4YVu7r6wsQb1Hl5FSvXh0Ab2/vDInj9OnTLFy4kEOHDuHt7Y2LiwtlypShbdu29O7dm/z586e7D19fX5YvX86ePXu4fPkyDx48wMXFhbJly9KkSRNeeuklihcvngGfRnKUpHbUi74pnPqJBolzd09+a/AiRbL/FHIRydXSXOABsLe3p1OnTnTq1Akwtjr38/PD2dk52aLNwIED09O1iNiqiRPj7o7VubOxwLJDur7dWJ/ZbEwve++9pOfoOzgYQ8wfPoQbN5JPTr28jMf+/Qm/XqJEwsWf6D+dndP0cUSsLocv3Onm5oafnx/BwcFpev+jN8bSYs6cOUydOpWoWFNTwsLC8Pf359SpUyxZsoRp06ZRu3btNPexadMmPvnkkzijuAECAgIICAjg1KlTLFiwgM8//xyPTNw1RLKhpHbUS01hJ0+e5LcGL1VKI2ZFJFfI0N+4HB0dKVasWEZeUkSyk2nT4MMPY563aQMrVmTttpGZ4coVeOMN2LEj+baurvDXX8ZIhLAwo8hz9arx+PffmOOrV43XklsT4PZt43HgQMKvFy+edAFIizeKWEWpUqXw8/PjwIED9OjRI8XvO3ToEAAlS5ZMV/+LFy9myn/TZJ2dnenVqxe1atUiMDCQjRs3cuTIEby8vBg0aBC//vorpUuXTnUfO3fuZNSoUUT+t6NQo0aNaN26Ne7u7vj6+rJjxw727NlDaGgoo0ePxsHBgS5duqTrc0kOktSOetGKFUt8qlR04aZwYY26ERH5T7oLPOHh4Rw5coS//voLHx8fgoKCcHFxoXjx4jz++OM0aNAgQ+5CiYiNmzsXhg+Ped68uXF3LjtPuYiMhOnTjfWEHj6MOf/YY8ZIno8+SnoNEScnY+pJYrsChYcnXQC6fj35AtCdO8bj4MGEXy9WLOkCUL58Kf3bEJFUeO655zh16hSbNm2ib9++1KtXL9n3nD17lnXr1mEymWjUqFGa+/by8mLixIkAFChQgEWLFlG1alXL63369GHKlCnMnTsXX19fvv32W6ZPn56qPoKDgxk7dqyluPPFF1/Qq1evOG1eeukl1qxZw0cffYTZbOaLL77g2WefpVChQmn+bJKDJLej3qxZ8N/uuyIikjLpKvAsXLiQuXPn4uPjk2ib/PnzM3jwYF555ZX0dCUituznn2Hw4JjnjRvD+vXZe/TI2bPw2mtxp07Z2Rk7g40bZ0wvGTAgfWuIODpCxYrGIyHh4caaP0kVgP775SpRd+8aj/9GBcRTtGjCxZ/oY1fXlH8eEbHw8PBg7ty5REVFMXjwYMaMGUOXLl2wS2ChebPZzKZNm/jyyy+JiIjAwcGBvumYvrZgwQJC/lsnbPjw4XGKOwAmk4lRo0Zx9OhRjhw5wpYtW7h48SJVqlRJcR/btm3jzp07AHTp0iVecSfaiy++yF9//cXSpUu5f/8+69evZ4B+aRcwfmYOHZrwa46O0LNn1sYjIpIDpKnAExERwciRI9m2bRsQd8esRwUEBDBx4kQOHDjAzJkzccju63CISFxLl8Krr8Y8f/pp+O237FsYCA831hH64gtjilW0J56A//s/4/NFy+w1RBwdY4otCYmIiCkAPVr8iS4AJba+QTRvb+Nx+HDCr7u7J1z8iX6uRfJFElSmTBlGjRrFd999x4MHDxg9ejTfffcddevWpXTp0jg7OxMcHIyXlxfHjx/Hx8cHs9mMyWTizTffpGJihd9kmM1mNm7cCEDevHnp3r17om0HDhxo2a1rw4YNjBw5MsX97Nmzx3LcrVu3JNt27NiRpUuXAvDXX3+pwCOGXLKjnohIVkpTteWbb75h69atgHEX6Nlnn6VJkyaULVsWFxcXgoKCuHr1Kvv27WP//v2YzWZ2797NpEmT+DD2+hwikr15ekL//jHTiOrWhc2boUABq4aVZsePG8Wqv/6KOefoaEzRGj3a9tYScnCI2W0rIRERxk5FCRV/rl6Fa9eSLwDdu2c8EtuyuUiRxAtAFSqoACS52muvvYafnx8//fQTkZGR+Pj4sCORtbyib5YNHDiQYcOGpbnPS5cuWXbgql+/PnmSWFi2YcOG2NnZERUVxa5du1JV4MmXLx8VKlTg7t27VEpsGup/ChYsaDkOCAhIcR+SC+SCHfVERLJSqgs8586dY+nSpZhMJkqUKMHUqVMT3X3h9ddf5++//2bkyJHcunWLBQsW0L17dypXrpzuwEXEyjZsgN69Y6YI1axp3HHLjmsrhIQYI3YmTow75enpp41RO088Yb3Y0sPBAcqVMx7PPhv/9chIYwevhIo/0QWg8PCk+/DxMR5Hjyb8euHCiRd/KlSADNiiWbKp4GDjl7rLl421OHLoL3Xvvfce7dq1Y/78+fz55588SGC9EQcHfUFGqAAAYh1JREFUB5o0acLrr7/O07FHCabB+fPnLcfJbdGeP39+ihcvjpeXFxcvXrRMD0uJz2LvlpiMCxcuWI61/o7Ek8N31BMRyUqpLvCsWLECs9lMnjx5mDdvXrLFmjp16vDjjz/StWtXwsPD+fXXXzWKRyS727IFunWL+eW/alXYts1YzyW72bvXWGsn1i9F5M0LX34JI0Zk/+3dk2JvD2XKGI+mTeO/Hhlp7OCVVAEo9jS2hPj6Go9jxxJ+vVChxIs/FSpk39FgkrTDh+NPyxg61Pjeks4Chy164oknmDJlCuHh4Vy+fJl79+7h7+9P3rx5cXd3p0aNGkmOtEmNmzdvWo7LlCmTbPtSpUrh5eVFREQEt2/fTtF7UmvZsmWW46eeeirDry8iIiKGVP/mcvDgQUwmE126dEnxSJzKlSvz4osvsmLFCg4mttOLiGQPu3bBiy/G/GJfqZKxfXiJElYNK9UePDCmXk2fDrHXEXvuOZg3D1Kx2GiOZW8fsxVtkybxX4+KSrwAFD0tLLkCkJ+f8Yg9LS62AgUSL/5UqACxpn7EkxtGiJjNRiEuPDzmERaW8HFSr6W0XUZcIyzMKPrFFj2qpU0bY1RZTvt3+o+joyPVq1ePdz6ptQxTK/bGFykZLVMgVhHV398/wws869evt2z97uLiQrt27TL0+iIiIhIj1QWe27dvA6Rou8/YnnrqKVasWBHnzpKIZDP79kHHjsYvzmBM/dmxwygAZCdbt8KbbxoFiGhubsYUrTffNHbLkuTZ2UGpUsajceP4r0dFGVu4J1UACg1Nuo+AAPj7b+ORkPz5Ey78BAXB228bxY+kRoiYzcYoElsofKT1GhlYHLC6iAhjba8cNl3j4MGDrFmzhoEDB8abNvXgwQOaN29O48aN6devHw0aNEhXX9G7Z4GxyHJyYo8cCo7+3p5Bzpw5E2cq1+uvv07hwoUztA8RERGJkeoCT8R/C3I6Ojqm6n3R7UOTS+ZFxDYdOQLt2xu/LIPxS/327Ykv8GuL/P2Nbc7/7//inm/fHubOhbJlrRJWjmVnByVLGo9nnon/elSUsYV7YsWfq1eN9ZGSEhgIJ04Yj6REjxBp2NAo5kUXR5JbZFqyVlCQsdBqDhEaGsr7779v2ZiiUaNG8Qo8N27c4MGDB2zdupWtW7fSq1cvxo4di8lkSlOf4bHWzUpJruYUa/H4iAz8/3DhwgVeffVVHj58CECDBg0YPHhwku9Zvnw5y5cvB8DPzy/DYhEREcktUl3gKVKkCF5eXpw/f56OHTum+H3Ri/7pzo1INvT338bUicBA43mxYkZx57HHrBtXaqxdC0OGGNM/ohUuDN9/D/36QRp/mZJ0sLMzpvaVKAGNGsV/3WyOXwB6dEew1I44MJtjvo5zCpPJ2OHN0dF4xD5+9HlKX8vMduvWwXvvxRSLY8uXz5j2mUOMGDGCP/74wzIF6/r16/HahIWFUapUKW7dugUYRQ57e3s+/fTTNPXp7OxsOY5d7ElMWKxplKm9eZeY48ePM2jQIMuOWRUrVmTq1KnY29sn+b5evXrRq1cvADw8PDIkFhERkdwk1QWeOnXqcOvWLTw9PXnzzTdxdXVN9j0PHjzA09MTk8lE3bp10xKniFjLmTPQurWxTgoYRZFt2yCBdSRs0t27MGwY/HdX2KJ7d5gxA4oXt05ckjyTyfj3KV7cGHnzKLMZvL3jF4C2boWLF1Pej7195hc4MrOYkswvzTZn4EAYPTrh1xwcjLWScoAdO3awc+dOTCYT7u7ufPzxx7Ru3Tpeu9q1a7Njxw6OHDnCZ599xpUrV1iyZAmdO3dOU87k4uJiOU7JqOnYbWIXh9Jq8+bNfPjhh5bpXhUrVuTnn3/WDT4REZEskOoCT5cuXfj999/x8fFh2LBhTJs2Lckiz4MHDxg2bBj37t3DZDLRoUOHdAUsIlnowgVo1Qru3TOeFyhg/PJcq5Z140oJsxmWLjWKO7EWHaV4cZg1K8f8EpmrmUzGaLJixSD2uiVLlsCgQTHTsmLLlw+mTIE+fWIKJVpzKWvlzWushfToLloODsb5HLLA8urVqwHIly8fv/76KyWSWYi+fv36/PTTT7Rv357g4GCWLl2apgJP/vz5Lcf+/v7Jto8eZQPGKO30+OGHH5g8ebJlxFLNmjWZN2+eijsiIiJZJNVZbYsWLahXrx5ms5n9+/fTsWNHfvjhB06ePElgYCDh4eEEBgZy8uRJfvjhBzp27Mj+/fsto3cSunslIjboyhVo2dLYJQnA1RU2b4bssMXtjRvQpQu89FLc4s7AgcaIJBV3cjYPj8S3t3d0hP79ja/nPHlU3LGWp5+GW7eMta+++ML408srR22RfuLECUwmE3369Em2uBOtePHi9OzZE7PZzJEjR9LUb6VYU9y8Yk9JTUT01DAnJyeKFi2apj4jIiIYPXo0kyZNshR3nn32WRYuXKjijoiISBZK9QgegEmTJtG/f3+uX7/O3bt3mTJlClOmTEm0vdlsplSpUkydOjXNgYpIFrp2zRi5E73rnYsL/PZbwtNkbInZbGxx/t57cddZKVcOfvgB2ra1XmySdXLJCJFsz9k5x+2WFZvvf1vBP7qocnKit1H39vZOU79Vq1a1HEevf5iYgIAA7ty5A0CVKlWSXSMnIWFhYbzzzjv88ccflnM9evTg888/xyGxQquIiIhkijTduixRogTLli2jdevWmM3mZB8tW7bk119/pVixYhkdv4hktFu3jOJO9BbiefPC+vXw7LNWDStZly8bcb/5ZtziztChcOqUiju5TS4YISK2zc3NDUj71uOxd7dKjXLlylG6dGkAjh49muRCywcOHCAqKgqAhmko4EdERDBs2LA4xZ0RI0bw1VdfqbgjIiJiBWn+6VukSBFmzJjB+fPn2bFjB3/99Rfe3t4EBQXh4uJC0aJFqVOnDs8//3ycu0kiYsPu3jWKJJcuGc+dnGD1amOqlq2KjIRp02DMmLg7KlWpAvPn235hSjJPDh8hIratVKlS+Pn5ceDAAXr06JHi9x06dAiAkiVLprnv9u3bM2/ePAIDA/H09LTsTPWoBQsWWI47deqU6n6mTJnCzp07AbCzs2PcuHH07NkzTTGLiIhI+qX79kq1atVSPfxYRGyQj4+xW9a5c8ZzBwdYsQLatbNuXEk5cwZeew0OHIg5Z2dnTNH6/HPjF3wRESt47rnnOHXqFJs2baJv377Uq1cv2fecPXuWdevWYTKZaNSoUZr77tevH0uWLOHhw4dMmDCBGjVqULt27ThtJk2axLFjxwBo2rQpNWvWTFUfR44cYf78+Zbno0ePVnFHRETEyjR+VkTA399Yr+TkSeO5nZ2xE9ELL1g1rESFh8OECfDllxAWFnO+Vi34v/+D+vWtF5uICODh4cHcuXOJiopi8ODBjBkzhi5dumCXwMLeZrOZTZs28eWXXxIREYGDgwN90zH6rGTJkgwfPpzx48cTFBRE37596d69O/Xq1SMoKIgNGzZw+PBhwJhKNnbs2HjX8PT0ZPR/29mXLl2aHTt2xHl96tSplgWVK1SoQKlSpdi2bVuysRUsWJD6+h4tIiKSKVTgEcnt7t+H9u3hvzu5mEzw88+QiikFWerYMXj1Vfj775hzjo7wySfw0UfGtDIRESsrU6YMo0aN4rvvvuPBgweMHj2a7777jrp161K6dGmcnZ0JDg7Gy8uL48eP4+Pjg9lsxmQy8eabb1KxYsV09T9w4EACAwOZPXs24eHhLF26lKVLl8Zp4+7uzqxZsyhXrlyqrv3vv/9appIBXL16laFDh6bovQ0aNGDhwoWp6k9ERERSJtECT6tWrTKlQ5PJlKI7PCKSBYKCoGPHuFOcfvwR+vWzXkyJCQmBcePgu++MdXeiNWhgrLXzxBPWi01EJAGvvfYafn5+/PTTT0RGRuLj4xNvJEy06NEwAwcOZNiwYRnS/7Bhw2jZsiWLFy/m0KFDeHt7Y29vT/ny5WnZsiUDBgygYMGCqb7u2bNnMyQ+ERERyVgmc3RG8Yjq1atjMpkytLPoO1NKDNLHw8MDT09Pa4ch2V1wMHTuDNu3x5ybORPeest6MSVmzx5jrZ0LF2LOOTsbU7RGjIA0bO0rIpJVTp06xfz58/nzzz958OBBvNcdHBxo0qQJr7/+Ok9rpzdAuY6IiEhaJDlFK5Haj4hkd6Gh0L173OLO5Mm2V9x58ABGjzYKT7G/HzVvbow0euwxq4UmIpJSTzzxBFOmTCE8PJzLly9z7949/P39yZs3L+7u7tSoUYM8efLEec/58+e1iYWIiIikSqIFnnPRO+mISM4SHg69e8Nvv8Wc++YbGDnSejElZOtWeOMN+PffmHNubsYUrTfeMBaCFhHJRhwdHalevXqir4eFhfH777+zdOlSTpw4wZkzZ7IwOhEREcnutMiySG4SEWGsr7NmTcy5Tz81RsnYCj8/ePdd+OmnuOc7dIA5c6BsWevEJSKSSf7991+WLVvG6tWrCQgIsExpFxEREUkNFXhEcouoKGP3qRUrYs69/76xcLGtWLMGhgyB27djzhUuDFOnwksvGTt8iYjkAJGRkWzbto1ly5Zx8OBBzGazCjsiIiKSLirwiOQGUVEwaBDE3pr2nXdgwgTbKJrcvWvEE7v4BMZW7dOnQ/Hi1olLRCSD3b59m+XLl/Prr79y7949IO6ah3ny5KFNmzZ069bNWiGKiIhINqUCj0hOZzbD8OEwb17MuTffNEbFWLu4YzbDkiVGfD4+MedLlIBZs6BrV+vFJiKSgXbt2sWyZcvYvXs3UVFR8TayqFOnDt26daNDhw64urpaKUoRERHJzlTgEcnJzGZjGtaMGTHnXn4ZZs+2fnHnxg0YPBg2box7fuBAY0evQoWsEpaISEbx9fXl119/Zfny5dy6dQuIO1rHZDLxyiuv0K1bNypXrmytMEVERCSHUIFHJCf77DOYNCnmee/eMH++dXegiooyRhO9/z4EBsacL1cOfvgB2ra1XmwiIhng0KFDLF26lG3bthEREQHEFHYcHBwoVqyYpeDzwQcfWC1OERERyVlU4BHJqb7+Gr76KuZ5167wyy9gb2+9mC5fhtdfhz/+iHv+7beNrdrd3KwSlohIet2/fx9PT0+WL1/OP//8A8QdrVOjRg26du1K586dWblyJZMnT7ZWqCIiIpJDqcAjkhNNmgSffBLzvGNHWLYMHB2tE09kpLHmzyefQHBwzPmqVY0RRU2bWicuEZF0OnHiBEuXLmXTpk2EhIQAMYWdwoUL07lzZ7p27Ur16tWtGaaIiIjkAirwiOQ0M2fCe+/FPG/dGn79FZycrBPP6dPw2mtw8GDMOXt7I8axY8HZ2TpxiYhkgJ49e2IymSxFnTx58tCsWTNefPFFnnvuORwclGqJiIhI1lDWIZKTzJtnTHeK9txzsHYt5M2b9bGEh8O338KXXxrH0WrXhv/7P6hXL+tjEhHJJEWLFmXo0KF06dIFFxcXa4cjIiIiuZAVV1oVkQy1cKGx/Xm0Z56BDRvAGr9oHD0K9esbizxHF3ccHeGLL+DwYRV3RCTHuXfvHl9++SUDBgxgzpw5XL582dohiYiISC6jAo9ITrBihbG9ePSCnvXrw++/Z/2ixcHB8NFH0LAhnDgRc75hQzh+HD791HpTxUREMsFHH31ElSpVMJvNREZGcvr0aaZOnUqnTp3w8PBg0aJF+Pn5WTtMERERyQVU4BHJ7tasgb59je3HwZgCtXkzFCiQtXHs2QN168KECcaiymCsrzN5MuzdCzVrZm08IiJZYODAgaxbt46VK1fSq1cv3NzcMJvNmM1mzp49y9dff81zzz3H22+/zfbt2y3bpouIiIhkNK3BI5Kd/fYb9OwZU1CpUQO2boXChbMuhvv34eOPjcWdY20JTIsW8OOPULly1sUiImIltWrVolatWowZM4ZNmzbh6enJwYMHMZvNhIeHs337drZv307BggUpXry4tcMVERGRHEgjeESyq+3bwcMjZo2bxx4zzhUrlnUxbNkCTzwBM2bEFHfc3GDuXNi2TcUdEcl1nJyc6NKlCwsWLGDbtm289dZblCpVyjKqx8/Pj/Pnz1vaz5gxg3///deKEYuIiEhOYTKbY99yl+zAw8MDT09Pa4ch1rR7N7RrZ6x5A1ChgnGubNms6d/PD0aNggUL4p7v2BHmzIEyZbImDhGRbMBsNrN//35WrVrFtm3bCA0NBcBkMlna1KpVixdeeIH27dtTOCtHYdoo5ToiIiKppylaItnNgQNGISW6uFOmDOzYkXXFndWr4a234PbtmHNFisDUqcZaQLF+YREREaOQ07hxYxo3bsz9+/dZt24dnp6enD592tLm5MmTnDx5kvHjx9OkSRNeeOEFOnToYMWoRUREJLvRFC2R7OTYMWPkzoMHxvMSJYziTsWKmd/3nTvGej8eHnGLOz17wpkz8NJLKu6IiCTDzc2Nl156iVWrVrF27Vr69+9PoUKFLFO4IiIi2LVrF++99561QxUREZFsRiN4RGxZcLAxYubyZXB0hIkTISDAeK1oUWPNnSpVMjcGsxkWL4bhw8HXN+Z8iRIweza8+GLm9i8ikkNVq1aNMWPG8MEHH7B9+3Y8PT3Zu3cvkZGRaAa9iIiIpJYKPCK26vBhaNMGIiIgKCjuDlWFCxuLGD/+eObGcP06DB5s7NYV2yuvwKRJUKhQ5vYvIjlX7AJ25crG6MC8ea0dlVU4OjrSrl072rVrx507d1i9ejWrV6+2dlgiIiKSzWiR5WxICw/mAsHBUKoU+Psn/PrevdC4ceb1HxVlbHH+/vvGNujRypc3zj//fOb1LSI536MF7Hz5wMHB2Jnv6aetHZ3YAOU6IiIiqac1eERs0erVxi8+CXFxgatXM6/vS5egVStj5E50ccdkgnfegVOnVNwRkfQJDjaKO/7+xnpiZrPxp7+/cT4kxNoRioiIiGRLmqIlYosuXYpZSPlRwcFw5UrG9xkZCd9/D59+GrNDF0C1ajBvHjRtmvF9ikjOFBxsTPG8di3un9evw8mTiY9OjIgAT09jRz4RERERSRUVeERsza1bsHx54q/nyweVKmVsn6dPw6uvwqFDMefs7Y0pWmPH5tp1MUQkARER4OWVcAEn+s9799J27aCgzClgi4iIiOQCKvCI2JL1640FjH18Em/j4GAsRpoRwsLg22/hq68gPDzmfJ068H//B089lTH9iEj2YDYb33+iR9skVMC5dcsY8ZcZMqOALSIiIpJLqMAjYgtCQozRMjNmxJwzmSBPHqOg8+gipBkxoubIEWPUzsmTMeecnIwpWh9+aGzLLiI5S1BQ0sWb69fjTtFMKwcHKF0aypWDsmXj/lmsmLHWTkBAwu/LqAK2iIiISC6jAo+ItZ05A717xy20lCkDixZBgwbGgstXrhh3tTNiG+HgYPj8c/jf/4zdsqI1agTz52f+1usikjkiIozRNYkVbq5dA1/fjOmrWLGEizfRfxYvbkzzTMzWrYnvoqUpoSIiIiJpogKPiLWYzTB3LowcGXfXmK5djUWNCxc2nmfkYqN//gmvvQYXL8acc3aGb74xdslK6hcyEbEes9lY1yb2YsWPFnBu3YpbtE0rV1ejSJNYAadMmfQXYZ5+2og3owvYIiIiIrmYCjwi1uDrC6+/bvxyEy1vXmMXqzffNKZnZaT792H0aJg5M+75li3hxx+15oWItT14kPS0qevXM2b7cEdHo0CTWPGmbFkoUCDjvwclxNlZu2WJiIiIZCAVeESy2q5d0K8f3LgRc65WLVi6FGrWzPj+Nm/+//buPCyq8u0D+HfYBAREwF0xUcAVNfe0VDRX2nDBBZSycist7XUrS81SLDcst/SXqbiQghtpKpprpogrKSJmbmyyKiAwMO8fJw4zMAwzMMMMzPdzXV4eznnmPM/hDMzNfZ5FSBo9eFC0z85OGKL1/vuV84cckTHLywMeP1adwElN1U5d9euXPmyqSRNh6JSJiXbqIiIiIiKDwgQPUWWRSoFFi4BvvlEcRvHRR8CyZcLTbG1KSQFmzAB++UVxv5cXsG6d8BSfiCpGJgMSE1Unb+LihHIVVatWyd428gmcRo2EidmJiIiIyCgxwUNUGe7fB8aOBc6fL9rn6CgsRf7mm9qvLyQEmDIFSEhQrC8wEBg9mr12yDhkZwvDIGNjgebNyzfHy7NnqictfvQIyMmpeFstLJQnbeT/t7OreD1EREREVG0xwUOka7t3AxMnKi4J3LcvsG2b8MRdmxIShB5Be/Yo7vfxEZI7detqtz4iQ3XpUslVmqZOFVZp6tJFKJObKwydUpXAUbaUt6YkEmHolKpVp+rU4dApIiIiIqoQJniIdCUzE5g2TeilU8jUFPj6a2DWLO2uWCWTCcuqf/KJ4jLIDRoIw7Heekt7dREZuuxsIbmTlla07/lz4f+ePYH27YWeNwkJ2hk6ZW+vOnnTsKHQQ4eIiIiISIeY4CHShchIYSjUnTtF+5o1EyZS7tZNu3U9fCj0EDp8WHH/hAnCRMr29tqtj8gQFRQAMTFARISQ7MzIUF4uL08oo64aNVQPm2rSBLC11c41EBERERFVABM8RNpUUACsXg3Mni38IVlo7Fhg7VrtzqFRUABs3Cj0Bnr2rGj/Sy8JS5/376+9uogMiUwG3LsnJGoK/12+rPhzoA4TE6GXm6rkTZ06nLOKiIiIiKoEJniItCUhAfD3B44cKdpnYyMkdvz8tFvX3bvCEuenThXtk0iAjz8WVumysdFufUT6IpMJc+HIJ3MiIhSHX2nC0lJIir73njB0ytxcq80lIiIiIgKgnQU/NMQED5E2/P47MH684qpVnTsLQ7JatNBePfn5wMqVwPz5wIsXRfvd3YHNm4X5RYiqKpkMePKkZDLn6VP1Xl+3rjCBcocOwKpVwjxYxVlaAnPn6vzDlYiIiIiMmDoLfugAEzxEFZGbC8ybByxfrrh/1ixhMuWKTqwqn/W1sAB+/VUYilLI1FSo68sv+QcrVT0JCSWTOfHx6r3W0VFIosr/a9SoaDjVW2+V/FA1MxM+VPmzQkYkKioK27Ztw8WLF5GUlARra2s0btwYAwcOxKhRo2CnzaHDcpYvX46NGzfinXfewdKlS3VSBxGR0dNDDxGDIZMJD79zc4WpMdT9X5Oy5XlNXp7wID46WphSo1Dhgh8DBgBxcTq7T0zwEJXXnTvCRMqRkUX76tcHtm4FXn+94ueXz/oW/kKQ16GD0Gvn5ZcrXheRrj19KiQn5ZM5jx6p99patUomc5o2VT03TpcuQm+g0FBhvh4XF+MKeogArF+/HqtXr0aBXICZm5uLtLQ03Lx5Ezt27EBgYCA8PDy0Wu+FCxewefNmrZ6TiIiK0UYPkcIkiSEkRsrzmqpIKgVCQoAxY3RyeiZ4iDQlkwG//AJ89JHiEJAhQ4CffxaGiVSUsmWe5S1YIPQc4vwhZIjS0komc+7fV++1NjZC0rJzZyE46dxZSM6YmGjeDisrnX14Ehm6oKAgrFy5EgBgZWUFHx8ftGvXDhkZGQgLC0NERATi4uIwceJE7NmzB40aNdJKvdevX8dHH32E/Px8rZyPiKjaksmEJEVWlhD7Z2UV/ZP/WtmxjAxgwwYh0VGo8IFwjx5CLKWqd4v8tkymn+s3VpmZwsNHHWGCh0gT6enApEnArl1F+ywsgGXLgGnTtLfaTmiokN1VxtoacHVlcocMw7NnwJUrRYmcS5eEScDVYWUFdOyo2DPHzU0YekhE5RYXF4dly5YBAGrVqoXt27fDzc1NPD569GisXLkSGzZsQEpKCpYuXYo1a9ZUuN4DBw7gq6++QlZWVoXPRUSkNzKZMMRGVdKlPEkZZV/rIhmeny/EY8bA1FT4m8jcXPibTJP/dfmao0eF6TqUfR7WrCk8vNQRJniI1HXhgjAkS74nQsuWwkTKHTpot67YWOUTxALCB4IOs75EpcrKAq5eVeyZc/u2ek9+LCyEnxP5ZE6rVsK8OESkVVu2bMGL/ybinz59ukJyBwAkEglmzJiBy5cvIyIiAkePHkVMTAxcXV3LVV9aWhqWL1+O4ODgCrediAyMIc3xUlBQsaSLukmY7Gzj6tUikQhxmj4TIuV9TXl6eFeG1q2BgADlCR4zM+HnSEcYWROVJT8fWLoU+OorxSz7++8LK/XUrKn9Ops3F86rbO4dHWd9iQAIT66uX1dM5kRFKU4WVxozM8DDQzGZ06ZNxScdJ6IyyWQyhIWFAQAsLS0xfPjwUsv6+/sjIiICAHDo0CF8+umnGte3bds2BAYGIiMjAwBgY2MDHx8fzsFDVB2oO8dLXp52erOU9XVOjv6+F7piair0zpf/Z2VV9te3bwN79yr/nlhZAbNnA0OHqpdEYc9p7bO0FH5O9LDgBxM8RKo8egT4+QF//FG0z94e+OknQEXQXGHe3sIHqDI6zvqSEcrNBW7eVEzm3LhR+jBBeaamQvJGPpnTrh0nMybSk7t37yIpKQkA0LlzZ9SoUaPUst26dYOJiQkKCgpw6tSpciV4fv75ZzG50717dyxevBhPnjxhgoeoqlM2H2Thg8fu3YE6dYoSL+rEC1WNhYXmSZfSvlZ1rLxTLrx4Afz2m/IET40aQoKHsZh+6WnBDyZ4iEqzbx8wYQKQklK0r1cvICgIcHbWbd16zPpSNSeVAn//rZjMuXZNcZK+0kgkwrAq+WRO+/ZCgEJEBiE6Olrcdnd3V1nWzs4O9erVQ1xcHGJiYiCVSmFWjmGTL730Ej755BMMHjwYAPDkyRONz0FEBkbVfJAFBUBCQuW2p5C6iZOKJF2srAy/Vwv/Vqga9LDgBxM8RMVlZwMzZwLr1hXtMzEB5s8Hvvii8uYM4TLPVFH5+UB0tGIy5+pV4T2uDldXxdWsOnQAbG112WIiqqDHjx+L240bNy6zfMOGDREXFwepVIr4+Hi1XiMvICAAnTp1gomhzoNAROWjaj7I4kxMtJN0KSsJY2mpvQVNqgP+rUBKMMFDJO/mTWDUKGGukUJNmgi9dl59tfLbw2WeSV0FBcLqVfLJnMhI9YOzZs0Ue+a8/LIwHJGIqpTk5GRxu3bt2mWWr1WrlridlpamcYKni/w8HERUfZQ1H2RAADB2rBCrWlgw8aIv/FuBimGChwgQZspft07oufPfyiMAgGHDhPl21AiSiSqNTCas5nbpUlEy5/Jl4L95MMrUpIliMqdTJ8DRUadNJqLK8ULuM8xSjae48nP0ZKvbu09Hdu/ejd27dwMAUlNT9doWIqOnaj5Ic3NhGgP2FCEyOEzwECUnCx9S+/cX7bOyAlavFlbK4hMJ0ieZTJjsW75nTkSE4txQqtSvXzTEqjCZU6+ebttMRHqTl5cnbpurMXmnhdzqdlI9T5Tq4+MDHx8fAIA3FxMg0i/O8UJUJTHBQ8bt5EnA11cYv1qofXtg505hMlmiyhYXVzKZk5io3mudnBSTOZ07Aw0b6ra9RGRQrKysxG35ZE9pcuUmWFcnIURERoRzvBBVOUzwkHHKywMWLACWLBF6SBSaNk0YU8wPLqoMiYnC0Cr5ZI66q8/Urq2YyOncWRh6xR5nREbNWm5Vuxxly+cWI19GPjlERASAc7wQVTFM8JDx+ecf4YPqwoWifU5OwM8/A15e+msXVT3Z2cJTrdhYYTJCVU+1UlJKJnMePFCvHjs7YWiVfDKnWTMmc4ioBDs7O3E7LS2tzPLp6enitiPn4iIiIqrSmOAh47JzJzBpkuJktP37A1u3Ag0a6K9dVPVculRyXPrUqcK4dDc3YQUr+WTOvXvqndfaWljBSj6Z4+oqLEFKRFQGFxcXcTsuLq7M8k/+6zVoYWGBOnXq6KxdREREpHtM8JBxeP4c+PhjYMuWon1mZsA33wCffcY/nkkz2dlCckf+6XjhMqLduwtLlqvD0hLo0EExmdOyJWBqqu0WE5GRcHNzE7ejo6NVlk1PT0dCQgIAwNXVFab83UNERFSlMcFD1d/ly8Do0UBMTNG+5s2BHTuArl311y6qukJDhZ47ypSW3DE3Fybwlk/mtG4t7Cci0hJnZ2c0atQIjx8/xuXLl5GXl1fq5MkXLlxAwX+/s7p161aZzSQiIiIdYIKHqq+CAmDFCmDePGFS5UJ+fsCPPwK2tvprG1VtsbHCsKzSSCQlkzlt2wI1alReG4nIaA0ePBibNm1CRkYGQkJCxKXHi9si16vVi3PQERERVXlM8FD1FB8PjB8vzIdSyMYGWLdOWBadqCKaNxfm3CkcliXP2lpIIPr7V3qziIgAwNfXFzt27EBWVhYCAgLQqlUreHh4KJRZvnw5IiMjAQC9evVCmzZt9NFUIiIi0iJOPELVz+HDQu8J+eRO167A1atM7pB2eHsLczgpY2EBjBpVue0hIpLToEEDTJ8+HQCQmZmJMWPGYMGCBTh48CB27doFX19fbNy4EQBga2uLr776qsQ5QkJC4O7uDnd3d3h6elZq+4mIiKh82IOHqo+cHGDOHGDVqqJ9EgkwezawaBHnOiHtsbQUEojFV9EyMxP2l7ZUOhFRJfH390dGRgbWrVuHvLw87Ny5Ezt37lQo4+TkhLVr18LZ2VlPrSQiIiJtYoKHqofoaKHXxNWrRfsaNAC2bQP69dNbs6ga69IFePJEmHD53j3AxUXo2cPkDhEZiGnTpsHT0xNBQUG4ePEikpKSYGpqiqZNm8LT0xPjxo2Dvb29vptJREREWiKRyWQyfTeCNOPt7Y2QkBB9N8MwyGTA//4HTJsGZGUV7ffyEvbXqaO/thERUemys4UEaWysMK8VE6Qkh7EOERGR5tiDh6qutDRg4kQgOLhoX40awPffA1OnCsOziIjI8Fy6VHKI49SpwhDHLl303ToiIiKiKokJHqqazp0Dxo4F/v23aF+rVsCuXUCxlUKIiMiAZGcLyZ20tKJ9hSvSDRgAxMWxJw8RERFROTDBQ1VLfj7w7bfAggVAQUHR/g8/BFauFJaoJiKi8pPJhEnrs7OFoa9ZWUXbxf8vz7GnTxWTO/KkUiAkBBgzplIvmYiIiKg6YIKHqo6HD4Vlzk+fLtpXuzawaZMwdwMRkbzqNMeLTAbk5Wk30aKqjL6m58vMFCYtJyIiIiKNMcFDVUNICPD++0BqatG+114Dtm8HmjTRX7uIyDBV1hwvUqmQENFVbxf5//PztdduQ1WzprAiHRERERFpjAkeMmxZWcCMGcCGDUX7TEyEIVrz5gGmpnprGhEZKFVzvHh6Aj//LCRLtJGEycvTyyXqnIWFMOTVykrxf2X7ND0mkQhJtvT0kvWambFHJhEREVE5McFDhuv6dWD0aODvv4v2OTsDO3YAPXvqr11EZNhCQ4WeNco8fw6MGFG57dEWU9PSEymaJl5Ulbey0n3y/Nixkj2szMyEHlZVdRgdERERkZ4xwUOGRyYDfvgB+L//Eyb6LDRypNCTx95eb00joiogNlZIGlQGiUR3PV2K/29uXjnXVBm6dAGePBGScffuCcOyqvIcSUREREQGgAkeMixPnwLvvQccPFi0z9oaWLMGePdd4Y8pIiJVmjcXeoQUDsuSZ2oKtGsHuLpqpxeMhQV/L5WXlRVXyyIiIiLSIiZ4yHCEhwN+fkBcXNG+Dh2AnTuBli311iwiqmK8vYUJlZWxtQX+/JM9RYiIiIio2jHRdwOIkJcHzJ0LvP66YnLn00+BCxeY3CEizVhaCnO52NsDNjZCDxsbG+FrzvFCRERERNUUe/CQfsXGCl30L14s2lenDvDLL8DgwfprFxFVbZzjhYiIiIiMDBM8pD9BQcDkycCzZ0X7Xn8d2LoVqF9ff+0iouqBc7wQERERkRHhEC2qfM+eAePGAb6+Rckdc3Pgu++AI0eY3CEiIiIiIiLSEHvwUOW6dAkYPVoYmlWoRQtg1y6gUyf9tYuIiIiIiIioCmMPHqocBQXAsmXAK68oJnfGjwciI5ncISIiIiIiIqoA9uAh3YuLE4ZkHT9etM/ODli/XujNQ0REREREREQVwgQP6VZYGODvDzx9WrSve3dgxw6gWTO9NYuIiIiIiIhIZ7KzhRVdY2OB5s0rZUVXJnhIN168AGbPBgIDi/ZJJMDcucCCBcKkykRERERERFQ+ekggkJouXQIGDACkUiAzE6hZE5g6FTh6FOjSRWfVMsFD2nfrljD06tq1on0NGwLbtwN9++qvXURERERERNWBnhIIBkkmK/pXUFC+f9p8bXa28Pfw8+dFbSzcHjBAmMJER4k4o07wREVFYdu2bbh48SKSkpJgbW2Nxo0bY+DAgRg1ahTs7OwqXEd+fj7279+P/fv34/bt28jMzISjoyNat26NYcOGoX///lq4EgMhkwGbNgHTpwtv6kJvvgls3gw4OemvbURERERERNVBdraQKEhLK9pXmEB49VVg0iTAxET7iYvKeG15XieT6eU2lItUCoSEAGPG6OT0RpvgWb9+PVavXo2CggJxX25uLtLS0nDz5k3s2LEDgYGB8PDwKHcdqampmDx5Mq5cuaKwPz4+HvHx8Thx4gRef/11fP/997Cs6l3pUlOBDz4A9u4t2lejBrBiBTB5sjA8i4iIiIiIiComNFRIFCiTkwOsXl257SH1ZWYC9+7p7PRGmeAJCgrCypUrAQBWVlbw8fFBu3btkJGRgbCwMERERCAuLg4TJ07Enj170KhRI43ryMvLU0jutGjRAsOHD0fdunURGxuL4OBgJCUl4dixY5gzZw5WrVqlzUusXGfPChnIhw+L9rVpA+zcCbRrp792ERERERERVTexsUKigBSZmGj+TyIp3+tUvTYxUZi2JD+/ZBtr1gRcXHT2LTC6BE9cXByWLVsGAKhVqxa2b98ONzc38fjo0aOxcuVKbNiwASkpKVi6dCnWrFmjcT3btm0Tkzt9+/ZFYGAgLCwsxOO+vr7w9/dHdHQ0Dh8+jDfffBOenp4VvLpKJpUCixcDX38tdI0rNHkysHw5YGWlv7YRERERERFVR82bC4kC+TleCtWoAQwbBnTqVP7khS6SHrp8rURiWCNGXrwAGjRQHEJXyMxMmAxbR4wuwbNlyxa8ePECADB9+nSF5A4ASCQSzJgxA5cvX0ZERASOHj2KmJgYuLq6ql1HXl4eNm/eDACwtrbGN998o5DcAQAHBwesXr0aQ4cORX5+PtauXVu1Ejz//guMHQucO1e0z8FBmGvn7bf11iwiIiIiIqJqzdtbmFBZGSsr4W+yqj4FSFVmaSlMdl18EmwzM2G/Du+Nic7ObIBkMhnCwsIAAJaWlhg+fHipZf39/cXtQ4cOaVTP+fPn8fTpUwDAoEGD4OjoqLRcs2bN0Lt3bwDAjRs38O+//2pUj97s2QN06KCY3OndW1g1i8kdIiIiIiIi3SlMINjbAzY2Qu8VGxvhax0nEEhNXboAT54AGzYAixYJ/8fF6XyFM6NK8Ny9exdJSUkAgM6dO6NGjRqllu3WrRtMTIRvz6lTpzSq58KFC+J2r169VJZ95ZVXxO0//vhDo3oqXWamMJHyiBFF3c1MTYVhWuHhQOPGem0eERERERGRUdBTAoE0YGUlzFX7xRfC/5WQeDOqIVrR0dHitru7u8qydnZ2qFevHuLi4hATEwOpVAozM/W+XXfu3FG7nhYtWojbt27dUuv8enHtGjBqFHD7dtG+l14CduwAevTQW7OIiIiIiIiMUmECgeg/RtWD5/Hjx+J2YzV6mzRs2BAAIJVKER8fr3Y9jx49ErfLWoFL/rh8+wyGTCYss9e1q2JyZ9Qo4OpVJneIiIiIiIiIDIBR9eBJTk4Wt2vXrl1m+Vq1aonbaWlpaiWFACAlJQWAsAS7VRkrSRWvQ1+2bNlSYl/7Bg3QMTAQ+O03cV9ejRr4y9cXd3v2RId//kGHDh2QlZWF4ODgEq/v3Lkz2rZti/T0dISGhpY43qNHD7i7u+Pp06dK5zl67bXX4OLigvj4eBw5cqTE8X79+qFJkyZ4+PAhwsPDSxwfNGgQ6tevj3v37uH06dMljnt5ecHJyQnR0dH4888/Sxx/5513UKtWLdy8eRMREREljo8cORLW1ta4evUqrl69WuL42LFjYW5ujkuXLiEqKqrE8cJ5ns6fP6/Q6wsAzM3NMXbsWADCEMF//vlH4bi1tTVGjhwJADh+/LhCUhEQeqB5/zc7+5EjR0okKB0dHfHGG28AAA4ePKjwswEA9evXx6BBgwAAISEhyMjIUDjeuHFj9O/fHwAQHByMrKwshePy80sFBQUhLy9P4bibm5s4PFHZe69Nmzbo0qUL8vLyEBQUVOJ4hw4d+N7je4/vvWry3pOf846IiIiIys+oEjyFq2cBwiTLZZGfoyc7O1vtegrLqprjR1kdxf9Qkbd7927s3r0bAJCamqp2W8qrQVQU2nz2GSD3x9fTpk1xetIkZNSvr/P6iYiIiIiIiEh9EplMJtN3IyrL3LlzERISAgDYvHlzmRMgz5o1C/v37wcgPOntoeZwpJYtW0Imk6FOnTo4e/asyrIFBQVo1aoVAKBBgwZqTbTs7e0tXofW5eYKk0B9953i/pkzgW++AdRIWhERERFVhE5jHSIiomrKqHrwyA+XKt5tX5nc3Fxx29zcXKN6srKydFqH1mRnA6GhQGwsULMmEBQEREYWHa9bF9i6FRg4sPLbRkRERERERERqMaoEj7W1tbidk5NTZnn5MmXNpVO8nqysLIXkjTp1qDNsTKsuXQIGDACkUuD585LHBw0CtmwB6tWr3HYRERERERERkUaMahUtOzs7cVudCY3T09PFbUdHR43ryc7OLjORVN46Kiw7W0jupKUpT+4EBABhYUzuEBEREREREVUBRpXgcXFxEbfj4uLKLP/kyRMAgIWFBerUqaNxPTKZrMx65JdGL2tJda0KDRV67ihjbQ00bgyYGNXbg4iIiIiIiKjKMqq/4N3c3MTt6OholWXT09ORkJAAAHB1dYWpqana9bi6uorbxZcgLk7+eMuWLdWuo8JiY4HMTOXHsrOBe/cqry1EREREREREVCFGleBxdnYWe8lcvnxZ5STIFy5cQEFBAQCgW7duGtXTvXt3cfvPP/9UWVb+uKb1VEjz5sKkysrUrAnI9XYiIiIiIiIiIsNmVAkeABg8eDAAICMjQ+Xym1u2bBG3vby8NKqja9eu4pCu/fv3IyUlRWm52NhYnD59GoDQu0i+h5HOeXsDZqXMsW1mJhwnIiIiIiIioirB6BI8vr6+4mpaAQEBuH79eokyy5cvR+R/S4X36tULbdq00agOExMTTJgwAQCQmZmJTz/9FFlZWQplUlJS8MknnyA/Px8AMHHiRI2vpUIsLYGjRwF7e8DGBpBIhP/t7YX9lb2iFxEREWldVFQU5syZA09PT7Rr1w7dunXDsGHDsHHjRmRkZGiljvz8fISEhGD8+PHo1q0b2rZti969e2Py5Mk4fvy4VuogIiKisklkMplM342obFu2bMGSJUsAAObm5hg+fDg6deqEzMxMHDp0CJcuXQIA2NraIiQkBM7OzgqvDwkJwdy5cwEIEyOfOHGiRB1SqRQjR45EVFQUAKBJkyYYOXIkGjdujHv37mHXrl1ISkoCAPTt2xfr1q2DRCJRq/3e3t4qex9pJDtbmHD53j1hWJa3N5M7RERE1cD69euxevVqcch5cQ0aNEBgYCA8PDzKXUdqaiomT56MK1eulFrm9ddfx/fffw9LDeILrcY6RERERsIoEzwAEBgYiHXr1pUa9Dg5OWHt2rVo3759iWPqJHgAoZfOxIkTlfYSKtS7d2+sWrVK7FWkDgY9REREpEpQUBAWLVoEALCysoKPjw/atWuHjIwMhIWFISIiAgDg4OCAPXv2lGslz7y8PPj5+YnJnRYtWmD48OGoW7cuYmNjERwcLD7MGjx4MFatWqX2uRnrEBERaa6USViqv2nTpsHT0xNBQUG4ePEikpKSYGpqiqZNm8LT0xPjxo2Dvb19hepwcHDArl27EBoairCwMNy+fRsZGRmwtbVF27Zt4e3tjSFDhmjngoiIiIgAxMXFYdmyZQCAWrVqYfv27Qrz/I0ePRorV67Ehg0bkJKSgqVLl2LNmjUa17Nt2zYxudO3b18EBgbCwsJCPO7r6wt/f39ER0fj8OHDePPNN+Hp6VnBqyMiIqLSGG0PnqqMT7WIiIioNEuWLBEXi/jyyy8xduxYpeXGjh0r9uQ5dOgQXF1d1a4jLy8Pffr0wdOnT2FtbY3jx4/D0dGxRLl//vkHQ4cORX5+Ptq1a4c9e/aodX7GOkRERJozukmWiYiIiKormUyGsLAwAIClpSWGDx9eall/f39x+9ChQxrVc/78eTx9+hQAMGjQIKXJHQBo1qwZevfuDQC4ceMG/v33X43qISIiIvUxwUNERERUTdy9e1ec96Zz586oUaNGqWW7desGExMhFDx16pRG9Vy4cEHc7tWrl8qyr7zyirj9xx9/aFQPERERqY8JHiIiIqJqIjo6Wtx2d3dXWdbOzg716tUDAMTExEAqlapdz507d9Sup0WLFuL2rVu31K6DiIiINMMEDxEREVE18fjxY3G7cePGZZZv2LAhAEAqlSI+Pl7teh49eiRul7UCl/xx+fYRERGRdjHBQ0RERFRNJCcni9u1a9cus3ytWrXE7bS0NLXrSUlJASAswW5lZaWTOoiIiEgzTPAQERERVRMvXrwQty0tLcssLz9HT3Z2ttr1FJZVNcePsjqysrLUroOIiIg0Y6bvBpDmHj9+DG9vb62eMzU1Va0nfaQfvD+GjffHsPH+GDZd3J/atWtj8+bNWj1nVZGXlydum5ubl1newsJC3NZkDp7CsprWkZ+fX2q53bt3Y/fu3QCE5dUZ6xgX3h/Dxvtj2Hh/DFtlxjpM8FRBf/31l9bP6e3tjZCQEK2fl7SD98ew8f4YNt4fw8b7o13yw6Xkkz2lyc3NFbfVSdbI15OVlaXVOnx8fODj46N2GzTF95ph4/0xbLw/ho33x7BV5v3hEC0iIiKiasLa2lrczsnJKbO8fJmy5tJRVo988kadOtQZNkZERETlwwQPERERUTVhZ2cnbqszoXF6erq47ejoqHE92dnZZSaSylsHERERaYYJHgIAnXaJporj/TFsvD+GjffHsPH+aJeLi4u4HRcXV2b5J0+eABDmyalTp47G9chksjLrkV8avawl1XWJ7zXDxvtj2Hh/DBvvj2GrzPvDBA8B4C8FQ8f7Y9h4fwwb749h4/3RLjc3N3E7OjpaZdn09HQkJCQAAFxdXWFqaqp2Pa6uruL2nTt3VJaVP96yZUu169A2vtcMG++PYeP9MWy8P4aNCR4iIiIi0pizs7PYS+by5csqJ0G+cOECCgoKAADdunXTqJ7u3buL23/++afKsvLHNa2HiIiI1McEDxEREVE1MnjwYABARkaGylU7tmzZIm57eXlpVEfXrl3FIV379+9HSkqK0nKxsbE4ffo0AKF3kXwPIyIiItIuLpNOopiYGLz99tuQSqVldusm3cnPz8fx48cRFhaGGzduIDk5GSYmJnByckLHjh3h7e2NHj166LuZRi03Nxf79+/H4cOHcevWLTx79gz29vZo1qwZBg4ciLfffhs2Njb6biYVs3jxYmzbtg0AEB4ejsaNG+u5RcYnJSVFo99f8+fPh6+vrw5bVD35+vpix44dyMrKQkBAAFq1agUPDw+FMsuXL0dkZCQAoFevXmjTpo1GdZiYmGDChAlYunQpMjMz8emnn2LdunUKq3ilpKTgk08+QX5+PgBg4sSJFbyyimGcYzgY6xg2xjlVE+Mc/TOEOIcJHgIAZGZmYubMmZBKpfpuilGLi4vDJ598gqtXr5Y49vDhQzx8+BAHDhzAwIEDsWTJEtSsWbPyG2nkHjx4gKlTp5aYcyIpKQlJSUm4ePEiNm3ahICAAA5FMCDnz5/H9u3b9d0Mo3f79m19N8EoNGjQANOnT8eSJUuQmZmJMWPGYPjw4ejUqRMyMzNx6NAhXLp0CQBga2uLr776qsQ5QkJCMHfuXADCxMgnTpwoUcbPzw8HDx5EVFQULly4gDfffBMjR45E48aNce/ePezatQtJSUkAgL59+2Lo0KE6vGrVGOcYDsY6ho1xTtXEOMcwGEKcwwQPITs7G1OnTuXTLD179uwZ/P39cf/+fQBAvXr14O3tDVdXV0ilUty4cQMhISHIzMzE77//jqysLGzYsEGjSTGpYlJTU+Hn54f4+HgAwh89w4YNg7OzM54+fYrjx48jIiICcXFxmDRpEnbs2IFWrVrpudWUkZGBuXPnQiaT6bspRu/WrVvi9uzZs+Hs7KyyvLu7u66bVG35+/sjIyMD69atQ15eHnbu3ImdO3cqlHFycsLatWvLvA+lMTMzw6ZNmzBx4kRcv34dDx8+xPLly0uU6927N1asWAGJRFKueiqKcY7hYKxj2BjnVE2McwyHIcQ5TPAYuYcPH2L69OmIiorSd1OM3g8//CAGPL169UJgYKDCU6u33noL/v7+ePfdd/HgwQOcOXMGISEhGDFihJ5abHxWrFghBj2enp5YvXo1LCwsxOPvvvsuNm/ejGXLliErKwtLlizB1q1b9dVc+s/ChQvF+0b6VRj4SCQSjBw5kl38dWzatGnw9PREUFAQLl68iKSkJJiamqJp06bw9PTEuHHjYG9vX6E6HBwcsGvXLoSGhiIsLAy3b99GRkYGbG1t0bZtW3h7e2PIkCHauaByYJxjWBjrGDbGOVUT4xzDYQhxjkTGVJ9RkslkOHDgABYvXoyMjIwSx/mUq3Ll5OSgR48eyMzMhI2NDU6cOIFatWopLXv9+nUx0GndujVCQ0Mrs6lG6/nz5+jRowdyc3Nha2uLkydPwtbWVmnZN954Q+zafObMGdStW7cym0pyfvvtN3z66acAADs7O/H3Hcem64eXlxdiYmLg7OyMY8eO6bs5VI0xzjE8jHUMG+OcqolxjmExhDiHq2gZob///hvDhw/HrFmzxF8Co0aNQr169fTcMuN15coVZGZmAgD69+9fasADAB4eHuIv7L///hs5OTmV0kZjl5iYiO7du6NRo0bo06dPqUEPAIVVYh4/flwZzSMlEhISsHDhQgDAiBEj0LJlSz23yLjl5OTgn3/+AQDeC9IpxjmGibGOYWOcU/UwzjEshhLncIiWEQoPD8fNmzcBAI6Ojvjiiy8wZMgQnDlzRs8tM145OTlo1aoVEhIS0Lx58zLL29vb49GjRwCA9PR0PjmpBC4uLvjpp5/UKvvw4UNxu3AZYapcMpkM8+bNQ1paGho1aoQ5c+Zg8uTJ+m6WUbtz5444wS3n1iFdYpxjmBjrGDbGOVUL4xzDYyhxDhM8RsrS0hK+vr6YOHEi7Ozs9N0co9e7d2/07t1brbJ5eXlidlgikVR4/gTSriNHjuDatWsAgI4dO7J7rJ4EBQXh7NmzkEgkWLJkCed6MQDyK0sUPtnKyMjAnTt3kJmZCQcHB7i7uyvM90BUXoxzDA9jneqBcY5hYJxjeAwlzmGCxwi9/vrr8PPz44dlFXXo0CGxi3O7du34x5Ce5efnIzk5GTExMfj1119x5MgRAMKTx8Jus1S57t27h++++w4AMG7cOC7jaiDkV5bIzMzEhAkTcP78eRQUFIj7ra2t4eXlhY8++ojDaajcGOdUfYx1DAfjHMPDOMcwGUqcwwSPEeL4zKorNTVVYQnad955R4+tIQDw9vZWyNgDQM+ePTF//nw0a9ZMT60yXlKpFLNmzcKLFy/g4uKCmTNn6rtJ9B/5n5NZs2YpLZOVlYXg4GCEh4dj7dq16NChQyW1jqoTxjlVG2Mdw8I4x7AwzjFchhLncJJloioiNzcX06ZNQ1JSEgCgWbNmXDbUADx58qTEvujoaOzbtw8vXrzQQ4uM29q1a3Hjxg2YmpoiICAANWrU0HeTCMJcAfKrFllbW2PatGk4cuQIbty4gfPnz2PFihXivBzJycmYOHGiwjwPRFT9MdYxPIxzDAvjHMNkSHEOe/AQVQGFAc/FixcBCHMLrFq1Cubm5npumXGTSqXw8/ODi4sLpFIpIiMjsX//fjx9+hTr16/HuXPnsGXLFo6LriTXr1/Hhg0bAAAffvghPDw89NwiKpSYmCh2UXZycsL27dsVnvw6Ojpi6NCh6Nu3Lz744ANEREQgLS0NS5cuxY8//qivZhNRJWKsY3gY5xgWxjmGy5DiHIlMJpNp9YxUZXl6eopLHcpnIEm/MjMz8dFHH+H8+fMAAFNTU6xatQoDBgzQc8tImXv37uG9995DXFwcAGD06NFYsGCBfhtlBLKzs/H222/j/v37aNWqFX799dcSfxT4+fmJfziEh4dzYkg9SElJQX5+vspVV548eYIBAwYgLy8PAHD69GnOx0NawTjHcDHWqToY5+gH45yqwRDiHA7RIjJgCQkJ8PPzEwMeMzMzfP/99wx4DJiLi4vC3AF79+7Fs2fP9Ngi4xAQEID79+/DwsICy5Yt4xNfA+Xg4FDmkroNGzZUmDCyMFglouqJsU7VwjhHPxjnVA2GEOcwwUNkoKKiojBixAhERUUBELoq//jjjxgyZIieW0Zl6dSpkzjJZ25uLm7cuKHnFlVvp0+fxs6dOwEAH3/8Mdzc3PTcIqoo+XuYkJCgx5YQkS4x1qmaGOdULsY51Y8u4xzOwUNkgMLDwzFz5kxkZ2cDAGrXro3169dzRZkqxMXFRZxNPzk5Wc+tqd5+++03cXv58uUKTxZL069fP3F769atXGLUwJiZMTwhqu4Y61RtjHMqD+Oc6keXcQ4jKCIDExoais8//xz5+fkAgKZNm+Knn35C06ZN9dwy4xYeHo7ffvsNjx49wvTp0/HKK6+oLJ+bmytuc/JBMnZ//vknoqKikJycjDfffBOtWrVSWb5wbgcAqFu3rq6bR0SVjLGO4WGcQ1R+hhTnMMFDZEAOHTqEefPmibOwd+jQAevWrYODg4OeW0aPHz/GoUOHAADHjx9XGfgUFBTg2rVr4tctWrTQefuMmZ+fH/r3719muVWrViEmJgYAsGjRIjg6OgIAXF1dddo+Ak6dOoWff/4ZAGBhYaEy8JFKpfjrr7/Er19++WWdt4+IKg9jHcPEOMdwMc4xfIYU5zDBQ2Qgbt26hblz54oBT69evfDDDz/AyspKzy0jAOjTpw+++eYbAMCBAwfw8ccfo3bt2krL7t27F0lJSQCANm3aoEmTJpXWTmPUpk0btGnTpsxyv/zyi7jds2dPri5RiXr27CkGPqGhoZg0aVKpv9t27dqFxMREAEDXrl15n4iqEcY6hotxjuFinGP4DCnO4STLRAZAKpVi5syZYnfXjh07Yu3atQx4DIizszMGDhwIAHj27Bk+++wzcd4AeadPnxYDJAD49NNPK62NRIaqZ8+e4oSCCQkJmD17tkL3/kLHjh1DQEAAAGGZ5JkzZ1ZqO4lIdxjrGDbGOUTlZ0hxDnvwEBmAAwcOIDY2FgAgkUjg5eWFM2fOqPXanj17MjiqJF988QVu3LiBJ0+e4OzZsxg6dChGjBiBl156CRkZGTh16hROnDgBmUwGAJg6dSpeffVVPbeaSP9MTEywZMkS+Pn5ISsrC7///jtu376NYcOGwdnZGWlpaTh58iROnTolvmbWrFmcbJWoGmGsY/gY5xCVjyHFORJZ4U8oGT1PT088fvwYABAdHa3n1hiX0aNHIzIyslyvDQ8PZxfMSvTw4UNMnz5dXNJVmRo1amD27NkYO3ZsJbaMyuLn54eLFy8C4M+NvkRGRmLGjBkKkwsWZ21tjdmzZ2PUqFGV2DIyBoxz9IuxTtXAOKfqYpyjf4YQ57AHD5EBKFxmkgxfkyZNEBwcjN9++w1hYWG4efMm0tPTYW1tjSZNmqBXr14YM2YM6tWrp++mEhmcl19+Gb/99htCQkJw/PhxREdHIyMjAzY2NmjUqBH69OkDHx8f/vwQVUOMdaoGxjlE5WcIcQ578BARERERERERVXGcZJmIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeIiIiIiIiIqIpjgoeqvTlz5sDd3R3u7u4YMWIE8vPz1X7tmjVrxNf++uuvOmxl5QgJCRGvZ82aNfpujkFLSEjAggUL0K9fP3h4eKB9+/bw9PTEqVOnNDrP/fv3sWfPHh21UjsK3xOenp76bgoREWmIcU4RxjnqY5xDVD0xwUNG5fr169i8ebO+m0EGLiUlBcOHD8fOnTvx6NEj5OTk4MWLF3j8+DGcnJzUOodUKsUPP/yAN954AxERETpuMREREeMcUg/jHKLqy0zfDSCqbGvWrEG/fv3QvHlzfTeFDNQvv/yCxMREAECzZs3g6+sLBwcHpKWlwdXVVa1zxMfH8+khERFVOsY5VBbGOUTVFxM8ZHRyc3Mxd+5c7Ny5E6ampvpuDhmg6OhocXvFihVo3bq1HltDRESkPsY5VBbGOUTVF4dokVG6du0auzBTqbKyssRtdZ9kERERGQrGOaQK4xyi6osJHjIq3t7e4vaaNWsQGxurx9aQoZLJZOK2ubm5HltCRESkPsY5pA7GOUTVF4dokVF54403kJGRgePHj2ulC7O7uzsAoFGjRjhx4kSp5UJCQjB37lwAwEcffYSPP/5YPPbo0SP069cPADBr1ixMmDABly9fRlBQECIjI5GcnAwHBwe0b98e7777Ljp27Ci+9uTJk9i5cyeioqKQnp6OOnXqoGfPnpg0aRIaN25cZvsLCgqwZ88ehISEICYmBgUFBWjSpAn69u0LX19f1KlTp8xzPHnyBDt37sTZs2fx+PFjZGdnw8HBAR4eHhgyZAgGDRoEiUSi9LV+fn64ePEimjVrhiNHjiAoKAhbt27F48ePUatWLbRs2RILFixAkyZNymyHvIyMDAQHB+PUqVOIiYnB8+fPYWtrCxcXF/Tp0wejR4+GjY2Nwmv++usvjBs3rsS5Cu8xAGzduhXdunVTWbey84SGhiI0NBRAyfsPCE/S9u/fj/PnzyMqKgppaWnIzc2Fra0tGjdujO7du2PMmDFo0KBBqfWmpqZi9+7dOHXqFGJjY5GZmQlbW1s0atQIPXr0gI+Pj8bfx0JJSUnw9fXF/fv3AQBDhw7Fd999p/Bzk52djV9//RXh4eGIjo7Gs2fPYGNjg3r16qFr164YNmwYWrVqVa76tXmNMpkMhw8fxuHDh3Hjxg0kJyfD0tISjRs3Rs+ePeHr64v69euX2ZasrCwEBwcjPDwc9+7dQ3p6OmxtbdGiRQv069cPPj4+sLKyUvraNWvW4IcffgAAnD17Fg4ODti7dy8OHjyIu3fv4tmzZ3ByckKXLl0wZswYhZ95IiJVGOcoYpxThHFO6RjnlMQ4p+pigoeMzsKFCxEREYG0tDRcu3YN//vf//DBBx/ou1mi5cuX46efflJ4uhIfH4/4+HiEh4dj6dKlGDJkCL744guEhIQovPbJkyf49ddfcfToUWzfvh1ubm6l1pOdnY333nsPf/75p8L+6OhoREdHY9u2bfjmm28wePDgUs+xZcsWrFixAjk5OQr7C9t79OhRdOjQAYGBgahXr57K6165ciXWr18vfv306VPcvn1brQ8heUePHsX8+fORlpamsD8lJQUpKSmIiIjApk2bEBAQgD59+mh0bl04deoUZs+ejdTU1BLHCtt8/fp1bNmyBcuWLVN6PyIjIzF58uQS15yamorU1FTcvHkTP//8M2bOnIn33ntPo/alpKTA399fDHq8vLywbNkyhaDn3r17+OCDD/Do0SOF16alpSEtLQ3R0dHYvn07xo8fjzlz5pQaCKuijWuMi4vDRx99hJs3byrsz83Nxd9//42///4bW7duxezZszF27NhS23LhwgV89tlnSEpKUtifkpKCixcv4uLFi9i0aRNWr16NTp06qbyutLQ0TJ06FdeuXSvR1gMHDuDAgQOYMmUKpk+frvI8RESFGOcIGOcwzlEH45ySGOdUbUzwkNFxcnLC559/jv/7v/8DIGSZPT09DWK1ieDgYNy/fx/W1tZ455134OHhgfT0dBw4cAA3b96EVCrFokWLcO7cOYSGhqJ+/foYOXIkmjVrhsTEROzYsQP//vsv0tPT8eWXX2LXrl2l1rV161bk5eXBxsYGI0eORJs2bZCeno6wsDBcvnwZmZmZmDlzJmrVqoVXXnmlxOt/+OEHcfUEc3NzDB06FF26dIG1tTUePHggZumvXr2K0aNHIyQkBPb29krb8vjxY2zYsAG1a9eGv78/GjZsiOvXr6N27doadR0+fPgwZsyYgYKCAgBAx44dMWjQINStWxdJSUk4cuQIIiMjkZaWhsmTJ2PVqlUYOHAgAGEM+o8//ggAWLVqFWJiYgBA3FdYpiyF50lOTsaXX34JAOjWrZv4tKtZs2Zi2WvXrmHKlCmQSqWQSCTo378/evToAUdHR+Tk5ODu3bvYt28fEhMTxSexL7/8skIQmZqaiqlTpyItLQ0SiQSDBg1Cjx49UKtWLaSkpODChQs4evQopFIpAgIC4OrqildffVWt72dGRgYmTJiAu3fvAlAe9OTm5mLKlCli0PPqq6+ib9++cHR0RHp6Oq5evYqDBw8iLy8PW7ZsQbNmzTBq1Ci16tfmNSYmJsLHxwcJCQniffLy8oKzszOysrIQERGBQ4cOIScnB4sWLUJubi7efffdEm05f/48PvzwQ+Tl5QEAevXqhT59+sDJyQnJyck4ceIEzp07h6SkJIwfPx7btm1T+WRq+vTpiI2NRZMmTeDt7Y2XXnoJqampOHDgAK5evQoAWLt2LTp37oyePXtq9H0jIuPEOEfAOIdxTlkY5zDOqZZkRNXc7NmzZW5ubjI3NzfZuXPnxP2TJ08W948YMUImlUpLvDYwMFAsExwcXOJ44bG+ffuqbMPevXvFsoGBgQrHHj58KB5zc3OT9ezZU3b37l2FMjk5ObLBgwcrlPPx8ZFlZGQolMvIyJC99tprYplHjx6V2g43NzdZ//79S5Qpft2enp6yvLw8heOXLl2StWzZUrz2mJiYEueQSqWyb775RjzP9OnTS5Tx9fUVj7dr167EdWsiMTFR1r59e5mbm5vM3d1dtnXrVqXltm7dKnN3d5e5ubnJOnToIIuLi1PZrvKSv6+zZ89WWmb06NFimb179yot8+zZM9nAgQPFcr/88ovC8S1btojH1q5dq/QcwcHBYpn33nuvxHFl7+Nnz57JRowYIR6bOXOm0p+RY8eOiWU+//xzpfWfOXNGfL8MGDBAaRlVtHGN/v7+4vHvvvtOlp+fX6LM7du3Zb169ZK5ubnJWrduLbt165bC8bS0NFmPHj1kbm5usjZt2siOHj2qtC1hYWGy1q1by9zc3GS9e/eW5eTkKByX//lyc3OTffLJJyXK5Ofny2bMmCGWmTp1qsrvEREZL8Y5ytvBOIdxTiHGOQLGOcaBkyyT0Vq4cKH4pKWwC7MhmDlzZomnbBYWFhg+fLj4tUQiwdKlS2Fra6tQztbWFkOGDBG/vnPnTqn1mJiYYPXq1WjUqFGJYx9//LH4NOvRo0cIDw9XOP7jjz+ioKAAEokEq1atQosWLUqcw9TUFHPmzEHbtm0BAEeOHMG9e/dKbc+QIUMq9HRx8+bNyM7OBgCMGTMGfn5+Ssv5+flhzJgxAITxxfpaZSQ+Ph6RkZEAAA8PD4WJMeXZ2Nhg/Pjx4tfFv4fyX3t6eio9x4gRI9CqVSu0bdsWdevWLbNt2dnZmDRpktid9q233irxREuT+nv16oXevXujVatWcHNzw4sXL8psg6Z1qLrGy5cv4/z58wCAvn374rPPPoOJScmPP3d3dyxYsAAAIJVK8dNPPykc37FjB5KTkwEAM2bMwOuvv660LUOGDIGvry8AoQvyvn37Sr02e3t7fPvtt7CwsFDYb2JigmnTpolfFz7lIiJSF+McxjmMc5RjnMM4pzpjgoeMVp06dTBv3jzxa0NYbcLc3FwhcJHn7Owsbru7u+Oll15SWk4+kElPTy+1rl69eqF169alHpf/sD127Ji4nZKSIn6ItG7dGh4eHqWew8TEBD4+PgCESd9OnjxZatkuXbqUekwdhcGZiYkJPvzwQ5VlJ06cKH6IHz16tEL1lle9evVw6tQp7NixA4sXL1ZZVn5CveJBg4ODg7j9v//9D7m5uUrPsW/fPuzduxdLlixRWVdubi6mTp2KS5cuAQDefvttLF26VGmgULz+bdu24fnz50rLrV+/Hvv27cOaNWtgaWmpsg2q6ijPNYaFhYnbI0eOVFlXv379xMDpjz/+ELvBy5/HxMRE4Q8RZUaPHi1uF//DQV7fvn1LnaSwadOmsLa2BoASY/KJiMrCOIdxDsA4pzjGOYxzqjvOwUNG7a233sKRI0dw4sQJ5OTkYN68edixY0e5V5uoqMaNG6NGjRpKj8k/xWratGmp55D/JSr/S7s4ZePN5XXq1AkSiQQymUxhYrTCpzGA8MTt+PHjKs+TkZEhbhefYE1eRZ5qpaSk4MGDBwCEsd9lTVhYr149NG/eHHfu3EF8fDzi4uJUrtygCxKJBPXq1St1Usa8vDz8888/uHHjBn7//Xdxf35+vkK5IUOGYP369SgoKMC+fftw7tw5eHp6olevXujevTvs7OzUbpNUKsW0adNw7tw5AIClpSXmzZtXatADCE+arKyskJ2djfPnz8PT0xN9+/ZFr1690KNHDzg5Oaldf2kqeo3y79nHjx+X+Z6tU6cOEhMT8fz5c8TGxsLV1RUZGRniGH1ra2tcvHixzHZbWFggNzdX5fu+rPkObG1tkZWVBalUWmZ9RETFMc4pHeMc3WKcoz7GOYxztIkJHjJ6ixYtwuXLl8WJ0n7++We8//77emlLaZPzFVeY7VZG3Zn7y1pm0dbWFnZ2dkhPT1eYRT8+Pl7cvnLlCqZOnapWfYAQoJRGkw/o4uTbJ/8EUBVnZ2exa/fTp08rPfCRl5SUhJMnT+Lvv//GgwcP8ODBA8TFxSn9sJPJrToCCB+c8+bNw7fffouCggIkJSVh9+7d2L17N0xNTdGuXTu89tprGDRoUJnBZUJCgjg5HyA8Rfv+++/x9ddfl/oaBwcHLFu2DDNnzkRubi7S09Oxb98+7Nu3DxKJBO7u7ujduzcGDBggdmPXVEWvMS4uTtwu6yliccnJyXB1dUV8fLz4vX/+/LlG7/u0tDQUFBQoDSDLet+bmQkf08XvOxGRuhjnKMc4p/IwzlGNcQ7jHG3iEC0yenXq1MHnn38ufh0YGKi3LsyarKRQUep0Hy18Sia/POizZ8/KXWdp3VoBlBibW97zqgoK5ck/AczKyip33RWRm5uLxYsXo0+fPpg/fz527tyJc+fO4eHDh5BKpTAxMUGbNm3g5eWl8jx+fn7YvXs3Bg4cqHBf8/PzcfXqVQQGBmLIkCH48MMPFQLX0gwYMAC1atUCIKx4UnyJWWXlDxw4AG9vb4UnsDKZDLdv38aGDRswbNgwjBo1Snw6pKmKXKOq911ZCl9bkfe9TCZDZmam0mP6eopORMaDcU7pGOfoFuMc9THOIW1hDx4iCF2YDx8+jJMnT4pdmHfu3Km188sHDoZCnTYVBgTyH2byAcMHH3yAzz77TPuN01DNmjXFbXWDGPkPotLGBuuSTCbDlClTcObMGQDCE4yXX34Zbdu2hYuLC5o3bw53d3fUrFkTf/75Jw4dOqTyfB4eHggMDER2djb++usvnD9/HhcuXMCdO3fEpyKnTp3C+PHjsX///lID3zfeeAMBAQEICQnBF198AQCYP38+Dh48qPL71KxZMyxZsgSLFi1CRESEWH9UVJTY3frKlSsYN24c9u3bp9YkiNq6RktLSzGAuX79eqnDA1SRv/b27dsjODhY43MQEekL4xzlGOfoDuMcxjmkH0zwEP1n0aJF8PLyErswq7PaROHY7bLGjVYkK64rZT3hSE1NFceVy3frlR9rLN/NVZ/q1KkjbheOUS/Lv//+K26XNZZdFw4fPiwGPY0aNcLmzZvRrFkzpWVVTSJZnJWVFfr06YM+ffoAABITE3Ho0CGsXr0aL168wP3797F//35xUkh5derUwbJly8TJ9fbv349Lly7h4cOHWLFihcIT4NKYm5ujR48e6NGjBwCh2+7Ro0exYsUKpKamIjk5Gdu3b8eMGTPUvqaKXqOTk5MY+CQkJKjdvV2eIb7viYg0wThHEeMc3WKcwziH9INDtIj+U7duXYXVJgIDA/HPP/+ofE1hd9uyukZGR0dXvIFaduPGDZXH5burdujQQdxu3769uH3p0iWVExwCwJkzZzB9+nQsW7YMf/zxR7naWhZHR0c0btwYAPDPP/+UGdTFxcWJ99bJyalcT1kqSn7FgalTp5Ya9ADA33//LW7Lj1EuKCjA4cOHsXbtWqxatUrpa+vWrYv33ntP4Qmk/PnkWVhYiOOnJRIJFi5cKHan3759O65cuVLiNadOncLGjRtLHb9ub2+PkSNH4ttvvy2zfmW0cY3y798LFy6orE8mk2Hu3LmYP38+1q9fLwaddevWRcOGDQEIfzTcv39f5XkSExMxZcoULF68GEFBQSrLEhFVBsY5ihjn6BbjHPUwziFtY4KHSM7bb7+Nvn37AhC69sovO6iMo6MjAKEbbGm/CNPT03H27FmttlMbfv/9dyQmJio9lp+fj82bN4tfDx06VNxu0qSJuOxoXFwc9u3bV2odBQUFWLFiBY4cOYLNmzfj0aNH2mm8EgMGDBDr3Lhxo8qyGzduFAO2fv366aQ98hPNKQsO5ZeDlO96XVxKSgpCQkLEr+WfopqYmOC7777D6tWrsWHDBoVJGIurXbu2WvXJa968OSZOnChew+eff15i6c5NmzZh+fLl2L59O65fv67V+gHtXGPhewMAfv75Z5Xd9sPDwxESEoLg4GBs27YNNjY2Ss+zfv16le3+6aefEB4ejm3btuGvv/5SWZaIqLIwzhEwzqk4xjkVrx9gnEPaxwQPUTELFy5Ue6UD+ac8K1euLDED/PPnz/HZZ58pfMgZiqysLEybNk1heU9ACHoWLlyImzdvAhCWEe3atatCmcmTJ4vbX3/9tdgFV15BQQG++uor8QmDk5MTvL29tX0ZovHjx4sTD+7YsQPbt29XWi4oKEicd6BmzZr44IMPdNIe+bHMxb/HAMQncYAwwZ+y4OjJkyeYNGmSwod98Q/twqC0oKAAc+bMKRGYAEB2drZCV/xu3bqpfR0TJ06Ei4sLACA2NhY//PCD0voB4IsvvlDaTT8/Px8bNmwoV/3ydZT3Gj09PdGyZUsAwL179/Dpp58qncPg9u3bCk+3J0yYoDA5oL+/v/geCw0Nxfr165Wu+rBv3z5s27YNgPCEUF+r1RARKcM4h3GONjDOKcI4h3GOIeEcPETF1KtXD59//jlmz55dZlkfHx8cPnwYAHDkyBGMGjUKb775Juzs7HD37l3s3bsXSUlJ6NChA65evarjlmvGwcEBV65cgZeXF0aOHAkXFxckJiYiNDQUt2/fBiB0O122bFmJ1w4YMAA+Pj7YvXs3srKy8P7776Nv377o3bs3atWqhUePHmHfvn3iKh2mpqZYsmSJ2is/lEf9+vXx9ddf47PPPoNMJsPXX3+NsLAwDBo0CHXr1kVSUhKOHDmCy5cvAyjqmlvWMqrlZW9vDysrK2RnZ+PMmTPYuHEjnJ2d0bBhQ3h4eGDYsGHYvXs3ZDIZzp07h3feeQdvvfUW6tevj9TUVFy9ehVHjx7FixcvFM5bvJv8hAkTEBoaiqSkJJw9exavv/463nnnHTRt2hSAMAZ/79694lPMbt26oXfv3mpfh4WFBb7++mv4+vpCJpNh8+bNGDRokPh009vbG0FBQbhz5w6io6PRv39/eHt7w8XFBTVq1MDjx4+xb98+8cmvi4sLhg0bptH3sqLXKJFIsHLlSowcORLPnj1DeHg4Bg4cCG9vb7i6uiIrKwtXrlzBwYMHkZeXBwDo2rUrxo0bp9COBg0aKLzHVq5ciaNHj2Lo0KFo0KABnj59ilOnTik8yZ44cSI8PDw0ul4iIl1inMM4RxsY5zDOARjnGCImeIiUePvtt3HkyBGcPHlSZbkePXpg+vTpCAwMhEwmw9WrV0sEOD179sSiRYt01kW2vObOnYstW7YgKioKa9asKXHc2dkZ69evV3gCI2/hwoVwcHDATz/9BKlUipMnTyr9ftnb2+Pbb7/Fa6+9pvVrKM7LywsWFhb4/PPPkZGRgcjISERGRpYoV7t2bQQEBGgUAGhKIpHgjTfeQHBwMKRSKZYvXw4AGDhwIAIDA+Hh4YE5c+YgICAABQUFuH37thhwFm/r4sWLsWDBAiQlJeHOnTsoKCgQu0bb29tj06ZNmDhxIuLj4xEfH49169YpbVPPnj2xevVqja+lc+fOGD58OH799VdIpVLMmzcPe/bsgZmZGSwsLLBhwwZ8+OGHiImJQVpaWqkTd7Zp0wY//vijxqs7aOMaXVxcsGvXLkybNg2xsbFITEwstftx//79sWzZMpiZlfyILP4ei4qKQlRUVIlyZmZmmDx5Mj766CONrpWIqDIwzmGcU1GMc0pinEOGgAkeolIsXLgQly9fVtrtVN6UKVPw2muvISgoCH/99ReSkpJgY2ODli1b4p133sEbb7yB1NTUSmq1+mxtbbFr1y788ssvOHjwIB48eAAzMzO4uLhgyJAhGD16tMoPKIlEgk8++QTe3t7YtWsXLly4gEePHiEzMxM1a9ZE8+bN0adPH4wYMQIODg6Vdl0DBgxA9+7dsWvXLvzxxx+4d+8enj9/DkdHRzRt2hSDBw+Gl5eXwpKoujJ//nw4ODggLCwM8fHxMDMzQ3Z2tnjc398fHTt2xNatWxEZGYmkpCRIJBLY29ujRYsW6N27N7y9vWFnZ4fjx48jNDQU6enp+OOPP+Dp6Smep2XLlvjtt9+wd+9enDx5UgxAzMzM4OTkhI4dO2Lo0KHiagzlMWvWLJw8eRJPnz7FrVu3sHHjRkyZMgUA0LBhQ4SGhmL//v04duwYbt++jZSUFEgkEjg5OaFt27YYMGAAhgwZojBmXxPauMYWLVrg4MGDOHToEI4dO4abN28iJSUFgDC5YIcOHeDt7Y1XXnlFZVsGDBiAHj16YPfu3Th9+jTu3r2LjIwMmJubo0mTJujWrRtGjRqF5s2bl+taiYgqA+McxjkVxTiHcQ4ZHolM2cA6IiIiIiIiIiKqMjjJMhERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFccEDxERERERERFRFff/GOI+H6kbQx4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fn.plot_ftebte(num_tasks, err, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen from above, there is generally positive forwards and backwards transfer efficiency when evaluating transfer across datasets, even though the datasets contained very different content." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Varying the Number of Trees\n", "\n", "We were also curious how changing the number of trees would affect the results of the FTE/BTE experiment across datasets, and therefore also reran the experiment using `50` trees:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "##### MAIN HYPERPARAMS ##################\n", "model = \"odif\"\n", "num_tasks = 5\n", "num_trees = 50\n", "reps = 4\n", "#########################################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the experiment, we find the following results:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "accuracy_all_task = fn.ftebte_exp(\n", " data, classes, model, num_tasks, num_trees, reps, shift=0\n", ")\n", "err, bte, fte, te = fn.get_metrics(accuracy_all_task, num_tasks)\n", "fn.plot_ftebte(num_tasks, err, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems as if more trees leads to lower transfer efficiency. \n", "\n", "We use `10` trees for the remainder of the experiments to save on computing power." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recruitment Experiment\n", "\n", "Now that we have roughly assessed the performance of ODIF via the FTE/BTE experiment, we are also interested in which recruitment scheme works the best for this set of data.\n", "\n", "### Base Experiment\n", "\n", "To quickly reiterate some of the background on the recruitment experiment, there are generally two main schemes for developing lifelong learning algorithms: building and reallocating. The former involves adding new resources as new data comes in, whereas the latter involves compressing current representations to make room for new ones. We want to examine whether current resources could be better leveraged by testing a range of approaches:\n", "1. **Building (default for Omnidirectional Forest):** train `num_trees` new trees\n", "2. **Uncertainty forest:** ignore all prior trees\n", "3. **Recruiting:** select `num_trees` (out of all 450 existing trees) that perform best on the newly introduced 10th task\n", "4. **Hybrid:** builds `num_trees/2` new trees AND recruits `num_trees/2` best-forming trees\n", "\n", "We compare the results of these approaches based on varying training sample sizes, in the range of `[1, 5, 10, 25]` samples per label." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Hyperparameters\n", "\n", "As always, we define the hyperparameters:\n", "- `num_tasks`: number of tasks\n", "- `num_trees`: nuber of trees\n", "- `reps`: number of repetitions\n", "- `estimation_set`: size of set used to train for the last task, as a proportion (`1-estimation_set` is the size of the set used for validation, aka the selection of best trees)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "############################\n", "### Main hyperparameters ###\n", "############################\n", "num_tasks = 5\n", "num_trees = 10\n", "reps = 4\n", "estimation_set = 0.63" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run Experiment and Plot Results\n", "\n", "We call our experiment function and input the main hyperparameters:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# run recruitment experiment\n", "means, stds, last_task_sample = fn.recruitment_exp(\n", " data, classes, num_tasks, num_trees, reps, estimation_set, shift=0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we plot the results:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot results\n", "fn.recruitment_plot(means, stds, last_task_sample, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We therefore see that though generalization error remains high on the final task, the lifelong learning algorithm still outperforms the other recruitment schemes overall." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shifting Dataset Order\n", "\n", "Since the above experiment involves fixing DTD as the final dataset, a further experiment involves shifting the order of datasets, so that there is a different dataset as task 5 each time. This allows us to see whether different dataset content would significantly impact the results on the final task. \n", "\n", "To do so, we define the `shift` parameter in our call to the `recruitment_exp` function. This, in turn, calls the `shift_data` function, which moves the first task to the end and thus reorders the sequence of tasks.\n", "\n", "More specifically, if we define `shift=1`, as done below, we would get the following order of datasets:\n", "1. CIFAR-10\n", "2. CIFAR-100\n", "3. Food-101\n", "4. DTD\n", "5. Caltech-101" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run recruitment experiment\n", "means, stds, last_task_sample = fn.recruitment_exp(\n", " data, classes, num_tasks, num_trees, reps, estimation_set, shift=1\n", ")\n", "# plot results\n", "fn.recruitment_plot(means, stds, last_task_sample, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `shift=2` results in a dataset order of:\n", "1. CIFAR-100\n", "2. Food-101\n", "3. DTD\n", "4. Caltech-101\n", "5. CIFAR-10" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run recruitment experiment\n", "means, stds, last_task_sample = fn.recruitment_exp(\n", " data, classes, num_tasks, num_trees, reps, estimation_set, shift=2\n", ")\n", "# plot results\n", "fn.recruitment_plot(means, stds, last_task_sample, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`shift=3` gives us:\n", "1. Food-101\n", "2. DTD\n", "3. Caltech-101\n", "4. CIFAR-10\n", "5. CIFAR-100" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run recruitment experiment\n", "means, stds, last_task_sample = fn.recruitment_exp(\n", " data, classes, num_tasks, num_trees, reps, estimation_set, shift=3\n", ")\n", "# plot results\n", "fn.recruitment_plot(means, stds, last_task_sample, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, `shift=4` yields:\n", "1. DTD\n", "2. Caltech-101\n", "3. CIFAR-10\n", "4. CIFAR-100\n", "5. Food-101" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run recruitment experiment\n", "means, stds, last_task_sample = fn.recruitment_exp(\n", " data, classes, num_tasks, num_trees, reps, estimation_set, shift=4\n", ")\n", "# plot results\n", "fn.recruitment_plot(means, stds, last_task_sample, num_tasks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Throughout all the above experiments, even though generalization error remains high due to the sheer amount of different labels across all the different datsets, our lifelong learning algorithm still outperforms the other recruitment methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other Experiments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effect of Normalization\n", "\n", "When examining data across different datasets, normalization and standardization of data is often of interest. However, this can also lead to loss of information, as we are placing all the images on the same scale. As a final experiment, we also look into the effect of normalization on the FTE/BTE results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import and Process Data\n", "\n", "The `import_data` function has a `normalize` parameter, where one can specify whether they want to normalize the data, normalize across the dataset, or just normalize across each image. Previously, for the original FTE/BTE experiment, we set `normalize=False`.\n", "\n", "Here, we look at the other two options." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# normalize across dataset\n", "data1, classes1 = fn.import_data(normalize=\"dataset\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# normalize across each image\n", "data2, classes2 = fn.import_data(normalize=\"image\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Hyperparameters\n", "\n", "We use the same parameters as before:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "##### MAIN HYPERPARAMS ##################\n", "model = \"odif\"\n", "num_tasks = 5\n", "num_trees = 10\n", "reps = 4\n", "#########################################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run Experiment and Plot Results\n", "\n", "We first run the FTE/BTE experiment by normalizing across each dataset, such that the images in each dataset have a range of [0,1] in each channel." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "accuracy_all_task = fn.ftebte_exp(\n", " data1, classes1, model, num_tasks, num_trees, reps, shift=0\n", ")\n", "err, bte, fte, te = fn.get_metrics(accuracy_all_task, num_tasks)\n", "fn.plot_ftebte(num_tasks, err, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then run the FTE/BTE experiment with normalizing per image, so that each channel in each image is scaled to a range of [0,1]." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "accuracy_all_task = fn.ftebte_exp(\n", " data2, classes2, model, num_tasks, num_trees, reps, shift=0\n", ")\n", "err, bte, fte, te = fn.get_metrics(accuracy_all_task, num_tasks)\n", "fn.plot_ftebte(num_tasks, err, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems as if normalizing both across the dataset and within each image yield relatively similar results to not normalizing, so we did not perform further experiments to explore this area more at the current point in time." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }