{ "cells": [ { "cell_type": "markdown", "id": "ba282cae", "metadata": {}, "source": [ "# Safe Decision Tree Notebook \n", "# Next cell is for developers only:\n", "First set some path variables: this notebook expects to find the repository root in your home directory. You can change this by editing the last sys.path.append line to reflect with the repository root is found on your system" ] }, { "cell_type": "code", "execution_count": 1, "id": "166298a8", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "# from os.path import expanduser\n", "\n", "# ROOT_DIR = os.path.dirname(os.path.dirname(os.path.abspath(\"\")))\n", "# sys.path.append(ROOT_DIR)\n", "# home = expanduser(\"~\")\n", "# sys.path.append(os.path.abspath(home + \"/AI-SDC\"))\n", "# sys.path.insert(0,os.path.abspath(\"..\"))" ] }, { "cell_type": "markdown", "id": "c0d92b96-a6bc-4b1b-9040-f81c095e8770", "metadata": {}, "source": [ "## Some basic examples to explore what the wrapper class could look like and be implemented\n", "\n", "### Lets start by making some data with one disclosive case\n", "- We'll do this by adding an example to the iris data and give it a new class to make things really obvious.\n", "- The same risks exist for more complex data sets but _everyone knows iris_" ] }, { "cell_type": "code", "execution_count": 2, "id": "47e9809e-f778-48de-9857-a6a481d96cd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature 0 min 4.3, min 7.9\n", "feature 1 min 2.0, min 4.4\n", "feature 2 min 1.0, min 6.9\n", "feature 3 min 0.1, min 2.5\n" ] } ], "source": [ "import numpy as np\n", "from sklearn import datasets\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "\n", "# print the max and min values in each feature to help hand-craft the disclosive point\n", "for feature in range(4):\n", " print(f\"feature {feature} min {np.min(X[:,feature])}, min {np.max(X[:,feature])}\")\n", "\n", "# now add a single disclosve point with features [7,2,4.5,1] and label 3\n", "X = np.vstack([X, (7, 2.0, 4.5, 1)])\n", "y = np.append(y, 4)" ] }, { "cell_type": "markdown", "id": "d5effc9f-f2b3-4e8c-b2c3-87633c7a76fb", "metadata": {}, "source": [ "### and import some basic libraries to show our point" ] }, { "cell_type": "code", "execution_count": 3, "id": "828ba8d9-c78e-4259-bd49-802481b70ee5", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.tree import plot_tree" ] }, { "cell_type": "markdown", "id": "9d657d29-6edb-4e50-813e-654b104c7f75", "metadata": {}, "source": [ "## Here's the raw version\n", "- note I am setting random_state=1 to make it deterministic, just so you get the same reults as me\n", " - the general point is not that someone always will, but that they could\n", " - in practice I ran 10 times not setting random state and got the same tree 4/5 times" ] }, { "cell_type": "code", "execution_count": 4, "id": "0a2e85c9-5516-43f7-bb96-ddb48dc08d15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy in this naive case is 1.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example code with no safety\n", "\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "rawDT = DecisionTreeClassifier(min_samples_leaf=1, criterion=\"gini\", random_state=1)\n", "rawDT.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {rawDT.score(X,y)}\")\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(rawDT, filled=True, ax=ax, fontsize=10)" ] }, { "cell_type": "markdown", "id": "1dd44240-2ed4-4e94-9633-94057220d686", "metadata": {}, "source": [ "### As we can see we have several disclosive nodes, one of which is our added point (in purple)\n", "The exact values cannot be inferred but if we (reasonably) assume all features are non-negative we can get uper and lower bounds for the attribute values on that node: \n", "> (6.95,inf), \\[0,2.6\\], (0,4.95\\], (0.8, 1.65\\]\n", "\n", "so this is disclosive to a certain degree.\n", "\n", "- In this case I spent 5 minutes manually tuning the values of the added point so that the tree included at least one decision node for each feature\n", "\n", "- It would be fairly trivial to use something like a Genetic Algorithm to automatically tune the feature values of the added point minimising the difference between the upper and lower bounds for each feature.\n", "\n", "- But that is not really the point of this exercise which was to show that allowing the user to set inappropriate values for a single parameter could produce a disclosive tree. \n" ] }, { "cell_type": "markdown", "id": "2bcf587c-fd29-4801-ba9b-51a342ac8aed", "metadata": {}, "source": [ "### Diligent user realises problem, and changes their code to enforce at least n samples in each leaf\n", "We'll use n=5 " ] }, { "cell_type": "code", "execution_count": 5, "id": "24bd26c3-6917-4493-b1c8-283d9fd8d4a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy with threshold rule enforced is 0.9668874172185431\n" ] }, { "data": { "image/png": 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OHQqxWJzv3ERERESkfjzjiYiISA3MzMygoaGBqKgolfbXr19/0joGDRoEiUSS75eDg0O+c7i4uODVq1eIi4tTaQ8ODoaLi0u+Y99ftfVfuYVoBw8eREpKCrfZEREREX0muOKJiIhIDcRiMerUqYNDhw5h/Pjxyvbffvvtk9ZRHFvtfHx8IBKJcODAAQwZMgRA9mqnkydPFrht0M/PD7NmzcLLly9haWkJIDuwioiIQL169XL037lzJxwcHNCwYcN85yUiIiKi0oHBExERkZrMnj0bHTp0wNChQ9G1a1fcuHFDedC3SPRpFiXb2trC1tb2o+aoVKkShgwZgilTpkAsFqNixYpYunQpZDIZhg8fruy3detWDBo0CKdOnYKHhwcAYOjQoVi7di38/PwwZ84cpKenY86cOXBwcECPHj1U7hMVFYU///wT06dPz7OW48ePIykpCVevXgUAHDlyBPr6+spzo4iIiIjo0+JWOyIiIjVp3749NmzYgICAAHTo0AHHjx/Hhg0bAAAymUzN1RXN//3f/2Hw4MGYPn06OnbsCIlEgj///FPlfcjlcmRlZUGhUCjb9PX1cfr0aVhZWaF3794YPHgwatSogdOnT0NXV1flHnv37kVmZma+2+xGjhyJrl274vvvvweQvZWwa9eu2Lt3bzG/YyIiIiIqDEHx/qc/IiKiz8z169dRr149XLt2DXXr1lV3OR9ty5YtGDJkCJ48efLRK5Ho81fW/nwTERFR+cOtdkRERGoSGxuLBQsWwMvLC/r6+rhy5QqWLFmCDh06MHQiIiIiojKBwRMREZGaSCQShIaGYufOnYiPj4eZmRn69u2Lr7/+Wt2lEREREREVCwZPREREaqKvr4+jR4+quwwiIiIiohLDw8WJiIiIiIiIiKhEMHgiIiIqhwYMGIDq1auru4xCS09Px9SpU+Hu7g6pVApBEBAdHZ2j3/z58yEIQo6vjRs3qvRbv349/Pz8YGZmBkEQsH///k/1VoiIiIjKFW61IyIiolIvOTkZmzdvRoMGDdCsWTMEBATk2VdHRwenT59WabO3t1d5vXXrVgBAmzZtlN8TERERUfFj8ERERESlnqGhIWJjYyEIAvz9/fMNnkQiEdzc3PKd78KFCxCJRAgLC2PwRERERFSCuNWOiIioGN29exdt2rSBiYkJdHV14ezsjG+++UZ5/eLFi2jfvj2srKwglUpRu3ZtbNu2TWWOwMBACIKAgIAAdOvWDXp6erC2tsbOnTsBAN999x2sra1hbGyMIUOGIC0tTTnW398fgiAgKCgIXl5e0NXVha2tLX766acCa4+IiECfPn1gamoKHR0duLu749q1ayp9Dh8+jPr160NPTw+GhoaoX78+jh079jE/skITBKHY5hKJ+BGIiIiI6FPgiiciIqJi1K5dO1hYWGDLli2QyWQICQlBRESE8vrTp0/RpEkTjBgxAtra2jh//jwGDx4MuVyO/v37q8w1cuRIDBgwAEOHDsXmzZvRt29f3Lp1C3fu3MHGjRvx+PFjTJo0Cfb29pg5c6bK2B49emD48OGYNm0adu/ejcGDB8PKygq+vr651h0XF4emTZtCT08Pa9euhUwmw9q1a+Hl5YVHjx7B3NwcoaGh6NKlC3r27Illy5ZBLpfj1q1biIuLy/dnkpWVBYVCkW8fQRAgFovz7VNYKSkpMDMzQ1xcHKpUqYKJEydi6NChxTI3ERERERUNgyciIqJiEh0djSdPnuD//u//0K5dOwCAp6enSp8ePXoov1coFHB3d0dERAQ2bdqUI3jq2rUr5s6dCwD44osv8Ouvv2LXrl0IDQ2FRCIBkL06at++fTmCp379+mHGjBkAgFatWuHx48dYsGBBnsHTmjVrEB8fj8uXL8Pc3BwA4O3tjSpVqmDlypX45ptvcOPGDWRkZGDdunXQ19dXzl0Qb29vnD17Nt8+Hh4eCAwMLHCugjg6OuLrr79GnTp1kJqaip07d2LYsGFISEjAV1999dHzExEREVHRMHgiIiIqJiYmJrCxscGMGTMQGxsLb29vVKpUSaVPXFwc5s2bh0OHDiEyMhJZWVnKsf/VsmVL5fcymQzm5uZwd3dXhk4AUKVKlVwDm06dOqm87ty5M7766itkZWXlurLo5MmT8PT0hLGxMTIzMwEAYrEYHh4euHLlCgCgZs2aEIvF6NWrF4YNGwZ3d3fIZLICfy6bNm1CYmJivn3eBVkfq0+fPiqv27Zti/T0dCxevBjjx49X+dkRERERUclj8ERERFRMBEHAyZMnMWvWLIwePRpJSUmoV68eVq9eDXd3dwDAgAEDcOHCBcydOxfVqlWDgYEBNmzYgD179uSYz9DQUOW1pqZmrm2pqak5xr5btfSOhYUFMjIyEB0dDQsLixz9o6OjERQUlGsw4+DgACA75Dp69CiWLl2KTp06QSQSwdfXF+vWrYO1tXWePxdHR8dCbbUrKd26dcP+/fsREhICV1fXErsPEREREeXE4ImIiKgYValSBfv27UNGRgYuXLiAmTNnol27doiMjISGhgaOHj2K1atXY+zYscoxcrm82Ot4/fo1KlasqHz96tUrSCQSmJqa5trf2NgYvr6+WLRoUY5rWlpayu99fX3h6+uLN2/e4MSJE5g4cSIGDhyIU6dO5VnLp9xqR0RERESlC4MnIiKiEiCRSODh4YHp06ejffv2eP78OSwsLCCXy6Gpqansl5iYiMOHDxf7/Q8ePIg6deooXx84cAD16tXL8wDvFi1aYPv27XB1dYVUKi1wfgMDA3Tr1g2XLl3Crl278u37Kbfa5Wb37t0wNDSEo6Njid2DiIiIiHLH4ImIiKiY/PPPP5g8eTK6d+8OBwcHJCQkYNmyZbC1tYWDgwPEYjEaNGiA5cuXw8zMDBoaGli+fDlkMhlev35drLVs3boVOjo6qFu3Lnbv3o2//voLv//+e579J02ahB07dsDDwwPjx4+HtbU1oqKicOnSJVhZWWHixInYtGkTLl68CF9fX1SoUAFPnjzB9u3b4ePjk28tzs7OxfKejh8/jqSkJFy9ehUAcOTIEejr66Nq1aqoWrUqAKBevXro378/XFxckJKSgh07duDXX3/FmjVrVLYRXr16FWFhYYiKigIABAUFAQDMzMzg4eFRLPUSEREREYMnIiKiYmNpaQlLS0ssW7YMkZGRkMlkaNasGbZv365cabRz504MHz4c/fv3h4mJCcaNG4e3b99i5cqVxVrLrl27MGPGDCxcuBDm5ub44Ycf0KZNmzz7m5iYICgoCLNnz8a0adMQExMDc3NzuLm5KQ8qr1mzJo4cOYJJkyYhJiYGlpaW6NmzZ67b80rCyJEj8fTpU+XrQYMGAQDmzZuH+fPnA8g+T+rbb7/Fy5cvIQgCatSoge3bt6N3794qc61btw6//PKL8vWqVasAcMsfERERUXETFAWd9klERFSKXb9+HfXq1cO1a9dQt25ddZejdv7+/hg4cCCioqLyPM+JPh/8801ERESfO5G6CyAiIiIiIiIiorKJwRMREREREREREZUIBk9ERERlyIABA6BQKLjNjoiIiIhKBQZPRERERERERERUIhg8ERERERERERFRiWDwREREVIDAwEAIgoCrV6+qu5QimT9/PgRBgCAIaNGihbI9LCxM2f7+l5ubW445Lly4gEaNGkFHRwc2Njb4+uuv8SEPxC0v90xPT8fUqVPh7u4OqVQKQRAQHR2do1+PHj2U9YwZM6bI9yEiIiL6XGiouwAiIiIqOTo6Ojh9+jRkMlmOa0uXLoWnp6fytb6+vsr1kJAQtGrVCi1btsTixYvxzz//YPr06RCLxfjqq68+qJ6yfs/k5GRs3rwZDRo0QLNmzRAQEJBrv8WLF2PChAno1KlT0d8QERER0WeEwRMREVEZJhKJcl3hAwBOTk55XgOAFStWwMTEBLt374ampia8vb0RFRWFJUuWYOzYsdDS0ipyPWX9noaGhoiNjYUgCPD3988zeHJ0dISjo+MHvR8iIiKizwm32hERUZnk7+8PDQ0NvHr1SqU9NjYWmpqa2LRpEwDg4sWLaN++PaysrCCVSlG7dm1s27Yt37nfbeHav3+/SvuECRNga2ur0hYREYE+ffrA1NQUOjo6cHd3x7Vr1z7+DX4Cx48fR8eOHaGpqals69GjB+Lj43Hx4kXeMw+CIBRneURERESfNQZPRERUJnXq1AkaGhrYt2+fSvuBAwcAAF27dgUAPH36FE2aNMGPP/6II0eOoHPnzhg8eDB++eWXj64hLi4OTZs2xc2bN7F27VocOHAAUqkUXl5eeP36db5js7KykJmZme9XVlbWR9U3cuRIiMVimJubY+jQoYiNjVVeS0pKwrNnz+Di4qIyxsXFBYIgIDg4mPckIiIiogJxqx0REZVJMpkMbdq0wa5du1QOb961axd8fHxgbGwMIHtlyzsKhQLu7u6IiIjApk2b0L9//4+qYc2aNYiPj8fly5dhbm4OAPD29kaVKlWwcuVKfPPNN3mO9fb2xtmzZ/Od38PDA4GBgUWuS0tLCyNHjkSrVq1gaGiIS5cuYcmSJbh69SouX74MiUSC+Ph4ANlbx96nqakJXV1dlfCG9yQiIiKivDB4IiKiMqtnz57o3r07wsPDYW1tjRcvXuDs2bPYunWrsk9cXBzmzZuHQ4cOITIyUrmKyMTE5KPvf/LkSXh6esLY2BiZmZkAALFYDA8PD1y5ciXfsZs2bUJiYmK+ff57SHZhVahQAevXr1e+9vDwQLVq1eDn54eDBw+iW7duHzQv70lERERE/8XgiYiIyiw/Pz9IpVLs3r0bU6dOxd69e6GtrY2OHTsq+wwYMAAXLlzA3LlzUa1aNRgYGGDDhg3Ys2fPR98/OjoaQUFBkEgkOa45ODjkO9bR0REKhSLfPsV5llCbNm0glUpx7do1dOvWTbkCKCEhQaVfeno6kpOTlSvGeE8iIiIiyg+DJyIiKrN0dHTQsWNHZfC0e/dutGvXDlKpFACQmpqKo0ePYvXq1Rg7dqxynFwuz3debW1tANnhxPvi4uJUXhsbG8PX1xeLFi3KMUdBTzMrya12hSGVSlG5cuUcZxw9ePAACoUix5lIvCcRERER5YbBExERlWk9e/ZE27ZtERAQgKCgIEyfPl15LS0tDXK5XOVpZomJiTh8+HC+c5qbm0MikeD+/fvKtvT09BxBUYsWLbB9+3a4uroqw67CKsmtdrk5evQokpKS0KBBA2Vb69atcejQIXzzzTfKVVt79uyBoaEhGjduzHsSERERUYEYPBERUZnWsmVLmJiYYNCgQTA0NETr1q2V12QyGRo0aIDly5fDzMwMGhoaWL58OWQyWb5PnROJRPjyyy+xbt06ODo6wtTUFOvWrYNCoVDZ/jZp0iTs2LEDHh4eGD9+PKytrREVFYVLly7BysoKEydOzPMezs7OxfMDyMXkyZMhEong5uYGQ0NDXL58GcuWLUP9+vVVtiFOmTIFO3bsQM+ePTFq1Cjcvn0bK1aswJIlS1TCuubNmyMsLAxhYWHl/p4AcPz4cSQlJeHq1asAgCNHjkBfXx9Vq1ZF1apV8x1LREREVOYoiIiIPmPXrl1TAFBcu3Ytzz7Dhw9XAFAMHjw4x7VHjx4pvLy8FLq6uorKlSsrVqxYoZg3b55CKpUq+5w5c0YBQHHlyhVl2+vXrxUdO3ZUGBgYKCpWrKhYs2aNYvz48QobGxuV+V+8eKEYPHiwokKFCgpNTU1FpUqVFF26dFGcP3/+4998Af77Pt758ccfFXXr1lUYGBgoNDQ0FDY2NooJEyYoEhIScvQ9f/68omHDhgotLS1FpUqVFMuWLVPI5XKVPvXr11c0bNgw31rKyz0VCoXCxsZGASDH17x583LtO3r06DznKsyfbyIiIqLSTFAoCji5lIiIqBS7fv066tWrh2vXrqFu3brqLqdUmT9/PlauXIn4+HiIRCKIRKJiv0dKSgoMDQ2xbdu2T/aUuLJwT7lcDrlcDkdHR/j5+WHdunW59uOfbyIiIvrcFf8nUCIiIio1kpKSIJFI4OPjUyLzX7lyBfb29ujSpUuJzF9W79mrVy9IJBI8ffq0WOYjIiIiKq244omIiD5rXBGSt+fPn+P58+cAAAMDA1SpUkXNFdE7jx8/RmxsLIDsw+qtra1z7cc/30RERPS54+HiREREZZSVlRWsrKzUXQblwt7eHvb29uoug4iIiKjEcasdERERERERERGVCAZPRERERERERERUIhg8ERERERERERFRieAZT0REVCbcv39f3SUQFTv+uSYiIqLPHYMnIiL6rJmamkJXVxd9+vRRdylEJUJXVxempqbqLoOIiIjogwgKhUKh7iKIiIg+Rnh4OKKjo9VdxkeJiYnB8OHD8ebNG2zatAl2dnbqLumzk56ejqlTpyIoKAirV69G48aN1V1SsTA1NYW1tbW6yyAiIiL6IAyeiIiI1OzVq1fw8vJCXFwczpw5A2dnZ3WX9NlKS0tD165dERAQgIMHD6JNmzbqLomIiIioXOPh4kRERGr08uVLeHp6Ij4+HoGBgQydPpKWlhb279+P1q1bo1OnTvj999/VXRIRERFRucbgiYiISE1evHgBT09PvHnzBoGBgahSpYq6SyoTNDU1sXfvXrRp0wZffvkljh49qu6SiIiIiMotBk9ERERq8C50evv2LQIDA+Hk5KTuksoUTU1N7NmzB23btsWXX36JI0eOqLskIiIionKJwRMREdEn9vz5czRv3hxJSUkIDAyEo6Ojuksqk96FT+3bt0fnzp1x6NAhdZdEREREVO4weCIiIvqEIiMj0bx5c6SkpCAwMBAODg7qLqlMk0gk2LVrFzp06ICuXbvit99+U3dJREREROUKgyciIqJPJCIiAs2bN0daWhpDp09IIpFg586d6NixI7p27YqDBw+quyQiIiKicoPBExER0SfwLnTKyMhAYGAg7O3t1V1SufIufOrcuTO6deuGAwcOqLskIiIionKBwRMREVEJCw8Ph4eHBzIzMxEYGAg7Ozt1l1QuaWhoYPv27ejSpQu6d++O/fv3q7skIiIiojKPwRMREVEJCg8PR/PmzSGXy3H27FnY2tqqu6RyTUNDA9u2bUO3bt3Qo0cP7Nu3T90lEREREZVpGuougIiIqKx6+vQpPD09AQBnz56FtbW1misiIDt82rp1K0QiEXr27Am5XI7u3buruywiIiKiMonBExERUQkICwuDp6cnRCIRzpw5w9CplNHQ0MAvv/wCQRDQu3dvKBQK9OjRQ91lEREREZU5DJ6IiIiKWVhYGJo3bw4NDQ2cOXMGlStXVndJlAuxWAx/f3+V8Klnz57qLouIiIioTGHwREREVIyePHmC5s2bQ1NTE2fOnEGlSpXUXRLlQywW4+eff4ZIJEKfPn2gUCjQq1cvdZdFREREVGYweCIiIiomjx8/RvPmzaGtrY0zZ86gYsWK6i6JCkEsFmPLli0QiUTo27cv5HI5+vTpo+6yiIiIiMoEBk9ERETFIDQ0FM2bN4euri5Onz7N0OkzIxaL8eOPP0IQBPTr1w8KhQJ9+/ZVd1lEREREnz0GT0RERB8pJCQEnp6e0NXVxZkzZ2BlZaXukugDiEQibN68GYIgoH///pDL5ejfv7+6yyIiIiL6rDF4IiIi+giPHj2Cp6cn9PT0cObMGVSoUEHdJdFHEIlE+OGHHyAIAgYOHAiFQoEBAwaouywiIiKizxaDJyIiog/08OFDeHp6wsDAAGfOnIGlpaW6S6JiIBKJsGnTJohEIgwaNAhyuRyDBg1Sd1lEREREnyUGT0RERB/gwYMH8PT0hKGhIc6cOQMLCwt1l0TFSCQSYcOGDRCJRBgyZAgUCgUGDx6s7rKIiIiIPjsMnoiIiIooODgYXl5eMDIywunTpxk6lVEikQjff/89BEHAkCFDIJfLMXToUHWXRURERPRZYfBERERUBMHBwfD09ISJiQlOnz4Nc3NzdZdEJehd+CQSiTBs2DAoFAoMGzZM3WURERERfTYYPBERERXS/fv34enpCTMzM5w6dYqhUzkhCALWrl0LQRAwfPhwKBQKDB8+XN1lEREREX0WGDwREREVwr179+Dp6QkLCwucOnUKZmZm6i6JPiFBEPDdd99BJBJhxIgRkMvlGDlypLrLIiIiIir1GDwREREV4O7du/D09ESFChVw6tQpmJqaqrskUgNBELBmzRoIgoBRo0ZBLpdj9OjR6i6LiIiIqFRj8ERERJSPO3fuwMvLC1ZWVvjzzz8ZOpVzgiDg22+/hUgkwpgxY6BQKDBmzBh1l0VERERUajF4IiIiysPt27fh5eWFSpUq4c8//4SJiYm6S6JSQBAErFq1CoIgYOzYsZDL5Rg3bpy6yyIiIiIqlRg8ERER5eLWrVvw9vaGtbU1/vzzTxgbG6u7JCpFBEHAypUrIRKJMH78eCgUCowfP17dZRERERGVOgyeiIiI/uNd6GRjY4M//viDoRPlShAEfPPNNxCJRJgwYQLkcjkmTpyo7rKIiIiIShUGT0RERO+5efMmvL29YWdnhz/++ANGRkbqLolKMUEQsHz5cgiCgEmTJkGhUGDSpEnqLouIiIio1GDwRERE9D/Xr19HixYt4ODggD/++AOGhobqLok+A4IgYNmyZRCJRJg8eTLkcjm++uordZdFREREVCoweCIiIsK/oZOjoyNOnjzJ0ImKRBAELFmyBCKRCFOmTIFCocCUKVPUXRYRERGR2jF4IiKicu/atWto0aIFnJ2dERAQAJlMpu6S6DMkCAIWLVoEQRAwdepUyOVyTJs2Td1lEREREakVgyciIirXrly5Ah8fH7i4uODEiRMMneijCIKAhQsXQiQSYfr06ZDL5ZgxY4a6yyIiIiJSGwZPRERUbl2+fBk+Pj6oWrUqTpw4AQMDA3WXRGWAIAhYsGABBEHAzJkzoVAoMHPmTHWXRURERKQWDJ6IiKhcunTpEnx8fFC9enUcP36coRMVu/nz50MQBMyaNQtyuRyzZ89Wd0lEREREnxyDJyIiKneCgoLQqlUr1KhRA8ePH4e+vr66S6Iyat68eRCJRJgzZw7kcjnmzp2r7pKIiIiIPikGT0REVK5cvHgRrVq1Qq1atXDs2DGGTlTi5syZA5FIhNmzZ0OhUGDevHnKa3fv3kWVKlUgkUjUWCERERFRyWHwRERE5caFCxfg6+uL2rVr49ixY9DT01N3SVROzJo1S2Xb3btteG3btsXgwYMxZ84cdZdIREREVCJE6i6AiIjoUzh//jxatWqFOnXqMHQitZg5cyaWLVuGhQsXYt68eVAoFHB3d8fu3bvVXRoRERFRieGKJyIiKvP+/vtv+Pr6okGDBjh69CikUqm6S6Jyavr06RCJRJg2bRoUCgW6du2Kbdu24c6dO6hevbq6yyMiIiIqdgyeiIioTDt37hxat26NL774AkeOHGHoRGo3depUCIKAqVOnYurUqZDJZNi7dy+DJyIiIiqTBIVCoVB3EURERCXh7NmzaNu2LRo2bIgjR45AV1dX3SVRORYaGgoPDw80atQIXbp0QWhoKGbNmoXq1asjIyMD9+/fhyAI6i6TiIiIqFgxeCIiojIpMDAQbdu2RaNGjXD48GGGTqR2WVlZ+Pbbb7F7925cu3YN2tracHJywu3btwEAN27cQO3atdVbJBEREVExY/BERERlzpkzZ+Dn54cmTZrg0KFD0NHRUXdJRCqePHmC/fv3Y//+/bh8+TIAoGPHjjh48KCaKyMiIiIqXgyeiIioTDl9+jT8/PzQrFkz/PbbbwydqNR7+vQpli5dCl9fX3Tq1End5RAREREVKwZPRET02dq2bRtq1qyJWrVqAQBOnToFPz8/eHh44ODBgwydiIiIiIjUjMETERF9lhISEmBubo5Vq1ZhzJgx+PPPP9GuXTs0b94cBw8ehLa2trpLJDULDw9HdHS0ussgKhJTU1NYW1uruwwiIqJio6HuAoiIiD7E4cOHkZ6ejg4dOuDkyZPo0KEDvLy8cODAAYZOhPDwcLi6uiI5OVndpRAVia6uLu7fv8/wiYiIygwGT0RE9Fnau3cvmjRpgnv37qFDhw5o0aIFDhw4AC0tLXWXRqVAdHQ0kpOTsX37dri6uqq7HKJCuX//Pvr06YPo6GgGT0REVGYweCIios9OfHw8AgICMHjwYHTo0AEtW7bE/v37ERUVBYVCgcqVK6u7RColXF1dUbduXXWXQURERFRuidRdABERUVEdOnQImZmZ2LJlC5o2bYqmTZuiefPmqFy5MkaOHKnu8oiIiIiI6H+44omIiD47a9euhUKhgFQqxalTp/D333+jdevW2L59O9q3b6/u8oiIiIiI6H8YPBER0Wfnxo0bEIlEaN68Obp37462bdtCX19f3WUREREREdF/cKsdERF9di5duoTY2FgcPHgQPXr0YOhEnw1fX184OTkhLS1Npf3atWvQ0NDAunXrAACBgYEQBAGCIEBDQ/XfCfv06QMnJydIpVIYGRnB3d0dJ0+eVOlz4sQJ5Xg9Pb2SfVMfYf369fDz84OZmRkEQcD+/fsLNa558+bK9/ffr927dxfYLzg4uKTeEhEREf0HgyciIvrs1K9fHzKZTN1lEBXZ999/j4iICCxdulTZlpWVheHDh6Nu3boYNWqUSv+ff/4Z58+fV2lLT0/HpEmTcOjQIWzbtg0mJiZo06YNzp07p+zTqFEjXLx4EYMHDy7ZN/SRtm7diujoaLRp06ZI49avX4+LFy+qfHXv3h0aGhpo0aKFSt8mTZrk6Gtra1uM74KIiIjyw612RFQuhIeHIzo6Wt1lECmZmprycenlkIODA2bOnInFixejV69ecHZ2xtq1a3Hz5k1cuXIFIpHqvwlWr14d9evXV2nbu3evyuvWrVvDzs4O27ZtQ7NmzQAAMpkMbm5uOHHiRLHU/ebNG6SlpcHMzKxY5nvnwoULEIlECAsLw9atWws9rmrVqjnaLl++DB8fH5iamqq0Gxoaws3N7aNrJSIiog/D4ImIyrzw8HC4ujgjOSVV3aUQKenqaON+8AOGT+XQtGnTsGPHDowcORK//PIL5syZg7Fjx6JOnTofNJ9YLIahoSHS09OLtU6FQoHAwED89NNPOHDgAHbu3ImOHTsW6z3+G7R9qAsXLuDJkydYvHhxscxHRERExYfBExGVedHR0UhOScXazo5wMtVRdzlEeBSdgrEHQhAdHc3gqRzS1NTEhg0b4OXlBXd3dxgaGmLhwoVFmkOhUCArKwsJCQn4+eef8ejRI2zatKlY6nv69Cn8/f3h7++PsLAwNG7cGGvWrFHZwiaXyyGXywuc67/nU5WUnTt3QiqVokOHDjmunT17FlKpFFlZWWjYsCEWLVoEd3f3T1IXERERMXgionLEyVQHNaxK7yG7RFR+eHp6wsvLC6dPn8aOHTuKfED+li1bMHToUACAnp4e9uzZg0aNGn1wPampqfj111/x888/49SpU6hcuTL69u2L/v37w8nJKUf/hQsXYsGCBQXOq1AoPrimwsrMzMTevXvRvn17SKVSlWseHh7o168fnJyc8Pz5c6xcuRItWrTA2bNnP+rnRURERIXH4ImIiIjoE7t37x7OnTsHQRAQGBiIXr16FWl8x44dUbt2bURHR2Pfvn3o1q0bDh48iNatWxe5llu3bsHDwwMZGRn48ssvcfLkSXh5eeW7DW7YsGHw8/Mr8r1Kwh9//IGoqKhcf4b/Dcf8/PxQrVo1LFq0CMeOHftUJRIREZVrDJ6IiIiIPiGFQoGRI0fCyckJo0ePxpgxYzBo0KAiHYBtamqqPETb19cXsbGxmDJlygcFTxKJBPr6+nj58iUSEhKQkJCAzMxMaGpq5jnG0tIS5ubmRb5XSdi5cydMTEzQqlWrAvtKpVK0bdsW+/fv/wSVEREREQAUz4mORERERFQo/v7+OHfuHDZs2ICRI0fCzc0NI0eORFZW1gfPWa9ePYSEhHzQ2KpVq+Lp06c4cuQItLW10bt3b1SoUAGjR4/G5cuXcx2zcOFCSCSSAr9KWkpKCn777Td07dr1k9yPiIiIio4rnoiIyoCG315HiyqGWNLWvkjjKs67iDk+NhjRxKqEKvtXeqYcX58Kx4F/ovE2LQv1K+tjcVs7OBbiwPcr4YlYGBCGey+TYCKVoH8DS4xqagVBEEq8bqLiFBMTgylTpqB///7KA643bNiAevXqYe3atZgwYcIHzfv333/D3r5o//9/n0gkgq+vr3L11Pbt2/Hzzz9j/fr1cHFxQf/+/TFs2DAYGxsDKD1b7Q4fPoy3b98WeqtiUlISjh49igYNGpRwZURERPQOgyciojJgSw9nyLTFRR53eEh1VDLUKoGKcppzPAyH70RjXitbWBpo4ru/ItD9l3s4M7oWDLTz/uvoSUwKem+7B3cHQ0z1tsb9l0lY9mc4xCLhkwRmRMVpypQpAIAVK1Yo22rVqoWxY8di7ty56NatG6ys8v5z/fvvv2Pr1q3w8/ND5cqVERsbi507dyIgIAC7du0qlhqNjY0xbtw4jBs3Djdu3MBPP/2EFStWwMXFBR07dgQAWFlZ5VtnYV29ehVhYWGIiooCAAQFBQEAzMzM4OHhASD7qXTe3t746aef0K9fP5XxO3fuhLW1NZo2bZpj7nPnzmHFihXo1KkTbG1t8fz5c6xatQovX77Evn37Prp2IiIiKhwGT0REZUD1CtKCO+WiXuWiPUnrQz1PSMOu66+wtK09etTNPhemlpUUX3x7HduvvsKophXzHLvh/HMY6UqwvosTNDVEaGYvQ0xyJr77KwIDG1pCS4O7xunzcO7cOfj7+2Pz5s3K85neWbhwIfbu3YuJEydiz549ec7h4OCAtLQ0TJ8+HdHR0TA1NUXNmjURGBioDGqKU506dbB27VqsXLkSKSkpxT7/unXr8Msvvyhfr1q1CkD20+gCAwMBZJ+JlZWVBblcrjI2Li4OJ06cwIQJE3Jd/VihQgWkp6dj5syZiImJgVQqRePGjbFx40Z88cUXxf5eiIiIKHcMnoiISrltV15h7bkIxCRnokFlfcz2sUGrjf9gdUcHdK+THeL8d6vdhIMh+Of5WyxuY4f5J8LwOCYVzuY6WOZnj5pWesq5P9VWu79CEyBXAH7VTJRtRroSeDgY4vSj+HyDpzMh8WjtagzN9wKmDtVNsO5cJK49S0RjO1mJ1k5UXJo1a5YjPHlHX18fkZGROdqzsrKQlZUFsTh7RaOLiwt+++23Au+VV1jzobS0tKClVfyrI/39/eHv759vn+bNm0OhUORoNzIyQlpaWp7jHB0dceLEiY8tkYiIiD4S/5mYiKgUOxkci+lHH8PDwRBbejijmb0Mw/c+LNTY128zMPd4GEY2scLGblWQlqnA4N0PkJFVtF9E5XIFMrPy/8qS5/yl8H0h0SkwlUpgqKP67x2OpjoIic57FUVyehaeJ6TnOAfK0VQHgoB8xxKVBW5ubh8U+AQEBEAikWDRokUlUBURERFR4XHFExFRKfZ/f0WgiZ0BVnRwAAA0dzREhlyBFaefFTg2PiUTBwZWg7O5LgBAVyJCV/97uBHxFl/YGBS6hkmHQrHvZlS+fSoZauHSxLp5Xk9IyYRBLmdQGepoID4lM+9xqdnXZP85A0pTQwQdiSjfsUSfs3r16uHKlSsA8EGH6Ddu3Fg5/t1qKSIiIiJ1YPBERFRKZckVuPMiGXN8bFTaW7kYFSp4stDXVIZOAFDFLPv7F2/Si1TH5OaVMPALy3z7aGrw6XJExUlfXx/169f/4PEGBgYfNZ6IiIiouDB4IiIqpWKSMpApV8BEqvqfalOppFDj//uUO4k4OxxKzSzaVruKMi1UMMh/q09BCzJkOhpITM3K0R6fkplj+53KuP+tdHrzn7HpmXKkZMjzHUtEREREROrHM56IiEopE6kEGiIBMUmq28mikzI+aR2TDoXCZmFQvl+N/+9GvnM4muogKikjx9a40OiUHOc3vU9XUwwrmWaOs5xCY1KgUCDfsURlna2tLcaMGVPkcYIgYOXKlSVQUU7p6emYMmUKLC0tIZVK0bJlSzx48KDAcfPnz4cgCDm+Nm7cqNJv/fr18PPzg5mZGQRBwP79+0vqrRAREdEH4j8VExGVUmKRgOoVdBHwIBZDGlVQtp+4H/dJ6yiOrXbuDjKIBODYvRj0qmcBIHu109nQeEzwqJTvWE9HQ5x8EIvZPtaQiLP/veTwnRjItMWoX1m/CO+EqGw5ePAgjIyMijzu4sWLsLGxKbhjMRg3bhx2796N1atXo2LFiliyZAm8vb1x9+5dyGT5P5FSR0cHp0+fVmmzt7dXeb1161YAQJs2bZTfExERUenC4ImIqBQb714JA3c9wJRDofCrZoI7L5Kw/9ZrAIDoAw4c/hCVjbRRuei/26qwkmmhZ10LLD75FGKRAEt9Taw9Fwl9bQ30qW+h7LfvZhQmHwrBnv5V0cg2+5fSkU2scPB2NEbtf4T+DSwR/CoZG88/xzRva2hqcOEulV916tT5oHFubm7FXEnuIiIi8OOPP2L9+vUYNGgQAKBBgwawtrbGpk2bMHXq1HzHi0SiAmu9cOECRCIRwsLCGDwRERGVUvzETkRUivm4GGOZnx0CQ+MxaFcwzoTEY5lf9r/45/aUuNJsYWtb9KhrjqV/hGPQ7gfQEAnY068qDN57Yp1coUCWHFAo/h1nZ6KDnX2r4sWbdPTbcR8bLzzHZM/KGN64Qi53ISobNm3aBBsbG+jq6qJly5a4ceMGBEGAv7+/ss9/t9oNGDAA1atXR2BgIOrUqQOpVIovvvgC165dU5n7U221O3nyJORyObp27apsMzY2ho+PD44dO1Ys9xCJ+FGWiIiotOOKJyKiUq5fA0v0a/DvVrdd114BAKpa/PvEuksT66qMWdPJMcc8Mh0NRC5opNL239clSUtDhLmtbDG3lW2efbrXMUf3OuY52htY6+Po0BolWB1R6XH48GGMGDECQ4YMQZcuXXDz5k1069atUGNfvnyJcePGYfr06ZDJZJgxYwY6deqE0NBQSCSFezABAMjlcsjl+T+IQBAEiMV5B+DBwcEwNzfPsR3Q1dUVW7ZsKbCGlJQUmJmZIS4uDlWqVMHEiRMxdOjQwr0BIiIiKjUYPBERlWJxyRn4NjACTexlkGqKcSvyLb47F4lWLkaobKSt7vKIqAQsXrwYXl5e2Lx5MwCgVatWyMjIwJw5cwocGxsbi7Nnz6JatWoAAKlUCk9PT1y6dAlNmzYtdA2DBg3CL7/8km8fGxsbhIWF5Xk9Li4OhoaGOdqNjIwQGxub79yOjo74+uuvUadOHaSmpmLnzp0YNmwYEhIS8NVXXxXmLRAREVEpweCJiKgUk4hFCItLxcFD0XiTmgUTqQY61zTFrJaf5mBgIvq0srKycOPGjRxb4Tp06FCo4MnKykoZOgFA1apVAWSft1QU8+fPL/CJeVpaWkWasyj69Omj8rpt27ZIT0/H4sWLMX78+CKt3iIiIiL1YvBERFSK6WmJsbW3q7rLIKJPJCoqCpmZmTAzM1NpNzfPuQU1N/9dYaSpqQkASE1NLVId1tbWqFQp/ydOCgU84MDIyAgJCQk52uPi4mBsbFykegCgW7du2L9/P0JCQuDqyv8uEhERfS54IiMRERFRKWFmZgYNDQ1ERUWptL9+/fqT1jFo0CBIJJJ8vxwcHPKdw8XFBa9evUJcXJxKe3BwMFxcXEqyfCIiIipFuOKJiIgAABMOhuCf529xenRtdZdSKM/iUuG25kaO9jqV9HIcRH4lPBELA8Jw72USTKQS9G9giVFNrQpcsUH0qYnFYtSpUweHDh3C+PHjle2//fbbJ62jOLba+fj4QCQS4cCBAxgyZAiA7NVOJ0+eLNS2wf/avXs3DA0N4eiY8+EJREREVHoxeCIios/adG9rNLYzUL7W01J9ytaTmBT03nYP7g6GmOptjfsvk7Dsz3CIRQJGNLH61OUSFWj27Nno0KEDhg4diq5du+LGjRvKg75Fok+zWN3W1ha2trYfNUelSpUwZMgQTJkyBWKxGBUrVsTSpUshk8kwfPhwZb+tW7di0KBBOHXqFDw8PAAA9erVQ//+/eHi4oKUlBTs2LEDv/76K9asWaNyvtPVq1cRFhamXCEWFBQEIHvl2Lu5iIiISL0YPBER0WfNzkQb9Srr53l9w/nnMNKVYH0XJ2hqiNDMXoaY5Ex891cEBja0hJYGd51T6dK+fXts2LABS5cuxfbt29GwYUNs2LABPj4+kMlk6i6vSP7v//4Penp6mD59OhITE9GkSRP8+eefKu9DLpcjKysLCoVC2ebo6Ihvv/0WL1++hCAIqFGjBrZv347evXurzL9u3TqVp++tWrUKAODh4YHAwMCSfXNERERUKAyeiIhK2IPXyVh88imuR7xFaqYcVgaa6FnXHKOaVgQAXH2WiHXnIvHP87d4k5oFOxNtDG9shS61/j1c+MKTBHT1v4cdfV2x6/prnH4UB0MdDcxsYY1ONc2wJegFNl54juT0LLR2NcGStnbKQGXPjdeY9FsoDg+pjuWnwnE94i1MpRJM9KiEHnXzP7D4eUIalv0ZjjMh8UhJz0KtinqY72uLmlZ6yj4ng2Px7dkIhESnQEMkwNZYG195VoZ3FaMS+GkW3ZmQeLR2NYbmewFTh+omWHcuEteeJaKx3ef1izyVDyNGjMCIESOUr7ds2QIAqFWrlrItLCxMZYy/v3+OeQwNDVUCHQA5XpckLS0trFy5MsdT+t43YMAADBgwQKVtz549hZrf398/1/dNREREpQeDJyKiEjZgZzBMpRKs6uAAfW0xwmJS8eJNuvJ6ZHwaGlTWR9/6FtDSEOFKeCK+OhQKuUKBbrVVg6EZRx+jW20z9K5njh3XXmPcryG49zIZwa+TsdzPHuFxqVgQ8BTWRloY5676RKpR+x+hTz0LjG5aEYduR2PyoVBY6Evg6ZR7QBSfkolOP92FVFOExW3soK8lxs+XXqKb/z38Pa4OTPUkCItNxbC9D9GhuilmtLCGXAHce5mEhNTMfH8mWXIFCvrdVxAAsajgM5hmHH2MkfsewkhXA62cjTGzpTWMdLO34iSnZ+F5QjocTXVUxjia6kAQgJDoFAZPVOrExsZiwYIF8PLygr6+Pq5cuYIlS5agQ4cOH739jYiIiOhTY/BERFSCYpMyEB6XhgWtbeHjnP348Cb/CTo61DBVfq9QKOBmY4AXb9Kw/eqrHMGTX1UTTGxeGQBQu6Iejt+PwW93onFhfB1IxNkrei6EvcHRuzE5gqcutUwx1j17lVVzR0OEx6VidWBEnsHTjxdf4E1qJn4fmh0yAUBTexmafXcDGy88x2wfG9x5kYSMLAWWtLVTnq3U3NGwwJ9L91/u4WLYm3z7NLI1wP6B1fK8rqkhQr8GFmjuaAgDbTFuRLzFd39F4tbzt/h9WA1IxCJlACbT1sgxVkciQnxK/gEZkTpIJBKEhoZi586diI+Ph5mZGfr27Yuvv/5a3aURERERFRmDJyKiEmSkq4FKhlpY/mc44lMy0dROBiuZ6pOg4lMyserMMwQEx+JlYjqy5P+O/a9mDv+GVgbaGjCVSuBmY6AMnQDA3kQn11CntauJyus2VU2w6ORTZMkVua4sOhsaj8a2BjDU0UBmVvbyJLEgwM3WADcj3wIAXC10IRYBo/c/Qu/65nCzMYCBdsF/tSxvZ4+ktKx8+0j/c0j4f1noa2KZn73ydSNbGaqY66L/jmAcvx+L9tVN8xlNVHrp6+vj6NGj6i6DiIiIqFgweCIiKkGCIGBnX1d8fSocs35/guR0OWpaSTGvlS3cbLOfxDbxYAiuPkvERI9KqGKuC30tMbZeeYnDd2NyzPfflTsSsQgG2qoBjaZYQFqmPMdYE6nqWFM9CTKyFIhNzoCZnmaO/rHJmbge8RY2C4NyXLM1zg7PHEx18EsvF6w9F4khux9AJAho7miIJW3sUNEw70et2xlrF2qrXVF5OxlCV1OE28+T0L66qfLn9SZVNeRKz5QjJUMOQx3+NUhEREREVJL4iZuIqIQ5mOrgh+7OyMiS4+qzRCz/8xkG7AzGtcn1IBYJ+PNhHOa1ssUgtwrKMfLLxV9HTFImKhj8GwZFv82ARCzAWFeSa38jHQ3YORpiilflHNc0Nf5NhTydjODpZITE1EycCYnHghNhmPhbCPYOyHubXHFstSsMXU0xrGSaCIlOUWkPjUmBQoEcZz8REREREVHxYvBERPSJSMQiNLKVYXSzLAzc+QAvE9NhpieBXAFIxP8GOW/TsnDyQVyx3//4/RhUryBVvj52LwY1KkjzPMC7qb0Mv/4TBSczHehq5r/tDQD0tTXQvropbkS8xaE70fn2LY6tdrn542EcktPlqFXx36fueToa4uSDWMz2sVZuSTx8JwYybTHqV9Yv8j2IyooBAwbg6tWruHPnjrpLKZT09HTMnj0bQUFBuHbtGpKTkxEVFQVT05zbai9cuIDJkyfj5s2bMDc3x6hRozB16lQI7y2lXL9+PY4dO4ZLly4hOjoa+/btQ5cuXT7lWyIiIioXGDwREZWgey+TsDDgKdpXN4GNsTYSU7Ow7lwkKhtqwdZYG2KRgNoVpfj+70iYSCXQEAlY93ckDLTFiE7KuV3uY+y/FQ1tDTFqWElx6HY0gp4mYmtvlzz7D2tcAQdvR6Pzz3cx2K0CKso0EZOUiRsRibDQ18SwxlbYduUVrkUkwtPREOb6EoTHpeHXf6Lh7pD/k+KKY6XRghNhEAlA3cr6MNDWwM2It1j3dyRqWUnh62Ks7DeyiRUO3o7GqP2P0L+BJYJfJWPj+eeY5m0NTQ1RPncgotIkOTkZmzdvRoMGDdCsWTMEBATk2i8kJAStWrVCy5YtsXjxYvzzzz+YPn06xGIxvvrqK2W/rVu3AgDatGmj/J6IiIiKH4MnIqISZK6nCTM9Cdadi8TLxHToa2ngCxt9fNfZUbnSaF1nJ0w78hgTDobASFcDgxtWQFJ6FjZeeF6stXzfxQnL/wzHmrPPYCKV4Jt29vCukvsT7QDAWFeCI0Oq45vTz7D0j6eIS86EiVSCupX04Pu/g8pdLXXxx8NYLAgIQ1xyJsz0JOhQwwRTvayLtfbcVDHTwS9XXmHHtddIyZDD0kATPeqY4yvPStB4bwWZnYkOdvatigUBYei34z6MdSWY7FkZwxtXyGd2IiptDA0NERsbC0EQ4O/vn2fwtGLFCpiYmGD37t3Q1NSEt7c3oqKisGTJEowdOxZaWtlbji9cuACRSISwsDAGT0RERCWIwRMRUQky1ZNgbWenfPvYmejkeh7SZM9/z1ZqbCdD5IJGOfpcmlg313Hvj33H3lg73zOT1nRyzNFmrq+JlR0c8hxTv7I+tvZ2zfN6SepZzwI961kUqm8Da30cHVqjhCsiynb37l1MmTIFly5dQkpKCipXrozBgwdj6tSpAICLFy9i2bJluHr1KhISEuDk5ITJkyejb9++yjkCAwPh6emJEydOYMuWLTh27BiMjY2xfPly9OrVC9999x1WrlyJt2/f4ssvv8T333+vDFT8/f0xcOBAXLx4ETNnzkRQUBDMzc0xd+5cDBo0KN/aIyIiMH36dJw4cQJJSUlo0KABvv32W9SrV0/Z5/Dhw1i4cCGCg4OhoaEBR0dHLFy4EG3atCmBn6YqoRBPHTh+/Di+/PJLaGr++9CEHj16YNmyZbh48SKaN28OABCJuOKRiIjoU2DwRERERFSM2rVrBwsLC2zZsgUymQwhISGIiIhQXn/69CmaNGmCESNGQFtbG+fPn8fgwYMhl8vRv39/lblGjhyJAQMGYOjQodi8eTP69u2LW7du4c6dO9i4cSMeP36MSZMmwd7eHjNnzlQZ26NHDwwfPhzTpk3D7t27MXjwYFhZWcHX1zfXuuPi4tC0aVPo6elh7dq1kMlkWLt2Lby8vPDo0SOYm5sjNDQUXbp0Qc+ePbFs2TLI5XLcunULcXH5n0uXlZUFRQGPshQEAWJx0c92e19SUhKePXsGFxfVbcQuLi4QBAHBwcHK4ImIiIg+DQZPRERERMUkOjoaT548wf/93/+hXbt2AABPT0+VPj169FB+r1Ao4O7ujoiICGzatClH8NS1a1fMnTsXAPDFF1/g119/xa5duxAaGgqJJPuJlIGBgdi3b1+O4Klfv36YMWMGAKBVq1Z4/PgxFixYkGfwtGbNGsTHx+Py5cswNzcHAHh7e6NKlSpYuXIlvvnmG9y4cQMZGRlYt24d9PX1lXMXxNvbG2fPns23j4eHBwIDAwucKz/x8fEAsrflvU9TUxO6urqIjY39qPmJiIio6Bg8ERGVcd3rmKN7HXN1l0FULpiYmMDGxgYzZsxAbGwsvL29UalSJZU+cXFxmDdvHg4dOoTIyEhkZWUpx/5Xy5Ytld/LZDKYm5vD3d1dGToBQJUqVXINbDp16qTyunPnzvjqq6+QlZWV68qikydPwtPTE8bGxsjMzAQAiMVieHh44MqVKwCAmjVrQiwWo1evXhg2bBjc3d0hk+X/MAEA2LRpExITE/Pt8y7IIiIiorKFwRMRERFRMREEASdPnsSsWbMwevRoJCUloV69eli9ejXc3d0BAAMGDMCFCxcwd+5cVKtWDQYGBtiwYQP27NmTY77cVu7k1paamppj7LtVS+9YWFggIyMD0dHRsLDIeT5adHQ0goKCVEKtdxwcss96q1KlCo4ePYqlS5eiU6dOEIlE8PX1xbp162BtnfdDBRwdHQu11e5jvfvZJCQkqLSnp6cjOTkZxsbGuYwiIiKiksTgiYiIiKgYValSBfv27UNGRgYuXLiAmTNnol27doiMjISGhgaOHj2K1atXY+zYscoxcrm82Ot4/fo1KlasqHz96tUrSCQSmJqa5trf2NgYvr6+WLRoUY5r7w4uBwBfX1/4+vrizZs3OHHiBCZOnIiBAwfi1KlTedbyqbbaSaVSVK5cGcHBwSrtDx48gEKhyHH2ExEREZU8Bk9ERMXkwpMEdPW/h2PDaqBWRT11l1Noq848w+rA7IOPm9rLsKd/VQDAs7hUuK25kaN/nUp6OZ4QdyU8EQsDwnDvZRJMpBL0b2CJUU2tPmgFw5vUTCw4EYYTwbHIyFLAw9EQi9vYwUJfs+DBudh17RW+P/8czxPSYG+ig2ne1mjpbPRBc4VEpWD2sSe4+iwRelpidKllhqlelaGp8e/TsWqvuIqotxkAgE3dqsCvWs7tU1Q+SCQSeHh4YPr06Wjfvj2eP38OCwsLyOVylSeuJSYm4vDhw8V+/4MHD6JOnTrK1wcOHEC9evXyPMC7RYsW2L59O1xdXSGVSguc38DAAN26dcOlS5ewa9eufPt+yq12rVu3xqFDh/DNN98oV2/t2bMHhoaGaNy4cbHcg4iIiAqPwRMREUFbIsLe/lVhoJ3zF9Lp3tZobGegfK2npdrnSUwKem+7B3cHQ0z1tsb9l0lY9mc4xCIBI5pYFbmWkfse4sHrFCzzs4e2hghfnwpHn+33cXxYTWiIixZkHbodjSlHHmNcs4poYi/D4TsxGLL7AX4dVA31Khftl9z4lEx0++Uu7Iy18WMPZ7x8k44FAWFIycjCkrb2yn7bersgIiENQ3Y/LNL8VDb8888/mDx5Mrp37w4HBwckJCRg2bJlsLW1hYODA8RiMRo0aIDly5fDzMwMGhoaWL58OWQyGV6/fl2stWzduhU6OjqoW7cudu/ejb/++gu///57nv0nTZqEHTt2wMPDA+PHj4e1tTWioqJw6dIlWFlZYeLEidi0aRMuXrwIX19fVKhQAU+ePMH27dvh4+OTby3Ozs7F8p6OHz+OpKQkXL16FQBw5MgR6Ovro2rVqqhaNTs0nzJlCnbs2IGePXti1KhRuH37NlasWIElS5aoBH5Xr15FWFgYoqKiAABBQUEAADMzM3h4eBRLvURERMTgiYiIAIgE5BnE2Jlo5xvSbDj/HEa6Eqzv4gRNDRGa2csQk5yJ7/6KwMCGltB6bzVQQa4+S0RgSAJ29nWFh6MhAMDeVAfN193EsfsxaF899y1CeVl55hk6VDfBVO/ss2ea2Mlw/1US1pyNwLY+rkWaa9uVV0hMy8KPPZxhpJu9iiJTrsDM3x9jbLNKsDTI/oW2hpUeDHX412t5ZWlpCUtLSyxbtgyRkZGQyWRo1qwZtm/frlxptHPnTgwfPhz9+/eHiYkJxo0bh7dv32LlypXFWsuuXbswY8YMLFy4EObm5vjhhx/Qpk2bPPubmJggKCgIs2fPxrRp0xATEwNzc3O4ubkpDyqvWbMmjhw5gkmTJiEmJgaWlpbo2bNnrtvzSsLIkSPx9OlT5etBgwYBAObNm4f58+cDyD5P6uTJk5g0aRLatGkDMzMzLFiwAJMnT1aZa926dfjll1+Ur1etWgWgeLb8ERER0b/4yZiIyrU9N15jyuFQXJtcD2Z6//5LeFxyBuqsvIZFre3Qt4EFrj5LxLpzkfjn+Vu8Sc2CnYk2hje2QpdaZnnO/W6r2n+3W809/gQBwXG4NLGusu15QhqW/RmOMyHxSEnPQq2Kepjva4uaVqV/y96ZkHi0djVW2W7WoboJ1p2LxLVniWhsV/ATr5RzPYqDTFsMd4d/xzia6qCapRSnH8UXKXh6GpuKxzGpmNXSRqW9Q3VTLD75FGmZ8iKFYmdC4tDMXqYMnQCgXTUTTD/6GGdD4/nkQAKQfaD3tm3b8u3j6OiY63lI74ITAGjevHmuh3GHhYXlOu79se84OTnlG6D4+/vnaLO0tMSPP/6Y55hGjRrh6NGjeV4vabm9/9w0btxYuYIpL/7+/rn+DIiIiKh4Ff4TNxFRGdTa1RgaIgFH78aotB+7FwsA8KuW/QSkyPg0NKisjxXtHeDfywVtXE3w1aFQ7L358Vtj4lMy0emnu7j7MgmL29jhh+7O0JWI0c3/HqL/d1ZQXrLkCmRm5f+VJc//SVIFmXH0MSrPv4ia31zBlEOhiEv+t6bk9Cw8T0iHo6mOyhhHUx0IAhASnVKke4VEp8LeVCfH2VBOpjofMFeKshaVucx0kJ6lwLO4tCLP99+5ZDoasNCTILSItRERERERlRdc8URE5ZqBtga8nIzw2+0YDGxYQdn+251ouDv8u7qlQ41/V9ooFAq42RjgxZs0bL/6Ct1qf9xKlx8vvsCb1Ez8PrQOTPWy79fUXoZm393AxgvPMdvHJs+x3X+5h4thb/Kdv5GtAfYPrFbkujQ1ROjXwALNHQ1hoC3GjYi3+O6vSNx6/ha/D6sBiViEhNRMAIBMWyPHWB2JCPEpmUW6Z0JKJmS5nDMl0xEj/nkR5/pfbf89t+pdrXFFri0LBto5/9qU6WgU+X0SEREREZUXDJ6IqNzrUMMUI/c9RGR8GioaauFVYjqCwt7g/750VPaJT8nEqjPPEBAci5eJ6cj635PPjXQ//j+jZ0Pj0djWAIY6GsjMyl6dJBYEuNka4Gbk23zHLm9nj6S0rHz7SLVyf4JVQSz0NbHM799DsxvZylDFXBf9dwTj+P3YIp+3RESfxoABAzBgwAB1l0FEREQEgMETERFaVDGErkSEQ3eiMappRRy5EwMtDRF8XYyVfSYeDMHVZ4mY6FEJVcx1oa8lxtYrL3H4P1v0PkRsciauR7yFzcKc55HYGmvlO9bOWBu5HAOjQijag+Dy5e1kCF1NEW4/T0L76qbK1UNvUlXDr/RMOVIy5EU+ZFumo4HnCTm3wCWkZBV9rne1pWXB/L2z0d+thDIqcm1iJKbmXNmUkJLJw8SJiIiIiPLAM56IqNzTkYjRysUYh+5kh0iH7kSjpbMRdDWzVwqlZsjx58M4jHevhEFuFdDUXoZaFfVQ0NFJ7w6uzni3POp/ElJUQxojHQ14Ohri2LAaOb5+7JH/I8i7/3IPNguD8v3q/su9ovw4ikRXUwwrmWaO85dCY1KgUOQ8X6kgjqbaeByTkuNQ5dzOVyp4ruz+/z1/KSQqBZpiAdZG+Yd6uc333/f5JjUTr95mwKGItVHZEBgYCEEQcPXqVXWXUiTz58+HIAgQBAEtWrRQuZaQkIDBgwfD2NgY+vr66NKlC168ePFB92nevLnyPu9/BQcHl6l77tmzB507d0alSpUgCEKuTyc8ceKEshY9vdL/0AgiIqLixH+iJSIC0LGGKfrtCEZgSDyuR7zFmGYVldfSs+SQKwCJ+N+lQ2/TsnDyQVy+c5pKJZCIBTyK+jesSM+UI+ip6plMTe1l+PWfKDiZ6SjDrsIqya12ufnjYRyS0+WoVfHfX5w8HQ1x8kEsZvtYQyLODtsO34mBTFuM+pX185oqV55ORlhzNhLnHifA3cEQQHZwdOdlEkY1tSrSXDbG2rA30cbRuzFo9d7qtcN3Y9DUXqbyFL5C1eZohLXnIrLPofrfCqejd2MgEgCP/9VK9LnQ0dHB6dOnIZOpPnWye/fuuHv3LjZu3AhtbW3MmjULrVu3xtWrV6GhUfSPjU2aNMkRxNja2pape+7fvx+PHz+Gn58fNm3alGufRo0a4eLFi/jxxx+xe/fuIs1PRET0uWPwREQE/O8gcQ1M/i0EMm0xPB0NldcMtDVQu6IU3/8dCROpBBoiAev+joSBthjRSfI85xSJBLR2NYb/5ZewNdGGsa4E/pdeQqFQqDy1bVjjCjh4Oxqdf76LwW4VUFGmiZikTNyISISFviaGNc47cCnqKqCiWHAiDCIBqFtZHwbaGrgZ8Rbr/o5ELSupyjbEkU2scPB2NEbtf4T+DSwR/CoZG88/xzRva5Vwp8vPd/EsPg2XJtbN8571K+ujuaMMkw+FYm4rW2hpCPjm1DO4WuiijauJst+eG68x6bdQ7BtQFY3tZHnON9mzMsYceAQbI200tjPA4TsxuBHxFgcGqR62XnHeRXStbYY1nRzzmAno28ACP19+gcG7H2Bss4p4mZiOxSefom99C1gaaOb7syQqbUQiEdzc3FTaLl68iICAAAQEBMDHxwcA4OzsDFdXV/z666/o1q1bke9jaGiY4z5l7Z579uyBSJT937q8gieZTAY3NzecOHGiSHMTERGVBdxqR0QEQCIWoW1VE7xMzECbqiY5VsOs6+wEW2NtTDgYgjnHn8Cvqgm61DIrcN7FbezQyNYAc4+FYdqRx2juaAhfV2OVPsa6EhwZUh3VLKVY+sdT9Np6H/NPhOFZfBrqVCraiqHiVMVMB+efvMHk30LRZ9t9bL/2Cj3qmGNP/6rQeG/1l52JDnb2rYoXb9LRb8d9bLzwHJM9K2N44woq8yWnZ8Hsf0/ty8+GrlXgbi/DtMOhGLP/EeyMtbGtt6vKPVPSswO/gubrWMMUK9rZ4+DtaPTedh9XnyXixx7OKiuxktOzV4yZFzCXoY4G9vSvCrFIwKDdD7D0j3D0rGuOea1sC3xPVHr4+/tDQ0MDr169UmmPjY2FpqamMji4ePEi2rdvDysrK0ilUtSuXRvbtm3Ld+6wsDAIgoD9+/ertE+YMCHHipuIiAj06dMHpqam0NHRgbu7O65du/bxb/AjHD9+HIaGhmjZsqWyzdnZGbVr18axY8d4zzy8C52IiIgod1zxRET0P1+3s8fX7exzvWZnooO9A6rlaJ/sWVn5fWM7GSIXNFK5biKVYEtPlxzjFra2U3ltrq+JlR0cPqTsYpOZpYBIyF6pBQA961mgZz2LQo1tYK2Po0Nr5Hk9JSML918lqzwpMC8G2hpY1dERqzrm3edaRCK8nAzhZKZb4HwFvY9rEW+hKRYw4AvLAudyMtPFnv5V8+2TJVcgq4Dzv0h9OnXqhBEjRmDfvn0YM2aMsv3AgQMAgK5duwIAnj59iiZNmmDEiBHQ1tbG+fPnMXjwYMjlcvTv3/+jaoiLi0PTpk2hp6eHtWvXQiaTYe3atfDy8sKjR49gbm6e59isrKwcZ6D9lyAIEIuLvsU2ODgYzs7OKisyAcDV1TXHGUmFdfbsWUilUmRlZaFhw4ZYtGgR3N3dy9w9iYiIKG8MnoiICMnpctgsDEJTe1mBwcqHuBWZBGsjbfhVNSm4cyFcfZaI7750Kp65wt+ga20zWMmKdth4XuqtuoaotxnFMhcVP5lMhjZt2mDXrl0qwdOuXbvg4+MDY+PsFYk9evRQXlMoFHB3d0dERAQ2bdr00cHTmjVrEB8fj8uXLytDJm9vb1SpUgUrV67EN998k+dYb29vnD17Nt/5PTw8EBgYWOS64uLiYGhomKPdyMgIsbGxRZ7Pw8MD/fr1g5OTE54/f46VK1eiRYsWOHv2LBo1alRm7klERET5Y/BERFTO9a5ngRZVjAAAesV4EPn73GwNcHZs7WKb7+KEvM+JKqqJzSsX3KkIdvR1Reb/ljzZGGsX69xUPHr27Inu3bsjPDwc1tbWePHiBc6ePYutW7cq+8TFxWHevHk4dOgQIiMjkZWVvSXTxOTjw9OTJ0/C09MTxsbGyMzMBACIxWJ4eHjgypUr+Y7dtGkTEhMT8+2jr6++LbrvW7BggcprPz8/VKtWDYsWLSqxbXTquCcRERHlj8ETEVE5Z2mgycOxi1E1S6m6S6AC+Pn5QSqVYvfu3Zg6dSr27t0LbW1tdOzYUdlnwIABuHDhAubOnYtq1arBwMAAGzZswJ49ez76/tHR0QgKCoJEkvNcMQeH/LfcOjo6Fmqr3YcwMjLCs2fPcrTHxcUpV4J9DKlUirZt26qcgVUW70lERESqGDwRERFRuaKjo4OOHTsqg6fdu3ejXbt2kEqzQ8PU1FQcPXoUq1evxtixY5Xj5PK8n2IJANra2Svc0tPTVdrj4uJUXhsbG8PX1xeLFi3KMYeWVv5bPktyq52Liwv+/PPPHE/eDA4ORo0aeZ/h9jHKyz2JiIjKMz6Gg4iIiMqdnj174saNGwgICEBQUBB69uypvJaWlga5XA5NzX9XAiYmJuLw4cP5zmlubg6JRIL79+8r29LT03MERS1atMC9e/fg6uqK+vXrq3wVFHxs2rQJV65cyffr3ZP5iqp169aIi4vDqVOnlG0PHz7EjRs30KZNmw+a831JSUk4evQoGjRoUKbvSURERKq44omIiIjKnZYtW8LExASDBg2CoaEhWrdurbwmk8nQoEEDLF++HGZmZtDQ0MDy5cshk8nw+vXrPOcUiUT48ssvsW7dOjg6OsLU1BTr1q3LsbJm0qRJ2LFjBzw8PDB+/HhYW1sjKioKly5dgpWVFSZOnJjnPZydnYvnB5CLRo0aoVWrVhg0aBBWrVoFbW1tzJo1CzVr1sSXX36p7Ofv74+BAwfizJkzaN68ea5znTt3DitWrECnTp1ga2uL58+fY9WqVXj58iX27dtXZu4JAPfu3cO9e/eUr2/fvo39+/dDKpWq/LkiIiIqrxg8EVG58Sg6Rd0lEAHgn8XSQCKRoEuXLti0aRMGDx6ssroJAHbu3Inhw4ejf//+MDExwbhx4/D27VusXLky33nXrl2LYcOGYdy4cdDX18eUKVPg7OyM3377TdnHxMQEQUFBmD17NqZNm4aYmBiYm5vDzc0NnTp1Kom3W2h79uzBpEmTMGzYMGRmZsLHxwdr166Fhsa/HxmTkpIAABYWFnnOU6FCBaSnp2PmzJmIiYmBVCpF48aNsXHjRnzxxRdl5p4AsHfvXpVDzbdu3YqtW7fCxsYGYWFh+Y4lIiIqDwRFQSdUEhF95sLDw+Hq4ozklFR1l0KkpKujjfvBD2Btba3uUsqk69evo169erh27Rrq1i2+pyCWBfPnz8fKlSsRHx8PkUgEkahoJy/07dsXMTExn/QpcZ/7PRUKBbKysrBw4UKsXr0ab9++zbUf/9wSEVFZxBVPRFTmWVtb437wA0RHR6u7FCIlU1NThk6kNklJSZBIJPD29saff/5ZpLHnz5/H9u3bS6iysnnPgIAA5ba7d4fYExERlRcMnoioXLC2tuYv+UREAIYNGwY/Pz8AgIGBQZHHP378uLhLKvP3bNy4Ma5cuQIAEIvFxTYvERHR54DBExEREVE5YmVlBSsrK3WXUa4YGBigfv366i6DiIhILYq2qZ+IiIiIiIiIiKiQGDwREREREREREVGJYPBEREREREREREQlgsETERERERERERGVCB4uTkRERGXW/fv31V0CUaHxzysREZVFDJ6IiIiozDE1NYWuri769Omj7lKIikRXVxempqbqLoOIiKjYCAqFQqHuIoiIiIiKW3h4OF6+fImjR4/ip59+QmRkJDw9PTF06FA4Ozuruzwqp7KysnDy5En8+OOPCAsLQ6NGjTB8+HDUqFEDQHZoam1treYqiYiIig+DJyIiIipz0tPTsXXrVixZsgRhYWHo3Lkz5syZg1q1aqm7NCIA2QHUvn37sGjRIty7dw8+Pj6YN28eGjdurO7SiIiIihUPFyciIqIyIz09HT/88AOqVKmCoUOHon79+rh16xb279/P0IlKFbFYjB49euD27dvYs2cPIiMj0aRJE/j4+OD8+fPqLo+IiKjYMHgiIiKiz15aWho2btwIJycnjBgxAg0bNsTt27exb98+1KxZU93lEeVJJBKhW7du+Oeff7B37168ePECTZs2RYsWLXDu3Dl1l0dERPTRGDwRERHRZystLQ0bNmyAk5MTRo0ahUaNGilXkFSvXl3d5REVmkgkQteuXZUr9KKiouDu7g4vLy+cPXtW3eURERF9MAZPRERE9NlJTU3F999/D0dHR4wePRpNmzbFnTt3sHv3blSrVk3d5RF9MJFIhM6dO+PGjRv49ddfERsbi+bNm8PT0xOBgYHqLo+IiKjIGDwRERHRZyM1NRVr166Fo6Mjxo0bBw8PD9y7dw87d+5E1apV1V0eUbERiUTo1KkTrl+/joMHDyIhIQGenp7w8PDA6dOnwecDERHR54LBExEREZV6KSkp+O677+Dg4IAJEybAy8sL9+7dw/bt2+Hi4qLu8ohKjEgkQseOHXHt2jUcOnQIb9++hbe3N9zd3XHq1CkGUEREVOoxeCIiIqJSKyUlBWvWrIG9vT0mTpyIFi1a4P79+9i6dSucnZ3VXR7RJyMIAtq3b4+rV6/iyJEjSElJQYsWLdCsWTP88ccfDKCIiKjUYvBEREREpU5ycjJWr14NOzs7fPXVV/D19cWDBw/wyy+/oEqVKuouj0htBEGAn58frly5gqNHjyI9PR0+Pj5o0qQJTp48yQCKiIhKHQZPREREVGokJSVh1apVsLOzw9SpU9G2bVs8ePAAP//8MxwdHdVdHlGpIQgC2rZti0uXLuHYsWOQy+Vo1aoVGjdujBMnTjCAIiKiUoPBExEREaldUlISVqxYATs7O0yfPh3t2rXDw4cPsWXLFjg4OKi7PKJSSxAEtG7dGhcvXsSJEycAAK1bt4abmxuOHTvGAIqIiNSOwRMRERGpzdu3b/H111/D1tYWM2fORMeOHfHw4UP8+OOPsLe3V3d5RJ8NQRDQqlUrXLhwAQEBAdDQ0EDbtm3RsGFD/P777wygiIhIbRg8ERER0SeXmJiI5cuXw9bWFnPmzEHnzp0REhKCH374AXZ2duouj+izJQgCfHx88Pfff+OPP/6AlpYW/Pz88MUXX+DIkSMMoIiI6JNj8ERERESfzJs3b7B06VLY2tpi7ty56Nq1K0JCQrBx40bY2NiouzyiMkMQBLRo0QJ//fUXTp06BR0dHbRv3x7169fHoUOHGEAREdEnw+CJiIiIStybN2+wePFi2NnZYcGCBejRowdCQ0OxYcMGWFtbq7s8ojJLEAR4eXnh7NmzOH36NPT19dGxY0fUrVsXv/32GwMoIiIqcQyeiIiIqMQkJCRg0aJFsLW1xaJFi9CzZ0+Ehobi+++/R+XKldVdHlG5IQgCPD09ERgYiMDAQBgZGaFTp06oU6cOfv31V8jlcnWXSEREZRSDJyIiIip28fHxWLBgAWxtbbFkyRL06dMHjx8/xrp161CpUiV1l0dUrnl4eOD06dM4e/YsTExM0LlzZ9SuXRv79+9nAEVERMWOwRMREREVm7i4OMyfPx+2trZYvnw5+vfvj8ePH+O7775DxYoV1V0eEb3H3d0dp06dwrlz52BhYYGuXbuiVq1a2LdvHwMoIiIqNgyeiIiI6KPFxsZi7ty5sLW1xTfffINBgwbh8ePHWLNmDaysrNRdHhHlo2nTpvjjjz9w/vx5WFlZoVu3bqhZsyb27NmDrKwsdZdHRESfOQZPRERE9MFiY2Mxe/Zs2NraYuXKlRgyZAgeP36M1atXo0KFCuouj4iKoHHjxggICMCFCxdQqVIl9OjRAzVq1MCuXbsYQBER0QcTFHyUBRERERVRTEwMVq9ejbVr1yIrKwujRo3CV199BQsLC3WXRkTFJCgoCAsXLsTx48fh4uKCOXPmoHv37hCLxeoujYiIPiMMnoiIiKjQoqOjsWrVKqxbtw4KhQKjR4/G5MmTYW5uru7SiKiEXL58GQsXLsTvv/8OZ2dnzJ49Gz169ICGhoa6SyMios8AgyciIiIqUFRUFFauXInvv/8eADBmzBhMnjwZZmZmaq6MiD6VK1euYOHChTh69CicnJwwe/Zs9OrViwEUERHli8ETERER5en169fKwEkkEmHs2LGYNGkSTE1N1V0aEanJtWvXsHDhQhw+fBiOjo6YPXs2evfuzQCKiIhyxeCJiIiIcnj16hVWrFiBDRs2QCwWY9y4cZg4cSJMTEzUXRoRlRI3btzAwoUL8dtvv8HBwQGzZs1Cnz59IJFI1F0aERGVIgyeiIiISOnly5f45ptvsHHjRkgkEmXgZGxsrO7SiKiUunnzJhYuXIiDBw/C3t4eM2fORL9+/RhAERERAAZPREREBODFixfKwElLSwvjx4/HhAkTYGRkpO7SiOgz8c8//2DhwoU4cOAAbG1tMWvWLPTr1w+amprqLo2IiNSIwRMREVE59vz5c3z99df44YcfoKWlhYkTJ2L8+PEwNDRUd2lE9Jm6ffs2Fi1ahH379sHGxgYzZ87EgAEDGEAREZVTDJ6IiIjKocjISCxfvhybN2+Gjo4OJk6ciHHjxjFwIqJic+fOHWUAVblyZcyYMQMDBw6ElpaWuksjIqJPiMETERFRORIREaEMnKRSKSZNmoSxY8dCJpOpuzQiKqPu3buHRYsWYc+ePahUqRJmzJiBQYMGMYAiIionGDwRERGVA8+ePcOyZcuwZcsW6OnpYfLkyRgzZgwMDAzUXRoRlRP379/H4sWLsWvXLlSsWBHTp0/H4MGDoa2tre7SiIioBDF4IiIiKsPCw8OVgZOBgYEycNLX11d3aURUTgUHBysDqAoVKmDatGkYOnQoAygiojKKwRMREVEZFBYWhmXLluHnn3+GTCbDV199hVGjRjFwIqJS4+HDh1i8eDF27NgBS0tLZQClo6Oj7tKIiKgYMXgiIiIqQ548eYKlS5fC398fRkZGmDJlCkaOHAk9PT11l0ZElKtHjx5hyZIl2L59O8zMzDBt2jQMHz6cARQRURnB4ImIiKgMePz4MZYuXYpffvkFxsbGysBJKpWquzQiokIJCQnBkiVLsG3bNpiZmWHq1KkYPnw4dHV11V0aERF9BAZPREREn7HQ0FAsWbIEW7duhampKaZOnYoRI0bwFzUi+myFhoYqg3RTU1NMmTIFI0aMYJBORPSZYvBERET0GQoJCcHixYtVtqYMGzaMgRMRlRm5bR0eNWoUAygios8MgyciIqLPyKNHj5SBk4WFhTJw4lkoRFRWvXtYwk8//QQjIyPlwxJ4dh0R0eeBwRMREdFn4MGDB1i8eDF27twJS0tLTJ8+nY8fJ6Jy5enTp8oASiaTYfLkyRg9ejSf1klEVMqJ1F0AERERAbt27cL48eNztAcHB6N3796oWrUqzpw5g++++w6hoaEYO3YsQyciKldsbGywceNGhISEoGvXrpg3bx5sbW2xdOlSvHnzRqVvVFQU2rZtiydPnqipWiIieofBExERkZrduHEDAwcOVGm7f/8+evXqhapVq+Kvv/7C2rVrERoaitGjRzNwIqJyzdraGuvXr0dISAh69OiBBQsWwM7ODkuWLFEGUFKpFPfv30e3bt2Qlpam5oqJiMo3brUjIiJSozdv3qBevXrQ19fHhQsXEBoaikWLFmHv3r2oVKkSZs6ciYEDB0JLS0vdpRIRlUoRERH4+uuvsXnzZujq6mLixIkYN24cQkJC0LhxYwwfPhzfffedusskIiq3GDwRERGpiUKhQPfu3REQEIDdu3fj559/xv79+2FtbY2ZM2diwIAB0NTUVHeZRESfhcjISHzzzTfYtGkTdHR0MGHCBOjq6mLq1KnYt28funTpou4SiYjKJQZPREREavL9999jzJgxcHNzQ1BQEGxtbTFr1iz069ePgRMR0Qd6/vy5MoDS1NREpUqV8OzZM9y4cQMODg7qLo+IqNxh8ERERKQGx44dQ7t27SCXy2Fqago/Pz80btwYGhoaEAQBrVq1QoUKFdRdJhHRZyUoKAjBwcFQKBSIi4vDiRMnEBgYiIyMDFhaWuLx48fQ0dFRd5lEROUKgyciIiI16N27N3bu3Jnn9W+//RYTJkz4dAUREZUBTZo0wYULF3K9JggCLly4ADc3t09cFRFR+cbgiYiISI3e/TX8/v8qFApoaGiosywios+SQqGAXC4HkB00vfvfd98TEdGnx+CJiMqF8PBwREdHq7sMIiVTU1NYW1uruwwionKHnwmoNOHnASoP+M+pRFTmhYeHw8XVBSnJKeouhUhJR1cHwfeD+WGTiOgTCg8Ph7OLK1JTktVdChEAQFtHFw+C7/PzAJVpDJ6IqMyLjo5GSnIKmnxfHzInfXWXQ4SER4k4P/oqoqOj+UGTiOgTio6ORmpKMpyHrYNuBUd1l0PlXPKLEDz4YQw/D1CZx+CJiMoNmZM+TGoaqrsMIiIiUjPdCo7Qs62p7jKIiMoFkboLICIiIiIiIiKisonBExERERERERERlQhutSMi+kRO9TyPxLAktAv0hlhLrGyPuRWH423Oov7CGnAZ7ICX56PwR+e/AQCCWECfyI4AgORXqbi/KQQvzr5GYlgSNA00YO5mijozq0Gvsq5yvoe/PMGlaTcBADJnfbQ/2+KTvccPdWXOPwjeHArngfb4YlmtAvuH7HqKu98/xNvwZEitdOAyxAEuQxxU+pzsdA6vLuZ8alH7cy141hcREanVnVW9kPL6KeotPg2RREvZnhj2D24uaguHngtg1WIQ4oMv4PbXXbIvisRotuUZACA9/hUiT/6AuDtnkRr1FGIdA8iqNIRtl5nQNq2knO/Fma0I2TodAKBb0Rn1Fp/5dG/yA4XunIvnf/yICl4D4Nh3aYH9X57bjYhj3yM1+hm0jK1g1XIwKrYYrNLnn+WdkfDgYo6x9ZaehW4Fp2KrnYhyx+CJiOgT+WJZLRxpfgp3/u8hak11BQDIsxQImnITxjUM4TzQXqV/4zV1YVDl34Ak9lYcnh17DoeeNjCtZ4y0mDTc/vYBjrcORLtAb2ibZn9wrdzGCkbVZbi9OhhvI0r/U3vi7icgdNdTSPQL91dS2KEIXJx4HS5DHVCxhSVeB0Xj6rzbgAC4DFYNn8y+MEa9eTVU2t4P6YiIiNTBoe9SXJ/thWdHv4NNpykAAIU8CyG/TIWeTQ1U8Bqg0r/K4G+h815Akhj2D6KvHYdFsx4wsK+LjLexCD+8BjcXtUHdRWegaWACADCp1wZS62oIP7wGaTERn+z9faikZ/fx6txuiHUK9w9EUZcP49FPk2DVcgiMa3kj4eElPN41HwIEWLUYpNLXwKkB7LrPVWnTNq1cbLUTUd4YPBERfSL6tnqoPs4Zt9c8gO2XlSBz1MeDLaGIu5uANieaQxAJKv0NXQxgUttI+dq8oQna/90CIo1/d0mbNTDBr/VO4PG+cFQdmf2BVMdMCzpmWtAy0SqW4Ck1Og1ibREkepKPnis3l2fcguswR4TuDS9U/1sr7sO6rRUaLMo+FNbKwxzpCRn4Z1UwqvSzg0jy789H00ACs3rGJVI3ERHRh9Ixt0Vlv7EIP/J/MHPrBN0Kjnj+5094G34XdeYegyBSPRFFt6IL9O3+XREsq/IF6i/9C4L431/nDBzr4/JXDfD6wj5U8h0BANA0MIWmgSkk+ibFEjylv4mBSKIFDR29j54rNyE7ZqGiz1C8Or+vUP2fHlwBk3pt4NBrIQDAqJoHMpMS8PTQKlg27wuRxr+fXTR0ZTBwqFcidRNR/njGExHRJ1RtTBXoWevi0rSbSIpMxs2v78N5sD2MaxgWOFZTpqkSOgGA1EoH2iZaSH6ZWqx1yjPleBbwAoEDg3CgznEkhiUV6/zvPD7wDG+fJaPamMItc89MzsSb0Leo4GGu0m7V3BxpsemIuhpbEmUSEREVu0ptRkPbtDJCts5AWkwknh78BlYtBkHPpkaBYzV0ZSqhEwBoGVtBom+C9PhXxVqnIisTMTcCcG/tIFyeVBepUWHFOv87ry/+irSocFRqM7pQ/bPSkpHy6jGMqnmotBtVb47Mt3FIDL1WEmUS0Qfgiiciok9IrClCw+W18UeXvxHQ8Rw0ZRLU/t+2uw/xJjQRqdFpkFUpnjOLEh6+Qciup3i8/xnSYtJg6W6Oxv9XD7IqBso+CrkCCrki/4kEASKxkG+XjLcZuL7wDuovqAEN3cL9dZSVLgcU2T/H94n+d2ZWwqNEWDQyVba/uhiDnXaHoZArYFrHCLWnVVW5TkREpC4iDU049luO2990xa3lX0KsYwCbjlM+eL7kl6HIeBMN3QqOxVJf8vNHeHluF15fOICMxBgYVm2GKoO/ha5VFWUfhVwOKOT5TyQIEETifLtkprzFk72LYN9jPsRahdsSL89MBxQKiCSaKu3vXic/fwSZs5uyPeHBRZwf7gCFXA59hzqw7TRV5ToRlRwGT0REn5hlUzNYNjXDy7+j0HR9/Q/ewqZQKHBl9j/QsdSGbcdKBQ/IQ3piBsJ+i0DorqeIvh4HAyc9uA5zgH0Xa+hW0MnR/8KE63hcwLY4aSVdfHm1Vb59bq0Ihr6dtEi1axlqQstYE9E34uDQw0bZHn0te6VTWny6ss2ikSnsu1aGvr0eUl6m4t6GR/iz29/wOdgMZvVNCn1PIiKikmLo2gQy16ZIuP83nIet++AtbAqFAo93zIGmoSXM3Dp9cD2ZKYmIunQIr87tRuLj69Cp4IiKPkNg3rgLtIwq5Oj/8KdJeH1+b75zaplUwhcrL+fbJ/zQKmib28KsYYdC1yqRGkJDzwiJj2/Coml3ZXti6PXs95IUr2yTObvBvHEX6FjaIz3uJSJObMTtFd1Rc/oBGDjWL/Q9iejDMHgiIvrE4h+8wetL0YAAvLwQDbsvP+xgy39WBOPFuSh472oMifTD/nMeefoVzg6+BLGmCLYdKqH+opoFnolU6ysXuAyyz7ePSCv/ndzxwW/wwP8xWv/ukW+/3FTpb4d7Gx7BvKEJrLwsEHU5BsE/hgIAhPcWWdX6z0qyii0tccTjFP5Z/QDeOxsX+b5ERETFLSnyId48vAQIAhIeXIR5oy8/aJ7w31Yi/v7fqDZpR6FXDP1X7O0zuL9uMEQaWjBt2AH2vRYUeCaSTcfJsPIemG8fkYZmvteTIh/g+Sl/1J5zpMg1V/Dqj8jjG2Hg1ABGNb3w5tEVRP7xY/bF9z4TvDvA/R3j2i1xbVZzhB9eg+qTthf5vkRUNAyeiIg+IYVCgUvTbkLfTg/OA+1xeeYtOPa0KfIB2I+2P8E/q4PRaHUdVGhmXvCAPIg1RdDQESMzJQvpiRnIeJMBeZYi321y0kq60LXKuRJKhZD/NrtrC27Dpl1F6FXWRXpC9iolhUKBrAw50hPSIdGX5Dhs/Z3q45yR+DQJf4++CigADV0x6s6ujsszb0HHXDvPe0qkGqjYwgLhR5/nXzsREdEnoFAoELJtOnQs7FDBewBCt8/KfkpdEQ/AfnF2B8IPfwungatgVLXZB9cj0tCESFMX8vRkZCW/QVZyIhTyrHy3yWkZV8x1JZSKAj4TPNm9AGYN/KBtWhmZyQnZjQo5FFkZyExOgFhbP8dh6+9UbjsWqa+f4sHmsdnb7rR0Ydd1FkK3z4KmzCLPe4q1dGFcyxvRV3/Pv3YiKhYMnoiIPqHQ3eF4fSkGPr82g7mbCZ4ceIZL026iTYBngWcivRN+7DkuTbuFWlNd4djL9qPqsWxqhs43WyMi4AVCdj3F6T4XoW2mBfvOlWHfzRqGzgY5xhTHVruER2+RdOY1nux/ptIesj0MIdvD0P5cC8iccj+3SkNHjGbrG6DBwppIiUqFnrUUCQ8TAQCmfIIdERF9Jl79vQdvHl5CzWkHYFClIV5fOICQrdNRZ96JAs9Eeif62nGEbJ0Om05TYOne86PqMXRtgobfXkfMjZN4dW437qzpC00DM5g3+hLmTbpBWrFKjjHFsdUu+UUI0u4E4vXFAyrtL8/uwMuzO1Bv6VnoVsj9ISRiTR24DP8e9j0XIiPhNbTNbZAc+RAAoO9Qt6C3TESfCIMnIqJPJC02DdcX3YFDN2vlAddffF0bx3zO4MGWULgOK/gw0Jfno3Bu5BU49bZFzUkuxVKXWFMEm3YVYdOuIpJfpiB0TzhC9zzF3e8fwaSWIey7WcOxly00dLI/BBfHVrtmmxogKzVLpe3ciCswq28MlyEOkFYsYEUVAG1TLWibagEAHvwUCnM3E8gc8z5kPSMpE5F/vIRJbcMC5yYiIipJGW9j8WTvIlg06ao84Nqx33LcWOCL53/+hIo+QwucIz74AoI3joKlR29Yt59YLHWJNDRh1sAPZg38kBb3Eq/O78Xrv/ci4vh66NnWgkWTrrBw7wmxZvbf08Wx1c5l5AbIM9JU2oI3jISBYz1YtRwCLeOKBdataWACTYPs8xufn/oZBlUa5nvIelZaMmJv/Ql9u9oFzk1EH4/BExHRJ3Jt4R0AQN251ZVtxtVkcB5sj1vf3IdN+4rQtcw7cEl4+AaBAy/BwE4Pdl0rI+p/B2oDgLaJJvRtP+xA0vfpWuqgxnhn1BjvjFcXoxG6+yluLLkL84YmMK5uCADQs5ZCz1r6UffJbWuhWEsMXUsdWDYxU7aF7g3HxYnX0XJfU1g0zg7rIk+9ROKTJMhcDJAel44nvz7Dy/PR8D3srhz3Kiga99Y/QuXWVtCrrIvkV6m4v/ERUqLS4L65eAI7IiKiD/VkzyIAgF23Oco2PetqsGoxCE8ProBpg3bQMrLMc3zy80e4990g6FjYwaJRZ7wJvaa8JtE3gY657UfXqGVkCWu/cbD2G4eEB0F49fduPNm/FAZVvoCedfZnGW3TytA2/bCzKt/JbWuhSKIFTUNLGLr8eybjq/P78PCnSagxZS8MXRoBAGL/OY2U108gtXJGRlI8ooJ+Rfz9C6g165ByXMLDS4g4vh4mdVtD27Qy0uNfIeLERqQnRMF11A8fVTsRFQ6DJyKiT+BVUDRC94TDbVUdaJtoqVyrPdUVTw9H4urc23D/4Ys854i+HoeMNxmIf5OBgHZ/qVyz72aNJt8V7UyIglg0MoVFI1M0WFqrWOctErkCiiwFFAqFsknQECFk11O8efwWIokIFo1N0fqoO2RV/t0WqGOhDXmGHDeX3UVaXDo0dDVgVt8YDb+uDdO63I5HRETqk/DwEl6d3wunASsg0Vd9yqpNxymIvnwEj3fNg+uoTXnOkfj4OrJS3iA58g1uLVV9Epx5k25wHrKmWGuWObtB5uwGh95LCjyzqcQo5IA8C8B7nwnEYrz6axdSXj2BIJbA0KURas8+Al2rf7fmacrMocjMQNiB5ch8Gwexli70HevDqf/X0Levo4Y3QlT+MHgiIvoELNxM0fdF7o83luhJ0OVm6xztcrlC5aBvhx42cOhhU+C9FIrssAbvhTUf40OfmFdUuZ0Jldt7tvIwh9Upr3znMrDTg/euJsVaHxERUXGQVWmIZj9F5npNQ0cPDb+9nqNdIc9SOejboml3WDTtXuC9FApFdlhTTJ8JxNoft+K5sHI7Eyq392xUzQNGC/N/Qq6OhR2qT95ZrPURUdEweCIiKqVOtDkLQSygT2THIo17tDUMl6bdBADInPM+84iIiIg+D7cW+wEiMZpteVZw5/e8DNyGkK3TAQC6FZ1LojQiogIxeCIiKmVMahmizYnm/8/eXUdHdW0BHP6NZTJxd0JCggcL7lqcAoVCKaVuVChQKBW8RUsNaKm3QKFosUKBFituwT2EGAkQdxt5f+QRSCNYkkH2t1bXYu4958y+897czOw5Z5/8B3cxm923hxfO9RwAUFne3q44QgghhLj/2FSuS/3xf+U/uIslbs4Ne2Djl79kXmlhWZahCSHEbZPEkxBC3Gc0Nhqc6zvedf+bd3sTQgghxINLrbPB1v/uay3evNubEEKYS+n7XQshhBBCCCGEEEIIcZck8SSEEEIIIYQQQgghyoUstRNCiPvcH4024fOYB02m3dlU+4UeqwgeH0TtN6reuvE9MuQaOTrtFGEroshL1+Pa2IkmU+thH1h6cfOEo0mc+yWMuJBEUkPT8e7oToffWhRpl5uax+HJJ4naEIM+y4BLfUcafVwHpyCHQu2SzqRyZMpJ4kOSMOpNONayo96omni0ci3LyxVCCCEq3IFRTXCq14nAIVPvqN/OF7zwHzAOn25DyymyG4z6XMJXTufanpUYstOxC2xEwDNTsPIMvGXf1AsHCVs6mYzIU2jsnPFs/xw+3d9EUUJtq8ubfyDs9wk41etE7eELCo6nhR0lfOU0MqLPos9MwcLOBYfabajc9z20jh5ldq1CiNsniSchhLjPtfulKRb2mjvu13V9W6x9rMohoqIOjj1G+OrLNJoYhJWnjhNfneOfJ3fRa0cnLOxKjv3awQSu7U/AOdgRQ5axxHY7Xz9IwrEkgsfWxtLVkjPfh/J3/1303NIBa+/8a8xOyOGfJ3dhU9mK5l8Eo9QoOfvjRbYM3kP3je1wrGlf5tcthBBCVJRab/+E2trhjvvVG7sOS2efsg+oGBcXjSNu/xqqPDUBraMnkX9+xYlPB9Lwk22orexK7Jd19RInP38ah1ptqDz8PTKjznBpxVQUSlWxCbPclGtErvkcjZ1LkXP6zGR0noF4tHkajb0r2dciiFz7BWmXjtFg/AaUGqmDKURFk8STEELc55zqONxVP9eGTmUbSAkyYrIIXRRBk+n1CHzaDwDn+o780XAjFxZcovZb1UrsW+OlAGq+kv8r6Oa+O4ttE3c4kZitV2m3oBmVOnsC4NHShVVNNnN6XiiNP6kLQOzOOLLjc+i2oS02vtYAuDd3YVnNP4n6K1YST0IIIR5oNpXr3FU/u4CGZRxJ8XISY7jy72ICh0zDo80gAGz863FgVGNity+kUvc3S+wb/dc81NaO1Bg6D6XaAsdarclLSyDqz9l4dXqxSLLo0rJPcKrfmZyE6CJjOQa1wzGo3Y0DNVqgdfbi5KxBpIcfx65q4zK5XiHE7ZMaT0IIYUbnF1zij4YbWey/lr8H7CLxRDILPVZxcUlEQZs/Gm3iwAfHCh7vHnaYtW3/4cruOP7stJXF/mvZ0HU7CceSCo290GMVp765UO7XELv9Kiajicq9vAuOaR0t8GznxuUtV0vtq1DeemvoxBPJoACvNm4Fx9RWatyaOhO9ObbgmCkvf8aU5qYZVipLJUqNEky3ezVCCCFExYvdtpADoxqz+7UqnPh0IOkRJ9j5ghdXdy0taHNgVBNCF35Y8Pjcj8M5PLY9yWf3EDLhMXa/FsCRyd1JCz9eaOydL3gR/de8cr+GpJM7wGTEpXHPgmMaG0cca7cl6fjW0vue2IpzcFeUaouCY65Ne6PPTCH14uFCbVPO7ychZCP+T37432FKpLHO3y3YaMi77T5CiLIjiSchhDCTqE2x7H/vKJ7t3Gj3c1M8W7vx76sHbqtvdlwOB8cep/YbVWnzfRMMOQa2v7gfY17Jy9WKYzKaMOqNpf9nKD1rkxKajqWLFq2DRaHj9lVtSQlNu6N4imPIMaJQKlCoCyeplFol6VGZ6LMMAHg/5oGlq5bDE0+QeTWb7IQcjkw5BQoF/v0r3XMcQgghRHlIOLKJ0AVjcKzdllpv/YxDrdac+eb12+qbm3KNi4vG4dN1KDXf+A5jXg5n5ryIUX9nCRaT0YjJoC/9P6Oh1DGyroSisXVB85/lgFZeVcmMDS2xnyEnk5zEmCJ1oHSegaBQkHVTX5PRwMXfPqJSz2FYOLjf4poMGPW5ZMZe4NLyT7CpXAf7qk1K7SOEKB+y1E4IIczkxBfn8GjlSvPPggHwau+OUW/k2Iwzt+ybk5RL5z9a41Ajv16C2krF3/12ER+SiFvTovUOSrJneAhhyyJLbWPtY8UTh7qUeD43JbfYGlQW9hbkJufediwlsfO3xmQwkXg8GZfg/OWDJqOJhKNJYMovPK7WqdA6WNBlTRu2DdnLynp/AaB1sqDj4ubYVra+5ziEEEKI8hC57ivsa7ai6guzAHCs0w6TQU/Eqpm37KvPSKbu+39g7V0dAKXWihMz+pMWFoJ9taa3HcP5n0dybfeyUttonX1oMqvkH8j0GSnF1nFSW9mjz0guuV9mCgCq//RVqi1QWujIu6lvzNZfMeRk4d3l1VJjBTg+/QlSLxwEwMavHrVH/IZCJV9/hTAHeecJIYQZGA0mEk8m03BCUKHjlbp63lbiycrDsiDpBGBfLf/fGbHZdxRHvVE1qPFilVLbKLXmnRzr2c4dWz9r9o85SovZjbB00XJq7jnSIzIBuL7ZTVZcDttf2IdNZWsaTa6DQqXgwsJwtj27jy6rWxe8RkIIIcT9wmQ0kBF5Ev8B4wsdd27Q5bYSTxYOHgVJJwArr/y6ijlJsSV1KVblPu/i1fGFUtvcvAzOHHJT44lcNYtqr3x1W7FUfeEz9JmpZF8LJ2rD15z4dCD1PlqDWlf6jrtCiLIniSchhDCDnIQcTHoTls6Fi2VautzeTiua/+wUp7LIz74Ys0ufBv9f1j5WWHnpSm9UwjbG11nYW5CXWnRKf25KLhYO9/4hVWWhpPV3jdk59CB/tt8CgENNO2q+EsDZny6idcx/jtNfnyc3JY8em5ui0qoA8Gjtxrq2/3D8i3O0nifFRIUQQtxf8tISMBn0aGwLbwhS3G5txfnvDCOlOv/zgSkv547i0Dp5o3X0LL3RLT4PqK3t0WcVXWKvz0wpdTc+tVX+5h+GzMJ9jfpcjLlZBUv3IlZ9ilWlmthXa1owS8pkzF8GqM9MQaW1LjSj6frSPbuAYBxqtebAqCZc2f5bsbvkCSHKlySehBDCDLTOWhRqBdkJhT8YZsff2QfFe1UWS+3sA23IisshJzm3UJ2n1NB07APL5ldF53qO9N79GGmXMsBkwraKDQc+OIZTXYf84uFA8vk07ANtC5JOAEqVAsea9qSFZ5RJHEIIIURZ0tg6o1CpyUtLLHQ8LzW+QuMoi6V2Oo9A8lLjyMtILlTnKTM2tEj9ppuptFZonbzIvFK4DlRW7EUwmfJrPQFZsaGkntvH3jdrFhlj75s1qT1yEU512hf7HBb2rmidPMm6Fl7KFQohyosknoQQwgyUKgVOQQ5EbYyl5is3PoxF/XVnU+PvVVkstfNs545CqSByfQxVB/sBkJOcS8z2a9QdUb3UvndCoVBgV8UGyE/QRay9TPDY2gXnbXysiNoUiyHbgMoyP/lkNJhIOp2CY237MotDCCGEKCsKpQpr3yASjmzCu/PLBccTjmys0DjKYqmdY1BbUChJOLQej7aDAcjLSCb51A4q9Rpeet86HUg8sgn/J8cWzNqKO7AWtZU9doGNAKjy9CT0mamF+oUtHo/SQodf/w+w9imakLouJ+EyOQnRWLr6lhqHEKJ8SOJJCCHMpM6I6mx/bh973w2hci9vEk+k3Jh9pCx9OntZsfG1xsb33gpvW3vpCBxcmZDJJ1EoFVh5WnLyq/NY2Kmp+qx/QbuLyyLZOyKEx5a3wr1F/hKC7Pgcru7N/1U3OyEHVYaKiHWXAfDu6I7aKv/P1Ikvz2HrZ42lq5bUi+mc/OocTnUdCHiqcsH4gYMrc2FxONue30f1F6ugVCo4/1s4qWHpNJvV4J6uUQghhCgvvr3e4fTsF7jwyyhcGvckPeIkV3cvzz+pqJg6i5YulbB0ubcdYLVOXni0eZpLyz4BpQqtowdRf85BpbPDs92QgnZXdy/n/M8jqTN6GQ41mgPg020o1/b9wdnv3sCr/XNkRJ8leuM8/J4YU5DwsvENKvKcait7VJbWONRoUXDswvwxaGycsPGvi1pnR9aVi0Rv/A6NnSsebQbd0zUKIe6OJJ6EEMJMKnXxpOmM+pyYfY5LK6NwaeBEkxn12TJwNxZ2D9btufHHddFYqTky5RR5GXpcGzvRaVkrLG6uRWU0YTKYMJlMBYeSz6Xy7yuFp+1ff9z3QGdsfPNfh9zkXA5PvkR2fA46N0v8n/Sl7vDqKG5K0DnXc6Tjkpac+Owse945DEawr25Lh0UtcG9++zv9CSGEEBXJuUEXAp+dTtSfs7m29w9sqzQg8NlpnJw16IErhB3w9GRUWivCV0zFkJ2OXWBj6oxeUrgWlckIRgNw4/OAzt2fOu/+TtiSSZz8YggaWycq93kX766v33EMtv71ubJjEbFbf8Woz0Hr5I1T3Q5U6jkMjY3TrQcQQpQ5henmbwBCCPEQCgkJoWHDhnTf3B7nug7mDqdUFxaHs2/kkf8nXe5tJpK4fyUcT2ZD520cPnyY4OBgc4cjhBCPjOufCRpM2IiNX11zh1OiK/8u5sIvo2j86f57nokk7l/p4cc5MqmrfB4QD70H6yd1IYR4iOQk5XL8s7N4tHJBbaMh4UgSJ786h09XT0k6CSGEEI+IvPQkItd8jkPNlqgsbUi7dJSoP2fj3KCLJJ2EEA8FSTwJIYSZKDUK0sLTufRHFLmpeVg6a/HvX4ngcUVrGAghhBDi4aRQaciOi+D8vlUYslLR2Drj1qIf/k+ONXdoQghRJiTxJIQQZqKx0dDhtxa3biiEEEKIh5ZaZ0Pt4QvMHYYQQpSbitkmQQghhBBCCCGEEEI8cmTGkxBCCAB2DztMwrEkHt/Rydyh3Jb0yAxWNdlc5LhLsCPdNrQreHzs0zMc/+xskXZNZ9Sn2nP+5RmiEEII8cA59+Nw0sOP0fCTbeYO5a6cnv0CCUc24T9gHD7dhhY6ZzIaifn7R2K3LyQ7Pgq1lT0OtVpR47WvzRStEI8GSTwJIYR4oNX/sBYeLV0LHmusi/5pU+lUPLaiVaFjUsBdCCGEeLgkHt9K6sWQEs+Hzn+PhKN/4/v4cKy8a5CbcpXU8wcqMEIhHk2SeBJCCPFAs/O3wbWhU6ltFApu2UYIIYQQDy5jXg4XF43Dr/8HXPh5ZJHzSad3cnX3MhpM2IR1pZoFx92a9qnAKIV4NEniSQghylny2VQOTz5J/JFEDNlGrL10BA6qTO23qgEQdyiBk7PPk3AsmdzUPOyq2FDr9UCqPOlbMMaV3XH83W8XHX9vQejiCC5vuYKFowXBH9XG/4lKnPnxIqfnXUCfoce3uxdNptVDpVUBcHFJBHuGh9B1fVuOTD1FfEgSls5a6o6sTuDTfqXGnhGTxZEpp4jZdhV9ph7n+o40mlQH53qOBW2iNsVy/LOzpIamoVArsfWzpv57NfHu5FH2L6YQQgjxgMq4fI5LSz8mLewIxrwstE5euLceRKXubwKQGnqIqPVzSA8/jj4zFZ27P95dX8e9Rf+CMZLP7uHEjP4EjVzMlZ2/k3h8CxprB/z6f4hb8ye4/PePXN74LYacTJyDuxE4ZCpKjRaAq7uWcv6nEdQbu47wFdNJCzuMxtYF38dH4NFmUKmx5yTGcGn5VJJObsOYk4WNfz2qDJqErV/dgjYJRzYRufYLMmNDUSjV6Nz9qNxnNE71OpbDq1lU9MZvUVvb495qYLGJpys7FmFfvXmhpJMQomJI4kkIIcrZtmf3YumqpfnnwVjYakgLTyczJrvgfHp0Fq6Nnan2rD9KSxVxBxLYOzIEk9FEwMDKhcbaP+YoAQMrE/iMH6G/hbP7rUMknUoh+WwqzWbUJy0ig8MTT2BT2Zo671Qv1Hfnawep+qwfQW9VI3x1NHtHHkHnocO7g3uxceck57Lp8X9RW6toPKUuFrYazv4Uxt/9d9F7T2d0rlrSwtP59+X9+PXxocFHtcFoIulUCjkpeaW+JkaDCUym0l84hQKlSlF6m/+/JjtfO4CFowWVunoSPDYIraNFoTaGbAPLaq0nNyU/sVfztQCqPiP1nYQQQlSc0189h8bOlaovzkKtsyPrWji5iTEF57MTorELbIxnu2dRarSkhh7kws/vgtGIe6sBhcYKXfg+bi0H4NH2aa7sWMy5H4aREXWajMvnCHx2BtlxEYQtmYSlW2V8ew4r1PfsvKF4thtCpe5vEndgNRd+eRcLRw+c6rQvNu68jGSOTe2DytKagMGfoNbZEbPlZ07MfJJG03djYedC1rVwznz9Kq5N++DX/wMwmkiPOoU+M6XU18RkNNzW5wGFUlVqk+yEaKLWz6HO6KUoFMV/dki7GIJT/ce4uHg8V3ctw6TPxb56M6oM/hgrj4DSYxBC3BNJPAkhRDnKTsghPTKTRp/UpVJnTwA8WrkWauPfx6fg3yaTCfdmzmTGZnFhYXiRxFPlXt7UfbcGAC4NHIncEMOl1dH03dcZpSZ/o9Kre+KJWHe5SOKpypOVqDMs/5hXe3fSIjI4/tmZEhNPZ7+/SG5qHt3+aofONf/XUo/Wrqxp8Ten512g4fggEk+kYMwz0WRaPTQ2moKxb+Wf/ru4uje+1DbuzV3ovKp1ieeVWhXVnvPHq70bFnYWxIckcuKrcyQcS6b7X+0KXg9bf2sajA3CqY49hmwjl1ZFsW/UUXJT9dR+o+otYxVCCCHuVV5aAtlxkVR5ejLO9TsD4FCzZaE2Ny/5MplM2FdvRk5iLLHbFxZJPLk06knl3vmzemz9GxB/eANx+1fTaMZelOr8v8fJ5/YSf3BdkcSTW8v+VOr5NgCOddqRFRdJ5JrPS0w8xWz+AX1mKvXHb8DCziU/9lqtOPRBKy5vnIf/gHGkR5zEZMgj4JkpqHU2BWPfyomZA0g5t7fUNvbVm1P3/ZWltgn7fSIuDbtjF9CwxDa5KXFc270MK69q1HhtLkZ9HuF/TOfkZ0/TaOoOlBrLW8YrhLg7kngSQohypHWywNrHiiNTTpGblItHazesvXSF2uQk53Ls0zNEb4wl80o2JoOpoO9/ebZ1K/i3hZ0GSxct7s1cCpIsAHYBNsUmdXy7exV+3NObkEknMBpMxc4sitlxFY+WLmgdNRj1RgAUKgXuzV1IOJoEgGMtOxQqBTuHHqLqED/cm7lgYae55evS9NP66NP1pbZR25T+J8rK3ZKmM+oXPHZv4YJ9dTu2DdlL5IYY/HrnJ/Sq9Pct1M/nMQ+MuUZOfHmOmq8EFHrthBBCiPKgtnFC6+xD+Ipp6NOTcajVCq1T4b/LeRnJRK6eRcKRTeQkXQGj4f99HYuM51C7zY2xreywsHPBrlqzgqQTgJV7FVLO7inS1yW4W+HHDbtzaenHmIyGYmcWJZ36F4eaLdBYO2Ay5P/tVihV2FdvTtqlYwD5y9eUKs599wYe7Z7Bvloz1FZ2t3xdAp+bgSE7o9Q2KsvSNwNJOrmd5FM7aDh1Z+lPZjJiMhioNexXLOzzfwS08qrK4Y/acW3vqlsuNxRC3D1JPAkhRDlSKBR0WtqCI9NOc+CDY+gzDTjVdaDRpDq4N8//1XDPO4eJO5hI3ZE1sK9hh4WNmnPzLxGxJrrIeP9N6ig1ymKPGbINRfpaumgLPda5aDHmmchJzEHnWvRXvpzEXOIPJ7HIZ02Rc7Z++R8C7QJsab+wOSdnn2PHC/tRKPNnPDWZWg9rH6sSXxdbf5vbmlp/p7w7uaO2UpF4PLkg8VQcv8d9iPwzhrRL6dhXu/UHYyGEEOJeKBQKgkb9TsTKGYT+9iHGnExs/OpS5amJ2FdvBsD5H4eTGnoI394jsPaqjkpnS+y2+cQdWFtkPLWVfeHxVZoiiR6FWoMxL6dIX83/Zy1dZ2HnismQR15aYkFC5mZ5aYmkXTzMrpd9i5yzdPMDwMojgNrDFxD152xOz3kJhUKJY512BDwzBUvnkv8e69z97/nzwMVF4/Dq9BIqra7Q0j5jXg76zJSC10ptbY/WyavQNVp5BqJ18iQz5nzpMQgh7okknoQQopzZBdjS9semGPOMxB1M5Mi0U2x7di/9jnZDqVJw+e8rNJxUhxov31Rf4JewMo8jOz4HK88bs62y4nNQahRonbTFtrdwsMCrvQ31xxQtwqnU3pgl5N3BHe8O7uSm5RGz9SqHJpxgz/AQHlvRqsRYymKpnRBCCPEgsfIIoOab32PU55EaeoiIldM49dVzNP08BIVKReKxf6jy1ES8O71U0Cd2q7HM48hLjUfr6FnwODc1DoVKg8a2+N1fNTYO6NzbU7nve0XOKdU3Zmc71WmPU5326LPSSDqxjbDfJ3L+p5HUfW9ZibGUxVK7rCsXifpzNlF/zi50PGLVTCJWzaTl92EoNZZYeVXHkJ1W7BjGvOxijwshyoYknoQQooIoNUrcW7hQ++1qbH92H1lXsrB0tcRkpNByr7z0PKI2x5b580duiMGpjsONx39exqmuQ4kFvD3buHJpRRR2VW3RWN/6z4WFrQa/3j7EhyQRvrrobK2blcVSu+JE/30FfaYB5/pFlyXcLHxNNBb2mvyZV0IIIUQFUqo1ONRojqHHW5z+6nlykq9gYecKJiOKm5bK6bPSSTjyd5k/f3zIX9hUrnPj8eEN2PjVLbGAt0Ot1lzbuxIrr6qotCXPZr5OrbPFtcnjpIUdIW7/6lLblsVSuzpjVhQ5dmJGfzzaP4trk8dRqPKTY071OxGxcga5KdewsM8vXZAZe4GcxFhsKtctMoYQouxI4kkIIcpR0ukUDk08gV9vH2wrW5OblsfJ2eexrmSFjZ8NSpUC5/qOnJpzHktnLQq1glNzzmNhqyE7p+j0+HsRtjwKlU6Fcx0HwldHc21fAh1+a15i+1qvBXJpZTSb++6k5isBWHtbkZ2QQ3xIIjoPHbVeC+T8gkvEHUrEq4M7Vm6WpEdmcGllFJ7t3EocF8A+0Paer+fQhBMolODS0AkLew3xR5I4Nfs8zvUcqNTtxi+56ztvo8oAX+wDbTBkG7i0MprI9TE0+riO1HcSQghRITKiThO2ZBKuTR7H0s0PfVYq0evnonWphM7ND4VShY1/faI3zEVj64xCpSJ6/deorWzJTS3bzwPXdq9ApdFhU7kOcQdWk3puH7WHLyyxvXeXV7m29w+OT38Cr8deRuvkTV5aAmlhIWgdPPDu8iqx2xaSevEwjnXaYWHvTk58JNf2rsSxdttSY7HyDLzn63Go0aLY4zrXyoXOebQZTMw/P3Pqy2fx7TUcoyGPiD9monPzw7Vp73uOQwhRMkk8CSFEObJ0tUTnZsnJ2efJvJKFha0Gt6bOtPq6UcFMo1bzGrF/9FF2DzuM1smCGi8FoM/Qc3rehTKNpfW3jTgy5TQnPj+LpbOWZrPq493Jo8T2Wict3Ta05ej004R8coqcpFwsXbS4BDtS6f+Fyh1r2RG9OZbDE06Qk5SLzlWLX1+fYpfnlTX76rac//USF34LR59lwMpDR8DTlak3uiZK9Y2Ekq2fNWe+CyU7LhsUChxq2NHy60ZU6Vep3GMUQgghADT2bljYuxG1fi45SVdQW9liV60p1V+ZUzDTqMZrX3Nh/hjO//gOGhtHvDq9hCEng+iN35ZpLDVe/4bwFdOIXPsFGjtnAp//FKd6HUuO3caJ+uP+JHzlDMKXTyEvPQmNrTN2AQ0LCpVbV6pJ4rG/ubRkEnnpSVjYu+LatE+xy/PMRa2zoe57y7m4eBxnv38rvw5VUDuqDJp4WzO5hBB3T2Ey3aqamxBCPNhCQkJo2LAh3Te3x7mug7nDqXAXl0SwZ3gIT57qjqVz8fWcRMVKOJ7Mhs7bOHz4MMHBweYORwghHhnXPxM0mLARG79Ha3nV1V1LOf/TCJrNPoHG1tnc4QggPfw4RyZ1lc8D4qEnawyEEEIIIYQQQgghRLmQxJMQQgghhBBCCCGEKBdS40kIIR5yAU9VJuCpyuYOQwghhBBm5N5qIO6tBpo7DCHEI0hmPAkhhBBCCCGEEEKIciGJJyGEEEIIIYQQQghRLmSpnRBClJEru+P4u98uum9sh3N9R3OHc9uOfXqG45+dBcCjtSuPLW9VcC43NY9DE04Q9VcMxjwTXu3caDy1Hlbulvf0nJF/xbDjhf3YV7fl8R2dCp1LOZ/KoYknubo3HpWFEu/HPGg0qc5d7ci3e9hhwpZFFjneYXELvDu439FY2fE5nPjyHHGHE0k6lYJSrWBQ2ONF2v3VfTvxIUkABI8PovYbVe84biGEEA+u5LN7ODGjP/XH/4Wtfz1zh3PbIlbPInLN5wA41GpFndHLCs7pM1MJWzKRhJCNmAx5OAS1I3DwJ1g43NnfUoC4/WuIO7iOtLAj5CbF4j9gHD7dht5z/IbsDA592IbcpNgir/3x6f1IObe3SJ+GU3dg5Xnnf6czYy9w8bexpIYeQmVpg3vL/lR+YgxKtUVBm33v1CMvNQ6AGm98j2vjnndxVUI8HCTxJIQQApVOxWMrWmFhW/jPws7XDpB8Lo2mM+qjslRxdNpptj69h+6b2qFU392kWX2WgUPjT2DpWjSRlJuWx9/9d2HlqaP1vEboswwcmXKarc/spdv6tiiUijt+PpvK1rT6plGhY/ZVbe94nMwrWYSvjsa5gSPO9RxIOpVSbLvmnweTl6FnY48dd/wcQgghhDkpLSyp895y1Dq7QsfPznudjMvnCHx2OkqNlvCVMzj5+WAaTNiIQnVnXynjD60nOy4Cp3qduLJ9YZnFHrn2C0wGfYnn7ao2xn/g+ELHLF0q3fHz5GUkc2LmACzd/an11k/kJMUStmQShpwsAodMLWgXNGIh2QmXOTP3pTt+DiEeNpJ4EkIIgUIBrg2dCh2LO5RAzLZrdFzSAq92+b9o2gXYsLb1P0Suj8Gvt89dPdfJ2eew9tZh42tNwrGkQufO/xpGbpqeHluao3PNn1Vl52/Dhq7bidoYi293rzt+PpWlssi13Q3HWvY8ebI7kD9LrKTEk0MNu2KPCyGEEPc9hRK7gIaFDqWGHiLp5HaC3l2MY1A7AHQeARz+qC3xhzfg2qTo7N/S1Bj6LQpl/o9XZZV4yoy9QMzWX6kycAKhC8YU20ZtZV/k2u7GlW0L0WelUeutn9DY5M9wNxkNhC78gEo9h6F19ADAxq8uapsHZwa8EOVJajwJIR5pF5dE8Jv3arLisgsdz0nKZVGl1ZxfcAnIT8Jse3YvK+r9xWL/tfzZcSthy4su4bpZemQGCz1WEbHucqHjB8cd549Gmwody4jJYtebh1hWaz2L/dawqc+/RZIyFe3ylqtY2GvwbOtWcMw+0BanIHsub7l6V2Omhadz+ttQGk8pfulB4okUHGvZFSSdAJzrO6J1siB6c+xdPWdZuZvZVkIIIR4MV3ctZedLlchNiSt0PC89iV0vVyZ2W36CJDX0EKe+eo79Ixqw+7UAQsZ34uqeFaWOnR0fxc4XvIg7+Geh4xcXj+fAqCaFjuUkxnD2u7fY+3Ztdr9ahWPT+pIWfrwMrvDuJZ7YitrKHofabQuOWXkGYl2pNonHt97xeNeTTmXp4m9j8Ww3BJ1nQJmP/V+JJ7biWKt1QdIJwLVJLzAZST4ls52FKI4knoQQj7RK3b1QqBVErC2cHIpcn/+4ci9vANKjs3Bt7EzzzxrQfmFzfHt4sXdkCBeXRtxzDDnJuWx6/F8STybTeEpd2v7YFLVOzd/9d5EVl1NqX6PBhFFvLP0/g+mu4koNTccuwAaFonDCxa6qLamhaXc15sGxxwl40hen2vbFnjfkGFBZqIocV1ooSblwd8+ZFp7BkqrrWFRpNes7byPyr5i7GkcIIcTDyzm4GwqlmviD6wodjz+8AQCX/9fnyU6Ixi6wMVWfn0Xtd+bj0qgHF35+l6u7lhUZ807lZSRzbGofMqJOETD4E2q++QMqrRUnZj5Jbmp8qX1NRgMmg770/4yGu4orK/YiOo+AIp8HrLyqkhUbeldjlqW4g3+SEX0W394jS22Xcm4vu18LYNcr/hyb/gQp5/bd1fNlxYai8wwsdExtZY+FvTuZ98HrIcT9SJbaCSEeaRZ2Grw7uhO+OpoaL934lezSqmg827qhdcwvEunf58ayMpPJhHszZzJjs7iwMJyAgZXvKYaz318kNzWPbn+1Q/f/ukcerV1Z0+JvTs+7QMPxQSX2/af/Lq7uLf3DqHtzFzqvan3HceWk5GJhrylyXGtvQULync/GitocS9yhRFrsLnmau52/DaFLI9BnGVDr8hNQGdGZZF3NRmN953+ynOrY41LfEfvqtuSm5nF+/iV2vLCfNj80KUgqCiGEEGorO5zqdiBu/2q8Or1YcDxu32ocg9oWzG5xa9qn4JzJZMK+ejNyEmOJ3b4Q91YD7imGmM0/oM9Mpf74DVjYuQD5Rb4PfdCKyxvn4T9gXIl9T8wcUGzx7JvZV29O3fdX3nFc+oxk1FZFl5GrrezRZyTf8XhlyZCTyaUlE/Hr9z5qXcn1G+2rN8OtRX90HlXITbpC9MZvOfHpQOq+vxK7wEYl9iuOPjOl+NfD2vyvhxD3K0k8CSEeef59KvHvawfIiM7E2seKzKvZXNsbT4s5Nz6I5CTncuzTM0RvjCXzSjam/88i0jpZlDTsbYvZcRWPli5oHTUY9UYAFCoF7s1dSDhaeoKn6af10aeXXEgTQG1j/lu9IdvAoXEnqDeqZqm70wU+48eZHy+yf/QRGoytjT7LwL5RR/KXud3FSrearxT+RbJSF0829tzBsZlnJPEkhBCiENdmfTg773WyE6KxdPYhN/kqKef2Uv2V2QVt8jKSiVw9i4Qjm8hJugL/n0VUFrV8kk79i0PNFmisHQqKZCuUKuyrNyft0rFS+wY+NwNDdkapbVSW1vcc4/0mat1XaOxccW/9VKntKvcdXeixU/3HOPxROyLXfknQyN/KM0QhBJJ4EkIIvB/zQG2lJnx1NLXfqkbE2miUWhWVunoWtNnzzmHiDiZSd2QN7GvYYWGj5tz8S0Ssib7n589JzCX+cBKLfNYUOWfrV/qHRFt/GzDdYimd4u5qE2ntLciIySxyPCclF63DnSXczvwQikIJfn19yE3JBcCYZwQj5KbkotKpUVkosQ+0pfnnwRwad5ywFVEA+PbwwrujO3m3SLDdDoVSgW8PL0I+PlVoVpUQQgjhVK8TKq0VcfvXUKn7m8QdWIdSo8U5uGtBm/M/Dic19BC+vUdg7VUdlc6W2G3ziTuw9p6fPy8tkbSLh9n1sm+Rc5ZufqX21bn7l9vnAbW1AzmJRZep6zNTUFs73NWYZSE7PproTd9R662fMGSlAhQk3ww5GRiyM0pMtqm0VjjV60j8ofV3/LxqK3v0mUWX/+szzPt6CHE/k8STEOKRp9apqNTNk/A1+Ymn8NXR+HT2KFjaZcg2cPnvKzScVIcaL99UtPKXsFLHVVnmJzWMecZCx3OTcws9tnCwwKu9DfXH1CwyhlJbeim+8lxqZxdoQ+zOa5hMpkJ1HVJD0+9457aUC+mkXcpgee0NRc4trb6epjPqU+05fwACBvji18eH1IvpaB00WHnqWNvmH3y6eBbpK4QQQpQVlYUO5wZdb0o8rcGp/mOotFYAGPOySTz2D1Wemoh3p5cK+sVuNZY0JABKTf5MX5O+8N9/fUbh3VE1Ng7o3NtTue97RcdQl/6DT3kutdN5BpB8emeRzwNZsaFY+RT97FJRsuMjMelzOfXlkCLnTszoj22VYOqP+7OYnvdG5xlI1pXCtZz0mankplzF6j+1n4QQ+STxJIQQ5Ndw2vrMXmK2XSX+cBJBb1crOGfINWIyglJzIwmUl55H1C12WbN00aLUKAoVxTbkGrm6N6FQO882rlxaEYVdVds7rmNUnkvtvDu6c+KLc1zZGYdnm/yd7VIvppF4Ipnab1a9o7GC3q5GwMDCv+CemnuelNB0WnwZjF2ATaFzKgsljjXzk1uxu+JIDUsv0v9umIwmItbFYF/dVmY7CSGEKMK1aR+ufTmEpBPbSbt4mErd3yw4Z8zLBZMRhfpG/UN9VjoJR/4udUyNrQsKlaZQ4WmjPrdIosihVmuu7V2JlVfVgmTX7SrPpXZOdToQtfZLkk/vxLF2GwAyr1wkPfIkPje9PhXNxrc2dcYU3lEwI/IUYb9PIPDZGdj6F7+DLuTXhko89g+2/vXv+Hmd6nQgav3s/9d6yt8sJf7gOlAoC+38J4S4QRJPQggB+YXEnSzYMyIEC3sNXh08Cs5Z2Glwru/IqTnnsXTWolArODXnPBa2GrJzSt51TqFUUKm7F+d+DsPWzxqtk5ZzP4flT4W/6RfDWq8FcmllNJv77qTmKwFYe1uRnZBDfEgiOg8dtV4r+dcz+8CSC2neK9dGzni1d2PPiBAaTaiD0lLJ0Wmncaxlj28Pr4J2F5dEsGd4CI+tbIVHS9fi46xqi33VwrFeXBpJRkxWoT55GXqOzzqDW3MXVFoV8YcTOTnnPPVG1Sx0rVd2x/F3v120+DKYgKeKL+6eHpXJnmGH8evrg62/NbnJ+cXFE44l0fanpoXa/tFoEzaVrG45MyxiXf5uhynn0/6fxMp/7FzfEZtKd/YlQQghxP3HoXYb1DaOnP95JGorexzrdig4p7ayw8a/PtEb5qKxdUahUhG9/mvUVrbkppb2eUCJc8NuxG75BZ2bHxpbJ2K2/AKYuLmAoXeXV7m29w+OT38Cr8deRuvkTV5aAmlhIWgdPPDu8mqJz1GeM23sAhvhGNSOCz+PxP+pCSg1WsJXzsDapyYuDbsXtLu6aynnfxpBnTErcKjRosTxMi6fJzPm/I3H0WeJO/hn/vK3m17vnS944dZyANVf/rLYcdRW9iU+j41fXWz86gKQcn4/0X99g3NwNyxdKpGbfJXojd+SmxJHzTe+L9TvVs8J4NF+CDFbfub07Bep1PNtcpKucGnZJ3i2G4LW0aPEfkI8yiTxJIQQ5M9m8u3pxYUF4QQ+XRmVReElbq3mNWL/6KPsHnYYrZMFNV4KQJ+h5/S8C6WO22RKPfaNPsLBscfR2Kip9UZV7AJtiPrrxmwprZOWbhvacnT6aUI+OUVOUi6WLlpcgh2p1N2rlNHLX+vvmnBowgn2jT6CUW/Cq50bjafURam+8froM/MLq17fke9eKJQKks+mcnFpJHkZeuwDbWk6rV6R5NL157R0syxxLI2NGo2dmhNfniM7PgelRolzPQc6Lm6BV3v3/4ynx9Lt1vH/+8qBYh+3+DIYmxISYEIIIR4cSrUGl0Y9ubJ9Ie6tBxVZ4lbjta+5MH8M5398B42NI16dXsKQk0H0xm9LHTdg8BRC54/m4uJxqCxt8Ok6FJ1HAAkhGwvaaGycqD/uT8JXziB8+RTy0pPQ2DpjF9AQl+Bu5XK9t6vG0G8JWzKR0F/fw2TU41C7LQGDP0GhuvF10pCTXxfSwq74H6Guiz+4lsg1nxc8vrZnOdf2LEfr7EOTWQcKj2Vf+li3w8LeDZM+j/CV09GnJ6HSWmEb2Iiqz83AtkqDovHf4jk11g7UGb2Mi4s+4vScF1FZ2uDeZhB+/d6/51iFeFgpTKZbVaETQogHW0hICA0bNqT75vY413Uwdzj3nWOfnuH0vAsMPN8ThVKRv4PcHdj11iFyEnPpuLjkXzfL2tEZp4ncEEOv7R0L1Zu4G2nh6axu9jfdNrTFJdjpnmMzGkxgMrHIZw3B44Oo/UbRZYkJx5PZ0Hkbhw8fJjg4+J6fUwghxO25/pmgwYSNBTNiRL6I1bOI3vgtLb4+CwolCmXpdSb/69z3b5OXnlQmu8Qlnd7JqS+G0HjGHrROFfMjXFk/p8loIDs+ikNjWlDjje9xbdyzSJv08OMcmdRVPg+Ih57MeBJCCIE+08AinzV4tHblseWt7qhv3IEEWn7dqJwiK961AwnUeaf6PSed8sdKxLOtW5kknQA29dpBfEhSmYwlhBBCVCRjTia7XvbFoVYr6oxedkd9U0MPUv2VOWUSR+qFg7i3fLLCkk7l8Zz7RwSTlxpXJmMJ8aCTxJMQQjziqg7xw+ex/JoEGts7/7PQ90CXsg7pljqvvPNd+koSMMCXgAH3Xrj8uhZfNUSfkV/w3cpbV2bjCiGEEOXJo+0zONV7DACVzuYWrYtqPHNfmcVSuffIMhvLXM8Z9O5iTIb8zwOWbrIcXzzaJPEkhBCPOCsPHVYekiApK/8toi6EEEI8CLSOHlIcuwzZ+NY2dwhC3DfubOGuEEIIIYQQQgghhBC3SRJPQgghhBBCCCGEEKJcSOJJCCGEEEIIIYQQQpQLqfEkhHhkpFxIM3cIQgDy/0UhhDC3zNhQc4cghPz/UDwyJPEkhHjoubi4oLPSsfvNQ+YORYgCOisdLi4u5g5DCCEeKS4uLljqrDj3/VvmDkUIACx1VvJ5QDz0FCaTyWTuIIQQorxFRkYSHx9v7jBKtGTJEj799FMGDx7MiBEjUCgU5g7pgWMymfj8889ZvHgx7733HgMHDjR3SKVycXHB19fX3GEIIcQj537+TJCdnc27777LkSNH+PLLL2nSpIm5Q3ogJSUlMXToUOLi4vjuu+8IDAw0d0glks8D4lEgiSchhDCz2bNn88477zBq1ChmzpwpSad7YDKZGDVqFJ9//jlfffUVw4YNM3dIQgghxG3Jysqid+/e7Nq1i/Xr19O+fXtzh/RAS0hIoFOnTkRHR7N161bq1Klj7pCEeGTJUjshhDCjL7/8khEjRjB69GhmzJghSad7pFAomDVrFkqlknfeeQeTycQ777xj7rCEEEKIUmVmZtK7d2/27NnDhg0baNeunblDeuA5Ozvzzz//8Nhjj9G+fXu2bt1K3bp1zR2WEI8kSTwJIYSZXE86jRkzhmnTpknSqYwoFApmzpyJUqlk+PDhGI1GRowYYe6whBBCiGJlZmby+OOPs2/fPv766y/atGlj7pAeGjcnnzp06MCWLVuoV6+eucMS4pEjiSchhDCDzz//nHfffZf333+fqVOnStKpjCkUCqZPn45SqWTkyJGYTCZGjhxp7rCEEEKIQjIyMujVqxcHDhzgr7/+onXr1uYO6aHj5ORUJPlUv359c4clxCNFEk9CCFHBZs2axejRo/nwww/55JNPJOlUThQKRUFS791338VoNDJq1ChzhyWEEEIA+Umnnj17cujQITZu3EirVq3MHdJDy9HRkb///pvOnTvToUMH/vnnH4KDg80dlhCPDEk8CSFEBZo5cyZjxoxh7NixTJ48WZJO5UyhUDBlyhSUSiWjR4/GaDTy3nvvmTssIYQQj7iMjAx69OjB4cOH2bhxIy1btjR3SA+9m5NPnTp1kuSTEBVIEk9CCFFBpk+fzgcffMD48eOZOHGiJJ0qiEKh4OOPP0apVDJmzBhMJhNjxowxd1hCCCEeUenp6fTo0YMjR46wadMmWrRoYe6QHhkODg4FyaeOHTvy999/06hRI3OHJcRDTxJPQghRAaZNm8aHH37IhAkTmDhxornDeeQoFAomTZqEQqHg/fffx2g08sEHH5g7LCGEEI+YtLQ0unfvzrFjx9i0aRPNmzc3d0iPHHt7ezZv3kyXLl147LHHJPkkRAWQxJMQQpSzKVOmMHbsWCZOnMiECRPMHc4j63rySalU8uGHH2I0Gvnoo4/MHZYQQohHRFpaGt26dePEiRNs3ryZZs2amTukR9b15FPXrl3p1KkTf//9N40bNzZ3WEI8tCTxJIQQ5ejjjz9m/PjxTJ48mXHjxpk7HAFMmDABhULB2LFjMZlMjB071twhCSGEeMilpqbSrVs3Tp48yebNm2natKm5Q3rk2dnZsXHjRrp160anTp3kfxchypEknoQQopxMnjyZCRMm8PHHH0ty4z4zfvx4FAoF48aNw2g0Mn78eHOHJIQQ4iGVmppK165dOX36NH///TdNmjQxd0ji/25OPnXu3JlNmzbJTDQhyoEknoQQohxMnDiRSZMmMWXKFD788ENzhyOKMW7cOJRKZcHMJ1kGKYQQoqylpKTQtWtXzpw5I8u57lO2trb89ddfdO/evSD5JLW3hChbkngSQogyZDKZmDhxIpMnT2batGm8//775g5JlOKjjz4qVPNJdhsUQghRVlJSUujSpQvnzp3jn3/+kQLW97Gbk09dunRh48aNstugEGVIEk9CCFFGrs+a+fjjj5k+fTpjxowxd0jiNnzwwQcoFAo++OADTCZTwe53QgghxN1KTk6mS5cuXLhwgS1bthAcHGzukMQt2NjYsGHDBnr06FGQfGrZsqW5wxLioSCJJyGEKAMmk4lx48YxZcoUZs6cyejRo80dkrgD77//PkqlkjFjxmAymZg8ebIkn4QQQtyV5ORkOnfuTGhoKP/8848knR4gNyefunbtyl9//UWrVq3MHZYQDzxJPAkhxD0ymUx89NFHTJs2jU8//ZRRo0aZOyRxF9577z0UCgXvvfceRqORTz75RJJPQggh7khSUhKdO3cmLCyMLVu20KBBA3OHJO6QtbU169evp2fPngXJp9atW5s7LCEeaJJ4EkKIe2Aymfjwww+ZPn06n332GSNHjjR3SOIejB49GqVSyahRozAajUydOlWST0IIIW5LUlISjz32GOHh4WzdupV69eqZOyRxl64nn3r16kW3bt3YsGEDbdq0MXdYQjywJPEkhBB3yWQy8f777zNz5kw+//xzRowYYe6QRBl49913USqVjBw5EpPJxLRp0yT5JIQQolSJiYk89thjREREsGXLFkk6PQSsrKxYt24djz/+eEHyqW3btuYOS4gHkiSehBDiLphMJt577z1mzZrFl19+yTvvvGPukEQZGjFiBAqFghEjRmA0GpkxY4Ykn4QQQhQrISGBTp06ER0dzdatW6lbt665QxJlxMrKirVr19K7d2+6d+/O+vXradeunbnDEuKBI4knIYS4QyaTidGjR/PZZ58xe/Zs3n77bXOHJMrB8OHDUSqVvPPOOxiNRj799FNJPgkhhCjkv0mnOnXqmDskUcb+m3z6888/6dChg7nDEuKBIoknIYS4AyaTiXfffZcvvviCOXPm8NZbb5k7JFGOhg0bhkKhYNiwYZhMJmbNmiXJJyGEEADEx8fTqVMnYmJi2LZtG0FBQeYOSZQTnU7HmjVr6Nu3Lz179mTdunV07NjR3GEJ8cCQxJMQQtwmk8nEiBEj+Oqrr5g7dy5vvvmmuUMSFeDtt99GqVTy1ltvYTQa+fzzzyX5JIQQj7i4uDg6duzI1atX2bZtG7Vr1zZ3SKKc6XQ6Vq9eXSj51KlTJ3OHJcQDQRJPQghxG0wmE8OHD2f27Nl88803DB061NwhiQr05ptvolAoePPNNzGZTHzxxReSfBJCiEfU9aTTtWvX2LZtG7Vq1TJ3SKKCWFpasmrVKp544gl69erF2rVreeyxx8wdlhD3PUk8CSHELZhMJoYNG8bcuXP59ttvee2118wdkjCDN954A6VSydChQzEajXz11VeSfBJCiEfMtWvX6NixI3FxcWzbto2aNWuaOyRRwf6bfFqzZg1dunQxd1hC3Nck8SSEEKUwmUy8/fbbfP3113z33Xe8+uqr5g5JmNHrr7+OQqHg9ddfx2g0MmfOHEk+CSHEI+Lq1at06NCBxMREtm/fTo0aNcwdkjATrVbLH3/8Qb9+/ejduzerV6+ma9eu5g5LiPuWJJ6EEKIERqORt956i3nz5vH999/zyiuvmDskcR947bXXUCqVvPrqq5hMJubOnSvJJyGEeMhdTzolJSWxfft2qlevbu6QhJlptVpWrlzJk08+SZ8+fVi1ahXdunUzd1hC3Jck8SSEEMUwGo28+eabfPfdd/z444+89NJL5g5J3EdeeeUVFAoFr7zySkHySalUmjssIYQQ5eDKlSt06NCBlJQUtm/fTrVq1cwdkrhPaLVaVqxYUSj51L17d3OHJcR9RxJPQgjxH0ajkaFDh/LDDz/w448/8uKLL5o7JHEfevnll1Eqlbz88ssYjUa++eYbST4JIcRDJjY2lg4dOpCWlsb27dupWrWquUMS9xkLCwuWL1/OgAED6Nu3LytXrqRnz57mDkuI+4oknoQQ4iZGo5HXXnuNn376iZ9//pnnn3/e3CGJ+9iLL76IQqHgpZdewmg08u2330rySQghHhKxsbG0b9+e9PR0tm/fTmBgoLlDEvcpCwsLli1bxlNPPcUTTzzBypUr6dWrl7nDEuK+IYknIYT4P6PRyKuvvsrPP//ML7/8wnPPPWfukMQD4IUXXkCpVPLCCy9gMpn47rvvJPkkhBAPuJiYGNq3b09mZqYkncRtsbCwYOnSpTz11FP069ePFStW8Pjjj5s7LCHuC5J4EkII8pNOL7/8Mr/++ivz589nyJAh5g5JPECee+45FAoFzz//PEajkR9++EGST0II8YC6fPky7du3Jzs7m+3btxMQEGDukMQDQqPRsGTJEgYNGkT//v1Zvnw5vXv3NndYQpidfCoWQjzyDAYDL730EvPnz2fBggWSdBJ35dlnn2XBggX8+uuvBXWfhBBCPFiio6Np164dOTk5knQSd0Wj0fD777/Tp08f+vfvz6pVq8wdkhBmpzCZTCZzByGEEOZyPem0cOFCFixYwODBg80dknjALVq0iGeffZZnn32WH3/8EZVKZe6QhBBC3IaoqCjat2+PXq9n27Zt+Pv7mzsk8QDT6/UMHjyYP/74g6VLl/LEE0+YOyQhzEYST0KIR5bBYOCFF15g0aJF/PbbbwwaNMjcIYmHxOLFixkyZAjPPPMMP//8sySfhBDiPhcZGUn79u0xGAxs374dPz8/c4ckHgJ6vZ4hQ4awYsUKlixZQr9+/cwdkhBmITWehBCPJIPBwPPPP8/ixYtZtGgRTz31lLlDEg+Rp59+GqVSyeDBgzGZTPzyyy+SfBJCiPtUZGQk7dq1w2QySdJJlCm1Ws3ChQtRKBQMHDiQ33//nSeffNLcYQlR4STxJIR45Oj1ep577jmWLl3K4sWLGThwoLlDEg+hp556CoVCweDBgzEajcyfP1+ST0IIcZ+JiIigffv2AGzfvp3KlSubOSLxsFGr1SxYsACFQsGgQYMwmUwMGDDA3GEJUaEk8SSEeKTo9XqeffZZli1bJr86iXI3cOBAFAoFTz/9NCaTifnz56NWy59eIYS4H4SHh9O+fXuUSiXbtm3D19fX3CGJh9T15JNSqSz4TCA/fIpHiXz6FUI8tJKSkpg1axYff/wxSqWyYJ398uXLWbJkCf379zd3iOIRMGDAAJRKJU899RQmk4kFCxZI8kkIIcwsPDycdu3aoVKp2L59O5UqVTJ3SOIhp1Kp+PXXXwv9ICWlHsSjQmnuAIQQorz88ssvfPbZZ+Tk5BTsLLJixQqWLl0qSSdRofr378/SpUtZvnw5zzzzDHq93twhCSHEI+vSpUu0bdsWtVrNjh07JOkkKoxKpeKXX35hyJAhDB48mMWLF5s7JCEqhPzkKoR4aC1dupRu3bqhVqt5+umnWbVqFcuWLaNv377mDk08gvr168fSpUsZOHAgJpOJRYsWycwnIYSoYGFhYbRr1w6tVsu2bdvw8fExd0jiEaNSqfjpp59QKBQMGTIEk8nE4MGDzR2WEOVKYTKZTOYOQgghylp4eDj+/v4sXLiQ1atXs2bNGpYvX06fPn3MHZp4xK1atYoBAwbQt29fFi1ahEajMXdIQgjxSLh48SLt27fH0tKSbdu24e3tbe6QxCPMaDTy8ssvM3/+fObPn88zzzxj7pCEKDey1E4I8VBavnw5lpaWLF++nLVr17JixQp69OjBvn37yMjIMHd44hHWt29fVqxYwerVqxk0aBB5eXnmDkkIIR56oaGhtGvXDp1Ox/bt2yXpJMxOqVTy448/8sILL/Dss8+yYMECc4ckRLmRGU9CiIdSo0aNiI2N5dq1a3z44YdERUWxevVqkpKS2LBhA926dTN3iOIRt3btWvr370+vXr1YsmSJzHwSQohycuHCBdq3b4+NjQ1bt27Fy8vL3CEJUcBoNPLaa6/x008/8csvv/Dcc8+ZOyQhypwknoQQD52zZ89Ss2ZNFAoFVlZWZGRkUK1aNZ588kn69etHgwYNzB2iEACsW7eOfv360bNnT5YsWYKFhYW5QxJCiIfKhQsXaNeuHXZ2dmzduhVPT09zhyREEUajkaFDh/LDDz/w008/8cILL5g7JCHKlFQ1FUI8dObPnw+Aj48PL7zwAv379ycoKAiFQmHmyIQorFevXvzxxx/069ePAQMGsGzZMkk+CSFEGTl37hzt27fHwcGBrVu34uHhYe6QhCiWUqlk3rx5KBQKXnrpJUwmEy+++KK5wxKizMiMJyHEQ0ev13P27FmCgoLMHYoQt2XDhg307duXrl27snz5ckk+CSHEPbqedHJ0dGTr1q24u7ubOyQhbsloNPLWW28xb948fvjhB15++WVzhyREmZDi4kKIh45arZakk3igdO/endWrV7Np0yb69+9PTk4OAPv376d58+YFj4UQQhS1e/dumjVrxvXf08+ePUu7du1wcnKSpJN4oCiVSr7++mveeOMNXnnlFX744YeCc5MnT+ajjz4yY3RC3D1ZaiceCZGRkcTHx5s7DCEKuLi44Ovra+4wxH2kW7durF69mj59+tCvXz9WrlyJjY0N+/btY/PmzfTq1cvcIQohxH3p22+/JT09HYVCwZkzZ2jfvj2urq5s2bIFNzc3c4cnxB1RKBTMnTsXpVLJq6++islk4tVXX8VoNDJ37lzGjRuHpaWlucMU4o7IUjvx0IuMjKR6zepkZ2abOxQhClhaWXLuzDlJPokiNm/eTO/evenQoQMrV66kYcOGBAcHs3DhQnOHJoQQ953s7Gzc3NwYNWoU/fv3p3379ri7u7NlyxZcXV3NHZ4Qd81kMjF8+HBmz57NvHnzaN26NUFBQaxZs4bHH3/c3OEJcUdkxpN46MXHx5OdmU3w3JrYBlqbOxwhSAvNIOStM8THx0viSRTRuXNn1q5dy+OPP84TTzzBE088wVdffUV2drb8wimEEP+xceNG0tLSaNCggSSdxENFoVDw5ZdfolAoGDp0KN988w21a9dm2bJlkngSDxxJPIlHhm2gNQ51bc0dhhBClGjLli3s3buXvn37sm7dOnr16kVqaippaWls3LiRPn36mDtEIYS4ryxbtoxq1arx0ksv4enpycaNGwkJCWHHjh288847Ut9JPLA+++wzHBwcGDt2LAqFgjfeeIMePXqwZs0asrKy0Ol05g5RiNsmxcWFEEKI+0RUVBSffvopQUFBDBs2jP79+3Po0CFsbGz4/fffzR2eEELcV7Kysli9ejVRUVHY2toSFBRE7dq1C3YIzcjIMHeIQtwVk8nE/v37eeWVV/Dw8ODUqVN06tSJ9evXk56ezsaNG80dohB3RBJPQgghxH3i+eef59q1a6xbt47GjRuzbt06cnJySE9PZ+XKlaSnp5s7RCGEuG/8+OOPZGVlkZWVRVhYGIcOHeKNN97gyJEjnD9/nipVqpg7RCHuikKhYNmyZcTExDBnzhwMBgNbt25FoVAAMHXqVDNHKMSdkcSTEEIIcR/RarX07NmT+fPnc+3aNdavX0/Xrl2xtLQkOTnZ3OEJIcR9Iy4uDjs7O0aNGsXx48c5e/Ysn3zyCfXr1y/4gi7Eg8zDw4OhQ4eyZcsWYmNjmTdvHlWqVCEnJ8fcoQlxR2RXO/HQCwkJoWHDhrTd2MisNZ72Pn2MjIgs2m9tgkp7I+ebfDyNf3scJmhSIFVe9CF+TxK7+x8FQKFS8HhUu4K2JpOJC3MjCZ9/mZzEPOxr2xA0MRCnhvYFbS4tuMzx988DYFvdmg7bmlTI9d2pNV7bihzTulrQ9VjLUvslHUvl0i+XSQpJJf1iJu4dnWm2oG6Rdpub7CUruuhOhj3D2qCyVN194GUg+XgaO7oe4vDhwwQHB5s1FiGEEEIIIYQoT1JcXIgKUndqNbZ2OMCF2RHUGO0PgMlg4uh757CvY4P/896F2jf4ogY2Va0KHbswN5Jzn12i1ocB2NW05tKvl9k76Bjt/m6MdeX8AoNe3V2xr23D+S/DyYy+v38N8X/RG5++N4p+KjW3noSZeDCFxAMpODaww5BtLLWtV09XAl6rVOiYUisTPYUQQgghhBCiokjiSYgKYu2no9rblTn/VTjefd2xDbQi7OdoUk+l02ZDQxTKwlPCbWtY41jPruCxIdvAhbkRBLxWiYBX85Mpzk0d+KfVfkK/jaTetOoAaF0s0LpYYOFsUSaJp5yEXJRaJRqbsr9dWHlbFpqtdTuqvOhDwMv517+r35FS22pdLO54fPFoiYyMJD4+3txhiEeAi4sLvr6+5g5DlEDuBaKiyL3g/iDveXG/edjvDZJ4EqICVX3Tl+g/rnL8g3MEf1mTMzMv4f+iNw51br0EMPFQKvo0A9693AqOKS2UeHV3IWZD2f7hNOqNXN2SSOTSWK5uSaDt+obYB5lvmeLN/pugE+JuRUZGUqNmTbIyM80dingE6KysOHvmzEP9ofJBJfcCUZHkXmB+kZGRVK9Rk+wsec+L+4elzopzZx/ee4MknoSoQEoLJXWnV2PPk0fZ9cQRNHbqgmV3t5Iemv/H0Saw8PI7m6rWZF2OxpBlQKW7t9pFaRcyiPw9lqiVV8lJyMW1tSPBX9TEtpp1QRuT0YTJWHppOIVCgUJ16wTR+bkRnJ4WhspKhVtbJ2qPC8DKx/KeruFm0auuErE4BoVaiXMze2p/FIBdTZsyG1882OLj48nKzOTlT37A07+6ucMRD7HYS+f4cewrxMfHP7QfKB9k1+8FbUZ8g32lauYORzzEUqLO8+8Xb8i9wMzi4+PJzsok8JU56DyrmjscIciKvUDoD28/1PcGSTwJUcFcWzri0sqB+F3JNJxb67aXsOWm5KHUKosUxrawV4MJclP06O4i8ZSXpufymmtELoklKSQVm0ArqrzsQ6X+Hug8tUXaHxl5lqhlV0odU+djSecDzUttU+lJD9w7OaN1tSDtbAbnvgxnV58Q2v3TGAsHzR1fx395dHbGMdgOK29LMiKyOD87gp19Qmi3+UY9LCEAPP2rU7lmfXOHIYQwM/tK1XAJKLpZhRDi4aTzrIpN5TrmDkOIR4IknoSoYKnnM0jYnwIKiN+bhM8T7rfuVE6ubkvg4EsnUWqVePd2I2hS4C1rItV41w//F7xLbaOyuHUB7+Cvahb826WZA05N7NnR5RARi2Ko+mbl27uAUtT95Mav1s5NHXBr68SWNoXrYQkhhBBCCCGEKF+SeBKiAplMJo6/fw4bfx3+z/tw/KPz+D7leVsFsC3sNRhzjBiyDYVmPeWm6EHx/5lPd0hpoURlpcKQaSAvVY8+TY/JYCp1mZzO2xLLYmZC3UyhuPM6TPa1bLAJ0JF8PP2O+94OS3ctzk3sST6eVi7jCyGEEEIIIYQoShJPQlSgyKVXSNifQsuVDXBuak/Uyiscf/88bTc2umVNpOu1ndIvZmFf+0adovTQTHTelndV38m1pSNdQlpwZXM8EUti2TfkBFpXDT5PeFBpgAd2N9V2uq6sltoJIW7fmB5B1G3dhcHvf3ZH/V4OtuPJ4Z/Q5dlh5RTZDfq8XFbNnczeDUvIzkgnoF5TBo+ZhYff7dfPSLx6mXFPNCInK4MvtlzC1tG52HZ/L/qapZ99QN1WXRg2e3mxbYxGI588047Is0d5feYCGnXqczeXJcR9Y/krDfFp9BjNX5t+R/1+6e1Go+cnUKfvm+UU2Q2GvFxCfpvKxe3LycvKwK1GI5q9Oh17n8BS+53dOJ+IvX+SFH4afU4WDpWqU6f/MCo37VbQJvbEbjaO7Vtsf3vvQJ74Zk/B46un9xGyaAaJl06iUKpwqVqfhkM+wrmKLKsSj4aQ95riUK8TVQZPuaN+e1/ypvKT4/Dq+no5RXaDUZ9L5B8ziN+7EkN2OraBjfAf/Ak6j9LvFwBpoQcJXzqZjKjTaGyd8Wj/HF7d3rirH79FxZDEkxAVJDcxj9MfX6TSkx64NHMAoN706uzoeoiwn6MJeKVSqf2dGtmhtlUR8+e1gsSTMc9I7IY43Ds63XVcSgslXj3d8OrpRtaVHKKWxRK57Aqh30TiUM+WSk96UHmQZ0Fiq6yW2v1Xysk00i9m4TvQ866u41ayruSQcCCFSv08ymV8IcrTm58twsrO4Y77ffDrPzh7VkyRyt9nvseBTSsZOHIqDm6erP9pFp+93otJy/djZXvrWZ0Ayz7/CK2VNTlZGSW2SYm/yrrvZ2Dr5FrqWDtW/kxyXMwdXYMQ97MOH/yKhfXtvZdu1mPmBmxcS/+MUVb2//Ahl3atpvGLk7F28uDY8i/ZOL4ffefsxMLarsR+x5d/iXeD9tTo+jxqnTXhu9exdepztHpnNlU7PAWAc0BdeszcUKhfXmYaf08ehHdwx4JjKdGhbJowEM+6rWg76jsMeTkcX/4Vm8b3p8+cf7FyNF+JAyEqSvU3f0J1F/eLoA/XonX2KYeIigpfPI74A2vxGzgBC0cPov+czelZA6k3eRtqq5LvF1lXL3H688E41G6Db9/3yIg+Q+TKaSiUqgpJmIm7I4knISrIqY9DAag9LqDgmH1tG/xf9Obsp5fw6uWGzqPkJWwqSxVV36rMuc/DsXDWYFfDhkvzL5OblEfg62XzxVLnoaXaMD+qDfMjfl8ykUtiOT01DOcm9tgH2QJgVUmHVaV7K84dOi+SjIgsXJo7YOGSX1z8/OwIdF5aKj99I/EUufwKR0eepcWyerg0dwQgJyGXhL3JAOQm5KLPyE/GAbh1cEZtpSJ61VWu/pOAW0cnLN21ZEZkcWFuJAqVgoDXK+bDtxBlybdGvbvqF1C3SRlHUrzEq5fZuXo+g9//nFZ9hgDgVzuYMd1rs2PlL3R7fvgtxzhzYAdnDmyj+4ujWP7FRyW2W/HVOOq17UZCbFSJbdKSElj9zcc8OXwKv056446vR4j70d3O1nGr3qiMIyleRnwM5/9eRPPXZ1Ct09MAuFRtwLKXG3Bu03zqPPF2iX0f/+IfLO1uzHD0rt+O9GuRnFw9ryDxZGFlW+RaLmxZgslopErbJwqORezbAJho/96PqLX5n1ec/Gqx4tXGxBzdQWD7AWV1yULct6wrB91VP9uAhmUcSfFyEmO4uvN3qjwzFbfW+e9xa796hLzXhKs7fsO7W8l/u2M2zUNj40jV175BqbbAvlZr9GkJRK+fjUfHF1BqSi8JIszjzqclCCHuWML+ZCKXXaHWR1XQOlsUOldjtD9qGxUnJ4Tecpyqb/lSfaQfofOi2DfkONmxOTRfXK9cdmlzaeZA8Jc16XqsBdZVrMp0bJsAK1JOpXPsg/PsHXSM83MjcO/oTOu1wWjsb9rRzmjCZDCB6cahtHMZHHz1FAdfPUXa+UxSjqcVPM5NyAXAyteS7Ks5nBwfyt5Bxzg9NQz7Ora0XtsQa1/Z0U7cX3as+Jn3utfmjRbufDa0N5Fnj/FysB271y4qaDOmRxCLpr9b8PjnCa8z/smmnD20k0mDWvFGCw8+GdKO8NNHCo39crAdmxbMLvdrOL13KyajkUaP9Sk4ZmPvRK1mHTixe/Mt++vz8lg8YxS9X/sQG/uSZ3BeOLKXI9vX0+/tSaWO98fcidRo1IYajVvf9jUIYU5nN85n2cvBLHiyMpvG9ych7AS/9HbjwpYlBW2Wv9KQvd+9X/B451dvs+rtNsSe2M2a4R1YOMCPdaO6EB96rNDYv/R248Sqr8v9Gi4f3Y7JZMSv5eMFx7S2jnjVb0f04S2l9r056XSdU5U6ZCWWvrQ/7N+V2HlVwbVqg4JjRkMeKo0FKgvLgmMW12dPmEz/HUKIB87V7Qs5PLoJ+4cGcPqzp8iIOMnel7y5tmtpQZuQ95oStujGjzihPw3n6LgOpJzdw7GJndk/NJDjn/QgPfx4obH3vuRNzMZvy/0aUk79CyYjzo16FhzT2DjiULstySe2lto3+cQ2HBt0Qam+8Z3KuUlvDJkppF08XG4xi3sjM56EqADOTR3ofbl9sec0Nmq6hLQsctxkMBUp9K1QKKj2dmWqvV3yrm8mU9Fkzb1QW5f9bcKjswsenV1u2c53oGeRpXcuLRzpHVP8a3mdU0N7Wq5oUGobIe4HR3dsYOHU4bTu+xwNO/Ym6vwJvh3z3G31TU24yu8z36P7CyPQ2dixcs4kvhk1mKlrjqHWaG49wP8ZjUZMRmOpbRQKBUpVyXXkYsPPY+vkirWdY6Hjnv7V2bVmwS1j2PL7PJQqFe2efJm965cU28ZoMLB4xih6vDQKB9eSl8yGnTzE/r+WM3nF/ls+rxD3g8j9G9k7bzTVHnsGvxY9Sbh0km0zX76tvllJ19j/w4fU6TcMC2s7Di/4hK3Tnqf/dwdQqm//PmAyGjGZSr8PQOn3gZToC+jsXdDaOBQ67uBTjQv/LCq+Uymund6PvU/JNeKykq8Re3wX9QaMKHTcv3VfTvwxh5DfplG79+sY83I5tPATrF288b2pZpQQD6LEo5sJW/g+bq2fxrlRDzIiT3H+29duq29e6jXCfx+PV7c3UetsifxjOue+fokG0/bc8f2CW90vFAoUypLvF1lXQtHYuqC2dih0XOcZyLWdxX8OADDkZJKbGIPOs3AdKJ1nICgUZF0Jxb5Gi1teg6h4kngS4j61s2cICpWCx6Pa3VG/8IUxHH//PAC21YsWBxdC3D/+/HEmNRq35blxcwAIatEJgz6P1d98csu+GSlJjP7hL7wDagJgobNm1qs9uHTyEFUb3H5x/18nvcGedYtLbePs6cuM9SdLPJ+ZllxsHSdrOwcyUpJKHTs5LpZ1P8zgzc8Wl/qldtvyH8jJyuCxwSUXSDYajSye/i6dh7yFi1dl4mMiSn1uIe4Hx5Z/gWfd1rR863MAvIM7YDToObLo1kXEc9KT6DZ1NY6+NQBQa63YOLYvcecP416r2W3HsGvOO4RuXVpqGxu3Sjz5Q8mzCXLTU4qtQWVhY09OevJtxwJwccdKrp09SIcPfi2xzaWdazAZDVRp06/QcXuvKnSdvJItU5/l+Iov/x+7L10mryi1zpQQD4LoP7/CrkZLAp7/FACHoHaYDHlErf70ln31GcnUfm8lVt7VAVBqrTj96ZOkXzqCXdXbX5p/8ZeRxO0pfmOP67TOPgTPLPkHIH1GCqpi6jiprRzQZySX3C8zJb+drvC9Rqm2QGmhK7WvMC9JPAlxn7Gva0ubv/LXV9/NzgxePVxxqJdfj0lleec73QkhKobRYCDq3HGeHF44yVS/bY/bSjw5uHoWJJ0AvKrkf/FMunb5juJ4/LUP6DDw1VLbqMuxXsKyLz6iVtP21GzStsQ2qYlxrJk3lRcnf4daY1Fiu52r5pOScI1uz48sj1CFKHNGg4GEsBM0fmFioeO+TbreVuLJysmjIOkE4FCpGgAZ8bF3FEf9p0ZTs/tLpbZRlvLeK0uJ4afYO280VTsOonKz7iW2u7hjJc4B9bD3Dih0POXyRbbOeBGv+u0IbD8AQ14OJ1d/w9+Tn6LHjPXoHNzK+xKEKBcmo4HMyJNUfnJcoeOODbrcVuLJwsG9IOkEYOWVf7/ITbyz+4VP73fx6PhCqW0U6oq5X4gHhySehLjPaGzUONa7+1/ktM4WRepICSHuP2lJ8Rj0emwdCy87vdVubdfp/jPD6PryurycnDuKw8mjEo5upe9UeaskuJWtA1npqUWOZ6QmY23vWEyPfBeP7efwP2v4aMFWMtOSAcjNzgQgOyMVC0sdWp0Va+ZNwadqbaoFNy9oZzToMRj0ZKYlo9XZkJebzaqvJ9H3jfEY9LlkpuWSlZ5WMGZWeio6G5ntIO4v2anxmAz6IjWOdA63Xo4OFJlhdL3miSHvzu4DNq4+WLt43aJV6fcBCxt7cjOL3gdy01OKLL8rSfq1KP6eNAiXqg1o8casEtulxl4i/kIITV6cXOTc4YVT0Dm40WbEjbpWHkEtWPZyMKfX/UDDISVvXiDE/SwvLQGTQY/atvD9QmN7e/cL1X9mCSn+v7zOmJd9R3FonbzROt5iF+pbfG5QW9tjyEorclyfmVxk+V2hflb512DIKnyvMepzMeZmldpXmJcknoQQQggzsHV0QaVWk5YUX+h4WmJchcZRFkvtPP2qkZpwjYzUpEJ1nq6En8fDr1qJ/a5EhGLQ5zH56aJFwD94vB6NOz/Ba9N/JTb8POdDdjOsbdEdPIe19WX4nJV4+FcjPTmRhVOHs3Dq8EJtfh7/OnbObnz+9603cRCiIlnauaBQqclOTSh0PCs5voQe5aMsltrZ+1QlKzmOnPTkQommlMsXSq3VdF12agKbJw7E0t6FDh/8WmrNmbB//0ChVOLfum+Rc8lR53GrUXj3O43OBjtPf1Jjw28ZhxD3K42tMwqVGn1a4ftFXlrF3i/KYqmdziOQvNQ49BmFE01ZsReL1G+6mUprhYWTF1lXCv89z7pyEUwmdB4l9xXmJYknIe5jm5vsxaOTM3WnlvzFrThrvLZRe1wAgUOLfkkra8ZcI2emhxG18ir6dD1OjeypM6UatoG33gkv8WAKJyeHknIqHa2zBv/nvAl807dgdkX8niR29z9abF+bACs67mx6Y6xDKZz65CLJx9PQ2Kjw6uVGrY8CUFvJckNxf1KqVFSqXpej2zfQ6ekb2wYf2f5nhcZRFkvtajXvgEKp5PCWtbTpm18cPSM1iVP7ttLz5fdK7BfUohOjvl9f6NjJPf+w8dcvePPz33H3zV9C89So6WSmpRRqt3TW+2i0ljzx9kR8qtZGa2lVZKzUhKt8/8GLPP7aB9Rq1qHUaxDCHJQqFc5V6hC5fyO1e914H0bu/6tC4yiLpXbe9duhUCiJ2PMn1To/A0BOejKXj2yn/sDSl7/mZaXz96RBGPS5dP1kFRZWtqW2D/t3FR5BLbFyci9yzsbNh4SwE5hMpoLPE7mZaaTGhOFRp+hmLkI8KBRKFVa+QSQe3YTnYzc2IEg6srFC4yiLpXb2tduAQknC4Q24t3kayK9BlXxqBz69hpfa16FOexKPbMa3/9iCBHXCgbWorOyxDWxUal9hPpJ4EuI+1uSnICwc7vxt2npdMFY+lrduWAZOjLtA9JprBE0IROdpwfmvItgz8CgdtjVBY1dy7OmXMtnz9DHc2jhS8706pJ7J4PTUiyhUioKEmX0dW1qvCy7UT59mYO8zx3DrcGPL9czobPYMOIpzMwea/BBE9pUcTk29SPa1XJr8EFQ+Fy5EGej58nvMHfEU8z9+m0ad+hB57njB7COF8s5rvN0NF6/KuHiVvFPm7XBy96Z1n+dY8eU4lEoVjm6erP/5M6xs7Gjb78aH0z1/LubXSW/y7rfrqN6wFfYu7ti7FP7imBATCUBgvWbYOuYvJ/CtXrfIc+ps7bHUWVOj0Y3ZUjf/GygoLu4VUJPAek0R4n5U78kRbJn6LLvnjsSvZS8Swk4UzD66m1qPd8PW3Rdb93v7scraxYtqjw3m4K+T8r8gO3twfMVXWFjbUb3Ljd06Q7cuZdec4XT9eCUeQfm7T22d/gIJl07S6u0vSY+LIj0uqqC9W/XCXyQTwk6QEn2eoD5Di42jetfn2Dr1Of79fCgB7QdgyM3m1Jp5GPJyqfbYM/d0jUKYm0/Pdzg35wUu/joa50Y9yYg8ybU9KwBQKJUVEoOlSyVwqXRPY2idvHBvPYiI5Z+gUKqwcPDg8oY5qK1scW97430at2c5ob+8S61RS7Gvnr9xileXocTvW8WF79/Ao/1zZEafJWbTt/j2HVOw3FjcfyTxJMR9zKFO6b/4lcSpYdFdZcpDVkw2EYtjqTutGpUH5a/1dqhnx+bGewlfeJmqb5b8ZTZ0XhQWjhoazauN0kKJa2snchJyOT87Av8XfVBplWhs1UWuJXJpLBjBp++NL6sX5kSgcVDT5Jc6qLT5f3Q1DmoOvnKK5BNpd/06ClHe6rftzjMffsGGnz9j34al+Ac14pkPv+CLN/qgs6mY93FZeWr0DLRW1qycM4GczHQC6jVj5Ly1hXa7MxlNGA0GTCaTGSMV4v7i27QrzV+fyfEVX3FxxwpcqwXTfOhMNk8YgOYB24Wt6StTUOusObTgY/KyMnCv2bjIbnImkwmTsfB9IOboDgB2fvlWkTFfWHOt0OOwHStRabRUbt6z2BgqN+1Gu/d+5OSqr9n+6Sso1RY4Vwmi2yd/YO9VpSwuUwizcarfGf8h07i8fg5x+/7AtkoDqjwzjTOfD0Kle7DuF36DJqPUWhO5ciqG7HRsAxtT692lqG/a7c5kNILRADfdL3Tu/tQauZjwpZM48+WzaGydqNT7XTy7vGaOyxC3SWGST3/iIRcSEkLDhg1pu7ERDnXvnwRE+MLLnJ8dQW5CHk6N7ak1NoAdXQ7R4Isa+A7MT+L8d6ldyPAzJB9Lo+6UqpycEEp6WCa21a2pN716oWurqKV2Eb/HcnTUWbqdaoWFw41aDAdeOkFusp5WKxuU2Hdzoz14dnelzuQbdR9STqezvdNBWq6oj0uL4gsS73nqKJnR2XTadWOb6B09DmHtq6PRvNoFx/QZetZX3UmNUX5UH+l/L5dZ5pKPp7Gj6yEOHz5McHDwrTuIcnH93jBu0b9Urlnf3OEU2Ll6AfMnv8X0P0/c80wkcX+IOHOUjwe3kff8fer6vaDX5//gElB0dp05nP97EbvnjqD/94fueSaSuH/EXzzOupGd5F5gZtff83XGb8Smch1zh3PPru78nbBfR9Fgxr782UjigZMecYITk7s+1PcGmfEkhBnEborn2JjzVH7aE6+erqScTOfQ66duq2/OtVxOjLtA1Tcro7ZTcWZaGAdePEGnvc1Qam5/iq3JaMJkLD3vrFAoUKhKnuafHpqB1sWiUNIJwKaqNZG/l7w1qz7TQFZMDjb/qQNlG2gFCkgLzSw28ZQdl0v87mSqvVP4y7gxx4hSW/jaFWpl/lgXMkuMQwhzS09JZN3306nRuC2WVjaEnw5h/U+zqN+uhySdhHhE5KQlcWTJLDzrtkKjsyH+whGOL/8S36ZdJekkhCgkLz2J6LVfYF+zJSpLa9IvHePy+tk41u8iSSdxX5PEkxBmcP6rcFxaOVB/Vg0A3No5Y9SbODvz0i375ibn0fKPBthVtwZAbaVid/+jJIWk4tzU4bZjODLyLFHLrpTaRudjSecDzUs8n5eiL7aOk4W9mtzkvFL7AUX6Ki2UqHQq8kroe3nNNUwGU6FldgDW/lYkH00tVEg0+WgqmCg1DiHMTa3WEBd1if1/LScrPQUbBxeadx9Iv3eKbhEuhHg4KVUa0q6EE/bvH+RmpGBp50xAuydp9Nw4c4cmhLjPKFUasuPCid+/CkNWKmobZ1ya96Ny/4/MHZoQpZLEkxAVzGQwkXIyndrjAwod9+zicluJJ0sPbUHSCcC2Wv6/s2Jz7iiOGu/64f+Cd6ltVBYVU6TwdkWvuoJ9XVtsAgrPlPJ/zps9A45yemoYga9XIvtKLsc/PI9CpaiwwqxC3A1La1uGzS59S2IhxMNNY2XDY+MWmTsMIcQDQKWzoeY7C8wdhhB3TBJPQlSwnIRcTHoTWqfCuy5YuNzeLgxFZglp8hMrxhzjHcWh87bE0rP0LdJvlbTR2KvJS9MXOZ6boi+y/O6//QD0/+lrzDViyDKgKaZvRngWyUfSCJoYWOScaytHan1UhXOfhRP6dSQowW+INwqNEq2b7G4hhBBCCCGEEOYiiSchKpjW2QKFWkFOYm6h47nxuSX0KB9lsdTOJtCanLhccpPzCiWa0kMzi9RvupnaSoXOS0taaOH6S+kXM8H0/1pP/xG96ioowbu3W7FjVn2zMv4v+JAZkYXWzQKNvZq/gnbjN9iz1GsUQgghhBBCCFF+JPEkRAVTqBTYB9lwZVM8AS/fKAIYuzG+QuMoi6V2bm0dUSgVxK6Po/JgLyC/ptK1HYlUH156YWS3Ds5c2RRP7bEBBUXRL6+9hsZejVOjotvIR6++iksLByzdS56lpbZSYVfTBsjfcQ+TCa9exSeqhBC35+cJrxN++giTl+83dyh35OLxA6z+5hPCTh5CoVDg5V+dZz76Et/q98euZUI8SHZ+9TbxocfoO+dfc4dyR66dO0TIb9OIOx+CQqHAoVJ1mg+diXOVB38nMyHKW+hPw0kPP079j7eaO5S7cnbOiyQd3UTlJ8fh1fX1QufSQg8SvnQyGVGn0dg649H+Oby6vSElOsqRJJ6EMINq7/hx4IUTHB11Fq+ebqScTCNq+f9nHykr5oZnVUmHVSXdPY2h87Kk8tOenPrkIqgU6Dy0nJ8TgcZOjd+QG0mtyOVXODryLC2W1cOlef5udYFDKxH9x1UOvXEa/+e8ST2bTui8SGqOqYLyPwmv5BNppF/IJPC14nfryIjMImrZFRyD7QCI35XExR+jafBFjVKX/AkhHk5nDuzgq2H9adX7Gbo+PxyDPo9LJw+Tm51l7tCEEBUk5vhO/pn8NFU7DaJOv7cx6vXEXwhBnyP3ASEedkkntpIeFlLsuayrlzj9+WAcarfBt+97ZESfIXLlNBRKVZEElSg7kngSwgw8u7hQd3o1LsyOIOqPqzg2sKPutGrsHXQMja3K3OHdkaDJVVFZqTgz9SL6dANOje1psaRe4VpURhMmgwlMNw7Z+FvR4vd6nJwUyr4hx7Fw0lD9XX8CXi+aXLq86ipKrRKvHq7FxqBUK4jfm8zFH6Mx5Rqxq21Dk5+C8HjMpawvVwhxnzPo9cyf/BadBg2l/027A9Zt1cWMUQkhKpLRoGf3nBHU7PUKjZ8bX3C8UqNOZoxKCFERjHk5hC8eh2+/D7j4y8gi52M2zUNj40jV175BqbbAvlZr9GkJRK+fjUfHF1BqSq+BK+6OJJ6EMBP/Z73xf/bGrKCIxTEA2Ne2KTj23/pKwV/WLDKOxl5D75j2hY7993F5UmmVBE0IJGhC0aLf1/kO9MR3YNFaS06N7WnzZ8NbPkft8YHUHl/y+DovS1qtbHB7AQtxn7h88QzLvxzLpZOHyMvJxtHdm1a9n6Xb88MBuHhsPxt++Zzw00fISk/F3TeAzs+8RfOegwrGOHtoJ7Ne7cHwuX+wa81CTuzajLW9I/3enkjTbgP45/d5bF44h+zMdII7PM7g9z9DY5H/gWr32kX8MnEoH/z6D6vmTibs5EFsHV3p9coYWvUZUmrsiVcvs3L2BE7t/YecrEz8agUz8N1p+NW68T48umMD676fwZXw8yhVatwqVaH30A/LPQF0Zv824mMi6DhIfrUU97+kyLMc/HUS8edD0OdkY+3iRbXHnqbOE28DcO3sQY6vmE186FHyMtOw8/Kndu+hBLYfUDBG7IndbBzbl84TlnD+n8VEH/4HrY0jDZ8dS0Dbfpxe9wMnV39DXnYGlZv1oPnr01H9/4vVhS1L2DV7GD1mbuDwwqnEnTuMzsGFegPfpVqnp0uNPSM+hkMLPuZyyDb0OZm4BNanyUsf4xJYr6BN5P6NHF36GSmXL6BUqbH18KfB02PKPQEUc+xf0q9FUqvnK+X6PELcjczL54hY/gnpYSEY87KxcPTCrfUgvLu9AUBa6CEub5hLevhxDFmpWLr749X5NVxb9C8YI+XsHk5/+iQ1Ryzi2s7fSTqxFbW1A779PsS1WV9i//mJmE3fYsjOxLlhN/wHTylIqFzbtZSLv4wk6MO1RP4xnfSwEDS2Lvj0GoFb66dKjT0nMYbIldNIPrkNQ04WNn718HtqIjZ+N5axJx7dTPTaL8i6EopCqcbSzY9KfUbhWLdjObyaRcVs+haVtQOuLQcUm3hKPrENp+BuKNU3NiBybtKbyxvmknbxMPY1WlRInI8aSTwJYQa5SXmc+zwcl5YOqG3UJB9N5fzsCDy6uNzz8jchxINhzvCB2Dm58vz4r9HZ2HEtKoykq5cLzidciSKwfjPa9n8RjYUlocf28evktzCajLTsNbjQWL9NG0nLXk/Tuu9z7Fw1nx/HvUrU+ZNcvniaZz78gvjocJZ+/iGu3n70eGlUob7ff/Aibfu9QNfnh3Ng00p+nfwmDq4eBLV8rNi4M1KTmPFiF7RW1gx671N0NnZsXfIdn73eiymrj2Dn5Mq1qDDmjR5Ck679eeLtCZiMRqLOnyQzNbnU18RoMGAymUpto1AoUKpKnhl68cRBbBycCD99hFmv9SQu+lL+db88mhY9S/8iLURF++eTZ9A5uNLyrS+wsLIj9colMuNjCs6nX4vGrWZjqnd9DpWFlmtnDrB77ghMJiNVOxT+grjn2/eo2uEpqnV+hvObf2Pnl2+SGH6K5IizNB/6KWlXIzj483hsPSpT78nhhfrumPUa1bs8S90n3iJs52p2zxmOlZMHPsEdio07Jz2ZDR/0Qm1pTbNXp6KxsuPM+h/ZOO4J+s3bh87BldTYS2yb+RL+rfvS8NmPwGgkMfwUuenJpb4mRoOBQlOki1X6fSDu3CG0tk7Ehx5l49gnSLsS/v/rHkFgh4G3GFuI8nV29vNo7FwIeP4zVFa2ZF8NJzcptuB8TsJlbAMb495uCEqNlrTQg1z8dRQmkxG3lgMKjRW28ANcWw7Arc1grv27iNAfh5EZdZrMy2epMmQ62XGRRCydhNbVF58ewwr1vfDdG7i3fQbvbm8Sf2ANF399F42DO451iv8BW5+RzKnpfVFqrfF/+hNUOluubPmF07MG0GDqLjR2LmRfC+f8N6/i0rQ3vv0+AJORjKjT6DNTSn1NTEYD3OLvPwoFCmXpK0NyEi5zecNcar27pNh6TYacTHITY9B5Fv5BW+cZCAoFWVdCJfFUTiTxJIQZKDQKMiKyiF51lbxUPRbOGnz6eVB7bBVzhyaEqABpSQnEXw7nqVEzqN+2GwA1Grcp1KZJlxu/bJpMJqoFtyTpagz/rvylSOKpUac+9Hr1fQD8azckZOtaDmxawdQ1x1Br8uucnTu8i0P/rC6SeGre8ym6v/guAEEtOhF/OZy1308vMfH0z6JvyExL4aOF27Bzyl/+WrNJOz7qE8ymBbN5cvjHRJ47jkGfx+Axs7C0ti0Y+1Zmvd6L84d3ldqmWsNWvPfDhhLPpyZcIycrk18mDqXP6x/hWaUG+zcu5+fxr2Pn5HZbcQhREbJTE0i/GknTl6fg2yR/JqBn3VaF2lRp07fg3yaTCY/azclIiOHcxgVFEk9+LR+n/lP572/XqsFE7F3PpX9X0f+7AyjV+feBKyd2E757bZHEU0C7J6nb/x0AvIM7kHY1gqNLPi0x8XR67XfkZqTQ89ON6Bzy7wNe9VqzcmhzTq7+hsbPTyAx7CRGfR7NX52OxsqmYOxb2TS+H1dO7im1jUdQC7pNWV3i+ayka+hzMtk1+x0aPD0Gh0rVCNvxBzu/ehudg+ttxSFEechLSyQnPhK/QZNwqt8ZAPsaLQu1cWnau+DfJpMJu2rNyEmK5eqO34oknpwb9aTS4yMAsPGvT0LIX8QfWE2DaXsK3vep5/aQcPDPIoknlxb98e6RP7vSIagd2XGRRK/9vMTEU+zfP6LPTKXB2PVo7PLLWdjXbMWRD1sTs+lbKj85lozIk5gMefg/PQWVzqZg7Fs5PWsgqef2ltrGrnpzar+3otQ24Usm4hTcDduA4ldUXE+AqXWFNzJSqi1QWujQZyTfMlZxdyTxJIQZaGzUNFsgOysJ8aiycXDC2dOXP+ZOJCM1kZpN2uHkXniXyYzUJNZ8O5Wj2zeQHBfz/1kA+X3/q1azGx8SrWztsXV0pWqDFgVJJwB330DOHd5ZpG9w+16FH3d8nOVfjMVoMBQ7o+DUvq3UaNwaaztHDHo9AEqliuoNWxJ+Or+Qp0/V2ihVKr7/8CXaPPEC1YJbYGVbdLfK/3r2o6/IzkwrtY2llW2p501GI3k52fQbNokOT70GQM0mbbkSfp71P82SxJO4b2htnbBxq8ThhVPISU/Cq24brF28CrXJSU/myOKZRB7YSGZCbP6sgP/3/S/vem0L/m1hbYelvQvutZsVfPkEsPcOKDapU7l5j0KP/Zr35OCvE0u8D1w+uh2PoJZobR0xGvLvAwqlCo/azYm/cBQAR79aKJQqdnz+OtU6D8GjdnMsrO1u+bq0GDqLvKz0UttodDalnjeZTBhys2n07Dhq9XgJAK+6rUm5fIFjy7+UxJMwG7WNI1pnHyJXTkefkYx9zVZonQq/7/UZyUSt+YzEI5vITb4C/3/fq20ci4xnX7v1jbGt7NDYumBXrfD7XudepdikjnODboUfN+xOxLKPMRkNxc4sSj61A7saLVBbO2C66X1vV70Z6ZeOAmDlUxOUKi788CZubQZjV60Zaqtbv++rPDsdQ3ZGqW1Ultalnk8+uYPkUztoMOXB2n3zUSGJJyGEEKKCKRQKRnyzilVff8zi6aPIycqgcs0GDBw5lWoN83/5/GXCUEKP7afXq2PwqlITnY0t25f/xMHNfxQZ779JHbXGosgxlUZDXk5Okb62ToWL9ts5uWHQ55GWnIC9s1uR9unJCYSdOMhrTYp+8XX18QfAo3JVhn25jPU/f8Y3o55GoVAS1KITT4+ZhbNn8btTArhVqnJbS+1KY2XnAEDNxm0LHa/ZuC1bl31fal8hKpJCoaDzxGWE/DaVfd+9jz47E+eAejR5aTIetfNrPO78ahjXzh6k/sB3cfCtjoXOlrMbf+XSrtVFxrOw/u973qLIMaVagyEvu0hfS/vCm3FYOrhi1OeRk5aAzqHofSA7NZG4c4eZ/4RXkXO2Hn5AfpKr07hFHF/+JVunPY9CqcS7QQeavTYNG1efEl8XW09/bmepXWksbPKv+78zyLzqtubMhp9vMbYQ5UehUFBz5GIi/5jBpUUfYczJxLpyXfwGTsCuejMAQn8eQVroIXweH4GVV7X8JW3bFpBwcG2R8dRWRd/jqv8kehRqC4x5Rf/+q+2cCz3W2LlgMuSRl5aIhX3RDX306Ymkh4Ww79XKRc5p3fwA0HkEUGPYfC6vn8O5r19GoVDiENQO/8FT0Dp7F+l3naWb/20ttSvNpd/H4dnpRZRaXaGlfca8bPSZKait7AteL0NWaqG+Rn0uxtws1NYOpccg7poknoQQAIQMP0PysTQ6bGti7lDuyv4XTnBlUzy1xwUQONS30LmIJbGEfh1JZlQWOi9LqrzkQ5WXSv7QK0RF8KhclaEzF6DPy+Pi8f38MXcSc0YM5NONZ1Gp1BzbuZGBI6fS8akbRbKNxh/KPI60xDgc3W58eUxNvIZKrcHWwbnY9tb2jgRV6kSfN8YWOae+aSeYoJaPEdTyMbLSUzm55x+WfvYBv0x8g1HfrSsxlrJYaucVUKPEc8Ul3oQwJ3vvANqP+QmjPo9rZw9yeOEU/vnkGQb+fAyFSk30oc00fnEytXq+XNDHtMFY5nFkp8Rj7XxjE5Ds5DiUag1a2+LvA1obR+yC/Ql++v0i55SaGwV7fYI74BPcgdzMNC6HbOXAT+PYNfsdun68ssRYymKpnWOl6iWeM+TKfUCYl84jgOpvfI9Rn0faxUNE/TGds3Oep+GswyhUKpKO/YPfwAl4dnzxRidT2b/v9akJaB1vvO/zUuNRqDRoiplRCaC2dsQhyJ9KfUcXOae4qVC3Y532ONZpjz4rjeST2whfMonQn0dQe/SyEmMpi6V22Vcucnn9HC6vn1PoeNTqT4la/SlNv72ISmuFhZMXWVdCC7XJunIRTCZ0HiVvZiTujSSehBAPvKtbE0gKSS323OW11zg68ixVXvbBvaMzCfuTOTkxFBRQ5UVJPgnzU2s0VG/Yim7Pj2TuiIEkx8Vi5+SGyWhEddMXuOyMNI79W3LC5W6FbFuHb40bu1CFbFlL5Zr1SyzcW7NJe/ZtWIqnf3W0utKnvQPobOxo3PkJwk4e4sDG0mszlMVSu9rNO6FSazi9fxvegbUKjp/ev43KNevfMl4hzEGp1uAR1II6/YaxZcoQMhOvonNwzb8P3LRkJi8znaiDm8r8+SP2rse5Sp2Cx+F7/8Q5oG6J9wGvem24uGMF9pWqornF8hcACytb/Fv1Ju78YcL+XVVq27JYaucd3B6lWkPMsX9xrHxjR+DLR3fgHCClDsT9QanWYF+9OYZub3JuzgvkJl9BY+cKJiOKm973hqx0ko5uLvPnTzjyF9aVg248PrwB68p1SizgbV+rFXF7/0DnWRWV1uqW46t1trg0fpz0sCPE719TatuyWGpXa/TyIsdOf/ok7u2G4Nz4cRSq/M9UDnXak3hkM779xxYsSUw4sBaVlT22gY1KfQ5x9yTxJIR4oBlyjJwYd4GaH1Th6MizRc6f/fQSnt1dqTO5KgBubZ3IS9Fz7rNw/IZ4odQoKzpkIYg6f5JlX3xE485P4ObjT1Z6Kht++QwXr8q4+VRBqVLhVzuYv375AltHF1QqNX/98jk6G3vSEuPKNJa9fy7BQqvDt0Y9DmxayfmQ3QybXfTD23Wdn3mT/X8tY+bL3ek06HWcPCuRlhTPpROHsHf1oPMzb7Fjxc9cPHGAoBadsHfxIP5yBPs2LKV2s9Lrqnj4Vb3n67F3dqPjoNdZ/c0nKBQKPP2rs3/jCsJOHGT43KLLFIUwl8TwUxz8eQL+rfpg6+FHbmYqx1fMxsbNF1sPP5QqFS5VG3B85Rws7VxQqFScWDkHjZUthpSynbVzcfty1FodzlXqELZzNVdP7aXTuMUltq/d+3XC/l3JXx/2oVavV7Bx9SE7JYG484excvKgdu/XObtxPnHnDuHdoANWTu6kXY3k4vYVeDdoV2os9j73PuNA5+BGzZ4vE7JoGigUOPhUJezfVcSdP0znCUvueXwh7lZG1Gkilk3GufHjWLpVxpCZxuUNc9G6VMLSzQ+FUoW1f30ub/gaja0zCqWay3/NRaWzw5gWX6axxO9ZgUpjiXXlOsQfWEPa+X3UeGdBie09O79K/L5VnJrRD89OL2Hh7I0+LYG0sCNYOLjj1flVrm5fSNrFwzgEtUfj4EZOXCTx+/7AvlabEscFymSmUUm70Vm6+hU659VlKPH7VnHh+zfwaP8cmdFnidn0Lb59x6C8aeaWKFuSeBKinKWey+DUx6EkHUnFmGXE0ktL5UGeVH0zf3104qEULsyJIOl4GvpUPdb+VgS+XolK/T0Kxojfk8Tu/kdpvrguEb/HcnVLIhYOamp9GIDPE+5c/DGai99Gos804NnNlbpTq6HS5idUIpfGcmTEWVqvC+bM9DCSDqdi4WJB9RF+VB7kWWzM12XFZHN6ahjXtiWizzLgWM+WoElVcah7Y8ZB7KZ4zn0RTnpoJgq1Ams/HTVH++Pesfjp+WUt9NtINPZqfAd6FEk86TMNpIdlEvBq4ZlNbu2cuPTLZRIPp+LSzKFC4hTiZvYu7tg7u/HXL5+RdC0WnY0d1Rq04OVPfiiYYfDKlJ9YOGU4P49/HRsHJzo+9TrZmelsXjjnFqPfmVen/sTKuZNY98MMbB1deXbsbOq26lJiexsHZz6cv4VV33zMitkTyEhJxNbJlSp1GtOgQ36hcp+qtTn2718s/exDMlISsXN2p2mX/sUuzysP/d6ehFZnzaYFs0lLisfTvzpvfv47tZt3rJDnF+J26Bzc0Dm6cXzlV2QmXEFjZYt7rWa0GflNwX2g7bvz2PPNaHZ+9TZaW0dq9nwZfXYGJ1d/U6axtH33Ww4vnMLRpZ9hae9Cizc/o1KjkgvxW9o50WPmBkJ+m86h+R+Tk5aEpb0LbtUb4tusOwBOfrWIOriZAz+PJyctCZ2jG1XaPFHs8rzy0OjZcWgsrTm56muyUxJwqFSVjh/Mx7tB8Tt2CVERLOzd0Ni5cnnDXHKTrqC2ssW2ahMCX5ldMNOo6itzCVswhtCfhqO2ccSz40sYcjKI2fRtmcZS9dWvifxjOlHrvkRj60yVZ2fiWLfkv5MaGyeCPlpH1KqZRKyYij4jCY2tMzZVgnEO7grkFxdPPPY34Usn5Z+3c8W5SW98+7xXprHfC527P7VGLiZ86STOfPksGlsnKvV+F88ur5k7tIeawnSrKp5CPOBCQkJo2LAhbTc2KpQwqSh/N9uL1tWCqm/4orZTkxGeRXZMDjVG5xfhjV59lazobOxq2qDUKkk8mMK5L8Op/2l1fAfkJ4auJ56sfC3xHeCBY0N7IhbHELM+jsDXfUk7l47/8z5kRGRxclIoNd71o9owP+BG4knnY4nfEC8c6tgQvfoaUcuu0GxRXdzb5yeI/lvjKTc5j+2dD6G2VlFtWGU0dmrCfo4m8VAKnXY3Q+tiQUZ4Flva7senjzs+T7iDyUTKqXQsPbVUesKj6IvxfyaD6bYKCCtUpRcRzIzOZmu7A7RYWg+nhvas8dpWqMZTbnIef9XaRYMvauA78EaS7dqORPYOOka9GdXwG1JyocPyknw8jR1dD3H48GGCg4Mr/PlFvuv3hnGL/n0kl2DtXruIXyYO5Ystl7B1rJhE8aMq4sxRPh7cRt7z96nr94Jen/+DyyO2DOvCliXsmj2MQQvPYGkn94HyFn/xOOtGdpJ7gZldf8/XGb8Rm8p1bt3hIXNt11Iu/jKSRl+eKLGek6hY6REnODG560N9b5AZT0KUo5yEXDIjs6kzuSoenfN3jHFtWXgrVJ8+7gX/NplMODezJys2h/CFMQWJp+u8erpRfWR+wsqxgR2xG+K5vPoqnfY2K1gyFr83mZh1cQWJp+sq9Xen2tv5s6zc2jmTGZnFuc/DCxJP/xX2QzR5qXrabmiI1iV/2qlLK0e2tNpH6LxIao8LJOVkGqY8E3WmVEVjoy4Y+1Z2DzhKwt7kUts4N3eg1coGpbY5OTEUz+4uODUsfpt2CwcNFo4ako6mFko8Xa8HlZusv2WsQgghhBBCCCHuniSehChHFk4adD6WnJ4WRm5yHq6tHNF5WRZqk5ucx9lZl7iyKZ7sK7mYDPkzgSwcNUXGc21zI2mlsVNj4aLBuZlDoTpFNlV0JOxJLtLXs1vhbVE9u7tx6uNQTAZTsTOLrv2biEsLBzQOaoz6/J00FKr8hFDysfziv3Y1bVCoFBx+4zR+z3jh3MwBjd2tbyv1ZlRHn1F60kdtXfo417Yncm1HIh13Ni21nd9zXoR+G4VzYwfcOjiReDCFsB+jbxmjEEIIIYQQQoh7J4knIcqRQqGgxe/1ODMjjOMfXsCQacC+ri1BEwMLagsdGX6WxEMpVB/hh211a9S2KsLnx3B57bUi42nsC79llRplkUSPUqPEkFN0y9Xrs5aus3TVYMozkZOYh6Vr0UJ6uYl5JB1OZZ3vjiLnrP10ANgEWNF0QR0uzI7gwEsnQQnu7ZyoM6UaVj6WRfpdZ+Ovu62ldqU5Me4CVV7yQa1TkpeSV3DckGMkLyUPjX1+4q7a25XJjMjm8NunwQQqKxW1PqrCiY8uYOkuBQTFo6vl44Np+fhgc4chhDCjqh2fomrHp8wdhhCiArm1Gohbq4HmDkM8YiTxJEQ5swmwovH3QRjzjCQeSuHMtDD2P3ecLiEtUKgUXPknnqCJgVR56UYB7EvGy2UeR058LjpPbcHj7Lg8FBoFWqeiM6sANA5q3No7UeM9/yLnVBY3Zli5t3fGvb0zeWl6rm1L5OTECxwZeYaWy0peJlcWS+3SL2ZyYXYEF2ZHFDp+duYlzs68RM+wNqgsVah0Khp+XYugyYHkXMvFqrKOtPP527U6Bhe/RE8IIYQQQgghRNmQxJMQFUSpUeLS3JGqb1Vm//MnyL6Si9bVAowUWiqXl67nyt9lu10qQOxfcTjUuWk3ug3XcKhrW2IBb9fWTkSvvIJtVWvUVqpbjq+xVeP9uBtJR1KJXn211LZlsdSu5Yr6RY7t7n8Uv2e98H7cDeVNyTEArbMFWuf8GU6XfrmMc1N7bAOtSn0OIcrC2UM7mfVqD8b+th2/Wg9Owcg1305l3ffTAajZpB3vfru24FxmWgrLPv+QkG3rMOj1BDXvyKD3PsXBteRNBYqTlZ7K5t/mcmL3Zq5GXERtYYF/7YY88dYEfKrWvqf4szPTGfdEI5Kuxdz1a6/Py2XV3Mns3bCE7Ix0Auo1ZfCYWXj4VS1os2L2BDb++gUAdVt1Ydjs5fcUt3g4xZ7Yzcaxfek1azMuVeubO5zbduT3mRxdMgsAz7qt6frxyoJzuRmpHPh5PBH7NmDU5+HdoD3NXp2GlZN7ScOVKGznasJ3ryHufAiZCbE0en4Cdfq+eVcxXy+Y/l91nnibRs+Nu+PxDHm5hPw2lYvbl/+PvfsOb7L62wB+ZpdyNgAAoXFJREFUZ4+mTbr3bim0jLI3HQxBEFFBcODeW3G/bkUcKKjgD/fABYgIyIa2yB4tG1q69967SZP3j0pK6S4t6bg/18V1mSfnnOfbSkJz9wxoK8th138Exjz0AdQu9ce/H//pXZz5q+7EUZcRUzH19V87VDv1LsXRB3H+43kY9PpWqDyGmLqcNkvd+AnSNn0KAFAPmAD/59cYn9NVlCBpzdsoiNoOQ60WmoFB8Lz9PUg17X/dA0D2vt+RsW0lqvMzoHDwgtvNL8FyyNSrqr+2qhwnX5uEmsKsJr/3nXnPysw4JP72GkrjjkMkV8F23Fy43vQihOL6VRXHnw2EtiQXANDv0a9gPWJWx7+4HozBE1EXKj5fhnNvx8F5th2UHgroSnS4uCIZSlc5zDwUEIgE0ASaI3ZFMmTWEghEAsSuTIHEXIzqam3rN2iH1D+zIVKIjKfa5R8uxpjVzZ/e4/OQK9L+ysb+m0/A+wEXKJxlqMnXojCqBHIHGbwfckXS6nQURJbALtgKcnspKlKqkLY+C7ZBLZ+Q0RmBj804yyavm7krGjyXHZaP8sRKmPuZQVukRepf2cg7WISJG3tOAEBkKlK5AotWbYZC1XB24Fcv34OMhGgsfHU5JDI5Nqx8B589eQte+2UvROK2/2hRkJWGf//6ARNuXIibHnsd2ppq7Pj5c7x/92S89steOHn5dbj2f775CLW1V3eAwO8fvYijO9Zj/nPvQ2PniC3fLcUnj9yAt9cdgdK87nsSeuuDGBo8E79+sOiq7kXUXYmkCkx/bz2kSosG1yM+fhCFKTEY9+jHEElkiPx1CXa9swA3fLILQlH7PmIkH9yM0qxkuI6YipgdP3dK3dPe/AMSs/qalVaOLbRu3pFvXkXi/r8x8r53YGblgFPrlmP7G7fgpi/2Qfrf+P2vvw9uY2bg0KqXOqV2IlMTSuXwf34tRIqGr/uLXz2KyvQYeN21BEKJHCl/fYgLy+/E4Ne3QdDO133ekY1I+OkFOM98CuoB45F/dBNiVj6AgJf+grn38A7XnrZ5OQy1tV1+T115Ec59fCvk9p7we/xb1BRmIWnN26itqYTXHYuN7fo/sxrV+Wm4uPKBDn9NvQGDJ6IuJLeTQmYnxcUVyajKqoHEXASr0RoM/8LfONNo+Ep/nHopBlFPX4DUUgKv+12gK69F3KrUTq1lxJf+OL8kATHLkiCzlmDIx36wn9z8CXRSKwkm/TMMFz5MxLnF8dAWaiG1lsJquIVxo3KLASpk7crH2bfjoC3UQmYrhfMc+yaX55mKQCRA8u+ZKE+sgEAihM1YDSZtHgZzXzNTl0bU7QkEQngPHtXgWvypIzh3aA+eXbkBAWMnAwAc3H3x+i0jEBW2CSOn3dzm8W2c3fH+xlOQKerD6P4jJ+GlmQGIWPcNbn9paYfqzky8iPC13+DWZxdj9fvPdGiMgux07Pv7J9zx8qeYMGchAMAjYBheuj4Ae9f/gBn31I1r5eACKwcXyM3MWxiNqOcSCAWw8xvR4FpO9DGknwjHtLfWwHloCABA7eyDv54Yj+RDW+A54cZ23SP4hW8gENbNVO6s4MnaZwjkFq2ftNuS8rwMXNz1K8Y+8iH6TbkdAGDjOxRrHxiKmB0/YdDNTwIAVLbOUNk6Q6rk+wD1EgJhoyCmNO44is9GYMCzv0EzMAgAoHDwwsnXgpEftRU2I2e36xapG5fCetSNcLvpRQCAuv94lKddQNrm5RjwzOoOlV2ZGYes8B/hcesbSFj9cpfeMztiNWqrSuH3+LeQqOp+6W3Q65Dwy6twuf5JSC3rZoGr3AdBbKbp0NfTmzB4IupCMhsphn/h32Iblaeyyf2Q+j9fH97YjLPEjRkhjdpMOzq2yX6X973EzFPR4p5Jw5YPaHRNbifD0E/6N9vHaoQaY35uftbUtdbU98guyAp2rczAIrrSgU2/4qd3n8DH22OgtrYzXi8rLsCiqb64/cWPETT3PsSfOoKtP3yKpPMnUFlWAns3b0y78wmMnXVbs2PnZSTj5VmD8MhHP2PElDnG6398/BJORGzBh1vOGq8VZKdj/edv4tyh3aiurICH/zDMX7QEHv7Nv5a72pmDu6A018B/TKjxmoOHL1z9BuPMgZ3tCp5kisYBsFypgp2rF4pyszpc428fvYCguffB/rIlce11/lAYDHo9RkydY7ymUlvBf0wozhzYaQyeqPeK3fMHDqx4FvN/OAWFpv59oLq0EH/cMxCjH3wf/affjZzoYzj95+fIizsJbUUpLJw8EXDjo/AJubXZsUuzU/DnQyMQ8uJ38Bh/g/H6kW9fQ8qRbZj3TaTxWnleBo7//C7So8Khq66AjU8gRt3/Lmx8TLd0Jy1yD6RmajgFBhuvqV18YOU5EGmRu9sdPF0Knbqb9JMRMBj08Bhf/4FaZm4Jp8BgpEXuMQZP1Hvk7F+D+J9ewPClkZCq60+E1pYVIvK5ofC8/V3YBy9EadxxpG9dgbKk06itLIHc3hNO0x6G7bi5zY5dlZeKEy+NabTcKvH3N1B4YgeGfXTEeK26IAMp65eg6Gw4aqsrofIYAo8Fb0HlYbqfuwvPhkOkVEMdMMl4TeHgAzPXABSdDmtX8FSVm4yq7AS4z/2/BtdtRt2I5HXvQa+thlAia6Z38xJ/ew32QQshd/Du8nsWngmHesBEY+gEANYjb0DC6pdRdG4vN3C/Qvd8lyciIjKhoSGzIBSJEblrQ4PrUXvq9jka/l8YkZ+VCp/AMbj7jS/w5PI1GDZ5Nn585wkc2Hz1+3uUlxTiw/uuQ+rFM7jtxY/x6MerIVMo8ckjN6CkILfFvvraWtTqdC3+0TczDb01WUmxcHD3aXTypKNnP2QlXuzQmJerKC1CetwFOHr261D/47v/RnrcOdzw4NUteclMughzK1uYWTRc1uvo6YespKv/Oqn7cx9zPYQiMRIPbG5wPenQPwAAz//CiLKcNNgNGInxTyzD5NdWw33sLBxY8Sxiw/646hqqy4qw9ZUbUJB4DmMeeh8hL30PsVyJ7a/fjMqi1t8H9LW6Vv507H2gOD0OaufG7wMaF18Up8V1aMzOtuGJifjxJgese2gETv/5WYe+1uK0WCjUNpCpNA2ua1z6oTgttpMqpe7EatgMCIRi5B//p8H1gsitdc//FxhV56fD3GckvO/5GP2f+hHWw69H/I/PI+fA2quuQVdehHMf3ITylHPwvP09+D32NUQyJc4vvRXakpb3gTXoa2Go1bX8R9+x131VZhwUDl6NXvcKR19UZrXvdV+ZGfdfX58G1xWOvjDoalCd1/6VH/nH/0FFWjRcZj97Te5ZmRXXaCyxUg2J2h6VWfHtGqsv4IwnIiKiKyjN1Rg0fhqO7PgToQseNl4/uv1PBIwJhUpdN4tu1HX1v9k0GAzoN2w8CrMz8O/6HzD+hjuuqobdv36JitJi/N/qcFhY1f3WdcCoYPzfnGHY8fPnmPfMu832XfrIDbgYub/F8fsNn4AXv9na7rrKS4qgMG98IqTSXIPyksJ2j3elP5e/AYFAgKC597e7b3VlBdZ++ipufvxNKFQWrXdoQUVpkXEfp8uZWWhQXnz1Xyd1f1IzCzgPn4zEf/+C/8z6v48J/26AU2AwZOZ1oaTXpJuMzxkMBjgEjEV5fgZitv8M39AFV1XD+U1foaa8GLM+3g6Fpu59wGnIRKx/dCzO/v0lRt7zZrN9d7xxC7LOHmxxfIeB4zBj8d/trqumrMi4v9HlpCoNqstOtnu8zqS0tMPQ216Ebb9hgECAlKM7EPXrEpTnZ2Lswx+0a6yasmJIzRq/D0hValSXFXVSxdSdiJUWsBwcivyjf8Nx8r3G63lH/4Y6YJJxdovN6PpZfQaDARb9xqC6MBPZe3+B3fjmZzu2Reaub6GrKMHQ17ZAYmEDoG6T7xOvTkTGjlVwn/das33PL52PkphDLY5v4TcWAS/+2e66dBXFECkbvx5EZmrokoraPRYAiK7YO0783+tNV96+f2drqyuRtOZtuN38MsSKppe8dvo9K4ohVjZ+HxQr1dCVF7VrrL6AwRNRL+c23xFu8zu2oSZRXzZ6+lx89fI9yM9MhbWjK4pysxATtR/3v/OVsU15SSE2rnofJyO2oig3w/gbdZXm6pd3njschv4jJ8LMwhK1urpNsoVCEfyGj0fS+agW+971f5+hqqK0xTbybrgXyf6Nv+DfDT/i3rf/Byt753b33/Ltx7CwssX4G+/sguqoL/KadDMiPn4QZblpUNm6oKIgG9nnDmLi0yuMbarLinDit4+QcnQ7KvIzjbMJZOZX/z6QfjICDgPHQ2ZuCf1/m+ULhCI4BIxFXuzJFvuOe3QptJVlLbaRKFRXXWN34zwsFM7D6pcCOw8NgVgqx7lNX2HIvGc7dOoe9S02o27Exa8eRXV+OmTWzqgpykZJzGH4PPCZsY2uvAipGz9BwYkdqCnKAv573YtVTR9+0x5F5/bCov84iM00MFz2urfwG4OyxJMt9vW66wPUVpW32EYk7337nKb/sxwSC1vYcnlbt8XgiYiIqAmDJ06HVGGGozvWY8Y9z+D4rr8gkcoxNKR+X4Yf3nwUcaeO4IaHXoKT1wAoVOaIWPcdju3866rvX1aUj4Qzx/DwqMYfXm1dWt7A387VCwaDocU2V06VbyszCw0KstIaXa8oLWq0LK09zhzYidWLn8KsB1/s0Gyx/IwU7PzlCzz2ya+oLKv7rWZ1Rd2H7qqKclRVlEGubPuHbKW5BpVlJY2ul5cUwUx99R8sqGdwHTEVYpkSifs2YNDNTyLxwEaIJHK4jZlhbLPvs6eQE30MgfMXQePmB6nCHNHbf0Ti/r+v+v5VJQXIjYnETzc7NXrO3MGjxb7mjp4AWn4fADr2PiBVaVCel97oek1ZEWSd8MG7s3lMuBFn//4SBYln2xU8SVVq1FQ0fh+oKStutPyOeg/NkCkQSpXIO7oRzjMeQ/6xzRBKZLAaOt3YJu77Z1Eadxwus5+F0qkfRApzZIX/jPxjm676/rqyApQlROHwQ+6NnpPZebTYV27nCbTy7z86+O+/WKlGdUFGo+u15cXt3jxb/N/MqdrKEkBdv4eerrzu32+xWdvfR6rz0pCx82v4Pf5t3XgA9NV14VttVTlqq8ohkpt16j0BQKRUQ1fZ+Jd8uor2fz/6AgZPRERETZDKFRgaPBPHdtYFT0d3rMeQSdONG2Jrq6twat92zH/ufUxe8Iixn17/TYvjSqRyAECttqbB9fLSogaPzdSWGOg6BXMeazylXtzK5pddudTOwcMX54+Ew2AwNAivMhNj4eLb8mEKzYk/fRT/e+EujJ11O+Y82vwSgpbkZiRDp63B50/Na/Tc0odmwmvgCLz6c1ibx3P06IeS/ByUlxQ2CNSyki7CwaNj+09RzyOWKeA+ZgYS9v1dFzzt2wDXkdMg+W/GgK6mCmnHd2Lkfe/Af1b9UdmGrfoWxxVJ617DtbqG7wNXLt+SqSxhMcwTw25vfDqTUCJt8R5dudRO7eyDjFP/NnofKE6Pg6V748NKeiq1iy8qi3JRXVbUIGgqTo+F2qXjhxdQ9yaSKmA19Drk/xc85R3dCMshUyGS1Z3AqtdWofDUbnjMfxOOk++r72ho+XV/aeNqvU7b4Hrtf0vALhGbWUIz0BOuN73QaAyBuOXXfVcutZM7+qDo/P5Gr/vKrDgonZs/jKgpl/ZGqsyMh8Khfp+kyqw4CMRSyGzd2jxWVV4KDLoaRH92V6Pnzn88DyqvoRj0f/906j2Buo3VL+0bdYmuogTa4mwomtjcvK9j8ETUSfIOFuLA3JOYtG04LIdc3d4i11L00kTEfJoEALCZYInxawONz2lLdDj7Vhwyt+dCrzXALtgKg9/zhdy+/adMXC5zWy6O3n8W5n5mCA2vP6r98lqu5LHQCUM+9GvXfdI3ZiN9cy4KT5SgKrMaAa97w+fR9v2jcklZYgXiV6WiILIEpTHlUPkoG9R+yfYhB1CdW/dBYuTXAXCaZdeoDfUco6bPxedPzcPZg7uRcOYYZtz7nPE5bU01DHo9RJd9+KsqL8Wpf1sOc8ytbCESS5CZGGO8ptPW4GLkgQbtBowKweGta+Do6dfk6W8t6cqldoPGTcU/33yEC0cj4D+67iTJrORYpMac6tBJbxkJ0fj86XnoP3ISFr66vEM1AYCb3yA8//WWBtdSY05jzSevYOGry+ERMKxd4/mPDYVAKETknk2YdNPdAOqWVp47HIZZD7zY4Tqp5/GceDPi370d6VFhyI2JxKBbnjI+p9fW1L0PiCXGa9qKMqQe29HimAq1LYRiSYMNqmu1Ncg+1/ADo9OQSYjf+yfUrr7GsKutunKpncvwyTi19lNknvoXToF1x6oXp8cjP+FMtzzpLXHfBgiEIlh5DWxXP+fAYAgEQiQf/Af9ptUt4a0uK0L6iQgEzn+uld7Uk9mMnoPoz+5C0dkIlCVEwfn6J4zP6bU1gEEPwWWv+9rKMhSe3NnimBJzGwhEElRm1r/u9boalMQcbtBO7T8BuYf+gsLR1xh2tVVXLrWzHBiC9M3LUXxhHzT+dSfbVWbFozzlLJxmPNauseS27pDbeyH/+D+wGnqd8Xr+0U1QD5gAYSsB2+XM3ALg/8K6BtcqUs8h6Y+34LXwA5h5Bnb6PQHAclAI0rZ8UTfD6b/ZVPnH/wEEQmgCgto1Vl/A4ImIIJILMW5dICQWDd8Sjj9yDiUx5RjygR+EMiEufJiAQ3ecRtD24RCKO3YoZm1lLc6+FQeZbeM3d/fbHWEX0nBZUf7hIpxfnNDoeltkbMlFRXIlHKZYI2l146nB7VEaU46s3fmwHGYBGAzN/lJrzOrBqEivwrH7z17V/ah78B8dCpXGCj++/TiU5hoMGj/V+JzSXA2PgGHY9sMymFvaQCQSY9sPn0KhUqO0hVPnhEIhhoXegLA138DW1QvmGmuErfm60W8Qp935OI5sW4uPHrgeU257BFaOrigtzEPimeNQ2zpg2p1PNHsPB4+u+02895DRCBg7GT++/ThufXYxxFI5Nqx8By6+AzEstP4o5QObfsUPbz2K57/egv4jJjY5VklBLpY9fhOkMgWm3vF4g72rFCoLOHnV/wb1gWEWGHfD7bjv7VVNjqU01zR7H3f/QLgPCDQ+/v7NR3Bw82/4NqrxEppLrOydMXHO3fhz+esQCkWwtHPElu8/gVJlgaBb7m22H/U+zoFBkJlbYf8Xz0BqpobLsMnG56RmFrDxHYrT67+A3MIGApEIZ9Z/AYnSHLXF1c2OKRAK4T5mJi5s+Q7mjh6QW1jjwpbvGr0PBNz4CBL+XY9tr86B/w0PQmXrgqrifORejITSygEBNz7S7D3ULj7NPne17PqPhPPQEOz/4hmMvO9tiCQyRP3yPqw8/OE+dqaxXeyeP7D/86cw/b0NcBw0vtnxilJiUJRaf1pkYfIFJB3YDLFcCZfh9d/vH260g0/ofEx8+otmx9rx5q1wHDwBlu51MzBTj25HzM7V8J/1EJSW9cvs9n32JOLC1uDejTnNjmVm44R+U+/AsR/fhkAogtLaAaf//AxSMwv4XXd3y98k6tHU/pMgVlki7odFECnV0AwKMT4nVlrAzDMQ6VtXQmJuDYFQjPRtKyBSWEBf2vypcwKhEFbDZiAr7EfI7TwgUVkhK+zHRq97x2kPIe/wBpz78BY4TrkfUmtn6ErzUZpwAlKNPZymPdTsPS6fydPZzH1GQD0wGPE/LILHrW9AIJEhdcNHULoMgPWw643tcvavQfwPz8H/hXVQ9x/X7HiuNy5C7DdPQG7rDov+45B/bBPKEk8g4MX1Ddodut8ZtuPmwef+5U2OI1aqm72PmcdgqNwHdfo9AcA+eCEy9/yAmBX3w/n6J1FTlIXkde/BPnghpJYOzfbrqxg8EREgFMBqeMNTKgqOFyMnogBjfxsCu+C60EflrURY0BFkbs2D8+yOzeS5+EUyFM4yKN0UKDrVcEaGwkkOhZO8wbWk1RmQaMSwD7Vu971GrAqAQCgwjnM1HKbZwHF63YlCUc9caFT7JZrB5pBa8q21txBLJBg+eQ72rv8eE+bcBfEVS1seXPwdVi9+Bt+/8QhUGitMXvAIqirKsHN18x+KAOD2l5bi5/eewh8fvwS5UoXr7noKDu6+OBFRP2NHpbHGqz/twYYv38Wfn7+J8uICmFvZwmvQSAwNvaFLvt62eviDH7H201fx83tPo7ZWh4Axobj9pY8hEtf/3a+urPuNq4VV8+8VGQnRKMyu2yfmk0cafk2XLwU0jmXdOZsCV1dWwMK69fewBS98CJnSDOu/eBPVFWXwHjIGz/1vU5On3VHvJRRL4DFuFmJ2/AzfKXc0mOUIAEGL/oeDX76AfZ89CZm5JQbMegC6qnKc/fvLFscd89D7OLByEY5883+QKFQYeNPjUDv7IOXINmMbuYUVZn60FVG/fIDjP72L6tJCyNU2sPMbDrcx17cwetcLfuEbHP3+DRxcuQj6Wh2chwZjzINLIBTVvw/o/pt5celEvuYkHtiIk38sNT6OD1+L+PC1UNm5Yt43kQAArXGsll+7ahdfxO7+DeV5mYBBDwsnL4y+/z0MuGwpZF1tFa3WBQCjH1wMscIMx39+F9rKctgPGInr3vmzyVP9qPcQiiWwHj6z7pS6ibc1mg3j++AKJPz8EuK+ewZilSUcJ9+P2upyZOxo+pcjl3je8R7if3oRSb+/AZHcDE7XPQq5gxcKT9TPkpSorDDw/zYjdcNHSP7zfejKCyExt4bKaxish01vYfSu1+/h/yFpzduI//klGGp10AQEwfP2dyG47HWvr6kEAEgsWn592Yyeg9qaSmRsXYH0bSuhcPCG3+PfwtxnhLFNbXVF3VjqzllB0Jn3FJtp4P/8GiT99hpiVt4HkVwFu4m3we3mlzql1t6Gn46oT0tZk4mTz8dgWtQ4yC+bgVNTqMX2wAMY/J4vPBY6o+B4MWK/SEbh6VLoSnQw81TC5xFXuM5tPs2uSK3ErtGHGy23OvNGLDK352Ha0bHGa5UZVTj/fgJywgugq6yF5RBzDHzbF5rBpjt1KjssHxK1GLZB9XubmPsooQ5QITssv0PBU3lSJeK/SsXETcMR/01qq+1rq2qRuS0XzrPtIJS2f4bVpdCpM3TmWNSzLPy/5Vj4f8ubfM7ezRvPf7W50fUbH3nV+N/9R0xsNLPG3NIGj3/yW6N+C174sMFjtY097nljRaN211KtTgeBUAihsP41qDRX4543V+KeN1c22y/hzDEMHD8VTl7NL5Ft6nvT5Finj0EskSJ0fvO/5W3P+Ilnj2PqHc3PGLtEIpXh1mcX49ZnFzfbRq/Xw6DXt76ZK/Vo4x5binGPLW3yOQtHL0x/d32j60Nvq1+S6ThofKOZNXK1DSa/+lOjfqMfeK/BY6WlPSY8uawjZXcafa0OAoEQgsveB6RmFpjw5HJMeHJ5s/1yL0bCefhkaFxb3hdt6G0vNvh+NTlWTCSEYikGzLy/xXZjHlwMoPnXbH1tUS3OGLtEJJFh1L1vY9S9bzfbxqDXw2DQt3qoA/UsXnd9CK+7PmzyOYW9JwJeWNvouuuNi4z/re4/DmO/a7gJv8TcGv2f+K5RP8/b3mnwWKq2g/c9Tb/nXCuGWh1wxeterLSAz72fAPd+0my/0vhIaAaFQunU+uxr+4m3wX7ibc0+XxYfCYFYCofQe9pVe1Pf+664p9LJF/7Pr2mxjUFfazz1sC/r2FoZol7CcYYtBGIBMjY3/GEwY2vdMplLgVFFWhWsRqoxdGl/jP5pMJxm2uLEomikrM286hpqirTYN+cEis+VYdB7vhj1zUCIlCIcmHcC1Xk1LfY11Bqg1+lb/GOo7dgPQWXxFVB5KxudfGXua4ayuIoOjXnmjVi4znOAOqBte0pk786HrrQWLjfx6GMiU6iuLMfDo6yw7LE57e4bd+pIp+2FFHfqMMbNuh1W9s5XPVZ+ZiqqK8sRcusDrTdug79WvI2HR1nhYtSB1hsT9UC6qgr8dLMTdrzZeOP+1mRfOIoh857tlDpyLhyFT+h8mNk0PuGvvcpy06CrrkD/GZ2zbDZy9WL8dLNToz26iHoqfXUFDj/kjgufNh/QNKc07jhcZj3VesM2KIk7Dttx8yCzuvrXvanuGbloOE680vxS476CM56oT5NYiGEfaoX0v7PhdZ+L8Xr639mwC7KC1LJu00CXOfXBh8FggPUYNSozq5G0OgNutzpeVQ0J36RBW6JD0NbhkNnUzbqymWCJPRMOI+5/KQh4vfm12gduPYn8Q0Utjm89VoMJ64e2uy5tka7Rnk8AIFGLUVOkbaJHy7J25qHgeDEm7xvd5j5pG7Ihd5TBeoym3fcjoqsTdMu9GDKpbkq/3Kz9sy8/2Hy602q54aHGJ3p1lLWjKz4LT+608SYveBgjptwIAFCouASPehe/aXfBdcQ0AICkAwcSzPv6eKfVErjg+U4bS2Xrgtt/iWm9YRsNmPUAPMbVLReWqrgEj3o2+0l3wHLIFACASN7+AwiGfdh5Aazr7M4Jrk15zwHP/Vo3ewx1G5z3VQyeqM9znmOP44+cQ0VaFZQuclRlVyPvUBGGfV5/HHBNkRbRSxORtSMPVVk1xllEl4Kpq5HzbwFsxmkg0Yih19XtWC0Q1QVGze0jdMmQD/2gK9e12EZsZvqXeW1VLc68GYv+izwhs27biRHaYi2ywwrgeY8zl7kRmYDG1hEa26sL1vsCSzsnWNpdu9/EEl1LSmsHKK25SW5rzKwdYWbN90vqHaSWDtwcuxOZuQaYuoRuwfSfSIlMzGGKNURKEdI3ZsP3cXekb86BSCY0biQNACeeiUbB8WL4PesBcz8ziM1FSPopA+mbmj8Jpa1qCrQojCzBZre9jZ4z81C02FflqWh1P4Erl8q1lUQjRmVG4xN5tMU6SDXtC9ziv0mDQCiA8xw7aIvrZkvpa/Qw6A3QFmshUoga7eGUsSUX+mo9XG7mMjsiIiIiIqKeisET9XkihQiO022QvjGnLnjamAOHqTYQK0UA6mbrZO3Ow8C3fOB1f/1yvER90xvWXSKU1QUp+pqGwZC2uOEMJYlGDLsQK/R/0bNxba1sqN2VS+1U3krk7itsdMRraVw5LAa0b9ptWXwFyhMrsX1Q4z1Qtg7Yj8Ef9IPnXQ33bkn7OxsqHyU0g0y3wToRERERERFdHQZPRKjbw+nwwtPIichHYWQJfB93Mz6nrzEAekAoqQ+BtGU6ZO3Ka3FMmY0UAokApXHll42lR94VQZHtRCukrc+Cua+ZMexqq65camcfao2Ly5ORu68QdpOsANQFSMVny+D7ePvWJ/s+7ga3WxtO2Y1dkYKy+AoMXdYfZl7KBs9VZVcj72AR+i9qHMYRERERERFRz8HgiQiA7SRLSC0lOPFcNCRqMexDrY3PSSzE0ASaI3ZFMmTWEghEAsSuTIHEXIzq6uY32RYIBXCaYYvEH9Jh5qGA1EqCxB/S647cvmwGkc9Drkj7Kxv7bz4B7wdcoHCWoSZfi8KoEsgdZPB+yLXZe5j7KJt97mpZjVDDLtgKJ5+LRsCbPhDJhLjwYQIsBqjgeL2NsV3KmkyceDYa4/8MhM04y6br9DWDua9Zg2spa7NQmVndZJ/0jTmAHs2eZteWewJAycVylF2sD/5KosuR8U8OREpRg//HG53C4XqrA4YtH9DUMAAAXUUtcsLyAQCVaVXQleqQ8U/dUkvrsZo2711FRERERETUlzB4IkLdbCanWbZ1p9Td5thov6HhK/1x6qUYRD19AVJLCbzud4GuvBZxq1JbHHfQYl+cfCEGZ16PhVglhs+jrlB5K5G5vX62lNRKgkn/DMOFDxNxbnE8tIVaSK2lsBpuAccZti2M3vVGrArA2bficOrFGOh1BtgFWWHQe74Qiuu/P7qKWgCAzLbzgpe0DdnQDDVvdo+rtt4zY1MOYj5NMj5OXZeF1HVZULjIMe3o2HaNVZNfg2MPnWtw7dLj8X8GQjaOwVNPlZnYeScbETWFf8d6huLUi6YugXo5/h3rXiozY01dAhGAvvF3UWBobWdioh4uKioKw4cPR9D2EdAM5n5BV4pemoi4Vam4PnoCBEJBu0+Qi3zyPGoKtRj7y5AuqrBr75m7rwCHF57GlINjoHCSX/V4hloDKlKrsHvcYYz8OgBOs+watSk6XYq9048jMjISw4YNu+p7UsekpKSg/4ABqKyoMHUp1AcolEpEX7gANze31hvTNcX3ArqW+F5geikpKfDrPwBVlXzNU/chVygRE9173xs444mIUFtRi81ue2EzwRLj1wa2q2/BsWIM/8K/awq7BvcsOFYM13kOnRI6AcCOYQdRnVvTKWNR13Jzc0P0hQvIy2t5vzaizmBjY9Nrf5js6fheQNcS3wtMz83NDTHRfM1T99Lb3xs444l6Pc54alllVjWqsqsBABKVGCrvrts3qi8oPlcGvU4PADBzV0CqkTRqwxlPRERERETUV3DGE1Efp3CQQeEgM3UZvYY6QGXqEoiIiIiIiLoNYetNiIiIiIiIiIiI2o/BExERERERERERdQkGT0RERERERERE1CW4xxP1GaVx5aYugQgA/y4SEREREVHfweCJej0bGxvIlXJEPXHB1KUQGcmVctjY2Ji6DCIiIiIioi4lMBgMBlMXQdTVUlJSkJeXZ+oymnXgwAEsWrQIY8aMwUcffQSpVGrqknqcxMREPPzww7CwsMBXX30Fa2trU5fUIhsbG7i5uZm6DCIiIiIioi7F4InIxLZu3YqbbroJ06dPx9q1ayGTyUxdUo8VExODkJAQaDQahIWFwcHBwdQlERERERER9WncXJzIhLZs2YKbbroJM2bMwLp16xg6XSU/Pz9ERESguLgYISEhyMrKMnVJREREREREfRqDJyIT2bx5M2666SZcf/31WLt2LZfXdZJ+/fohIiICJSUlCAkJQWZmpqlLIiIiIiIi6rMYPBGZwKZNm3DLLbfghhtuYOjUBXx9fREREYHS0lIEBwcjIyPD1CURERERERH1SQyeiK6xjRs3Yu7cuZg9ezb++OMPSCQSU5fUK10KnyoqKhASEsLwiYiIiIiIyAQYPBFdQxs2bMDcuXNx44034vfff2fo1MV8fHwQERGByspKBAcHIz093dQlERERERER9SkMnoiukb/++gu33norbr75Zvz2228Mna4Rb29vREREoLq6GsHBwUhLSzN1SURERERERH0Ggyeia2D9+vWYP38+brnlFvz6668Mna4xLy8vREREQKvVIjg4GKmpqaYuiYiIiIiIqE9g8ETUxdatW4f58+dj7ty5+OWXXyAWi01dUp/k6emJiIgI6HQ6BAcHIyUlxdQlERERERER9XoMnoi60Nq1a3Hbbbdh/vz5WL16NUMnE/Pw8EBERAT0ej3DJyIiIiIiomuAwRNRF1mzZg1uv/12LFiwAD///DNDp27iUvgEAMHBwUhOTjZtQURERERERL0YgyeiLvD777/j9ttvx+23346ffvoJIpHI1CXRZdzd3REREQGBQIDg4GAkJSWZuiQiIiIiIqJeicETUSf77bffcOedd+LOO+/EDz/8wNCpm3Jzc0NERASEQiHDJyIiIiIioi7C4ImoE/36669YuHAh7rrrLnz//fcMnbo5V1dX7N27F2KxGEFBQUhMTDR1SURERERERL0KgyeiTrJ69WrcdddduPvuu/Htt98ydOohXFxcsHfvXkilUgQFBSEhIcHUJREREREREfUaDJ6IOsHPP/+Mu+++G/feey9Dpx7I2dkZERERkMvlCAoKQnx8vKlLIiIiIiIi6hUYPBFdpZ9++gn33HMP7r//fnz99dcQCvmy6okuhU9KpRLBwcGIi4szdUlEREREREQ9Hj8hE12FH374Affeey8eeOABfPXVVwydejgnJyeEh4fDzMwMwcHBiI2NNXVJREREREREPRo/JRN10Pfff4/7778fDz30EFatWsXQqZe4FD6Zm5szfCIiIiIiIrpK/KRM1AHffvst7r//fjzyyCP48ssvGTr1Mo6OjggPD4darUZQUBBiYmJMXRIREREREVGPxE/LRO30zTff4MEHH8Rjjz2GlStXMnTqpRwcHBAeHg5LS0uEhIQwfCIiIiIiIuoAfmImaoevv/4aDz30EJ544gmsWLECAoHA1CVRF7K3t0dYWBisrKwQHByM6OhoU5dERERERETUozB4ImqjVatW4eGHH8aTTz6Jzz//nKFTH3EpfLKxsUFwcDAuXLhg6pKIiIiIiIh6DAZPRG3w5Zdf4tFHH8XTTz+Nzz77jKFTH2NnZ4ewsDDY2dkhODgY58+fN3VJREREREREPQKDJ6JWrFy5Eo8//jieeeYZLFu2jKFTH2Vra4s9e/bAwcEBISEhOHfunKlLIiIiIiIi6vYYPBG14IsvvsATTzyB5557Dp9++ilDpz7uUvjk6OiIkJAQnD171tQlERERERERdWsMnoia8fnnn+Opp57C888/j6VLlzJ0IgCAjY0N9uzZA2dnZ4SGhuLMmTOmLomIiIiIiKjbYvBE1ITly5fj6aefxgsvvICPPvqIoRM1YG1tjd27d8PFxQWhoaE4ffq0qUsiIiIiIiLqlhg8EV1h2bJlePbZZ/HSSy/hww8/ZOhETboUPrm5uSE0NBSnTp0ydUlERERERETdDoMnost88skneO655/DKK69gyZIlDJ2oRVZWVti1axc8PDwwefJknDx50tQlERERERERdSsMnoj+s3TpUjz//PN49dVXsXjxYoZO1CaXwidPT09MnjwZJ06cMHVJRERERERE3QaDJyIAH330EV544QW89tpreO+99xg6UbtYWlpi165d8Pb2xuTJkxEVFWXqkoiIiIiIiLoFBk/U533wwQd46aWX8MYbb+Cdd95h6EQdotFosHPnTvj6+mLKlCmIjIw0dUlEREREREQmx+CJ+rQlS5bglVdewZtvvom3336boRNdlUvhU79+/TBlyhQcP37c1CURERERERGZFIMn6rMWL16MV199FW+99RbeeustU5dDvYRarcbOnTvRv39/TJkyBceOHTN1SURERERERCbD4In6pHfffRevvfYa3nnnHbz55pumLod6GQsLC+zYsQP+/v6YOnUqjh49auqSiIiIiIiITILBE/U577zzDt544w28++67eP31101dDvVSl8KngQMHYurUqThy5IipSyIiIiIiIrrmGDxRn/LWW2/hzTffxOLFi/Haa6+Zuhzq5czNzbFt2zYMHjwY06ZNw+HDh43P6XQ6nD171oTVERERERERdT0GT9QnGAwG4wbiS5YswauvvmrqkqiPMDc3x9atWzFkyBBMmzYNhw4dAgCcOHECgwYNwvnz501cIRERERERUddh8ES93qXQ6Z133sEHH3yAl19+2dQlUR9zKXwaOnQopk2bhoMHD2Lw4MGwsLDA2rVrTV0eERERERFRlxEYDAaDqYsg6ioGgwGvv/46Fi9ejI8++ggvvPCCqUuiPqy8vBwzZ85EZGQktm/fjq+//hrHjh3DuXPnIBAITF0eERERERFRp+OMJ+q1DAYD/u///g+LFy/G0qVLGTqRyZmZmWHLli0YMWIErrvuOgQEBODChQs4d+6cqUsjIiIiIiLqEgyeqFcyGAx49dVXsWTJEnzyySdYtGiRqUuiPm7FihXw8vLCa6+9htdeew2jRo3C22+/DZVKxeV2RERERETUa3GpHfU6BoMBL7/8Mj766CMsW7YMzzzzjKlLIkJKSgo++ugjrF+/HllZWXB0dIRIJEJGRgacnZ2RnJzM5XZERERERNTrMHiiXsVgMODFF1/E0qVLsXz5cjz99NOmLomoAb1ejwMHDuDPP//EunXrkJmZCQDYv38/xo8fb+LqiIiIiIiIOheDJ+o1DAYDXnjhBXzyySf4/PPP8eSTT5q6JKIW6fV67N27F19++SW++uorWFlZmbokIiIiIiKiTsXgiXqkyspK495NCoUCBoMBixYtwrJly7BixQo8/vjjpi6RiIiIiIiIqM9j8EQ90i+//IKFCxciMzMT9vb2eO6557B8+XKsXLkSjz32mKnLo24oJSUFeXl5pi6DyMjGxgZubm6mLoOIiIiIqEsxeKIeafbs2cjLy8OBAwfwzDPP4PPPP8eXX36JRx991NSlUTeUkpICvwF+qKqoMnUpREZypRwxF2IYPhERERFRr8bgiXqcoqIi2Nvb48MPP0RCQgK++OILrFq1Cg8//LCpS6NuKioqCsOHD0fgCj+ofJSmLocIZXEVOPlEDCIjIzFs2DBTl0NERERE1GXEpi6AqL02btyImpoanDx5Ej/99BO++uorPPjggzhz5gy8vLxgZmZm6hKpm1L5KKEebG7qMoiIiIiIiPoMoakLIGqvNWvWwMHBAT/99BNeeuklXLhwAe7u7hg8eDDWr19v6vKIiIiIiIiI6D+c8UQ9Sn5+Pnbs2AG9Xg+NRoMPP/wQjo6OuOWWWzB37lxMnDjR1CUSERERERER0X8YPFGP8scff0Cv18PS0hILFy7EvHnzMG7cOAiFnLxHRERERERE1N0weKIe5eGHH8aQIUMYNlGPdPT2MyhPrsSksBEQyer//hafLsWBmSfg/7Y3PO5zRv7BIhyeexoAIBAB16dOMrY98UQ0ik6UoDqrBgKpEBb9lfB52g22wVbGNjnhBTh2x1kAgEgpxPS4CdfoK2yfpB8zkBtWgKKoUtQUaDHs6wFwnGXbpr5lsRU491ocCo+XQKwSwXmuPfxe8oBQWv99PXTLKRQcKm7UN2jvCKh8uck8EREREdG1wOCJehSxWIwJE7rnh2ii1gS874N/QyMR/3kK+r3gAQAw1Bpw5sVYWAwyh/s9Tg3aD17Wr1FAYtDq4fWQC8w8Fait1iP19ywcW3gWY/4cAqvRagCA5XALjNsciNTfspCxMeeafG0dkf5nNgDAdrIl0te1vU5tkRaHbz0NM08Fhn/nj6rMGpx/Ox61lXoMfN+nQVvLkRYY8IZXg2sKV/nVF09ERERERG3SZ4OnlJQU5OXlmboM6gNsbGzg5uZm6jKoGzDzUMDnSVfEfZYCp5vsoPJRIun7dJScK8P4rcMgEAoatDfvbwbNkIan8A37yr/BY7tQK4SNPoq0P7ONwZPEQgzL4RbIDS/olLq1pTroa/SQWUs7ZbxLxm0KhEAoQEVqVbuCp+TVmdCV6jD8O39ILSUA6gK8s6/EwucpV8gdZMa2EnXd94KIiIiIiEyjTwZPKSkp6D+gPyorKk1dCvUBCqUC0ReiGT4RAMD7cVek/5WDs6/EYshyP8R8lAyP+5yhHqTq0HgCkQAStRgGraFT6zQYDMg/WIy0P7KQuSUPQ1f2h8MMm069x5VBW1vlhhXAZqKlMXQCAMcbbHHmpVjk7i2E63yHziqRiIiIiIiuUp8MnvLy8lBZUYmZ/5sC636Wpi6HerH8i4XY8uhu5OXlMXgiAIBQKsTAD3xxZN5pHLr5FCQWIvR7wb1dYxgMBhhqAV2JDqlrslCeWIlBH/p2Sn0VaVVIW5ONtLVZqEythuUICwS84w2bSfXvlQa9AQZ962MJxR0LllpTFlcJ1wXqBtckajFk9lKUxzX8hUL+oWJs994Pg94AzVAL9HvRHdZjNF1SFxERERERNdYng6dLrPtZwn5I2zayJSLqLDbjNbCeoEH+/iIErugPsap9b8Wpv2XhzAuxAACRmQjD/jcAliM6vpystkqPrK15SFuThbz9RVA4yeA81w4u8xxg5qVo1D7202TEfprS6rgzMya12qYjtMU6iC1Eja5L1GLUFGmNj63HqOEy1x5mXgpUZVUjYVUajsw/g7Hrh1zV94uIiIiIiNquTwdPRESmUHqxHAVHigEBkH+oCM4327Wrv8N0G1gMVKGmQIvMzbmIeuQ8hn8XALtQq9Y7X6HkXBkO3XIKBq0BDtfbYPTvg2A9QdPiMji3Ox1hN9W63fe61i5t4H6J3VRr/Bt8HLHLkzHql0GmKYqIiIiIqI9h8EREdA0ZDAacfTkOZp4KuN/jhHP/FwfXBQ7t2gBbai2B1LpufyO7ECtoi3S48G5Ch4IngUQAsZkI1blaaEt00JbqYNAZIJA2HzzJ7KSQ2nTuRuPtIVGLoSutbXRdW6yDVCNpokcdsVIEu8lWyNzCgyWIiIiIiK4VBk9ERNdQ2ppsFBwpxpj1g2E1Wo309Tk4+3IsJmwfBoGoY3siqQerOnyCnXk/M4QeG43cvYVI+yMLJ5+IhkgpgtNsW7jcag/N0MaBmKmX2ql8FCiLq2hwTVuiQ3V2Dcx8Gi8NJCIiIiIi02Hw1MN8NXQ1vKe5Y8qH7ftA97HNlwh6ayxGPTG0iyqrV1tTi32Lj+Dcuhhoy7RwGumAKR9MhJVvyxu5n/0jGid/OIfC+CJoK3WwcDGH/7x+GPXkUIhldfu5VJfW4PiXJ5GwOwWF8UUQyURwHGqHia+Nga1/91/6Q31bTYEWF95NgMs8e+MG14M+8MH+6VFI+j4dng+6dGjcwqMlULp1PHARCAWwC7GCXYgVagq1SF+fg7Q1WUj+KRNmPgq4zLOH252OxlPkTL3UzjbUCnGfp0JbrINEXffPWObmXAiEgG1Q8+8zuopa5OwugCbQ/FqVSkRERETU5zF46mHm/DQdco2s3f3u2H4zLFyuzYetPa/sQ/SGOIS8Ox4qRzMc/jQSa27ehPsOLIDMovnaqwqr4RnqitFPD4XMXIbMqGwc/PgYStPLcN2yYABASVopTv10HoPuHIAJr45CbVUtjq08iV+nr8fC3XNh3a/9S42IrpUL7yYAAAa87mW8ZhGggsd9zrj4cTIcb7CF3KH510j27nykr8uB3VQrKJxkqCnSIWNDDnIjCjH0y/6dUqPUUgLPB5zh+YAzis+UIfWPLCSsSoPKRwmHGTYAALmDrMU626roVCkqU6tQk1+3IXhhZGldDdYSWI/VAKjbA+vIracx+FM/uMyzBwC4L3RE0vcZOH7fOfg86YqqrBpceC8RbgudjHUVHClG/JepcJhhA4WrHNXZ1UhYlY7q3BoM+3rAVddORERERERtw+Cph7Ef3LFT+JxGOHRyJU0rzSjD6V8uYOpHkzDojroPdw5D7fBV4M84+eN5jH6q+RlXIx4d0uCx20Rn1JTV4Piq05i6dBKEIiHUbhZ48PgdkCgll7VzwVdDf8aJ789hygcTu+YLI7pKBUeKkbY2G4M+9jXuz3RJvxfckbE5F+ffTMCwr5oPRczcFdDX6BH9fiK0BVpIrCSwGGCGMesHG4OazqQepIJ6kA8GvOEFfZW+08dP/iEDaWuzjY8Tv0pDIgCrsWqMXa+pu2gADLWAQW8wtpNoJBi9djDO/V8cjt93HmKVCG63OcDvZQ9jG5mdFAatATEfJKGmUAuRUgTLERYY9KFPk8sHiYiIiIioazB46kZO/ngOR5ZHoiK/Cs6jHBD05lj8HLoOM74IxcDb6mYzXLnUbusTe5B9MheTP5iI8NcPoDC+CNZ+Vpj68SQ4BNaflHWtltolhafCoDfA70Zv4zWFpRwewa5I3J3cYvDUFLmlHHqtvu5DpwiQmjXeOFiqksDSU42yrPKrrp+oq1iNVmNmetNLZMUqMaZEjWl03VBrgKHWYNz7SeWrxIgfAlq9l8Fg+C+subqaLxHJhBDJhJ0z2GWGLPfDkOV+LbaxHqdpcq8oc18lxqwd3Gw/M08FRv3Gk+uIiIiIiEyt8z9JUIfEbUvEruf3wiPYFXN+mg73IBdsun9nm/qW51Rgz6v7MPLxQNzw7TToqnX4++7tqNU2PvWpJQa9AXqdvuU/tS1/ks2PLYTSVgG5Rt7gunU/S+THFbapDr1OD22FFmmHMhD51WkE3hcAkUTUbPuq4mrkRRfAul/Le0gR9TQHZ53ENo997e6XG1GIbW77ELe89Q3AiYiIiIiIuhJnPHUThz6NhNtEZ1y3PAQA4BnqBr1Wj/1Ljrbat7KwCgs2zYFN/7r9jSRKCdbM2YjMyBy4jHFscw3bngrDuT9iWmxj4WqOh08sbPb56qJqyJvYx0mmlqGqsLrVGvQ6PT5xWGV8HLDAD6HvTWixz963DgECIPCe1meCEPUE6sEqjN9WNztQ0IGD7ixHWNT3F3bspDwiIiIiIqLOwOCpG9DX6pFzJg/Bb49tcN1nhmebgieVg5kxdAIAa7+6mT+lGWXtqmP8iyMx7P6Wl6aIZM3PPOoMQrEQC3fNha66Flknc3D400hsezIM16+c3GT7M79dwOnV5zFjRSjMnVRdWhvRtSJWiaEZ0vHDACTmV9efiIiIiIioszB46gYq8qqg1+mhsG54HLrSpm3Ho8vVDWcYiaR14VBtdfuW2lm4mLce3rQyeUKmkaG6pKbR9eriasgt23YKlsPQur2pXMY4Qu1mgb/v2oZhDwwyXr8kYXcydj63F2MXjcDABZ1zohcRERERERERdR4GT92A0kYOoViIyvzKBtcr8iqb6dE1OmOpnbWvJcpzK1BVVNVgn6f82CJY+7R/DyaHwLpT/AoTixsETxnHs7Dpvh0ImO+HCa+Mave4RD1J2KgjsJtijYHv+7Sr3xanf9H/dU94P+raRZXV09foEfNBEtLXZ0NXVgvLERYIWOwDlY+y1b4Fx4px4Z0ElJwrh8xaAve7neD1uAsEzawzTPwmDeffTIDdFCuM/Hlgk20MegP2zziBkjNlGPb1ADjO6tiJoEREREREdHUYPHUDQpEQdoNsELctCcMfHmK8Hrs18ZrW0RlL7TxCXCEQCnBxcwIGL/QHAFQVVSEpPBVjF41od01phzMBABqP+uPP82IKsP62LXCb4IxpnwS1e0yinmb4dwGQaNr/dj1ucyAULm2baXi1zr0ej4yNOfB/0xtyRyniPkvBkfmnMSl8BCQWzddenliJo7efhc0kDUa+6IGSC+WIeT8REKHJwKwqpwYXP02B1KbxCZeXS1mdieqs1veVIyIiIiKirsXgqZsY+9xwbFi4DTueCUe/G72RcyYP59ZE1z15jc4eVLtZQO1m0XrDFpg7qTD4zgGIeOsQBCIBVI5mOLIsCjILKQLv8Te2O7smGtufCsf8v2bDdbwzAOD3WRvgO9Or7nQ6IZAZmYNjK0/Cc7IbHIfZAwDKcyvw57zNEMvFGP7IEGSdzDGOKTWXwsbPCkS9jXpQx/Yvsxx+da/ntqrMqEbqb5kYuMQXrrc5AADUQ8wRNvIIUlZnwvvx5mdcJfwvFVJLMYb9bwCEUiFsJlqiJl+LuM9T4XGfM0Syhm+A0e8lwH6aFSrTmg+VavK1iPkoCQNe98Lp5y52zhdJREREREQdwuCpm/CZ4YmpH0/C4eVROP/nRTgOs8fUj4Owbu5myMyvzYyFzhL6/kRIzCT4993DqCnTwnmUA279azZkl592pwcMtQYYDPWX7APtcHr1eZSklUIoFkLtboHxL45E4H31S2nyYwpRmlEOAFh786YG93Ud54QFm+Z05ZdG1OmSV2cg/vNUVOdrYTXSAv1f88L+66IweFk/uM6vC3GuXGp36pkYFJ0qxcDFPjj/ZjzKEyqh8jPDoA98oB5cv6n4tVpql7e3EAY94DjLxnhNaimBTZAlcsIKWgyecsIK4XC9DYTS+oDJ6UZbxH+RiqLIEliP0xivFxwpRvb2fATtG4ETj0U3O2b0kkRYj9PAerym2TZERERERHRtMHjqRgLvHYjAe+tDltO/nAcA2A20Nl67cn+l61c0Pu1NrpbhhbzHGly78nFXEstECHlnPELeGd9sm4G39cfA2xpuCB763ngAzfcBALcJztf0ayHqStk78nH2pTi43u4Ax1k2KDlbjqhHzrepb3VODc69Hg/vx10hthAhZkkSjt93HiGHRkIoafs0SYPeAIO+5TYCASAQNX+yQFlcBWQ2Ekg0DZe/qXyVSPs9q9l+uopaVGVUQ+XT8CAFlY8SENSNeyl4MtQacO7/4uDzlBvk9s2H8UUnSpCxIQeTItq/tJeIiIiIiDofg6duorKwCgc/Pga3CS6QqiTIOpmDw59GwmeG51UvfyOi7in2sxRYT9Bg8NJ+AADbYCvodXpc/Ci51b7aIh3G/jUE5n5mAACxUoTDc0+jKKoUVqPVba7h9HMXkbY2u8U2ChcZQo+Obr6WYh3ETezjJFGLUVOka7afrrjuuSv3gBJKhRAphNBe1jfpxwzoKmvh+ZBzs+MZ9AacfTUOng+7QOkqR0VqVbNtiYiIiIjo2mDw1E2IxEIUJZbgwvpwVBfXQGEth/+tfgh6Y6ypSyOiLmCoNaDkbBkGvOHV4Lr9dTZtCp7kDlJj6AQAqn51p8dVZbZvQ23fRe5wv9epxTaXL4Mzheq8GlxcmozAz/xarCX1tyxU59TA54muP8WPiIiIiIjahsFTNyE1l+KW32eaugwiukaq87Uw6AyQWjVcniZr5bS2S66cYXRpeV1tdSvr5q6gcJZB7tjyPnKC5lfZAaib2aQrrW10XVusg7SF0/jE6rrntKUNZ0Xpa/SordQbT/K7+HEyLAaYwWq0Gtr/ZkkZdAYYdAZoi3UQmYmgr9Yjekki/F72gF5rgL5YB91/49ZW6qEt1UFizn/yiIiIiIiuNf4UTkRkAjJrCQRiAWoKtA2uV+dpm+nRNTpjqZ3KR4nq3Bpoi7QN9nkqj6uEmY+y2X5ipQhyJxnK4yobXC+LrwQM/+31hLq9ngoOF2PngIONxtg54CBG/joQKh8ltIU6nH0pDmdfimvQ5tTTMZDZSjDlFGeQEhERERFdawyeqElbn9iD7JO5uHf/AlOX0ibFKSX4etgvja47DrfHnTtuMUFFRC0TiASwGKhC9o48eD5Qv29R9va8a1pHZyy1swmyhEAIZG7Jg9sdjgAAbZEWuXsL4fuMW4t97UItkbUjH/1f8zTO2srclAOxWgzLEXX72/m/7Q1dScNZUeffiIdQIUT/VzxhPsAMIoUIY/4c3KBNdU4NTjwWDd9F7rCZpGmxDiIiIiIi6hoMnqhXmfjaaLhNqP8QL1VJTVgNUct8n3bD8XvP4fTzF42n2qWtq5t9JBC2sr6tkyhd5VC6yq9qDIWTDK63O+LCe4kQiASQO0gR90UqJBYiuC10NLZLW5eN08/FYPTawbAeqwEAeD3qivS/cnDisWi43+2I0ugKJPwvDf1e8jAGXuqBqkb3FKvFEJuJjKfeAWjw3wCMm4ub+ylhNbLtG64TEREREVHnYfBEvYqllwZOIxxMXQZRm9hfZ42BH/gg7vNUpP+VA81Qcwxc4oujt52B2Fxk6vLaxf8db4iUIkS/nwhdWS2sRlpg9B+DG5xYZ9AbYKgFYKjvZ+apwKjfB+HC2wk4tvAspFYS+C5yh9cjLtf+iyAiIiIiok7H4Okay4suQMRbB5EZmQ1dVS3MnVQYdMcAjH5qKAAg/VgWjiyPQtbJHNSU1kDjpcbIxwIRcKufcYyU/elYM2cj5q6dhTO/XkDC7mTINXJMen0M/Of2Q+TXp3Fs5Uloy7XwnemFKR9NglhW9yH27O/R2PZkGO7YfjP2vXcEGZHZUNooMO75ERh0x4AWay/NKMPedw4hKSwV2gotHALtEPLeeDgE2hnbxG1LxMGlx1EQVwihSAiNpxoTXh4Fr6nuXfDdJOr53O9ygvtd9UvdUn7LBABYBNTP8rlyf6Uhy/1wJYlajJkZkxpcu/JxVxLJhPB/0wv+b3o128Z1vgNc5zcOhq1GqjH+n6Htut/Y9UNabaN0lV/T7wERERERETXG4Oka++uOrVDaKjD9sxDIzGUoTCxGaUaZ8fmS1FI4j3ZA4D0BEMlESD+ahe1Ph8OgN2Dggv4Nxtr1wr8YuMAPgxf64/Tq89j62B7knstH3oV8TFsahKLkEoS/fgAaDwuMeXZ4g76bH9yFIXf7Y9RTQxG9IQ7bnw6HysEMnpOb3o+lqqgKv83cAKmZBJOXTITMQoqob89gzU2b8MDR22Fmq0RhYjE23rcDA272xaTXx8CgNyDnbD6qilo+3l1fq28wA6JJAkAoav1I910v7MXmB3ZCYSWHz3QPTHpzLBSWV7eMiKir1BRqEftpMqzHayBWiVB8sgxxn6fA/jrrq17+RkRERERE1B0weLqGKvIrUZxcgtDFE+Az3QMA4DbRuUGbATf7Gv/bYDDAdZwTSjPKcOqnc42CJ7/Z3hj3wkgAgOMwO1z8JwEX/orFg8fvgEhSN8Mp9UA6YjbFNwqeAm71w5hn6q55hrqhKKkEBz4+1mzwdHzVaVQXV+POnbfAzLbupCm3SS74bvSvOLbyJILfGoecM3nQa/WY8sFESM2lxrFbs/amTUg9mNFiG9dxTliwaU6zz4ukIgTeGwCPEDfI1VJkRObg8LJIZJ3KxZ07bzF+P4i6E6FEgIrkKmRsiIW2RAeptQTOt9ih/2vNzxoiIiIiIiLqSRg8XUMKKzksXM2x773DqCqqgvskF5g7Ndw0t6qoCgc+PIa4bYkozSyHodZg7Hsl9+D6PVBkFjIobRRwGevYIGSx9NYg9UDjUMd3pmeDx/1u8ELEmwehr9U3ObMoKSIVrhOcobCUQ6/TAwCEIgFcxjkh60QOAMDW3xoCkQD/PLwLg+8KgOs4R8gsZK1+X6Z9EoSaspaPkJeqJC0+r3Iww9SPg4yPXcc7w6a/Jf66fStitySi/xyfVusgutbEKjFG/jzQ1GUQERERERF1GQZP15BAIMC8dTdg3/tHsPulf6Et18F+iC1C3h0P13F1e7xseyIM6ceyMO75EbD2s4LMXIqTP55F9N9xjcaTXxHqiKQiyNVXXJMIoatueAw5AChtFQ0em9kqoNfqUZlfBTM7ZaP2lflVyDyejU8cVjV6TuNZd+S5lY8Gt/w2E4eXReLvu7dBIBTAM9QNUz6cCAsX82a/LxovdZuW2rWX11R3SMzEyD6Vy+CJiIiIiIiIyAQYPF1jVj4a3Pj9dajV1iLjaBb+XXwEf92xFY+euRtCsQDxO5MR8u44DHtwsLGP4fvOr6MitxLmjvWzrcpzKyGUCKGwbnpfGYWlDJZebpjw8qhGz4lk9TOsPCe7wXOyG6pLa5C4JwXhrx3AtifDMH/Djc3W0hlL7YiIiIiIiIio+2HwZCIiiQiu450x+qlh2HDnVpRllcPMTgGD3gDhZUvlakprELc9sdPvH7slEfaDbY2PL25OgP0Q22Y38HYPcsH5dRdh1c8SUrOWl70BgMxciv5zfJAZmY0Lf8W22LYzlto1JX5HMrTlOjgMtWu9MRHh1DMxKDpViqDwEaYupUOO33sO2Tvy0f91T3g/6tpkm8qMauyddAy1FXpMPTMWUuv2v7cQEREREVHbMXi6hnLO5SHijYPoP8cHGg81qkurcWR5FNRu5tB4WkAoEsJhqB2Ofh4FpY0CQrEARz47AZmFDBV5FZ1ay7m1MRArRLAfbIvoDXFIO5SBW36f2Wz7EY8G4vyfsfhj9t8Y/vBgWDirUJFfhczIbKgczDDi0SE4+eM5ZBzPgmeoG1T2ShSnlOL8nxfhEdz0B8BLrHwtr/rrCX/9AARCARxH2EOuliEzKhtHlkfBIdAWvtd7tj4AEfVoOWEFKIoqabXdhbcTIDYTobZCfw2qIiIiIiIiBk/XkJmdEmZ2Shz+LAplmeWQWUjhMsYRM/83xTjTaNZXU7FzUQS2PbEHcks5hj04CNpyLY59ebJTa5n19VTse/cwDi09DqWNAtM+DYbXVPdm2yus5Lhj+y3Y//4R7H37EKoKq6C0UcBxhINxo3LbAGvE70hC+OsHUFVYt1fUgJt9m1ye19ms/Sxx8vtzOPXzeegqdVA5mmHQHQMw/uVREIqbnsVFRL1DbbUe516Pg98rnjj93MVm2+XtL0Te/kL4POmGC+8kXMMKiYiIiIj6LgZP15CZrRIz/zelxTaWXuom90Ma/1J9eOM2wRkv5D3WqM3DJxY22e/yvpffp6U9k65fMbnRNZW9EtM/C2m2j/NIhxZnTXWlwXf6Y/Cd/ia5N1FrSmPKceHdBBSdKEVtpR4KJxlcb3OA9+N1swELj5cg7osUFJ8ug65EBzNPBTwfcYHLXHvjGPkHi3B47mmM+m0gUn/PQs6eAkg0EvR/1RPON9sh8dt0JKxKQ21FLRxm2CDgfR+IZHWha+qaLJx+9iLGbQ5EzAeJKIwshcxGAt9n3eF6m0OLtVdmVCP6/UTkhhegtlIPzRAV/N/2hnpw/YEB2TvyEbssGWVxFRCIBTDzUKDfCx6wm2zVBd/NxhJWpUGilsBlvn2zwZNeq8e5/4tHv0XuEJmJmmxDRERERESdj8ETEVEXO3b3OchsJRi8tB/EFmJUJFWiKqPa+HxlWhWsRqrhfpcThDIBCo+V4PSii4DeAJdbGwZDZ16Og+ut9nC93RGpv2Xi5FPRKDlfhtKYCgz60BcVyZU4/3YClO5y+Dzl1qDviUcvwG2hI7wfd0XG37k4vegiZA5S2IU0HRBpi7Q4NOckRGYiBLznA4mFGEnfp+PwvNMIPjASMhspypMqEfnQeTjNsYXfK56AwYCSc+XQFre8b5uh1gBDK6dZCgSAQNTykZaVaVWI/yIFo9cMhkDQfNvEb9MhEAHudzsh7c/slm9MRERERESdhsETEVEXqsnXojKlCgHveMN+mnXdxfGaBm2c5tRvgG8wGGA1RoOqzGokr85qFDw5zrKB73N1y2I1Q82RtTUPGX/nIuTQSAgldTOc8g8VI3NzbqPgyXmuPXyerLtmG2yFipQqxH6a3GzwlPhNOrQlOozfOhQyGykAwHqCBnsnHEPC/9Iw4HUvlJwtg0FrwMDFPhCrxMaxW3P41tMoOFTcYhursWqMXT+kxTbn30qAw/U2sBxu0WybqqxqxC1LwfDv/VsNsoiIiIiIqHMxeOpjBt7WHwNv62/qMoj6DImVGAoXGaKXJEJbpIX1BEsonGQN2miLtLi4NBnZO/JRlVUNQ+1/fS0bv0XbTqrfjF9iIYbURgqrMWpj6AQAZl4K5B8satTXYYZNw8fX2+DCuwkw1BqaDGRy/y2E9TgNJBoJ9Lq66UkCkQBWY9UoOlUKADAfYAaBCDjxWDTc7nSE1Rg1JBat/9My6ENf6MprW2wjbmVJXG5EAXL3FiJ4X8un8F14JwE2kyxhM+HqDzIgIiIiIqL2YfBERNSFBAIBRv0+CDEfJuHsq3GordBDPViFAW95wXqMBgBw6pmLKDxeAp9n3WDup4TYXIzknzKQuSm30XhidcO3baFE0CjoEUoE0Fc3PrVNZiNp+NhWAoPWgJoCLWS20kbtawq0KIosxTa3fY2eU3rIAQAqbyVG/DwQ8Z+nIPL+c4BQANtgSwxc7AOFi7zZ74uZp6JNS+1acu71eHjc7wSRQgRtsc54XV+th7ZYB4lajMLjJcjckofx/ww1tqmtrPve6Mp0ECmEECm55xMRERERUVdh8ERE1MVU3koM/9ofeq0ehcdLELMkCcfvPofJUWMgEAmQvTsf/m95w/N+Z2Of5Ma50VWrztNC7lg/26o6VwuBRACplaTJ9lKNBGYhCvR70aPRc0Jp/QwruxAr2IVYQVuqQ254Ic6/FY9Tz13EmLWDm62lM5balcdXIv7zVMR/ntrg+sWPknHxo2RMT5iAsvgKGLQG7L8uqlH/8LHH4DjbFsNWDWixDiIiIiIi6jgGT10kZX861szZiIW75sJhqF3rHbqJAx8excGPjwMA3Ca5YP5fs43PVZdUI/z1A4jdkoharR6eoa6YvGQiVA5mV3XP2K0J+Puu7bDpb4V79y9od//ChGIcW3kCGZHZyLtQAGtfyw6Nc0ltTS32LT6Cc+tioC3TwmmkA6Z8MBFWvvXLdPa+cwhHPz8BAPCa6m6y0/yoZxFKhLAeq4H3E644fs85VGVV18000tfNUrpEV6ZD9q78Tr9/1rY8qAep6h9vzYN6sKrZfY+sJ2qQsT4HKl8lxG2YFSQxF8Npti2KTpQg4+/Gs7Uu1xlL7cb82TjYOjz3NNzucoTTbFsIpQLYhlg1apcbXoj4lakY/r0/zLwULd6DiIiIiIiuDoMnakSsEGP+htmQWTRcerPpgZ3Ijy7A1KVBEMtE2Pf+Efy54B/ctXsehGJhM6O1TFupQ/hrB6C06/iHv7zoAiTsSobjcHsY9AbgKmeK7HllH6I3xCHk3fFQOZrh8KeRWHPzJtx3YAFkFnWzRYbePxC+13ti1wv/Xt3NqNcrOV+GC28nwHG2LZQeCuhKdIhfkQqFqwxmHgoIRAKoA80RvyIVUmsJBCIB4lemQmwuRk11TafWkv5nNkQKIdSDVMj4OxcFh4sxcvXAZtt7PeSCjL9ycPjmU/B4wBkKZxlq8rUoiiqFzEEKr4dckLw6A0WRpbANtoTMXoqKlCqkr8+BbVDL+ympfJRX/fVYj9M0eV3pLjc+J7eTQm7X8L2sIrUKAGA1Ug2pddOzvYiIiIiIqHMweKJGBELAaUTDk7TSj2UhKSwVc9fNgmdI3alYVj4afDfud1z8JwH95/h06F5HlkfB3NkcandzZJ9seYZEc3yme8D3ek8AwNYn9nR4HAAozSjD6V8uYOpHkzDojrrlNw5D7fBV4M84+eN5jH5qKADAwtkcFs7mkJk33heH6HIyOylkdlLEr0hFVVY1xOZiWI1WI/CL/saZRkNX9seZl2Jx6ukYSCwl8LjfCbXltUhYldaptQz9cgCilyQidlkKZNYSDPrYF3aTmz+BTmolwbh/huLih0mIXpwIbaEWUmsJNMMtYD+j7oQ+iwEq5OwqwPm3E6AtrNsrymmOHfxedO/U2omIiIiIqGdi8HSZs79HY/sz4Xj0zN0ws6v/bXxlYRW+9P8Rk5dMROA9AUg/loUjy6OQdTIHNaU10HipMfKxQATc6tfs2MUpJfh62C+Y/f118Jvtbbwe9n/7Ebs1EQ+fWGi8VppRhr3vHEJSWCq0FVo4BNoh5L3xcAg03ZK9xN0pkKll8Ah2NV6z8rWE3UAbJOxO7lDwVJhYjOP/O4nbt96M46tOdbg2gbDzjkdPCk+FQW+A3431/48UlnJ4BLsicXeyMXgiaiuZjRSBX7R8kqSZp6LJ/ZD6Pe9h/G/rcRrMzJjUqE3o0dFN9ru87+X3aWnPpCHLG7+Hye2kGPxJv2b7WI6wwMifm581da019T26kut8B7jOd2i1HRERERERXb2OrY/qpXxnekIoFiJmU3yD6xc3JwCAMYwoSS2F82gHTF8egpt+uR79Znlj+9PhOPtH9FXXUFVUhd9mbkDu2XxMXjIRN/4wHRIzCdbctAnluRUt9tXX6qHXtfKntmPr0AriCmHlo4HgimOmrPtZoiC2qENjhr26H/63+sFuoE3rja+R/NhCKG0VkGsansZl3c8S+XGFJqqKiIiIiIiIqGfijKfLyCxk8Jrihgt/xWLYA4OM16P/ioVHsCsUlnVhxICbfY3PGQwGuI5zQmlGGU79dA4DF7Q8s6E1x1edRnVxNe7ceQvMbOtmXblNcsF3o3/FsZUnEfzWuGb7rr1pE1IPZrQ4vus4JyzYNKfddVUVVUOmbrysTK6Roaqwqt3jxW1PQsaxLNy/4vZ29+1K1UXVkFvIGl2XqWWoKqw2QUVEREREREREPReDpysMuNkXmx7YiZK0Uli4mKMsqxypBzNw/crJxjZVRVU48OExxG1LRGlmOQy1BgCAwkre3LBtlhSRCtcJzlBYyqHX1c1OEooEcBnnhKwTOS32nfZJEGrKtC22kapMv5GurkqHsNf2Y/xLI6G05olSRF2NS8uIiIiIiMhUGDxdwWuaByRKCS78FYfRTw1FzMY4iOUi+Py3eTUAbHsiDOnHsjDu+RGw9rOCzFyKkz+eRfTfcVd9/8r8KmQez8YnDqsaPafxtGixr8ZLDRhauUEHt0OSa2QoSS9rdL2qqBpyy/YFbpFfnYZAIED/m31RVVw3i0hfo4dBb0BVcTUkCjFE0taPbu8KMo0M1SWNTxKrLq6G3LLxTCgiIiIiIiIiah6DpytIFGL4Xu+J6A2xGP3UUFzYEAfvaR6QmtXNFNJV6RC/Mxkh747DsAfrNwM2fN/yuCJZ3be6tqa2wfWqoobLtxSWMlh6uWHCy6OaGKPlMKYrl9pZ+VgieW8aDAZDg32eCmKLYOPf/KlYTcmPLURRYjFW+v3Q6LkvvL/D1I8nIfBe02xWbO1rifLcClQVVTXY5yk/tgjWPi0fD0+Uf7AIh+eexvhtQ6EZYm7qctrs4tIkxH6aAgCwnqBpsNG5tkSH82/FI3t7PvRaA2yDLRHwnjfk9lcXxGZty0Pk/eeh8lMiKHyE8XpFciXOvR6PknNlqCnQQqKRwHKkBfxe8oDKW9nCiM3L3pmPmI+SUB5fAYWzHN5PuMJ1QftngFXn1yBueQqKokpRcq4MArEA0+MmNGp3YNYJFEWVAgD6v+4J70ddG7UhIiIiIuorGDw1YcDNvlh/2xYkhqUg83g2Rj81zPhcbU0tDHoDhJL6EKimtAZx2xNbHNPMVgGhRIiC2PoNqmtrahsFRe5BLji/7iKs+lkaw6626sqldp5T3HDok+NI/jcNHkF1H6IK4oqQfSYXo9p50tvop4c12gvryOdRKIwrwvTPQ2HlrelQjZ3BI8QVAqEAFzcnYPBCfwB1SyuTwlMxdtGIVnoT9VxCuRBj1g2G2KLhPwsnHrmA0phyDPzAFyKZEDEfJuLYHWcxfvswCMUdm0JZW1mL82/FQ2bb+P1IV14Lma0Ufq94QuEkQ1V2DeJXpOLwvNOYtGs4pNbtew8rOFKMyPvPwfV2R/i/7Y38A0U4vegixCoRHGfZtmusqswaZGzMhSbQHOrB5ig533gWKAAM/qQfdGW1OHjDyXaNT0RERETUGzF4aoJ7sAsUVnJsfyocMnXdhuOXyCxkcBhqh6OfR0Fpo4BQLMCRz05AZiFDRV7zp84JhAL0m+mFqG/PQuOphsJKjhPfnQUMBuCyGUQjHg3E+T9j8cfsvzH84cGwcFahIr8KmZHZUDmYYcSjzR+FbuXbdTNynEc6wCPUFdufCkfIO+Mgkomx7/3DsA2wRr9ZXsZ2Z3+PxrYnwzD/7xvhNsG5ybGsfS1hfUWtZ/+IRllGeaM+H9t8iYAFfrh+xWQ0R1uhRcLuutkaJamlqC6tMZ5M6DrOCUqbun2ktj6xB+f+iMELeY81O5a5kwqD7xyAiLcOQSASQOVohiPLoiCzkCLwHv8WvkNEPZtACFgOb7ict/B4CXIjCjHqt4GwDa6b2WjmrcDeoOPI2poHp9ntC24uifsiFQpnOZRuchSdKm3wnIW/CoM/6dfgmmaIOSImHEPu3kI432zXrnvFLk+BZqgFBn1YdyiEzXgNKpIqcfHj5HYHTxb+Zph6eiyAullizQVP5n5m7RqXiIiIiKg3E5q6gO5IJBGh3w1eKMsqR79ZXo32G5r11VRoPNXY9sQe7HllP/rd4IWAW/s1M1q9yR9MhOt4J+x5ZT92LtoLz1BX+M70atBGYSXHHdtvgd1AG+x9+xDWzduM8Nf2ozi1FI7D2/eBq7PN/nYaPIJdsOO5vfjn4V2w9NJg7u+zIBTX/zWqqaibcWVmd/WbhteUXxqr5eU1FXmV2HTfDmy6bwdSD2SgNL3M+DgvusDYTluhg7INdYW+PxGD7uiPf989jL/v2g6hRIhb/5oNWROn3VHPl7omC1td/0V1bsO9vWoKtdjqvg/Jq+tmJRYeL8Gxu89i99DD2O69H/umRCLtz+wWx65IrcIWp3+R+U9ug+vn3ohH2KgjDa5VZlTjxBPR2BlwENu89uPQTSdRfLphKHOt5YQVQKwWwyaoPihW+ShhEaBCblhBCz2bV55UicSv0hDwrneb+0gs635Hotfq23Wv2mo98g8WwfEGmwbXnW60Q1lsBSpS23cip0DYwU3yiIiIiIj6MM54asa0T4Ix7ZPgJp+z9FJj/oYbG10f/1L9vkxuE5wbzaxR2ihw088zGvULXdxwjxCVvRLTPwvpQNWdR6/TQyAUNPigJbOQYfpnoZj+WfP9Mo9nw3OKG6z7tW/fp6ZmNGVGZkMkFWLYA4Na7Kt2s2hxFtPl4414JLDVdmKZCCHvjEfIO+ObbWPQG+r+tLaZO3V7DjNscPblWGRuzoXHffUz7rK25gGAcVZMZVoVrEaq4X6XE4QyAQqPleD0oouA3gCXW6/uxDhtkRaH5pyEyEyEgPd8ILEQI+n7dByedxrBB0ZCZiNttq+htvW/hwIBIBC1PzQpj6+AylvRYF83AFD5KlAW1/wMz5acfyMezvPsYRGgarGdQW+AodaAqqwaxCxJhNxJBocZNi32uVJFciUMWgPMfBqG1yrfusdlcRVQul79aaRERERERNQ8Bk/UiLZch08cVsFtkgvm/zW7XX3Tj2Zh5v+aXxbXrrGOZCJgfn+YO7X8AbUtStJKoa3QYuh9nbNp+b/vHcbRz08AALymunfKmGQaEgsxbEOtkPF3w+Ap4+8c2AZZQmpZt6eQ05z6GYcGgwFWYzSoyqxG8uqsqw6eEr9Jh7ZEh/FbhxpDJusJGuydcAwJ/0vDgNe9mu17+NbTKDhU3OL4VmPVGLu++WW6zdEW6SCxaPzPhEQtgbao6WVmLcnemY/C4yUI3jey1bYnn4pBxl85AAClhxyj1wxqspaWaIt0dfVe0U+irnusLdS1azwiIiIiImo/Bk/UwJC7AuA9zQMAIDVvfpZFcx6KvLPTahn3QusfTtvKwsUcT8be32njDXtwEPxuqFsqJFNzCV5P5zzHDlGPXEBlWhUULnJUZVcj/1AxAj/3M7bRFmlxcWkysnfkoyqrGob/Dqi8tAzsauT+WwjrcRpINBLodXXTlwQiAazGqhvtgXSlQR/6Qlde22IbsVnLJ2JeC7VVepx/Mx6+i9zbtEG434vu8HzAGZXpVUj8Jh1H5p/BuL+HQOHCGUpERERERD0JgydqQOVoBpUjN8ZtjbmjCuaOVz8Ti7oHuylWEClFyNiYC+/HXZG5OQ8imRD20+uXdp165iIKj5fA51k3mPspITYXI/mnDGRuym1h5LapKdCiKLIU29z2NXpO6dFy0GLmqWjTUruOkGjEqMyobnRdW6yFRNO+fz4Sv0kDhHUhn7a4bqaRvkYP6AFtsQ4ihRBCaf1+cUo3BZRugCbQHHYhVgifcAzxX6Zh4Ps+7aofAHSlDWc2Xbp/Z4SGRERERETUMv7UTUR9nkghgsN0a2PwlLExB3ZTrSFW1s0Uqq3SI3t3Pvzf8obn/fXL8ZJb2etaKKsLUvQ1DZMhbbG2wWOpRgKzEAX6vejReAxpy2dAdOVSOzNvJfL2FcFgMDTY56ksrhIWA9oXUJfHV6IisQq7Bh1q9NzOAQcx8AMfuN/l1GRfkVIElY8SFUmV7bqn0l0BgUSAsrhK2AbXX7+0P5XKp+WDC4iIiIiI6OoxeCIiQt0eTscWnkVuRAGKIkvh/bir8blLM3OEkvrwRVemQ/au/BbHlNlI/gs+6jfi1tfoGwVF1hM1yFifA5Wv0hh2tVVXLrWzC7VC3PIU5O8rgs2kupPtyuIrUHK2rMH3py28H3eFy632Da7Fr0hFWXwFhizzg5lX8ydOakt1KL1QDodZ7dtcXCQTwnqcBpn/5MLzgcv279qUC5WvkhuLExERERFdAwyeiIgA2EzSQGIpxqnnLkKsFsMutP5kRomFGOpAc8SvSIXUWgKBSID4lakQm4tRU13T7JgCoQAOM2yQ9EMGzDzkkFhJkPxDBmAAcNnyN6+HXJDxVw4O33wKHg84Q+EsQ02+FkVRpZA5SOH1kEuz9+jKWTuWIyxgG2yJU89dhP+bXhDKhIj5MAkWA8zgcH19CJS6Jgunn72IMX8OhvU4TdN1+iqNp8ldkrY2G5WZ1Q36XFyaBF1pLSxHWkBqLUFlahUSv8uAvkbfIDzKP1iEw3NPY/CyfnCd3/zm7r7PuOHw3FM480osnG6wRf6BImRsyMGwVQMatAsbdQQKV3mrM8My/6lbWlkWWwGDvv6xOtAcSu4/RURERETUSJ8OnvIvFpq6BOrl+Hes5xBKhHCcZYuU1Zlwvc2h0RK3oSv748xLsTj1dAwklhJ43O+E2vJaJKxKa3HcgMXeOPNCLM69Hg+xSgSvR11h5q1E9vY8YxuplQTj/hmKix8mIXpxIrSFWkitJdAMt4D9DOsu+XrbauiqATj/VjxOvxgLg84A2yBLBLznDaG4Pjmrrahbcyi1bf+BBFdSDzJHwtdpSPszG7UVtZA7yGA1Wo3hXw+A0r1+VpSuom6Wl8yu5XtajVZj+LcBiPkoCWm/Z0HuLMPgpf3geINtg3a1FXrI2lB/1EMXmnw8eFk/KFsIwIiIiIiI+iqBwdDatrS9T0pKCvoP6I/KivbtF0LUEQqlAtEXouHm5mbqUvqsqKgoDB8+HBO2D4V6sLmpy+l2Li5NQsKqNEyLHg+BsG6mVnucfDIaNYVajPplUBdV2FjMR0nI2paHSWHDG+w/1RHlSZWIGHcM47cEQjPU4qprM9QaYDAA29z2of/rnvB+tPGyxOLTpdg//QQiIyMxbNiwq74nEREREVF31SdnPLm5uSH6QjTy8vJab0x0lWxsbBg6UbdXW6HHNrd9sJ6gwZi1g9vVt+BYCQK/8OuiyppWeKwYPk+6XXXoVDdWCWwmaToldAKAgzeeRFFUaaeMRURERETU0/XJ4AmoC58YBhARAW53OsJuat2SPrGq/RuRhx4e1dkltWrMuvaf0tccl3n2cJln33rDNhqyzM+4FFDhJOu0cYmIiIiIeqI+GzwREVEduYMMcgcGJJ3lyk3UiYiIiIj6MmHrTYiIiIiIiIiIiNqPwRMREREREREREXUJBk9ERERERERERNQlGDwREREREREREVGX4ObiRNRnlMVVmLoEIgD8u0hEREREfQeDJyLq9WxsbCBXynHyiRhTl0JkJFfKYWNjY+oyiIiIiIi6lMBgMBhMXQQRUVdLSUlBXl6eqctoUlVVFRYtWoQTJ05g+fLlGDVqlKlL6rGOHj2KZ555BkOHDsUnn3wCuVxu6pKaZWNjAzc3N1OXQURERETUpRg8ERGZUGVlJW688Ubs378fW7ZsQUhIiKlL6vHCwsIwa9YsTJgwARs3boRCoTB1SUREREREfRY3FyciMpGKigrMnj0bBw4cwNatWxk6dZLQ0FBs2bIF+/fvx+zZs1FRwf2UiIiIiIhMhTOeiIhMoKKiAjfccAMOHz6MrVu3IigoyNQl9ToRERGYOXMmxo4di02bNkGpVJq6JCIiIiKiPofBExHRNVZeXo4bbrgBR48exdatWzFp0iRTl9Rr/fvvv7j++usxevRobN68meETEREREdE1xuCJiOgaKi8vx6xZs3Ds2DFs27YNEydONHVJvd6+ffswY8YMjBo1Cps3b4aZmZmpSyIiIiIi6jMYPBERXSNlZWWYOXMmoqKisG3bNkyYMMHUJfUZ+/fvx4wZMzB8+HBs2bKF4RMRERER0TXC4ImI6Bq4FDqdOHEC27dvx7hx40xdUp9z4MABTJ8+HcOGDcOWLVugUqlMXRIRERERUa/H4ImIqIuVlpbi+uuvx6lTp7Bjxw6MHTvW1CX1WQcPHsT06dMRGBiIrVu3MnwiIiIiIupiDJ6IiLpQaWkpZsyYgTNnzmDHjh0YM2aMqUvq8w4dOoTrrrsOQ4YMwdatW2Fubm7qkoiIiIiIei0GT0REXaSkpAQzZszA2bNnsXPnTowePdrUJdF/Dh8+jOuuuw6DBg3Ctm3bGD4REREREXURBk9ERF2gpKQE06dPx/nz57Fz506MGjXK1CXRFY4cOYJp06Zh4MCB2LZtGywsLExdEhERERFRr8PgiYiokxUXF2P69Om4cOECdu3ahZEjR5q6JGrG0aNHMW3aNAwYMADbt2+HWq02dUlERERERL0Kgyciok5UXFyM6667DjExMdi1axdGjBhh6pKoFcePH8fUqVPh5+eHHTt2MHwiIiIiIupEQlMXQETUWxQVFWHatGm4ePEidu/ezdCphxgxYgR2796NmJgYTJs2DUVFRaYuiYiIiIio1+CMJyKiTlBYWIhp06YhPj4eu3fvxrBhw0xdErVTVFQUpkyZAh8fH+zcuRMajcbUJRERERER9Xic8UREdJUKCwsxdepUJCQkYM+ePQydeqhhw4Zhz549iI+Px9SpU1FYWGjqkoiIiIiIejzOeCIiugoFBQWYOnUqkpKSsGfPHgQGBpq6JLpKJ0+exOTJk+Hp6Yldu3bB0tLS1CUREREREfVYnPFERNRBBQUFmDJlCpKTkxEWFsbQqZcIDAxEWFgYkpKSMGXKFBQUFJi6JCIiIiKiHovBExFRB+Tn52Py5MlITU1FWFgYhgwZYuqSqBMNGTIEYWFhSElJweTJk5Gfn2/qkoiIiIiIeiQutSMiaqe8vDxMmTIF6enpCAsLw6BBg0xdEnWRM2fOIDQ0FC4uLti9ezesra1NXRIRERERUY/CGU9ERO2Ql5eHyZMnIyMjA+Hh4QyderlBgwYhPDwc6enpmDx5MvLy8kxdEhERERFRj8LgiYiojXJzcxEaGoqsrCyEh4dj4MCBpi6JroGBAwciPDwcmZmZCA0NRW5urqlLIiIiIiLqMRg8ERG1QU5ODkJDQ5GTk4Pw8HAEBASYuiS6hgICAhAeHo7s7GxMnjyZ4RMRERERURsxeCIiasWl0Ck3Nxfh4eHw9/c3dUlkAv7+/ggPD28QQhIRERERUcu4uTgRUQuys7MRGhqKgoIChIeHo3///qYuiUwsOjoaISEhsLKyQlhYGOzt7U1dEhERERFRt8UZT0REzcjKykJISAgKCwsRERHB0IkAAP3790d4eDgKCgoQGhqK7OxsU5dERERERNRtMXgiImpCZmYmQkJCUFxcjIiICPj5+Zm6JOpG+vfvj4iICBQWFiIkJARZWVmmLomIiIiIqFti8EREdIVLoVNpaSkiIiLQr18/U5dE3ZCfnx8iIiJQXFyMkJAQZGZmmrokIiIiIqJuh3s8ERFdJiMjAyEhISgvL0dERAR8fHxMXRJ1c7GxsQgJCYFKpUJ4eDgcHR1NXRIRERERUbfBGU9ERP9JT09HcHAwKioqGDpRm/n6+iIiIgLl5eUIDg5GRkaGqUsiIiIiIuo2GDwREQFIS0tDcHAwqqqqGDpRu/n4+CAiIgIVFRUIDg5Genq6qUsiIiIiIuoWGDwRUZ93KXSqqalBREQEvL29TV0S9UDe3t6IiIhAVVUVgoODkZaWZuqSiIiIiIhMjsETEfVpqampCA4Ohk6nQ0REBLy8vExdEvVgl8KnmpoaBAcHIzU11dQlERERERGZFIMnIuqzUlJSGoROnp6epi6JegEvLy9ERERAp9MhODgYKSkppi6JiIiIiMhkGDwRUZ+UnJyM4OBg6PV6REREwMPDw9QlUS/i6emJiIgI1NbWMnwiIiIioj6NwRMR9TlJSUkIDg4GAIZO1GU8PDywd+9eGAwGBAcHIzk52dQlERERERFdcwyeiKhPuRQ6CYVCREREwN3d3dQlUS/m7u6OvXv3AgCCg4ORlJRk2oKIiIiIiK4xBk9E1GckJiYiKCgIIpEIERERcHNzM3VJ1Ae4ubkhIiICQqGQ4RMRERER9TkMnoioT0hISEBwcDAkEgn27t0LV1dXU5dEfcil8EksFiMoKAiJiYmmLomIiIiI6Jpg8EREvV58fDyCg4MhlUqxd+9euLi4mLok6oNcXV0REREBqVSKoKAgJCQkmLokIiIiIqIux+CJiHq1uLg4BAcHQy6XIyIiAs7OzqYuifowFxcXREREQC6XIygoCPHx8aYuiYiIiIioSzF4IqJe61LopFQqGTpRt+Hs7Izw8HAolUoEBwcjLi7O1CUREREREXUZBk9E1CvFxsYiKCgIKpUKERERcHJyMnVJREZXhk+xsbGmLomIiIiIqEsweCKiXufixYsICgqChYUFwsPD4ejoaOqSiBpxcnJCREQEVCoVgoODcfHiRVOXRERERETU6Rg8EVGvEhMTg+DgYGg0GoZO1O05OjoiIiICFhYWCA4ORkxMjKlLIiIiIiLqVAyeiKjHSkhIgFarNT6Ojo5GcHAwLC0tER4eDgcHBxNWR9Q2Dg4OiIiIgEajQUhICKKjo43PabVann5HRERERD0agyci6pGys7PRv39/7N69GwBw4cIFBAcHw9raGmFhYbC3tzdxhURtZ29vj/DwcFhaWjYIn3bv3o3+/fsjOzvbxBUSEREREXUMgyci6pHWr18Pg8GAUaNG4fz58wgJCYGtrS1DJ+qxLoVP1tbWCA4OxoULFzBq1Cjo9Xr89ddfpi6PiIiIiKhDGDwRUY+0Zs0aTJkyBVlZWQgJCYGdnR3CwsJgZ2dn6tKIOszOzg7h4eGwtbVFcHAwsrOzMWXKFKxZs8bUpRERERERdQiDJyLqcTIyMrBv3z6MGzcOISEhcHBwwJ49e2Bra2vq0oiu2uUz94KDgzF+/Hj8+++/yMzMNHVpRERERETtxuCJiHqc9evXQyQS4bPPPoOjoyNWrFiBlStXYsiQIViyZImpyyPqsCVLlmDIkCFYuXIlVq5cCQcHB3z22WcQiURYv369qcsjIiIiImo3Bk9E1ON8//33MBgMEIvFqKysxKRJk7Bs2TIMHjwYs2fPNnV5RB02e/ZsDB48GMuWLcOkSZNQVVUFkUgEg8GA77//3tTlERERERG1m8BgMBhMXQQRUVulpKTA3d0dAKBWq3HTTTdh7ty5mDJlCmQymYmrI+oc1dXV2L17N9atW4e///4bxcXFAIDk5GS4ubmZuDoiIiIiorZj8EREPUplZSXmzZuHu+++GzfeeCOkUqmpSyLqUjU1Ndi4cSN++uknrFu3DgqFwtQlERERERG1GYMnIiIiIiIiIiLqEmJTF0BkKikpKcjLyzN1GdQH2NjYcHlUN8DXPHU3fG8gIiKivoDBE/VJKSkp6D+gPyorKk1dCvUBCqUC0Rei+QHThFJSUuA3wA9VFVWmLoXISK6UI+ZCDN8biIiIqFdj8ER9Ul5eHiorKjHzf1Ng3c/S1OVQL5Z/sRBbHt2NvLw8frg0oby8PFRVVGHQFz5Q+XKPJDK9sthKnHkyju8NRERE1OsxeKI+zbqfJeyH2Jq6DCK6RlS+ClgMUpm6DCIiIiKiPkNo6gKIiIiIiIiIiKh3YvBERERERERERERdgsETERERERERERF1Ce7xRNTDfDV0NbynuWPKh5Pa1e9jmy8R9NZYjHpiaBdVVq+2phb7Fh/BuXUx0JZp4TTSAVM+mAgr35Y3cj/7RzRO/nAOhfFF0FbqYOFiDv95/TDqyaEQy0QAgOrSGhz/8iQSdqegML4IIpkIjkPtMPG1MbD1t+7yr42ou9o7Ogq2UzTwX+zVrn47nA+h3+vu8HzEqYsqq6ev0SP2wxRkrM9DbVktNCPMMeA9T5j5tL7he+GxUsS8k4TS8+WQWkvgercDPB9zgkAg6PK6iYiIiKjjGDwR9TBzfpoOuUbW7n53bL8ZFi7mXVBRY3te2YfoDXEIeXc8VI5mOPxpJNbcvAn3HVgAmUXztVcVVsMz1BWjnx4KmbkMmVHZOPjxMZSml+G6ZcEAgJK0Upz66TwG3TkAE14dhdqqWhxbeRK/Tl+Phbvnwrqf1TX5Gom6m6Hf+UGiFrW73+hNA6Fwaf97SkdceD0JWZvy4PemB+QOUiR8noZj889jfPgQSCya/5GkPLESkXech/UkDXxfdEPphXJcXJICgUhwTQIzIiIiIuo4Bk9EPYz94I6dwuc0wqGTK2laaUYZTv9yAVM/moRBdwwAADgMtcNXgT/j5I/nMfqp5mdcjXh0SIPHbhOdUVNWg+OrTmPq0kkQioRQu1ngweN3QKKUXNbOBV8N/Rknvj+HKR9M7JovjKibsxho1qF+muHXJpCuyqhG+u/ZGPC+F1wW2AEALIaY4d9RUUj7JRuejzk32zfpfxmQWEow5EtfCKVCWE9UoyZfh4TP0+B+rwOEMu4cQERERNRd8Sc1om7k5I/n8FXgz1jm+jXW3rIJ2adz8bHNlzj7e7SxzVdDV2P3S/8aH299Yg9+mPAHUvan46eQtVju9jVWT/0TWSdzGoz9sc2XOLriRJd/DUnhqTDoDfC70dt4TWEph0ewKxJ3J7d7PLmlHHqtHga9AQAgNZM0CJ0AQKqSwNJTjbKs8qsrnqibSl2djb2jIrHL+wiOLziPkrPl2OF8COlr6l/ne0dH4fz/JRgfn3kmDgdCT6LgYDEOTjuF3T5HcGjmaRSfLmsw9g7nQ0hcldHlX0Pev8Uw6AGHWfVLYqWWElgHaZAbVtRy3/Ai2F1nCaG0/scWxxutoSuuRVFkaVeVTERERESdgMETUTcRty0Ru57fC49gV8z5aTrcg1yw6f6dbepbnlOBPa/uw8jHA3HDt9Ogq9bh77u3o1Zb264aDHoD9Dp9y39q9S2OkR9bCKWtAnKNvMF1636WyI8rbFMdep0e2got0g5lIPKr0wi8LwAiSfNLiKqKq5EXXQDrfi3vIUXUE+XsLMD5lxNgHaTB0O/8YDVRjVMPX2xT3+ocLS68kQSPR50wZFU/6KsNOHl/DPTall/HV6p7b2j5j6HW0OIY5XGVkNpIINE0nGyt8lGgPK6y2X66ilpUZdRAdcU+UGY+CkCAFvsSERERkelxqR1RN3Ho00i4TXTGdctDAACeoW7Qa/XYv+Roq30rC6uwYNMc2PSv299IopRgzZyNyIzMgcsYxzbXsO2pMJz7I6bFNhau5nj4xMJmn68uqoa8iX2cZGoZqgqrW61Br9PjE4dVxscBC/wQ+t6EFvvsfesQIAAC7wlodXyinib+szRYjbfAwI/rZhHaBGtg0BoQ93Fqq321RTqMWh8AlZ8SACBSCnFs3nkUnyiD5SiLNtdw9rl4ZKzLbbGN3EWGoCPDmq+lWAeJReMAWawRQ1uka7afrrjuObG64Y8sQqkQIoWwxb5EREREZHoMnoi6AX2tHjln8hD89tgG131meLYpeFI5mBlDJwCw9qub+VOaUdZclyaNf3Ekht0/qMU2Iln7Ny9uD6FYiIW75kJXXYuskzk4/Gkktj0ZhutXTm6y/ZnfLuD06vOYsSIU5k6qLq2N6Foz1BpQerYCfq+7N7hud51lm4Inmb3UGDoBgFm/uv+uyqxpVx0+i1zgdm/L+8QJpTxdjoiIiIgaY/BE1A1U5FVBr9NDYd1wKYnSpvUjxgFArm44w0gkrQuHaqvbt9TOwsW89fCmlc+WMo0M1SWNP9RWF1dDbtm2k7MchtZtPOwyxhFqNwv8fdc2DHtgkPH6JQm7k7Hzub0Yu2gEBi7o36axiXqSmnwtDDoDJNYN/7mW2kia6dHQlafcCSV1L2B9VfuW2smdZZA5tvz6FbTy3iBRi6EtbfyepCvSNVp+d7lLM510JQ376mv0qK3Ut9iXiIiIiEyPP60RdQNKGzmEYiEq8xvuVVKRd233LumMpXbWvpYoz61AVVFVg32e8mOLYO3T/j2YHALrTvErTCxuEDxlHM/Cpvt2IGC+Hya8Mqrd4xL1BFJrCQRiAbT5DZeT1eRpr2kdnbHUzsxHgZpcLbRXBE1l8ZV1+zU1Q6wUQe4kbbSXU3l8JWBAi32JiIiIyPQYPBF1A0KREHaDbBC3LQnDHx5ivB67NfGa1tEZS+08QlwhEApwcXMCBi/0BwBUFVUhKTwVYxeNaHdNaYczAQAaj/r9aPJiCrD+ti1wm+CMaZ8EtXtMop5CIBLAfKASOTsK4P5A/X5tOdvbtlF/Z+mMpXY2k9QQCIHsrflwud0eQN0eVPl7i+D9jEvLfUM0yNlZgH6vuUEoqTsXJWtTPsRqETQjzNvxlRARERHRtcbgiaibGPvccGxYuA07nglHvxu9kXMmD+fWRNc9eY3On1S7WUDt1vYNh5ti7qTC4DsHIOKtQxCIBFA5muHIsijILKQIvMff2O7smmhsfyoc8/+aDdfxzgCA32dtgO9Mr7rT6YRAZmQOjq08Cc/JbnAcVvdBtTy3An/O2wyxXIzhjwxB1sn64+Sl5lLY+FmBqDfxftoFJ+6NwdkX4uEwyxolZ8uR/ud/f++F12ZfJYWrHArXqxtD7iSD8232iHkvGQKRADIHKRK+SIfYXAyXO+2N7dLX5eLcojiMWOMPq7FqAIDHo07I3JCH04/FwvVuB5RFVyBxVQZ8X3KDUMoDeomIiIi6MwZPRN2EzwxPTP14Eg4vj8L5Py/CcZg9pn4chHVzN0Nm3ra9kbqL0PcnQmImwb/vHkZNmRbOoxxw61+zIbv8tDt93cbJhstOYLcPtMPp1edRklYKoVgItbsFxr84EoH3DTS2yY8pRGlGOQBg7c2bGtzXdZwTFmya05VfGtE1ZzfNCv5LPJHwRToy/8qFeqg5/Jd4IfK2C02eEtedDXjHA2IzIS6+nwJdWS0sR5pjxBp/SCwu+3FEb4ChFsBl7w1mngoM/80fMW8nIequC5BaSeCzyBUeD7f91E4iIiIiMg2BwXD5xz6iviEqKgrDhw/HXXvmwX6IranLadbpX85jxzMReCjqzqueiUSmkX0qFz9PXofIyEgMG9b8/jfUtS695sduHwSLQT3/9MO037Nx7vkETDo8FApXeesdqNspOVOGQ9PP8L2BiIiIej3OeCLqJioLq3Dw42Nwm+ACqUqCrJM5OPxpJHxmeDJ0IurDagq1iF+WBuvxaojMRCg+VYaEz9Nhd50lQyciIiIi6vYYPBF1EyKxEEWJJbiwPhzVxTVQWMvhf6sfgt4Ya+rSiMiEhBIhKpOqcHZDHnQltZBai+F0iw36/Z+7qUsjIiIiImoVgyeibkJqLsUtv880dRlE1M2IVSIM+3mAqcsgIiIiIuoQHgVDRERERERERERdgjOeiKhJW5/Yg+yTubh3/wJTl9ImxSkl+HrYL42uOw63x507bjFBRUQ9z5ln4lByugzjwwJNXUqbVCRXIfr1RJScq4C2UAuJRgzNCHP4vuQGM29Fg7Y5uwoRtzQVZRcrILOWwHmBHbyfdYFAJDBR9URERER9A4MnIupVJr42Gm4TnI2PpSqpCashoq5UW14LqZ0U/WbbQO4kRXWOFgkr0nHs1nMYt2sIpFYSAEBRZClO3BcNxzk26PeKG8piKhD7USpqK2rh94aHab8IIiIiol6OwRMR9SqWXho4jXAwdRlEdA2Y+5th4FLvBtcsBpth/8STyNtbBKebbAEAcZ+mwiLADIO/8AUA2ARrAANw8YMUeDzqBJktA2oiIiKirsLgiegay4suQMRbB5EZmQ1dVS3MnVQYdMcAjH5qKAAg/VgWjiyPQtbJHNSU1kDjpcbIxwIRcKufcYyU/elYM2cj5q6dhTO/XkDC7mTINXJMen0M/Of2Q+TXp3Fs5Uloy7XwnemFKR9NglgmAgCc/T0a254Mwx3bb8a+944gIzIbShsFxj0/AoPuaHkD49KMMux95xCSwlKhrdDCIdAOIe+Nh0OgnbFN3LZEHFx6HAVxhRCKhNB4qjHh5VHwmsoTuKjvKoupQMx7ySiOKkNtlR5yJylcbrOD52N1s/OKjpciYUU6Sk6XQVdSC6WnHB4PO8Fprq1xjIKDxTg27zyG/zoAab/nIC+sEBKNGL6vusHpJlskf5eJpFUZ0FXUwn6GNfwXe0Ioq9vKMX1NDs4+F4/RmwYi9oMUFEWVQWojgfezLnBZYNdkzZdUZVTj4pIU5IUXobayFuohKvi95QH1YJWxTc7OAsQvS0N5XCUEYgGUHnL4PO8K28mWXfDdbJnEsu5HG0ONwXit9GwFnBfYNmhnHayB4d1k5EUUw3lew+eIiIiIqPMweCK6xv66YyuUtgpM/ywEMnMZChOLUZpRZny+JLUUzqMdEHhPAEQyEdKPZmH70+Ew6A0YuKB/g7F2vfAvBi7ww+CF/ji9+jy2PrYHuefykXchH9OWBqEouQThrx+AxsMCY54d3qDv5gd3Ycjd/hj11FBEb4jD9qfDoXIwg+dktybrriqqwm8zN0BqJsHkJRMhs5Ai6tszWHPTJjxw9HaY2SpRmFiMjfftwICbfTHp9TEw6A3IOZuPqqLqFr8n+lo9YGixCSAAhKLWz0PY9cJebH5gJxRWcvhM98CkN8dCYSlvtR9RV4q6JxpSGwkCPvGG2FyEiqQqVGfWGJ+vTK+GZqQ5XBfaQygTouhYKc4+///t3Xl4VNXdB/Dv7Ftmn+x7SIAQ1oCAkVXAUqGCYlGLtVqXFqu0aq32rbbFnVrq8qrFvmqpbd0LiAoICig7WdiSQEhC9o3syySzz/vH1IRhkgmTZEDD9/M8PA+599xzz1xyh8w3v3NuMdwuN6KXewdD+b89g6jloYhZEYbKf5/FiVVFaM/vRMepTox5Lgmd5RYUrC6DMk6GpFUxXsceu7cQsbeGI/EX0aj5uAF5DxVDFi5B6NzeAyJ7iwOHrs+DWCVE6lOJEKtFKP97LbKW52PG3kmQmSToLLXg6D2nEbnEhJTfxgEuoD3fDHurw+81cTvdcPdz3wsEuKA1mNwuN9xON6y1Npx+rhzyKCnCvm/o3u+yuiCUer9/CKWefs1Fnf32T0REREQDx+CJ6CLqbOxCa1kbrn56BpIXJgAA4mZGe7VJvSGl++9utxuxGVFor+7AsX/k+QRPo64bgYyHrwAARKaH4fSnZ3ByQyHuzloBkcRT4VSxrwoFm4t9gqe05aMw/VeebYlXx6GltA37ns/sM3jKWncc1lYrbt2+DKpQpWfss2Lw5rR/I/PVo5jzxwycPdEAl92F+c/NhFQt7e67Px9cvxkV+6v9tonNiMLNm5f2uV8kFWHiHWlImBsHuVaK6uyzOPhCNmqP1ePW7cu6rwfRxWZrsqOr3IrRqxMQdo0nDDFepfVqE7nE1P13t9sN/XQNLDVWVP6rzid4Cl9sRPIDsQAA7cQQnN3aiNpNDZi5fxKEEk+40ry/DbWfNvoET1E3mpB0v+c9xzRHh65yC4r/Utln8FT2Rg0cbQ5M/8wTMgGAcYYWe2YeQem6aox6LB5tuWa47W6kPp0IcYiou+/+ZN6Uj+YDbX7b6K/UYOpHaf32deKXRajZ0AAAUCTIMOW9MZBoen7EUSbK0Xq0w+uY1hzP1/Zm/wEZEREREQ0Ogyeii0hhkEMTq8aepw7C0mJB/KwYqKNCvNpYWizYtyYTRVtL0F5jhtvp7j72fPFzej5UyjQyKE0KxFwZ6RWy6EfoULHPN9RJWZTo9fXIHyRh9x/2w+V09VpZVLq7ArEzoqHQy+FyuAAAQpEAMRlRqD1yFgAQOsYIgUiAT3+2A+NvS0NsRiRkGlm/1+WatbNh67D7bSMNkfjdHxKhwoLnZ3d/HXtVNEyj9djwoy0o/KwEo5cm9zsOomCQ6MWQx8hQ+Fw57C0OGGdoIY/yvi/sLQ4Ura3A2c+bYK21we3sOfZ8ppk9oZVEI4bUJIF+uqY7dAIAZZICTb2EOuHfN3p/fa0RBU+Wwe1091pZ1PBVCwwZGkh0Yrgc/y1PEglgmK7pDnLUqUoIRMDxXxQiZkUY9NM1XqFPX9KeS4LD7PTbRqy6sMA4+eFYxN8Zia4qK8reqEHWzfmYumksFNGe6xz7kwjkPVSMsjdqELnMBHNhFwrXlEMggqesioiIiIiChsET0UUkEAjwww9/gD3PHMIXj3wNu9mB8AmhmPvkVYjNiAIAbL1vJ6oya5Hx6ykwjjJAppbi6PpcnNpU5NOf/LxQRyQVQa49b5tECIfV9zf6ylDvR42rQhVw2V3oarRAFab0ad/VaEFNVh3WRqzz2adL1AAADMk6LHtnEQ6+kI1NP9kKgVCAxKvjMH/NTGhi1H1eF12S9oKm2gUqaUE8JCox6o7VM3iiS0YgEGDKO6koXFOOk78rgbPTBc14FUb9IQGG6Z5758QDRWjJaseIB2IQMlIJsVqEirdrUbu50ac/sdb7v26BRAixxjugEUoFcFldPsdKjd7HSk0SuO1u2JrsvS6wbW9yoDWnAzviD/rsUyR43mtUIxSY9I/RKPnfKhy9qwAQCmCao0Pq04ndwU9vlInyC5pqdyGUcXIgzlMBFnq1DntmHEHJa1UY83QSACB6eSg6Tnai4MkynPpDKQRSAZIfiEHZGzWQhfsPtYmIiIhocBg8EV1khmQdlrz1PTjtTlQfrsXXTx/ChhVbsPLETyAUC1C8vQxzn8xA+t3ju49xvzX04+is74I6sqfaylzfBaFECIWx9/WQFHoZ9ElxmPHoVJ99IlnPh97EeXFInBcHa7sNJV+WY9dj+7D1/p24aeOSPscyFFPtiL7NVCMUmPi3UXDZXWjJakfhcxU4cvspzM6eDIFIgPovmjH6DwmI/2lk9zHlvrnRoNkaHZBH9oRBtgY7BBIBpIbewxeJXgxTog7JD8f67PtmjSQACJ2rR+hcPRztDjTsasGp1aXIfaAIV3zQ9zS5oZxqdy6RQgRVshKdpZbubQKhAKNXJ2DEQzGwVFohj5bB7XCjcE0FdOl9h+JERERENHgMnoguEZFEhNirojFtVTo23roFHbVmqMIUcLvcEJ4zVc7WbkPRtpIhP3/hZyUIH9/zJKfTn5xB+ITQPhfwjp8dg/wPT8MwUg+pqv8KAZlaitFLk1GTXYeTGwr9th2KqXa9Kf68DHazAxGT/D+1i+hiEUqEMFypReIvnDhyRwGstTZIQyWACxBIeoIcR4cT9dubh/z8dVsboRmr6vl6SyM041R9LuBtnKFF9YZ6qFIUECv7n/YmVosRcZ0JLUc6UPtxg9+2QznV7lyOdgc6TpoRvsjos0+iEUMyxvOjT+Hz5VDEyWCcqfVpR0RERERDh8ET0UV0Nq8Bu3+/H6OXJkOXoIW13YpDL+ZAG6eGLlEDoUiIiElhOPxyDpQmBYRiAQ69dAQyjQydDUP75KW8DwogVogQPj4UpzYWofJANZa9u6jP9lNWTkT+R4V477pNmPyz8dBEh6Cz0YKa7DqERKgwZeUEHF2fh+qsWiReHYeQcCVay9uR/9FpJMzxrZY4lyFl8I9c3/X4PgiEAkROCYdcK0NNTh0OvZiDiImhSLk2sf8OiIKkPd+MgifKEHGdEYp4ORztTpS8UgVFrAzKBDkEIgE0E1UoebUKUqMEArEAJa9UQawRwdYwtGVP1R81QCQXQTNOhZqPG9B8sB3pb4/us338PZGo3tiAzGV5iL8zEvJoKWyNDrQeaYcsXIqEe6JQ8c86tGS3wzRXB1mYBF3lVtRsaIBxlv9AR5Ws8Lv/QhStrYCjzQndFWpIjWJ0VVhR/lYtXDY34u/qqR5rOdKO5oNtUKep4LK4cHZ7M6r/U4/J/0y9oKfmEREREdHAMXgiuohUYUqowpQ4+FIOOmrMkGmkiJkeiUV/nd9dabT49QXY/tBubL3vS8j1cqTfPQ52sx2Zrx0d0rEs/tsC7HnyIA78OQtKkwLX/GUOkhbE99leYZBjxbZl2PvMIXy1+gAszRYoTQpETonoXqg8NM2I4s9LsevxfbA0e9aKSr0hpdfpeUPNOEqPo2/l4djb+XB0ORASqcK4Fam46tGpEIp7r+IiuhikYVJIQyU480oVrLU2iNVi6KeqMe7l5O7QY/wrKch/5Axyf1UEiV6MuDsj4TQ7UbrO/xTUQE14NQWnnytH8YsVkBolGPOnJITO6zv4lRokmP7JWBT+qQKnnymDrdkBmVECbXoIwhZ6KorUqUrU72hCwepSz/5QCSKWGJHym/6faDlYmnEqlP6tBtX/qYez0wlZhBT6aRpMeH0klPE904aFEiHqPmtC8QuVAADtJDWmfpgG3RROsyMiIiIKNoHb3d/SnkTDT05ODiZPnozbvvwhwieE9n/AMJL77ilsvX8nflFwB5TGwVcckH91x+rx9rwPkZ2djfT09Es9nMvWN/f8ldvGQTMupP8Dhpmq988i98FizD0xpc/1nOjiajvRgQMLT/C9gYiIiIY9lgEQEREREREREVFQMHgiIiIiIiIiIqKg4BpPRJeZsbeMxthb+l5MmIiGn+ibwhB9E5/uSEREREQXHyueiIiIiIiIiIgoKBg8ERERERERERFRUHCqHVGQlO+twvtLP8aPd9yIiEnfnSku+9Ycxv7nswAAcbNicNOG67r3Wdus2PX4PhR+VgKn3YXEq2Mx79mZCIlQDeqchVvOYNNt22AabcAde28eUB+Nhc348tE9qM6shSREgrTlozDzf6ZBJBUF3Nf+P2eh8kA1ao+chbXN1uu/4VdPHMDhl48AAJIWxGPZu4sGNG4aXpr2tyLzh/mYvmUctBO+O0/PK1pbgeK/VAIADDO0uOL9Md377G0OFKwuRd22Jrjtbphm65D6VCJk4dKAz1PwRCnqd7XAUmUFBAKoRsiR8LMoRC4xebWz1FhRsLoMDbtb4Ha5YcjQYvQTCVDGyQf0+poz21HwRCna882QGiWI/UkEEu+NgkAgCLivC7kex1aeRu3mRgBA7O3hGPN00oDGTURERDQcsOKJiHyIFWKs2HYD5j83w2v75ru2o3RXBRb8eTYWr5uPpqIWfHTzp3A5XAM+l73LgV2P7YMyTDHgPiwtFry/9GM4bS4sWb8Qs343Hcffzseux/cNqL9j/8iD0+ZC/OyYPttMunMsVmy7AWHjTH22IfouEcqFmLZ5LFKfSvDafmzlaTR+1Yq0Z5Mw/pUUmM90IfvWk3A53AGfw2F2IeZH4Zjw+khMfH0k1GkqHL+3ENUb67vbuJ1uZP/4FFqPd2DMmiSMezkFlmorspbnw2F2BnxOc0kXslfkQxYuRfr6VMTfFYmiP1eg9PWagPsCLux6JP8mFtM2j4U0TDKgcxARERENJ6x4IiIfAiEQNSXCa1tVZi1Kd1bgxg8XI3FuHADAkKzDmxnv4vSnZzB6afKAznXoxRyoo9XQxqtRd7S+/wN6cXR9HmwdNix9eyEUek9FhMvhwo7ffI3pv5qMkMjAKrJ+fuw2CIQClO+twulPzvTaRhOthiZaDZk68KoPom8jgRDQTVZ7bWvJakfj7lZMficVptk6AIAqSYG9c47i7JZGRFwXWPCatsa78sc0Rwfz6S5Uf1CPqOtDAQC1nzai42QnMnaMh3qM597VTlBhz1VHUPnvOiTcExXQOUv/Wg2JXoIJr6VAKBXCOFMLW6MDZ16uRPwdERDKLvx3cBd6PVSJCiAREEr5+z0iIiIi/kREdI7cd0/hz+F/hflsp9f2rmYL1kauw9H1eQA8IcyGFVvwWtp6vBj3N6yf8z7yPijw23dreRueN72Ggs3FXtt3/m4vXp/0T69t7dUd+PTnO/DKyLfwQszreHfxRtQePTsEr3DgSr4oh0wrQ8Kc2O5thhQ9wsaacOaLsgH12VzSiqy/HsW8Z2f037ifscXPiu0OnQBg1NJkuF1ulO6uCLg/gTDw6Tf03VX1/llsjzsAa73Na7ut2Y7tCQdR8c86AJ7QIef2U9idnoUvkg9h/4JjqP7If1jaVWHB59EHUPtpo9f2k78vwVfTcry2WaqtOH5/IXaOzcSOEQdx+IZctB7vGIJXOHD1u5oh1opgnKXt3qZKVkCdpkL9zpYhOYdEL4bL3lMt1JZrhjRM0h06AYA8UoaQUUrU72gOuP+GXS0I+57eKwSKXGKEo9WJluz2gPq6GNeDiIiIaLhh8ER0jpRFiRCKhT7h0DdVL6OWjAAAtFW0I3paBBa+OBfX/+tajFw8Att+uQu5750a9BgsLRa8s2gj6nMbMe/ZmVjy94WQqCR4//rNMNd3+j3W5XTB5ejnj3Ng0+KaipphSNb5rIliHKlHU2HLgPrc+T97MWb5KISNHdx0taaiFhhSdF7b5FoZQsJVaCwM/IMqXV7Cvm+AQCzwCYfqtjQBAMIXGwAAXVVW6K5QI+35EZi0fjTCrzUi99fFqPpg8KGwvcWBQ9fnoT3PjNSnEjHxb6MgUoqQtTwf1ga732PdTjdcDv9/3M7Ap8UBgLnIAlWSwue+D0lRwFzUNaA+3W7PmOytDlR/VI/Gr1sQd3tPhaXL6uq1UkgoFaIjwHM6Op2wVNsQkuw9lVeVrAAECPg1BON6EBEREQ13nGpHdA6ZRoak+XE4uaEQ6XeN695+akMhEub0VNSk3pDSvc/tdiM2Iwrt1R049o88jL159KDGkLXuOKytVty6fRlUoUoAnkW+35z2b2S+ehRz/pjR57EfXL8ZFfur/fYfmxGFmzcvDXhclhYrZFrfaWVynQyWZkvA/RVtK0V1Zi3ufOVHAR/b29jkWlkfY7MOun8a3iQaMUxX61G7qRHxd0R2b6/d1ADTLC2kes86PecugO12u6GfroGlxorKf9UhevngHiBQ9kYNHG0OTP9sEmQmz/mMM7TYM/MIStdVY9Rj8X0em3lTPpoPtPntX3+lBlM/Sgt4XI5WB8Ra3wX6xVoR7C2OgPsDgKY9rci65SQAQCAWIPWpREQsNnbvVybKYa2xwlJrgzzC857jMDvRcboTTktgwbmj1fHf8Xr/uCOUCiFSCAN+DcG4HkRERETDHYMnovOk3pCCzXdtR1tlOzQxanTUmlGxvxrXvjqvu42lxYJ9azJRtLUE7TXm7moChWFgT1w6V+nuCsTOiIZCL+9etFsoEiAmIwq1R/xXVlyzdjZsHf6rI6Qhl36xW4fFgZ2P7cVVj1wBpXHgi4oTDZXIJSYcW3kaXVVWKKJlsNbZ0HSwDeNe6lm7zN7iQNHaCpz9vAnWWhvc/13nWqIf/H+lDV+1wJChgUQn7lmkWiSAYboGrUf9T7dLey6p30W3xarAn+4YLNp0NaZvGQdHmxMNu5tx8vESCMRAzC3hAIDIpSYUPV+B3AeLMObZJAglAhQ8WQan2QmBmNNgiYiIiL5rGDwRnSfpmgRIlBKc3FCEaasmoeDjIojlIiRfm9jdZut9O1GVWYuMX0+BcZQBMrUUR9fn4tSmokGfv6vRgpqsOqyNWOezT5eo8XusLkkL9DejZoCf2+Q6GdqqfD8AW1qskOsDC9yyXz8OgUCA0TekwNLqqUhy2Vxwu9ywtFohUYghkl74B2W5TgZrm29lk2dsvpVQROcLna+DSClE7ccNSLw3GrWfNEIkEyJsoaG7zYkHitCS1Y4RD8QgZKQSYrUIFW/XonZzo5+eL4y9yYHWnA7siD/os0+R4P97WJkoh7uf+14wwPterBXDUu17bzlanZDoBvYjhDhEBO2EEACAcaYWbgdQsLoM0cvDIBAJINVLMOG1kch9qAh7Mo4AAPTT1Yj6YSia9vmv7Opt/ADgaPMO5lw2F5xdroBfQzCuBxEREdFwx5+SiM4jUYiRcm0iTm0sxLRVk3ByYxFGXJMAqcpTKeSwOFC8vQxzn8xA+t3ju49zv+W/X5HMc7s5bd4fgCwt3h9iFHoZ9ElxmPHo1F768B/GBHOqnSFZj7KvKuF2u73WN2kqbIFpjMHPkb4aC5vRUtKKV0f93Wff/454Ewuen4WJd4wNYGw6NJ63zpS1zYqOOjOMKfqAxkaXJ5FChLDvGVDzcSMS741GzccNCF2gh1jpueecFhfqv2jG6D8kIP6nPdPxyvuZ+fXNE9Ncdu+Gjlbv9wGJXgxTog7JD8fifEKp/9QomFPtVMlyNO5t8bnvzUVdCBmtDLi/3mjGq1D2hhO2RjtkYZ6pdaY5Osw+PBnmM10QyoRQxsmR/eOT0KaHBNS3WCmCPErqs/6SubgLcP93racAXIzrQURERDTcMHgi6kXqDSn4zy2foWRnOWqy6jBtVXr3PqfNCbfLDaGkJwSytdtQtK3Eb5+qUAWEEiGazlns2mlz+gRF8bNjkP/haRhG6rvDrgsVzKl2ifPjcGBtFsq+rkTCbM+H46aiFtSdqMfUVZMC6mvaL9N91sI69HIOmotasPDlq2EYoQt4bAdfyIGltWetp4KPiyEQCryewkfkT+RSE3JuO4WG3S1ozelA0n3R3ftcNhfgAgSSnrDB0eFE/Xb/i9dLTRIIJAKYC3uCD5fNhaaD3kGRcYYW1RvqoUpRdIddFyqYU+1C5+px5sUqNO1phXGWDoAntGnLNSPx3qgB9Xm+5sPtEKtFkBi835sEIgFCUjxhTkdRFxr3tmLyP1MD7t80V4ez25sw8rE4CCWeILB2cyPEWhF0U9QB9XUxrgcRERHRcMPgiagX8XNioDDIsW3VLsi0ngXHvyHTyBAxKQyHX86B0qSAUCzAoZeOQKaRobOh76fOCYQCjFyUhJw3cqFL1EJhkOPIm7mA2+01D2bKyonI/6gQ7123CZN/Nh6a6BB0NlpQk12HkAgVpqyc0Oc5DEGs7om+IgIJV8di26pdmPtEBkQyMfY8cxChaUaMXJzU3S733VPYev9O3LRpCeJmRPfalzFF71OJlPveKXRUm32Oed70GtJuHoVrX5mHvky8PQ05/3cCm368FdMeSEdHjRm7/3gAE29PQ0hkzyPZt9z3JfLeK8DDDff6fa0V+6rQ2WhBwynPU83K9lShtaId2lg1IiYNbhFp+vYyztJCohcj96EiiLUimObquvdJNGJoJqpQ8moVpEYJBGIBSl6pglgjgq2h77IngVCA8O8bUL6+FsoEOaQGCcrX1/rc9/H3RKJ6YwMyl+Uh/s5IyKOlsDU60HqkHbJwKRLu6TvUCLRqJxC6KWoY52iR+1AxRv0+AUKZAIV/qoA6VYmwa3sWBK96/yxyHyzGFR+OgSFD22tf7flmnH6mHOGLjVDEyODsdKL+i2ZUvnMWKb+Ng/Cc9ZsKni6DLj0EYrUY7flmnHmpClE3hsI4o6fvrgoLvp5+BCMejEHyQ30HzAkro1CzsQHH7y1E7E8i0HGqEyXrqpHySJzX0/MO35iHrgorZh9K77OvC70eRERERNSDwRNRL0QSEUb+IAnH/pGPcStSfdYbWvz6Amx/aDe23vcl5Ho50u8eB7vZjszXjvrtd95zM/H5g7vx5W/3QhoiwdT7JsKQrEPhlp5qKYVBjhXblmHvM4fw1eoDsDRboDQpEDklAimLEv30HnzXvXENdj2+D58/+BVcDhcS5sZi/rMzIRT3fHizdXoqrlRhg/8wbDN/05f/KSxynRw3bbwOXzy6F5tu2wZpiATjb03FzN9N82pn73RAeQHj2rcm06sS7esnDgBAvwEYfbcJJUKELzJ6nlJ3S5hXKAEA419JQf4jZ5D7qyJI9GLE3RkJp9mJ0nX+p7emPpWIvN8U49TvSyFSiZC4MgrKJDnOft5TLSU1SDD9k7Eo/FMFTj9TBluzAzKjBNr0EIQtvLSBxoS/jkTB6lLkPVIMt8MN42wdUp9M9AqKnF2e8E0a2ndFpTRUArFGhOIXKmGrt0GsFkOVLMekN0ch7Hve03WtNTbk/7YE9lYHlLEyJK2KRvxdkV5tnJ2ec8r8nBMAVIkKTH5nDApWlyLntpOQGiRIfigWCT87vz9nv31d6PUgIiIioh4Ct7u/JUmJhp+cnBxMnjwZt335Q4RPCL3Uw/lW2bfmMDJfO4pVxXdBIBRAIAzsw9RnK79AV7MFN763eNBjKfu6Ev+5+VPcnXUr1FGBre3Sm3UT3sakO8dhWoBTA3vjdrnhdrnx/vWbIQ2RYNm7i3ptV3esHm/P+xDZ2dlIT++7koKC65t7/spt46AZN/jvpeGmaG0FStdV4+qTUyEQIuD7/vj9hbC3OAY0FW6gKt+tw+lnyjH7cDpEisE9tc/Z5cSXYzIx/qVkRFxnGvTYPO8PwJ6rjiB0vg5jnk7yadN2ogMHFp7gewMRERENe8L+mxDR5cZudmBtxDp8cOMnAR9bdbgWVz44eUjGUXWoBmk3jR6S0Kmtsh32Tjsm/fTCFy335+unDmJtxDpUHvBf7UL0XeHsdGFH/EFk3XIy4GNbstqRtComCKPyc87MdiTcHTno0AkAWo+ZoYyTI3zx0FSXHf9FIXbEH4Sl0vcJeERERESXG061IyIvE25Lw4hrEgAAUrU04OPvyb51yMaS8fAVQ9aXJkaN+wvvHLL+0u8eh1E/GAEAkGn9P+6e6NsuZkU4Qud71l0ThwQe5Mw6cPErdsb+JXnI+jJM12DGVxOHrL+UR+OQ8HPPulxS08Ae6EBEREQ0XDB4IiIvIZEqrwW5qXfqyBCoIzlli4YHeYQU8ojAg2bqnTJeDsRf6lEQERERfTtwqh0REREREREREQUFgyciIiIiIiIiIgoKBk9ERERERERERBQUXOOJLmuNp5sv9RBomOP32LdLR2HXpR4CEQB+LxIREdHlg8ETXZZMJhMUSgU+W/nFpR4KXQYUSgVMJtOlHsZlzWQyQa6U48T9RZd6KETd5Eo53xuIiIho2BO43W73pR4E0aVQXl6OhoaGSz0MugyYTCbExcVd6mFc9njP07cN3xuIiIjocsDgiYiIiIiIiIiIgoKLixMRERERERERUVAweCIiIiIiIiIioqBg8EREREREREREREHB4ImIiIiIiIiIiIKCwRMREREREREREQUFgyciIiIiIiIiIgoKBk9ERERERERERBQUDJ6IiIiIiIiIiCgoGDwREREREREREVFQMHgiIiIiIiIiIqKgYPBERERERERERERBweCJiIiIiIiIiIiCgsETEREREREREREFBYMnIiIiIiIiIiIKCgZPREREREREREQUFAyeiIiIiIiIiIgoKBg8ERERERERERFRUDB4IiIiIiIiIiKioGDwREREREREREREQcHgiYiIiIiIiIiIgoLBExERERERERERBQWDJyIiIiIiIiIiCgoGT0REREREREREFBQMnoiIiIiIiIiIKCgYPBERERERERERUVAweCIiIiIiIiIioqBg8EREREREREREREHB4ImIiIiIiIiIiIKCwRMREREREREREQUFgyciIiIiIiIiIgoKBk9ERERERERERBQUDJ6IiIiIiIiIiCgoGDwREREREREREVFQMHgiIiIiIiIiIqKgYPBERERERERERERBweCJiIiIiIiIiIiCgsETEREREREREREFBYMnIiIiIiIiIiIKCgZPREREREREREQUFAyeiIiIiIiIiIgoKBg8ERERERERERFRUPw/hEsFtImtWPsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "manualDT = DecisionTreeClassifier(min_samples_leaf=5, random_state=1)\n", "manualDT.fit(X, y)\n", "\n", "print(f\"Training set accuracy with threshold rule enforced is {manualDT.score(X,y)}\")\n", "\n", "fig2, ax2 = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(manualDT, filled=True, ax=ax2, fontsize=11)" ] }, { "cell_type": "markdown", "id": "968acece-746d-4b53-a20d-ef100e1b59a8", "metadata": {}, "source": [ "### output is now non-disclosive (at least according to the threshold rule)\n", "- You can easily see we don't get a node for the new class 3" ] }, { "cell_type": "markdown", "id": "ac1d51e4-a2ad-41e9-bd59-389741c1d996", "metadata": {}, "source": [ "## So lets define a new class SafeDecisionTreeClassifier \n" ] }, { "cell_type": "code", "execution_count": 6, "id": "a6c88914-790f-417c-89b7-6641f2ca6539", "metadata": {}, "outputs": [], "source": [ "from aisdc.safemodel.classifiers import SafeDecisionTreeClassifier\n", "from aisdc.safemodel.safemodel import SafeModel" ] }, { "cell_type": "code", "execution_count": 7, "id": "8993ca95-4e71-48e4-8b11-783fcffcdec9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "None with parameters: {'model_type': 'None', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': [], 'examine_seperately_items': [], 'basemodel_paramnames': [], 'filename': 'None', 'researcher': 'j4-smith', 'timestamp': 'None'}\n" ] } ], "source": [ "noNameModel = SafeModel()\n", "\n", "try:\n", " print(noNameModel.__str__())\n", "except:\n", " print(\"super class has no attributes to print\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "504c3c64-adcf-4796-b4ef-c574a6cfe1bb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n", "DecisionTreeClassifier with parameters: {'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'j4-smith', 'timestamp': 'None', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'k_anonymity': 0}\n" ] } ], "source": [ "safeDTModel = SafeDecisionTreeClassifier(min_samples_leaf=5) # (criterion=\"entropy\")\n", "print(safeDTModel.__str__())" ] }, { "cell_type": "markdown", "id": "2942eba1", "metadata": {}, "source": [ "## Do the posthoc_check\n", "In this cell the model has not run fit()\n", "\n", "posthoc_check detects that fit has not been run and reports a warning.\n", "\n", "Subsequently we run fit and report the accuracy." ] }, { "cell_type": "code", "execution_count": 9, "id": "de3c6317", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently True\n", "Because Error: user has not called fit() method or has deleted saved values.Recommendation: Do not release.\n", "Training set accuracy in this naive case is 0.9668874172185431\n" ] } ], "source": [ "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "print(\"Because \" + msg)\n", "\n", "safeDTModel.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {safeDTModel.score(X,y)}\")" ] }, { "cell_type": "markdown", "id": "e24fedf0", "metadata": {}, "source": [ "## We check our now fitted model from the previous step \n", "posthoc_check reports it is not disclosive (safer)\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "bfa6feb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently False\n" ] } ], "source": [ "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "632ed8d0", "metadata": {}, "source": [ "## We modify the parameters\n", "* min_samples_leaf = 9\n", "* min_samples_split = 1\n", "\n", "We use posthoc_check to detect whether model has been modified or interfered with since fit() was last run.\n", "We are warned that the model may be disclosive because \n", "the two parameters were changed after model was fitted." ] }, { "cell_type": "code", "execution_count": 11, "id": "cc1a87f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently True\n", "Because Warning: basic parameters differ in 2 places:\n", "parameter min_samples_split changed from 2 to 1 after model was fitted.\n", "parameter min_samples_leaf changed from 5 to 9 after model was fitted.\n", "\n" ] } ], "source": [ "safeDTModel.min_samples_leaf = 9\n", "safeDTModel.min_samples_split = 1\n", "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "5067b094", "metadata": {}, "source": [ "We modify the parameters, returning min_samples_leaf and min_samples split to their original values.\n", "\n", " min_samples_leaf = 5\n", " min_samples_split = 2\n", "\n", "We use posthoc_check to detect whether model has been modified or interfered with since fit() was last run. Because the parameters are the same as the fit model, the model is not considered disclosive.\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "57e8061c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently False\n" ] } ], "source": [ "safeDTModel.min_samples_leaf = 5\n", "safeDTModel.min_samples_split = 2\n", "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "dbc720cd", "metadata": {}, "source": [ "### We extract and plot the decision tree in order to visualize it." ] }, { "cell_type": "code", "execution_count": 13, "id": "e92b751a-5d23-4019-bc54-3986c072c9b1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "# output = plot_tree(safeDTModel.model,filled=True, ax=ax,fontsize=11)\n", "\n", "output = plot_tree(safeDTModel, filled=True, ax=ax, fontsize=11)\n", "\n", "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "894919fa-17d4-41cc-b065-690e10cdc192", "metadata": {}, "source": [ "## Demonstrate the save and reporting functionality\n", "#### save the model\n", "save(name=\"testSave.pkl\") - Writes model to file in appropriate format (.pkl).\n", "#### perform a preliminary_check \n", "safeDTModel.preliminary_check() - Checks whether current model parameters violate the safe rules.\n", "Optionally automatically fixes any violations.\n", "#### Request Release\n", "safeDTModel.request_release(\"testSave.pkl\") - Saves model to filename specified and creates a report for the TRE output checkers." ] }, { "cell_type": "code", "execution_count": 14, "id": "2fec67c3-4b39-4d90-aa83-45ca576742ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "27211998-c809-4c20-96c7-49909983f1af", "metadata": {}, "source": [ "## Now lets try to attack this approach\n", "### starting with listing the params then trying to set the params manually after init" ] }, { "cell_type": "code", "execution_count": 15, "id": "6f393ab2-9237-43ed-8921-36ffd0044e5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': {'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'j4-smith', 'timestamp': 'None', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'k_anonymity': 5, 'n_features_in_': 4, 'n_outputs_': 1, 'classes_': array([0, 1, 2, 4]), 'n_classes_': 4, 'max_features_': 4, 'tree_': }, 'model_load_file': 'None', 'model_save_file': 'testSave/model.pkl', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'j4-smith', 'timestamp': '2023-10-12 01:47:21', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'k_anonymity': 5, 'n_features_in_': 4, 'n_outputs_': 1, 'classes_': array([0, 1, 2, 4]), 'n_classes_': 4, 'max_features_': 4, 'tree_': }\n" ] } ], "source": [ "print(safeDTModel.__dict__)" ] }, { "cell_type": "markdown", "id": "023223f5", "metadata": {}, "source": [ "## Train a model where the min_samples_leaf is 1 \n", "### We extract and plot the decision tree. \n", "### Because min_samples_leaf is 1 this poses a disclosure risk.\n", "### The prelimanary check reports this." ] }, { "cell_type": "code", "execution_count": 16, "id": "c060b2c1-9866-4eb4-93fd-083db423f393", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy in this naive case is 1.0\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "safeDTModel.min_samples_leaf = 1\n", "\n", "safeDTModel.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {safeDTModel.score(X,y)}\")\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(safeDTModel, filled=True, ax=ax, fontsize=11)\n", "\n", "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "8bf0bb1a-1a5e-4702-9c4d-cdafa2bc1b8a", "metadata": {}, "source": [ "## Example Implementation runs\n", "### The researcher doesn't change recomended params" ] }, { "cell_type": "code", "execution_count": 17, "id": "51df3667", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "***researcher doesn't change recomended params\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# create and fit using recomended params\n", "print(\"***researcher doesn't change recomended params\")\n", "safeDTModel2 = SafeDecisionTreeClassifier()\n", "safeDTModel2.fit(X, y)\n", "safeDTModel2.save(name=\"safe2.pkl\")\n", "safeDTModel2.preliminary_check()\n", "safeDTModel2.posthoc_check()\n", "safeDTModel2.request_release(path=\"safe2\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "d93ca2f1", "metadata": {}, "source": [ "### The researcher changes params safely" ] }, { "cell_type": "code", "execution_count": 18, "id": "d919837f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params safely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "# change model params to recommended values\n", "print(\"\\n***researcher changes params safely\")\n", "safeDTModel3 = SafeDecisionTreeClassifier()\n", "safeDTModel3.min_samples_leaf = 5\n", "safeDTModel3.fit(X, y)\n", "safeDTModel3.save(name=\"safe3.pkl\")\n", "safeDTModel3.preliminary_check()\n", "safeDTModel3.posthoc_check()\n", "safeDTModel3.request_release(path=\"safe3\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "d8b3c8f1", "metadata": {}, "source": [ "### The researcher changes params safely" ] }, { "cell_type": "code", "execution_count": 19, "id": "9021242f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params safely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "# change model params in a safe way\n", "print(\"\\n***researcher changes params safely\")\n", "safeDTModel4 = SafeDecisionTreeClassifier()\n", "safeDTModel4.min_samples_leaf = 10\n", "safeDTModel4.fit(X, y)\n", "safeDTModel4.save(name=\"safe4.pkl\")\n", "safeDTModel4.preliminary_check()\n", "safeDTModel4.posthoc_check()\n", "safeDTModel4.request_release(path=\"safe4\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "56c2a832", "metadata": {}, "source": [ "### The researcher changes params unsafely" ] }, { "cell_type": "code", "execution_count": 20, "id": "efb66f5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params unsafely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# change model params in an unsafe way\n", "print(\"\\n***researcher changes params unsafely\")\n", "safeDTModel5 = SafeDecisionTreeClassifier()\n", "safeDTModel5.min_samples_leaf = 1\n", "safeDTModel5.save(name=\"unsafe.pkl\")\n", "safeDTModel5.preliminary_check()\n", "safeDTModel5.posthoc_check()\n", "safeDTModel5.request_release(path=\"unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "0002e88b", "metadata": {}, "source": [ "### The researcher asks for a safe_decision tree but supplies with unsafe params" ] }, { "cell_type": "code", "execution_count": 21, "id": "0a89c1c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher asks for a safe_decision tree but supplies with unsafe params\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# ask for a model with unsafe param values\n", "print(\"\\n***researcher asks for a safe_decision tree but supplies with unsafe params\")\n", "safeDTModel6 = SafeDecisionTreeClassifier(min_samples_leaf=1)\n", "safeDTModel6.fit(X, y)\n", "safeDTModel6.save(name=\"fixed-unsafe.pkl\")\n", "safeDTModel6.preliminary_check()\n", "safeDTModel6.posthoc_check()\n", "safeDTModel6.request_release(path=\"fixed_unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "985412f6", "metadata": {}, "source": [ "### The researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards" ] }, { "cell_type": "code", "execution_count": 22, "id": "8b352bb2-3608-433e-b586-b235344ec58f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "safeDTmodel7.score on training set is 1.0\n", "fit called. with min_samples_leaf = 1\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n", "preliminary message is:Model parameters are within recommended ranges.\n", "\n", "preliminary disclosive is:False\n", "posthoc message is:Warning: basic parameters differ in 1 places:\n", "parameter min_samples_leaf changed from 1 to 5 after model was fitted.\n", "\n", "posthoc disclosive is:True\n" ] } ], "source": [ "# trains a model with unsafe param values then hacks values back to safe ones later\n", "print(\n", " \"\\n***researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards\"\n", ")\n", "safeDTModel7 = SafeDecisionTreeClassifier(min_samples_leaf=1)\n", "\n", "safeDTModel7.min_samples_leaf = 1\n", "safeDTModel7.fit(X, y)\n", "print(f\"safeDTmodel7.score on training set is {safeDTModel7.score(X,y)}\")\n", "print(f\"fit called. with min_samples_leaf = {safeDTModel7.min_samples_leaf}\")\n", "safeDTModel7.min_samples_leaf = 5\n", "\n", "\n", "safeDTModel7.save(name=\"hacked-unsafe.pkl\")\n", "msg, disclosive = safeDTModel7.preliminary_check()\n", "print(f\"preliminary message is:{msg}\")\n", "print(f\"preliminary disclosive is:{disclosive}\")\n", "msg2, disclosive2 = safeDTModel7.posthoc_check()\n", "print(f\"posthoc message is:{msg2}\")\n", "print(f\"posthoc disclosive is:{disclosive2}\")\n", "safeDTModel7.request_release(path=\"hacked_unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "381c05fe", "metadata": {}, "source": [ "## Examine the contents of the checkfile.\n", "### The checkfile is written in JSON format" ] }, { "cell_type": "code", "execution_count": 23, "id": "5c59ee3b-52fb-4aa8-a481-6ca879a14466", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"data_name\": \"\",\n", " \"n_samples\": 0,\n", " \"features\": {},\n", " \"n_features\": 0,\n", " \"n_samples_orig\": 0,\n", " \"generalisation_error\": \"unknown\",\n", " \"safemodel\": [\n", " {\n", " \"researcher\": \"j4-smith\",\n", " \"model_type\": \"DecisionTreeClassifier\",\n", " \"details\": \"Model parameters are within recommended ranges.\\n\",\n", " \"k_anonymity\": \"1\",\n", " \"recommendation\": \"Do not allow release\",\n", " \"reason\": \"Model parameters are within recommended ranges.\\nWarning: basic parameters differ in 1 places:\\nparameter min_samples_leaf changed from 1 to 5 after model was fitted.\\n\",\n", " \"timestamp\": \"2023-10-12 01:47:21\"\n", " }\n", " ],\n", " \"model_path\": \"model.pkl\",\n", " \"model_name\": \"SafeDecisionTreeClassifier\",\n", " \"model_params\": {\n", " \"criterion\": \"gini\",\n", " \"splitter\": \"best\",\n", " \"max_depth\": null,\n", " \"min_samples_split\": 2,\n", " \"min_samples_leaf\": 5,\n", " \"min_weight_fraction_leaf\": 0.0,\n", " \"max_features\": null,\n", " \"max_leaf_nodes\": null,\n", " \"random_state\": null,\n", " \"min_impurity_decrease\": 0.0,\n", " \"class_weight\": null,\n", " \"ccp_alpha\": 0.0\n", " }\n", "}\n" ] } ], "source": [ "target_json = os.path.normpath(\"hacked_unsafe/target.json\")\n", "with open(target_json) as f:\n", " print(f.read())" ] }, { "cell_type": "code", "execution_count": null, "id": "aa4d24b6", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "aisdc-v1.1", "language": "python", "name": "aisdc-v1.1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }