From 12938ef1d12117e83c6bade9ed1400a40f1ddd91 Mon Sep 17 00:00:00 2001 From: Donovan Date: Fri, 5 Sep 2025 11:01:45 -0500 Subject: [PATCH] implement replay --- notebooks/evilkode.ipynb | 166 +++++++++++++++++++++++++++------------ src/benchmark.py | 116 +++++++++++++-------------- src/evilkode.py | 33 ++++++-- src/tower_shuffle.py | 2 +- tests/test_evilkode.py | 2 +- tests/test_keypad.py | 4 +- 6 files changed, 205 insertions(+), 118 deletions(-) diff --git a/notebooks/evilkode.ipynb b/notebooks/evilkode.ipynb index a3620b8..570ba31 100644 --- a/notebooks/evilkode.ipynb +++ b/notebooks/evilkode.ipynb @@ -4,8 +4,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2025-08-29T18:56:41.319525Z", - "start_time": "2025-08-29T18:56:41.316861Z" + "end_time": "2025-09-05T15:53:22.395020Z", + "start_time": "2025-09-05T15:53:22.175670Z" } }, "cell_type": "code", @@ -13,29 +13,30 @@ "from src.benchmark import shuffle_benchmark\n", "from src.utils import ShuffleTypes\n", "import matplotlib.pyplot as plt\n", - "from pathlib import Path" + "from pathlib import Path\n", + "from statistics import mean\n" ], "id": "initial_id", "outputs": [], - "execution_count": 11 + "execution_count": 1 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-08-29T18:56:56.212133Z", - "start_time": "2025-08-29T18:56:41.328565Z" + "end_time": "2025-09-05T15:53:47.217608Z", + "start_time": "2025-09-05T15:53:22.398990Z" } }, "cell_type": "code", "source": [ "multiple = 1\n", "number_of_keys=6* multiple\n", - "properties_per_key=10 * multiple\n", + "properties_per_key=9 * multiple\n", "passcode_len=4\n", - "max_tries_before_lockout= 3\n", - "complexity=2\n", - "disparity=2\n", - "run_count=10000\n", + "max_tries_before_lockout= 5\n", + "complexity=4\n", + "disparity=4\n", + "run_count=5000\n", "\n", "bench_split = shuffle_benchmark(\n", " number_of_keys=number_of_keys,\n", @@ -70,54 +71,54 @@ " shuffle_type=ShuffleTypes.TOWER_SHUFFLE\n", ")\n" ], - "id": "c86c6ed5014dac44", + "id": "dafaab1106e864f0", "outputs": [], - "execution_count": 12 + "execution_count": 2 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-08-29T18:56:56.226642Z", - "start_time": "2025-08-29T18:56:56.224017Z" + "end_time": "2025-09-05T15:53:47.259613Z", + "start_time": "2025-09-05T15:53:47.255069Z" } }, "cell_type": "code", "source": [ - "print(f\"Bench Split Mean {bench_split.mean}\\n\"\n", - " f\"Bench Split Var: {bench_split.variance}\")\n", - "print(f\"Bench full Mean {bench_full.mean}\\n\"\n", - " f\"Bench full Var: {bench_full.variance}\")\n", - "print(f\"Bench full Mean {bench_tower.mean}\\n\"\n", - " f\"Bench full Var: {bench_tower.variance}\")\n" + "print(f\"Bench Split Mean Break {mean(bench_split.iterations_to_break)}\\n\")\n", + "print(f\"Bench Split Mean Replay {mean(bench_split.iterations_to_replay)}\\n\")\n", + "print(f\"Bench Tower Mean Break {mean(bench_tower.iterations_to_break)}\\n\")\n", + "print(f\"Bench Tower Mean Replay {mean(bench_tower.iterations_to_replay)}\\n\")\n" ], - "id": "6de455d5097d9c3d", + "id": "40f3fc026934e81", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Bench Split Mean 7.4017\n", - "Bench Split Var: 2.4483819481948195\n", - "Bench full Mean 4.2212\n", - "Bench full Var: 0.2624968096809681\n", - "Bench full Mean 6.7561\n", - "Bench full Var: 1.6323760276027603\n" + "Bench Split Mean Break 6.553\n", + "\n", + "Bench Split Mean Replay 3.843\n", + "\n", + "Bench Tower Mean Break 5.8676\n", + "\n", + "Bench Tower Mean Replay 4.0942\n", + "\n" ] } ], - "execution_count": 13 + "execution_count": 3 }, { "cell_type": "code", "id": "99ddd0fbd421b058", "metadata": { "ExecuteTime": { - "end_time": "2025-08-29T18:56:56.239558Z", - "start_time": "2025-08-29T18:56:56.236307Z" + "end_time": "2025-09-05T15:53:47.271316Z", + "start_time": "2025-09-05T15:53:47.267738Z" } }, "source": [ - "def bench_histogram(data, title, number_of_keys, properties_per_key, \n", + "def bench_histogram(data, title, number_of_keys, properties_per_key,\n", " passcode_len, max_tries_before_lockout, complexity, disparity, run_count, save_path: Path = None):\n", " # Create the histogram\n", " min_val = min(data)\n", @@ -156,21 +157,20 @@ " plt.show()\n" ], "outputs": [], - "execution_count": 14 + "execution_count": 4 }, { "cell_type": "code", "id": "9cbf9282eba285e6", "metadata": { "ExecuteTime": { - "end_time": "2025-08-29T18:56:56.959009Z", - "start_time": "2025-08-29T18:56:56.245415Z" + "end_time": "2025-09-05T15:53:47.755617Z", + "start_time": "2025-09-05T15:53:47.279431Z" } }, "source": [ - "bench_histogram(bench_split.runs, \"Key Logger Split Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", - "bench_histogram(bench_full.runs, \"Key Logger Random Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", - "bench_histogram(bench_tower.runs, \"Key Logger Tower Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))" + "bench_histogram(bench_split.iterations_to_break, \"Key Logger Split Shuffle Break\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", + "bench_histogram(bench_split.iterations_to_replay, \"Key Logger Split Shuffle Replay\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n" ], "outputs": [ { @@ -178,7 +178,7 @@ "text/plain": [ "
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" + "image/png": 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" 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" 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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 15 + "execution_count": 5 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-05T15:53:48.196341Z", + "start_time": "2025-09-05T15:53:47.760536Z" + } + }, + "cell_type": "code", + "source": [ + "bench_histogram(bench_tower.iterations_to_break, \"Key Logger Tower Shuffle Break\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", + "bench_histogram(bench_tower.iterations_to_replay, \"Key Logger Tower Shuffle Replay\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))" + ], + "id": "45f35a5d6c875773", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-05T15:53:48.654324Z", + "start_time": "2025-09-05T15:53:48.200912Z" + } + }, + "cell_type": "code", + "source": [ + "bench_histogram(bench_full.iterations_to_break, \"Key Logger Random Shuffle Break\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", + "bench_histogram(bench_full.iterations_to_replay, \"Key Logger Random Shuffle Replay\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n" + ], + "id": "82464715883ae7fd", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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5cmXExsYW2pMmFhYWOHbsGF6+fCl3l+j27dtSedZ/MzMzER0dLXfn4+Onq4yMjKChoZHjU1cfb7O2toYQAlZWVtIfjaKko6ODGTNmYMCAAdi+fTt69eoFANi5cyeaN2+ODRs2yNVPTEyUkqn8yDpnd+/eRYsWLaTtb9++RXR0NBwdHeXqXrt2DZmZmXJ3iT4+/8Wtbt26AIC4uLh871uhQoUch9A+vtv1paytrQEAurq6efo9yo93794BeP+kZ17iSElJ+WwMu3btgoaGBo4cOQJ1dXVpe0BAQI71q1WrhoULF8LNzQ2tW7dGcHBwtju59HXgHCJSCO7u7vjjjz9w7949tG7dGsnJyVBWVkbXrl2xa9cuXL9+Pds+T58+zbatb9++OHr0KPz9/aGvr19o7zNq27YtMjIysHLlSrntS5cuhUwmk46TNW9i9erVcvU+TsyUlZXh4eGBPXv24PHjx9L2e/fuSfORsnTp0gXKysqYNWtWtjsKQgg8e/bsyzqXAy8vL1SuXBk//fSTXMwfH3/Hjh2fnX/zKXXr1oWhoSHWrl2L9PR0aXtgYGC2t2S3bdsW8fHx+PPPP6Vt7969w4oVK6Cjo4NmzZoVKIa8Cg4OznH7wYMHAUBuqDevrK2tcfv2bbmf46tXr37Ro/A5cXFxgbW1NRYtWpRj4pLT71Fe7du3DwDkktdP6dGjB0JDQ3HkyJFsZYmJiVJypaysDJlMJnenLCYmBnv27Plk2w4ODjh48CBu3bqFDh064PXr1/nsCZUFvENECqNz58749ddfMXDgQHz77bc4fPgwFixYgBMnTqBBgwYYPHgwatasiefPnyM8PBzHjh3L9g6Z7777DhMnTsRff/2F4cOH5+sR58uXL2Pu3LnZtru5uaFDhw5o3rw5fvjhB8TExMDR0RFHjx7F33//DT8/P+lf4S4uLujatSv8/f3x7Nkz6bH7O3fuAJCfAzFz5kwcPXoUjRs3xvDhw6WEq1atWoiIiJDqWVtbY+7cuZgyZQpiYmLQqVMnlCtXDtHR0fjrr78wZMgQuTcVFwZVVVWMHj0aEyZMwOHDh9G6dWu0b98es2fPxoABA9CoUSNERkZiy5Yt2eb75OcYc+fOxdChQ9GiRQv07NkT0dHRCAgIyNbmkCFDsG7dOnh7eyMsLAyWlpbYuXMnQkJC4O/vX+R3BDp27AgrKyt06NAB1tbWSE1NxbFjx7Bv3z7Uq1cPHTp0yHebAwcOxJIlS+Dp6QkfHx8kJCRg7dq1sLe3R3JycqHFrqSkhPXr16NNmzawt7fHgAEDUKlSJTx69AgnTpyArq6ulNjkJjw8HJs3bwbw/kWqwcHB2LVrFxo1aoRWrVp9dv8JEyZg7969aN++Pby9veHi4oLU1FRERkZi586diImJgYGBAdq1a4clS5agdevW+O6775CQkIBVq1ahWrVquHbt2ifbb9iwIf7++2+0bdsW3bp1w549e/L1+09lQIk820ZUxLIeu7906VK2skWLFgkAon379uLt27fiyZMnYsSIEcLc3FyoqqoKExMT4e7uLn755Zcc227btq0AIM6dO5fnePCJx4oBiDlz5gghhHj58qUYM2aMMDMzE6qqqsLGxkb8/PPP2R47Tk1NFSNGjBAVK1YUOjo6olOnTiIqKkoAEAsWLJCrGxwcLJydnYWampqwtrYW69evF+PGjRMaGhrZYty1a5f45ptvhLa2ttDW1hY1atQQI0aMEFFRUVKdZs2aCXt7+zz3O+ux+6dPn2YrS0pKEnp6etKj4W/evBHjxo0TpqamQlNTUzRu3FiEhoZme3w867HvHTt2yLWX9fh2QECA3PbVq1cLKysroa6uLurWrStOnz6d4yPpT548EQMGDBAGBgZCTU1N1K5dO1tbWcf4+eef5bZ/Kqbcfg4/9Mcff4hevXoJa2troampKTQ0NETNmjXFDz/8ID3yn9vxhRDZXrsghBCbN28WVatWFWpqasLJyUkcOXKk0B+7z3LlyhXRpUsXoa+vL9TV1YWFhYXo0aOHCA4OzrXvOT12r6KiIqpWrSomTJggXr58madYhXj/OzRlyhRRrVo1oaamJgwMDESjRo3EokWLRHp6ulRvw4YNwsbGRqirq4saNWqIgIAA6Wf1c/3/+++/hYqKiujZs2e21yJQ2SYTohhmIBJ9RTp37ozIyMgc5+eUlIiICDg7O2Pz5s2ffUlkp06dcOPGDenpICIi4hwionyJi4vDgQMHpNXAS0JO8xf8/f2hpKSEpk2b5lr37t27OHjwYI5LOhARKTLOISLKg+joaISEhGD9+vVQVVXF0KFDSyyWhQsXIiwsDM2bN4eKigoOHTqEQ4cOYciQIdneg1O1alV4e3ujatWqePDgAdasWQM1NbVPPppMRKSomBAR5cGpU6cwYMAAVKlSBZs2bYKJiUmJxdKoUSMEBQVhzpw5SElJQZUqVTBz5kz88MMP2eq2bt0af/zxB+Lj46Gurg5XV1fMmzfvky9hJCJSVJxDRERERAqPc4iIiIhI4TEhIiIiIoXHOUR5kJmZicePH6NcuXI5Lv5HREREpY8QAi9fvoSZmVm2xZs/xoQoDx4/fpzt6R0iIiIqGx4+fIjKlSvnWocJUR5kvbb/4cOH0NXVLeFoiIiIKC+Sk5Nhbm6ep+V3mBDlQdYwma6uLhMiIiKiMiYv0104qZqIiIgUHhMiIiIiUnhMiIiIiEjhMSEiIiIihceEiIiIiBQeEyIiIiJSeEyIiIiISOExISIiIiKFx4SIiIiIFB7fVE1EVMiSkpLw6tWrkg6DqMzS0tKCnp5esR6TCRERUSFKSkrCypUr8fbt25IOhajMUlVVha+vb7EmRUyIiIgK0atXr/D27Vt06dIFhoaGJR0OUZnz9OlT7N69G69evWJCRERU1hkaGsLU1LSkwyCiPOKkaiIiIlJ4vENEVAhiY2Px33//lXQYVEAGBgaoUqVKSYdBRCWICRHRF4qNjYVtDTu8ec2nisoqDU0tRN2+xaSISIExISL6Qv/99x/evH4F/fbjoKpvXtLhUD69ffYQz/Yvxn///ceE6Cvm5uYGJycn+Pv7l3Qo2dy+fRve3t6IiIhAjRo1EBER8cm6MTExsLKywpUrV+Dk5FRsMSoCJkREhURV3xzqJtVKOgwiKmNmzJgBbW1tREVFQUdHp6TDKXShoaH44YcfcOHCBSgrK8PJyQlHjhyBpqZmSYcmhwkRERFRAWRkZEAmk0FJ6cueT7p//z7atWsHCwuLQoqs9AgNDUXr1q0xZcoUrFixAioqKrh69eoXn7OiUPoiIiKir5abmxtGjRqFiRMnomLFijAxMcHMmTMBvB8OkslkckNGiYmJkMlkOHnyJADg5MmTkMlkOHLkCJydnaGpqYkWLVogISEBhw4dgp2dHXR1dfHdd99le1v4u3fvpJf9GRgYYNq0aRBCSOVpaWkYP348KlWqBG1tbTRo0EA6LgAEBgaifPny2Lt3L2rWrAl1dXXExsbm2t/MzEzMnj0blStXhrq6OpycnHD48GGpXCaTISwsDLNnz4ZMJpPORV5lZGRg4MCBqFGjhhTL33//jTp16kBDQwNVq1bFrFmz8O7dOwDAwIED0b59e7k23r59CyMjI2zYsAEAsHPnTtSuXRuamprQ19eHh4cHUlNT8xVXljFjxmDUqFGYPHky7O3tYWtrix49ekBdXb1A7RUlJkRERFSsNm3aBG1tbVy4cAELFy7E7NmzERQUlK82Zs6ciZUrV+LcuXN4+PAhevToAX9/f2zduhUHDhzA0aNHsWLFimzHVVFRwcWLF7Fs2TIsWbIE69evl8p9fX0RGhqKbdu24dq1a+jevTtat26Nu3fvSnVevXqFn376CevXr8eNGzdgZGSUa5zLli3D4sWLsWjRIly7dg2enp749ttvpTbj4uJgb2+PcePGIS4uDuPHj8/zOUhLS0P37t0RERGBM2fOoEqVKjhz5gz69euH0aNH4+bNm1i3bh0CAwPx448/AgAGDRqEw4cPIy4uTmpn//79ePXqFXr27Im4uDj07t0bAwcOxK1bt3Dy5El06dJFShy3bNkCHR2dXL/OnDkDAEhISMCFCxdgZGSERo0awdjYGM2aNcPZs2fz3MfixCEzIiIqVg4ODpgxYwYAwMbGBitXrkRwcDBsbGzy3MbcuXPRuHFjAICPjw+mTJmC+/fvo2rVqgCAbt264cSJE5g0aZK0j7m5OZYuXQqZTAZbW1tERkZi6dKlGDx4MGJjYxEQEIDY2FiYmZkBAMaPH4/Dhw8jICAA8+bNA/D+bsrq1avh6OiYpzgXLVqESZMmoVevXgCAn376CSdOnIC/vz9WrVoFExMTqKioQEdHByYmJnnuf0pKCtq1a4e0tDScOHFCeqPzrFmzMHnyZPTv3x8AULVqVcyZMwcTJ07EjBkz0KhRI9ja2uL333/HxIkTAQABAQHo3r07dHR0cOfOHbx79w5dunSRhvBq164tHffbb79FgwYNco2tUqVKAIB//vkHwPvkddGiRXBycsJvv/0Gd3d3XL9+PV/XuzgwISIiomLl4OAg99nU1BQJCQkFbsPY2BhaWlpSMpS17eLFi3L7NGzYEDKZTPrs6uqKxYsXIyMjA5GRkcjIyED16tXl9klLS4O+vr70WU1NLVv8n5KcnIzHjx9LiVuWxo0b4+rVq3lq41N69+6NypUr4/jx43KTk69evYqQkBDpjhDwfljtzZs3ePXqFbS0tDBo0CD88ssvmDhxIp48eYJDhw7h+PHjAABHR0e4u7ujdu3a8PT0RKtWrdCtWzdUqFABAFCuXDmUK1cuTzFmZmYCAIYOHYoBAwYAAJydnREcHIyNGzdi/vz5X3QOChsTIiIiKlaqqqpyn2UyGTIzM6WJth/O6/nUIrkftiGTyT7ZZl6lpKRAWVkZYWFhUFZWliv78MkvTU1NuaSqpLRt2xabN29GaGgoWrRoIW1PSUnBrFmz0KVLl2z7aGhoAAD69euHyZMnIzQ0FOfOnYOVlRWaNGkCAFBWVkZQUBDOnTsnDTtmPSFmZWWFLVu2YOjQobnGdujQITRp0kRauqZmzZpy5XZ2dp+de1USmBAREVGpkLUYblxcHJydnQEg13fy5NeFCxfkPp8/fx42NjZQVlaGs7MzMjIykJCQICUHX0pXVxdmZmYICQlBs2bNpO0hISGoX7/+F7U9fPhw1KpVC99++y0OHDggtV+nTh1ERUWhWrVPvwJEX18fnTp1QkBAAEJDQ6W7N1lkMhkaN26Mxo0bY/r06bCwsMBff/2FsWPH5mvIzNLSEmZmZoiKipIrv3PnDtq0aVOQbhcpJkRERFQqaGpqomHDhliwYAGsrKyQkJCAqVOnFlr7sbGxGDt2LIYOHYrw8HCsWLECixcvBgBUr14dXl5e6NevHxYvXgxnZ2c8ffoUwcHBcHBwQLt27Qp0zAkTJmDGjBmwtraGk5MTAgICEBERgS1btnxxf0aOHImMjAy0b98ehw4dwjfffIPp06ejffv2qFKlCrp16wYlJSVcvXoV169fx9y5c6V9Bw0ahPbt2yMjI0OabwS8TxqDg4PRqlUrGBkZ4cKFC3j69Cns7OwA5G/ITCaTSf13dHSEk5MTNm3ahNu3b2Pnzp1f3P/CxoSIiIhKjY0bN8LHxwcuLi6wtbXFwoUL0apVq0Jpu1+/fnj9+jXq168PZWVljB49GkOGDJHKAwICMHfuXIwbNw6PHj2CgYEBGjZsmO0x9fwYNWoUkpKSMG7cOCQkJKBmzZrYu3dvoU0o9vPzQ2ZmJtq2bYvDhw/D09MT+/fvx+zZs/HTTz9BVVUVNWrUwKBBg+T28/DwgKmpKezt7aVJ5MD7u1qnT5+Gv78/kpOTYWFhgcWLFxf4jo6fnx/evHmDMWPG4Pnz53B0dERQUBCsra2/qN9FQSY+HKylHCUnJ0NPTw9JSUnQ1dUt6XColAkPD4eLiwtM+vvzTdVlUFr8PcRv8kNYWBjq1Knzxe3FxcVh3bp1GDp0qDSHgqi0SUlJQaVKlRAQEJDjfKOSVJi/Q/n5+807RERERAoiMzMT//33HxYvXozy5cvj22+/LemQSg2+mJGIiKiA8vKCwvyYN2/eJ9srjInIsbGxMDY2xtatW7Fx40aoqPC+SBaeCSIiogLK7Sm4rKet8mPYsGHo0aNHjmWFsRiqpaUlOFMmZ0yIiIiICii3x9sLomLFiqhYsWKhtkl5wyEzIiJSCFkLwyYmJpZ0KEXG29sbnTp1KukwyiQmRERE9NVxc3ODn5+f3LZGjRohLi5OWveLit7bt28xe/ZsWFtbQ0NDA46Ojjh8+HBJh5WjUpMQLViwADKZTO4H+M2bNxgxYgT09fWho6ODrl274smTJ3L7xcbGol27dtDS0oKRkREmTJiAd+/eydU5efIk6tSpA3V1dVSrVg2BgYHF0CMiIsWUnp5eKo+tpqYGExOTUrH0RkFkZGTkazmS0mDq1KlYt24dVqxYgZs3b2LYsGHo3Lkzrly5UtKhZVMqEqJLly5h3bp12RbMGzNmDPbt24cdO3bg1KlTePz4sdz7EjIyMtCuXTukp6fj3Llz2LRpEwIDAzF9+nSpTnR0NNq1a4fmzZsjIiICfn5+GDRoEI4cOVJs/SMiKsvc3Nzg6+sLX19f6OnpwcDAANOmTZMm51paWmLOnDno168fdHV1pZcd7tq1C/b29lBXV4elpaX0VugsWfv17t0b2traqFSpElatWiVXJzExEYMGDYKhoSF0dXXRokULuYVRZ86cCScnJ6xfvx5WVlbQ0NCAt7c3Tp06hWXLlkEmk0EmkyEmJibHIbOzZ8+iSZMm0NTUhLm5OUaNGoXU1FSpfPXq1bCxsYGGhgaMjY3RrVu3QjlnwPuFY8ePH49KlSpBW1sbDRo0wMmTJ6XywMBAlC9fHnv37kXNmjWhrq6e7zXALl26BENDQ/z000+fPZ8xMTFQUlLC5cuX5drw9/eHhYVFgZKx33//Hf/73//Qtm1bVK1aFcOHD0fbtm2z/SyUBiWeEKWkpMDLywu//vqrtJouACQlJWHDhg1YsmQJWrRoARcXFwQEBODcuXM4f/48AODo0aO4efMmNm/eDCcnJ7Rp0wZz5szBqlWrpH8lrF27FlZWVli8eDHs7Ozg6+uLbt26YenSpSXSXyKismjTpk1QUVHBxYsXsWzZMixZsgTr16+XyhctWgRHR0dcuXIF06ZNQ1hYGHr06IFevXohMjISM2fOxLRp07Ldof/555+l/SZPnozRo0cjKChIKu/evTsSEhJw6NAh6eWZ7u7ueP78uVTn3r172LVrF3bv3o2IiAgsW7YMrq6uGDx4MOLi4hAXFwdzc/Nsfbp//z5at26Nrl274tq1a/jzzz9x9uxZ+Pr6AgAuX76MUaNGYfbs2YiKisLhw4fRtGnTQjtnvr6+CA0NxbZt23Dt2jV0794drVu3xt27d6U6r169wk8//YT169fjxo0bMDIyyvPxjx8/jpYtW+LHH3/EpEmTPns+LS0t4eHhgYCAALl2AgIC4O3tLS2+m9urBnR0dDBs2DBp37S0NGlR2Syampo4e/ZsnvtRXEr8KbMRI0agXbt28PDwkFtnJSwsDG/fvoWHh4e0rUaNGqhSpQpCQ0PRsGFDhIaGonbt2jA2NpbqeHp6Yvjw4bhx4wacnZ0RGhoq10ZWnY/HlomI6NPMzc2xdOlSyGQy2NraIjIyEkuXLsXgwYMBAC1atMC4ceOk+l5eXnB3d8e0adMAvF8r7ObNm/j555/h7e0t1WvcuDEmT54s1QkJCcHSpUvRsmVLnD17FhcvXkRCQgLU1dUBvE+89uzZg507d0p3otLT0/Hbb79Ji8MC74fHtLS0YGJi8sk+zZ8/H15eXtLfAxsbGyxfvhzNmjXDmjVrEBsbC21tbbRv3x7lypWDhYWFtOjsl56z2NhYBAQEIDY2Vlo6Y/z48Th8+DACAgIwb948AO/n4KxevRqOjo55Pi4A/PXXX+jXrx/Wr1+Pnj17AkCezuegQYMwbNgwLFmyBOrq6ggPD0dkZCT+/vtvqe3PLbj74RuhPT09sWTJEjRt2hTW1tYIDg7G7t27kZGRka/+FIcSTYi2bduG8PBwXLp0KVtZfHw81NTUUL58ebntxsbGiI+Pl+p8mAxllWeV5VYnOTkZr1+/zvG9DmlpaUhLS5M+Jycn579zRERfkYYNG8rNvXF1dcXixYulP2x169aVq3/r1i107NhRblvjxo3h7++PjIwMKCsrS+18yNXVFf7+/gCAq1evIiUlBfr6+nJ1Xr9+jfv370ufLSws5JKhvLp69SquXbsmt9CqEAKZmZmIjo5Gy5YtYWFhgapVq6J169Zo3bo1OnfuDC0trTy1n9s5i4yMREZGBqpXry63T1pamlx/1dTUsk0n+ZwLFy5g//792Llzp9wTZ3k5n506dcKIESPw119/oVevXggMDETz5s1haWkp1c/PqwaWLVuGwYMHo0aNGpDJZLC2tsaAAQOwcePGfPWpOJRYQvTw4UPp1ujHt9NK2vz58zFr1qySDoOIqMzQ1tYu9DZTUlJgamoqN68my4f/WC7osVNSUjB06FCMGjUqW1mVKlWgpqaG8PBwnDx5EkePHsX06dMxc+ZMXLp0Kds/1gtybGVlZYSFhUnJYRYdHR3pe01NzXxPAre2toa+vj42btyIdu3aQVVVVTrm586nmpoa+vXrJ61xtnXrVixbtuyT8eWkT58+WLt2LQDA0NAQe/bswZs3b/Ds2TOYmZlh8uTJqFq1ar76VBxKLCEKCwtDQkKC3GKKGRkZOH36NFauXIkjR44gPT0diYmJcj94T548kW6BmpiY4OLFi3LtZj2F9mGdj59Me/LkCXR1dT/51s8pU6Zg7Nix0ufk5OQcx5+JiBTFhQsX5D6fP38eNjY22f6YZ7Gzs0NISIjctpCQEFSvXl1un6w5oR9+trOzAwDUqVMH8fHxUFFRkbtDkRdqamqfHZapU6cObt68mesdDxUVFXh4eMDDwwMzZsxA+fLlcfz48TwtiJrbOXN2dkZGRgYSEhLQpEmTvHUqjwwMDLB79264ubmhR48e2L59O1RVVfN8PgcNGoRatWph9erVePfuXba+5mfILIuGhgYqVaqEt2/fYteuXZ98G3dJKrGEyN3dHZGRkXLbBgwYgBo1amDSpEkwNzeHqqoqgoOD0bVrVwBAVFQUYmNjpVusrq6u+PHHH5GQkCBNNAsKCoKuri5q1qwp1Tl48KDccYKCgrLdpv2Qurq6NL5KRETvX3EyduxYDB06FOHh4VixYkWuTwqNGzcO9erVw5w5c9CzZ0+EhoZi5cqVWL16tVy9kJAQLFy4EJ06dUJQUBB27NiBAwcOAAA8PDzg6uqKTp06YeHChahevToeP36MAwcOoHPnztmG6T5kaWmJCxcuICYmBjo6Ojm+/XnSpElo2LAhfH19MWjQIGhra+PmzZsICgrCypUrsX//fvzzzz9o2rQpKlSogIMHDyIzMxO2trZffM6qV68OLy8v9OvXD4sXL4azszOePn2K4OBgODg4oF27dnk6xqcYGRnh+PHjaN68OXr37o1t27bl+Xza2dmhYcOGmDRpEgYOHJjt5kF+hswuXLiAR48ewcnJCY8ePcLMmTORmZmJiRMnflH/ikKJJUTlypVDrVq15LZpa2tDX19f2u7j44OxY8eiYsWK0NXVxciRI+Hq6oqGDRsCAFq1aoWaNWuib9++WLhwIeLj4zF16lSMGDFCSmiGDRuGlStXYuLEiRg4cCCOHz+O7du3S79wRET0ef369cPr169Rv359KCsrY/To0dKk5pzUqVMH27dvx/Tp0zFnzhyYmppi9uzZchOqgfeJ0+XLlzFr1izo6upiyZIl8PT0BADIZDIcPHgQP/zwAwYMGICnT5/CxMQETZs2zTY39GPjx49H//79UbNmTbx+/RrR0dHZ6jg4OODUqVP44Ycf0KRJEwghYG1tLU1CLl++PHbv3o2ZM2fizZs3sLGxwR9//AF7e/tCOWcBAQGYO3cuxo0bh0ePHsHAwAANGzZE+/bt89T+55iYmOD48eNwc3ODl5cXtm7dmufz6ePjg3PnzmHgwIFfFMObN28wdepU/PPPP9DR0UHbtm3x+++/f/GQY1GQiVK0ypubmxucnJykCXVv3rzBuHHj8McffyAtLQ2enp5YvXq13FMDDx48wPDhw3Hy5Eloa2ujf//+WLBggdwKvidPnsSYMWNw8+ZNVK5cGdOmTcv2S5mb5ORk6OnpISkpKcdbgaTYwsPD4eLiApP+/lA3Kdx1jajopcXfQ/wmP+kR5C8VFxeHdevWYejQoTA1NS2ECEvex/9vLiyWlpbw8/P7Kp/6LapzVlzmzJmDHTt24Nq1a8V+7ML8HcrP3+8Sf+z+Qx9P9NLQ0MCqVauyvajrQxYWFtmGxD7m5uZWKt+KSUREVJqkpKQgJiYGK1eulHsVjiIo8RczEhERlSWxsbG5vpgwv2+Tzo/cjnvmzJkvbt/X1xcuLi5wc3P74uGysqZU3SEiIqLSJ6fHtAtDTExMkbRb1MzMzHJ90srMzKzIzllux61UqdIXtx8YGKiw630yISIiIsoHFRWVfD1pVZhK6riKgENmREREpPCYEBEREZUSlpaWhfZk2syZM+Hk5FQobSkCJkRERERU5BYsWACZTFZqX7PAhIiIiIiK1KVLl7Bu3bp8L1RbnJgQERFRmeXm5gZfX1/4+vpCT08PBgYGmDZtGrLeOfz777+jbt26KFeuHExMTPDdd98hISFB2v/Fixfw8vKCoaEhNDU1YWNjg4CAAABAeno6fH19YWpqCg0NDVhYWGD+/PnSvomJiRg6dCiMjY2hoaGBWrVqYf/+/VL5rl27YG9vD3V1dVhaWmZb6iQhIQEdOnSApqYmrKyssGXLlmz9S0xMxKBBg2BoaAhdXV20aNECV69eLfD5Wr9+Pezs7KChoYEaNWrILaUSExMDmUyG3bt3o3nz5tDS0oKjoyNCQ0MLfDzg/buNvLy88Ouvv6JChQpf1FZRYkJERERl2qZNm6CiooKLFy9i2bJlWLJkCdavXw8AePv2LebMmYOrV69iz549iImJkVupYNq0abh58yYOHTqEW7duYc2aNTAwMAAALF++HHv37sX27dsRFRWFLVu2SIuiZmZmok2bNggJCcHmzZtx8+ZNLFiwQFq4NiwsDD169ECvXr0QGRmJmTNnYtq0aXKPtHt7e+Phw4c4ceIEdu7cidWrV8slawDQvXt3JCQk4NChQ9Lb1N3d3fH8+fN8n6ctW7Zg+vTp+PHHH3Hr1i3MmzcP06ZNw6ZNm+Tq/fDDDxg/fjwiIiJQvXp19O7dG+/evQPw+Xcw6ejoYN68eXLtjRgxAu3atYOHh0e+Yy5OfOyeiIjKNHNzcyxduhQymQy2traIjIzE0qVLMXjwYLmXC1atWhXLly9HvXr1kJKSIr1E0dnZWVrY9MNV4GNjY2FjY4NvvvkGMpkMFhYWUtmxY8dw8eJF3Lp1C9WrV5faz7JkyRK4u7tj2rRpAN4v5nrz5k38/PPP8Pb2xp07d3Do0CFcvHgR9erVAwBs2LABdnZ2Uhtnz57FxYsXkZCQIK3PuWjRIuzZswc7d+7MdS25nMyYMQOLFy+WVq+3srLCzZs3sW7dOvTv31+qN378eGlx2VmzZsHe3h737t1DjRo1PvsOJgByC+lu27YN4eHhuHTpUr5iLQlMiIiIqExr2LAhZDKZ9NnV1RWLFy9GRkYGIiIiMHPmTFy9ehUvXrxAZmYmgPfJTs2aNTF8+HB07doV4eHhaNWqFTp16oRGjRoBeH8Hp2XLlrC1tUXr1q3Rvn17tGrVCsD7FyRWrlxZSoY+duvWLXTs2FFuW+PGjeHv74+MjAzcunULKioqcHFxkcpr1Kght+jp1atXkZKSAn19fbl2Xr9+jfv37+frHKWmpuL+/fvw8fHB4MGDpe3v3r2Dnp6eXN0P5/lkrSWWkJCAGjVq5OsdTA8fPsTo0aMRFBQEDQ2NfMVbEpgQERHRV+nNmzfw9PSEp6cntmzZAkNDQ8TGxsLT0xPp6ekAgDZt2uDBgwc4ePAggoKC4O7ujhEjRmDRokWoU6cOoqOjcejQIRw7dgw9evSAh4cHdu7cCU1NzSKPPyUlBaampjm+9Tq/q8WnpKQAAH799Vc0aNBArixrmC+Lqqqq9H1WovlxIpmb//3vf/jf//6HsLAwJCQkyC2anJGRgdOnT2PlypVIS0vLduySxISIiIjKtAsXLsh9Pn/+PGxsbHD79m08e/YMCxYsgLm5OQDg8uXL2fY3NDRE//790b9/fzRp0gQTJkzAokWLAAC6urro2bMnevbsiW7duqF169Z4/vw5HBwc8O+//+LOnTs53iWys7NDSEiI3LaQkBBUr14dysrKqFGjBt69e4ewsDBpyCwqKgqJiYlS/Tp16iA+Ph4qKipyQ3kFYWxsDDMzM/zzzz/w8vIqcDv5GTJzd3dHZGSkXNmAAQNQo0YNTJo0qVQlQwATIiIiKuNiY2MxduxYDB06FOHh4VixYgUWL16MKlWqQE1NDStWrMCwYcNw/fp1zJkzR27f6dOnw8XFBfb29khLS8P+/fuleTxLliyBqakpnJ2doaSkhB07dsDExATly5dHs2bN0LRpU3Tt2hVLlixBtWrVcPv2bchkMrRu3Rrjxo1DvXr1MGfOHPTs2ROhoaFYuXKl9FRX1jDc0KFDsWbNGqioqMDPz0/uzpOHhwdcXV3RqVMnLFy4ENWrV8fjx49x4MABdO7cWZr3lFezZs3CqFGjoKenh9atWyMtLQ2XL1/GixcvMHbs2Dy1kZ8hs3LlyqFWrVpy27S1taGvr59te2nAp8yIiKhM69evH16/fo369etjxIgRGD16NIYMGQJDQ0MEBgZix44dqFmzJhYsWCDd+cmipqaGKVOmwMHBAU2bNoWysjK2bdsG4P0f9IULF6Ju3bqoV68eYmJicPDgQSgpvf/TuWvXLtSrVw+9e/dGzZo1MXHiRGRkZAB4f3dn+/bt2LZtG2rVqoXp06dj9uzZck+4BQQEwMzMDM2aNUOXLl0wZMgQGBkZSeUymQwHDx5E06ZNMWDAAFSvXh29evXCgwcPYGxsnO/zNGjQIKxfvx4BAQGoXbs2mjVrhsDAQFhZWeW7ra+RTGS9rIE+KTk5GXp6ekhKSoKurm5Jh0OlTHh4OFxcXGDS3x/qJlx4saxJi7+H+E1+0iPNXyouLg7r1q3D0KFDpQmpVHTc3Nzg5ORUaMtdUMkrzN+h/Pz95h0iIiIiUnhMiIiIiMoge3v7T74cMae3XlPuOKmaiIjKrJweSVcUBw8exNu3b3MsK8gcI0XHhIiIiKgM+vDN2fTlOGRGRER5krX45+feQ1MYvL290alTpy9uJyQkBLVr14aqqmqhtFdQbm5u8PPzK7XtERMiIiKFFhgYmOe3HpubmyMuLq5UvkPmU8aOHQsnJydER0fLLaxKn2dpafnFT+/NnDkTMplM7qtGjRqFE2Ah45AZERF9Vnp6OtTU1GBiYlLSoeTL/fv3MWzYMFSuXLnAbWT1nQrG3t4ex44dkz6rqJTO1IN3iIiIipGbmxtGjhwJPz8/VKhQAcbGxvj111+RmpqKAQMGoFy5cqhWrRoOHToE4P3aTz4+PrCysoKmpiZsbW2xbNkyqb03b97A3t5ebuXz+/fvo1y5cti4cWOusZw8eRIDBgxAUlKS9K/3mTNnAnh/d2DOnDno168fdHV1MWTIkByHzK5fv442bdpAR0cHxsbG6Nu3L/777z+pfOfOnahduzY0NTWhr68PDw8PpKam5vl8zZo1C4aGhtDV1cWwYcOkNciA9+trzZ8/Xzo3jo6O2LlzJ4D/H9579uwZBg4cCJlMJt0hOnXqFOrXrw91dXWYmppi8uTJePfundw18vX1hZ+fHwwMDODp6ZmnvubHixcv0K9fP1SoUAFaWlpo06YN7t69K1cnJCQEbm5u0NLSQoUKFeDp6YkXL17k2N6BAwegp6cnPV0WGRmJFi1aSOd9yJAh0npmWX38eMitU6dO0osj3dzc8ODBA4wZM0b62SgoFRUVmJiYSF8GBgYFbqsoMSEiIipmmzZtgoGBAS5evIiRI0di+PDh6N69Oxo1aiStut63b1+8evUKmZmZqFy5Mnbs2IGbN29i+vTp+N///oft27cDADQ0NLBlyxZs2rQJf//9NzIyMtCnTx+0bNkSAwcOzDWORo0awd/fH7q6uoiLi0NcXBzGjx8vlS9atAiOjo64cuUKpk2blm3/xMREtGjRAs7Ozrh8+TIOHz6MJ0+eoEePHgDev2Cvd+/eGDhwIG7duoWTJ0+iS5cuyOv7gIODg6X9/vjjD+zevRuzZs2SyufPn4/ffvsNa9euxY0bNzBmzBj06dMHp06dkob3dHV14e/vj7i4OPTs2ROPHj1C27ZtUa9ePVy9ehVr1qzBhg0bMHfu3GzXSE1NDSEhIVi7du1n+5pf3t7euHz5Mvbu3YvQ0FAIIdC2bVvpqbGIiAi4u7ujZs2aCA0NxdmzZ9GhQwfpTdgf2rp1K3r37o0tW7bAy8sLqamp8PT0RIUKFXDp0iXs2LEDx44dg6+vb57j2717NypXrozZs2dLPxvA+2VSPvWof9bXvHnz5Nq6e/cuzMzMULVqVXh5eSE2NrZA56yolc77VkREXzFHR0dMnToVADBlyhQsWLAABgYGGDx4MID362utWbMG165dQ8OGDeWSACsrK4SGhmL79u3SH2MnJyfMnTsXgwYNkpZ22L9//2fjUFNTg56eHmQyWY5DYS1atMC4ceOkzzExMXLlK1euhLOzs9wfwI0bN8Lc3Bx37txBSkoK3r17hy5dukhPRNWuXTuPZ+l9fBs3boSWlhbs7e0xe/ZsTJgwAXPmzMHbt28xb948HDt2DK6urgCAqlWr4uzZs1i3bh2aNWsGExMTyGQy6OnpSf1bvXo1zM3NsXLlSmk+y+PHjzFp0iRMnz5dWpbDxsYGCxculGKZO3durn3NaYHXT7l79y727t2LkJAQNGrUCACwZcsWmJubY8+ePejevbu0ZEjW2mfA+6Gnj61atQo//PAD9u3bh2bNmgF4nyC9efMGv/32G7S1tQG8v1YdOnTATz/9lKdH8itWrAhlZWWUK1dO7mcjP4u7AkCDBg0QGBgIW1tbxMXFYdasWWjSpAmuX7+OcuXKfTaO4sSEiIiomDk4OEjfKysrQ19fXy5RyPqDlZCQAOD9H72NGzciNjYWr1+/Rnp6OpycnOTaHDduHPbs2YOVK1fi0KFD0NfX/+I4P7d46NWrV3HixAno6OhkK7t//z5atWoFd3d31K5dG56enmjVqhW6deuGChUq5On4jo6O0NLSkj67uroiJSUFDx8+REpKCl69eoWWLVvK7ZOeng5nZ+dPtnnr1i24urrKDQE1btwYKSkp+Pfff1GlShUAgIuLS776mp+E6NatW1BRUUGDBg2kbfr6+rC1tcWtW7cAvL9D1L1791zb2blzJxISEhASEoJ69erJte/o6CglQ1l9zMzMRFRU1Be9oyg/i7sCQJs2baTvHRwc0KBBA1hYWGD79u3w8fEpcBxFgQkREVExU1VVlfssk8nktmX9sc7MzMS2bdswfvx4LF68GK6urihXrhx+/vlnXLhwQa6NhIQE3LlzB8rKyrh79y5at279xXF++Ac1JykpKdJdh4+ZmppCWVkZQUFBOHfuHI4ePYoVK1bghx9+wIULF754QdGs+TAHDhxApUqV5MrU1dW/qG0ge98/19fC9uGq95/i7OyM8PBwbNy4EXXr1s3XPB8lJaVsQ5efesnjh2JjY1GzZs1c6/zvf//D//73vxzLypcvj+rVq+PevXt5jrW4MCEiIirFsoZVvv/+e2nb/fv3s9UbOHAgateuDR8fHwwePBgeHh6ws7P7bPtqamo5zkvJizp16mDXrl2wtLT85JNDMpkMjRs3RuPGjTF9+nRYWFjgr7/+wtixYz/b/tWrV/H69WspOTh//jx0dHRgbm6OihUrQl1dHbGxsdJQUV7Y2dlh165dEEJICURISAjKlSuX65NoeelrfmJ49+4dLly4IA2ZPXv2DFFRUVKy4eDggODgYLnh0o9ZW1tj8eLFcHNzg7KyMlauXCm1HxgYiNTUVCmxCwkJgZKSEmxtbQEAhoaG0rwg4P3k/evXr6N58+bStpx+NvI7ZPaxlJQU3L9/H3379s21jZLASdVERKWYjY0NLl++jCNHjuDOnTuYNm0aLl26JFdn1apVCA0NxaZNm+Dl5YVOnTrBy8tL7omsT7G0tERKSgqCg4Px33//4dWrV3mObcSIEXj+/Dl69+6NS5cu4f79+zhy5AgGDBiAjIwMXLhwAfPmzcPly5cRGxuL3bt34+nTp3lK1ID3w18+Pj64efMmDh48iBkzZsDX1xdKSkooV64cxo8fjzFjxmDTpk24f/8+wsPDsWLFCmzatOmTbX7//fd4+PAhRo4cidu3b+Pvv//GjBkzMHbsWGn+UEH6mh82Njbo2LEjBg8ejLNnz+Lq1avo06cPKlWqhI4dOwJ4P7fs0qVL+P7773Ht2jXcvn0ba9asyfZUW/Xq1XHixAns2rVLemrMy8sLGhoa6N+/P65fv44TJ05g5MiR6Nu3rzRc1qJFCxw4cAAHDhzA7du3MXz4cCQmJsq1bWlpidOnT+PRo0fScbOGzHL7+jAhGj9+PE6dOoWYmBicO3cOnTt3hrKyMnr37p2vc1YcmBAREZViQ4cORZcuXdCzZ080aNAAz549k7tbdPv2bUyYMEGaLAy8nzj833//5fhk2McaNWqEYcOGoWfPnjA0NJSbSPw5ZmZmCAkJQUZGBlq1aoXatWvDz88P5cuXh5KSEnR1dXH69Gm0bdsW1atXx9SpU7F48WK5eSW5cXd3h42NDZo2bYqePXvi22+/lV4LAABz5szBtGnTMH/+fNjZ2aF169Y4cOBArsNxlSpVwsGDB3Hx4kU4Ojpi2LBh8PHxkSa5F7Sv+RUQEAAXFxe0b98erq6uEELg4MGD0tBp9erVcfToUVy9ehX169eHq6sr/v777xzvTtna2uL48eP4448/MG7cOGhpaeHIkSN4/vw56tWrh27dusHd3V26gwS8v6PYv39/9OvXD82aNUPVqlXl7g4BwOzZsxETEwNra2sYGhrmu48A8O+//6J3796wtbVFjx49oK+vj/Pnzxe4vaIkE3l9/lGBJScnQ09PD0lJSdDV1S3pcKiUCQ8Ph4uLC0z6+0PdJO+TDal0SIu/h/hNfggLC0OdOnW+uL24uDisW7cOQ4cOLZK5JURfu8L8HcrP32/eISIiIiKFx4SIiOgrlvVm5by8QK845fZivzNnzpRYXAXxuZcVltYXEZI8PmVGRPQVW79+PV6/fp1jWW5PAxW13J5U+vgx+tLuc09emZmZFV8wVGBMiIiIvmKlNbnIz8v9Srv8vqyQSicOmREREZUyJ0+ehEwmy/Yo/JewtLSEv79/obX3tWFCREREpAAuXbqEIUOGSJ9lMhn27NlTbMfftm0bZDIZOnXqVGzHzA8OmRERESmAknz3T0xMDMaPH48mTZqUWAyfwztERESk0DIzM7Fw4UJUq1YN6urqqFKlCn788UcAQGRkJFq0aAFNTU3o6+tjyJAh0jpqAODt7Y1OnTph3rx5MDY2Rvny5TF79my8e/cOEyZMQMWKFVG5cmUEBARI+8TExEAmk2Hbtm1o1KgRNDQ0UKtWLZw6dSrXOM+ePYsmTZpAU1MT5ubmGDVqFFJTUwEAv/32G3R0dHD37l2p/vfff48aNWpIbx//cMjM0tISANC5c2fIZDJYWloiJiYGSkpKuHz5stxx/f39YWFhgczMzAKd34yMDHh5eWHWrFmoWrVqgdooDkyIiIhIoU2ZMgULFizAtGnTcPPmTWzduhXGxsZITU2Fp6cnKlSogEuXLmHHjh04duwYfH195fY/fvw4Hj9+jNOnT2PJkiWYMWMG2rdvjwoVKuDChQsYNmwYhg4din///VduvwkTJmDcuHG4cuUKXF1d0aFDBzx79izHGO/fv4/WrVuja9euuHbtGv7880+cPXtWiqVfv35o27YtvLy88O7dOxw4cADr16/Hli1boKWlla29rOVfAgICEBcXh0uXLsHS0hIeHh5yyVtWHW9vb+mN3Lm9YkBHRwfDhg2T23/27NkwMjIqdavbf4xDZkREpLBevnyJZcuWYeXKlejfvz+A94umfvPNN/j111/x5s0b/Pbbb9IiqStXrpRWvc9aF6xixYpYvny5tHjqwoUL8erVK2nF96yE6+zZs+jVq5d0bF9fX3Tt2hUAsGbNGhw+fBgbNmzAxIkTs8U5f/58eHl5SeuV2djYYPny5WjWrBnWrFkDDQ0NrFu3Dg4ODhg1ahR2796NmTNnwsXFJcd+Zw2flS9fHiYmJtL2QYMGYdiwYViyZAnU1dURHh6OyMhI/P3331Kdzy3u+uEboc+ePYsNGzZ8dp/SgAkREREprFu3biEtLQ3u7u45ljk6OkrJEAA0btwYmZmZiIqKkhIie3t7ufXMjI2NUatWLemzsrIy9PX1kZCQINe+q6ur9L2Kigrq1q2LW7du5Rjn1atXce3aNWzZskXaJoRAZmYmoqOjYWdnhwoVKmDDhg3w9PREo0aNMHny5HyeDaBTp04YMWIE/vrrL/Tq1QuBgYFo3ry5NMQG5P2VCS9fvkTfvn3x66+/wsDAIN+xFDcmREREpLA0NTW/uI2sBVmzyGSyHLcVdA4OAKSkpGDo0KEYNWpUtrIqVapI358+fRrKysqIi4tDamoqypUrl6/jqKmpoV+/fggICECXLl2wdetWLFu2TK6Ojo5Orm306dMHa9euxf379xETE4MOHTpIZVnnQEVFBVFRUbC2ts5XfEWJCRERESksGxsbaGpqIjg4GIMGDZIrs7OzQ2BgIFJTU6W7RCEhIdLQ2Jc6f/48mjZtCgB49+4dwsLCss1PylKnTh3cvHkz17sz586dw08//YR9+/Zh0qRJ8PX1xaZNmz5ZX1VVFRkZGdm2Dxo0CLVq1cLq1avx7t07dOnSRa48r0NmNWrUQGRkpFzZ1KlTpWFKc3PzXNspbkyIiIhIYWloaGDSpEmYOHEi1NTU0LhxYzx9+hQ3btyAl5cXZsyYgf79+2PmzJl4+vQpRo4cib59+0rDZV9i1apVsLGxgZ2dHZYuXYoXL15g4MCBOdadNGkSGjZsCF9fXwwaNAja2tq4efMmgoKCsHLlSml4atSoUWjTpg0qV66MevXqoUOHDujWrVuObVpaWiI4OBiNGzeGuro6KlSoAOB9ItiwYUNMmjQJAwcOzHYXLa9DZllPz32ofPnyAJBte2nAp8yIiEihTZs2DePGjcP06dNhZ2eHnj17IiEhAVpaWjhy5AieP3+OevXqoVu3bnB3d8fKlSsL5bgLFizAggUL4OjoiLNnz2Lv3r2fnGvj4OCAU6dO4c6dO2jSpAmcnZ0xffp0aZ200aNHQ1tbW1qwt3bt2pg3bx6GDh2KR48e5djm4sWLERQUBHNzczg7O8uV+fj4ID09/ZMJ2tdIJoQQJR1EaZecnAw9PT0kJSXJzZ4nAoDw8HC4uLjApL8/1E24nlFZkxZ/D/Gb/BAWFoY6dep8cXtxcXFYt24dhg4dClNT00KIkL42MTExsLKywpUrV+Dk5FTS4eRozpw52LFjB65du1bsxy7M36H8/P3mHSIiIiIC8H7y9vXr17Fy5UqMHDmypMMpVkyIiIiICMD7dyO5uLjAzc1NoYbLAE6qJiIiKlaWlpYorbNVAgMDERgYWNJhlAjeISIiIiKFx4SIiIiokLm5uUnLbHy4qGpJylqIlnLGITMiIqIidOnSJbnlP0rKsmXL5Ibq3Nzc4OTkVGzJ2r179+Ds7AxlZWUkJiYWyzHzg3eIiIiIipChoWGOK84Xl4yMDGRmZkJPT096MWJxe/v2LXr37o0mTZqUyPHzggkRERHRF0hNTUW/fv2go6MDU1NTLF68WK78wyEzIQRmzpyJKlWqQF1dHWZmZnLrk1laWmLOnDno3bs3tLW1UalSJaxatUquvSVLlqB27drQ1taGubk5vv/+e6SkpEjlgYGBKF++PPbu3YuaNWtCXV0dsbGxckNm3t7eOHXqFJYtWwaZTAaZTIbo6GhUq1YNixYtkjteREQEZDIZ7t27V+BzNHXqVNSoUQM9evQocBtFjQkRERHRF5gwYQJOnTqFv//+G0ePHsXJkycRHh6eY91du3Zh6dKlWLduHe7evYs9e/agdu3acnV+/vlnODo64sqVK5g8eTJGjx6NoKAgqVxJSQnLly/HjRs3sGnTJhw/fhwTJ06Ua+PVq1f46aefsH79ety4cQNGRkZy5cuWLYOrqysGDx6MuLg4xMXFoUqVKhg4cCACAgLk6gYEBKBp06bSkh1t2rSBjo7OJ7/s7e3l9j9+/Dh27NiRLbErbTiHiIiIqIBSUlKwYcMGbN68Ge7u7gCATZs2oXLlyjnWj42NhYmJCTw8PKCqqooqVaqgfv36cnUaN26MyZMnAwCqV6+OkJAQLF26FC1btgQAabI28P6O0ty5czFs2DCsXr1a2v727VusXr0ajo6OOcahp6cHNTU1aGlpwcTERNru7e2N6dOn4+LFi6hfvz7evn2LrVu3yt01Wr9+PV6/fv3Jc6Kqqip9/+zZM3h7e2Pz5s2lfqUHJkREREQFdP/+faSnp6NBgwbStooVK8LW1jbH+t27d4e/vz+qVq2K1q1bo23btujQoQNUVP7/z7Grq6vcPq6urnITn48dO4b58+fj9u3bSE5Oxrt37/DmzRu8evVKmqukpqYGBweHfPfHzMwM7dq1w8aNG1G/fn3s27cPaWlp6N69u1SnUqVKeW5v8ODB+O6779C0adN8x1LcOGRGRERUTMzNzREVFYXVq1dDU1MT33//PZo2bYq3b9/maf+YmBi0b98eDg4O2LVrF8LCwqShqPT0dKmepqYmZDJZgWIcNGgQtm3bhtevXyMgIAA9e/aUmxSenyGz48ePY9GiRVBRUYGKigp8fHyQlJQEFRUVbNy4sUDxFRXeISIiIioga2trqKqq4sKFC6hSpQoA4MWLF7hz5w6aNWuW4z6ampro0KEDOnTogBEjRqBGjRqIjIyUFhc+f/68XP3z58/Dzs4OABAWFobMzEwsXrwYSkrv72ls3769QLGrqakhIyMj2/a2bdtCW1sba9asweHDh3H69Gm58vwMmYWGhsod4++//8ZPP/2Ec+fO5etOU3FgQkRERFRAOjo68PHxwYQJE6Cvrw8jIyP88MMPUrLyscDAQGRkZKBBgwbQ0tLC5s2boampCQsLC6lOSEgIFi5ciE6dOiEoKAg7duzAgQMHAADVqlXD27dvsWLFCnTo0AEhISFYu3ZtgWK3tLTEhQsXEBMTAx0dHVSsWBFKSkpQVlaGt7c3pkyZAhsbm2xDePlJZLISuSyXL1+GkpISatWqVaCYixKHzIiIiL7Azz//jCZNmqBDhw7w8PDAN998AxcXlxzrli9fHr/++isaN24MBwcHHDt2DPv27YO+vr5UZ9y4cbh8+TKcnZ0xd+5cLFmyBJ6engAAR0dHLFmyBD/99BNq1aqFLVu2YP78+QWKe/z48VBWVkbNmjVhaGiI2NhYqczHxwfp6ekYMGBAgdoui2SitK4wV4okJydDT08PSUlJpX6WPBW/8PBwuLi4wKS/P9RNqpV0OJRPafH3EL/JD2FhYdKQxZeIi4vDunXrMHToUJiamhZChKRILC0t4efnJ/ckWUk4c+YM3N3d8fDhQxgbGxfrsQvzdyg/f785ZEZEREQAgLS0NDx9+hQzZ85E9+7diz0ZKkkcMiMiIiIAwB9//AELCwskJiZi4cKFJR1OseIdIiIiolIiJiamRI/v7e0Nb2/vEo2hpPAOERERESk8JkRERESk8JgQERERkcJjQkRERFSGWFpayq1tVhAzZ86ETCaT+6pRo4ZcnTdv3mDEiBHQ19eHjo4OunbtiidPnsjViY2NRbt27aClpQUjIyNMmDAB7969k6tz8uRJ1KlTB+rq6qhWrRoCAwO/KPaiUqIJ0Zo1a+Dg4ABdXV3o6urC1dUVhw4dksoV7WIQEVHBfLiOF+WNvb094uLipK+zZ8/KlY8ZMwb79u3Djh07cOrUKTx+/BhdunSRyjMyMtCuXTukp6fj3Llz2LRpEwIDAzF9+nSpTnR0NNq1a4fmzZsjIiICfn5+GDRoEI4cOVJs/cyrEk2IKleujAULFiAsLAyXL19GixYt0LFjR9y4cQOA4l0MIiLKGzc3N/j6+sLPzw8GBgbw9PSETCZDRESEVCcxMREymQwnT54E8P4fxzKZDMHBwahbty60tLTQqFEjREVF5fm4+/btQ7169aChoQEDAwN07txZKnvx4gX69euHChUqQEtLC23atMHdu3el8pkzZ8LJyUmuPX9/f1haWkqfvb290alTJyxatAimpqbQ19fHiBEjpMVf3dzc8ODBA4wZM0a6s1NQKioqMDExkb4MDAyksqSkJGzYsAFLlixBixYt4OLigoCAAJw7d05aa+3o0aO4efMmNm/eDCcnJ7Rp0wZz5szBqlWrpAR17dq1sLKywuLFi2FnZwdfX19069YNS5cuLXDcRaVEE6IOHTqgbdu2sLGxQfXq1fHjjz9CR0cH58+fV8iLQUREebdp0yaoqanlez2vH374AYsXL8bly5ehoqKCgQMH5mm/AwcOoHPnzmjbti2uXLmC4OBg1K9fXyr39vbG5cuXsXfvXoSGhkIIgbZt2+Z5JfssJ06cwP3793HixAnpH/pZIxu7d+9G5cqVMXv2bOnODvB+tCS3Feh1dHQwb948uePcvXsXZmZmqFq1Kry8vOSW7ggLC8Pbt2/h4eEhbatRowaqVKmC0NBQAO8Xbq1du7bcyxs9PT2RnJws3dgIDQ2VayOrTlYbpUmpeQ9RRkYGduzYgdTUVLi6un72YjRs2PCTF2P48OG4ceMGnJ2dP3kxSvq16ERE9GVsbGyklwfm5/09P/74o7QS/eTJk9GuXTu8efMGGhoan92vV69emDVrlrTN0dERwPvkYu/evQgJCUGjRo0AAFu2bIG5uTn27NmD7t275zm+ChUqYOXKlVBWVkaNGjXQrl07BAcHY/DgwahYsSKUlZVRrlw5mJiYSPuYmZnJ3R3LScWKFaXvGzRogMDAQNja2iIuLg6zZs1CkyZNcP36dZQrVw7x8fFQU1ND+fLl5dowNjZGfHw8ACA+Pj7bm6yzPn+uTnJyMl6/fg1NTc08n5eiVuIJUWRkJFxdXfHmzRvo6Ojgr7/+Qs2aNREREVFiFyMtLQ1paWnS5+Tk5C/uJxERFa5PLaD6OQ4ODtL3WWtlJSQkoEqVKrnuFxERgcGDB+dYduvWLaioqKBBgwbSNn19fdja2uLWrVv5is/e3h7KyspyMUZGRua6j4qKCqpVy/taim3atJG+d3BwQIMGDWBhYYHt27fDx8cnX/F+LUr8KTNbW1tERETgwoULGD58OPr374+bN2+WaEzz58+Hnp6e9GVubl6i8RARUXba2trS90pK7/+cfbhe+aeGqlRVVaXvs+bgZGZmfvZ4X3o3Q0lJCR+vp55TjB/GB7yP8XPxFWTI7EPly5dH9erVce/ePQCAiYkJ0tPTkZiYKFfvyZMn0p0pExOTbA86ZX3+XB1dXd1SdXcIKAUJkZqaGqpVqwYXFxfMnz8fjo6OWLZsWYlejClTpiApKUn6evjwYWF0lYiIioihoSEASHNqAHx2CCm/HBwcEBwcnGOZnZ0d3r17hwsXLkjbnj17hqioKNSsWVOKMT4+Xi4pKkiMampqyMjIkNuWNWSW29ewYcM+2WZKSgru378v3TFzcXGBqqqqXH+joqIQGxsLV1dXAICrqysiIyORkJAg1QkKCoKurq7UZ1dX12znLCgoSGqjNCnxIbOPZWZmIi0tTe5idO3aFUDOF+PHH39EQkICjIyMAOR8MQ4ePCh3jM9dDHV1dairqxdF94iIqAhoamqiYcOGWLBgAaysrJCQkICpU6cW6jFmzJgBd3d3WFtbo1evXnj37h0OHjyISZMmwcbGBh07dsTgwYOxbt06lCtXDpMnT0alSpXQsWNHAO+fEHv69CkWLlyIbt264fDhwzh06BB0dXXzFYelpSVOnz6NXr16QV1dHQYGBvkeMhs/fjw6dOgACwsLPH78GDNmzICysjJ69+4NANDT04OPjw/Gjh2LihUrQldXFyNHjoSrqysaNmwIAGjVqhVq1qyJvn37YuHChYiPj8fUqVMxYsQI6W/osGHDsHLlSkycOBEDBw7E8ePHsX37dhw4cCBffS4OJXqHaMqUKTh9+jRiYmIQGRmJKVOm4OTJk/Dy8pK7GCdOnEBYWBgGDBjwyYtx9epVHDlyJMeL8c8//2DixIm4ffs2Vq9eje3bt2PMmDEl2XUiIipkGzduxLt37+Di4gI/Pz/MnTu3UNt3c3PDjh07sHfvXjg5OaFFixa4ePGiVB4QEAAXFxe0b98erq6uEELg4MGD0hCYnZ0dVq9ejVWrVsHR0REXL17E+PHj8x3H7NmzERMTA2tra+nOWH79+++/6N27N2xtbdGjRw/o6+vj/Pnzcu0tXboU7du3R9euXdG0aVOYmJhg9+7dUrmysjL2798PZWVluLq6ok+fPujXrx9mz54t1bGyssKBAwcQFBQER0dHLF68GOvXr4enp2eB4i5KMvHxgGYx8vHxQXBwMOLi4qCnpwcHBwdMmjQJLVu2BPD+xYzjxo3DH3/8gbS0NHh6emL16tVyM+sfPHiA4cOH4+TJk9DW1kb//v2xYMECqKj8/82vkydPYsyYMbh58yYqV66MadOm5Ws13+TkZOjp6SEpKSnfmTx9/cLDw+Hi4gKT/v5QN8n7v9CodEiLv4f4TX4ICwtDnTp1vri9uLg4rFu3DkOHDpWGH4go7wrzdyg/f79LdMhsw4YNuZZraGhg1apVWLVq1SfrWFhYZBsS+5ibmxuuXLlSoBiJiIjo61fik6qJiIhKA3t7+08+obVly5aSDo+KWKmbVE1ERFQSDh48+MlH9T9+nx19fZgQERER4f0UDFJcHDIjIiIihceEiIiIiBQeh8yIiIrA06dPSzoEojKppH53mBARERUiLS0tqKqqyr3AjojyR1VVFVpaWsV6TCZERESFSE9PD76+vnj16lVJh0JUZmlpaUFPT69Yj8mEiIiokOnp6RX7/8yJ6MtwUjUREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKr0AJ0evXr+XewvrgwQP4+/vj6NGjhRYYERERUXEpUELUsWNH/PbbbwCAxMRENGjQAIsXL0bHjh2xZs2aQg2QiIiIqKgVKCEKDw9HkyZNAAA7d+6EsbExHjx4gN9++w3Lly8v1ACJiIiIilqBEqJXr16hXLlyAICjR4+iS5cuUFJSQsOGDfHgwYNCDZCIiIioqBUoIapWrRr27NmDhw8f4siRI2jVqhUAICEhAbq6uoUaIBEREVFRK1BCNH36dIwfPx6WlpZo0KABXF1dAby/W+Ts7FyoARIREREVNZWC7NStWzd88803iIuLg6Ojo7Td3d0dnTt3LrTgiIiIiIpDgRIiADAxMYGJiYnctvr1639xQERERETFrUAJUWpqKhYsWIDg4GAkJCQgMzNTrvyff/4plOCIiIiIikOBEqJBgwbh1KlT6Nu3L0xNTSGTyQo7LiIiIqJiU6CE6NChQzhw4AAaN25c2PEQERERFbsCPWVWoUIFVKxYsbBjISIiIioRBUqI5syZg+nTp8utZ0ZERERUVhVoyGzx4sW4f/8+jI2NYWlpCVVVVbny8PDwQgmOiIiIqDgUKCHq1KlTIYdBREREVHIKlBDNmDGjsOMgIiIiKjEFfjEjAISFheHWrVsAAHt7ey7bQURERGVSgRKihIQE9OrVCydPnkT58uUBAImJiWjevDm2bdsGQ0PDwoyRiIiIqEgV6CmzkSNH4uXLl7hx4waeP3+O58+f4/r160hOTsaoUaMKO0YiIiKiIlWgO0SHDx/GsWPHYGdnJ22rWbMmVq1ahVatWhVacERERETFoUB3iDIzM7M9ag8Aqqqq2dY1IyIiIirtCpQQtWjRAqNHj8bjx4+lbY8ePcKYMWPg7u5eaMERERERFYcCJUQrV65EcnIyLC0tYW1tDWtra1hZWSE5ORkrVqwo7BiJiIiIilSB5hCZm5sjPDwcx44dw+3btwEAdnZ28PDwKNTgiIiIiIpDgd9DJJPJ0LJlS7Rs2bIw4yEiIiIqdnlOiJYvX44hQ4ZAQ0MDy5cvz7UuH70nIiKisiTPCdHSpUvh5eUFDQ0NLF269JP1ZDIZEyIiIiIqU/KcEEVHR+f4PREREVFZV6CnzGbPno1Xr15l2/769WvMnj37i4MiIiIiKk4FSohmzZqFlJSUbNtfvXqFWbNmfXFQRERERMWpQAmREAIymSzb9qtXr6JixYpfHBQRERFRccrXY/cVKlSATCaDTCZD9erV5ZKijIwMpKSkYNiwYYUeJBEREVFRyldC5O/vDyEEBg4ciFmzZkFPT08qU1NTg6WlJVxdXQs9SCIiIqKilK+EqH///gAAKysrNGrUKMcFXomIiIjKmgK9qbpZs2bS92/evEF6erpcua6u7pdFRURERFSMCjSp+tWrV/D19YWRkRG0tbVRoUIFuS8iIiKisqRACdGECRNw/PhxrFmzBurq6li/fj1mzZoFMzMz/Pbbb4UdIxEREVGRKtCQ2b59+/Dbb7/Bzc0NAwYMQJMmTVCtWjVYWFhgy5Yt8PLyKuw4iYiIiIpMge4QPX/+HFWrVgXwfr7Q8+fPAQDffPMNTp8+XXjRERERERWDAiVEVatWldYzq1GjBrZv3w7g/Z2j8uXLF1pwRERERMWhQAnRgAEDcPXqVQDA5MmTsWrVKmhoaGDMmDGYMGFCoQZIREREVNQKNIdozJgx0vceHh64ffs2wsLCUK1aNTg4OBRacERERETFoUAJ0ccsLCxgYWFRGE0RERERFbs8J0TLly/Pc6OjRo0qUDBEREREJSHPCdHSpUvzVE8mkzEhIiIiojIlzwlR1lNlRERERF+bAj1lRkRERPQ1KdCk6oEDB+ZavnHjxgIFQ0RERFQSCpQQvXjxQu7z27dvcf36dSQmJqJFixaFEhgRERFRcSlQQvTXX39l25aZmYnhw4fD2tr6i4MiIiIiKk6FNodISUkJY8eOzfPTaERERESlRaFOqr5//z7evXtXmE0SERERFbkCDZmNHTtW7rMQAnFxcThw4AD69+9fKIERERERFZcCJURXrlyR+6ykpARDQ0MsXrz4s0+gEREREZU2BRoyO3HihNxXcHAwtm3bhiFDhkBFJe851vz581GvXj2UK1cORkZG6NSpE6KiouTqvHnzBiNGjIC+vj50dHTQtWtXPHnyRK5ObGws2rVrBy0tLRgZGWHChAnZhu5OnjyJOnXqQF1dHdWqVUNgYGBBuk5ERERfoRJ9MeOpU6cwYsQInD9/HkFBQXj79i1atWqF1NRUqc6YMWOwb98+7NixA6dOncLjx4/RpUsXqTwjIwPt2rVDeno6zp07h02bNiEwMBDTp0+X6kRHR6Ndu3Zo3rw5IiIi4Ofnh0GDBuHIkSPF2l8iIiIqnWRCCJHfnZ49e4bp06fjxIkTSEhIQGZmplz58+fPCxTM06dPYWRkhFOnTqFp06ZISkqCoaEhtm7dim7dugEAbt++DTs7O4SGhqJhw4Y4dOgQ2rdvj8ePH8PY2BgAsHbtWkyaNAlPnz6FmpoaJk2ahAMHDuD69evSsXr16oXExEQcPnz4s3ElJydDT08PSUlJ0NXVLVDf6OsVHh4OFxcXmPT3h7pJtZIOh/IpLf4e4jf5ISwsDHXq1CnpcIioEOXn73eB5hD17dsX9+7dg4+PD4yNjSGTyQoU6MeSkpIAABUrVgQAhIWF4e3bt/Dw8JDq1KhRA1WqVJESotDQUNSuXVtKhgDA09MTw4cPx40bN+Ds7IzQ0FC5NrLq+Pn5FUrcREREVLYVKCE6c+YMzp49C0dHx0ILJDMzE35+fmjcuDFq1aoFAIiPj4eamhrKly8vV9fY2Bjx8fFSnQ+ToazyrLLc6iQnJ+P169fQ1NSUK0tLS0NaWpr0OTk5+cs7SERERKVWgeYQ1ahRA69fvy7UQEaMGIHr169j27ZthdpuQcyfPx96enrSl7m5eUmHREREREWoQAnR6tWr8cMPP+DUqVN49uwZkpOT5b7yy9fXF/v378eJEydQuXJlabuJiQnS09ORmJgoV//JkycwMTGR6nz81FnW58/V0dXVzXZ3CACmTJmCpKQk6evhw4f57hMRERGVHQVKiMqXL4/k5GS0aNECRkZGqFChAipUqIDy5cujQoUKeW5HCAFfX1/89ddfOH78OKysrOTKXVxcoKqqiuDgYGlbVFQUYmNj4erqCgBwdXVFZGQkEhISpDpBQUHQ1dVFzZo1pToftpFVJ6uNj6mrq0NXV1fui4iIiL5eBZpD5OXlBVVVVWzduvWLJlWPGDECW7duxd9//41y5cpJc3709PSgqakJPT09+Pj4YOzYsahYsSJ0dXUxcuRIuLq6omHDhgCAVq1aoWbNmujbty8WLlyI+Ph4TJ06FSNGjIC6ujoAYNiwYVi5ciUmTpyIgQMH4vjx49i+fTsOHDhQoLiJiIjo61KghOj69eu4cuUKbG1tv+jga9asAQC4ubnJbQ8ICIC3tzcAYOnSpVBSUkLXrl2RlpYGT09PrF69WqqrrKyM/fv3Y/jw4XB1dYW2tjb69++P2bNnS3WsrKxw4MABjBkzBsuWLUPlypWxfv16eHp6flH8RERE9HUoUEJUt25dPHz48IsTory8AklDQwOrVq3CqlWrPlnHwsICBw8ezLUdNze3bEuOEBEREQEFTIhGjhyJ0aNHY8KECahduzZUVVXlyh0cHAolOCIiIqLiUKCEqGfPngAgt5CrTCaDEAIymQwZGRmFEx0RERFRMShQQhQdHV3YcRARERGVmAIlRBYWFoUdBxEREVGJyXNCtHfvXrRp0waqqqrYu3dvrnW//fbbLw6MiIiIqLjkOSHq1KkT4uPjYWRkhE6dOn2yHucQERERUVmT54QoMzMzx++JiIiIyrp8Ld0RGhqK/fv3y2377bffYGVlBSMjIwwZMkRulXgiIiKisiBfCdHs2bNx48YN6XNkZCR8fHzg4eGByZMnY9++fZg/f36hB0lERERUlPKVEEVERMDd3V36vG3bNjRo0AC//vorxo4di+XLl2P79u2FHiQRERFRUcpXQvTixQsYGxtLn0+dOoU2bdpIn+vVq4eHDx8WXnRERERExSBfCZGxsbH0Usb09HSEh4dLq84DwMuXL7Mt40FERERU2uUrIWrbti0mT56MM2fOYMqUKdDS0kKTJk2k8mvXrsHa2rrQgyQiIiIqSvl6U/WcOXPQpUsXNGvWDDo6Oti0aRPU1NSk8o0bN6JVq1aFHiQRERFRUcpXQmRgYIDTp08jKSkJOjo6UFZWlivfsWMHdHR0CjVAIiIioqJWoLXM9PT0ctxesWLFLwqGiIiIqCTkaw4RERER0deICREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTw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8fHyoWLEic+fOxdHRESMjI7Zv3868efO07kU3Nzc8PT356aef6NatGz/99BNGRka0b9/+jeMQ+U8SIvHeqVWrFps3b8bf358PP/yQgwcPYmNjg42NDYULFyYlJUX9hzgzlStXplq1aqxZs4aSJUsSFRXFwoULcyVGJycndu/ezcOHD7WeEl26dEktT/tvamoq169f1/q/35ffrrK1tcXExCTDt65e3lamTBkURcHFxSVXfqG8jrm5OZMmTaJnz56sX7+ejh07AvDrr7/SqFEjvv/+e636Dx48UJOp7Ei7ZleuXKFx48bq9mfPnnH9+nU8PDy06p49e5bU1FStp0QvX/+8lpYIREdHZ3vfIkWKZNiF9vLTrjdVpkwZACwsLLL09yirvvjiC7777jvGjx+vdhWXKVOGhISELB8n7enVi/7880/1LbuMbN26lcTERLZs2aL1JO7lruM03bp1Y/jw4URHR7N27Vr8/f1f+zRMvBtkDJF4L/n4+PDzzz9z9epVmjZtSnx8PPr6+rRp04aNGzdm+CrunTt30m3r2rUrf/zxB/Pnz8fa2jrX5jNKm5Bu0aJFWtvnzZuHRqNRj+Pn5weQbl6WlxMzfX19fH192bx5M7du3VK3X716VR2PlKZ169bo6+szZcqUdE8UFEXh7t27b3ZyGejcuTMlS5bk66+/1or55eNv2LDhteNvXqVGjRrY2NiwbNkykpKS1O1BQUHpZslu3rw5MTEx/PLLL+q25ORkFi5ciLm5OQ0bNsxRDFkVGhqa4fa0sS45eYW7TJkyXLp0Ses+PnPmzBu9Cp8RT09PypQpw+zZs0lISEhXntHfo6ywsrKif//+7Nq1i4iICADat29PWFgYu3btSlf/wYMHJCcna23bvHmz1v1z/Phxjh07lunf27Snby/ei3FxcaxatSrD+p06dUKj0TBkyBD++uuvXBlTKAoGeUIk3luffPIJ3333Hb169eKjjz5i586dzJw5k71791K7dm369u2Lm5sb9+7d49SpU+zevTvdHDKffvopo0eP5rfffmPgwIHZesX55MmTfPnll+m2e3t707JlSxo1asQXX3zBjRs38PDw4I8//uD3339n6NCh6v+Fe3p60qZNG+bPn8/du3fV1+7//PNPAK25YiZPnswff/xBvXr1GDhwoJpwVa5cWf0FA89/cX755ZeMGzeOGzdu0KpVKwoXLsz169f57bff6Nevn9ZMxbnB0NCQIUOGMGrUKHbu3EnTpk1p0aIFU6dOpWfPntStW5fIyEjWrFmTbrxPdo7x5Zdf0r9/fxo3bkyHDh24fv06q1atStdmv379WL58OT169CA8PBxnZ2d+/fVXDh8+zPz589ON7cptH3/8MS4uLrRs2ZIyZcrw6NEjdu/ezdatW6lZsyYtW7bMdpu9evVi7ty5+Pn50bt3b2JjY1m2bBmVKlUiPj4+12LX09NjxYoVNGvWjEqVKtGzZ09KlCjBv//+y969e7GwsGDr1q05anvIkCHMnz+fmTNnsm7dOkaNGsWWLVto0aIFPXr0wNPTk0ePHhEZGcmvv/7KjRs3tJ4mli1blg8++ICBAweSmJio/o/Mq7rc4PkcQkZGRrRs2ZL+/fuTkJDAd999h62tbYZP6mxsbGjatCkbNmzAysoqwykwxDsqX95tEyKXpb12f+LEiXRls2fPVgClRYsWyrNnz5Tbt28rAQEBiqOjo2JoaKjY29srPj4+yv/+978M227evLkCKEeOHMlyPMArP9OmTVMURVEePnyoDBs2THFwcFAMDQ2VcuXKKd98843Wq8yKoiiPHj1SAgIClKJFiyrm5uZKq1atlMuXLyuAMnPmTK26oaGhSrVq1RQjIyOlTJkyyooVK5QRI0YoJiYm6WLcuHGj8sEHHyiFChVSChUqpFSsWFEJCAhQLl++rNZp2LChUqlSpSyfd9orzXfu3ElXFhcXp1haWqqvhj99+lQZMWKEUrx4ccXU1FSpV6+eEhYWlu718bTXvl98HVtR/v9V61WrVmltX7JkieLi4qIYGxsrNWrUUA4cOJDhK+m3b99WevbsqRQrVkwxMjJSqlSpkq6ttGN88803WttfFVNm9+GLfv75Z6Vjx45KmTJlFFNTU8XExERxc3NTvvjiC/WV/8yOryhKumkXFEVRfvrpJ6V06dKKkZGRUrVqVWXXrl25/tp9mtOnTyutW7dWrK2tFWNjY8XJyUlp3769Ehoamum5Z3ZOivJ8Sgl9fX116omHDx8q48aNU8qWLasYGRkpxYoVU+rWravMnj1bSUpKStfmnDlzFEdHR8XY2FipX7++cubMGa32M3rtfsuWLYq7u7tiYmKiODs7K19//bWycuVKBVCuX7+eLsb169crgNKvX79Mz1W8WzSKkgcjEoV4h33yySdERkZmOD4nv0RERFCtWjV++umn104S2apVK86fP5/h+Aoh3gc3btzAxcWFb775Jtefbmbk999/p1WrVhw4cECdAkG8+2QMkRCZiI6OJjg4WF0NPD88efIk3bb58+ejp6dHgwYNMq175coVtm/fnuGSDkKInPnuu+8oXbo0H3zwQX6HInKRjCESIgPXr1/n8OHDrFixAkNDQ/r3759vscyaNYvw8HAaNWqEgYEBO3bsYMeOHfTr1y/dPDilS5emR48elC5dmr///pulS5diZGSU6RgKIUTWrFu3jrNnzxIcHMyCBQteu96beLdIQiREBvbv30/Pnj0pVaoUq1evxt7ePt9iqVu3LiEhIUybNo2EhARKlSrF5MmT+eKLL9LVbdq0KT///DMxMTEYGxvj5eXF9OnTXzkJoxAi6zp16oS5uTm9e/dON3u8ePfJGCIhhBBC6DwZQySEEEIInScJkRBCCCF0nowhyoLU1FRu3bpF4cKFZRCdEEII8Y5QFIWHDx/i4OCQbjHnl0lClAW3bt1K9zaPEEIIId4NN2/epGTJkpnWkYQoC9Km8b958yYWFhb5HI0QQgghsiI+Ph5HR8csLccjCVEWpHWTWVhYSEIkhBBCvGOyMtxFBlULIYQQQucVmIRo5syZaDQahg4dqm57+vQpAQEBWFtbY25uTps2bbh9+7bWflFRUfj7+2NmZoatrS2jRo0iOTlZq86+ffuoXr06xsbGlC1blqCgoDw4IyGEEEK8KwpEQnTixAmWL1+Ou7u71vZhw4axdetWNmzYwP79+7l16xatW7dWy1NSUvD39ycpKYkjR46wevVqgoKCmDhxolrn+vXr+Pv706hRIyIiIhg6dCh9+vRh165deXZ+QgghhCjY8n2m6oSEBKpXr86SJUv48ssvqVq1KvPnzycuLg4bGxvWrl1L27ZtAbh06RKurq6EhYVRp04dduzYQYsWLbh16xZ2dnYALFu2jDFjxnDnzh2MjIwYM2YMwcHBnDt3Tj1mx44defDgATt37sxSjPHx8VhaWhIXFydjiIQQQoh3RHZ+f+f7E6KAgAD8/f3x9fXV2h4eHs6zZ8+0tlesWJFSpUoRFhYGQFhYGFWqVFGTIQA/Pz/i4+M5f/68Wufltv38/NQ2MpKYmEh8fLzWRwghhBDvr3x9y2zdunWcOnWKEydOpCuLiYnByMgIKysrre12dnbExMSodV5MhtLK08oyqxMfH8+TJ08wNTVNd+wZM2YwZcqUHJ+XEEIIId4t+faE6ObNmwwZMoQ1a9ZgYmKSX2FkaNy4ccTFxamfmzdv5ndIQgghhHiL8i0hCg8PJzY2lurVq2NgYICBgQH79+/n22+/xcDAADs7O5KSknjw4IHWfrdv38be3h4Ae3v7dG+dpX1/XR0LC4sMnw4BGBsbq3MOydxDQgghxPsv3xIiHx8fIiMjiYiIUD81atSgc+fO6s+GhoaEhoaq+1y+fJmoqCi8vLwA8PLyIjIyktjYWLVOSEgIFhYWuLm5qXVebCOtTlobQgghhBD5NoaocOHCVK5cWWtboUKFsLa2Vrf37t2b4cOHU7RoUSwsLBg0aBBeXl7UqVMHgCZNmuDm5kbXrl2ZNWsWMTExjB8/noCAAIyNjQEYMGAAixYtYvTo0fTq1Ys9e/awfv16goOD8/aEhRA6Iy4ujsePH+d3GEK8s8zMzLC0tMzTYxbopTvmzZuHnp4ebdq0ITExET8/P5YsWaKW6+vrs23bNgYOHIiXlxeFChWie/fuTJ06Va3j4uJCcHAww4YNY8GCBZQsWZIVK1bg5+eXH6ckhHjPxcXFsWjRIp49e5bfoQjxzjI0NCQwMDBPk6J8n4foXSDzEAkhsio6Oprly5fTunVrbGxs8jscId45d+7cYdOmTfTv35/ixYu/UVvZ+f1doJ8QCSHEu8rGxuaN/zEXQuSdfJ+YUQghhBAiv8kTIiHeU1FRUfz333/5HYbOuXPnDnfv3k033cf7JD8GvArxtklCJMR7KCoqigoVXXn6RN50yg9OTk4YGRlRuHDh/A7lrTAwNGRQHg94FeJtk4RIiPfQf//9x9Mnj7FuMQJDa8f8DkenpDyOw/TeOQpVaoR50WL5HU6uS30cz+M/j/D48eN3KiHy9vZWFw8vaC5dukSPHj2IiIigYsWKREREvLLujRs3cHFx4fTp01StWjXPYtQFkhAJ8R4ztHbE2L5sfoehU5IT7qH/5G/0C1lhYF40v8PJdcn5HcB7aNKkSRQqVIjLly9jbm6e3+HkurCwML744guOHTuGvr4+VatWZdeuXa9cLSK/SEIkhBBC5EBKSgoajQY9vTd7P+natWv4+/vj5OSUS5EVHGFhYTRt2pRx48axcOFCDAwMOHPmzBtfs7eh4EUkhBDiveXt7c3gwYMZPXo0RYsWxd7ensmTJwPPu4M0Go1Wl9GDBw/QaDTs27cPgH379qHRaNi1axfVqlXD1NSUxo0bExsby44dO3B1dcXCwoJPP/003WzhycnJ6mR/xYoVY8KECbw4FV9iYiIjR46kRIkSFCpUiNq1a6vHBQgKCsLKyootW7bg5uaGsbExUVFRmZ5vamoqU6dOpWTJkhgbG1O1alV27typlms0GsLDw5k6dSoajUa9FlmVkpJCr169qFixohrL77//TvXq1TExMaF06dJMmTKF5OTnz/Z69epFixYttNp49uwZtra2fP/99wD8+uuvVKlSBVNTU6ytrfH19eXRo0fZiivNsGHDGDx4MGPHjqVSpUpUqFCB9u3bq6tJFCSSEAkhhMhTq1evplChQhw7doxZs2YxdepUQkJCstXG5MmTWbRoEUeOHOHmzZu0b9+e+fPns3btWoKDg/njjz9YuHBhuuMaGBhw/PhxFixYwNy5c1mxYoVaHhgYSFhYGOvWrePs2bO0a9eOpk2bcuXKFbXO48eP+frrr1mxYgXnz5/H1tY20zgXLFjAnDlzmD17NmfPnsXPz4+PPvpIbTM6OppKlSoxYsQIoqOjGTlyZJavQWJiIu3atSMiIoKDBw9SqlQpDh48SLdu3RgyZAgXLlxg+fLlBAUF8dVXXwHQp08fdu7cSXR0tNrOtm3bePz4MR06dCA6OppOnTrRq1cvLl68yL59+2jdurWaOK5ZswZzc/NMPwcPHgQgNjaWY8eOYWtrS926dbGzs6Nhw4YcOnQoy+eYl6TLTAghRJ5yd3dn0qRJAJQrV45FixYRGhpKuXLlstzGl19+Sb169YDn616OGzeOa9euUbp0aQDatm3L3r17GTNmjLqPo6Mj8+bNQ6PRUKFCBSIjI5k3bx59+/YlKiqKVatWERUVhYODAwAjR45k586drFq1iunTpwPPn6YsWbIEDw+PLMU5e/ZsxowZQ8eOHQH4+uuv2bt3L/Pnz2fx4sXY29tjYGCAubk59vb2WT7/hIQE/P39SUxMZO/eveoA9ylTpjB27Fi6d+8OQOnSpZk2bRqjR49m0qRJ1K1blwoVKvDjjz8yevRoAFatWkW7du0wNzfnzz//JDk5mdatW6tdeFWqVFGP+9FHH1G7du1MYytRogQAf/31F/A8eZ09ezZVq1blhx9+wMfHh3PnzmXrzzsvSEIkhBAiT7m7u2t9L168OLGxsTluw87ODjMzMzUZStt2/PhxrX3q1KmDRqNRv3t5eTFnzhxSUlKIjIwkJSWF8uXLa+2TmJiItbW1+t3IyChd/K8SHx/PrVu31MQtTb169Thz5kyW2niVTp06UbJkSfbs2aM1OPnMmTMcPnxYfSIEz7vVnj59yuPHjzEzM6NPnz7873//Y/To0dy+fZsdO3awZ88eADw8PPDx8aFKlSr4+fnRpEkT2rZtS5EiRYDnC7NndTqJ1NRUAPr370/Pnj0BqFatGqGhoaxcuZIZM2a80TXIbZIQCSGEyFOGhoZa3zUaDampqepA2xfH9bxqkdwX29BoNK9sM6sSEhLQ19cnPDwcfX19rbIX3/wyNTXVSqryS/Pmzfnpp58ICwujcePG6vaEhASmTJlC69at0+1jYmICQLdu3Rg7dixhYWEcOXIEFxcX6tevDzxfND0kJIQjR46o3Y5pb4i5uLiwZs0a+vfvn2lsO3bsoH79+urSNW5ublrlrq6urx17lR8kIRJCCFEgpC2GGx0dTbVq1QAynZMnu44dO6b1/ejRo5QrVw59fX2qVatGSkoKsbGxanLwpiwsLHBwcODw4cM0bNhQ3X748GFq1ar1Rm0PHDiQypUr89FHHxEcHKy2X716dS5fvkzZsq+ebsPa2ppWrVqxatUqwsLC1Kc3aTQaDfXq1aNevXpMnDgRJycnfvvtN4YPH56tLjNnZ2ccHBy4fPmyVvmff/5Js2bNcnLab5UkREIIIQoEU1NT6tSpw8yZM3FxcSE2Npbx48fnWvtRUVEMHz6c/v37c+rUKRYuXMicOXMAKF++PJ07d6Zbt27MmTOHatWqcefOHUJDQ3F3d8ff3z9Hxxw1ahSTJk2iTJkyVK1alVWrVhEREcGaNWve+HwGDRpESkoKLVq0YMeOHXzwwQdMnDiRFi1aUKpUKdq2bYuenh5nzpzh3LlzfPnll+q+ffr0oUWLFqSkpKjjjeB50hgaGkqTJk2wtbXl2LFj3LlzB1dXVyB7XWYajUY9fw8PD6pWrcrq1au5dOkSv/766xuff26ThEgIIUSBsXLlSnr37o2npycVKlRg1qxZNGnSJFfa7tatG0+ePKFWrVro6+szZMgQ+vXrp5avWrWKL7/8khEjRvDvv/9SrFgx6tSpk+419ewYPHgwcXFxjBgxgtjYWNzc3NiyZUuuDSgeOnQoqampNG/enJ07d+Ln58e2bduYOnUqX3/9NYaGhlSsWJE+ffpo7efr60vx4sWpVKmSOogcnj/VOnDgAPPnzyc+Ph4nJyfmzJmT4yc6Q4cO5enTpwwbNox79+7h4eFBSEgIZcqUeaPzfhs0youdtSJD8fHxWFpaEhcXh4WFRX6HI8RrnTp1Ck9PT+y7z5eZqvNYcsI9rP7eR7suPbG0zvyV7HdRcsI9EiJ20r9/f3WMiHj3JCQkUKJECVatWpXheKP8FB0dzfLly3PlHsvO7295QiSEEELoiNTUVP777z/mzJmDlZUVH330UX6HVGDIxIxCCCFEDmVlgsLsmD59+ivby42ByFFRUdjZ2bF27VpWrlyJgYE8F0kjV0IIIYTIoczegkt72yo7BgwYQPv27TMsy43FUJ2dnZGRMhmThEgIIYTIocxeb8+JokWLUrRo0VxtU2SNdJkJIYTQCWkLwz548CC/Q3lrevToQatWrfI7jHeSJERCCCHeO97e3gwdOlRrW926dYmOjlbX/RJv37Nnz5g6dSplypTBxMQEDw8Pdu7cmd9hZUgSIiGEELkqKSmpQB7byMgIe3v7ArH0Rk6kpKRkazmSgmD8+PEsX76chQsXcuHCBQYMGMAnn3zC6dOn8zu0dCQhEkIIkalFI7qyceFUNi6cyoTOvsyaNYtZs2apg3OdnZ2ZNm0a3bp1w8LCQp3scOPGjVSqVAljY2OcnZ3VWaHTpO3XqVMnChUqRIkSJVi8eLFWnQcPHtCnTx9sbGywsLCgcePGWgujTp48mapVq7JixQpcXFwwMTGhR48e7N+/nwULFqDRaNBoNNy4cSPDLrNDhw5Rv359TE1NcXR0ZPDgwTx69EgtX7JkCeXKlcPExAQ7Ozvatm2bpWvm7e1NYGAggYGBWFpaUqxYMSZMmKA1oDkxMZGRI0dSokQJChUqRO3atdm3b59aHhQUhJWVFVu2bMHNzQ1jY+NsrwF24sQJbGxs+Prrr197PW/cuIGenh4nT57UamP+/Pk4OTnlKBn78ccf+fzzz2nevDmlS5dm4MCBNG/ePN29UBBIQiSEEOK1ToT8hp6+PoNmfU/Tpk1Zvnw5K1asUMtnz56Nh4cHp0+fZsKECYSHh9O+fXs6duxIZGQkkydPZsKECQQFBWm1+80336j7jR07liFDhhASEqKWt2vXjtjYWHbs2EF4eDjVq1fHx8eHe/fuqXWuXr3Kxo0b2bRpExERESxYsAAvLy/69u1LdHQ00dHRODo6pjuna9eu0bRpU9q0acPZs2f55ZdfOHToEIGBgQCcPHmSwYMHM3XqVC5fvszOnTtp0KBBlq/Z6tWrMTAw4Pjx4yxYsIC5c+dqXbPAwEDCwsJYt24dZ8+epV27djRt2pQrV66odR4/fszXX3/NihUrOH/+PLa2WZ/sc8+ePXz44Yd89dVXjBkz5rXX09nZGV9fX1atWqXVzqpVq+jRo4e6+G5mUw2Ym5szYMAAdd/ExER1Udk0pqamHDp0KMvnkVfkLTMhhBCvZWVTnFYDPyfl0X3M3N1xcHBg3rx59O3bF4DGjRszYsQItX7nzp3x8fFhwoQJwPO1wi5cuMA333xDjx491Hr16tVj7Nixap3Dhw8zb948PvzwQw4dOsTx48eJjY3F2NgYeJ54bd68mV9//VV9EpWUlMQPP/ygLg4Lz7vHzMzMsLe3f+U5zZgxg86dO6tjjcqVK8e3335Lw4YNWbp0KVFRURQqVIgWLVpQuHBhnJyc1EVns8LR0ZF58+ah0WioUKECkZGR6jWLiopi1apVREVFqUtnjBw5kp07d7Jq1SqmT58OPB+Ds2TJEjw8PLJ8XIDffvuNbt26sWLFCjp06ACQpevZp08fBgwYwNy5czE2NubUqVNERkby+++/q22/bsHdF2eE9vPzY+7cuTRo0IAyZcoQGhrKpk2bSElJydb55AV5QiSEEOK1nFw9tMbeeHp6cuXKFfUXW40aNbTqX7x4kXr16mltq1evntY+AF5eXlp1vLy8uHjxIgBnzpwhISEBa2trrScQ169f59q1a/8fm5OTVjKUVWfOnCEoKEirbT8/P1JTU7l+/ToffvghTk5OlC5dmq5du7JmzRoeP36c5fbr1Kmjdc28vLzU84+MjCQlJYXy5ctrHX///v1a52ZkZIS7u3u2zuvYsWO0a9eOH3/8UU2G0s73ddezVatW6Ovr89tvvwHPu+0aNWqEs7Oz2k7ZsmUz/bz4FGvBggWUK1eOihUrYmRkRGBgID179lSfNhUk8oRICCHEGytUqFCut5mQkEDx4sW1xtWksbKyeuNjJyQk0L9/fwYPHpyurFSpUhgZGXHq1Cn27dvHH3/8wcSJE5k8eTInTpzQOn5Oj62vr094eDj6+vpaZebm5urPpqam2R4EXqZMGaytrVm5ciX+/v4YGhqqx3zd9TQyMqJbt27qGmdr165lwYIFr4wvI126dGHZsmUA2NjYsHnzZp4+fcrdu3dxcHBg7NixlC5dOlvnlBckIRJCCPFaf186q/X91KlTlCtXLt0v8zSurq4cPnxYa9vhw4cpX7681j5Hjx7VqnP06FFcXV0BqF69OjExMRgYGGg9ocgKIyOj13bLVK9enQsXLmQ6uaKBgQG+vr74+voyadIkrKys2LNnT5YWRD127JjW96NHj6rXrFq1aqSkpBAbG0v9+vWzdlJZVKxYMTZt2oS3tzft27dn/fr1GBoaZvl69unTh8qVK7NkyRKSk5PTnWt2uszSmJiYUKJECZ49e8bGjRtfORt3fpKESAghxGs9iL3F5mUzqNWoKdciI9m5cydz5859Zf0RI0ZQs2ZNpk2bRocOHQgLC2PRokUsWbJEq97hw4eZNWsWrVq1IiQkhA0bNhAcHAyAr68vXl5etGrVilmzZlG+fHlu3bpFcHAwn3zySbpuuhc5Oztz7Ngxbty4gbm5eYazP48ZM4Y6deoQGBhInz59KFSoEBcuXCAkJIRFixaxbds2/vrrLxo0aECRIkXYvn07qampVKhQIUvXLCoqiuHDh9O/f39OnTrFwoUL1berypcvT+fOnenWrRtz5syhWrVq3Llzh9DQUNzd3fH398/SMV7F1taWPXv20KhRIzp16sS6deuyfD1dXV2pU6cOY8aMoVevXumWDMnO7NzHjh3j33//pWrVqvz7779MnjyZ1NRURo8e/Ubn9zYUvE48IYQQBU4N31Y8S3zKwtG92b59O3369FEHNWekevXqrF+/nnXr1lG5cmUmTpzI1KlTtQZUw/PE6eTJk1SrVo0vv/ySuXPn4ufnB4BGo2H79u00aNCAnj17Ur58eTp27Mjff/+NnZ1dpvGOHDkSfX193NzcsLGxyfB1dXd3d/bv38+ff/5J/fr1qVatGhMnTlQHOVtZWbFp0yYaN26Mq6sry5Yt4+eff6ZSpUpZumbdunXjyZMn1KpVi4CAAIYMGaJ1zVatWkW3bt0YMWIEFSpUoFWrVpw4cYJSpUplqf3Xsbe3Z8+ePURGRtK5c2dSU1OzfD179+5NUlISvXr1eqMYnj59yvjx43Fzc+OTTz6hRIkSHDp06I27HN8GjSKrvL1WfHw8lpaWxMXFZfgoUIiC5tSpU3h6emLffT7G9rm71pLIXHLCPaz+3ke7Lj2xtM76K9IF2aIRXSlRpiKffPYFyQn3SIjYSf/+/SlevPgbtevs7MzQoUPTzSj9PvD29qZq1arMnz8/v0PJkWnTprFhwwbOnj37+sq5LDo6muXLl+fKPZad39/yhEgIIYQQwPOB1+fOnWPRokUMGjQov8PJU5IQCSGEENkQFRWV6cSE2Z1NOjsyO+7BgwffuP3AwEA8PT3x9vZ+4+6yd02+DqpeunQpS5cu5caNGwBUqlSJiRMn0qxZM+D5I8f9+/dr7dO/f3/1dT54fmMOHDiQvXv3Ym5uTvfu3ZkxYwYGBv9/avv27WP48OGcP38eR0dHxo8fn64fWwghRMYC5/z4VtpN+7f/XePg4JDpm1YODg4ZvtqeGzI7bokSJd64/aCgoHSzieuKfE2ISpYsycyZMylXrhyKorB69Wo+/vhjTp8+rQ5a69u3L1OnTlX3MTMzU39OSUnB398fe3t7jhw5QnR0NN26dcPQ0FCd5fP69ev4+/szYMAA1qxZQ2hoKH369KF48eLqwD0hhBAiqwwMDLL1plVuyq/j6oJ8TYhatmyp9f2rr75i6dKlHD16VE2IMpt6/Y8//uDChQvs3r0bOzs7qlatyrRp0xgzZgyTJ0/GyMiIZcuW4eLior7q6OrqyqFDh5g3b54kREIIIYQACtAYopSUFNatW8ejR4+0pnJfs2YNxYoVo3LlyowbN05r2vSwsDCqVKmi9bqgn58f8fHxnD9/Xq3j6+urdSw/Pz/CwsJeGUtiYiLx8fFaHyGEEOJtc3Z2zrU30yZPnkzVqlVzpS1dkO8JUWRkJObm5hgbGzNgwAB+++033NzcAPj000/56aef2Lt3L+PGjePHH3+kS5cu6r4xMTHp5k5I+x4TE5Npnfj4eJ48eZJhTDNmzMDS0lL9ZLRKshBCCCGybubMmWg0mgI7zUK+z1RdoUIFIiIiiIuL49dff6V79+7s378fNzc3rQmsqlSpQvHixfHx8eHatWuUKVPmrcU0btw4hg8frn6Pj4+XpEgIIYTIoRMnTrB8+fJsL1Sbl/L9CZGRkRFly5bF09OTGTNm4OHhkW4huTS1a9cG4OrVq8DzWThv376tVSfte9q4o1fVsbCwSDcdeRpjY2MsLCy0PkIIIQoeb29vAgMDCQwMxNLSkmLFijFhwgTS5hz+8ccfqVGjBoULF8be3p5PP/2U2NhYdf/79+/TuXNnbGxsMDU1pVy5cqxatQqApKQkAgMDKV68OCYmJjg5OTFjxgx13wcPHtC/f3/s7OwwMTGhcuXKbNu2TS3fuHEjlSpVwtjYGGdnZ3Usa5rY2FhatmyJqakpLi4urFmzJt35PXjwgD59+mBjY4OFhQWNGzfmzJkzOb5eK1aswNXVFRMTEypWrKi1lMqNGzfQaDRs2rSJRo0aYWZmhoeHR6ZDTLIiISGBzp07891331GkSJE3auttyveE6GWpqakkJiZmWJb2umHazJVeXl5ERkZq3dwhISFYWFio3W5eXl6EhoZqtRMSEqI1TkkIIcS7a/Xq1RgYGHD8+HEWLFjA3LlzWbFiBQDPnj1j2rRpnDlzhs2bN3Pjxg2taVcmTJjAhQsX2LFjBxcvXmTp0qUUK1YMgG+//ZYtW7awfv16Ll++zJo1a9RFUVNTU2nWrBmHDx/mp59+4sKFC8ycOVNduDY8PJz27dvTsWNHIiMjmTx5MhMmTNB6pb1Hjx7cvHmTvXv38uuvv7JkyRKt32cA7dq1IzY2lh07dhAeHk716tXx8fHh3r172b5Oa9asYeLEiXz11VdcvHiR6dOnM2HCBFavXq1V74svvmDkyJFERERQvnx5OnXqRHJyMvD6OZjMzc3Vt7zTBAQE4O/vn248b0GTr11m48aNo1mzZpQqVYqHDx+ydu1a9u3bx65du7h27Rpr166lefPmWFtbc/bsWYYNG0aDBg3UR25NmjTBzc2Nrl27MmvWLGJiYhg/fjwBAQEYGxsDMGDAABYtWsTo0aPp1asXe/bsYf369erigUIIId5tjo6OzJs3D41GQ4UKFYiMjGTevHn07dtXa3LB0qVL8+2331KzZk0SEhLUSRSrVaumLmz64irwUVFRlCtXjg8++ACNRoOTk5Natnv3bo4fP87FixcpX7682n6auXPn4uPjw4QJE4Dni7leuHCBb775hh49evDnn3+yY8cOjh8/Ts2aNQH4/vvvcXV1Vds4dOgQx48fJzY2Vv2dNnv2bDZv3syvv/6a6VpyGZk0aRJz5sxRV693cXHhwoULLF++nO7du6v1Ro4cqS4uO2XKFCpVqsTVq1epWLHia+dgArQW0l23bh2nTp3ixIkT2Yo1P+RrQhQbG0u3bt2Ijo7G0tISd3d3du3axYcffsjNmzfZvXs38+fP59GjRzg6OtKmTRvGjx+v7q+vr8+2bdsYOHAgXl5eFCpUiO7du2vNW+Ti4kJwcDDDhg1jwYIFlCxZkhUrVsgr90II8Z6oU6cOGo1G/e7l5cWcOXNISUkhIiKCyZMnc+bMGe7fv09qairwPNlxc3Nj4MCBtGnThlOnTtGkSRNatWpF3bp1gedPcD788EMqVKhA06ZNadGiBU2aNAGe91iULFlSTYZedvHiRT7++GOtbfXq1WP+/PmkpKRw8eJFDAwM8PT0VMsrVqyotejpmTNnSEhIwNraWqudJ0+ecO3atWxdo0ePHnHt2jV69+5N37591e3JyclYWlpq1X1xnE9aj0xsbCwVK1bM1hxMN2/eZMiQIYSEhGBiYpKtePNDviZE33///SvLHB0d081SnREnJye2b9+eaR1vb29Onz6d7fiEEEK8u54+fYqfnx9+fn6sWbNGXfXez8+PpKQkAJo1a8bff//N9u3bCQkJwcfHh4CAAGbPnk316tW5fv06O3bsYPfu3bRv3x5fX19+/fXXV45BzU0JCQkUL148w1mvs7tafEJCAgDfffedOh43TVo3XxpDQ0P157RE8+VEMjOff/45n3/+OeHh4cTGxlK9enW1LCUlhQMHDrBo0SISExPTHTs/5ftbZkIIIcSbOHbsmNb3o0ePUq5cOS5dusTdu3eZOXOm+qbwyZMn0+1vY2ND9+7d6d69O/Xr12fUqFHMnj0bAAsLCzp06ECHDh1o27YtTZs25d69e7i7u/PPP//w559/ZviUyNXVlcOHD2ttO3z4MOXLl0dfX5+KFSuSnJxMeHi42mV2+fJlHjx4oNavXr06MTExGBgYaHXl5YSdnR0ODg789ddfdO7cOcftZKfLzMfHh8jISK2ynj17UrFiRcaMGVOgkiGQhEgIIcQ7LioqiuHDh9O/f39OnTrFwoULmTNnDqVKlcLIyIiFCxcyYMAAzp07x7Rp07T2nThxIp6enlSqVInExES2bdumjuOZO3cuxYsXp1q1aujp6bFhwwbs7e2xsrKiYcOGNGjQgDZt2jB37lzKli3LpUuX0Gg0NG3alBEjRlCzZk2mTZtGhw4dCAsLY9GiRepbXWndcP3792fp0qUYGBgwdOhQrSdPvr6+eHl50apVK2bNmkX58uW5desWwcHBfPLJJ+q4p6yaMmUKgwcPxtLSkqZNm5KYmMjJkye5f/++1lQzmclOl1nhwoWpXLmy1rZChQphbW2dbntBUODeMhNCCCGyo1u3bjx58oRatWoREBDAkCFD6NevHzY2NgQFBbFhwwbc3NyYOXOm+uQnjZGREePGjcPd3Z0GDRqgr6/PunXrgOe/0GfNmkWNGjWoWbMmN27cYPv27ejpPf/VuXHjRmrWrEmnTp1wc3Nj9OjRpKSkAM+f7qxfv55169ZRuXJlJk6cyNSpU7XecFu1ahUODg40bNiQ1q1b069fP2xtbdVyjUbD9u3badCgAT179qR8+fJ07NiRv//+O92Ew1nRp08fVqxYwapVq6hSpQoNGzYkKCgIFxeXbLf1PtIoaZM1iFeKj4/H0tKSuLg4mZNIvBNOnTqFp6cn9t3nY2wvi0HmpeSEe1j9vY92XXpiaW37+h3eMckJ90iI2En//v3VAbf5ydvbm6pVq+bachci/0VHR7N8+fJcucey8/tbnhAJIYQQQudJQiSEEEK8gypVqvTKyREzmvVaZE4GVQshhHhnZfRKuq7Yvn07z549y7AsJ2OMdJ0kREIIIcQ76MWZs8Wbky4zIYQQWXIv5h9GfeJFTEzMWz9Wjx49aNWq1Ru3c/jwYapUqYKhoWGutJdT3t7eDB06tMC2JyQhEkIInXZ81ybGtcrafDZWNsWZsHKb1qvhBd3w4cOpWrUq169f11pYVbyes7PzG7+9N3nyZDQajdanYsWKuRNgLpMuMyGEEK+V/CwJA0MjLIpYk/D3u/P/0teuXWPAgAGULFkyx20kJSVhZGSUi1HplkqVKrF79271u4FBwUw93p27Wggh3gOLRnRl46Jp/LbkKz7/pCYT2tUlbPt6Ep885udvxjH2o2p81f1DLh5/vpZjakoK6+Z8zrSujRnt7870nn7s37Rabe9ZUiIz+/jzy7wJ6rb/bkUx9qNqHNv5a6axXD1zjJ9nj+Ppo4cM+7ACwz6swM4fFgIwtUtj/vhpMWu+Hs3Yj6uzft7EDLvMzp07R7NmzTA3N8fOzo6uXbvy33//qeW//vorVapUwdTUFGtra3x9fXn06FGWr9eUKVOwsbHBwsKCAQMGqGuQwfP1tWbMmIGLiwumpqZ4eHjw66/Pz/nGjRtoNBru3r1Lr1690Gg06hOi/fv3U6tWLYyNjSlevDhjx44lOTlZbdfb25vAwECGDh1KsWLF1MXAX3eu2XH//n26detGkSJFMDMzo1mzZly5ckWrzuHDh/H29sbMzIwiRYrg5+fH/fv3M2wvODgYS0tL9e2yyMhIGjdurF73fv36qeuZpZ3jy11urVq1UieO9Pb25u+//2bYsGHqk52cMjAwwN7eXv0UK1Ysx229TZIQCSFEHjsR8huFLIswbOEG6rfqwq8LJrN62hCcK1VjxJLfqOBZjzVfjybp6RMUJRXLYvZ0H7+AMSuC8esSwPZV8zi9//mi1oZGxnQdO5sTIb8ReWQ3qSkp/DRzFOWr16N207aZxuHsVo1WAz/HxMycKb8cYsovh2jUrpdavnfDShxKV2Tk0s006fJZuv0fPHhA48aNqVatGidPnmTnzp3cvn2b9u3bA88n2OvUqRO9evXi4sWL7Nu3j9atW5PV+YBDQ0PV/X7++Wc2bdrElClT1PIZM2bwww8/sGzZMs6fP8+wYcPo0qUL+/fvx9HRkejoaCwsLJg/fz7R0dF06NCBf//9l+bNm1OzZk3OnDnD0qVL+f777/nyyy+1jr169WqMjIw4fPgwy5Yte+25ZlePHj04efIkW7ZsISwsDEVRaN68ufrWWEREBD4+Pri5uREWFsahQ4do2bKlOhP2i9auXUunTp1Ys2YNnTt35tGjR/j5+VGkSBFOnDjBhg0b2L17N4GBgVmOb9OmTZQsWZKpU6cSHR1NdHQ08HyZlFe96p/2mT59ulZbV65cwcHBgdKlS9O5c2eioqJydM3etoL53EoIId5jDqUr0qTz8wTDt2N/Qtd9RyHLIng1f/7LtUmXAA5v/Zlbf13G2a0qzboPVve1Lu7IjQsRROzfSbWGzQEoUdaV5j2G8svc8VTz9uf+7X/p++Wy18ZhYGiEaaHCoNFgUdQmXXm5anW0EqR7Mf9olS9atIhq1app/QJcuXIljo6O/PnnnyQkJJCcnEzr1q3VN6KqVKmS1cuEkZERK1euxMzMjEqVKjF16lRGjRrFtGnTePbsGdOnT2f37t14eXkBULp0aQ4dOsTy5ctp2LAh9vb2aDQaLC0tsbe3B2DJkiU4OjqyaNEidTzLrVu3GDNmDBMnTlSX5ShXrhyzZs1SY/nyyy8zPdeMFnh9lStXrrBlyxYOHz5M3bp1AVizZg2Ojo5s3ryZdu3aqUuGpK19Bs+7nl62ePFivvjiC7Zu3UrDhg2B5wnS06dP+eGHHyhUqBDw/M+qZcuWfP3111l6Jb9o0aLo6+tTuHBh9dpB9hZ3BahduzZBQUFUqFCB6OhopkyZQv369Tl37hyFCxd+bRx5SRIiIYTIYw4uFdSf9fT1KWRhRXGX//+FWrjI8y6FhAd3ATj0+xqO7drI/dhbPEtMJCX5GSXKaA9M9W7bi8jDuzn0+0/0m/4dhSyKvHGcjuUyX4DzzJkz7N27F3Nz83Rl165do0mTJvj4+FClShX8/Pxo0qQJbdu2pUiRrMXm4eGBmZmZ+t3Ly4uEhARu3rxJQkICjx8/5sMPP9TaJykpiWrVqr2yzYsXL+Ll5aXVBVSvXj0SEhL4559/KFWqFACenp7ZOtfsJEQXL17EwMCA2rVrq9usra2pUKECFy9eBJ4/IWrXrl2m7fz666/ExsZy+PBhatasqdW+h4eHmgylnWNqaiqXL19+ozmKsrO4K0CzZs3Un93d3alduzZOTk6sX7+e3r175ziOt0ESIiGEyGP6Lw8q1Wi0tqX9slYUhVN7g9nyv6/5qP8YnN2qYWxaiL0bvufvi2e0mkh4cJc7/95AT0+fO//+jWtN3pjRCyuvZyQhIUF96vCy4sWLo6+vT0hICEeOHOGPP/5g4cKFfPHFFxw7duyNFxRNGw8THBxMiRIltMqMjY3fqG1AK5lIO15m55rbTF9z7QGqVavGqVOnWLlyJTVq1MjWOB89Pb10XZevmuTxRVFRUbi5uWVa5/PPP+fzzz/PsMzKyory5ctz9erVLMeaVyQhEkKIAuz6+VM4u1Xjg486q9v+u5V+DMa62Z9T3KU8dZq25Zd5E6hQrS52TmVe276+oSFKavpxKVlRvXp1Nm7ciLOz8yvfHNJoNNSrV4969eoxceJEnJyc+O233xg+fPhr2z9z5gxPnjxRk4OjR49ibm6Oo6MjRYsWxdjYmKioKLWrKCtcXV3ZuHEjiqKoCcThw4cpXLhwpm+iZeVcsxNDcnIyx44dU7vM7t69y+XLl9Vkw93dndDQUK0xUy8rU6YMc+bMwdvbG319fRYtWqS2HxQUxKNHj9TE7vDhw+jp6VGhwvOnkzY2Nuq4IICUlBTOnTtHo0aN1G1GRkbpxixlt8vsZQkJCVy7do2uXbtm2kZ+kEHVQghRgNmUcOLmn+e4dOIgsf9cZ3vQfG5ejtSqc+j3Ndy4GMGno77G0+cjqtT15ceZI0l+lvSKVv9fUbsSJD55zJ+nwkiIu0fS0ydZji0gIIB79+7RqVMnTpw4wbVr19i1axc9e/YkJSWFY8eOMX36dE6ePElUVBSbNm3izp07uLq6Zqn9pKQkevfuzYULF9i+fTuTJk0iMDAQPT09ChcuzMiRIxk2bBirV6/m2rVrnDp1ioULF7J69epXtvnZZ59x8+ZNBg0axKVLl/j999+ZNGkSw4cPV8cP5eRcs6NcuXJ8/PHH9O3bl0OHDnHmzBm6dOlCiRIl+PjjjwEYN24cJ06c4LPPPuPs2bNcunSJpUuXpnurrXz58uzdu5eNGzeqb4117twZExMTunfvzrlz59i7dy+DBg2ia9euandZ48aNCQ4OJjg4mEuXLjFw4EAePHig1bazszMHDhzg33//VY+b1mWW2efFhGjkyJHs37+fGzducOTIET755BP09fXp1KlTtq5ZXpCESAghCrC6/h1x/6AJq78axvxB7Xkc/4B6H32qlt+OusaW72bRdtAkitg+77ppO3gSj+LusyNowWvbd6lUnbotOvLDV0OZ0NaLPetXZDk2BwcHDh8+TEpKCk2aNKFKlSoMHToUKysr9PT0sLCw4MCBAzRv3pzy5cszfvx45syZozWuJDM+Pj6UK1eOBg0a0KFDBz766CMmT56slk+bNo0JEyYwY8YMXF1dadq0KcHBwZl2x5UoUYLt27dz/PhxPDw8GDBgAL1792b8+PFvdK7ZtWrVKjw9PWnRogVeXl4oisL27dsxNDQEnic6f/zxB2fOnKFWrVp4eXnx+++/Z/h0qkKFCuzZs4eff/6ZESNGYGZmxq5du7h37x41a9akbdu2+Pj4qE+QAHr16kX37t3p1q0bDRs2pHTp0lpPhwCmTp3KjRs3KFOmDDY26QfdZ8U///xDp06dqFChAu3bt8fa2pqjR4/muL23SaNk9f1HHRYfH4+lpSVxcXFYWFjkdzhCvNapU6fw9PTEvvt8jO2zPgBSvLnkhHtY/b2Pdl16Ymn97szonFXJCfdIiNhJ//7938rYGSGio6NZvnx5rtxj2fn9LU+IhBBCCKHzZFC1EEK8x5Z/3oe/IsMzLPPt1J8PPx2QxxE9l9Hr62l27NhB/fr18zCaN/O6N68uXLigvs4vCi5JiIQQ4j3WYfhXPEt8mmGZWWHLPI7m/2X2ptLLr9EXdK9788rBwSHvghE5JgmREEK8x6yK5XwSvrcpO5P7FXTZnaxQFEwyhkgIIYQoYPbt24dGo0n3KvybcHZ2Zv78+bnW3vtGEiIhhBBCB5w4cYJ+/fqp3zUaDZs3b86z469btw6NRkOrVq3y7JjZIV1mQgghhA7Iz7l/bty4wciRIwv0YHl5QiSEEEKnpaamMmvWLMqWLYuxsTGlSpXiq6++AiAyMpLGjRtjamqKtbU1/fr1U9dRA+jRowetWrVi+vTp2NnZYWVlxdSpU0lOTmbUqFEULVqUkiVLsmrVKnWfGzduoNFoWLduHXXr1sXExITKlSuzf//+TOM8dOgQ9evXx9TUFEdHRwYPHsyjR48A+OGHHzA3N+fKlStq/c8++4yKFSvy+PFjQLvLzNnZGYBPPvkEjUaDs7MzN27cQE9Pj5MnT2odd/78+Tg5OZGampqj65uSkkLnzp2ZMmUKpUuXzlEbeUESIiGEEDpt3LhxzJw5kwkTJnDhwgXWrl2LnZ0djx49ws/PjyJFinDixAk2bNjA7t27CQwM1Np/z5493Lp1iwMHDjB37lwmTZpEixYtKFKkCMeOHWPAgAH079+ff/75R2u/UaNGMWLECE6fPo2XlxctW7bk7t27GcZ47do1mjZtSps2bTh79iy//PILhw4dUmPp1q0bzZs3p3PnziQnJxMcHMyKFStYs2YNZmZm6do7ceIE8HzG7OjoaE6cOIGzszO+vr5ayVtanR49eqgzcpubm2f6GTBAeyqHqVOnYmtrW+BWt3+ZdJkJIYTQWQ8fPmTBggUsWrSI7t27A88XTf3ggw/47rvvePr0KT/88IO6SOqiRYvUVe/T1gUrWrQo3377rbp46qxZs3j8+LG64ntawnXo0CE6duyoHjswMJA2bdoAsHTpUnbu3Mn333/P6NGj08U5Y8YMOnfurK5XVq5cOb799lsaNmzI0qVLMTExYfny5bi7uzN48GA2bdrE5MmT8fT0zPC807rPrKyssLe3V7f36dOHAQMGMHfuXIyNjTl16hSRkZH8/vvvap3XLe764ozQhw4d4vvvv3/tPgWBJERCCCF01sWLF0lMTMTHxyfDMg8PDzUZAqhXrx6pqalcvnxZTYgqVaqktZ6ZnZ0dlStXVr/r6+tjbW1NbGysVvteXl7qzwYGBtSoUYOLFy9mGOeZM2c4e/Ysa9asUbcpikJqairXr1/H1dWVIkWK8P333+Pn50fdunUZO3ZsNq8GtGrVioCAAH777Tc6duxIUFAQjRo1UrvYIOtTJjx8+JCuXbvy3XffUaxYsWzHktckIRJCCKGzTE1N37iNtAVZ02g0mgy35XQMDkBCQgL9+/dn8ODB6cpenAX7wIED6OvrEx0dzaNHjyhcuHC2jmNkZES3bt1YtWoVrVu3Zu3atSxYoL1IcGazjAN06dKFZcuWce3aNW7cuEHLli3VsrRrYGBgwOXLlylTpky24nubJCESQgihs8qVK4epqSmhoaH06dNHq8zV1ZWgoCAePXqkPiU6fPiw2jX2po4ePUqDBg0ASE5OJjw8PN34pDTVq1fnwoULmT6dOXLkCF9//TVbt25lzJgxBAYGsnr16lfWNzQ0JCUlJd32Pn36ULlyZZYsWUJycjKtW7fWKs9ql1nFihWJjIzUKhs/frzaTeno6JhpO3lNEiIhhBA6y8TEhDFjxjB69GiMjIyoV68ed+7c4fz583Tu3JlJkybRvXt3Jk+ezJ07dxg0aBBdu3ZVu8vexOLFiylXrhyurq7MmzeP+/fv06tXrwzrjhkzhjp16hAYGEifPn0oVKgQFy5cICQkhEWLFqndU4MHD6ZZs2aULFmSmjVr0rJlS9q2bZthm87OzoSGhlKvXj2MjY0pUqQI8DwRrFOnDmPGjKFXr17pnqJltcss7e25F1lZWQGk214Q5OtbZkuXLsXd3R0LCwssLCzw8vJix44davnTp08JCAjA2toac3Nz2rRpw+3bt7XaiIqKwt/fHzMzM2xtbRk1ahTJycladfbt20f16tUxNjambNmyBAUF5cXpCSGEeAdMmDCBESNGMHHiRFxdXenQoQOxsbGYmZmxa9cu7t27R82aNWnbti0+Pj4sWrQoV447c+ZMZs6ciYeHB4cOHWLLli2vHGvj7u7O/v37+fPPP6lfvz7VqlVj4sSJ6jppQ4YMoVChQkyfPh2AKlWqMH36dPr378+///6bYZtz5swhJCQER0dHqlWrplXWu3dvkpKSXpmgvY80iqIo+XXwrVu3oq+vT7ly5VAUhdWrV/PNN99w+vRpKlWqxMCBAwkODiYoKAhLS0sCAwPR09Pj8OHDwPO5DapWrYq9vT3ffPMN0dHRdOvWjb59+6o3xfXr16lcuTIDBgygT58+hIaGMnToUIKDg/Hz88tSnPHx8VhaWhIXF6c1el6IgurUqVN4enpi330+xvayxlJeSk64h9Xf+2jXpSeW1rb5HU6uS064R0LETvr370/x4sXzO5x30o0bN3BxceH06dNUrVo1v8PJ0LRp09iwYQNnz57N82NHR0ezfPnyXLnHsvP7O1+7zF4caAXw1VdfsXTpUo4ePUrJkiX5/vvvWbt2LY0bNwaez4Xg6urK0aNHqVOnDn/88QcXLlxg9+7d2NnZUbVqVaZNm8aYMWOYPHkyRkZGLFu2DBcXF+bMmQM8fxR46NAh5s2bl+WESAghhNAFCQkJ3Lhxg0WLFvHll1/mdzh5qsBMzJiSksK6det49OgRXl5ehIeH8+zZM3x9fdU6FStWpFSpUoSFhQEQFhZGlSpVtPpy/fz8iI+P5/z582qdF9tIq5PWhhBCCCGeCwwMxNPTE29vb53qLoMCMKg6MjISLy8vnj59irm5Ob/99htubm5ERERgZGSkDsBKY2dnR0xMDAAxMTHpBralfX9dnfj4eJ48eZLhK5eJiYkkJiaq3+Pj49/4PIUQQgh4Ppg5H0erZCooKEhnx9nm+xOiChUqEBERwbFjxxg4cCDdu3fnwoUL+RrTjBkzsLS0VD8F7dVAIYQQQuSufE+IjIyMKFu2LJ6ensyYMQMPDw8WLFiAvb09SUlJPHjwQKv+7du31WnG7e3t0711lvb9dXUsLCxeOSHXuHHjiIuLUz83b97MjVMVQgihI7y9vdVlNl5cVDU/pS1EKzKW7wnRy1JTU0lMTMTT0xNDQ0NCQ0PVssuXLxMVFaVOd+7l5UVkZKTWdOghISFYWFjg5uam1nmxjbQ6L06Z/jJjY2N1KoC0jxBCCJETJ06coF+/fvkdBgsWLNDqDnsxacsLV69epXDhwumGwhQU+TqGaNy4cTRr1oxSpUrx8OFD1q5dy759+9i1axeWlpb07t2b4cOHU7RoUSwsLBg0aBBeXl7UqVMHgCZNmuDm5kbXrl2ZNWsWMTExjB8/noCAAIyNjQEYMGAAixYtYvTo0fTq1Ys9e/awfv16goOD8/PUhRBC6Ii0hVTzS0pKChqNBktLy3yL4dmzZ3Tq1In69etz5MiRfIsjM/n6hCg2NpZu3bpRoUIFfHx8OHHiBLt27eLDDz8EYN68ebRo0YI2bdrQoEED7O3t2bRpk7q/vr4+27ZtQ19fHy8vL7p06UK3bt2YOnWqWsfFxYXg4GBCQkLw8PBgzpw5rFixQl65F0IIkSsePXpEt27dMDc3p3jx4uo0L2le7DJTFIXJkydTqlQpjI2NcXBw0FqfzNnZmWnTptGpUycKFSpEiRIlWLx4sVZ7c+fOpUqVKhQqVAhHR0c+++wzEhIS1PKgoCCsrKzYsmULbm5uGBsbExUVpdVl1qNHD/bv38+CBQvQaDRoNBquX79O2bJlmT17ttbxIiIi0Gg0XL16NcfXaPz48VSsWJH27dvnuI23LV+fEH3//feZlpuYmLB48eJ0N8OLnJyc2L59e6bteHt7c/r06RzFKIQQQmRm1KhR7N+/n99//x1bW1s+//xzTp06leGkixs3bmTevHmsW7eOSpUqERMTw5kzZ7TqfPPNN3z++edMmTKFXbt2MWTIEMqXL68+LNDT0+Pbb7/FxcWFv/76i88++4zRo0ezZMkStY3Hjx/z9ddfs2LFCqytrbG11Z4kdMGCBfz5559UrlxZfYhgY2NDr169WLVqFSNHjlTrrlq1igYNGqhLdjRr1oyDBw++8no4OTmpU98A7Nmzhw0bNhAREaH1UKOgyffX7oUQQoh3VUJCAt9//z0//fQTPj4+AKxevZqSJUtmWD8qKgp7e3t8fX0xNDSkVKlS1KpVS6tOvXr1GDt2LADly5fn8OHDzJs3T02IXhz34+zszJdffsmAAQO0EqJnz56xZMkSPDw8MozD0tISIyMjzMzM1JeQ4PmTo4kTJ3L8+HFq1arFs2fPWLt2rdZToxUrVvDkyZNXXhNDQ0P157t379KjRw9++umnAj8eVxIiIYQQIoeuXbtGUlIStWvXVrcVLVqUChUqZFi/Xbt2zJ8/n9KlS9O0aVOaN29Oy5YtMTD4/1/HL7/04+XlpfWW2u7du5kxYwaXLl0iPj6e5ORknj59yuPHjzEzMwOev8Ht7u6e7fNxcHDA39+flStXUqtWLbZu3UpiYiLt2rVT65QoUSLL7fXt25dPP/2UBg0aZDuWvFbg3jITQggh3leOjo5cvnyZJUuWYGpqymeffUaDBg149uxZlva/ceMGLVq0wN3dnY0bNxIeHq4OK0lKSlLrmZqaotFochRjnz59WLduHU+ePGHVqlV06NBBTbTgeZeZubn5Kz+VKlVS6+7Zs4fZs2djYGCAgYEBvXv3Ji4uDgMDA1auXJmj+N4WeUIkhBBC5FCZMmUwNDTk2LFjlCpVCoD79+/z559/0rBhwwz3MTU1pWXLlrRs2ZKAgAAqVqxIZGQk1atXB+Do0aNa9Y8ePYqrqysA4eHhpKamMmfOHPT0nj/TWL9+fY5iNzIyIiUlJd325s2bU6hQIZYuXcrOnTs5cOCAVnl2uszCwsK0jvH777/z9ddfc+TIkWw9acoLkhAJIYQQOWRubk7v3r0ZNWqUOnj5iy++UJOVlwUFBZGSkkLt2rUxMzPjp59+wtTUFCcnJ7XO4cOHmTVrFq1atSIkJIQNGzaoU8WULVuWZ8+esXDhQlq2bMnhw4dZtmxZjmJ3dnbm2LFj3LhxA3Nzc4oWLYqenh76+vr06NGDcePGUa5cuXRdeNlJZNISuTQnT55ET0+PypUr5yjmt0m6zIQQQog38M0331C/fn1atmyJr68vH3zwAZ6enhnWtbKy4rvvvqNevXq4u7uze/dutm7dirW1tVpnxIgRnDx5kmrVqvHll18yd+5cdaoYDw8P5s6dy9dff03lypVZs2YNM2bMyFHcI0eORF9fHzc3N2xsbIiKilLLevfuTVJSEj179sxR2+8ijVJQV5grQOLj47G0tCQuLq7Aj5IXAuDUqVN4enpi330+xvZl8zscnZKccA+rv/fRrktPLK1tX7/DOyY54R4JETvp378/xYsXz+9w3jvOzs4MHTo0T2eQzsjBgwfx8fHh5s2b6RZIf9uio6NZvnx5rtxj2fn9LV1mQgghhAAgMTGRO3fuMHnyZNq1a5fnyVB+ki4zIYQQQgDw888/4+TkxIMHD5g1a1Z+h5On5AmREEIIUUDcuHEjX4/fo0cPevToka8x5Bd5QiSEEEIInScJkRBCCCF0niREQgghhNB5khAJIYQQ7xBnZ2ettc1yYvLkyWg0Gq1PxYoVteo8ffqUgIAArK2tMTc3p02bNty+fVurTlRUFP7+/piZmWFra8uoUaNITk7WqrNv3z6qV6+OsbExZcuWJSgo6I1if1skIRJCCPHOe3EdL5E1lSpVIjo6Wv0cOnRIq3zYsGFs3bqVDRs2sH//fm7dukXr1q3V8pSUFPz9/UlKSuLIkSOsXr2aoKAgJk6cqNa5fv06/v7+NGrUiIiICIYOHUqfPn3YtWtXnp1nVklCJIQQ4p3j7e1NYGAgQ4cOpVixYvj5+aHRaIiIiFDrPHjwAI1Gw759+4DnTyo0Gg2hoaHUqFEDMzMz6taty+XLl7N83K1bt1KzZk1MTEwoVqwYn3zyiVp2//59unXrRpEiRTAzM6NZs2ZcuXJFLZ88eTJVq1bVam/+/Pk4Ozur33v06EGrVq2YPXs2xYsXx9ramoCAAHXxV29vb/7++2+GDRumPtnJKQMDA+zt7dVPsWLF1LK4uDi+//575s6dS+PGjfH09GTVqlUcOXJEXWvtjz/+4MKFC/z0009UrVqVZs2aMW3aNBYvXqwmqMuWLcPFxYU5c+bg6upKYGAgbdu2Zd68eTmO+22RhEgIIcQ7afXq1RgZGWV7Pa8vvviCOXPmcPLkSQwMDOjVq1eW9gsODuaTTz6hefPmnD59mtDQUGrVqqWW9+jRg5MnT7JlyxbCwsJQFIXmzZtneSX7NHv37uXatWvs3btXfeqS1s20adMmSpYsydSpU9UnO/C86yqzFejNzc2ZPn261nGuXLmCg4MDpUuXpnPnzlpLd4SHh/Ps2TN8fX3VbRUrVqRUqVKEhYUBzxdurVKlitbkjX5+fsTHx3P+/Hm1zottpNVJa6MgkXmIhBBCvJPKlSunTh6Ynfl7vvrqK3Ul+rFjx+Lv78/Tp08xMTF57X4dO3ZkypQp6jYPDw/geXKxZcsWDh8+TN26dQFYs2YNjo6ObN68mXbt2mU5viJFirBo0SL09fWpWLEi/v7+hIaG0rdvX4oWLYq+vj6FCxfG3t5e3cfBwUHr6VhGihYtqv5cu3ZtgoKCqFChAtHR0UyZMoX69etz7tw5ChcuTExMDEZGRlhZWWm1YWdnR0xMDAAxMTHpZrJO+/66OvHx8Tx58gRTU9MsX5e3TRIiIYQQ76RXLaD6Ou7u7urPaWtlxcbGUqpUqUz3i4iIoG/fvhmWXbx4EQMDA2rXrq1us7a2pkKFCly8eDFb8VWqVAl9fX2tGCMjIzPdx8DAgLJls75uYbNmzdSf3d3dqV27Nk5OTqxfv57evXtnK973hXSZCSGEeCcVKlRI/VlP7/mvsxfXK39VV5WhoaH6c9oYnNTU1Nce702fZujp6fHyeuoZxfhifPA8xtfFl5MusxdZWVlRvnx5rl69CoC9vT1JSUk8ePBAq97t27fVJ1P29vbp3jpL+/66OhYWFgXq6RBIQiSEEOI9YGNjA6COqQFe24WUXe7u7oSGhmZY5urqSnJyMseOHVO33b17l8uXL+Pm5qbGGBMTo5UU5SRGIyMjUlJStLaldZll9hkwYMAr20xISODatWvqEzNPT08MDQ21zvfy5ctERUXh5eUFgJeXF5GRkcTGxqp1QkJCsLCwUM/Zy8sr3TULCQlR2yhIpMtMCCHEO8/U1JQ6deowc+ZMXFxciI2NZfz48bl6jEmTJuHj40OZMmXo2LEjycnJbN++nTFjxlCuXDk+/vhj+vbty/LlyylcuDBjx46lRIkSfPzxx8DzN8Tu3LnDrFmzaNu2LTt37mTHjh1YWFhkKw5nZ2cOHDhAx44dMTY2plixYtnuMhs5ciQtW7bEycmJW7duMWnSJPT19enUqRMAlpaW9O7dm+HDh1O0aFEsLCwYNGgQXl5e1KlTB4AmTZrg5uZG165dmTVrFjExMYwfP56AgACMjY0BGDBgAIsWLWL06NH06tWLPXv2sH79eoKDg7N1znlBnhAJIYR4L6xcuZLk5GQ8PT0ZOnQoX375Za627+3tzYYNG9iyZQtVq1alcePGHD9+XC1ftWoVnp6etGjRAi8vLxRFYfv27WoXmKurK0uWLGHx4sV4eHhw/PhxRo4cme04pk6dyo0bNyhTpoz6ZCy7/vnnHzp16kSFChVo37491tbWHD16VKu9efPm0aJFC9q0aUODBg2wt7dn06ZNarm+vj7btm1DX18fLy8vunTpQrdu3Zg6dapax8XFheDgYEJCQvDw8GDOnDmsWLECPz+/HMX9NmmUlzs0RTrx8fFYWloSFxeX7UxeiPxw6tQpPD09se8+H2P7rP9fo3hzyQn3sPp7H+269MTS2ja/w8l1yQn3SIjYSf/+/dXuFSFyU3R0NMuXL8+Veyw7v7/lCZEQQgghdJ4kREIIIQTPX3d/1Rtaa9asye/wxFsmg6qFEEIIYPv27a98Vf/lyQXF+0cSIiGEEAJwcnLK7xBEPpIuMyGEEELoPEmIhBBCCKHzpMtMCCHegkdx9/I7hLci5dEDHj18mG45BiFyy507d/LluJIQCSFELtIzNOZhEmzf+nt+h/JWpDx5yJOrx0lKSsLa2jq/wxHvKUNDQ8zMzPL0mJIQCSFELtIzLkSqmx8PniXmdyhvRVLsde78vYEWLVporRovRG4yMzPD0tIyT48pCZEQQuQyPeNC6BkXen3Fd1BKwvOuQBsbG5mpWrxX8nVQ9YwZM6hZsyaFCxfG1taWVq1acfnyZa063t7eaDQarc/LK/ZGRUXh7++PmZkZtra2jBo1iuTkZK06+/bto3r16hgbG1O2bFmCgoLe9ukJIYQQ4h2RrwnR/v37CQgI4OjRo4SEhPDs2TOaNGnCo0ePtOr17duX6Oho9TNr1iy1LCUlBX9/f5KSkjhy5AirV68mKCiIiRMnqnWuX7+Ov78/jRo1IiIigqFDh9KnTx927dqVZ+cqhBBCiIIrX7vMdu7cqfU9KCgIW1tbwsPDadCggbrdzMwMe3v7DNv4448/uHDhArt378bOzo6qVasybdo0xowZw+TJkzEyMmLZsmW4uLgwZ84c4PmKw4cOHWLevHkFcsVdIYQQQuStAjUPUVxcHABFixbV2r5mzRqKFStG5cqVGTduHI8fP1bLwsLCqFKlita06n5+fsTHx3P+/Hm1jq+vr1abfn5+hIWFva1TEUIIIcQ7pMAMqk5NTWXo0KHUq1ePypUrq9s//fRTnJyccHBw4OzZs4wZM4bLly+zadMmAGJiYtKtMZP2PSYmJtM68fHxPHnyBFNTU62yxMREEhP//w2R+Pj43DtRIYQQQhQ4BSYhCggI4Ny5cxw6dEhre79+/dSfq1SpQvHixfHx8eHatWuUKVPmrcQyY8YMpkyZ8lbaFkIIIUTBUyC6zAIDA9m2bRt79+6lZMmSmdatXbs2AFevXgXA3t4+3Yypad/Txh29qo6FhUW6p0MA48aNIy4uTv3cvHkzZycmhBBCiHdCviZEiqIQGBjIb7/9xp49e3BxcXntPhEREQDq/BdeXl5ERkYSGxur1gkJCcHCwgI3Nze1TmhoqFY7ISEheHl5ZXgMY2NjLCwstD5CCCGEeH/lKCF68uSJ1sDmv//+m/nz5/PHH39kq52AgAB++ukn1q5dS+HChYmJiSEmJoYnT54AcO3aNaZNm0Z4eDg3btxgy5YtdOvWjQYNGqgzpDZp0gQ3Nze6du3KmTNn2LVrF+PHjycgIABjY2MABgwYwF9//cXo0aO5dOkSS5YsYf369QwbNiwnpy+EEEKI90yOEqKPP/6YH374AYAHDx5Qu3Zt5syZw8cff8zSpUuz3M7SpUuJi4vD29ub4sWLq59ffvkFACMjI3bv3k2TJk2oWLEiI0aMoE2bNmzdulVtQ19fn23btqGvr4+XlxddunShW7duTJ06Va3j4uJCcHAwISEheHh4MGfOHFasWCGv3AshhBACyOGg6lOnTjFv3jwAfv31V+zs7Dh9+jQbN25k4sSJDBw4MEvtKIqSabmjoyP79+9/bTtOTk5s37490zre3t6cPn06S3EJIYQQQrfk6AnR48ePKVy4MPB8YsTWrVujp6dHnTp1+Pvvv3M1QCGEEEKIty1HCVHZsmXZvHkzN2/eZNeuXTRp0gSA2NhYGYAshBBCiHdOjhKiiRMnMnLkSJydnaldu7b6ttYff/xBtWrVcjVAIYQQQoi3LUdjiNq2bcsHH3xAdHQ0Hh4e6nYfHx8++eSTXAtOCCGEECIv5Himant7+3QLrtaqVeuNAxJCCCGEyGs5SogePXrEzJkzCQ0NJTY2ltTUVK3yv/76K1eCE0IIIYTICzlKiPr06cP+/fvp2rUrxYsXR6PR5HZcQgghhBB5JkcJ0Y4dOwgODqZevXq5HY8QQgghRJ7L0VtmRYoUoWjRorkdixBCCCFEvshRQjRt2jQmTpyotZ6ZEEIIIcS7KkddZnPmzOHatWvY2dnh7OyMoaGhVvmpU6dyJTghhBBCiLyQo4SoVatWuRyGEEIIIUT+yVFCNGnSpNyOQwghhBAi3+R4YkaA8PBwLl68CEClSpVk2Q4hhBBCvJNylBDFxsbSsWNH9u3bh5WVFQAPHjygUaNGrFu3Dhsbm9yMUQghhBDircrRW2aDBg3i4cOHnD9/nnv37nHv3j3OnTtHfHw8gwcPzu0YhRBCCCHeqhw9Idq5cye7d+/G1dVV3ebm5sbixYtp0qRJrgUnhBBCCJEXcvSEKDU1Nd2r9gCGhobp1jUTQgghhCjocpQQNW7cmCFDhnDr1i1127///suwYcPw8fHJteCEEEIIIfJCjhKiRYsWER8fj7OzM2XKlKFMmTK4uLgQHx/PwoULcztGIYQQQoi3KkdjiBwdHTl16hS7d+/m0qVLALi6uuLr65urwQkhhBBC5IUcz0Ok0Wj48MMP+fDDD3MzHiGEEEKIPJflhOjbb7+lX79+mJiY8O2332ZaV169F0IIIcS7JMsJ0bx58+jcuTMmJibMmzfvlfU0Go0kREIIIYR4p2Q5Ibp+/XqGPwshhBBCvOty9JbZ1KlTefz4cbrtT548YerUqW8clBBCCCFEXspRQjRlyhQSEhLSbX/8+DFTpkx546CEEEIIIfJSjhIiRVHQaDTptp85c4aiRYu+cVBCCCGEEHkpW6/dFylSBI1Gg0ajoXz58lpJUUpKCgkJCQwYMCDXgxRCCCGEeJuylRDNnz8fRVHo1asXU6ZMwdLSUi0zMjLC2dkZLy+vXA9SCCGEEOJtylZC1L17dwBcXFyoW7duhgu8CiGEEEK8a3I0U3XDhg3Vn58+fUpSUpJWuYWFxZtFJYQQQgiRh3I0qPrx48cEBgZia2tLoUKFKFKkiNZHCCGEEOJdkqOEaNSoUezZs4elS5dibGzMihUrmDJlCg4ODvzwww+5HaMQQgghxFuVoy6zrVu38sMPP+Dt7U3Pnj2pX78+ZcuWxcnJiTVr1tC5c+fcjlMIIYQQ4q3J0ROie/fuUbp0aeD5eKF79+4B8MEHH3DgwIEstzNjxgxq1qxJ4cKFsbW1pVWrVly+fFmrztOnTwkICMDa2hpzc3PatGnD7du3tepERUXh7++PmZkZtra2jBo1iuTkZK06+/bto3r16hgbG1O2bFmCgoJycOZCCCGEeB/lKCEqXbq0up5ZxYoVWb9+PfD8yZGVlVWW29m/fz8BAQEcPXqUkJAQnj17RpMmTXj06JFaZ9iwYWzdupUNGzawf/9+bt26RevWrdXylJQU/P39SUpK4siRI6xevZqgoCAmTpyo1rl+/Tr+/v40atSIiIgIhg4dSp8+fdi1a1dOTl8IIYQQ7xmNoihKdneaN28e+vr6DB48mN27d9OyZUsUReHZs2fMnTuXIUOG5CiYO3fuYGtry/79+2nQoAFxcXHY2Niwdu1a2rZtC8ClS5dwdXUlLCyMOnXqsGPHDlq0aMGtW7ews7MDYNmyZYwZM4Y7d+5gZGTEmDFjCA4O5ty5c+qxOnbsyIMHD9i5c+dr44qPj8fS0pK4uDh5g068E06dOoWnpyf23edjbF82v8MR75HEmKvErB5KeHg41atXz+9whMhUdn5/52gM0bBhw9SffX19uXTpEuHh4ZQtWxZ3d/ecNAlAXFwcgLr8R3h4OM+ePcPX11etU7FiRUqVKqUmRGFhYVSpUkVNhgD8/PwYOHAg58+fp1q1aoSFhWm1kVZn6NChGcaRmJhIYmKi+j0+Pj7H5ySEEEKIgi9HCdHLnJyccHJyeqM2UlNTGTp0KPXq1aNy5coAxMTEYGRklK4bzs7OjpiYGLXOi8lQWnlaWWZ14uPjefLkCaamplplM2bMkEVqhRBCCB2S5YTo22+/zXKjgwcPznYgAQEBnDt3jkOHDmV739w2btw4hg8frn6Pj4/H0dExHyMSQgghxNuU5YRo3rx5Waqn0WiynRAFBgaybds2Dhw4QMmSJdXt9vb2JCUl8eDBA62nRLdv38be3l6tc/z4ca320t5Ce7HOy2+m3b59GwsLi3RPhwCMjY0xNjbO1jkIIYQQ4t2V5YQo7a2y3KQoCoMGDeK3335j3759uLi4aJV7enpiaGhIaGgobdq0AeDy5ctERUWpi8h6eXnx1VdfERsbi62tLQAhISFYWFjg5uam1tm+fbtW2yEhIbIQrRBCCCGAXBpDlFMBAQGsXbuW33//ncKFC6tjfiwtLTE1NcXS0pLevXszfPhwihYtioWFBYMGDcLLy4s6deoA0KRJE9zc3OjatSuzZs0iJiaG8ePHExAQoD7lGTBgAIsWLWL06NH06tWLPXv2sH79eoKDg/Pt3IUQQghRcOQoIerVq1em5StXrsxSO0uXLgXA29tba/uqVavo0aMH8LyrTk9PjzZt2pCYmIifnx9LlixR6+rr67Nt2zYGDhyIl5cXhQoVonv37kydOlWt4+LiQnBwMMOGDWPBggWULFmSFStW4Ofnl6U4hRBCCPF+y1FCdP/+fa3vz54949y5czx48IDGjRtnuZ2sTIFkYmLC4sWLWbx48SvrODk5pesSe5m3tzenT5/OcmxCCCGE0B05Soh+++23dNtSU1MZOHAgZcqUeeOghBBCCCHyUo6W7siwIT09hg8fnuW30YQQQgghCopcS4gArl27lm5RVSGEEEKIgi5HXWYvTloIz8cCRUdHExwcTPfu3XMlMCGEEEKIvJKjhOjlwcl6enrY2NgwZ86c176BJoQQQghR0OQoIdq7d29uxyGEEEIIkW9ydQyREEIIIcS7KEdPiO7evcvEiRPZu3cvsbGxpKamapXfu3cvV4ITQgghhMgLOUqIunbtytWrV+nduzd2dnZoNJrcjksIIYQQIs/kKCE6ePAghw4dwsPDI7fjEUIIIYTIczkaQ1SxYkWePHmS27EIIYQQQuSLHCVES5Ys4YsvvmD//v3cvXuX+Ph4rY8QQgghxLskR11mVlZWxMfHp1vIVVEUNBoNKSkpuRKcEEIIIUReyFFC1LlzZwwNDVm7dq0MqhZCCCHEOy9HCdG5c+c4ffo0FSpUyO14hBBCCCHyXI7GENWoUYObN2/mdixCCCGEEPkiR0+IBg0axJAhQxg1ahRVqlTB0NBQq9zd3T1XghNCCCGEyAs5Sog6dOgAoLWQq0ajkUHVQgghhHgn5Sghun79em7HIYQQQgiRb3KUEDk5OeV2HEIIIYQQ+SbLCdGWLVto1qwZhoaGbNmyJdO6H3300RsHJoQQQgiRV7KcELVq1YqYmBhsbW1p1arVK+vJGCIhhBBCvGuynBClpqZm+LMQQgghxLsuW/MQhYWFsW3bNq1tP/zwAy4uLtja2tKvXz8SExNzNUAhhBBCiLctWwnR1KlTOX/+vPo9MjKS3r174+vry9ixY9m6dSszZszI9SCFEEIIId6mbCVEERER+Pj4qN/XrVtH7dq1+e677xg+fDjffvst69evz/UghRBCCCHepmwlRPfv38fOzk79vn//fpo1a6Z+r1mzpizpIYQQQoh3TrYSIjs7O3VSxqSkJE6dOkWdOnXU8ocPH6ZbxkMIIYQQoqDLVkLUvHlzxo4dy8GDBxk3bhxmZmbUr19fLT979ixlypTJ9SCFEEIIId6mbM1UPW3aNFq3bk3Dhg0xNzdn9erVGBkZqeUrV66kSZMmuR6kEEIIIcTblK2EqFixYhw4cIC4uDjMzc3R19fXKt+wYQPm5ua5GqAQQgghxNuWo7XMLC0tM9xetGjRNwpGCCGEECI/ZGsMkRBCCCHE+0gSIiGEEELovHxNiA4cOEDLli1xcHBAo9GwefNmrfIePXqg0Wi0Pk2bNtWqc+/ePTp37oyFhQVWVlb07t2bhIQErTpnz56lfv36mJiY4OjoyKxZs972qQkhhBDiHZKvCdGjR4/w8PBg8eLFr6zTtGlToqOj1c/PP/+sVd65c2fOnz9PSEgI27Zt48CBA/Tr108tj4+Pp0mTJjg5OREeHs4333zD5MmT+d///vfWzksIIYQQ75YcDarOLc2aNdOa6TojxsbG2NvbZ1h28eJFdu7cyYkTJ6hRowYACxcupHnz5syePRsHBwfWrFlDUlISK1euxMjIiEqVKhEREcHcuXO1EichhBBC6K4CP4Zo37592NraUqFCBQYOHMjdu3fVsrCwMKysrNRkCMDX1xc9PT2OHTum1mnQoIHWfEl+fn5cvnyZ+/fvZ3jMxMRE4uPjtT5CCCGEeH8V6ISoadOm/PDDD4SGhvL111+ra6elpKQAEBMTg62trdY+BgYGFC1alJiYGLXOi+uvAer3tDovmzFjBpaWlurH0dExt09NCCGEEAVIvnaZvU7Hjh3Vn6tUqYK7uztlypRh3759+Pj4vLXjjhs3juHDh6vf4+PjJSkSQggh3mMF+gnRy0qXLk2xYsW4evUqAPb29sTGxmrVSU5O5t69e+q4I3t7e27fvq1VJ+37q8YmGRsbY2FhofURQgghxPvrnUqI/vnnH+7evUvx4sUB8PLy4sGDB4SHh6t19uzZQ2pqKrVr11brHDhwgGfPnql1QkJCqFChAkWKFMnbExBCCCFEgZSvCVFCQgIRERFEREQAcP36dSIiIoiKiiIhIYFRo0Zx9OhRbty4QWhoKB9//DFly5bFz88PAFdXV5o2bUrfvn05fvw4hw8fJjAwkI4dO+Lg4ADAp59+ipGREb179+b8+fP88ssvLFiwQKtLTAghhBC6LV8TopMnT1KtWjWqVasGwPDhw6lWrRoTJ05EX1+fs2fP8tFHH1G+fHl69+6Np6cnBw8exNjYWG1jzZo1VKxYER8fH5o3b84HH3ygNceQpaUlf/zxB9evX8fT05MRI0YwceJEeeVeCCGEEKp8HVTt7e2NoiivLN+1a9dr2yhatChr167NtI67uzsHDx7MdnxCCCGE0A3v1BgiIYQQQoi3QRIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEzpOESAghhBA6TxIiIYQQQui8fE2IDhw4QMuWLXFwcECj0bB582atckVRmDhxIsWLF8fU1BRfX1+uXLmiVefevXt07twZCwsLrKys6N27NwkJCVp1zp49S/369TExMcHR0ZFZs2a97VMTQgghxDskXxOiR48e4eHhweLFizMsnzVrFt9++y3Lli3j2LFjFCpUCD8/P54+farW6dy5M+fPnyckJIRt27Zx4MAB+vXrp5bHx8fTpEkTnJycCA8P55tvvmHy5Mn873//e+vnJ4QQQoh3g0F+HrxZs2Y0a9YswzJFUZg/fz7jx4/n448/BuCHH37Azs6OzZs307FjRy5evMjOnTs5ceIENWrUAGDhwoU0b96c2bNn4+DgwJo1a0hKSmLlypUYGRlRqVIlIiIimDt3rlbiJIQQQgjdVWDHEF2/fp2YmBh8fX3VbZaWltSuXZuwsDAAwsLCsLKyUpMhAF9fX/T09Dh27Jhap0GDBhgZGal1/Pz8uHz5Mvfv38/w2ImJicTHx2t9hBBCCPH+KrAJUUxMDAB2dnZa2+3s7NSymJgYbG1ttcoNDAwoWrSoVp2M2njxGC+bMWMGlpaW6sfR0fHNT0gIIYQQBVaBTYjy07hx44iLi1M/N2/ezO+QhBBCCPEW5esYoszY29sDcPv2bYoXL65uv337NlWrVlXrxMbGau2XnJzMvXv31P3t7e25ffu2Vp2072l1XmZsbIyxsXGunEdWREVF8d9//+XZ8cT77+LFi/kdghBCvFMKbELk4uKCvb09oaGhagIUHx/PsWPHGDhwIABeXl48ePCA8PBwPD09AdizZw+pqanUrl1brfPFF1/w7NkzDA0NAQgJCaFChQoUKVIk70/sJVFRUVSo6MrTJ4/zOxQhhBBCZ+VrQpSQkMDVq1fV79evXyciIoKiRYtSqlQphg4dypdffkm5cuVwcXFhwoQJODg40KpVKwBcXV1p2rQpffv2ZdmyZTx79ozAwEA6duyIg4MDAJ9++ilTpkyhd+/ejBkzhnPnzrFgwQLmzZuXH6eczn///cfTJ4+xbjECQ2sZqyRyx5O/ThJ38Kf8DkMIId4Z+ZoQnTx5kkaNGqnfhw8fDkD37t0JCgpi9OjRPHr0iH79+vHgwQM++OADdu7ciYmJibrPmjVrCAwMxMfHBz09Pdq0acO3336rlltaWvLHH38QEBCAp6cnxYoVY+LEiQXulXtDa0eM7cvmdxjiPfHsrox7E0KI7MjXhMjb2xtFUV5ZrtFomDp1KlOnTn1lnaJFi7J27dpMj+Pu7s7BgwdzHKcQQggh3m/ylpkQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeZIQCSGEEELnSUIkhBBCCJ0nCZEQQgghdJ4kREIIIYTQeQU6IZo8eTIajUbrU7FiRbX86dOnBAQEYG1tjbm5OW3atOH27dtabURFReHv74+ZmRm2traMGjWK5OTkvD4VIYQQQhRgBvkdwOtUqlSJ3bt3q98NDP4/5GHDhhEcHMyGDRuwtLQkMDCQ1q1bc/jwYQBSUlLw9/fH3t6eI0eOEB0dTbdu3TA0NGT69Ol5fi5CCCGEKJgKfEJkYGCAvb19uu1xcXF8//33rF27lsaNGwOwatUqXF1dOXr0KHXq1OGPP/7gwoUL7N69Gzs7O6pWrcq0adMYM2YMkydPxsjIKK9PRwghhBAFUIHuMgO4cuUKDg4OlC5dms6dOxMVFQVAeHg4z549w9fXV61bsWJFSpUqRVhYGABhYWFUqVIFOzs7tY6fnx/x8fGcP38+b09ECCGEEAVWgX5CVLt2bYKCgqhQoQLR0dFMmTKF+vXrc+7cOWJiYjAyMsLKykprHzs7O2JiYgCIiYnRSobSytPKXiUxMZHExET1e3x8fC6dkRBCCCEKogKdEDVr1kz92d3dndq1a+Pk5MT69esxNTV9a8edMWMGU6ZMeWvtCyGEEKJgKfBdZi+ysrKifPnyXL16FXt7e5KSknjw4IFWndu3b6tjjuzt7dO9dZb2PaNxSWnGjRtHXFyc+rl582bunogQQgghCpR3KiFKSEjg2rVrFC9eHE9PTwwNDQkNDVXLL1++TFRUFF5eXgB4eXkRGRlJbGysWickJAQLCwvc3NxeeRxjY2MsLCy0PkIIIYR4fxXoLrORI0fSsmVLnJycuHXrFpMmTUJfX59OnTphaWlJ7969GT58OEWLFsXCwoJBgwbh5eVFnTp1AGjSpAlubm507dqVWbNmERMTw/jx4wkICMDY2Difz04IIYQQBUWBToj++ecfOnXqxN27d7GxseGDDz7g6NGj2NjYADBv3jz09PRo06YNiYmJ+Pn5sWTJEnV/fX19tm3bxsCBA/Hy8qJQoUJ0796dqVOn5tcpCSGEEKIAKtAJ0bp16zItNzExYfHixSxevPiVdZycnNi+fXtuhyaEEEKI98g7NYZICCGEEOJtkIRICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQhEkIIIYTOk4RICCGEEDrPIL8DEEII8e65ePFifocg3jPFihWjVKlS+XZ8SYiEEEJkWUrCfdBo6NKlS36HIt4zJqZmXL50Md+SIkmIhBBCZFlqYgIoCtYtRmBo7Zjf4Yj3xLO7N7m7bQ7//fefJERCCCHeHYbWjhjbl83vMITINTKoWgghhBA6TxIiIYQQQug8SYiEEEIIofMkIRJCCCGEztOphGjx4sU4OztjYmJC7dq1OX78eH6HJIQQQogCQGcSol9++YXhw4czadIkTp06hYeHB35+fsTGxuZ3aEIIIYTIZzqTEM2dO5e+ffvSs2dP3NzcWLZsGWZmZqxcuTK/QxNCCCFEPtOJhCgpKYnw8HB8fX3VbXp6evj6+hIWFpaPkQkhhBCiINCJiRn/++8/UlJSsLOz09puZ2fHpUuX0tVPTEwkMTFR/R4XFwdAfHx8rseWkJDw/JgxV0lNeprr7Qvd9OzuTUDuK5H75N4Sb8Oze/8Az38n5ubv2rS2FEV5bV2dSIiya8aMGUyZMiXddkfHtzdN/f1di95a20J3yX0l3ha5t8Tb0LBhw7fS7sOHD7G0tMy0jk4kRMWKFUNfX5/bt29rbb99+zb29vbp6o8bN47hw4er31NTU7l37x7W1tZoNJpcjS0+Ph5HR0du3ryJhYVFrrb9vpFrlXVyrbJOrlX2yPXKOrlWWfe2rpWiKDx8+BAHB4fX1tWJhMjIyAhPT09CQ0Np1aoV8DzJCQ0NJTAwMF19Y2NjjI2NtbZZWVm91RgtLCzkL0wWybXKOrlWWSfXKnvkemWdXKusexvX6nVPhtLoREIEMHz4cLp3706NGjWoVasW8+fP59GjR/Ts2TO/QxNCCCFEPtOZhKhDhw7cuXOHiRMnEhMTQ9WqVdm5c2e6gdZCCCGE0D06kxABBAYGZthFlp+MjY2ZNGlSui46kZ5cq6yTa5V1cq2yR65X1sm1yrqCcK00SlbeRRNCCCGEeI/pxMSMQgghhBCZkYRICCGEEDpPEiIhhBBC6DxJiIQQQgih8yQheouWLl2Ku7u7OtGUl5cXO3bsyHSfDRs2ULFiRUxMTKhSpQrbt2/Po2jzV3avVVBQEBqNRutjYmKShxEXHDNnzkSj0TB06NBM6+nqvfWirFwrXb63Jk+enO7cK1asmOk+unpfZfda6fJ9BfDvv//SpUsXrK2tMTU1pUqVKpw8eTLTffbt20f16tUxNjambNmyBAUFvdUYJSF6i0qWLMnMmTMJDw/n5MmTNG7cmI8//pjz589nWP/IkSN06tSJ3r17c/r0aVq1akWrVq04d+5cHkee97J7reD5jKbR0dHq5++//87DiAuGEydOsHz5ctzd3TOtp8v3VpqsXivQ7XurUqVKWud+6NChV9bV9fsqO9cKdPe+un//PvXq1cPQ0JAdO3Zw4cIF5syZQ5EiRV65z/Xr1/H396dRo0ZEREQwdOhQ+vTpw65du95eoIrIU0WKFFFWrFiRYVn79u0Vf39/rW21a9dW+vfvnxehFTiZXatVq1YplpaWeRtQAfPw4UOlXLlySkhIiNKwYUNlyJAhr6yr6/dWdq6VLt9bkyZNUjw8PLJcX5fvq+xeK12+r8aMGaN88MEH2dpn9OjRSqVKlbS2dejQQfHz88vN0LTIE6I8kpKSwrp163j06BFeXl4Z1gkLC8PX11drm5+fH2FhYXkRYoGRlWsFkJCQgJOTE46Ojq99mvQ+CggIwN/fP909kxFdv7eyc61At++tK1eu4ODgQOnSpencuTNRUVGvrKvr91V2rhXo7n21ZcsWatSoQbt27bC1taVatWp89913me6TH/eWJERvWWRkJObm5hgbGzNgwAB+++033NzcMqwbExOTbikROzs7YmJi8iLUfJeda1WhQgVWrlzJ77//zk8//URqaip169bln3/+yeOo88e6des4deoUM2bMyFJ9Xb63snutdPneql27NkFBQezcuZOlS5dy/fp16tevz8OHDzOsr8v3VXavlS7fV3/99RdLly6lXLly7Nq1i4EDBzJ48GBWr179yn1edW/Fx8fz5MmTtxPoW3v2JBRFUZTExETlypUrysmTJ5WxY8cqxYoVU86fP59hXUNDQ2Xt2rVa2xYvXqzY2trmRaj5LjvX6mVJSUlKmTJllPHjx7/lKPNfVFSUYmtrq5w5c0bd9rpuIF29t3JyrV6mS/fWy+7fv69YWFi8sutaV++rjLzuWr1Ml+4rQ0NDxcvLS2vboEGDlDp16rxyn3LlyinTp0/X2hYcHKwAyuPHj99KnPKE6C0zMjKibNmyeHp6MmPGDDw8PFiwYEGGde3t7bl9+7bWttu3b2Nvb58Xoea77FyrlxkaGlKtWjWuXr36lqPMf+Hh4cTGxlK9enUMDAwwMDBg//79fPvttxgYGJCSkpJuH129t3JyrV6mS/fWy6ysrChfvvwrz11X76uMvO5avUyX7qvixYune9rv6uqaaRfjq+4tCwsLTE1N30qckhDlsdTUVBITEzMs8/LyIjQ0VGtbSEhIpuNo3meZXauXpaSkEBkZSfHixd9yVPnPx8eHyMhIIiIi1E+NGjXo3LkzERER6Ovrp9tHV++tnFyrl+nSvfWyhIQErl279spz19X7KiOvu1Yv06X7ql69ely+fFlr259//omTk9Mr98mXe+utPHcSiqIoytixY5X9+/cr16//X3v3HtPU+cYB/Fvk9G7LgCpFWBEExnBQQXAo2ZxCNpcRZM7bmNN5WeYFMoc4NMw6FrNkQ2HZ2CZiMJt4iYpGhzfIojIuk4hFwwo4rBhjGcY7LlOE5/eH8fysXJQpouvzSZrwnvdynr49aZ6c9z3USidOnKC0tDSSSCR08OBBIiKaMWMGpaWlie3LysrI2dmZMjMzyWKxkMlkIkEQ6OTJk/31Fp6Y3s7V559/TgcOHKDGxkY6duwYTZs2jeRy+UMvsf3X3L8MxNdW9x40V458baWkpNChQ4fIarVSWVkZxcTEkLu7O7W0tBARX1f36u1cOfJ1dfToUXJ2dqZVq1bRqVOnqKCggJRKJW3cuFFsk5aWRjNmzBDLp0+fJqVSSampqWSxWCgnJ4cGDBhA+/fv77M4nfsu1WItLS14//33YbPZoNVqERISggMHDiA2NhYAcPbsWTg5/f8m3ejRo7Fp0yakp6dj+fLl8Pf3x65duzB8+PD+egtPTG/n6vLly5g3bx6am5vx3HPPITw8HOXl5d1uwnY0fG09PL62/u/cuXOYPn06Ll68CJ1Oh+joaFRWVkKn0wHg6+pevZ0rR76uIiIisHPnTixbtgwZGRkYOnQosrOzkZiYKLax2Wx2S2hDhw5FUVERFi9ejG+++QZeXl7Iy8vD66+/3mdxSoiI+mx0xhhjjLFnAO8hYowxxpjD44SIMcYYYw6PEyLGGGOMOTxOiBhjjDHm8DghYowxxpjD44SIMcYYYw6PEyLGGGOMOTxOiBhjPaqrq8PLL78MuVwOo9HYb3H4+PggOzv7iZ1PIpFg165dT+x8fW3Dhg1wcXHp7zAYe2pxQsTYf8SFCxcglUpx48YNtLW1QaVS9fjjiQ/LZDJBpVKhvr6+028L3TVr1ixMnDjxkc/Vk6qqKnz44YePPE5tbS2mTJkCnU4HmUyGgIAArFixAn///fdjiPLp0FXyOHXqVDQ0NPRPQIw9AzghYuw/oqKiAqGhoVCpVKiuroarqyuef/75Rx63sbER0dHRMBgMcHNzewyR/js6nQ5KpfKRxqisrMSoUaNw69YtFBUVoaGhAatWrcKGDRsQGxuLW7duPaZoe6+vz61QKDBo0KA+PQdjzzJOiBj7jygvL8eYMWMAAL/99pv4d086OjqQkZEBLy8vyGQyGI1G7N+/X6yXSCQ4duwYMjIyIJFIsHLlyn8V2+HDhxEZGQmZTAa9Xo+0tDTcvn1brL9+/ToSExOhUqmg1+uRlZWFsWPH4uOPPxbb3H/XQyKRIC8vDwkJCVAqlfD398fu3bu7jYGIMGfOHAQFBaGwsBCRkZEwGAyYPHky9uzZg4qKCmRlZdn1sdlsmDBhAhQKBXx9fbF9+3ax7tatW1i0aBH0ej3kcjkMBgO+/PJLsf7KlSuYO3cudDodNBoNxo0bh5qaGrF+5cqVMBqNyMvLw9ChQyGXy5GbmwtPT090dHTYxREfH4/Zs2cDuJOgxsfHY/DgwVCr1YiIiEBJSYnYduzYsWhqasLixYshkUggkUgAdL1k9sMPP8DPzw9SqRSBgYH4+eef7eofNMeXL19GYmIidDodFAoF/P39kZ+f3+1nwNhTrc9+NpYx1ueamppIq9WSVqslQRBILpeTVqslqVRKMpmMtFotzZ8/v9v+a9asIY1GQ5s3b6a6ujpaunQpCYJADQ0NRERks9koODiYUlJSyGaz0fXr17scZ+bMmRQfH99l3blz50ipVNKCBQvIYrHQzp07yd3dnUwmk9hm7ty5ZDAYqKSkhE6ePEkJCQk0cOBAu1+lNxgMlJWVJZYBkJeXF23atIlOnTpFycnJpFar6eLFi13GUV1dTQBo06ZNXdbHxsZSaGio3fhubm60bt06qq+vp/T0dBowYAD98ccfRET09ddfk7e3Nx05coTOnDlDpaWldmPHxMRQXFwcVVVVUUNDA6WkpJCbm5sYn8lkIpVKRW+88QZVV1dTTU0NXbp0iaRSKZWUlIjjXLx40e6Y2WymH3/8kU6ePEkNDQ2Unp5OcrmcmpqaxPZeXl6UkZFBNpuNbDYbERHl5+eTVqsVxy0sLCRBECgnJ4fq6+tp9erVNGDAAPr1118feo4XLlxIRqORqqqqyGq1UnFxMe3evbvL+WXsaccJEWPPsLa2NrJarVRTU0OCIFBNTQ39+eefpFar6fDhw2S1WunChQvd9vf09KRVq1bZHYuIiKAFCxaI5dDQULvkpSs9JUTLly+nwMBA6ujoEI/l5OSQWq2m9vZ2unbtGgmCQNu2bRPrr1y5Qkql8oEJUXp6ulhubW0lALRv374u49iyZQsBoOPHj3dZn5ycTAqFwm78jz76yK7NqFGjxAQzKSmJxo0bZ/e+7iotLSWNRkP//POP3XE/Pz9au3YtEd1JiARBoJaWFrs28fHxNHv2bLG8du1a8vT0pPb29i7jJiIKDg6mb7/9VizfP1dEnROi0aNH07x58+zaTJ48md58802x/KA5jouLow8++KDbuBh7lvCSGWPPMGdnZ/j4+KCurg4REREICQlBc3MzBg8ejFdeeQU+Pj5wd3fvsu+1a9dw/vz5TktrY8aMgcVieWwxWiwWREVFiUs3d8/R2tqKc+fO4fTp02hra0NkZKRYr9VqERgY+MCxQ0JCxL9VKhU0Gg1aWlp67ENEDx17VFRUp/LduZk1axbMZjMCAwORnJyMgwcPiu1qamrQ2toKNzc3qNVq8WW1WtHY2Ci2MxgM0Ol0dudITEzEjh07cPPmTQBAQUEBpk2bBienO1/Xra2tWLJkCYKCguDi4gK1Wg2LxdLrDfQWi+WhPvue5nj+/PnYsmULjEYjli5divLy8l7FwNjTxLm/A2CM/XvBwcFoampCW1sbOjo6oFarcfv2bdy+fRtqtRoGgwG1tbX9HWafEQTBriyRSDrtv7krICAAwJ1EYMSIEZ3qLRaL2OZhhIWFwWq1Yt++fSgpKcGUKVMQExOD7du3o7W1FXq9HocOHerU7959PCqVqlN9XFwciAhFRUWIiIhAaWmp3d6mJUuWoLi4GJmZmRg2bBgUCgXeeeedPtuU3dMcT5gwAU1NTdi7dy+Ki4sxfvx4LFy4EJmZmX0SC2N9ie8QMfYM27t3L8xmMzw8PLBx40aYzWYMHz4c2dnZMJvN2Lt3b7d9NRoNPD09UVZWZne8rKwML7744mOLMSgoCBUVFXZ3ZsrKyjBw4EB4eXnB19cXgiCgqqpKrL969epjf0TcaDTihRdeQFZWVqekqaamBiUlJZg+fbrd8crKyk7loKAgsazRaDB16lSsW7cOW7duxY4dO3Dp0iWEhYWhubkZzs7OGDZsmN2ruzt2d8nlcrz99tsoKCjA5s2bERgYiLCwMLG+rKwMs2bNQkJCAl566SV4eHjgzJkzdmNIpVK0t7f3eJ6goKDH8tnrdDrMnDkTGzduRHZ2NnJzc3vVn7GnBd8hYuwZZjAY0NzcjL/++gvx8fGQSCSora3FpEmToNfrH9g/NTUVJpMJfn5+MBqNyM/Ph9lsRkFBQa9juXr1Ksxms90xNzc3LFiwANnZ2UhKSsKiRYtQX18Pk8mETz75BE5OThg4cCBmzpyJ1NRUuLq6YtCgQTCZTHBycrJbZntUEokE69evR2xsLCZNmoRly5bBw8MDv//+O1JSUhAVFWX3VBsAbNu2DSNHjkR0dDQKCgpw9OhRrF+/HgCwZs0a6PV6jBgxAk5OTti2bRs8PDzg4uKCmJgYREVFYeLEifjqq68QEBCA8+fPo6ioCAkJCRg5cmSPsSYmJuKtt95CbW0t3nvvPbs6f39/FBYWIi4uDhKJBJ999lmnBM/HxwdHjhzBtGnTIJPJukzCUlNTMWXKFIwYMQIxMTHYs2cPCgsL7Z5Ye5AVK1YgPDwcwcHBuHnzJn755Re7hJGxZ0o/72FijD2izZs3U3R0NBERHTlyhIYNG/bQfdvb22nlypU0ZMgQEgSBQkNDO21KfthN1QA6vebMmUNERIcOHaKIiAiSSqXk4eFBn376KbW1tYn9r127Ru+++y4plUry8PCgNWvWUGRkJKWlpYltutpUvXPnTrs4tFot5efn9xjriRMnaNKkSeTq6kqCIJCfnx+lp6fTjRs37NoBoJycHIqNjSWZTEY+Pj60detWsT43N5eMRiOpVCrSaDQ0fvx4qq6utntPSUlJ5OnpSYIgkLe3NyUmJtLZs2eJ6M6m6nufartXe3s76fV6AkCNjY12dVarlV577TVSKBTk7e1N3333Hb366qt2G9ArKiooJCSEZDIZ3f2av39TNRHR999/T76+viQIAgUEBNBPP/3UaQ56muMvvviCgoKCSKFQkKurK8XHx9Pp06e7fE+MPe0kRL3YYcgYY0/AjRs3MGTIEKxevRpz5szp73AYYw6Al8wYY/3u+PHjqKurQ2RkJK5evYqMjAwAd/4hIWOMPQmcEDHGngqZmZmor6+HVCpFeHg4SktLH7gBmTHGHhdeMmOMMcaYw+PH7hljjDHm8DghYowxxpjD44SIMcYYYw6PEyLGGGOMOTxOiBhjjDHm8DghYowxxpjD44SIMcYYYw6PEyLGGGOMOTxOiBhjjDHm8P4HtmFruN9JjAwAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 7 } ], "metadata": { diff --git a/src/benchmark.py b/src/benchmark.py index 4f451b5..21434d1 100644 --- a/src/benchmark.py +++ b/src/benchmark.py @@ -8,9 +8,8 @@ from src.utils import ShuffleTypes, observations, passcode_generator @dataclass class Benchmark: - mean: int - variance: int - runs: list[int] + iterations_to_break: list[int] + iterations_to_replay: list[int] def shuffle_benchmark( @@ -25,20 +24,21 @@ def shuffle_benchmark( file_path: str = '../output', overwrite: bool = False ) -> Benchmark: - file_name = f"{shuffle_type.name.lower()}-{number_of_keys}-{properties_per_key}-{passcode_len}-{max_tries_before_lockout}-{complexity}-{disparity}-{run_count}.txt" - full_path = Path(file_path) / file_name - if not overwrite and full_path.exists(): - print(f"file exists {file_path}") - with open(full_path, "r") as fp: - runs = fp.readline() - runs = runs.split(',') - runs = [int(i) for i in runs] - return Benchmark( - mean=mean(runs), - variance=variance(runs), - runs=runs - ) - runs = [] + # file_name_break = f"{shuffle_type.name.lower()}-{number_of_keys}-{properties_per_key}-{passcode_len}-{max_tries_before_lockout}-{complexity}-{disparity}-{run_count}.txt" + # full_path_iter_break = Path(file_path) / "iterations_to_break" /file_name_break + # if not overwrite and full_path_iter_break.exists(): + # print(f"file exists {file_path}") + # with open(full_path_iter_break, "r") as fp: + # iterations_to_break = fp.readline() + # iterations_to_break = iterations_to_break.split(',') + # iterations_to_break = [int(i) for i in iterations_to_break] + # return Benchmark( + # mean=mean(iterations_to_break), + # variance=variance(iterations_to_break), + # iterations_to_break=iterations_to_break + # ) + iterations_to_break = [] + iterations_to_replay = [] for _ in range(run_count): passcode = passcode_generator(number_of_keys, properties_per_key, passcode_len, complexity, disparity) evilkode = Evilkode( @@ -56,50 +56,50 @@ def shuffle_benchmark( max_tries_before_lockout=max_tries_before_lockout, ) evilout = evilkode.run() - runs.append(evilout.iterations) + iterations_to_break.append(evilout.iterations_to_break) + iterations_to_replay.append(evilout.iterations_to_replay) - full_path.parent.mkdir(parents=True, exist_ok=True) - with open(full_path, "w") as fp: - fp.write(",".join([str(i) for i in runs])), + # full_path_iter_break.parent.mkdir(parents=True, exist_ok=True) + # with open(full_path_iter_break, "w") as fp: + # fp.write(",".join([str(i) for i in iterations_to_break])), return Benchmark( - mean=mean(runs), - variance=variance(runs), - runs=runs + iterations_to_break=iterations_to_break, + iterations_to_replay=iterations_to_replay ) -def full_shuffle_benchmark( - number_of_keys: int, - properties_per_key: int, - passcode_len: int, - max_tries_before_lockout: int, - run_count: int, - complexity: int, - disparity: int, -) -> Benchmark: - runs = [] - for _ in range(run_count): - passcode = passcode_generator(number_of_keys, properties_per_key, passcode_len, complexity, disparity) - evilkode = Evilkode( - observations=observations( - target_passcode=passcode, - number_of_keys=number_of_keys, - properties_per_key=properties_per_key, - min_complexity=complexity, - min_disparity=disparity, - shuffle_type=ShuffleTypes.FULL_SHUFFLE, - ), - number_of_keys=number_of_keys, - properties_per_key=properties_per_key, - passcode_len=passcode_len, - max_tries_before_lockout=max_tries_before_lockout, - ) - evilout = evilkode.run() - runs.append(evilout.iterations) - - return Benchmark( - mean=mean(runs), - variance=variance(runs), - runs=runs - ) +# def full_shuffle_benchmark( +# number_of_keys: int, +# properties_per_key: int, +# passcode_len: int, +# max_tries_before_lockout: int, +# run_count: int, +# complexity: int, +# disparity: int, +# ) -> Benchmark: +# runs = [] +# for _ in range(run_count): +# passcode = passcode_generator(number_of_keys, properties_per_key, passcode_len, complexity, disparity) +# evilkode = Evilkode( +# observations=observations( +# target_passcode=passcode, +# number_of_keys=number_of_keys, +# properties_per_key=properties_per_key, +# min_complexity=complexity, +# min_disparity=disparity, +# shuffle_type=ShuffleTypes.FULL_SHUFFLE, +# ), +# number_of_keys=number_of_keys, +# properties_per_key=properties_per_key, +# passcode_len=passcode_len, +# max_tries_before_lockout=max_tries_before_lockout, +# ) +# evilout = evilkode.run() +# runs.append(evilout.iterations_to_break) +# +# return Benchmark( +# mean=mean(runs), +# variance=variance(runs), +# iterations_to_break=runs +# ) diff --git a/src/evilkode.py b/src/evilkode.py index 6787e9b..876bc3e 100644 --- a/src/evilkode.py +++ b/src/evilkode.py @@ -12,15 +12,20 @@ class Observation: def property_list(self) -> list[set[int]]: return [set(self.keypad[idx]) for idx in self.key_selection] + @property + def flat_keypad(self) -> list[int]: + return [num for row in self.keypad for num in row] + @dataclass class EvilOutput: - possible_nkodes: list[list[int]] - iterations: int + # possible_nkodes: list[list[int]] + iterations_to_break: int + iterations_to_replay: int - @property - def number_of_possible_nkode(self): - return math.prod([len(el) for el in self.possible_nkodes]) + # @property + # def number_of_possible_nkode(self): + # return math.prod([len(el) for el in self.possible_nkodes]) @dataclass @@ -39,9 +44,25 @@ class Evilkode: def run(self) -> EvilOutput: self.initialize() + iterations_to_replay = None for idx, obs in enumerate(self.observations): + if iterations_to_replay is None: + replay_possibilities = self.replay_attack(obs) + if replay_possibilities <= self.max_tries_before_lockout: + iterations_to_replay = idx + 1 if math.prod([len(el) for el in self.possible_nkode]) <= self.max_tries_before_lockout: - return EvilOutput(possible_nkodes=[list(el) for el in self.possible_nkode], iterations=idx+1) + assert iterations_to_replay <= idx +1 + return EvilOutput( + # possible_nkodes=[list(el) for el in self.possible_nkode], + iterations_to_break=idx + 1, + iterations_to_replay=iterations_to_replay + ) for jdx, props in enumerate(obs.property_list): self.possible_nkode[jdx] = props.intersection(self.possible_nkode[jdx]) raise Exception("error in Evilkode, observations stopped yielding") + + def replay_attack(self, obs: Observation) -> int: + possible_combos = 1 + for el in self.possible_nkode: + possible_combos *= len({obs.flat_keypad.index(el2) // self.properties_per_key for el2 in el}) + return possible_combos \ No newline at end of file diff --git a/src/tower_shuffle.py b/src/tower_shuffle.py index 6c3b990..4a44d31 100644 --- a/src/tower_shuffle.py +++ b/src/tower_shuffle.py @@ -59,7 +59,7 @@ class TowerShuffle: @classmethod def new(cls, total_pos:int): - assert total_pos >= 4 + assert total_pos >= 3 rand_pos = np.random.permutation(total_pos) return TowerShuffle( total_positions=total_pos, diff --git a/tests/test_evilkode.py b/tests/test_evilkode.py index aaae3e9..31789b4 100644 --- a/tests/test_evilkode.py +++ b/tests/test_evilkode.py @@ -42,4 +42,4 @@ def test_evilkode(number_of_keys, properties_per_key, passcode_len, observations ) evilout = evilkode.run() - assert evilout.iterations > 1 + assert evilout.iterations_to_break > 1 diff --git a/tests/test_keypad.py b/tests/test_keypad.py index b3ad3aa..2446d13 100644 --- a/tests/test_keypad.py +++ b/tests/test_keypad.py @@ -1,6 +1,8 @@ import numpy as np from src.keypad import Keypad +from src.tower_shuffle import TowerShuffle + def test_keypad(): keypad = Keypad( @@ -8,7 +10,7 @@ def test_keypad(): [8, 9, 10, 11], [0, 5, 2, 3], [4, 1, 6,7] - ]), k= 3, p=4, keypad_cache=[]) + ]), k= 3, p=4, keypad_cache=[], tower_shuffler=TowerShuffle.new(3*4)) assert keypad.key_entry([8, 5, 6, 11]) == [0,1,2,0]