{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial 5: Split Oversized Traces\n", "\n", "## The Problem\n", "\n", "Some traces in the dataset are abnormally large.\n", "This happens when the tracing algorithm incorrectly groups **multiple chromatin fibers** into a single trace.\n", "These oversized traces distort downstream distance and contact analyses.\n", "\n", "## How `trace_splitter` Works\n", "\n", "`trace_splitter` uses a two-step approach:\n", "\n", "1. **Measure trace size** — Compute the **radius of gyration (Rg)** of each trace.\n", " Rg is the average distance of all barcode positions from the trace’s center of mass:\n", "\n", " `Rg = sqrt( mean( |position - center_of_mass|² ) )`\n", "\n", " A larger Rg means the trace is more spread out in 3D space.\n", "\n", "2. **Split large traces** — Traces with Rg above a threshold (`mean + std_threshold × std`)\n", " are split into sub-traces using **K-means clustering** on their 3D coordinates.\n", " Each resulting cluster gets a new Trace_ID.\n", "\n", "## Input\n", "\n", "The duplicate-cleaned trace file from Tutorial 4: `merged_traces_cleaned_intensity.ecsv`" ] }, { "cell_type": "code", "execution_count": 1, "id": "cell-1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "data_path = \"/home/devos/Documents/data_to_compare_pdx1/PDX1\"\n", "dest_path = f\"{data_path}/\"\n", "\n", "input_trace = f\"{dest_path}/merged_traces.ecsv\"\n", "\n", "print(f\"Input: {input_trace}\")" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "## Step 1: Run QC Before Splitting\n", "\n", "First, let’s run `trace_analyzer` on the input to have a reference for comparison." ] }, { "cell_type": "code", "execution_count": 7, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "1 trace files to process= /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n", "> Analyzing traces for /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n", "$ Number of spots in trace file: 31407\n", "$ Calculating overall barcode detection across 3388 traces...\n", "$ Exporting barcode detection plot to: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_barcode_detection.png\n", "$ Saved neighbor distances plot: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_first_neighbor_distances.png\n", "$ Mean distances between neighboring barcodes: X=-0.000, Y=-0.001, Z=-0.021\n", "$ Calculating barcode stats...\n", "$ Exporting relative barcode frequencies figure to: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_relative_barcode_frequencies.png\n", "$ Saved KDE projection plot: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_kde_projections.png\n", "Finished execution\n" ] } ], "source": [ "!trace_analyzer --input {input_trace}" ] }, { "cell_type": "code", "execution_count": 8, "id": "cell-4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display reference plots\n", "before_stats = f\"{dest_path}/merged_traces_trace_statistics.png\"\n", "before_detect = f\"{dest_path}/merged_traces_barcode_detection.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_stats, before_detect],\n", " [\"Trace Statistics (before split)\", \"Barcode Detection (before split)\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-5", "metadata": {}, "source": [ "## Step 2: Split Oversized Traces\n", "\n", "Run `trace_splitter` with default parameters:\n", "- `--std_threshold 1.0` — split traces with Rg > mean + 1×std\n", "- `--num_clusters 2` — split each oversized trace into 2 sub-traces" ] }, { "cell_type": "code", "execution_count": 9, "id": "cell-6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "1 trace files to process= /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces.ecsv\n", "Applying K-means clustering with 2 clusters on traces with Rg > mean + 1.0 * std_dev...\n", "$ Mean Rg: 0.582, Std Rg: 0.780, Threshold: 1.363\n", "$ Number of traces split: 440/3388\n", "$ Saving output table as /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split.ecsv ...\n" ] } ], "source": [ "!trace_splitter --input {input_trace}" ] }, { "cell_type": "markdown", "id": "cell-7", "metadata": {}, "source": [ "The output reports:\n", "- The computed **Mean Rg**, **Std Rg**, and **Threshold**\n", "- Each trace that was split, with its Rg value\n", "- Total number of traces split vs total\n", "\n", "The output file is saved as `_split.ecsv` alongside the input." ] }, { "cell_type": "markdown", "id": "cell-8", "metadata": {}, "source": [ "## Step 3: Compare Before vs After\n", "\n", "Run `trace_analyzer` on the split output and compare the trace statistics." ] }, { "cell_type": "code", "execution_count": 10, "id": "cell-9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "1 trace files to process= /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split.ecsv\n", "> Analyzing traces for /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split.ecsv\n", "$ Number of spots in trace file: 31407\n", "$ Calculating overall barcode detection across 3828 traces...\n", "$ Exporting barcode detection plot to: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split_barcode_detection.png\n", "$ Saved neighbor distances plot: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split_first_neighbor_distances.png\n", "$ Mean distances between neighboring barcodes: X=-0.001, Y=-0.001, Z=-0.003\n", "$ Calculating barcode stats...\n", "$ Exporting relative barcode frequencies figure to: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split_relative_barcode_frequencies.png\n", "$ Saved KDE projection plot: /home/devos/Documents/data_to_compare_pdx1/PDX1//merged_traces_split_kde_projections.png\n", "Finished execution\n" ] } ], "source": [ "split_trace = f\"{dest_path}/merged_traces_split.ecsv\"\n", "!trace_analyzer --input {split_trace}" ] }, { "cell_type": "code", "execution_count": 12, "id": "cell-10", "metadata": {}, "outputs": [ { "data": { "image/png": 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bt28XAPLss8+apN1vYLxBgwYCQDIyMsrVhgcJjDdp0kQAyMKFC8tVl62trTg5OZUr7z+VPkBX2l/z5s3lwIEDJvulp6eLjY2NWFtbm/0siYhMmDDBJDAsUnZg/MUXXxQA8swzz5gt85VXXhEA0qVLF6Pt+nNat25dswHS6OhoUSgU4u3tLdnZ2WbL7tmzpwAw+xCAOZcvXxYA4uTkJAUFBUZpt27dErVaLVZWVkZBWH0dD/OhiZYtW5rtZ31ds2fPNtnnQQPj+jo3bNhgNn39+vUCQAYOHGi0Xf95Gz169D2PqzQffPCB2NnZmXxWHRwcZMSIERITE2Oyz52B8VOnTpmkR0VFiUKhEAsLC7l27Zph+z85ML5kyRKTtMLCQnFychIARg9g7du3TwCIvb290edRb8uWLQyMExERERFVYlxjnIiIiIiI0LlzZzg5OZWZ5/Lly/jf//6H1157DS+++CJGjhyJkSNHGta6vXOt8RMnTiA1NRXu7u4m09iao9PpsHXrVgDAkCFDzOZ56qmnYG9vj1OnTqGwsLBcx6VWq/HZZ58hMTERX331FYYNG4aAgAAoFAqkpaXhyy+/ROPGjXHixIlylXe3oqIibN68GbNmzcK4ceMwatQojBw5Et988w0A3HP99Ypo0aIFgL/XTj5w4ECZa10/iJs3b+L06dOwsLDAiy++WO62ZWVlYcSIEThx4sS/eirikJAQhIWFGf569eqFGjVq4NixY3j99dcRGxtrlD8iIgIFBQUICQlBtWrVzJapXy7g0KFD5W6Hfn3ju9cc19Ofm/3796OkpMQkvX///man5P7zzz8hIujRo4dhavUHba+fnx/at2+PrKwsk7W8v//+e2i1WvTr1w+urq6G7frP8/jx47F9+/Zyf6dLc+7cOURGRsLKygrPP/+8Udro0aMB/L2+9sP8bKalpeHo0aOwsbFBnz59zOa5V1+WNUX7vcyYMQPXr1/HypUrMWrUKAQFBUGpVCInJwerV69GcHBwqetsBwUFoUmTJibbAwMDERwcDJ1Oh3379t132x4nc31vZWWF2rVrAwCSkpIM2/fu3QsA6N69u9HnUa9Xr15wdnZ+NA0lIiIiIqInjmuMExERERERatWqVWpaSUkJXnnlFXzzzTcQkVLzZWdnG/47ISEBAFCvXj3DGttlSU9PN+xfo0aNcuUvLQhpjpeXF8aNG4dx48YBAFJSUvDDDz9g7ty5yMjIwIgRI3D+/PlylwcAR44cwZAhQ5CYmFhqnjv75EHNnz8fUVFR2Lp1K7Zu3QobGxs0bdoUHTp0wPPPP4/69es/lHr0x1O1atV7Piyht3TpUvTu3Rtr1qzBmjVr4ODggObNm6NTp04YPnw4atasWa5yDhw4gOXLl9932+8WEBCA6dOnV2ifMWPGmASji4uLMWvWLMyfPx+hoaG4ePGiIah89epVAH+vAX+vz3pqamq526EP5vn6+ppN9/PzAwAUFhYiPT0dVapUMUov7Tutb++KFSuwYsWKh9be0aNHY9++fQgPD8dzzz1n2B4eHg4AJuuFT506FQcOHMBff/2F7t27Q61WIygoCO3bt8fQoUPRvHnzctcNwHAs/fv3h4uLi1Fa37594e7ujoSEBOzatQtdunSpUNmliYuLg4igoKDgnmt8l9aXZV17y8PZ2dnwEAfw99rhv/76K2bOnInk5GSEhYUhISEBtra2RvuV9rnSp508eRLXr19/oLY9LqVdXxwdHQHA6KEL/TGV1e8+Pj7IzMx8aO0jIiIiIqJ/DgbGiYiIiIgINjY2paYtXrwYX3/9Nby8vLBo0SK0adMGnp6esLa2BgAMGzYMP/74Y5lB83u58y1OfYCnLPcKQt2Lp6cnXn/9ddSqVQvPPPMMoqOjERsbC39//3Ltn5+fj/79+yMlJQWjRo3C+PHjUadOHTg6OkKpVOLSpUuoV6/eA/XJ3by8vHD8+HHs3bsXf/31Fw4ePIjIyEgcPHgQH374IebPn4+33nrrodVXEfXr18fFixexY8cO7N69G4cOHcL+/fuxe/duvPfee1ixYgVeeOGFe5Zz+fJlrFq16qG1KzQ0tMKBcXNUKhXmzZuHb7/9FsnJyVi9ejUmTpwI4P8+u3Xq1EFISEiZ5QQEBDxwW8qrtO+0vr1NmjRBUFBQmWW0bNmy3PU9++yzmDRpEnbt2oXr16+jevXqOHnyJKKiolCtWjV07drVKL+trS127tyJY8eOYdu2bTh06BAOHTqE48ePY9GiRZgwYQK+/PLLctWt0Wiwdu1aAMCxY8fQtm1bkzz6t+pXrFjx0ALj+r60t7fHwIED76uMsq6998PFxQWjR49GcHAwmjZtirS0NBw8ePC+jvlhXr8eJQuLik+GWNZDLOV5mIuIiIiIiP6dGBgnIiIiIqIyrV+/HgDwzTffoG/fvibpd08tDfzfG3yXLl2CiNwz0ODu7g4bGxsUFBTg008/hbu7+0No+b3dGaxLS0srd2B83759SElJQdOmTfHdd9+ZpJvrk4dBoVCgQ4cOhumZCwsLsXLlSkycOBEzZszAoEGDDG8S3y/9uUtOTkZWVla53xpXqVTo2bMnevbsCeDvt+UXLVqEuXPnYuzYsRgwYADs7OzKLEM/Pf8/kYWFBWrVqoW0tDRcuHDBsF0/w0G9evWwcuXKh1ZftWrVcOXKFVy9ehWNGjUySde/+W1tbW12SujS6NsbEhKC//3vfw+nsfg70D148GCsWLECq1atwjvvvGPoj7CwsFKDl82bNze8HV5cXIzffvsNI0aMwNKlSzFo0CB07NjxnnVv2rQJaWlpAP7uF33fmPPbb78hIyOjQn1WGn1fKhQKfPfdd/cVoH1UgoOD4e7ujrS0NEPf3CkuLq7UfePj4wEA1atXf1TNe2L0M43oj9Ec/YwnRERERERU+fxzRm1ERERERPSPlJGRAeDv6WXvdv78eZw+fdpk+1NPPQV3d3ekpqbit99+u2cdSqXS8EajPhD/oMrztuOd06DfOTW7paUlAJS6jre+T0qbwlf/9qo5arW6zLIrwtraGuPGjUPjxo2h0+kQFRVlSLvXMZTGy8sLQUFB0Ol0ZoP+5eXo6Ig5c+bA2dkZ+fn5uHTp0n2X9U+g0+kMwTR7e3vD9qeffhqWlpbYs2cPbt269dDq0z/8UFqwXX9u2rVrB5Wq/M+89+jRAwDw+++/P/C63nfTr+W9atUqFBUV4YcffgBQ+jrpd1OpVBg0aBC6desGAGavLebop99/6623ICKl/rVo0QJFRUVlfj/vdK/vkLe3Nxo3boycnBxs27atXGU+LPe6vmVmZhqWcjAX4I6KijK6XuidP38eJ0+ehIWFBdq3b/9AbSzPNeh+r1P3S39M27Ztw+3bt03St27danY7ERERERFVDgyMExERERFRmfRrV3/55ZdGU54nJydjxIgRZgMaKpUK77zzDgDg5Zdfxr59+0zyHDt2zGgN29mzZ8PS0hJTp07FqlWrjOrSO3fuHH755ZdytTsrKwtNmzbFmjVrkJuba5J+9epVQyCvTZs2RkFufSApOjrabNn6Ptm1a5dJnmXLlmHdunWltktfdkXXNP/000/NrmceExNjeEP9zocX7nUMZZk9ezYA4J133sHGjRtN0qOjow1vTefn52PRokVm11Dev38/MjMzoVQq/9VvnxYXF2PmzJmGN2/vnDnB09MTkyZNQl5eHvr06YOzZ8+a7F9UVITff/8dMTEx5a5z8uTJUKlU+O2330wCuTt27MA333wDAHjzzTcrdCzBwcEYOHAgrl27hmeeecbsm7N5eXn4/vvvkZKSUqGy27Rpg3r16iE2NhZvvfUW0tPT0bZtW7MzMSxduhQXL1402X7z5k0cP34cgPmHce6WmJiIv/76C8C9l2EYMWIEAJT7gQ8PDw9YWlri5s2bhodh7jZv3jwAf6+hvnnzZpN0EUFkZCR27NhRrjrLq0WLFli6dKnZdt28eRNhYWHQaDTw8fFB69atzbZr/PjxRkHgrKwsjB8/HiKCgQMHGt6Iv1/ludbd7/XwfrVv3x5BQUHIycnBpEmToNFoDGk3btzAlClTHks7iIiIiIjoyeBU6kREREREVKYZM2Zg27Zt+PbbbxEREYGmTZsiOzsbe/fuRe3atTFgwAD8+uuvJvtNnjwZFy9exNdff43Q0FAEBwejXr16yM7ORkxMDK5evYqIiAhDYKRp06ZYu3atYTrtmTNnokGDBvDw8EBGRgbOnj2L69evY8iQIXjmmWfK1fZTp05hxIgRsLKyQlBQEHx8fCAiuHbtGo4dOwadTgcfHx+Tt3JbtWoFb29vnDp1Ck2bNkVgYCDUajXq1auHqVOnIjg4GP369cOmTZsQHByMDh06wNXVFadPn8bFixcxY8YMfPDBB2bbNHDgQHz66afo3LkzOnXqBAcHBwDARx99BDc3t1KPZd68eZg6dSoCAgJQv3592NjY4MaNGzhw4ACKi4sxYsQING3atNzHUJYBAwbggw8+wMyZMzFo0CAEBAQgKCgIBQUFuHz5MqKjoxEeHo769etDo9FgypQpmDp1KgIDA+Hv7w+1Wo34+HgcOXIEwN8Bdg8Pj/Kcsidu+fLl2LNnj+H/p6en48yZM7h27RqAv4+lTZs2RvssWLAAycnJ+OGHHwxrd9euXRsqlQrXr1/H6dOnkZeXh61bt5Z7nfHAwEB8+eWXGD9+PIYPH47PPvsMAQEBSEhIwKFDhyAimDNnjsna3eURHh6OzMxMbN26FfXq1UNQUBB8fX0hIoiPj8eZM2eg0Whw4cIFeHp6VqjsUaNGYfr06Vi8eDGA/3uL/G7Lli3DxIkT4evri0aNGsHR0RGpqanYv38/CgoK0KlTJ7NLN5g7Fp1Oh+bNmxseWCnN0KFD8cYbb+DMmTM4ceIEmjVrVmZ+tVqNvn37YsOGDWjSpAnatm0LW1tbAP/3lnqfPn2wePFiTJkyBX379kWdOnVQr149ODk5ITU1FWfOnMGtW7fw1ltv3de5Kk1sbCwmTpyIV199FYGBgfDz84NKpUJSUhIiIyOh1Wrh6uqKn376yeyMAn379sW5c+dQu3ZtdOzYEQqFAnv27EFGRgb8/f0fyjT7/fv3x9y5c7FkyRKcO3cONWrUgIWFBfr27Ws4twMHDkRERAReeOEFdO3aFS4uLgCAqVOnol69eg/chrspFAqsXbsWoaGh+P7777Fnzx6EhIQgPz8fERERaNKkCVq3bo3Dhw8b3mYnIiIiIqJKRIiIiIiIqFKLiIgQAGLu5//s2bMFgMyePbvMMqKioqRv375StWpVsba2Fn9/f5k2bZpkZ2dLWFiYAJDw8HCz+27dulX69esnnp6eolarxcPDQ1q0aCFz586V9PR0k/xxcXHy+uuvS6NGjcTOzk6sra3Fx8dHOnToIAsWLJDLly+X67h1Op1ERkbKhx9+KF27dhV/f39xcHAQtVotVapUkY4dO8qiRYskNzfX7P5nz56Vvn37ioeHh1hYWAgACQ0NNaRrNBr55JNPJDAwUGxtbcXV1VW6du0qO3bskLi4OAEgPj4+JuUWFBTItGnTpE6dOmJpaWk4N3FxcSLyf+frzrpERNauXSujRo2SRo0aiaurq1hZWYmPj4/06NFDfv31V9HpdBU+hnudu8OHD8tzzz0n1apVE7VaLa6urhIUFCTTpk2ThIQEERHRarXy9ddfy3PPPScBAQHi5OQkNjY24ufnJwMHDpRdu3aVeo7+SXx8fAzn4s4/S0tL8fHxkSFDhkhERESZZfz555/yzDPPGPrL2dlZ6tevL0OHDpUffvhB8vLyjPKHhoYKgDLLPXLkiAwaNEi8vLxEpVKJm5ub9OrVS3bs2GE2/73OqV5JSYn88MMP0rNnT8N3083NTRo1aiSjRo2SX3/9VTQaTZllmHPjxg1RKpUCQOzs7CQnJ8dsvi1btsj48eMlODhYPDw8xNLSUqpXry4dOnSQVatWlatunU5nOG//+9//ytW+/v37CwAZP368iIiEh4cLAAkLCzObPz09XcaOHSs1a9YUtVpd6rX07Nmz8vLLL4u/v79YW1uLra2t1K5dW7p16yZLliyRpKQko/z6duu/9xV19uxZ+eyzz6RPnz4SEBAgzs7OolKpxNXVVdq0aSNz586V1NRUk/3uPN5bt27J2LFjpXr16mJpaSk1atSQV199tdTrcmnXtLKO5ddff5WQkBBxcHAQhUJh8u9NSUmJzJ8/Xxo2bCjW1taG/tV/J8qqt7RzoVfW9ysuLk6GDx8uVapUEUtLS/Hz85MZM2ZIfn6+1K5dWwDIxYsXSy2biIiIiIj+nRQi5Vh4j4iIiIiIiIiI/tVWrlyJUaNGISwsrNT16//L4uLiUKdOHTg4OCAjIwMWFlyBkIiIiIioMuEvfCIiIiIiIiIi+k/Iy8szu6Z5QkICnn/+eeh0OoSFhTEoTkRERERUCXGNcSIiIiIiIiIi+k9ITU1Fo0aN4Ofnh7p168LR0RGJiYk4efIkioqKEBQUhPfff/9JN5OIiIiIiB4BBsaJiIiIiIiIiOg/wd3dHW+++SZ2796NY8eOITMzE7a2tmjcuDEGDhyISZMmwdbW9kk3k4iIiIiIHgGuMU5ERERERERERERERERERJUaF0wiIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyIiIiIiIiIiIiIiIiKiSo2BcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKjYFxIiIiIiIiIiIiIiIiIiKq1BgYJyL6F9ixYwdCQkLg4uIChUKB/v37P+kmlcvnn38OS0tLxMfHP+mmPHJz5syBQqHAnj17nnRTMHLkSCgUiv9Ev9Pjd/HiRahUKixduvRJN4WIiIiI6JGLjY3FgAEDULVqVVhYWMDZ2flJN8ms1157De7u7sjJyTFsW7lyJRQKBVauXPnkGkb/aqV9hmrVqoVatWo9lDr+SfdTHoWZM2fCwcEBKSkpT7opREQEBsaJiO5bfHw8FAqFyZ+dnR0aN26MuXPnIjc396HU069fP1y9ehWjRo3C7NmzMXTo0IdwBI/W7du38f7772P06NEPbbBED5/+czxy5Mgn3RT6BynrJke9evXw3HPPYe7cuUY33YiIiIiI/k1Gjx4NhUIBNzc3FBUVmc1TUlKC/v37488//0SvXr0wa9YsTJ8+HQCgUCjQoUOHx9ji0sXGxmLp0qV488034eDg8KSb89h06NABCoXiSTeD/r8nHeB+mMH60uTl5WHt2rUYPHgw6tatCxsbGzg7OyM0NBQ//vij2X2mTJkCCwsLzJ49+5G2jYiIykf1pBtARPRv5+fnhxdeeAEAICJITU3F1q1bMWfOHGzbtg0HDhyAUqm87/L/+usvFBYWYuHChRg2bNjDavYj99lnnyEjIwNTp0590k15LF555RUMHToUNWvWfNJNIXrkpk2bhrVr12LJkiV45513nnRziIiIiIgqJCcnB+vXr4dCoUBGRgZ+++03DBkyxCRfXFwcoqOj8dJLL2HZsmVPoKXl8/7770OtVmPixIlPuin0H7Fr166HVta/6X7K/v37MXz4cLi5ueHpp5/GwIEDcevWLfzyyy8YNmwYDh48iP/9739G+7i4uGDMmDFYvHgx3n77bfj4+Dyh1hMREcA3xomIHlidOnUwZ84czJkzB3PnzsXSpUsRExOD4OBgHDlyBHv37n2g8m/cuAEA8Pb2fhjNfSyKi4uxfPlyhISEwM/P70k357Fwd3dHQEAAbG1tn3RTiB65wMBANG7cGN9++y10Ot2Tbg4RERERUYWsW7cOeXl5eP3112FhYYEVK1aYzfdvGI+np6dj/fr1GDBgwH/qbXF6svz8/B7a/Z5/0/0ULy8vrFmzBjdu3MC6deswf/58rFixAjExMfDx8cGXX36Jo0ePmuz3wgsvoKSkBMuXL38CrSYiojsxME5E9AhYWVmhY8eOAIC0tDST9Fu3buH1119HnTp1YGVlBXd3dwwcOBDnzp0z5NFPca2faqljx46G6drvnJbq3LlzGDx4MKpUqQIrKyv4+vritddeQ3p6ukm9+mmlMjMz8corr6BGjRpQqVRGa0VFRUVh6NChqFq1KiwtLeHj44NJkyaZLa8027ZtQ3JyMp599lmz6cXFxVi0aBGCgoJgY2MDJycndOzYEZs3bzbKt2bNGigUCrz33ntmyzl58iQUCgWef/55o+3l6d/y9klycjImT54Mf39/wxRZ9evXx7hx45CVlWUox9yUYfpp3Ur7u3v68pycHMyePRsNGzY01NWtWzccOHDA7PGfP38evXv3hoODA5ycnNCzZ0+zx1ialStXwtfXFwCwatUqo7bpj+PO41q5ciWaNm0KW1tbw5SBWVlZ+OijjxAaGgpvb29YWlrC29sbI0aMwJUrV8zWKyIIDw9Hu3bt4OzsDFtbW/j7+2Ps2LFITEy87z4p77kqqz/0a6dt2rQJLVq0gK2tLTw8PDB69Giz64Hpp09MSkrCiBEj4OXlBQsLC6PPwb59+9CnTx+4u7vDysoK/v7+mDlzJvLz803K27hxI0JDQ1GlShVYW1vD29sbnTt3xsaNG03ylve7eud0+ZcvX8aAAQPg4uICOzs7dO7cGWfOnDHJm5CQgISEBKPPxJw5c4zKHTx4MBISEhAREXHPviUiIiIi+idZsWIFVCoVpk2bho4dO2LXrl1ISEgwylOrVi2EhoYCAObOnWv4XXzn9N179+41+s189zrMmzZtwtNPPw0XFxdYW1ujUaNG+PTTT1FSUmKU786xyObNmxESEgIHB4dyTQv9448/oqioqNTxtzm//vornnvuOdSpUwe2trZwcnJCu3btzI477hxPXLhwAQMGDICbmxsUCgXi4+MBAPn5+Zg2bRpq1KhhOM5vv/0We/bsMTuWAP5+G3/MmDGoWbMmrKysULVqVYwcOdLkPJRGoVAYXkQwN84uT7sr0g96Z86cwfPPP4/q1asb2t29e3eT+xlA+c+/TqfD8uXL0aJFC7i6usLGxgbVq1dHnz59yj0t+cmTJzFo0CBDf3p4eKB58+b44IMPjPLdeQ9k7Nix8PLygrW1NYKDg0udCtycu6ct79ChA+bOnQvA+P5VeT7D5u6nPKpxbHh4OFq2bAl7e3vY29ujZcuWJt/bsjRp0gQvvPACLC0tjbZ7enpi7NixAP6+B3C34OBg1KlTp0J1ERHRo8Gp1ImIHgGNRmMYADZp0sQo7cqVK+jQoQOuX7+Orl27on///rh16xY2btyI7du3Y9euXWjZsiWcnZ0xe/Zs7NmzB3v37kVYWJhhQKH/3wMHDqBbt27QaDQYNGgQatWqhcOHD2Px4sXYsmULjhw5And3d6P6i4qK0KlTJ+Tm5qJv375QqVTw9PQEAPz+++8YPHgwLCws0K9fP9SoUQPR0dH43//+h+3btyMyMhIuLi73PH79lFqtWrUySRMRDBo0CJs2bULdunUxceJE5OXlYd26dejbty8WLVqE119/HQDwzDPPYPz48fj+++8xa9Ysk7LWrFkDABg+fHiF+7c8fZKfn4+QkBDEx8eja9euGDBgADQaDeLi4rBmzRq8+eabcHJyKrUfRo4caXbNua1bt+Lo0aNGT0NnZGSgffv2OH/+PEJCQjBu3DhkZ2dj06ZN6NixI37++Wf079/fkP/cuXMICQlBbm4unnnmGfj7++Po0aMICQlBUFBQqW26U5MmTTB58mQsXrwYQUFBRuXfPXj95JNPEBERgX79+qFr166G5QEuXLiAWbNmoWPHjhgwYADs7OwQExODH374AX/88QdOnjxpNE2YTqfDkCFDsGHDBlSrVg3PPfccHB0dER8fj/Xr16NHjx6G6dMq0icPeq7upP+sDBo0CJ07d8aRI0cQHh6O/fv34+jRoybfgfT0dLRu3Rqurq4YOnQoCgsL4ejoCAD46quvMHHiRDg7O6NPnz6oUqUKjh8/jg8++AARERGIiIgwDKi/+uorTJgwAVWrVjXctLl58yaOHj2KX3/9FQMHDjTUeT/f1fj4eLRq1QoNGzbE6NGjceXKFUNfXrhwAZ6enobrzueffw4AeO211wz73/1Zbt26NYC/v+9PP/10ufqWiIiIiOhJi46OxpEjR9CzZ094enpixIgR2LVrF8LDw42CaK+99hpOnz6NVatWITQ01PB7uFatWoYgoI+Pj9EDz3eO/99++20sWLAA1apVwzPPPAMnJyfs378fU6dORWRkJH7++WeTtv3888/YsWMHevfujQkTJiA7O/uex1PW+Ls0b7/9NiwtLdG2bVtUrVoVqamp+P333zFo0CAsWbIEkyZNMtnn8uXLaNWqFQIDAzFy5Eikp6fD0tISJSUl6N27NyIiIhAYGIhhw4YhIyMDU6ZMKXUN9sjISHTr1g15eXno3bs3/P39ER8fj++//x5bt27F4cOHUbt27TKPYfbs2Vi5ciUSEhKM1m6++x5Mae2+n37YuHEjhg0bBhFBnz59UK9ePdy6dQuRkZFYsWIF+vTpY9TH5T3/b7/9Nj7++GP4+flh2LBhcHBwQFJSEg4cOIC//vrrnmvZnz59Gm3atIFSqUS/fv3g4+ODzMxMREdHY9myZSbLX2k0GnTu3Bm5ubkYPnw48vLysH79egwbNgxpaWlmz/+96L8Hd9+/cnZ2rnBZd3qY49hXX30VX3zxBapVq4YXX3wRwN/ndNSoUTh16hQWL178QG1Vq9UAAJXKfMildevWWLNmDS5duoS6des+UF1ERPQAhIiI7ktcXJwAED8/P5k9e7bMnj1bZs2aJRMmTBA/Pz+xtraWTz75xGS/Nm3aiFKplG3bthltv3jxojg4OEhgYKDR9tmzZwsAiYiIMNpeUlIifn5+AsCkrKlTpwoAGT16tNF2Hx8fASDdunWT/Px8o7S0tDRxdHSUatWqSXx8vFHajz/+KADklVdeKVffNG/eXCwsLKSwsNAkbdWqVQJAQkNDpaioyLA9ISFB3N3dRaVSyZUrVwzbX3jhBQEgkZGRRuUUFxeLp6eneHl5SXFxsWF7Rfu3rD75/fffBYC89tprJseRk5NjdHylnae77du3TywtLaV27dqSmppq2D5s2DABIN9++61R/pSUFKlRo4Z4eHhIQUGBYXtoaKgAkLVr1xrlf/vttwWAAJC4uLgy2yLyf5/jsLAws+n647Kzs5OoqCiT9MzMTElPTzfZvnv3brGwsJAxY8YYbf/iiy8EgDz99NMm/Z2fn29UVkX6pCLnqjTh4eGGvrv78zN9+nSz3wF9/lGjRhl9DkVEzp8/LyqVSoKCgiQtLc0obf78+QJAPv30U8O2pk2biqWlpaSkpJi07c79K/pd1Z9jALJgwQKj/DNnzhQAMn/+fKPtPj4+4uPjY9KOO2VlZQkAad++fZn5iIiIiIj+Sd544w0BID/++KOI/D1esLOzk5o1a0pJSYlR3oiICAEgs2fPNilHP641Z8eOHYZxZm5urmG7TqeTcePGCQDZsGGDYbt+LGJhYSE7d+6s0PF4eHhItWrVzKbpyw0PDzfafueYWy8nJ0cCAwPFyclJ8vLyDNvvHE/MmjXLZL/ly5cLAOnRo4fRmOj8+fNibW1t0n8ajUZq1aolDg4OcvLkSaOy9u/fL0qlUnr37l2eQzeMi825V7tFKtYPN2/eFDs7O7GzszNpt4jItWvXDP9d0fPv6uoq3t7eRvXpmRtv303/mf7tt99M0u4ei+rvgbRv397onsy1a9fE3d1drKys5Pr164btpX2GzI0Zy3tf5G7m9nvY49i9e/cKAKlfv75kZmYatmdkZEjdunUFgOzbt69C7b5TcXGxBAYGikKhkLNnz5rNs3jxYgEg33333X3XQ0RED45TqRMRPaArV65g7ty5mDt3Lt577z0sXboUV65cQefOndG5c2ejvKdOncKhQ4cQFhaGbt26GaXVrVsXL730Es6ePVuu6bAPHjyIK1euoEePHiZlzZo1C66urvjhhx+g0WhM9v34449hY2NjtG316tXIzs7G/Pnzjd7wBYChQ4eiadOm+Omnn+7ZLgC4fv06nJ2dYWVlZZK2atUqQxvunHqqZs2aeP3111FcXIzvv//esF3/NvjatWuNytmxYwdSUlIwdOhQw9vLD9K/5vpEz9x2e3t7s8dXFv30X7a2tvjjjz8Mb/OnpaVh3bp16NSpE8aMGWO0T5UqVTB16lSkpqbir7/+AgAkJiZi7969aNy4sck08jNmzHjgJ7LNefnllxEYGGiy3cnJCa6uribbO3bsiIYNGxrarLd06VIolUp89dVXJv1qY2NjKKuifXJnGXer6Lnq3LmzyefnnXfegbOzM1avXm2ypralpSU+/vhjw+dQ75tvvkFxcTG++OILuLm5GaVNmzYNHh4eJlPVqdVqw1Pmd7pz//v9rvr6+mLq1KlG2/RPyR87dswk/704OjrC2toa169fr/C+RERERERPglarxZo1a+Do6GiYfcre3h4DBgxAYmKiyfjifv3vf/8DACxbtgx2dnaG7QqFAgsWLIBCoTA7bXW/fv1M7iOURaPRIDU11TALXHmZexvb3t4eI0eORFZWltnxgZeXl8mbx8D/jdU/+OADozFRgwYNMGLECJP8W7ZsQXx8PKZOnYrg4GCjtLZt26Jfv374888/y/W2fHmU1m6gYv2watUq5OXlYcqUKSbtBoDq1asb/vt+zr+lpaXJmBKA2fF2acyNh+8ei+p9+OGHRvdkqlevjsmTJ6OoqKjc934eh4c1jtXfi5ozZ47RbHIuLi6GGQceZJrzd999F2fPnsWoUaPQqFEjs3n031OOoYmInixOpU5E9IC6deuGbdu2Gf5/eno6Dh48iMmTJyMkJAS7d+82TN195MgRAEBKSorZNbZiYmIM/1vaD2m9U6dOATCd3hj4eyD31FNPYceOHbh48aJRQNPa2tpsgFPftsjISLNrQxcWFiItLQ1paWkm07PfLT093WhQeHe7bW1t0aJFC5M0/brsp0+fNmx7+umnUbVqVfz0009YtGiRYUoq/eD7zmnU77d/S+uT9u3bo2rVqliwYAHOnDmD3r17IzQ0FPXr1zesKVdet2/fRq9evZCVlYVt27YhICDAkHbs2DGUlJSgqKjIbLtjY2MN7e7du7dhLa22bdua5LW3t0eTJk3KvQ5ZeZk7X3p79uzB559/jsjISKSlpaG4uNiQdudAOzc3FxcuXECdOnXg7+9fZn0V7ZOHea7atWtnsu3Ofr169Srq1KljSPP19TX7ndB/HvVT+N9NrVYbPpPA30HtadOmoVGjRhg2bBg6duyItm3bGqZlv7vcin5XmzRpAgsL42ci9d/TzMxMk3LKw9XVFWlpafe1LxERERHR47Zp0yakpqbixRdfhLW1tWH7iBEjsHbtWqxYsQJdu3Z94HqOHDkCOzs7fPfdd2bTbWxsjMYCemWNu8xJT08HUPHpqm/duoUFCxZg69atSEhIQEFBgVH6jRs3TPYJCgoyWVcZ+HvNbTs7O7PB4pCQECxbtsxom348c/HiRbNjvZs3b0Kn0+HSpUt46qmnKnJYZpXWbqBi/XD06FEAKNfno6Lnf+jQoVi6dCkaNWqEoUOHomPHjmjdunWpD+/fbfDgwfj8888xYMAADBkyBF26dEH79u1RrVo1s/lVKpVhaaw76cfC+vtN/wQPaxxb1j00c/eiKuLrr7/G/PnzERwcXOZ07He+CEBERE8OA+NERA+Zm5sb+vbtC1tbW3Tp0gUzZ87Ezp07Afy9ZjIA/PHHH/jjjz9KLSMvL++e9eifni7tyfCqVasa5dOrUqWK2UChvm1ffvllmfXm5eXdMzBuY2ODwsLCUttdo0aNcrdZqVRi2LBhWLhwIbZv345evXohNzcXv/32Gxo0aICmTZuaHENF+7e0PnFycsKRI0cwa9YsbN68GX/++ScAoEaNGpg+fTomTJhQah130mq1eOaZZ3Dp0iUsW7bMZD1mfbsPHjyIgwcP3rPdWVlZhnabU9G3BcqjtDJ//vlnDBkyBPb29ujWrRtq1aoFW1tbKBQKw3pvevp2lzY4v1NF++RhnSug9GPVb9cfx73y64/hgw8+KFe9b775Jtzc3PDVV19h4cKF+PTTT6FSqdCrVy989tln8PX1NSq3ot/VuwPswP+tfVZSUlKuNt6toKAAtra297UvEREREdHjtmLFCgAweZP56aefRrVq1bBp0yZkZGRU6C1dczIyMlBcXIy5c+eWmsfcuL+iYzl94LS08XdpbWvevDkSExMREhKCzp07w9nZGUqlEqdPn8amTZtQVFRU7raVNcY3t49+PHPnTHHmlOe+SHmUNV6rSD9UdDxbkfO/ePFi+Pr6Ijw8HPPmzcO8efNgbW2NwYMHY+HChfe8B9OyZUvs2bMHH374IX744QeEh4cDAJo3b46PPvrIEPjVc3d3Nwk2A6WPeZ+khzWOzc7OhoWFBTw8PEzSPD09oVAo7muWguXLl2PChAkIDAzEzp07YW9vX2pe/YMXHEMTET1ZDIwTET0i+rfE75zaSf+D/osvvsArr7zyQOXry0pJSTGbfvPmTaN8eqW9PavPd/bs2Xu+rX4vHh4epU4N5ejoiFu3bplNK63Nw4cPx8KFC7F27Vr06tULGzduRH5+vtHb4nfuV9H+LeuN4po1a2LlypXQ6XSIiorCjh07sGTJEkycOBEuLi547rnn7ln+2LFjsWfPHkyZMgUvvfSSSbq+3VOmTMGnn356z/L0036V1o+lfSYeRGl9NGfOHFhbW+PEiRMmb4HfPf2avt1JSUn3rK+ifQI8nHMFlN5/+u13TrsG3Ps7lZ2dDQcHh3vWq1AoMHr0aIwePRrp6enYv38/fvzxR6xfvx6xsbGIioqCUql8qN/VB6HT6ZCVlYWGDRs+sTYQEREREZXXtWvXsGPHDgBAaGhoqfnWrl2LV1999YHqcnR0hEKhqPCboRWd7crZ2RlqtdoQbC6PFStWIDExEe+//z5mzpxplLZgwQJs2rSpQm1zdHREamqq2TRzYyv9eGbz5s3o3bt3udt9v0prd0X7Qf9WflJSEmrVqlVmnRU9/yqVCm+++SbefPNN3LhxA3v37kV4eDhWr16NmzdvYvv27fcso127dti6dSsKCgoQGRmJzZs3Y+nSpejVqxfOnTtnNG18WloadDqdSXC8tDFvZeDo6AidTofU1FSTlwxu3boFETEbhC/Lt99+i7Fjx6JBgwbYtWtXqdPW6+m/p+aC80RE9PhwjXEiokfk9u3bAGC0HrE+WH748OEHLl8/TZm5KbPz8vJw/Phx2NjYoF69euUq72G2LTAwEIWFhUhMTDRJCw4ORn5+vmEasjvpj6VJkyZG24OCghAYGIhNmzYhJycHa9euhUKhMFlf+2Eew90sLCzQpEkTTJs2zbAW2O+//37P/ebPn4/w8HD069cPH3/8sdk8zZs3h0KhKHe7g4KCAAAHDhwwScvNza3Q9F/6Nczu943hK1euoH79+iZB8eTkZFy9etVom729PRo0aIC4uDjDVOilqWif3Ol+z5Xe/v37Tbbp+9XR0dHsOnTm3L2EQkW4ubmhf//+hnXWo6OjcfnyZaNyH8XnXE+pVN7zMxEbGwudTmd2GQIiIiIion8a/UO0bdu2xYsvvmjyFxYWBuD/3iq/FwsLi1J/M7ds2RLp6en3HPc8DI0aNUJcXBw0Gk258uuXY+rXr59Jmrmx0L0EBQUhLy/P7Dj00KFDJtse5njmQcazFe0H/TT3+ocryvIg59/b2xvPPfcctm3bhjp16uCvv/4ymeK9LDY2NujQoQMWLlyIGTNmoKCgwDCLoV5xcbHZ/tcft7lp8cvjQe8vPKiyxrFl3UMr7V5UWfRB8fr162P37t3lCnZfvHgRADiGJiJ6whgYJyJ6RBYtWgTg73Wq9Vq0aIGWLVvixx9/xLp160z20el02Lt3b7nKDwkJgZ+fH7Zu3Yq//vrLKG3evHlIT0/Hc889V+paWncbNWoUHBwc8M477+D8+fMm6fn5+eUO8Omfvo+MjDRJ099sePvtt6HVag3br127ZlhD/O6AN/D3W+MFBQVYsmQJdu/ejdDQUJPp2h5m/wLA+fPnzT7hrt9255p05mzYsAHvvPMOmjZtiu+//97sVGUA4OXlhcGDB+PQoUP45JNPICImeSIjI5Gfnw/g7zej27dvj6ioKJPp5z788MMKrbPl4uIChUKBa9eulXufO/n4+ODy5ctG/VRYWIjx48cbnV+9iRMnoqSkBBMmTDAZ3BcWFhqeoK5onzzoubrTX3/9ZfJE/gcffIDMzEyMGDGi1PN4twkTJkClUmHSpElmHxLJzMw0Wrttz549Jsep1WoNfaI/hof5XS2Nfu3wsqZk1H+/y3rbhoiIiIjon0BEEB4eDoVCgVWrVmH58uUmfytXrkTr1q0RFRWF48eP37NMV1fXUmdK079xrp8N6m43b97EhQsXHuyg/r/Q0FAUFRXhzJkz5crv4+MDwPRB6x9++MGwJFVF6MfvM2fONHoxICYmBqtWrTLJ369fP9SsWROLFi3Cvn37TNK1Wq3Zh8DN0U95fz/j2Yr2Q1hYGOzt7bFw4UKzDwHcOTNaRc5/UVGR2QcI8vLykJubC7Vafc8x6OHDh82O3coaD8+YMcPoYYrr169j8eLFsLKywtChQ8usrzQPcj4ehrLGsfp7UXPnzjWaMj0rK8sw5b0+z70sX74cY8eORUBAAHbv3l3qMnd3i4yMhEqlQps2bcqVn4iIHg1OpU5E9IAuX76MOXPmGP5/RkYGDh48iJMnT8LFxQUfffSRUf4ff/wRHTt2xNChQ/H555+jadOmsLGxQWJiIg4fPozU1NRyrQ9mYWGBlStXolu3bujZsyeeffZZ+Pj44PDhw9izZw/8/PywYMGCch+Hh4cHfvzxRzz77LMICgpC9+7dERAQgKKiIsTHx2Pv3r1o06YNtm3bds+y+vXrhzfeeAM7d+7Es88+a5Q2fPhw/PLLL9i0aRMaN26M3r17Iy8vD+vWrUNGRgYWLlxo9o3cYcOGYfr06Zg7dy50Op3JNOp6D6t/AWDnzp2YOnUqQkJCULduXbi5ueHq1av4/fffYW1tjYkTJ5a5/4gRIyAiaNq0KT755BOT9CZNmqB///4AgKVLl+LixYuYNm0a1qxZg9atW8PZ2RnXrl3D8ePHERsbi+TkZMNaVF9++SVCQkIwYsQI/Pbbb/D398fRo0dx7NgxtGvXrtxP+tvb26N58+bYt28fhg8fDn9/f1hYWGD48OGGGwVlmTRpEiZNmoTg4GAMGjQIxcXF2LlzJ0QEQUFBJjdnxo8fj71792L9+vXw9/dH37594ejoiMTERGzfvh0rVqy4rz550HN1p969e6NPnz4YNGgQatWqhSNHjiAiIgJ+fn547733yl1Oo0aNsHTpUowfPx716tVDz5494efnh5ycHFy9ehV79+7FyJEj8fXXXwMA+vfvD0dHR7Rq1Qo+Pj7QarXYuXMnoqOjMWjQIMP5eJjf1dJ06tQJx48fR48ePdCuXTtYWlqiffv2Rg/67Ny5EyqV6rFMf0hERERE9CB2796NuLg4hIaGljkD1KhRo3D48GGsWLECTz31VJlldurUCevXr0f//v0RHBwMpVKJvn37onHjxujevTveffddvP/++6hTpw66d+8OHx8fpKen4/Lly9i/fz/mzZuH+vXrP/CxDRgwAJ9//jl27tyJ5s2b3zP/8OHD8dFHH2HSpEmIiIiAj48Pzpw5g127duGZZ57BL7/8UqH6R40ahTVr1uCPP/5AcHAwevTogYyMDPz000/o0qULNm/ebBTYtbKywoYNG9CjRw+EhoaiU6dOCAwMhEKhQEJCAvbv3w83NzfExMTcs+5OnTphw4YNGDhwIHr06AFra2sEBQWhT58+D70fqlSpgtWrV2Po0KFo0aIF+vbti3r16iEtLQ2RkZGoVasWfvvtNwCo0PkvKCgwjGObNWuGmjVrIjc3F1u2bMHNmzfx5ptvwsrKqsxj+eijjxAREYH27dvD19cX1tbWOHnyJHbt2oXatWtjwIABRvmrVq2KvLw8NG7cGH369EFeXh7Wr1+P9PR0LFmypFzrqJvTsWNHKBQKzJgxA+fPn4eTkxOcnZ0feCnB8iprHNu+fXtMmjQJX3zxBRo1aoSBAwdCRLBx40Zcv34dr776qtF4tzS7d+/Gyy+/DBFB+/bt8dVXX5nkufNej15ubi6OHDmCLl26wM7O7mEdMhER3Q8hIqL7EhcXJwBM/qysrMTPz0/Gjx8vCQkJZvfNyMiQmTNnSqNGjcTGxkbs7e3F399fhg0bJr/88otR3tmzZwsAiYiIMFtWVFSUDBo0SNzd3UWtVouPj49MnjxZUlNTTfL6+PiIj49PmccVExMjL774ovj4+IilpaW4uLhIYGCgvPrqq3L06NFy9Y2ISI8ePcTFxUUKCwtN0rRarXz66acSGBgoVlZW4uDgIKGhobJp06Yyy+zcubMAEGtra8nKyio1X0X6t6w+iY6OlsmTJ0twcLC4ubmJlZWV1K5dW8LCwuT8+fNGec2dJ3Ofjzv/wsLCjMrIz8+Xjz/+WJo1ayZ2dnZiY2Mjvr6+0r9/f1m9erVotVqj/GfPnpWePXuKvb29ODg4SI8ePeTs2bMSFhYmACQuLq7M/tS7ePGi9OzZU5ydnUWhUBgdx70+fzqdTr7++mtp2LChWFtbi5eXl7z44oty69YtCQ0NFXM/NXQ6nSxfvlxatWoldnZ2YmtrK/7+/jJu3DhJTEy8rz6pyLkqTXh4uACQ8PBw+e2336R58+ZiY2Mjbm5uMnLkSElOTjbZB4CEhoaWWe7Ro0dl6NCh4u3tLWq1Wtzd3aVp06Yyffp0uXDhgiHf0qVLpW/fvuLj4yPW1tbi5uYmLVq0kK+++ko0Go1JueX9ruqvVXd/3so6hpycHHnppZekatWqolQqBYDMnj3bkJ6Xlyf29vbSv3//Mo+diIiIiOif4LnnnjP81i9LVlaW2NjYiJOTk+Tn50tERITJb2G95ORkGTx4sLi7u4uFhYXZ8nfu3Cl9+vQRDw8PUavV4uXlJa1bt5b333/faOxz51jkfjRo0EAaNGhgsr20ck+fPi1du3YVFxcXw3j8r7/+Mpv/XuMJEZHc3FyZMmWKeHt7i5WVlTRo0ECWLVsmGzZsEADy2Wefmexz/fp1mTx5svj7+4uVlZU4OjpK/fr1ZcyYMbJr165yHbdWq5Vp06ZJzZo1RaVSGbWzPO2uSD/onTp1SgYPHiyenp6iVqulatWq0qNHD9myZYtJ3vKcf41GIx999JF07dpVqlevLpaWluLp6Snt27eXH374QXQ63T37Ydu2bTJixAipV6+eODg4iL29vTRo0EBmzJhhcm9Ifw8kIyNDXn75ZfH09BQrKysJCgqSH374waTs0vqitHspK1euNNzrAXDPe1Ai5u87PIpxrIjId999J82bNxdbW1uxtbWV5s2by3fffXfPNurp+6Mi93pE/u4XAPLbb7+Vuy4iIno0FCJm5iYlIiJ6QLt27ULnzp2xdu1as1OjE/3TrFy5EqNGjUJ4eDhGjhz5pJvzj7Z8+XK89NJL2Lt3b7meqiciIiIiokdnxYoVGDNmDA4cOICQkJAn3RyDmTNn4oMPPsCff/6JHj16POnmEIBatWoBAOLj459oO/5r2rVrh5SUFFy4cMGwFjsRET0ZXGOciIgeiaeffhrdu3fHvHnzjNYZI6J/t+LiYnz44Yfo27cvg+JERERERP8AI0eORMOGDQ1rJT9uycnJJtuio6OxZMkSODs7o0OHDo+/UUT/ELt27cKBAwfw0UcfMShORPQPwDXGiYjokVm8eDF++OEHJCUloUaNGk+6OUT0ECQmJmLEiBEYPnz4k24KEREREREBUCqV+O6777B161bk5OTAwcHhsdY/fvx4xMfHo0WLFnBxccGVK1ewefNmaLVarFixAjY2No+1PUT/JFlZWfj0009N1nonIqIng1OpExEREYFTqRMREREREd2P77//Hl9//TUuXLiArKws2Nvbo3nz5pgyZQq6dev2pJtHd+BU6kRE9F/HwDgREREREREREREREREREVVqXGOciIiIiIiIiIiIiIiIiIgqNQbGiYiIiIiIiIiIiIiIiIioUmNgnIiIiIiIiIiIiIiIiIiIKjUGxomIiIiIiIiIiIiIiIiIqFJTPekGEBER0b9LVFQUTp48iYYNG6J58+aPtK7o6GgcO3YM/v7+aN26NRQKxSOtj4iIiIiIiOifhGNwIiKih4eBcSIieqyys7Px6aefIjs7u0L7ubi44M0334Sdnd0jatm/R3FxMQoKCmBhYQFbW9uHOlDVaDQoLCyEpaUlrK2tzebZvHkzZs6ciddff/2BBuUajQZFRUVQqVSwtrY2exzbt2/HlClT8NJLL6Fly5ZQKpX3XR8REREREdF/DcfgD45jcCIiosqDgXEiInqs8vPzsXbtWqSkpBht1+l0KCwsBABYW1vDwsJ4tY8aNWrglVde4aAcfz8tPnbsWNSrVw/fffcdLC0tH1rZ69atw6JFi/Dss89ixowZZvNYWlrCwcEBVlZWD1TXpk2bsGDBAvTq1QuzZ882O+DW11XaDQIiIiIiIiIqHcfgD45jcCIiosqDgXEiInqs3Nzc8Ntvv0Gr1Rptv3jxIsaMGQOlUonw8HD4+voapVtaWsLJyelxNvUfKy8vD2fOnAHw982Mhyk1NRWnT59Gq1atSs3z8ssvY/DgwXBwcHigutLT03H69Gk0atQIImI2z/Dhw9G7d2/Y29ub3KghIiIiIiKisnEM/uA4BiciIqo8GBgnIqLHSq1Wo3HjxibbLSwsYGFhAaVSiYYNG6J+/fqlliEi0Ol00Ol0UCqVRoM1ETGk68tVKBTlmursznIVCoXh6emy9tXnv/MY7tedbRcRQ3kPMk3bg/RHaZycnMq8QXJ3Pz5InY6OjnB0dCwzT0X6TT/4LykpeWh9TERERERE9E/FMXjZ9XMMboxjcCIiquwYGCcion+0kpISfP/997h+/TqGDBkCe3t7bN68GUePHkVOTg6GDx+Onj17QqvVIi4uDocPH8bZs2dx8+ZNKBQKVK9eHR06dEDbtm1LXQtMRHDr1i389ddfiIyMRGpqKiwtLVGrVi2EhISgTZs2sLe3N9qnsLAQR48exa5du3D16lUoFArUrl0b3bt3R7NmzaBWqyt0nNnZ2di9ezcOHjyIGzduQETg6uqKunXrol27doYbGb/++iu2b9+OkpISJCcnY8GCBVCp/v7n3M7ODmFhYXB1dUVJSQkSExNx5MgRnD592lBm1apV0bZtW3Ts2BEODg6G/sjPz8eqVauwc+dOAMCJEycwb948Q/uqV6+OYcOGwdLSEgcOHMCePXvQsmVLdOnSxagfU1NTsW3bNhw7dgxpaWlQKpWoUqUK6tevjw4dOqBOnTrQaDRYtWoV/vzzT4gIoqKi8OGHHxpuaFSpUgVhYWGwsrJCZGQk/vrrLwQHB6N79+4mN2D052H37t2Ii4tDcXExPDw80LRpU3Tq1AnVq1c3HKNGo8GJEyewc+dOXL16FYWFhXBwcECtWrXQokULtG3bFjY2NhU6b0RERERERJUJx+Acg3MMTkRElZoQERH9A5w8eVLs7OzEyclJoqOjDduLioqkffv2olKpZOHChdKyZUuxsbERFxcXcXBwkE8++URERI4ePSrVq1cXS0tLsbGxETc3N3FychKVSiU2Njby3HPPSWpqqkm9JSUlsn37dgkKChK1Wi1qtVpcXFzE2dlZ1Gq12NnZyY8//mjIr9PpJCUlRcaMGSP29vaiUqnEyclJnJ2dRaVSibOzs8yaNUvy8/PLddw6nU6Sk5OlX79+YmVlZSjD3d1dbGxsRKVSSZMmTSQ9PV00Go0MHjxYlEqlABAAolKpDH/e3t5y+fJlERG5dOmS+Pv7i5WVlVhbW4ubm5uhjVZWVtKzZ09JSEgQnU4nIiKpqanSsGFDsbCwEACiUCiMym7btq3k5OSIiMi8efMEgLz++utGx3Hu3Dlp2bKlqNVqsbS0FFdXV3F1dRUrKytRq9XSp08fKSkpkaysLAkODi61rqZNm0p2draIiCxatEgUCoW8/PLLUlxcbFRfUlKSPP/882JnZydKpVLs7e3Fzc1NrK2tRa1Wy8CBA6WoqMjwOZo9e7Y4Ozsb8np4eIi9vb2o1WpxdnaWAwcOlOucERERERER/dtxDM4xOMfgRET0X8Q3xomI6F+hpKQE8+fPR4MGDfDzzz8jICAAhYWFhqfCRQRPP/00OnfujMaNG8Pe3h7FxcU4ffo0PvnkE6xbtw7Vq1fHhx9+aHi6W0Rw+PBhjBo1Crdu3ULfvn0xbtw4+Pr6QkQQHx+PP//8E7a2toZ2FBYWYtq0aVizZg2aNGmCKVOm4KmnnoJCoUBkZCTmzZuHjz76CFWqVMH48ePvOa2biGDZsmXYvHkzmjdvjpkzZyIgIAAWFhbIycnB6dOnERUVZZji7t1330VISAjeeOMN1KlTB0uWLDH0gaWlJby9vQ3ltm7dGm+99RaaNWsGR0dHlJSUICYmBosWLcK2bdvw7rvvYtmyZbCysoKjoyNWrFiBVatW4auvvkKfPn3w2muvGdrp5ORU5pPcJSUleO+993D06FH069cPr732GqpXrw4AuH37Ng4fPoy0tDQAgK2tLb755hv8+OOP+Pzzz9G1a1dMnTrV0Ff29vb3fGo8OzsbEyZMwO+//466detiypQpCAkJgbW1NW7fvo19+/YhJSXFkP/IkSP45JNP4ODggAULFqB9+/awtrZGUVERYmNjsWvXLtjZ2ZVZJxERERER0X8Fx+Acg9+JY3AiIqo0nlREnoiI6E73elodgNSrV0+uXr1qeML6TlqtVoqKikzSdDqdREVFSdWqVcXHx0eSkpIMafn5+dKzZ09RKBQybNgwyczMNNpfp9NJcXGxaDQaw7bNmzeLtbW11K1bV2JiYkzy79mzR1xcXCQgIEBu3rx5z+MuLCyUrl27ikqlkt9//91s+zUajdH2ffv2iVqtlqeeekoKCgrMlltcXFxqf8TFxUm9evXE1dXVqK9FRBYuXCgAZNy4caW22dzT6qmpqVK3bl1xdXWVs2fPmuyj0+lM2vPVV1+JhYWFjBgxQrRardm6zD2trtPpJDw8XNRqtdSsWVOOHTtm9jgLCwsN2z/++GMBIJMmTZKSkhKTvFqt1uhpeCIiIiIiosqMY3COwc3hGJyIiCq7sh+hIyIi+gd59tlnUatWLbNrlKlUKlhaWkJEkJubi/T0dNy6dQupqalwcnJC3bp1kZqaitjYWMM+ly5dwqFDh+Do6Ig333wTjo6ORmUrFAoolUrD0+AlJSX46aefUFhYiJEjR6Ju3bom+du0aYOWLVvi6tWrOHPmDESkzGNSKBRQqVTQ6XRITEyEVqs12kehUECtVps95rIolUpDf+Tl5SE9PR2pqamGtdsCAwORk5ODc+fOVajc0lhYWMDCwgIajQbXr19HSUmJyXFaWlpW+DjM0Wq1WL9+PYqLixEWFoamTZualKtQKGBlZWXYrj+HycnJyM3NNeljlUoFpVL5wG0jIiIiIiKqLDgGLz+OwTkGJyKifwdOpU5ERP8aTZo0KTVNp9Ph4sWL+O6773Do0CEkJSUhPz8fIgIRQU5ODkQE6enpAP6e5iw2NhZZWVkIDg6Gn5/fPQeMOTk5iI6OhkqlgkajwdatW83mUygU0Gg0uHr16j2PSaVSoUePHti5cyfeeecdHDx4EN26dUOTJk1Qq1YtODo6GsqsCPn/09CFh4dj7969uHbtGvLy8qDT6QAAubm5KCkpQWpqaoXKLY2TkxM6deqEr776CqNHj0bfvn3x9NNPIzAwEDVr1jRMy/YwBuU5OTmIiYmBUqlEx44d7zlVHgC0b98e7u7u2LRpEzIyMtCzZ0+0bt0atWvXhoeHBywsLB5K24iIiIiIiCoLjsHLj2NwYxyDExHRPxUD40RE9K+gVCphZ2dnduAkIti/fz9GjhyJa9euwd3dHb6+vnBxcYFKpYKI4NixY0hPT4dGozHsl56eDhGBs7Oz0RpmpSkqKkJmZiaKi4sxd+7cUgdx+iehs7Ky7lmmhYUFRo0ahdu3b+Pbb7/Fhg0b8NNPP8HOzg5+fn7o06cPXn75ZVSvXr3cg0YRQVRUFJ5//nlcuHABrq6u8PX1Rb169QxPbUdFRSExMdGoPx6EhYUFZs2aBRHBhg0bsGLFCnz77bdwcnJCQEAAhg4dihdeeAEuLi4PPPjNy8tDYWEhVCoVqlSpUq59goKC8PXXX+ODDz7AoUOHEBERAbVajerVq6N9+/YYP348mjVrxifWiYiIiIiIwDE4x+D/h2NwIiKqTBgYJyKif4WyBnKFhYWYN28eEhMT8eKLL+Ktt95ClSpVoFarYWFhgaKiIjz77LPYtWuX0X76J6i1Wq3hKe7ytEOlUuGll16Cv79/mXlDQkLKVaadnR1mzJiBESNG4OjRozhy5AgOHz6Mc+fO4YMPPsDu3buxbt06VK9evVzllZSU4OOPP0Z0dDQGDhyI9957D9WqVYOlpSUsLCxQUlKCsWPHYu3ateUqrzwUCgU8PT3x+eef49VXX8WRI0cQGRmJw4cP49SpUzh69CgOHTqE5cuXw97e/oHqUqvVhqnvtFptufZRKpV45pln0KFDB5w4ccLQnlOnTmHVqlXYvn07Vq9ejaeffppPrRMRERER0X8ex+Acg+txDE5ERJUJA+NERPSvd/PmTURFRaFKlSqYPn06ateubZSel5eH5ORkk/2qVasGKysr3LhxAxkZGfDy8iqzHjs7O3h6eiIhIQGhoaEYPHjwQxvAKZVK+Pj4oGbNmhg4cCCKiooQGRmJ8ePH48iRI9i0aRMmTJhQrvoyMjJw7NgxODo6Yvr06QgICDDaLz8/Hzdu3LhnOSJS4eOztLREQEAA6tWrh+HDhyMvLw/bt2/H+PHj8euvv+Lll19Gp06dKlTm3ZycnODu7o6kpCTExMQgKCioXO1UKBRwc3NDly5d0KVLFxQXFyM+Ph4zZszAhg0b8L///Q8dOnSASsWfR0RERERERKXhGNwYx+DmcQxORET/RPdeEISIiOgfTqPRoKioCJaWlrCzszNK00/hdvnyZaPtCoUCDRo0QI0aNZCYmIjdu3cbpl+7m367nZ0d2rVrh5KSEmzZsqXMJ6X166qVx535FAoFLCwsYGNjg9DQUHTr1g06nQ4JCQmGfCqVyvDUeUlJiUl5xcXFhmnO7O3tjQasIoLo6GicOnXKbFv007xptdpyt7+041AqlXB0dET//v0RHBwMrVaLa9euGfJYWloa6qoIKysrtG/fHiKCn3/+GQUFBfdsz91tUygUUKvVqFOnDkaNGgWVSoUbN26gsLCwQm0hIiIiIiL6r+EY3BjH4Kbt4RiciIj+qRgYJyKifz0XFxd4enri5s2b+PPPP6HRaCAiKC4uxvnz5/HOO++YHbhVqVIFI0eOhE6nw6xZs7Bnzx7DvjqdDhqNBlevXkViYiKAvwdzYWFhqFGjBn755Rd88cUXyMzMRElJiWEfrVaL5ORkbN68GTk5Ofdsu0ajwffff49Lly6hqKgIOp0OIoKSkhLcvHkTZ86cgYWFBXx8fAyDaxcXF9jb2yMlJQVJSUmGwbl+XwcHB1SrVg2ZmZnYtGkTioqKDGXGxcVh+vTpyMzMNNseLy8vqNVqXL58GVlZWYZy9WWXJi0tDT/99BOuXbsGjUZjdByXL1/G1atXoVarUbNmTcM+3t7esLCwQGxsLLKzs8tdl4WFBcLCwuDl5YU//vgDixYtQlZWlmG/4uJi3L59G2fOnDHctNi2bRsOHz6MvLw8o/NVUFCAgwcPoqSkBNWqVYO1tfU9zxkREREREdF/GcfgHINzDE5ERP9WnKeEiIj+9dzd3fH888/j/fffx+uvv46dO3eiTp06SEpKws6dO+Hi4oImTZrg7NmzRvsplUpMmDABUVFR2LhxIwYOHIgOHTqgfv360Ol0iImJwYkTJ/Dee+9h5MiRAICAgAAsXLgQr776Kt5++2389NNPaNWqFdzc3JCXl4fLly/j9OnT0Ol0OHToEBwdHctse3FxMebPn4+0tDQ0adIEDRo0gJOTE27fvo29e/fi7NmzaNasGfr162cYlNesWRNBQUGIiIjAc889h6eeegrW1tZwcHDA5MmT4e7ujpEjR+LUqVOYO3cuIiMj0aBBA6SlpeGvv/6CQqFA69atcejQIZP2PPXUU/D29sahQ4cwaNAgBAQEQKVSwdfXF+PHj4eVlZXZ48jKysLrr78OS0tLNG3aFP7+/rCzs8ONGzewa9cuxMfHo3///mjevLlhn8aNG8PX1xenTp3CM888g4YNG0KlUsHb2xuTJ08udYCsUCgQFBSEefPm4Y033sB7772HLVu2oHXr1nBwcMCNGzcQGRmJWrVqYcOGDVAqldiyZQvWrFmD+vXro0mTJvD09IRGo8HJkyexf/9+uLm5Yfz48VAqlWWeLyIiIiIiov86jsE5BucYnIiI/rWEiIjoHyAmJkZCQ0OlU6dOcvXqVcN2rVYrr732mnTt2lWOHj1qdl+dTidZWVny7rvvSo0aNUStVotarRY3NzcZOHCgnD59WiZMmCCBgYHyxx9/mOybnp4uH374oTRs2FBsbGxEpVKJWq0WDw8P6dy5s0m9xcXFcvjwYXn22WfF29tbLC0tRaVSiaWlpXh6ekrbtm3l008/lby8vHset0ajkdmzZ8tTTz0l7u7uolarRaVSiZWVldSsWVNGjx4tly5dEp1OZ9TmkydPSq9evcTLy0tsbGxErVZLtWrV5PLlyyIikp+fL5988onUrl3b0D5nZ2fp3r27HDlyRN59911p0KCBrFq1yqg9JSUlsmnTJmnVqpW4ubmJlZWVqNVqadeuneTk5IiIyNq1a+Xpp5+WpUuXGvZLT0+XiRMnSmBgoDg7OxuOw8bGRvz9/WX69Oly8+ZNk+P4888/pW3btuLu7i7W1taiVqulWbNmkp2dLSIiGzZskM6dO8uiRYukpKTEqK1arVb++OMP6dKli7i4uBjqtLe3l8DAQPnss89Eq9WKiMjGjRulU6dOUr16dbGysjKcY3d3d+natavs3LlTiouL73m+iIiIiIiIKgOOwTkG5xiciIj+ixQiFVy8hIiI6BHQ6XSGtaWsra1hYfH3ah93/zN151pdd5L/Py1XcnKyYWozT09PVK9eHZaWlsjNzYVGo4G9vb3JE9f6OjIyMpCUlITMzEzY2NjA3d0dVatWhZWVlUm98v+nC7t58yZSUlKQn58Pe3t7uLq6wtPT0/CkdWntvbvuvLw83Lp1CxkZGSgoKICdnR08PT3h6ekJpVJptn6NRoObN28iPz8fJSUlhqfKraysDOurpaSk4Pr169BoNPDw8ECNGjVgbW2NvLw8FBUVwdbWFjY2NiZl5+bmIjU1FYWFhdDpdLC1tYWPjw+USqXJWmH6fUQE2dnZSE1NRUZGBjQaDZycnODl5QV3d3fDumJ315Wfn4+UlBRDXdbW1vD19TWpy1x/iggKCwuRlJSEW7duQUTg6uoKLy8vODs7G/bR91dqairS09ORnZ0NS0tLeHh4wNvb2+w5JiIiIiIiqqw4BucYnGNwIiL6L2JgnIiIiIiIiIiIiIiIiIiIKjWLJ90AIiIiIiIiIiIiIiIiIiKiR4mBcSIiIiIiIiIiIiIiIiIiqtQYGCciIiIiIiIiIiIiIiIiokqNgXEiIiIiIiIiIiIiIiIiIqrUGBgnIiIiIiIiIiIiIiIiIqJKTfWkG0D0uIiI4b8VCsVjr1ehUBj9NxHR4/Ykr4N3XgMfd/1EROX1JH6r8bciEVVWT+qaxusqEf1TPMnrIMfgRPRvwDE4PQkMjNNjISJITk7G1atXkZubC1dXVzRq1Ag2NjZQKBS4ffs2Ll26hNu3b8PW1haNGjWCi4uL4eJ0+/ZtnDt3DgUFBfD19YWfnx+USiVEBPn5+Th79iwyMzPh7e2N+vXrQ61Wm7QhKysLH374IWbNmgV7e/vHctx5eXmYNWsWJk2ahOrVq2POnDkYNGgQmjRp8ljqL01JSQliY2ORkJAADw8PNGzYEFZWVmbz6nQ6xMXF4cqVK6hSpQoaNGgAS0vLx9xion8/nU6HpKQkxMXFIT8/3/B9srKygkKhQFpaGmJjY5GVlQUHBwc0atQIjo6OhutgWloazp07B61Wizp16qBWrVqwsLCAiCA3NxdRUVHIyclBzZo1UbduXahUpv/E37p1C59//jnmzJlT6nf+Ybt9+zbmzp2L6dOnw8XFBTNnzsRLL72EunXrPpb6S1NcXIyYmBgkJSXBy8sLDRo0MPtvB/D3udNfM729vREQEGC2f4nowWg0Gly+fBk3btyATqeDn58ffH19YWFhAZ1Oh4SEBCQkJKCwsNDwXVSr1VAoFCgpKcGVK1cQFxcHGxsbo9+SOp0ON27cQExMDBQKBerXr4+qVauaDHxFBDt37kRycjJGjBjx2AbGhw8fxu7duzFjxgzExsYiPDwcs2fPho2NzWOpvzRarRbnz5/HrVu3jM7F3UQEhYWFhn+H6tevD29vb95YIHrC7jUGFxFcv34dFy9eNLk2FhYWIjY2Fjdu3ICtrS0CAwPh5ORk2C83Nxdnz55FdnY2qlevjnr16pn9HZWamoqFCxfi/ffff2xjyJycHLz77ruYOnUq3NzcMHv2bIwaNQoBAQGPpf7SFBcXG35P2tvbo3HjxnBwcDB7rdSP1xMTE1GtWjXUq1ePvz2J7sO9xuA6nQ6JiYmIjY2FSqVCw4YN4eHhAQDIz89HbGwsbt68CUdHRzRq1MjwnRURZGdnIyoqCvn5+fDx8UGdOnXMfk+vXbuGb775Bu+99x6USuVjOe60tDS8//77ePfdd2FtbY1Zs2Zh8uTJ8PHxeSz1l0ar1RrG4E5OTggMDISdnZ3Z66B+vH7jxg1D/z6u/iP6LylrDK5PP3/+PFJSUox+SwJ/X2suXryI3Nxcw+9BlUpluL7qf2cqlUo0aNAAnp6eZsfgv//+OwoLCzFkyJDHdtwRERE4ceIEpkyZgqioKGzcuBHvvvvuE415iAi0Wi3OnTuHtLQ0+Pv7w8fHp9QxeEFBAc6cOYP8/Hw0aNAAXl5eHINXAH9Z02Oh1Wrx1VdfISEhAVZWVrh69Sp8fHywePFiODg4YNOmTdi+fTscHR2RnJyMwsJCfPPNN/D19UVSUhJGjRoFS0tLuLm5ISoqCtOnT8eQIUOQm5uLiRMnIjExEbVr18bZs2cxYMAATJs2zeQHqUajweHDh6HVah/rcR88eBBhYWFQKBSoXbs2HBwcHlv95pSUlGD58uUIDw9Ho0aNkJCQgJYtW+Ldd981CZSJCHbs2IE5c+YgICAAV69eRc+ePfHmm29yYE5UQUVFRfj888+RlpYGS0tLXLp0CY0bN8bHH38MGxsb/Pjjjzh8+DAcHBxw7do1KJVKLFu2DF5eXrh8+TLGjBkDFxcX2NnZITo6Gh988AF69OiB27dv4+WXX0ZWVhaqV6+OM2fOYPTo0ZgwYYLJj6eCggIcPnwYJSUlj/W4Dxw4gPz8fLi6uqJOnTqwtbV9bPWbU1xcjM8//xy//vor6tevj6tXr6Jbt26YMmWKybVNRLBx40YsXLgQ9evXx6VLlzBs2DCMGzeOA3OihywuLg7z5s2Dra0tioqKcPHiRUyZMgXPPvsscnNzMX/+fGi1WiiVSly4cAGdO3fGzJkzoVKp8PPPP+Ojjz5CYGAg0tPTodFosHLlSnh7eyMyMhKvvvoqateubQiwf/XVV2jWrJlJG65du4bLly8b3rJ5HJKTk3H8+HGICGxtbeHn52d28Ps4FRcX47PPPsOWLVtQu3ZtxMTEYNasWejRo4dJvxQWFmL69OmIjo6Gp6cn4uPjsWTJEgQHB3NgTvQE3WsMfvjwYbz66qvw8/NDSUkJrl27hq+//hrBwcH48ssvsXXrVtSqVQu3bt2CRqPBN998Ax8fH2RmZmLcuHFIS0tDzZo1ERUVheHDh2PSpEkmv40KCgpw6NChx/rbU6vV4sCBAxg/fjw8PDxQp04d2NnZPbb6zdHpdFi+fDmWLVuGxo0b48aNG7Czs8O3334Ld3d3k7zr1q3DF198gYCAAFy8eBGjRo3C6NGj+duTqILuNQbfuXMn3n77bQQEBCA/Px9paWlYsWIF6tati48++giRkZGoWbMmkpKSYGlpiW+++Qaenp64desWxowZA61WC09PT0RFReGVV17BqFGjTH7D5eTk4MiRI0Zvbj9qhYWF2L9/PwoLC2FnZwd/f39YW1s/tvrN0f+2XL9+PQIDAxEfHw9vb2989dVXcHR0NMpbUlKCFStWYNWqVahXrx5iYmIwefJkDB48+In/RiaqbMoagxcXF+P999/Hjh070LBhQ8TGxqJ+/fr4/PPPUVBQgDFjxkCtVsPFxQXnzp1Dz5498fbbb0OpVGLPnj2YOnUq6tati6KiIiQnJ2P58uVo2LCh2Tbk5eU91uNOSkrCqVOnICJwcHBA7dq1n/jYtbi4GB9++CH27NkDHx8fXLp0CR988AE6duxo0rb8/Hy88cYbSEhIgKurK5KSkrB06VKz/UulECIRKS4ulhMnTsitW7fk7Nmzsm/fPrl165bodLqHUr5Op5OCggIpKioSrVYriYmJ0qBBA9m/f7+IiBQVFUlhYaFotVrJysqSXr16yRdffCEiImvXrpXWrVtLWlqaaDQaWbRokXTr1k3y8/Pl0KFDUrduXbl8+bJotVr5448/pF69epKenm7ShpSUFGnbtq1kZGSYpBUVFcmRI0ckLS1NIiMj5fjx41JQUCB5eXly7NgxiYyMlPz8fEN/lJSUyJUrV2TPnj1y5swZKSoqMqQVFhbKiRMn5ODBgxIfHy8tW7aUM2fOSElJiZw4cULS09NFp9NJbm6unDp1SiIiIiQqKkqKiooM5+LkyZOSkpIi586dk3379klKSspDOxfJycnSuHFj2bZtm+FcNGvWTA4dOmRSR25urnTo0EHCw8NFo9HI6dOnJTAwUM6dO/dQ2kL0T6LVauXo0aOSnp4up0+flgMHDhi+rw+D/jqo0WhEq9VKTEyM1KtXT86cOSMif1879NfItLQ0ad++vXz//fei0+lk8eLF0qVLF8nKypKioiJ59913ZfDgwVJUVCRbt26VRo0aSVJSkmi1Wlm7dq0EBwdLbm6uSRvi4uIkNDRU8vLyTNLy8/PlyJEjkpqaKocPH5ZTp05JUVGR5OTkyJEjR+T48eNSWFho6I/i4mK5ePGi7NmzR86dOycajUZ0Op3odDrJz8+XY8eOyeHDhyU2NlaaNWsmV65ckeLiYjl27JhkZmaKTqeT7OxsOXHihERERMj58+dFo9EYzsWxY8ckLS1Nzpw5I/v375e0tLSHdi6uXLki9evXl4MHDxrORVBQkJw9e9akjvT0dGnRooX8+uuvotVq5cCBA9K4cWOJi4t7KG0h+je5ffu2HDt2TNLT0+XgwYNy4sQJo+vCgyouLpaCggLRarWi0Wjk22+/lY4dO0peXp7h2qK/hh46dEgaNGgg8fHxUlBQIN26dZNFixaJRqOR1NRUad26taxevVp0Op1MnDhRXnrpJSkoKJD8/HwZNmyYvPXWWybt1ul0snz5cpk+fbqUlJSYtO/atWty/vx5SUxMlH379klcXJyUlJRIUlKS7Nu3T2JjYw376XQ6ycvLk+PHj8vevXvl2rVrhvp0Op2kpKTIvn375OzZs/LTTz9Jv379pLi4WDIzM+X48eOi1WpFp9NJUlKSHDx4UPbt2yfXr183lJGZmSlHjx6VjIwMOXjwoMk1+kHodDq5cOGCBAYGyqlTp0Sj0ciaNWukffv2kp2dbZJ3165d0rRpU0lMTJSioiJ5//33ZdiwYYbftkRk3pMcg+t0OpkwYYK8/PLLhnHvsGHDZPr06SIicvXqVcnMzBStViuZmZnSp08fWbBggYiI7Nq1SwICAuTatWui1Wrl559/lkaNGklWVpZJG+Lj46Vt27aSn59vkpafny+RkZGSlpYmR44ckRMnTkhRUZHk5uZKZGSkHDt2TAoLC43669KlS7Jnzx45e/as4beniEhBQYEcP35cDh06JHFxcdKsWTOJiYkx+9vz5MmTEhERYfj9eve5iIqKkv3790tqaupDOxd5eXnStGlTWb16tWi1Wrl586Y0atRItmzZYpI3NTVVmjdvLps3bxatVisRERESFBQk165deyhtIfoneZJj8JKSEhk6dKi89dZbUlhYKNnZ2dKrVy/5+OOPRafTyeXLlyU7O1u0Wq2kp6dLhw4dZNmyZSIisnHjRmnSpImkpqaKRqORZcuWSatWraSgoMCkDefOnZNOnTqJVqs1ScvJyZGjR49KamqqHDp0SM6cOSMajUaysrLk8OHDcvLkSaPfU1qtVi5cuCB79uyR6Ohow+9F/T3GyMhIiYyMlIsXL0pwcLBcu3ZNNBqNHD16VHJyckSn00lmZqYcO3ZMIiIiJCYmxtAufb60tDQ5deqUHDhwQDIyMh7aucjIyJCAgADDtS0uLk78/f3lwIEDJnkTExMlKChI9u7dK1qtVjZt2iQtWrSQtLS0h9IWon+TJzkGv3Hjhvj5+UlERIRotVo5d+6c1KlTR06fPi2FhYUSGxtriOccPnxY/P395dKlS6LT6SQsLExee+01KSwslLy8POnfv7+89957JvXrdDr57LPPZN68eWbT4uPjJSYmRuLj42Xfvn2SkJAgJSUlhjH51atXjcbZubm5cvToUdm3b5/cuHHDKC05OVn27dsn0dHREh4eLs8995wUFxdLenq6nDx5UoqLi6WkpESuXbsmBw4ckP3790tycrKhjIyMDDl+/LikpaXJgQMHDPdNHwadTienTp2SwMBAiY6OFo1GI99884107drV5B6uTqeTzZs3S6tWreTGjRtSWFgob731lrz00kuG37Z0b3zlkwD8/RTltGnT4OnpCaVSidu3b6OwsBBr1qyBl5eXUV4RQXp6OoqKikzKUSgUcHFxMZn6UaFQwMrKCtnZ2cjMzMThw4chInB2dgYAWFpaoqCgAKmpqbh8+TKSk5Ph6ekJAHB3d4dCoUBBQQFsbGyQn59vaKezszNsbGyQl5eH4uJi5ObmwsPDo9TpcEuTmZmJsLAwPPXUU1CpVIiNjUVoaKhh+rnLly+jU6dOmDVrFhQKBVauXIkffvgB3t7eSE1NRZMmTTB37lwAwOzZs7F//37UqVMHRUVFyMzMBPD3Uz/Tpk3D9OnT0alTJ3z33Xc4ePAgrKysEBcXh6effhozZsxASUkJ3n77bbi6ukKpVCI7Oxu5ublYvXo1qlWrZnIuMjIyUFhYaPZcODs7m7yZmZGRgeLiYsNUy15eXrC3t8ehQ4fQqlUro7wJCQlITU1Fhw4doFarDdOenDhxAg0aNHjiT1IRPUx5eXl45ZVXUL9+fYgIbt26BbVajVWrVsHFxcUor06nM7yReDeFQgE3NzeTGRj018HMzExkZWXhwIEDUKvVhqejrayskJeXh4yMDERHRyMjI8MwjVuVKlUgIigqKoJSqURBQQG8vLxgYWEBNzc3qNVq5OfnQ6vVGqaIq+isDikpKXjhhRfQsmVLqFQqxMTEoHfv3sjIyMDt27dx4cIFDBw4EFOmTEFxcTG+/PJLbNmyBd7e3khOTkZoaCjeeustaLVaTJ06FWfPnoWvry8KCwsNT34WFRVh8uTJ+Oyzz9C0aVN8+eWXiIqKgkqlwtWrV/HMM89g8uTJKCgowOTJk+Hn5wfg7+mZFAoFVq9eDTc3twqdC1dXV5On42/dugWVSgU/Pz+oVCrUqFEDFhYWOHbsmMnTlbGxsSgsLESbNm2gUqkQHBwMGxsbnDt3Dj4+PrwO0n/K+fPn8eKLL6Jt27YoLi7GhQsXMGDAAEydOtXkLTaNRoO0tDSzb8eoVCp4eHiYvPGhLyM1NRW3b9/GsWPHULVqVcN0bNbW1khPT0d2djYOHjwIOzs72NnZQalUwtPT03AdLCwshEKhQJUqVQAA3t7eiImJgUajgU6ng1arNfl9Wx6bN2/GqlWrUKdOHeh0Oly5cgVjx47F3r17DdM9fvXVV2jRogXS0tLw5ptvIjMzEw4ODkhKSsK7776Ljh07IjY2FmPHjoWTkxNsbGyQm5tr6IuYmBhMmzYNW7ZsQVFREaZPn274HXzjxg188sknaNWqFWJiYjBixAi0a9fOUHfv3r0xffp0s7MmpaenQ6fTlftcnDp1Ch4eHoYlitq1a4cFCxYgMTHR5Dp54MABBAcHG85V165d8eOPPyInJ8fkmk1E/+dJj8GrVq2Ky5cvQ6PRoKSkBEVFRahatSoAwNfX11COvb09XF1dkZubCwBwcXEx/G7VarXIy8uDl5fXff32HDFiBJo3bw6lUomLFy+ie/fuyMnJMUzN2a9fP0ydOhUigq+//hq//vorvL29kZKSgpCQELz99tuG8fOJEydQu3ZtaLVa5OTkAPj7rck33ngDH3/8MZo3b46vv/4aJ0+ehFqtRlxcHPr06YM33ngDGo0GU6ZMMVzHMjIyUFJSglWrVhn+LdG7129Pc+dCqVSiatWqhj7Lz8+HWq2Gq6urSRkXL15EYWEhQkJCoFKp0Lx5c1haWuLs2bOoXr16hfqY6J/uSY7BFQoFvL29UVBQYPj9WFxcbJiKVj8WBQAHBwc4OTkZxrVubm5QqVTIz8+HnZ0d8vPzUbVq1Qq/zRwfH48XXngBLVq0gFKpRHR0NAYNGoTr168jOzsb0dHRGDlyJMaNG4fi4mIsWrQIu3btQtWqVZGUlISePXvitddeM4yfr169iho1ahiOBwByc3Pxyiuv4LvvvkPdunXx2WefITY2FhYWFrh69SpeeOEFvPzyy8jLy8PEiRMREBAAhUKBmzdvws7ODuHh4XBycjI5F2lpaWZn5CztXKhUKnh6eiI3NxfFxcXIy8uDjY2NSdkAEBUVBSsrK8M92rZt26KgoACXLl1C69atK9THRP92T3IMbmVlBTc3N0PcJS8vD/b29nB0dISVlRXq1KljKMfT0xMiYrhGe3t74/bt29BoNNBqtYbra0WtW7cOW7ZsQY0aNVBSUoKEhAS89NJL2LNnD7RaLS5fvowVK1YgMDAQycnJePPNNw3X5uTkZLz//vto06YNzp8/b5hNyNLSEjk5OYb7sSdPnsQnn3yC3377Dbdv38Zbb70FlUqFvLw83Lp1C4sXL0ZwcDDOnDmDiRMnokWLFhARREdHY+jQoZg8ebLJuSgqKkJ6errZc6FWq+Hu7m5yLo4dO4ZatWrBz88ParUaHTp0wOeff46UlBSj3+YAsHfvXrRs2RKenp6wsLBAz549MWnSJOTn55u9rpIpBsbJQERQvXp1zJ49G1qtFoMHD8ahQ4cwYMAAoxv/Go0G8+fPx6lTp0zKsLCwwKxZs9C+fXuzdaxduxbr1q1DcnIyXnnlFdSrV8+QduTIEcybNw83btxA+/bt0b17dwBAu3bt0Lp1awwaNAhOTk4oLCzEl19+CbVaDX9/f4wZMwajR482TGf04Ycf3tca4rm5uejduzeeeeYZnDp1CgMHDsRHH32EuXPn4uzZs3jppZcwadIkZGZmYtWqVVi2bBlq1aqFtLQ0DB8+HGfOnAEAbNu2DevWrYOvry+2bt2KPXv2mNSlUCgwcuRIjB49GsXFxUhMTMSLL76IF154wRD89vT0xLx581BSUoKhQ4di//79GDJkiNG50Gq1+Pjjj3Hs2DGz52LGjBno1KmT0XZPT09YW1tj9+7deO6553Du3DnExsYiKSnJpIyMjAwAMAzYLSwsUOX/sXff0VFU///Hn7O72fQKaQRIAoTepQioICIqiIIUAUUEFEQEK+hHxIIdUbF3saCoqAh2EcGChSZVegIJLZBAenY3uzu/P/gxXyMBUYQAeT3OyTlk7+zM3N2Ty33P+5a4OHbv3v2PP1+RU4FpmjRo0ICbbrqJoqIievfuzYoVKzj33HPLHVdaWsrdd9/Nhg0bDjmH3W5nypQptGrVqsJrvPTSS3z++edkZ2dz++23U6tWLavs22+/Zdq0aezcuZNevXpx1llnYRgGPXr04Pvvv6d3794EBwdjs9l44YUXsNvttGjRgv79+zNo0CBiY2PZv38/U6dO/Vf74hQUFDB48GC6devG999/z9ChQ3nppZe44IIL+Pnnn7njjju47rrr2LJlC3PmzGH69OkkJCSwfft2rr76avr27cuOHTtYvHgxs2bNokaNGrz//vssWrSows/p+uuvx2634/V62bBhA2PHjmXQoEGEhYVhmib16tVj/PjxlJSUcNlll7Fs2TK6d+9e7jwul4v77ruPP/74o8JrPPTQQ7Rt27bc6zVr1sTv9/PDDz9w8cUX89tvv5GZmVlhO7h3716cTqfVYbbb7VSvXp3s7Ox//PmKnA5KS0sZPnw4bdu2ZdGiRUyYMIHRo0cfEnxt3LiR22+/ndLS0kPOUatWLV544YUKt1XIz8/n5ptvZvPmzdhsNl555RVrwKNpmjz66KP8/PPP7Nu3j4ceeoiYmBhsNhvjx4/nhhtu4IcffiA/P5+zzjrL6o8OGzaMG264gUsvvRS/309iYiJXXHHFvxrYUlpayqOPPkpsbCwTJ07kueeeY/bs2SQkJHDvvffy4Ycf0qZNG9566y2io6N5+umncTqdfPrppzz11FN06NCBF198kcaNG/PYY4/h8/kYPXo0+/fvt65xMHiOiorimWeeweFw4HK5eOedd3jllVesNq20tJSrrrqKDh06sHjxYm688Uauv/76QxItW7ZssdrSv6pRowYvvvjiIX3nnTt3WkE2QGRkJAEBAeTk5Bxyju3bt5OQkGA9DIiKisLv95Ofn6/EuMjfqKwY3DAMRowYwfXXX2+1jTVq1GDw4MGH3N/y5ctZsmQJI0eOBKBp06ZcccUVXHnllcTGxpKbm8vUqVMPSQYfjaKiIvr168dFF13EokWLGDJkCE899RS9evVi8eLF3HLLLYwePZrMzEw+/PBDXnvtNZKSkti1axdDhw6lT58+7Nu3jx9//JEPP/yQpKQkPvroI3744YcKP6dRo0ZZfc9NmzYxZswYrrjiCqKjo/F6vdSpU4eJEyficrno27cvv/32GxdffPEh38UDDzzA6tWrD7mGw+Hg3nvvpWPHjuVedzqd3HXXXdxyyy3MmTOHnJwc+vTpQ+vWrQ85R25uLiEhIdbAzsDAQCIiIti7d+8//nxFTgWVFYMbhsHYsWMZPXo0vXv3xuVy0bBhQy655JJD7m/RokVs2rSJ+++/H4D27dtz0UUX0a9fP2vg0LRp0/7xJB04EIMPHz6cs846i88//5wbbriB6dOn07lzZ7799lseeeQRhg0bxooVK5g/fz7Tp0+nevXqZGRkcM0119CnTx9Wr17N+vXr+eCDD6hevTrTp0/nt99+O+RaDoeDm2++GYfDQVlZmbVV5YABA7Db7ZSVldGiRQvGjBlDfn4+vXv3ZvXq1Zx11lnlzlNSUsLEiRPZsmXLIddwOp1MmTKF5s2bl3s9LCyMu+++mzvuuIO33nqLPXv2MGzYMBo2bHjIOfbu3UtERIT1TCM4ONgaICtSFVVWDB4VFcVdd93FPffcw/PPP8/u3bsZM2YMtWvXLvf+srIypk+fTsOGDUlJSQHguuuuY8yYMfTu3RuPx0OdOnXo16/fv6q/2+3miSeeICoqiptuuonXX3+dDz74gGrVqjFhwgRmz55N06ZNefXVV0lJSeGOO+4gICDA2pqmdevWPPPMM3To0IH77rsPj8fDsGHDKhw4Hhsby/PPP4/D4aC0tJRXXnmF119/naeeego40HcdPXo0rVq1YuHChUyaNIlrr732kK1z161bx//+978KB7XWqVOHp5566pCtfnbs2FEurv5zDP7XxPiOHTto3ry51UeNjo7G5XJRWlqqxPhRUmJcLIZh0K1bN0JCQvD5fKSmplaYAHU6nUyePPmw+4QdKSC+9tprueqqq1izZg133303Xbt2pWnTphiGwdlnn83cuXPZuXMnd9xxB9988w19+/a1AvGxY8dSo0YNpk+fzowZM5g8eTJZWVl88sknXHXVVbRu3dpK1LRv3/6QPWr+TnR0NO3atcPpdJKSkkJsbKw1OvvgbMKCggJWrVrFxo0bueGGGzAMA9M0yczMZOfOnezdu5e6deuSlpaGzWajU6dO1sz3v1q+fDnPPfcce/bsKXeOg4nx888/n9DQUHw+H3Xr1q3wuwgICOCee+7B6/Ue9XcRHR3N5MmTeeSRR5gxYwbR0dGkpqYecb+yP49uMk/gnpsiJ5rNZqNbt24EBwdjt9upVasWe/bsOeS4kJAQpk6deth28Eh7aN98881cf/31LFmyhEcffZRzzz2XOnXqANCjRw/OO+88tm3bxu23385PP/1Et27d+Omnn9iwYQM333wzUVFRvPTSS7z//vtMmDCB9evX88033zBy5EgaNGjAe++9xxtvvEHr1q3/8QPK+Ph4WrVqhdPppG7dusTFxdG6dWurXTy4MsfSpUvZsGED1157LXBgxPiOHTvYs2cPy5Yto0WLFtZs6i5dulgzk/7MNE1+/vlnXn75ZWtWTlZWFnv27CEsLKzcd3FwVndFyejg4GAeffTRf/Rd1KhRg7vvvpsnn3ySF154gWrVqpGSknLU+zZWNOJTpKpITEykdevWBAQEULduXfx+P4WFhYcEXw0bNmTmzJkVnsNmsx22fYqOjub111+nuLiY1157jeeff55p06YRFBSEYRjcf//9uN1uvvvuO1599VU6duxITEwM77zzDrVr12bYsGHs2LGDV155haVLl3LWWWfx6aef4nK5GD9+PH6/n2eeeYavvvqKK6644h/P7Dk4M9owDBo0aMCuXbuoUaMGDoeDBg0aMH/+fMrKyvj+++9JT09n7dq1wIGHGW63m6KiIn7//XduueUW6zO44IILmDVr1iHXcrvdvPLKK8ybNw+3201+fj7R0dFWcJ2QkECbNm0ICAiwAuXCwsJDEuP169dn5syZFbZdNputwr13D/Zxj8bh+oXqL4r8vcqKwZs0acKnn35qrfTj8/l45pln+PLLL7nyyiutNiA9PZ3bbruN4cOH0759e0zTZNOmTXzxxReMGDGCJk2aMGvWLF5//XVat279j/fyrl69Om3atMHpdJKamlouBq9duzZer5eSkhJWrFjB+vXrGTVqFIZh4Pf72b59O9nZ2axdu5YmTZqQkpKCYRice+65h8w0hQP9t19//ZWXX36ZnJwcfD4fmZmZ7N69m+joaOx2O+eddx7BwcEEBASQnJxcYRwQGBjIQw899I++C7fbzZtvvkmLFi0YNGgQmzZt4q233uLiiy+mZcuWh7SXf21/1feU01llxeDJycnMmjWLkJAQRo0aRWFhIc899xwLFy7kkksusdrBtWvX8r///Y+bb76ZJk2aYJomq1ev5vvvv+f6668nNTWVt99+mzfffJNmzZodMlP67yQlJdG8eXMCAgKoV68eCQkJtGzZ0moXD/YhFy9ezLp16xg2bBhwYB/unTt3kpuby9KlS2nbti01atTAMAy6d+/Os88+e8i1/H4/CxcuZPr06eTl5VFWVkZWVha5ubnExcXhdDo599xzrX53QkJChYMiQ0NDefLJJytMKh3uuygqKmL69OmcffbZ9O7dm5UrV/LRRx/Ro0cP0tLSjqrfqL6lVFWVFYOXlJTw5ptvcuGFF3LhhRfyyy+/8MEHH9C9e3crOe7z+Xj33Xf5+uuveeWVV6y//48//hi73c6ECRMoLS3lmWeeYf78+fTt2/cf/y23bduW2NhYDMOgfv36mKZprbiUlpbG2rVr8fl8LFy4kNzcXGsCYXFxMYZh4Ha7WblyJQ888ABBQUEEBQXRvXv3CiczHpyQuXDhQjweD/v27aN27drWTPhatWrRokULAgICrJWKSktLD0mMN23alPfff/+w30VF7eTB/3f+moepyD+J16ViSoxLOX+eYXgw4PyrsrIynn76aetB35/ZbDbGjh17yOy8g+dzOp04nU7atGlDeHg433//PU2bNgUOjFx0OBzUq1ePNm3a8PHHH9O3b19mzZpF69atGTRoEDabjYiICAYNGsQtt9zCggULCAgIYNSoUQQGBlK3bl26d+/OunXraN++/T+qu91ut5IihmFgs9ms5eAMw7A+D9M0qVu3Ls8++2y55eLi4+N57733jqpxz8/PZ+LEiQwdOpQLLrgAgL59+5br4P95pKnNZjvsd/Hss8+yatWqQ8psNhujR48+ZJmhg8trdOrUiYKCAkJDQxk8eDBpaWmHnOPgLJ99+/YRGRmJz+djz5491hJ7Iqebg+3UwX8frh08OGMwPT39kDK73c7tt99O48aNKzx/YGAggYGBdOzYEZ/Px+LFi63EeEBAgLVtQaNGjZg7dy7dunXj3Xff5dxzz7U6kDabjRtvvJExY8bw1VdfER8fz7Bhw7Db7SQlJdGrVy8yMjIqvIcj+XM7aLPZDmkXAauT1qxZM5599tlybV5iYiK//vrrUV1rz549TJo0iZtvvpmzzz4bt9t9SDv45+/icO2gy+Vi6tSpbNq0qcL63HbbbTRr1qzc6zabjX79+tGtWzeKiooICgqid+/eFbaDcXFxeDwe8vPzCQoKwuv1kpub+6+WgBI5HRyuXfir9PR0pkyZUuF2L4mJiUyePLnCwNwwDIKDgwkODqZHjx5cfvnl5OTkULNmTWs59aCgILp168bkyZNZs2YNjRs35uOPP+a9996jVatW+P1+li1bxqxZs2jbti0zZ87kmmuu4aKLLgIOtD/vvPMO/fv3P2Srhb/z1/7ZX3//82cxZMgQ+vbta/3ucDj+0apG8+fPZ86cOUydOpXatWvz888/8/TTT1vXONhOH/zcgArbya1bt/LII49UOHMgPj6eyZMnH5LMOrhUsc/nIyAgwHp4+tclheHAKhxbt27F5/PhcDjYv38/drv9Hw9SFamqKiMGT01N5Z133mHMmDFW27hz505mzpzJ5ZdfTkBAANu3b+eGG27g3HPPZcyYMdjtdkzT5Ouvv6ZatWoMHz4cp9NJzZo1ufjii0lPTz+kz/V3/vp/it1urzAG9/v9NG7cmOeee67cQMbExETWrFlzVNfKyclh0qRJ3HDDDXTp0gW3282AAQOsvuef4/+Dv1f0XXg8Hp544okKZ606HA7GjRt3yEzwzMxMfvjhBz7++GPq169Px44dWbhwIV988QUtW7Ysd2z16tUpLS21tpJzu90UFBRU2P6KnA4qKwaPjo7mgw8+4MEHH+T8888HDmyj9f7779OzZ0/sdjtbtmxh7Nix9OvXj6uuusrq682dO5e0tDSGDBlibW92+eWXs2PHDiu2P1p2u90aqHmwHayof+f3+2nTpg2PPfZYuRg8KSmJOXPmHNW1tm/fzuTJk5k4cSLt2rUjPz+fwYMHV9gOHikGLykp4aGHHiIzM/OQMqfTyYQJEw6ZCb5x40ZWrFjBl19+Sc2aNWnXrh3ffPMN8+fPPyQOj4uLIz8/H7fbbS1ZX1paqpWIpMqqrBh806ZNbNmyhZdeeolq1arRqlUrPv/8c3755Rdq166N3+9n9uzZPPfcczz55JM0a9YMwzAoLCzkgw8+YMKECdaqj9u2bWPmzJn06tXrHw8g+nNfuaIY/GA7dXBFpB49eljlAQEB/+h6n332GfPnz+fRRx+lZs2afP3117z33nvW531wm7eD14aKv4tNmzYxderUCmeM165dm0mTJh3yXSQlJbF06VKrPnl5eXi9Xmubzb8eu3v3bvx+P3a7nX379lnfoRwdJcblH7Pb7fTq1avCpdoMw6iwE1hWVsa+ffuIjo7GMAy2b99Oeno6gwcPtvamiYyMxOFwUFBQwPLly62ZL1FRUaxbt85KXmzdupWgoCAcDgcRERHk5OSwb98+qlevzvbt2/F4PP94pPo/0axZM2sf4DZt2gAHGiq73U7z5s157rnn2Lx5MykpKSxatKjCGY7FxcUUFRXRrl07EhMTWbRoETt37vzH9+JwOLj44ovp1KnTIWWGYZTb6+Mg0zStvXxCQkL4/vvvycnJ4bzzzgMONNzp6emcd9551K5dm4SEBL799luGDh3K6tWr2bNnD2eccYZGakqV5nQ66du3r7XX4p8ZhmGt/PBnB2f7RUVFYRgGGRkZ7Ny5k9jYWHw+X7l2cN++faxevZrOnTsDB9rBzMxMaz/CjIwMa1/diIgIsrOzyc/PJyIigm3btmGa5hFHzB+rM844g+eee47i4mKaNGmC3++3EiFnnHEGH374IZmZmSQmJrJw4ULy8vIOOUdhYSFlZWW0a9eO+Ph4vvrqqwpHo/8dp9NJnz59rL0k/8wwjAr3YjRN09pzKDQ0lM8++wy/30/Hjh0xDIO1a9eSnZ1N586dSUtLIzQ0lB9++IFLL72UpUuX4na7rQ6/iFQsISGBa665psJZPQdn4/2ZaZrk5eVZo6d9Ph/Lli0jMDCQ0NBQiouLcblcREREWPt5FRUVER0dTUBAAEFBQWRkZNCkSRNcLhdZWVk0btwYh8NBaGgoGRkZVlC6ZcsWIiIi/vFs8aN1cNWgZcuWcc011xAZGWkNsAkICKBVq1Z8/fXXnHfeefh8Pr755psKP6fdu3dTo0YNmjZtimma/Pjjj/9qVHhcXBwjRoyo8BpBQUEVPiho3bo1OTk5rF69mhYtWrBgwQLi4uKoVasWXq+X+fPnk5qaSlpaGueccw6zZ88mKyuLxMREvvjiC84444xDRs2LyL/3X8fgdrud8PBw0tPTcbvdmKbJ1q1bCQ8Px263k52dzZgxY2jatCnjx48nICAAv9+PYRhERkZafc+oqCiysrLw+XzHte/ZsmVLnnzySYqKimjevDmmabJ//35sNhstW7ZkxowZbNu2jRo1arBgwYJy21McVFhYiMvlsvZj/O677/7VFmEOh4PevXtTUFBwSJnNZrOWEP2z4OBga5W4OnXqUFhYyK5du6zB/KtWrSI3N5fOnTvToEEDgoOD+f777+nZsye//PILPp/vkGWJRaqa/zoGDwgIICQkhPT0dDweD16vl23btll9xG3btjF69GjOPfdcawuwP7eDy5Yto7CwkNDQULZu3Wollo6Xtm3bMmPGDLxeL/Xq1bNicJvNRtu2bZkyZQq7du2iWrVqzJs3r8ItdPLy8vD7/bRr1464uDgWLVr0r5YnDwwMZMCAAdae639ms9kqnEwTGhqKx+Nh+/btxMfHs3//fvbs2WPNeF2yZAllZWV06NCBFi1aUFZWxq+//srZZ5/NwoULCQsLo379+v/4XkWqkv86Bg8LC6O0tJSdO3eWy8GEh4fj9/v58ssvefjhh3nkkUdo3749fr/fSlwHBweTkZGBx+PB5/ORkZFBZGTkcYvBDcOwYvCrrrqKsLAwa3Chw+GgefPmzJs3j06dOuHxePjmm28q3P5i586d1K5dm8aNG+Pz+fjpp5/+1f3UqFGDa6+9tsLvIjQ0tMJrt2vXjqeffpoNGzZQv359vv32W1JSUoiPj6esrIx58+bRqFEjUlJSOPfcc7n33nutdn/u3Ll07NjxuObETjdKjMthHe6Bv91ut2Z5H62CggJGjRpFSEgIAQEBbNmyhTPPPJPzzz8fr9fLQw89xI4dOwgPD2fHjh3WLHCAK6+8kpEjRzJ48GAiIyNZv349N9xwA5GRkXTt2pUPP/zQ2pt748aN9O3bt8JZf/+VevXqMW7cOCZMmEBycjJwIMh+8sknadmyJRdeeCHDhg2jXr16uFyuCpcQjo2N5eyzz+b666+3OrR/nVVzNAkXm832j2eEmqbJyy+/zG+//Ybdbmf79u3cddddpKamYhgGP/74I2+//TZnnXUWISEh3HHHHdx999189913ZGVlcfXVVx/Xz1fkZHK4v0OHw0GLFi3+0blycnIYOXIk0dHR2Gw2Nm/eTI8ePejQoQNut5uJEydSUFBASEgIWVlZREZGctVVVwFwzTXXcMMNNzB48GBCQkLYuHEj48ePJyQkhF69evH5558zePBg4uLiWL9+PUOGDKkwIfxfadasGcOHD+eGG24gNTUVr9eL2+3m2WefpWPHjrRt25YhQ4aQmpqKy+WqMDmSlJREy5YtGTFihPUA8e9mUlb0fRwclPRP+Hw+nnjiCdatW4dpmuzevZv777/fCuC//PJLfvzxRzp16kRUVBQTJkzg0UcfZfbs2WzdupXRo0dX+OBFRP5PREQEZ5555j96z/fff8+LL75IYmIiRUVFZGZmcueddxIZGckff/zBhAkTqF69On6/n02bNnHVVVfRtGlTHA4HY8aM4aGHHuKjjz4iLy+PkpISrrzySux2O2PHjuWuu+5i1apV+P1+MjMzeeyxx/7VPpBHOyBm+PDh/PHHHwwePJjExETy8vJo3LgxkydP5rrrrrP6tsHBwRQVFZWbpXjwGueccw6vvfYaV155pbWk5d9dv6Ly8PDwf/RdHEyyDRs2jJtvvplatWqxdetW7rvvPkJDQyktLWXKlCkMHDiQ+vXr0759e8477zxGjBhB9erVyc7O5umnn/5Xn69IVXeiYvCgoCBuuOEGJk2axPLly60tbaZOnYrdbmfatGn88MMPhISEcOONNwLQsWNHhg0bxkUXXcTcuXO54ooriI+PZ8OGDVxxxRWH7Df5X2rSpAkjR47kxhtvJDU1FZ/PR0lJCc888wxnnnkmZ511FkOGDLGWtKzooWBSUhJt27blmmuusc7xb/ZgtNvt/3hmfGJiIldffTUTJ06kQYMG7NmzB6fTyaWXXgrAp59+yvLlyzn77LOJjo7mtttuY8qUKcyaNYutW7cybtw4rVYkVcaJisGDg4O54YYbeOSRR1i4cCEul4s9e/bwzDPPYBgGDz74IL///jvx8fGMHTsWgO7du9O/f3/69evHt99+y+DBg4mJiWH9+vWMGDHiX63scLR9y3bt2jFgwABGjhxJamoqHo8Hv9/Pc889R9euXa12uVatWpSVlVW4KlKdOnVo0KABV111FTVr1sQ0zb8dyFjR/TkcjkNWu/g7derUYcCAAdx0003Ur1/f2kqyW7duALz33nvk5+fTvn17EhISGDt2LJMmTSIlJYWMjAxuvfXWCp+visj/+a9j8KZNm3LRRRcxatQo6tWrR2ZmJi1atKBjx47k5ORw6623EhAQwMyZM3n//fcxDIPbb7+dunXrMnbsWB544AF+++03PB4PO3fu5KmnnioX9/4XDsbIhmEwevRobrnlFgYNGmQNwGnTpg133nknY8eO5frrr+fKK68kICAAt9td4QDxbt26MXPmTIYMGWINDP3r9Y5GZGTkP47BGzVqxMCBAxkzZgxJSUls27aNRx55hKCgIIqKipg8eTI33XQTqampdO7cmXbt2nH11VcTHR1Nbm6utTe6HB3D1GL0woEkwcqVK0lNTSU6OhrTNNmwYQOhoaHW0pXH4uD+s9u3b8ftdhMXF0e9evWsB2a5ublkZGRQXFxMREQEaWlphIWFWfsl7N+/nw0bNuDxeKhZs6a1F+zBWX/r16+3lhdLS0sjICDgkHves2cPffv2Ze7cuYfsOebxePj9999p3rw5wcHBeDweVqxYQbNmzcr93rRpU0JCQvD7/WRlZbFt2zbsdjspKSkkJiZis9lwu92sXbsWl8tF/fr1ycjIoFGjRoSEhLBixQpSUlKIjo6mpKSEtWvX4vV6adiwIenp6dStW5eIiAhWrVpFcnIyMTExmKbJxo0bCQ4OplatWsf8XZimSW5uLps2bcLr9VKnTh1rHyI4MDJq165dtGzZ0vqMs7Ky2Lp1K9WrV6d+/fpqZOW05PV6+f3332nYsKE1+vGPP/6gevXq/8mDqIMPHHfs2IHX6yUhIYE6depYf0979uxh69atlJaWEhUVRf369QkODrbawYPLGJWVlZGcnEzt2rWtpdwKCwtZv349JSUlJCQkUK9ePex2+yHtxdatW7n66qv54osvDpnVU1payqpVq6w9xktLS62ZgoGBgbhcLlatWmX97vP52LZtG1lZWdb+tgc/J5fLZbVvaWlpbNmyhWbNmuF0Ovn9999JS0sjIiKCoqIi1qxZg2EYNGzYkI0bN9KwYUOrvaxfvz4RERH4/X7WrVtHTEzMf7KVg2ma7Nmzhy1btuD3+6lXrx7x8fHW57Vt2zby8vJo1qyZtSzT1q1brdHtBz9fkaomLy+PzZs307p1a2w2m9UuNG/e/B8vSf5XpmnicrnYsmULubm5OBwOq12x2Wx4vV62bt3K7t278fl81KxZk+TkZKut8/l81t9pYGAg9evXt2ZJ+v1+du3aRXp6OoZhULduXRISEirc0/X1119n8+bNPPjgg4eMZt++fTuFhYXW0pC7du0iLy+PRo0aYRgGu3btYt++fdbvbreb9evXs3//fqKioqhXr541AGjv3r1s2LCB6OhoYmJi2Lt3L82bN6egoIDNmzfTokUL7HY7O3bsID09nZiYGBISEti2bRstW7akqKiIjRs3csYZZ1j9z5UrV1p91/+C1+tl48aN5OTkWP/vHPysV65cSXx8PElJSZimicfjYd26dRQWFlK/fn3i4uK0qobI36jMGPxg/3LHjh1kZGQc0jb+8ccfh6xolpiYaO2vW1RUxPr16ykuLrb6Rn9eWvKgbdu2ceWVV/LNN98c0jb9XV/zr7/7/X62bdtGZmam1feMj4/HZrNRWlrK2rVrKSsro379+mzZsoUmTZoQFBRUru9ZXFzMmjVrME2TBg0akJ6ebj17WLlyJXXq1CEqKgrTNFm3bh2RkZHlYuV/yzRNfD4fW7ZsYdeuXYSEhFgxx8FZrIWFhdaKRH6/n4yMDLZv305iYiJ169ZV31NOS5UZgx/8W/vzs720tDRrydpVq1axd+/ecudLTk4mLS0N0zQpKChg/fr1lJaWUqNGDerUqVNhDL527VrGjRvH119/fciztKKiItatW0fLli0JCAg45Pfi4mLWrl1Lq1atCAgIwOfzkZ6ezs6dOwkMDCQ1NdVKxh98xmiaJvXq1SvXn1yxYgWNGjUiNDSUgoIC1q5di91up379+mzatIkmTZrgdDqt48LCwvD7/axZs4aEhIT/ZCsH0zTxer1s2rSJ7OxswsPDadiwIaGhoRiGwcaNG/F6vVY/+s9tZq1atUhJSTluM01FTmaVGYMfjPMOxoRRUVHWyjZut5vFixdbe2/DgeTuGWecQVRUlNUPzcjIwG63U69evQpjRNM0eeqppyguLmbixImHlGVmZuJ2u61JellZWZSWllK/fn1rRaQ/x+ilpaWsX7+e/Px8oqOjSUtLs55/Zmdns2nTJqpVq0ZERAR5eXk0adKE/fv3s23bNpo3b47NZiMrK4uMjAxiY2OpXr06O3fupFmzZhQUFJCenk6rVq2s/ufq1atp2bJlueXej+X78Hq9bNiwgX379lGnTh2SkpIwDMP6/7JWrVokJCRgmiZut5s//viDkpISGjRoQPXq1RWD/wNKjEuVcaTEuIhIVXCkxLiISFX3d4lxERH5Z46UGBcRqQqOlBgXEanqjpQYFzme9D8y/Ku9+uTUY7fbSU5OtkY8iRyr02kUlv4mqgaHw0FycrI1S0jkWJ1O7eDf0d9M1RAVFWXNitF3Lv+FqtRO/hP6+6oaHA4HKSkp6nvKf+Z0alP1N1E1BAYGWtsw6juX/8Lp1A7+Hf3NVA0xMTEEBwfr+5b/zNG0k5oxzoFGdtmyZSxbtkyj905jB5cbPrhcmci/5Xa76dmzpxXcnA5M02TRokX88ccfWqbvNOb3+ykqKiIiIqKyb0VOcW63m8suu6xK7Xfp9XqZOXNmuaXC5PTjdrvx+XxaVUOOmdPpZNCgQYovD0MxeNWgvqf8VxSDy6nK5/NZ20aKHAvF4HK6crlcmKap1YXkmP2TGFwR6P+XkZHBmWeeSe3atSv7VkTkJPfzzz+ze/fu0yooB9i8eTNdunSx9tQSETmcefPmsW/fvioVlJumSXZ2NsOGDdMS2yJyRH6/n+nTp2vWw99QDC4iR0sxuIhUdScyBjdNE9M08fl8mKaJzWbDbreXm2j213KbzXZIudfrBbDee6TyimJsxeAicrT+aQyuxPj/ZxgGERER2ntaRP5WWFjYabnqgM1mIyoqSu2giByRaZqEhoZW9m2ccIZh4HQ6iY6OVlAuIkfk9/txOp2nZX/xv6QYXESOlmJwEanKTnQMXlJSwgMPPMDatWspKioiMjKSfv360b9/f5xOJz6fj88//5zp06dTWFhIixYtuPXWW6lRowYAZWVlfPDBB7z33nu4XC46duzIuHHjiImJwTAMSktLefPNN5kzZw5+v59u3bpx3XXXER4eXu4+FIOLyNH6pzG4EuMiIiIiIiIiIiIiIiJVnGEYtG7dml69ehEWFsbvv//OpEmTiI6O5qKLLmLx4sVMmDCBCRMm0LhxY5588knuuOMOXn75ZQIDA/nqq6948MEHue+++0hMTOT++++nsLCQxx57DJvNxsyZM3nhhRd46KGHCA4O5q677sI0TW677TYlwEXkhFBLIyIiIiIiIiIiIiIiUsUFBwfTr18/OnToQPPmzenfvz+1atVi7dq1mKbJ22+/TYcOHRgyZAjt27dn4sSJ/Pjjj2zatImysjLefPNNevXqRb9+/ejUqRMTJkzg008/ZceOHbhcLt544w2uvvpqevTowbnnnsuNN97I22+/TX5+fmVXXUSqCM0YFxERERERERERERERqeIMw8A0TX777TeysrJYtmwZhYWFdO3aFZfLxfr167n00ktxOBwYhkGtWrWIjIxk3bp1pKSksHbtWgYOHGidq1GjRrhcLrZv347NZmP37t20bNnSWvK4UaNGlJSUsGPHDqKjo496j2ARkX9LiXEREREREREREREREREBYPHixSxZsoTNmzfTuXNn6tWrR1lZGcXFxURGRlqJ7cDAQJxOJwUFBXg8HlwuF+Hh4VZ5QEAAQUFB5Ofn43K5cLvd5fYTDwkJwTAMioqKrNeWL1/O5s2byc3NPbGVFpEqQYlxERERERERERERERERwTAMxo0bh9/vZ8+ePQwdOpQXX3yRMWPG4HQ6cblcmKaJYRh4vV68Xi9BQUE4HA7sdjsej8cq9/v9eDwegoODcTgcOBwO3G63da2ysjJM08TpdFqvpaSkEBkZSWZmZmVUX0ROc9pjXERERERERERERERERCw2m424uDgaN27M0qVLCQ4Opnbt2mzcuNFa8jwnJ4eCggLq1KlDYGAgKSkprFu3DgDTNNmxYwcAiYmJxMTEEB0dzebNm633Z2ZmYrfbqVGjBnAgKV+tWjVSUlIIDAyshFqLyOlOiXEREREREREREREREZEqbufOnaxdu5b9+/eTn5/P77//zoIFC2jXrh02m40+ffrwzTff8Pvvv5Obm8vbb79NUlISTZo0ITAwkN69e/Phhx+yceNGcnJyeO2112jdujXJycmEh4dz4YUXMmPGDDIzM9m1axevv/465557LtWqVavsqotIFaGl1EVERERERERERERERKq47du3c/vtt+P3+zFNE5fLRbdu3bjmmmswDIOePXuyatUqRo8ejdPpxOl0MmXKFCIiIjAMg6uuuorNmzczZMgQHA4HMTExPProo9bs73HjxnHHHXdw+eWXYxgGNWvW5M4778ThUKpKRE6MSm9t/H4/xcXFFBQUAJCQkIDdbgcOLLVRWlpKXl4ePp+P8PBwIiMjMQzDer9pmuTl5VFUVERYWBhRUVHlyv1+P/v376ekpISIiAirgRYRERERERGpanJzc1m+fDnr1q0jMDCQIUOGEBISAkBJSQnLly9n1apVlJSU0LBhQzp37kx4eLj1/qKiIubPn8/mzZupU6cO3bp1IywsDMMwrPh83rx5ZGVl0bhxYzp37mydX0RERERObm3atOHDDz8kPz8fv99PWFgYsbGxVs4mODiYu+++m1GjRuFyuahevXq5nEt4eDiPPfYYu3fvpqysjLi4OEJDQ63yuLg4XnjhBXbv3o3f7ychIYGgoCDlbETkhKn0xPgnn3zCk08+SVZWFtWqVeObb76xls1YsmQJkyZNorCwEAC73c4NN9xAv379sNvt+P1+5s6dy+OPP47P58Nut3PjjTdy2WWXYbPZ8Hq9zJgxg5dffhmAwMBAJk6cSNeuXbHZtIp8kdtLxt6i43b+YKedurFh+k9NRKqsQlcZW3OKj+MVDOrFhRHstB/Ha4jIv7Urr5ScIvdxO39cRBDxEUHH7fwicnr66KOPmD59Oj6fj8LCQvr27WslrufPn8+jjz5K27ZtCQsL48EHH2TWrFk899xzhIWFUVpayoQJE1izZg2dO3fm6aef5osvvuCpp54iJCSEgoICRo8eTV5eHm3atGHy5Ml07tyZyZMn43Q6K7nmf29bTjEFrrLjdv7QQAep1UMVI4uIHCeKwUWOnc1mo1q1akdc2tzhcJCUlFRhmWEYBAQEUKtWrcO+PzAwkOTk5GO+179SDC4iR6PSE+MpKSnceeedbN68mRdffBHTNK0yp9PJ2LFjad26NU6nkzlz5nDHHXfQvHlzGjVqxJYtW/jf//7HnXfeyUUXXcS8efOYOHEiTZs2pUGDBixfvpyHHnqIJ554gjPPPJP333+f8ePH89lnnx224a5Kyrx+sguO338UEUEO6sYet9OLiJz0PMe5nQVIrhZCMArKRU5GhW7vcW0DQgMrvSsvIqegQYMGMXDgQL799lsmTZpUruzss8/m7LPPJjIyEoD+/ftzySWXsHz5cs455xx+/fVX5s2bx9y5c2nYsCGbN2+mZ8+eLFq0iG7duvHVV1+xdu1avv76axITE+nduzcDBw6kf//+tG7d+qRPCOeVlrG38Pi121EhflKrhx6384uIVHWKwUWqNsXgInI0Kn3adOvWrbnooouoWbPmIWUtWrSgZ8+e1KhRg+rVq3PRRRfhdDrJyMjANE3mz59PdHQ0ffr0oXr16vTq1YvExES++eYbAL744gvq169P9+7dqV69OoMHD6asrIyff/65XAJeREREREREpCoIDw8/7BZjUVFR1vZkhmEQFhaG3W7H6/VimiaLFi2iXr161KtXD8MwSE5OpkmTJvzwww8A/PDDD7Rp04b4+HgMw6BJkybExsayZMmSE11NERERERERkUNUemL8SA4G43BgL/ElS5bg8/lIS0vDNE02btxIcnIyoaEHRlyHhoaSmprKunXrME2TP/74g0aNGuFwOKzy2rVrs2HDBusabreb7Oxs8vPzT3wFRURERERERE5CbrebV199lZo1a9KqVSv8fj+7du0iPj7eirEDAgKIi4tj586d+P1+tm/fTlJSkhXHOxwOEhIS2LFjR7nzKgYXERERERGRynBSJ8YPMk2T1atXc9999zFmzBjq1KmDaZqUlJQQHBxc7tigoCBKS0vLlR8Myg3DIDg4mJKSEuv4/Px8vv/+e9atW3dC6yQiIiIiIiJyMiorK+PVV1/l888/Z8qUKURFRR3T+f68YpticBEREREREaksJ31i/ODM71GjRtGrVy9Gjx6N3W7HMAwiIiIoLCwsd2xRUZG1LFxkZCQFBQVWEG6aJoWFhdZ+aQCxsbEMGDCAM88884TXTURERERERORkcjAp/sorr/Dss8/Srl07DMPAZrORmJhIdnY2Pp/POnbPnj0kJiZis9lISkpi586dVgzu9XrZvXt3ua3TFIOLiIiIiIhIZTmpE+OmabJ27VquvfZazj//fO644w6CgoKAA7O/mzZtSnp6Onl5eZimSUFBAZs2baJFixYYhkGLFi1YvXo1brcbgP3795OZmUmTJk2sa1S0r5qIiIiIiIjI6cg0zXIzuP/8WllZGa+88govvvgiTz/9NJ06dbLKDcOgY8eObN68mc2bN2OaJpmZmfzxxx+cc845AJxzzjksWbKE7Oxsa5D73r17adOmjXWtqhyD+/wmxW4fRS7vcfkp9XgP+W5FRERERETk/zgq+wby8/NJT08nIyMDl8vF6tWrSUhIIC0tjYyMDK6++moaN27M5Zdfzs6dOzEMg9jYWMLDw+nWrRtPP/00zz77LH369OHTTz/F7XbTvXt3AC655BLeeustXnvtNbp06cJbb71FfHw8HTp0qNLBuIiIiIiIiFRN69ev580332TDhg1kZ2dz3333kZKSwnXXXcf333/PnXfeyXnnncdvv/3G4sWLMQyDiy66iMaNG9OhQwe6du3KddddR5cuXfjhhx/o1KkTZ511FoZhcOGFF/LRRx8xYsQI2rVrx7x58+jTpw/NmzdXDA4Uurz8lpF73M4fERRAm5To43Z+ERERERGRU12lJ8ZXrVrFrbfeitvtxuFwcNttt1G3bl1eeeUVli1bRkFBAevWrWPkyJEA2O12Jk6cyAUXXEBiYiLPP/88U6dOZd68ecTHx/Pcc89Rs2ZNDMOgfv36PPXUUzzzzDN88MEHJCcn8+yzzxITE1PJtRYRERERERE58ex2O2FhYbRu3ZrWrVsDEBISgmEYxMXFceuttwLgcrkAsNls1tLpwcHBVvy9efNmrr/+erp3705wcDAAkZGRvPTSS3z99ddkZWVx55130rVrV5xOZyXU9OR0PCd0a7a4iIiIiIjIkVV6Yrxjx44sXLiw3Gs2m43AwED69evHJZdccsh7DgbVhmHQtm1bZsyYgc/nw263ExAQYI1Et9lsdO3albPPPhufz4fD4cDhcGikuoiIiIiIiFRJ9evX56677qqwrE2bNuWWPa9IeHg4l112WYVlhmEQExPDoEGDjvk+RURERERERP5rlZ4Yt9vthISEVFh2MJF9JIZhHHH0+d+Vi4iIiIiIiIiIiIiIiIjI6c1W2TcgIiIiIiIiIiIiIiIiIiJyPFX6jHERETm8PXv28NFHH+F2u8u9Xr9+fS666CIAcnNzWbBgAbm5ubRo0YI2bdoQEBAAHNhncPfu3SxYsICioiLatGlDixYtsNvtJ7wuIiIiIiIiIiezsrIycnNz8fv95V4PDg4mKioKwzDw+/3k5eVRVlZGeHg4wcHB5bZt9Pl85OXl4fV6iYyMJDAwUNs6ioiIiJwklBgXETmJHQyoXS4XAC6Xi9dee42xY8dy0UUXkZOTw9VXX41hGNSrV48XX3yRkSNHct1112EYBlu3bmXYsGHExsaSkJDAc889x5133smAAQMUmIuIiIiIiIj8SUZGBjfccANFRUUA+P1+tm3bxsCBA3niiScoKyvj5Zdf5t1338Xv9xMXF8f9999Ps2bNMAyDkpISpk2bxqeffoppmqSmpvLAAw9Qp04dxeAiIiIiJwElxkVETmIJCQnccccd1u+//PIL7733Hr179wZg5syZ5OfnM2fOHKKjo/nss88YP348vXr1IikpiZdffpnw8HDeeOMNgoODee2115gyZQrnn38+MTExlVQrERERERERkZNPnTp1eP/99zFNE4CtW7fSp08funbtCsCCBQt4+umnef7552nYsCFPP/00t9xyCx9//DHh4eF89NFHvPfee7z22mskJCRw7733cscddzBjxgwCAwMrs2oiIiIigvYYFxE5qRmGYf2YpslHH31EixYtaNCgAWVlZXz//fd07tyZmJgYbDYb7du3x263s3LlSsrKyli4cCEXXXQRISEh2Gw2zjvvPHJzc9m8ebN1jYMBv4iIiIiIiEhV5nA4iI6OJiYmhujoaH777TdiYmLo1KkTfr+fDz/8kHPOOYcuXbqQlJTEqFGjSE9PZ+3atfh8Pt5//3169+5NmzZtqFmzJqNHj2b58uWkp6dXdtVEREREBCXGRUROGdnZ2Xz55ZcMHDiQwMBAPB4P2dnZ1KpVy1qSLTQ0lOjoaHbs2EFJSQn5+fkkJiZa5ziYQM/JybFe2717N7Nnz2b16tUnvE4iIiIiIiIiJ6Pi4mJmzZpFnz59iIqKwuVysXnzZpo2bYrdbgegWrVqxMbGsmHDBkpLS9m6dStNmjQBDgx0T01Nxev1smPHDuu8Ho+H3NxciouLK6VeIiIiIlWZllI/ibnKfHj9x28mZ2mZ77idW0T+W6ZpsnDhQkzT5Nxzz7US4aZpVrhPmWma1s/hyg+KjIykdevWZGVlHb8KiIiIiIiIiJwiTNNk9erVbN68mWnTpmGz2fD7/ZSWlhISEmId53A4cDqdlJSU4PF48Pl8BAUFWXG4w+EgICCA0tJS6z3Z2dksXLiQ9evXn/B6iYiIiFR1SoyfxDbuLmRvkfv4XUCrJ4ucMjweD++//z4XXHAB8fHxAAQEBBAbG8vOnTutBHhpaSkFBQUkJCQQEhJCWFgYe/bssc6Tn5+Pz+crt794SEgIycnJREdHn/B6iYiIiIiIiJxsDi6b3qJFCxo2bAiA3W4nNDSUwsJC67iysjJcLhfh4eEEBgbicDgoKSmxYnSPx0NZWRmhoaHWe2rWrMmVV16pbc1EREREKoGWUj+JmYBpHsefyq6giBy1jRs3snLlSvr162eNPHc6nXTs2JEff/yRgoICTNNk5cqVlJaW0qJFC5xOJ2eddRbz5s3D4/FgmiY//vgjUVFR1KtXr5JrJCIiIiIiInJyysnJ4auvvmLgwIEEBAQAEBgYSMOGDVm5ciVerxeAPXv2sHfvXho2bEhQUBBpaWmsXLkSODDrfNOmTQQEBFCrVi3r3BWt6lYVmKaJu8xHicd73H7cXn9lV1NEREROcpoxLiJykjNNkzlz5pCcnEyrVq2sINowDK644go+++wzrr/+eho3bszs2bMZPnw4tWvXxjAMrr32WoYOHcrYsWOpWbMmH330EWPGjKFatWqVXCsRERERERGRk49pmixYsAC/30/Xrl2tGNxut3P55ZczYsQIPvnkE5o2bcq0adNo3rw5jRs3xm63c8UVV3D33XfTtWtXkpKSmDZtGmeffTbJycmVXKuTw7pdhewrPn6rY2oSkIiIiPwdJcZFRE5yPp+PGjVqcOedd5bbywygRo0avPvuu3z66afs3buXyZMn07VrV+x2OwCNGjXivffe47PPPqOwsJBp06Zx1llnYbNpwRARERERERGRv/L5fPz444/07duXuLi4cmUdOnTg3nvv5aWXXqK0tJS6devyxBNPEBISgmEYXHzxxezdu5eHH36YsrIymjdvzsSJE61Z51Wd3zTxK3stIiIilUiJcRGRk5zD4WD48OEVlhmGQc2aNRk9evRhy+vWrcuNN954PG9RRERERERE5LRgt9uZMmUKDofjkEHlDoeDgQMH0rt3b3w+H4GBgQQEBFizygMDAxk5ciRDhgzBNE1r3/H/Yvl00zSP+4xog6q71LuIiIhUDUqMi4iIiIiIiIiIiHAgMRwaGnrYcpvNdshqbn8tP9L7/60it5e1Owr+8/MeFOK006xm5HE7v4iIiMjJQIlxERERERERERERkZOYz29S5PYe12uYHJg1LiIiInK60iazIiIiIiIiIiIiIiIiIiJyWlNiXERERERERERERERERERETmtKjIuIiIiIiIiIiIiIiIiIyGlNiXERERERERERERERERERETmtKTEuIiIiIiIiIiIiIiIiIiKnNUdl34CIiIiIyOGYpklpaSn79u3D4/EQERFBTEwMNtv/je/0er3s2bMHj8dD9erVCQ0NxTAMq9zj8bBnzx58Ph+xsbEEBweXK3e5XOzZsweAuLg4AgMDy5WLiIiIiIiIVAWlpaUsX76cZcuWUVBQQL169Tj//POJiYnBMAwWL17MZ599Vu49F110ER06dAAOxPCbNm3i66+/xuVycc4559CmTRvsdjsAfr+fNWvW8O233wLQrVs3mjZtWi7GFxE5ntTaiIhIlWSaJn7TxOc/fj9+s7JrKXLqW7t2Lf3792fAgAEMHTqUnj178txzz+HxeAAoLi7m7rvvpnfv3gwePJj+/fuzevVqTPPAH2BeXh633norffv2ZeDAgVx11VWkp6djmiamabJr1y5GjRrFgAEDGDBgAKNGjSI7O9t6v4iIiIiIiEhVsWTJEu666y62bduGw+Hgtdde48orryQnJweApUuX8sknnxAZGUlMTAzVqlUjKCgIOPCsbcWKFQwcOJC1a9eSm5vLNddcw+zZs60YfOHChVxxxRVkZWWRlZXFFVdcwQ8//KAYXEROGM0YFxGRKmv9rgLySsqO2/l9yoyLHDOn08no0aM544wzCA4O5scff2TMmDG0atWKTp068fHHH/P555/z1ltvkZiYyJQpU7j99tv58MMPCQ4O5tVXX+X3339nxowZhIWFcccdd3Dvvffy+uuvY7fbmTp1Krm5uXzwwQcAjBkzhscff5yHH34Yh0NdZREREREREak6WrVqxezZs4mMjATgyiuvpHPnzvz444/06dMHgHr16nHDDTfgdDrLvdfr9fLss8/SqlUrnnnmGex2OzVq1OCJJ56ge/fuBAUF8fjjj3PJJZdw3333YRgG99xzD1OnTuXMM8+0EuwiIseTZoyLiEiV5SrzU+LxHbcft9df2VUUOeWlpaXRs2dPEhMTiYqKokuXLkRERJCRkYHX62X27Nn06tWLZs2aERcXx/Dhw1m3bh2bN2/G7Xbz8ccfM3jwYOrVq0dCQgIjRozgl19+YceOHezfv59vv/2WoUOHUqtWLWrXrs2wYcP4/PPPKSwsrOyqi4iIiIiIiJxQ4eHhREVFWduLBQUF4XA48Pv/7xnX2rVrGT16NDfeeCOff/65taJbaWkpv/zyCxdeeCEOhwObzcZ5551HVlYW27dvZ8+ePWzatIlu3bpht9ux2+2cf/75rFu3jtzc3Eqpr4hUPUqMi4iIiMhJyzAMKyA3TZPly5dTXFxM48aNKS4uJjMzk4YNG1r7kcXFxREeHk56ejqFhYXs3r2b+vXrW+eqU6cOxcXF7N27l9zcXPbv309aWpp1jZSUFFwuF9nZ2dY19+3bR1ZWFm63uxI+AREREREREZETz+fz8frrrxMeHk6nTp0wDIOGDRsycuRIawD7rbfeytNPP43P56OoqAiXy0VsbKwVY8fExODz+cjLy6OwsJDi4mLi4uKs8ujoaAD27dsHKAYXkeNP60OKiIiIyEnPNE22bNnC//73P4YMGULz5s0pKCjA4/EQHBxsHedwOHA4HLhcLmvUutPptILug6PW3W43Xq8Xr9dLYGCg9f6Dx/45AE9PT2fTpk2aRS4iIiIiIiKnPdM08fv9zJw5k7feeounnnqKhIQEALp06cK5556LYRj4/X6SkpJ44IEHuPrqq4/q3Adj8yNRDC4ix5NmjIuIiIjISe1gUnzkyJF06NCB22+/HYfDQUBAAKGhoeTn51vHut1uPB4PERERBAcHY7PZKC4uxjRNAFwuF36/n9DQUAIDAwkMDCwXbJeUlGCaJqGhodZrZ5xxBv369aN69eonrtIiIiIiIiIilcDv9/POO+/w2GOP8fjjj1uJcACbzVbu302bNiU/P5/i4mLCw8MJCQkhOzvbisFzcnKw2+1ER0cTERFBaGgou3fvtsoPLqFerVo16/qKwUXkeFJiXEREREROWqZpkpGRwciRI2nWrBn33XcfoaGhGIZBaGgoaWlp/P777/h8PkzTZNu2bRQXF5OWlkZoaCh169Zl+fLl1rlWr15NdHQ0CQkJxMXFERsby6pVqzBNE9M0Wbt2LdHR0cTHxwP/t5T70YxqFxE5FRxs7/78cyLLRUREROTk5fP5eO+993jsscd4+OGHOf/88zEMw5pFXlRUZPXxvF4v3333HQkJCdbg9I4dO/LFF1/g8Xjw+Xx88803pKSkUKtWLeLi4mjYsCFff/01Pp8Pr9fLV199RdOmTa3EuGJwETneKn0p9eLiYjZv3syWLVtwOBx0796doKAgq7ysrIw1a9awadMm4uPjadOmTbkZPG63m99//53MzExq1apFq1atCAwMtBrr0tJSli5dyu7du6lbty7NmzcnICCgMqoqIiIiIv9QVlYWw4YNIyoqiquuuort27cDB/YSj46O5qqrrmLMmDHMmjWL1NRUHnnkEbp3705KSgoBAQFcffXVPPTQQzRv3pzo6GiefPJJevfuTXx8PIZhMHjwYF566SVSU1MBeOGFFxg6dGi5/qaIyOlk1apVvP/++6xatYrIyEief/55IiMjgQNJ7e3bt/Piiy+yevVqEhMTGTVqFK1atbJi7M2bN/P888+zZcsWUlNTGT16NA0aNLDKV61axUsvvcT27dtp3Lgx119/PbVq1dLDTREREZFTwK+//srNN99MixYtWLZsGb///jsA3bp1o0WLFowfPx6/309CQgLp6eksXbqU++67z9orfNy4cQwfPpxrr72WyMhIvv/+ex588EErxh4/fjw33HCDtfLbb7/9xnPPPYfT6aycCotIlVPpifF3332XZ599FrfbjWEYdOzY0UqM+3w+nn32Wd5++21atGjBpk2baNKkCY8//jhhYWF4PB4efPBBvvzyS5o1a8batWvp2rUr9913H06nk9LSUsaPH8+KFSto0KABK1euZNCgQdx00004HJVedRERkf/E8Z6JpQfZUpk2bNhAXl4eLpeLm266yXp9zJgxXH755XTp0oX77ruPGTNmUFJSQuvWrbntttusoPqyyy6jqKiI5557Dq/XS+fOnRk3bpw1Av3aa6/F5/Px6KOPYpomAwcOZMSIEdhsWlhJRE5PmzZtori4mMTERBYtWkRZWZlVVlJSwrhx4wgODmbs2LH8+OOPXHPNNXz00UekpKSwb98+Ro4cSaNGjRg3bhxz585l5MiRfPTRR8TGxpKZmck111xDt27duOyyy3j77be54YYbeOeddwgPD6/EWouIiIjI0ahevTq33347fr+/3Ot2u53AwEBGjx7N77//zv79++natSsTJ04kLS3NenbUpEkTPvjgA7777jvcbjfXXHMNTZs2tco7duzIe++9xw8//ADAzTffTP369fXsSUROmErPDl966aX07NmTn376ifvuu69c2ZYtW3j++ed57rnn6Nq1K5mZmVxyySV888039OnTh+XLl/Puu+8yc+ZMWrVqxerVq+nfvz89e/akU6dOzJ8/n++++465c+eSmprKDz/8wHXXXceFF15IkyZN1NiKiMgpb8PuQuy24/f/WUyok5Tqmjkrladr164sXrz4kNftdjuGYeBwOLj88svp27cvfr8fh8NRLqkdGBjINddcw9ChQwFwOBzllmULDQ3l5ptvZuzYsVa5kuIicjq77LLLuOyyy5gzZw4///xzubJly5axatUq5s2bR2pqKp06deLHH39k9uzZ3HzzzXz33Xfk5uZyzz33EBcXR4sWLejevTvz5s1j0KBBfPrppzidTiZOnEhYWBj169enW7du/Prrr3Tr1k0xuIiIiMhJrkGDBjRo0OCw5c2bN6d58+aHLTcMg5SUFIYPH15huc1mo2HDhjRs2PCY71VE5N+o9MR4XFwcQIXLmy9evJjw8HDOPPNMHA4HKSkptGvXjvnz53PppZfy/fffk5qaSosWLXA4HDRu3JhGjRrx3XffWYnxM844g9TUVBwOB2eeeSaRkZH89ttvNGnS5ERXVURE5D+XX1r29wcdg0CHEoRSuex2O3a7/YjHGIZxxK1yDMM44rJsNptNy7aJSJVxpME/q1atombNmiQkJGAYBsHBwbRu3Zply5bh8/n4/fffqVu3LrGxsRiGQUxMDI0aNWLp0qUMGjSIJUuW0KpVK4KDgwGIj4+nZs2arFq1im7dup2oKoqIiIiIiIhU6KR+2r1t2zZq1KhhPag0DIPk5GQyMzPx+Xxs376dxMRE60Go0+kkISGBzMxM/H4/27Zto3bt2lbgHxAQQI0aNcjMzLSusW/fPubPn8/atWtPfAVFREREREREThK5ublERUWVG5AUExPDvn378Pl87N+/n+joaGvmt81mIzIykv379+P3+8nNzSUmJsaKwW02G9HR0eTm5lrnUwwuIiIiIiIilaXSZ4wfic/nw2azlVtuzW634/P5ME0Tn893yAwiu92Ox+MBwOv1Vlju9Xqt3wMDA0lMTCQqKur4VURE5Bj5fD7y8vIoLS0lMDCQqKgoazlgn8/Hvn378Hg8REZGEhoaWq7d9Hq95Obm4vV6iY6OJjg4WMtYioiIiMghAgMD8Xg8mKZpveZ2uwkMDLRW3ygoKCj3Ho/Hg9PpxDAMAgMDcbvdmKaJYRiYpmm9/8/XUAwuIic7xeAiIiIip6eTesZ4fHy81ZE8KDs7m7i4OOx2O7GxseTk5OD3+wGsjmlsbCw2m42EhAT27NljBfV+v5+9e/eSkJBgnS80NJTGjRuTlJR0YisnInKUioqKmDJlCn369GHQoEH069ePb775BjjwIPKpp57ikksuoV+/fgwYMIDff//daveKi4t54IEHrPIhQ4awadOmcg87RUREREQA6taty/bt2yktLQXANE02b95M3bp1cTgc1KlTh+3bt+NyuQBwuVxkZWVRt25dDMMgLS2NLVu2WDG62+1m+/bt1K1b17qGYnAROdkpBhcRERE5fZ3UifEzzjiDXbt2sWXLFkzTJD8/nyVLltCxY0fsdjvt27dn06ZNZGVlYZomu3btYs2aNXTq1AmATp06sXTpUvLy8gDYsmULu3btonXr1pVYKxGRo+fz+Zg2bRo///wzzz//PHPmzOGtt96ibdu2AMyfP5+XX36ZRx99lNmzZ9O6dWtuvfVWCgoKME2TDz74gE8++YSXXnqJjz76iNjYWO644w7cbncl10xEREREKoPX66WwsBCXy4Xf76eoqIji4mJM06R9+/b4/X4+++wziouLWbZsGcuWLeOiiy7CMAy6du3Kzp07WbBgAcXFxfz000+kp6fTvXt3AC688EJWrVrFkiVLKC4u5vPPP8fj8dCxY8dKrrWIyNFRDC4iIiJyeqv0pdQzMjL44osvWLlyJfv27eO1116jVq1aXHbZZTRr1ozzzjuPW265hcsvv5yff/6ZoKAgLrnkEgzD4Oyzz6ZJkybcdNNNXHzxxXz55ZekpaXRuXNnDMOgR48ezJgxg5tuuonOnTsza9Yszj77bFq3bq0ljETklJCdnc3777/P1KlTMQyDzMxMkpOTiYqKwu/38/HHH9O5c2c6deqE3W5nxIgRvPvuu6xdu5Z27drx4Ycf0rt3b1q0aAHAtddey4ABA0hPT6dx48aVXDsREREROdF+++03/ve//5GTk8P27dsZOHAg9erV47nnnqNmzZpMmjSJxx9/nLfffpt9+/ZxxRVXcPbZZ2MYBo0bN+aWW25h0qRJVK9enZycHMaNG0fTpk0xDIOOHTty9dVXM3bsWGtv8okTJ5KSkqIYXEROCYrBRURERE5vlZ4YLywsZPXq1QBcfPHFbNmyhZKSErxeL6GhoTz22GPMnj2b33//ncaNGzN58mTi4+MBCAsL46WXXuL9999n1apVdOnShcsvv5yIiAgAYmNjefPNN3nvvfdYtWoV/fv3p1+/fgQFBVVafUVE/onNmzezb98+XnzxRUpKSigtLcU0TaZNm0bDhg3ZvHkzvXv3xm63A1CtWjViY2PZuHEjzZo1Y9u2bQwdOhQAwzBISUnB6/Wyc+dOKyh3uVzk5eVRWFhYafUUERERkROjSZMmPP744+WW9Q0ODiY0NBSbzcaAAQM455xz2L17N5GRkSQnJ+NwHHh0YLfbGTVqFD179iQnJ4dq1apRs2ZNbLYDi9EFBAQwYcIEBg4cSF5eHvHx8SQmJlrlIiInuxMRg5umqaXVT2F7C90UusqO2/lDnA6iQ53H7fwiIiJVXaUnxps3b86LL7542PKoqCiGDRvGsGHDDikzDIPq1aszZsyYCt9rGAZJSUnceuut/9n9ioicSMXFxezdu5eUlBTuvfdefD4ft912G/fffz+vv/46LpeLkJAQ63i73Y7T6aSkpASPx4PP5yMwMNCaoeNwOAgICLD2jQTIycnhhx9+YPPmzSe8fiIiIiJyYkVFRVlLAlfEZrNRo0YNatSocdjy2rVrU7t27UPKDMOw9iIXETkVnYgYfNu2bXz55ZesXLmSCy+88ITXUY5NRk7xcT1/YmSQEuMiIiLHkYZti4icxEJDQwkLC+PSSy8lIiKC6OhoevXqxaZNmygsLCQsLIyCggLr+LKyMkpLS4mIiCAwMBCHw2HtGQng8XgoKysjLCzMek9SUhKDBg2iVatWJ7x+IiIiIiIiIieLExGD16pVi2HDhtGuXbsTXj8RERGRqk6JcRGRk1hKSgqRkZEUF//fiOTi4mIcDgdhYWE0bNiQlStX4vV6MU2T7OxscnJyaNiwIUFBQdSvX58VK1ZYS7Vt3LiRgIAAatWqZZ1P+z2KiIiIiIiInJgY3G63W0l0ERERETmx1AMTETmJ1ahRg0svvZRnn32W+Ph4vF4vr7zyChdccAHR0dEMHDiQYcOGMWvWLJo2bcq0adNo1aoVjRs3xm63M2TIEO688046d+5MUlISjz/+OF26dCE5ObmyqyYiIiIiIiJyUlEMLiIiInJ6U2JcROQk5nA4mDRpEo8//ji33XYbAF26dOHGG2/EMAzOPPNMHnzwQV5//XWKi4tp0KABjz/+OMHBwRiGQY8ePdi3bx/Tpk3D4/HQunVrJkyYoJHpIiIiIiIiIn+hGFxERETk9KZemYjISa5atWrcf//9eDweAJxOJ3a7HTiwBFu/fv3o1asXfr/fKju4PLrT6eTqq69m8ODBFZaLiIiIiIiIyP9RDC4iIiJy+lJiXETkFGC32wkODq6wzDAMgoKCDvtem812xHIRERERERER+T+KwUVEREROT7bKvgEREREREREREREREREREZHjSYlxERERERERERERERERERE5rSkxLiIiIiIiIiIiIiIiIiIipzUlxkVERERERERERERERERE5LSmxLiIiIiIiIiIiIiIiIiIiJzWlBgXEREREREREREREREREZHTmhLjIiIiIiIiIiIiIiIiIiJyWlNiXERERERERERERERERERETmtKjIuIiIiIiIiIiIiIiIiIyGlNiXERERERERERERERERERETmtKTEuIiIiIiIiIiIiIiIiIiKnNSXGRURERERERERERERERETktKbEuIiIiIiIiIiIiIiIiIiInNaUGBcRERERERERERERERERkdOaEuMiIiIiIiIiIiIiIiIiInJac1T2DYiIiIiIiIiIiIiIiEjlMk2ToqIidu/ejdvtJjo6msTERAzDwDAMTNOkrKyM7du343K5qFGjBpGRkRiGYb3f7XaTlZWFz+cjKSmJsLCwcuWlpaVkZWUBUKtWLYKDg61yEZHjTYlxERERERERERERERGRKm7FihXcdttteDwenE4neXl59O3bl1tuuYWgoCCKioq48847Wbx4MUFBQQA89thjtG3bFsMwyMnJ4bbbbmPDhg0EBAQQGhrKE088QaNGjQDIysri5ptvZvfu3QAkJCTw5JNPUqtWLSXHReSEUGJcREREDqvAVcam7MLjdn6bYVC7WggBdu3uIiIiIiIiIiJSmSIjI5k0aRLNmjUjMDCQ3377jWHDhtGxY0c6d+7MBx98wM8//8y7775LXFwcTz75JHfeeSezZ88mNDSUl19+mczMTD744ANCQ0O58847ue+++3j77bdxOBxMmTIFgI8++gjDMBgzZgxTp07liSeewOFQukpEjj+1NCIiInJYxW4fxe6S43Z+u2FQIyqYAPtxu4SIiIiIiIiIiByF1NRUUlNTrdnb7dq1IyIigu3bt1NWVsacOXPo1asX9evXxzAMrrjiCt5++202bdpEw4YNmTt3LiNGjKBWrVoADB06lCFDhrB9+3bCw8P5/vvvmTx5MvHx8RiGwVVXXcWECRPIz8+nWrVqlVl1EakiND1LRERERERERERERESkiju4lzgc2A/8l19+oaSkhGbNmlFSUsLOnTtJS0uzjqlevTrh4eFs3bqVwsJC9u7dS926da1zJScnU1JSQk5ODvv37yc/P586depY769VqxZlZWXs2bPHuubu3bvZsGEDpaWllfAJiMjpTjPGRUROYm63m7vvvpv09HRstgNjmSIjI3nkkUeIiYnBNE1WrVrFjBkz2Lt3L+3bt2fw4MFERkYC4Pf7Wbx4Me+++y6FhYV06dKF/v37ExwcrH17REREROSU4fX7yS8pO67X8Hj9x/X8InLyUwwuInKAaZr88ccf3HnnnYwaNYomTZqQn5+Px+Ox9hYHsNvt2O123G43ZWUH+moBAQFWm2e327HZbHg8HrxeLz6fD6fTab0/ICAAAI/HY72WnZ1NRkaGEuMiclyc9Ilx0zQpKiqioKAAm81GVFQUQUFBVsPq9/vJy8ujtLSU8PBwwsPDy3U0/X4/+/btw+PxEBERQWhoqDqiInLK8Pl8LFiwgIsvvpj27dsD4HQ6CQkJAWDjxo1cddVV9OzZkwsvvJBXXnmF9evXM3XqVBwOB4sXL2bEiBFcccUVtG/fnmeeeYbMzEzuvPNO7HatXS0iIiIi5Z2sMbirzM+KrDxM85hPJSJyWIrBRUQO9AfXrl3LqFGj6NGjBzfeeCN2ux2n00lYWBj79++3jnW5XLjdbqKioggJCcFms1FYWIhpmhiGQUlJCaZpEhYWRlBQEIGBgeTn51vvLyoqwjRNwsPDrdeaN29OkyZNyMzMPKH1FpGq4aROjJumyYIFC3j44YcpKCjANE1q1KjB/fffT9OmTfH7/cycOZMXX3wRv99PcHAwd955J127dsUwDDweDy+//DLvvPMOANHR0UyePJkzzjhDyXEROaW0bNmS8847D8MwsNlsGIaBaZq888471K5dm0mTJhEUFERqaioDBw5k9OjRpKWl8dprr3HmmWcyYcIE7HY7ERER3H777QwfPpykpKTKrpaIiIiInEQUg4uIHKAYXESqKtM0Wb9+PaNGjaJLly7873//s2aIh4SE0KhRI5YuXcrVV1+N3W4nPT2d0tJS6tevT2hoKA0bNmTx4sX06NED0zRZsWIFMTExJCYmEhoaSnx8PMuXL7cGH61cuZLY2Fji4uIA1GcUkePupN5jvKioiDvuuIMOHTowZ84cZs2aRWBgIA888AA+n48VK1YwefJkbrvtNmbPns2ll17Krbfeyq5duzBNk4ULF/LMM8/w8MMPM3v2bNq2bcstt9xCXl5eZVdNROSo2Ww2pkyZwoUXXsjQoUNZsGABPp8Pt9vN0qVL6dChgzWLJy0tjcjISFatWoXH42Hp0qWcffbZ2O12DMPgjDPOoLi4mPT0dOv8pmlaPyIiIiJSdSkGFxE5/jG4iMjJLCMjg6FDhxIbG0uPHj1Yt24dy5cvJzs7G5vNxtVXX82CBQuYPn063333HZMnT6ZXr17Url0bp9PJ8OHD+fDDD3nvvff4+uuvefzxxxkwYACxsbGEhoYydOhQXnnlFebMmcPcuXN58cUXGTFihLUyh4jI8XZSzxh3uVwUFhbSuHFj4uLiME2TtLQ0Vq9ejWmafP7556SlpdGjRw+cTieDBw/m1Vdf5eeff6Zv3758/PHHdOrUibPOOguHw8GIESN45513WLlyJZ07d9boIxE56QUEBDB+/Hji4+MJCAjgq6++4tprr+WNN96gZcuW5OXlUb16das9CwwMJCwsjNzcXEpLS3G5XERHR1vloaGhOByOcksWbd26lS+//JKVK1dy0UUXVUo9RURERKTyKQYXkaruRMTg+/btY+PGjWzbtq1S6ignN4/PT35p2XE7vwGEBTqw2fR/slRs69atOBwO9u/fz9133229ft1119GvXz86duzI1KlTmTFjBkVFRXTs2JExY8ZYe4VffPHFuN1uZs2ahcfjoW/fvlxzzTUYhoFhGAwdOhSbzcb06dMBuP7667nyyiux2U7qOZwicho5qRPjMTExDB8+nEceeYRFixZRUlJCVlYW999/PwAbNmygQYMGVqMbHh5OcnIyf/zxB3369GHdunX06tXL2sMnLi6OyMhI0tPT6dy5M4BmSYrISc3hcHDZZZcBB5YSatmyJatWrWLWrFm0atUKh8OB1+u1jvf7/fh8PhwOh7Xcm9frtfb18fv9+P1+HI7/a/6Tk5O55pprrCUvRUROJqZp4vf7KS0txePxEBQUVG4kucvloqSkpNx7QkJCrKXe4MBekQf3LTv4cPLPyRmv10txcTHwfw8vRUSqohMRg3s8HvLy8igoKKicSoqIHMGJiMEPvk/PI6UiuUUecov2Hbfz220GZ9apRrBTe95Lxc4991x+/PHHQ14/mNi22+1cfPHF9OzZE9M0D0loO51OBg4cyIABAwCs8oMxeHBwMNdeey0jRoywyjV4UkROpJN6GI5hGNSrV4+UlBTi4uKIjY2luLiY3bt34/f7KSkpKfdg1G63ExgYSElJibXEUXBwcLnzBQUFWQ8+AXbt2sWrr77KggULTmjdRESOxsFO58EOosPhIC4ujry8PJxOJ0lJSaSnp1sBdWFhIfv27SM5OZmQkBCqV69OZmYmcCC5tGfPHgBr3x440AENCAiwHmCKiJxMXC4X9957LxdeeCGtWrXi6aefLlf+3nvv0bZtW3r06EHPnj3p2bMnc+bMscpLSkp49NFH6dmzJz169OCmm24iOzvbGhyZl5fHxIkT6dGjBz169GDixInk5eXpQaWIVEknIgbfv38/8+fPZ+3atSe0biIiR+NExOAxMTF06NCBlJSUE1s5EQCFOfI3Dia///rz5wS4YRjYbDZr24i/Jrb/fI6jKRcROZFO6sT41q1bueuuu7j11lu56667eOihhxg6dCiTJ0+mqKiIiIiIcqPMvV4vJSUlREREYLfbCQkJoaioyCr3+/0UFxcTGRlpvZaQkMBVV13FWWeddULrJiJyNAoKCtizZw9utxuPx8OGDRv44YcfaN++PQEBAVx44YV89913bN26FZfLxVdffUVQUBAtWrTA4XDQo0cP5syZw969e3G73Xz88cfUqlWLtLS0yq6aiMhRMQyDOnXqcNttt1GnTh0KCwvLlZeUlNCgQQNmzZrF7NmzmT17NhdffDFw4GHk22+/zUcffcTjjz/O66+/zo4dO7j//vvx+/0APP300/z66688//zzvPDCC/z2228888wzVrmISFVyImLwuLg4Bg4cSIcOHU5o3UREjoZicBEREZHT20m9TmROTg4FBQXEx8dbI4cSExMpKiqirKyMxo0bM2/ePNxuN4GBgeTl5ZGRkcHo0aOx2Ww0b96clStX4vV6cTgcbN++ncLCQurVq2ddw2azERgYaC0FJyJyMtm4cSO33norsbGxGIbB5s2b6dSpE4MGDcIwDPr06cP333/PlVdeSVxcHNu2bWPSpEnExcVhGAbDhg1j6dKl9O/fn6ioKHbu3MkjjzxCWFhYZVdNROSoBAUFMWzYMNxuN2+++WaFx5imSWFhISEhIcTHx1vLqLvdbt577z0GDx5Mu3btgAP7l40dO5Zdu3YRFhbGnDlzuOmmm2jevDmGYTBy5EgeffRRxo0bVy6RIyJSFZyIGNwwDK3KISInLcXgIiIiIqe3kzoxnpycTLVq1XjmmWe47rrrcLlcvPTSS7Ro0YKYmBguvfRS3nzzTaZPn06XLl14++23qVatGh07dgRgwIABDBs2jFmzZtGyZUuefvppGjVqZD34FBE52TVv3pyXXnqJXbt24fV6SUxMJC0tDafTCRzY1/HZZ59l7dq1FBQUUKdOHZKTk602Li4ujjfeeIPVq1dTWlpK/fr1SUpKUhsoIqcNh8NBRkYGY8eOJS8vj1q1avHwww/TsGFDioqKyMzMpGnTpsCBZEzDhg0pKCggOzsbl8tFTk4OjRs3ttrF+vXrU1hYSHZ2NpGRkZimicvlorS0FJ/PV5lVFRE57hSDi0hVpxhcRERE5PR23BLjB/dtrGgPiaMVFxfHCy+8wFNPPcWoUaOsEejjx48nICCA+vXr89RTT/HMM8/w7rvvUqtWLZ599lliYmIwDIP27dvz0EMP8eqrr/LCCy+QlpbGtGnTCA0N/Y9rKyLyz/n9/r9tI51OJw0bNqRhw4YVlhuGQUhICG3btj1seVhYmJaqFJGTzn/RVwTo3bs3F198MWFhYezfv5///e9/jB8/ng8++ACXy4VpmgQHB1vXcDqd2O12SkpKCA4OpqysrFzfMCgoCMMwKC0ttV5bunQpa9euJScn599XWETkOFMMLiJyZIrBRaQq+69icBGRU90xJ8b37dvHH3/8QfPmzYmIiMA0TTZu3MgzzzzDrl276N69O0OGDCEkJOQfn9swDM4880zOOOMMysrKMAzDeph5sAHv1q0b55xzDl6vl4CAAAICAqyG3W63c9lll9GzZ0/8fj8BAQE4HA41/CJywpimyZYtW8jLy6NVq1bY7XZ8Ph9ffvkl77zzDk6nk2HDhnHOOedgs9kq+3ZFRP5zpmmyfv163G43zZs3x2azUVZWxuzZs/nwww8JDw9n5MiRtGvX7l/10eLi4qx/h4eHM2bMGPr160dubq6VED+YIDcMA4/Hg8/nIyQkBKfTSUBAAMXFxdY5/pxMP+iss87izDPP5IUXXji2D0NE5D+gGFxE5PAUg4tIVXe8Y3ARkVPdMSXGTdNk1qxZPP7448yfP5+IiAgKCgoYPXo0K1asIDY2lnnz5lFSUsKNN974rzqcBwPxg0sWVVQeGBhIYGDgYcsP7jMpInKi+Xw+br75ZqKiopg+fTqmabJkyRKuueYaq1377rvvmDt3Lq1atarkuxUR+e+5XC6uu+46WrRowbRp0zBNk4ULFzJ69GgiIiIoKyvjhx9+4LPPPqNBgwbHfD2Px4PNZsNmsxEaGkqtWrVYs2YN559/PqZpsmHDBiIiIoiPjycsLIxq1aqxbt06WrdujWEYbNq0ibCwMOLj4wGsBwV6YCAiJwPF4CIiR6YYXESquhMdg4uInGqOaWik3+9n9erVpKSkkJiYiGmaLF68mBUrVvD888/zyy+/cPnll/Pmm2+Wm4kjIlJV5Ofns2nTJjp06IDdbgfg/fffJzIyknnz5vHNN98QERHBBx98gN/vr+S7FRH57+Xm5pKRkUHHjh0xDAO/38+MGTNITk5m4cKFfP7553i9XubMmYNpmoe83zRNsrOz2bp1KyUlJeTl5ZGens7+/fvxeDzMmzePdevWsWvXLn7//XceffRRunTpQrVq1QgKCuLyyy/n3XffZenSpWzatInnn3+erl27kpCQQGRkJL169eLVV19lzZo1rFmzhpdffpm+ffsSFhZWCZ+WiMiRKQYXETkyxeAiUtUdawwuInK6O6YZ436/n9zcXKpXr251Nn/++WcSEhLo3r070dHRXHzxxXz55Zfs2bOH8PDw/+SmRUROFSUlJXg8HqpVq2b9/ssvv3DBBRdQr149bDYb7dq1Y/369ZSVlR125o2IyKmqqKgIv99PTEwMAAUFBSxZsoQBAwZQu3ZtatWqRfPmzVm3bh0+nw+Ho3z31Ov1MmXKFObNm0d+fj6bN2/mp59+4rrrrmP48OEsWLCAn376CZ/Ph2matGnThttvv53AwEAMw+Cqq65i79693HjjjZimSYsWLbj77rutvutNN91EcXExo0aNwjRNOnXqxLhx47S0poiclBSDi4gcmWJwEanqjjUGFxE53R1Tq2cYBqGhoWRlZeH1evH7/fz000+0aNGCyMjIAxf4/w2rz+c79rsVETnFOJ1ObDYbubm5AGzbto2tW7eWS7o4HA68Xq9GaYrIaengw8Z9+/YBsHHjRvbu3Uu7du2AA/1Jh8NBWVlZhe93OBzcc889/O9//yv3+sE9wu+9915KS0vxer3Y7XbCwsKsvXABQkNDmThxIuPGjcM0TUJDQ8vthxsdHc0jjzxCYWEhcGCfcj0YEJGTlWJwEZEjUwwuIlXdscbgIiKnu2N66me322nTpg1z587ljTfeoKysjGXLljF16lSrs5mRkYHT6SQ6Ovo/uWERkVNJTEwMDRs25I033iA5OZnZs2fjcDho3749hmHgcrnIzMykdu3aSsSIyGkpPj6e1NRUXnrpJSIjI3njjTeIjIykVatWGIZBcXEx27dvp3PnzhXO0jYMg4iIiMOe/0j74B5kt9uJioo6bLnD4VBfVUROCYrBRUSOTDG4iFR1xxqDi4ic7o6p5TMMg8suu4y2bdtyyy23MH78eNq3b0+vXr0wDAOPx8PXX39NgwYNrNHrIiJVicPh4LbbbmP//v1cfvnlfPjhh4waNYrk5GTgwOj1NWvW0KpVK2s5TBGR00lwcDC333476enp9O/fn3nz5jFu3Dji4uIA2LBhAxkZGbRs2dKaxS0iIhVTDC4icmSKwUWkqlMMLiJyZMc8NDI2NpZ33nmHVatW4ff7ad68uTUy3ev1ctVVV5GcnExAQMAx36yIyKnGMAzOOeccvv32WzZu3Eh0dDTNmjWzRqY7nU4eeeQRzj//fHVGReS0ZBgGPXr04LvvviM9PZ3Y2FiaNGliPYgMCQnhiSee4IILLlA7KCJyFBSDi4gcnmJwEanqFIOLiBzZMSfGt2zZQnZ2Nh07djxkCaKQkBDatGlDZmYmfr9fIzFFpMrx+/38/PPPxMfH061bt0M6nLVr16Z+/frs37+fhISESrpLEZHjx+fz8eOPP5KSklJhO1ivXj1ycnLYv38/1apVq6S7FBE5dSgGFxE5PMXgIlLVKQYXETmyY95EYtasWYwfPx6Xy1Vh+dy5c7n++uvxeDzHeikRkVOO3+/n1ltvZebMmRWWezweJk2axPTp00/wnYmInBgej4cxY8bw2WefVVjucrm47bbb+PDDD0/wnYmInJoUg4uIHJ5icBGp6hSDi4gc2TEnxv1+P16v97Dlbrcb0zSP9TIiIqcsn8+H3++vsMw0Tdxu9wm+IxGRE8c0Tbxe72HbQZ/Ph9vt1hJuIiJHSTG4iMiRKQYXkapMMbiIyJH9q6XU8/LyyMzMBGD37t2Ulpaydu1agoODyx1XXFzMvHnzqFGjhpZwE5EqZdu2beTn5+Pz+SgtLSU7O5vVq1eXO8Y0TbZs2cLmzZu57LLLKulORUT+e6ZpkpGRQVFREW63G7fbzc6dOytsB9euXcuOHTu0lKWIyBEoBhcROTLF4CJSlSkGFxE5ev8qMb5gwQJGjBgBHFh6o6ysjAsvvPCQUUZlZWUEBgby2GOPERAQcOx3KyJyirjnnnuYO3cuAIWFhWRkZPD++++XO8Y0TTweDykpKVx44YWVcZsiIsfNzTffzI8//ghAQUEBzzzzDC+//HK5Yw62g40bN+bcc8+tjNsUETklKAYXETkyxeAiUtUpBhcROTr/KjHerFkzHnzwQQC++uorVq1axY033khgYKB1jGEYhISE0KhRI1q0aKGlOUSkShk0aBDt27fH7/czZcoUmjVrRs+ePcsdY7PZiImJoU2bNqSkpFTOjYqIHCcjRozgwgsvpKysjIceeojOnTvTpUuXcsfY7XaqVatG+/btSUpKqpwbFRE5BSgGFxE5MsXgIlLVKQYXETk6/yoxXrduXerWrQtAgwYN+OOPP7j22mtxOp0VHq+AXESqmu7duwMHRmL6fD4aNWpEt27dKjxWbaSInI569eoFgNfrxe1207FjRzp27FjhsWoHRUSOTDG4iMiRKQYXkapOMbiIyNH5V4nxPzecXbt2pWvXrpimedjjD5apwRWRquJge2cYBuPGjVMbKSJVyp/bs4CAAMaPH692UETkGCgGFxE5MsXgIlKVKQYXETl6/yox/memaZKTk8O3337LmjVrKCwsPKTRjYuL44477tAeZyJSJfn9fjZs2MB3333H1q1bcbvdh7STXbt2pU+fPpV0hyIix5fP52PNmjUsXLiQzMxMPB7PIcdcfPHFXHDBBZVwdyIipxbF4CIiR6YYXESqOsXgIiKHd0yJcdM0ycrKYujQofz2229ER0cTFBR0yEijlJQUxo8fr6BcRKoc0zT5/PPPGTt2LLm5ucTExFTYFiYmJiooF5HTkt/v5/3332f8+PEUFhYSExODw3FoF7RRo0aVcHciIqcWxeAiIkemGFxEqjrF4CIiR3bMifG33nqLVatW8eSTT3LBBRcQGhp6SFBut9sJDAw8phsVETkVlZaW8vDDDxMTE8Mbb7xB/fr1K9wLMjg4uBLuTkTk+MvPz+eRRx4hNTWVKVOmkJqaWuHDyZCQkEq4OxGRU4ticBGRI1MMLiJVnWJwEZEjO6bEuN/vZ/369Zx55pmMGDGiwpFHIiJV2b59+9i1axd33HEHnTt3Pqa9e/669NvBc1W0Z9Cfr/N35SIix9PevXvJyclh0qRJdOjQQe2PiMgxUAwuInJk/2UMLiJyKlIMLiJyZMcURRuGQfXq1SksLFQDKyJSgZCQEMLCwo55GUvTNNmxYwf/+9//SE5O5u6778bpdGKaJsuWLeOtt95i7969tG/fnqFDhxIdHQ0c2FNo0aJFvPvuuxQWFtKlSxcGDRpU4cwiEZHjISwsjODgYC3nKyLyH1AMLiJyZP9VDA7gcrlYtGgRISEhtGvXDrvdjmmalJSUsHr1avLz86lbty6pqanY7XbgQOxeWFjIypUrKS0tpWHDhtSsWRObzXbM9yMicjQUg4uIHNkx9cpsNht9+/YlIyODFStWVDgrUUSkKouKiqJv3758+umn5OXl/evzlJWV8cQTT/Drr7+yePFifD4fAOvXr2fYsGFER0fTv39/vvjiC+666y48Hg+mafLrr79y3XXXUa9ePS699FLeeOMNpk6dit/v/49qKCJyZHFxcfTq1YuPP/6Y4uLiyr4dEZFTmmJwEZEj+69icNM0mT17NgMGDOCee+7B4/EAUFBQwJgxY7jtttt49dVX6d+/Px999JHVHmdnZ3P11Vdzzz338OKLL3LZZZcxf/58tdcicsIoBhcRObJjnjFerVo1mjZtypAhQxg8eDANGzY8ZDm3sLAwzj33XGv0pIhIVdKyZUvmzp3LoEGD6N27N/Hx8YfM8Klbty7NmjWr8P2mafLtt9+yZcsW+vbty/Lly4EDS2m+88471K1blzvuuIOgoCBq1apF//79GTNmDA0aNOC1116jU6dO3HTTTdjtdsLCwrj11lu55pprqFmz5nGvu4iIYRiceeaZ3H///VxxxRX06tWLatWqHdIONmrUiAYNGlTSXYqInBoUg4uI/L3/IgbfunUrr7/+OhdddBF79uyxXv/4449ZvXo1H3/8MQkJCcycOZMHHniAzp07Exsby/Tp09m/fz8ffPABERERTJs2jcmTJ9O+fXsiIiKOe91FRBSDi4gc2TFvSPbZZ58xd+5cAB555JEKj6lXrx6//vqrgnIRqXL8fj9Tp05l48aNbNy4kZ9++qnC48aOHcvDDz9cYdnu3bt58sknufvuu/n555+t191uN8uWLeOcc84hKCgIwzCoW7cu0dHRrF69mpSUFJYvX87NN9+M3W7HMAxatWpFSUkJGRkZSoyLyAnh8Xh4+OGH2bZtG9u2bWP+/PkVHnfPPfcwfvz4E3x3IiKnHsXgIiKH91/E4B6PhylTpnDxxRdTWlrKd999B4DX6+Xrr7+ma9eu1K5dG8MwuOCCC3j44YdZuXIlXbp04YsvvqBv375Ur14dwzDo06cPL774Ips3b6Z169bHrd4iIgcpBhcRObJjToxffvnltGvX7ojHaE8LEamq7HY706ZNo6io6IjHHS5JXVZWxrRp02jfvj0dOnQolxj3er3k5+dbATdAYGAgoaGh7Nu3j9LSUtxuN1FRUVZ5SEgIDoeD/Px86zy5ubn88ccfpKenH2t1RUQO4XQ6efnllyktLT3icampqSfojkRETm2KwUVEDu9YY3DTNPnss8/YtWsXjzzyCC+++KJV5na72bFjB+ecc44VY4eFhVGtWjW2bdtGSUkJubm51KpVy3pPbGwsgDXrHBSDi8jxdawxuGmaFBcXs2PHDnJyckhKSiIlJcUq37VrF1u2bDnkXElJSdb7S0pK2LRpE2VlZdYknoPtpmmaFBQUsHnzZgDS0tIIDw8/ZEa7iMjxcsyJ8eTkZJKTk/+LexEROe0YhkGbNm3+1XtN0+T777/nl19+4Y033sDtdlNWVobf76e0tJSAgAAcDoe11xkcGB3v8/msMsMw8Hq9mKaJYRjlyg+y2WwEBQXp4amIHBd2u5327dtX9m2IiJw2FIOLiBzescbgWVlZPPPMMzz88MOHLH1umiY+n6/c9hU2mw2bzYbX68Xv92OaphWL/7X8z+9RDC4ix8uxxuDFxcVce+21rFixgp07dzJ27FgeeOABq/yTTz7hgQceoE2bNthsNgzDYPjw4VZifPfu3YwdO5bs7GwCAwPxer08+eSTtGzZEoAtW7YwduxYXC4XcGCSz3PPPUedOnWUHBeRE+KYE+OmaWKa5t8eZxiGGjYRqXKOtY38+uuv2bp1K8OHD8cwDDIzM9m/fz9XX301Tz/9NDVr1iQ9Pd1KfBcWFpKbm0tKSgrBwcHExcWxdetW6152796NYRjExcVZ14iOjqZNmzasW7fuP6u3iMhB6iuKiPy31K6KiBzesbaRM2bMwOVysWLFCtasWcPixYvZsWMHM2fO5OKLLyY6Opq9e/daMbjL5aKoqIjq1asTHBxMcHAw+/bts8qLi4vxer1ERUVZ11AMLiLH07G2g4GBgdx6661ERkZy8803H3Iu0zRp06YNM2bMwOl0AlgDhnw+Hy+88AKFhYV8+OGHBAcHM2nSJCZPnsx7772Hw+FgypQpREdH8+yzzwIHtraYMmUKzz77rAYMicgJccyJ8ZkzZ/LWW28d8ZikpCSef/55AgMDj/VyIiKnFL/fz4033mgtD3Q4l112GSNHjjzk9euvv54+ffpYv7/zzjssXbqUCRMmEB8fT48ePZg6dSpbtmwhKSmJzz77jNDQUJo3b47D4aBnz57MmTOHwYMHExkZyYcffkhycjJpaWn/eV1FRCri8XgYPXo0O3fuPOJxQ4cOZdCgQSforkRETl2KwUVEDu9YY/CUlBQaNWrEkiVLAMjMzCQvL49ly5bRs2dP2rRpwy+//EJpaSnBwcFs2rSJ/Px8mjVrhtPppE2bNvzwww8MGTIEu93OkiVLCA0NpU6dOselviIif3WsMXhAQABt2rTB7XYfNlG9d+9ePvnkE8LDw2nVqpW1hYTL5eKLL77g+uuvtyblDB48mIEDB7J9+3bCw8NZtGgRDz/8sLW8+uDBg7n55put7SJFRI63Y06MezweCgoKDnm9oKCAzMxMAgMDCQ8PP9bLiIicsoqLiw9pJ30+Hzk5OWzfvp3atWtbywf9mWEYpKamltvz56effmLz5s2cccYZBAcHc+mll/LTTz9x5ZVXUr16dXbt2sW9995LbGwshmFw9dVXs3z5cvr3709ERAT79u3j0UcfJTQ09LjXW0QE/m9/sorawT179rBz507q1KlTblsIERE5PMXgIiJHdiwx+ODBgxk8eLD12qOPPsr8+fOZOnUqwcHBXHHFFcyZM4d77rmHFi1a8Oqrr9KnTx/q1q2LzWZjxIgRDB8+nIceeojatWvz/PPPc+WVVxIfH3/c6y0iAsc/Bo+KiqJ69eosXryYrVu3snXrVqZMmcKFF15IUVER+/btIyUlxZqNXrNmTVwuFzk5OXi9XgoKCsqVJyUlWfdWvXp1a8a7z+c7qpnvIiL/1DEnxocMGcIVV1xxyOtut5tFixZx7733cuWVV1rLavxTpmlSWlrKypUr2bVrF5GRkbRo0YJq1aphGAYlJSUsX76cvXv3Uq9ePRo1amQt3WGaJkVFRSxdupT8/HwaNWpEvXr1sNvtx1RnEZGjZbPZeOWVVyrsyO3fv5833niDb775hksvvfSoznf55ZfTvXt3q00NCwtj2rRpbNiwgcLCQpKTk0lKSrI6l9WrV+e1115j3bp1uFwu6tatS3x8vJbVFJETJjAwkHfeeafC5ddyc3N58cUXWbZsGRdccEEl3aGIyKlFMbiIyOH91zF4w4YN8Xq9VjuWlpbGjBkzeOedd1iwYAFXXHEFl19+uTWrsm3btkyfPp333nuPrKwsbrzxRvr06YPNZvvvKnkc+fwmfo5fIkopLpHj73jH4Jdddhn9+/fHbrfj8Xh4+OGHufvuu+nQoQNlZWUA5fp+drsdm81GWVkZPp8Pv99fbib6wWMPvhdgwYIFrFq1ij179vyrexQROZJjTozb7fYKg9yAgAC6d+/O+vXreeSRR+jateu/GrWenZ3NbbfdRnZ2NsnJyeTl5XHppZdy5ZVXUlRUxC233MIff/xBamoqa9asYeTIkYwaNQqbzca+ffu4/vrr2bNnDzVq1OCPP/7gzjvvpG/fvqdMh1RETm2GYVgPCv8qLi6OG264gfnz5/PGG28wadKkv22bkpOTSU5OLnf+oKAgWrRocdjrh4SEcMYZZ/z7SoiIHIMjtYOJiYncdtttXHDBBbz//vuMGzdOA3dERP6GYnARkcP7r2PwSy+9tFwS3TAMmjZtysMPP1zh8TabjXbt2tGuXbt/X4lKUuz28tuWXDiO3XGP13/8Ti4iwPGPwYOCgsr9+5JLLuHFF18kPz+fiIgI7HY7hYWFmKaJYRgUFxdjmibh4eEEBwcTGBhIXl6edY6ioiJM0yQiIsJ67dxzz+Xss8/mhRde+GeVFxE5CsecGP879erVY/v27WRnZ//joNzn8/Hwww8TFBTErFmzCAsLw+/3W6OdvvzyS3755Rc++eQTateuzVdffcWtt97KBRdcQGpqKjNnziQzM5PZs2dTrVo1ZsyYwYMPPkjnzp2tPS5ERCpTcHAwycnJLF++nLKyMu0DKSJVTlhYGDVq1GD58uX4fL7DBvAiInJ0FIOLiByeYvDDMwGXEtcip71jicFN08Tv92Oz2TAMA9M0SU9PJzQ0lKCgIEJDQ2nSpAmLFi2iR48eACxZsoTY2Fhq1KhBaGgoSUlJLF68mPbt22MYBkuXLiUxMdHqKxqGgWEY1jVERP5rx3XIdllZGYsWLbJmNP5Tu3fv5ttvv6V79+58/PHHPP300yxZsgSbzYbf7+fbb7/lzDPPpE6dOgQEBHDWWWcREhLCkiVLME2Tr776iu7duxMfH2+Nni8uLmb16tXan0JEKp1pmmRnZ7Nq1SrCwsI0i0ZEqhzTNMnKymLdunWEhYUp6BUROUaKwUVEDk8xuIhUdUcTg/v9fhYvXsynn37Krl272LhxI5988gnr16/H7Xbz1FNP8e677/Ldd9/xyiuvMHnyZK688kqqVatGQEAA1157LZ988gmvvvoqH374IU888YRVHhwczIgRI3j11Vd59913eeedd3jllVcYNWoUISEhlfCJiEhVdMxTcn7++Wd+/PHHQ153uVysWrWKefPmcdlllxEfH/+Pz71r1y52797N448/TocOHXA4HIwYMYJbb72VIUOGkJWVRadOnazjg4KCiI+PZ+vWrbhcLrKzs6lVq5ZVHhMTQ2BgILt377Ze8/l8uN1uPB7PP74/EZG/4/f7eeutt8jOzi73umma5OXlsXDhQv744w9uuukmzZIUkdNS2f9r777Do6gat49/Z0uSTSckoYZQQwtdpQgKShEQBAUEwY7YG00Fe+8VRESlWB4sKFbs2AARpRuQlhAI6aSXrfP+wcv+jCKiENPuz3XleWTP7syZzebsueecOeN2s3DhQvLy8io8fvj+Zl999RXp6ekMHz5cJydFRI5BTc/geXl5bNiwgaSkJN3uR0ROOGVwEanrjjeD+3w+vvjiC1atWkV4eDiFhYW8+OKLTJw4kdatWxMbG8tXX31Ffn4+4eHh3HrrrYwePdrfph6+d/lbb72F0+nkyiuvZMKECf4rwSdMmIDD4eCDDz4AYPbs2YwaNUoT5UXkP3PcPcAff/yRJ5544k+PWywWIiMjmTx5MjNnzvxXnU2Px0NpaSnDhw9n9uzZGIZBixYtmDt3LiNHjsTr9Va4t5phGFitVrxeL6ZpYpomVqvV36geXoLD6/X6X5OZmcnHH3/Mpk2b6N279794B0RE/prP5+O1115j8+bNfyqz2WzEx8fzxBNPcO6556oDKCK1ksfj4ZVXXmHPnj0VHj/cb2vVqhVz5sxh0KBBagdFRI5BTc/gdrud6Ojof3X/cxGRv6MMLiJ13fFmcKvVyqxZs/5y+xMnTmTixIl/WW6z2Rg2bJh/KfXf7x8gMDCQcePGMW7cuD+ViYj8F457YPySSy5h5MiRf3rcbrcTHh5OWFjYv56BGR4eTkREBN26dfPfU6Jz586UlJRQWFhIdHQ0WVlZ/ue7XC7y8/OJjY0lMDCQsLAwcnNzMU0TwzAoLS3F6XQSFRXlf02jRo2YPHkyy5Yt+1d1FBE5GqvVysKFC3E6nRUeP7y8ZUREBMHBwbpKUkRqrcDAQN58803cbneFxw3DwOFw+NtBBWERkWNT0zN4aGgonTp1YseOHf+qjiIiR6MMLiJ13fFm8BORzf9uG8r/IlKVjntgPCoqqkLIPZHi4uKIj49n165d/vuR7dmzh6CgIKKioujVqxdvvvkmhYWFhIeHk5ycTHp6Oj169MBqtdK7d2++//57rr32WoKCgtiwYQOmadK+ffsKM9h1rzMRqSyGYVRYTlJEpK6xWCzEx8dXdTVERGqNmp7BRUQqkzK4iNR1yuAiIkd3Qm6m4/P5SElJ4ZtvvmHbtm24XC4aN25M37596dGjB4GBgf8qBIeGhnLDDTfw0EMPYZomAQEBLFiwgEsvvZR69epx7rnnsnTpUqZPn07v3r154403GDJkCB06dADgwgsvZOLEicyePZv27duzcOFCzj//fH0xiMh/yjRN3G43GzZs4Pvvv2ffvn3YbDbatm3LgAEDaNWqlf8+OyIitZFpmjidTn7++Wd++OEH0tPTCQgIoEOHDvTv35/mzZurDRQR+QeUwUVE/poyuIjUdcrgIiJ/7bgHxr1eL2+88QZ33HEH2dnZBAYGYrFYcLlcAIwdO5ZHHnmE6Ojof7xtwzA4//zzadiwIR9//DFer5f77ruPIUOGYBgGjRs35rXXXuN///sfP//8M+PHj2fMmDEEBARgGAbt2rXj9ddfZ+nSpWzatIlrr72W0aNHV7gnmohIZTJNk8LCQu644w6WLFmCz+cjICAA0zQpLy8nKiqK2bNnM3ny5H+95KWISHVmmia5ubnMnDmTd955B4CAgAB8Ph9Op5PY2Fjuv/9+xo8frz6aiMgxUAYXEflryuAiUtcpg4uIHN1x9QBN02T9+vXMmDGDdu3a8dRTT9G1a1cCAgLYv38/b731Fi+99BINGjTgvvvu+1cNrc1m48wzz+TMM888YnmLFi2YNWvWEcsMw6B9+/bcc889/3i/IiIngmmazJs3j0WLFjFp0iQmTpxIfHw8Xq+XLVu2MGfOHGbPnk27du04/fTTNVvzd8rdXlJzSyt1H6UuT6VuX0QOXdX4xBNP8O6773LFFVcwbtw4mjZtisvlYsOGDTzzzDNMnz6dtm3b0qNHD7WDIiJHoQwuInJ0yuAiUtcpg4uIHN1xD4wvX76cyMhIFi9eTLNmzfwNaePGjenWrRsAy5YtY9q0adSvX//4aywiUoOUlJTw1ltvMW7cOJ588skKy1o2a9aMHj16MHz4cN5++2369eunmZq/4/b62HewFLOqKyIixyUvL49ly5ZxxRVX8OCDD2Kz2fztYPPmzenevTtDhgxh+fLldO/eXaFcROQolMFFRI5OGVxE6jplcBGRo7Mcz4t9Ph979+4lMTGxQiCHQzPF7XY7AwYMoKSkhIMHDx53ZUVEapqCggLy8/Pp37//n+71aBgGDRs2pHv37uzbtw+3212FNRURqRwHDx6kpKSEAQMGVAjkcKgdjI+Pp2PHjuzduxefz1eFNRURqf6UwUVEjk4ZXETqOmVwEZGjO66BccMwiIyMJD09nZKSkiM+Jzk5GavVSnBw8EB3bBoAAG/ASURBVPHsSkSkRnI4HAQEBJCcnIxp/vna57KyMvbv309ERIRmqotIrRQcHIzVaiU5OfmI5cXFxaSnpxMZGamZ6iIif0MZXETk6JTBRaSuUwYXETm64xoYt1gsnHHGGfz66688+OCDpKWl4XQ68Xg8FBQUsGLFCp5++mlOOeUUYmJiTlSdRURqjMjISE499VTmz5/Pe++9R35+Ph6PB5fLRUZGBk8//TQ//vgjZ555Jjbbcd3dQkSkWoqNjeWUU07hqaee4tNPP6WgoACPx4PT6SQtLY2HHnqIbdu2ccYZZ2CxHFfXVESk1lMGFxE5OmVwEanrlMFFRI7uuHqAhmEwZMgQxo8fz7PPPstbb71F69atCQgIICMjg+3bt9O8eXNmz56N3W4/UXUWEakxLBYLM2fOZMuWLVxyySUkJCTQuHFjvF4vu3fvZv/+/Zx77rmce+65mqUpIrWS3W5n9uzZXHTRRZx//vm0a9eOhg0b4nK52LVrFxkZGVx00UUMGTLkiO3g4St9vF4vPp8Pi8Xyp5OYpmni8XgwTdO/VNzvt/V35T6fD6/XC4DVatXJARGptpTBRUSOThlcROq6483gIiK13XFPjQwODuaJJ56gX79+LF++nF27duF2u4mNjeXmm2/mkksuoXnz5mpkRaROMgyDhIQEli1bxuLFi/n2229JSUnBarXSoUMHbr31Vs477zzCwsKquqoiIpXCMAy6du3K+++/z6JFi/jhhx/Ys2cPdrud7t27M2rUKEaNGoXD4Tji610uFwsWLODrr78mOTmZSy+9lBtuuMFf7vF4eO+993j11VcpLS2lR48eTJs2jdjYWACcTievv/4677zzDm63m9NPP53rrruOiIgIDMOgpKSEl156iRUrVgAwdOhQJk+eTEhISOW/OSIi/4IyuIjIX1MGF5G67ngzuIhIbXdC1gwKDg7mggsuYOzYsTidTkzTxG63ExgY6A/jpmkqmItInXP4SsemTZsya9Yspk2bhsfjASAgIICAgICqrJ6ISKU73A62aNGCu+++G6fTidvtxjAMAgMD//aKRq/XS1FREQMGDODAgQNkZmZWKP/uu++44447uPPOO2nRogWPPPIId9xxB8899xx2u53ly5fz5JNP8uCDDxIZGcldd91FeXk59957LwAvv/wyr732Gg8++CAAs2bNwmq1cs011+jKcRGptpTBRUSOTBlcROq6483gIiK13XGf7UtJSeHhhx9m//79BAQEEBYWRnh4OA6HA6/Xy8KFC/noo4/8DbKISF3z+eefM3/+fNxuNw6Hg7CwMMLCwggMDCQzM5NHHnmEnTt3VnU1RUQqhWmafPDBByxatAifz4fD4SA8PJywsDACAgLYt28fDz/8MKmpqUd8vcPh4NZbb2XKlCk0atSoQpnX62Xx4sUMHDiQ888/n169ejFr1iw+//xz9u7di8vlYuHChYwfP54RI0bQr18/pk6dyrvvvktWVhbFxcW8/vrrTJkyhYEDBzJw4ECuvvpqFi1aRElJyX/x9oiI/GPK4CIiR6cMLiJ12fFmcBGR2u64BsZN0+Tdd9/ltddeIygo6E/lNpuNXbt2cd9991FWVnY8uxIRqZFcLhcPPfQQW7Zs+dM9cQGCgoJYtmwZb7zxhk5eikitVFpayr333suePXuwWq1/Kg8KCuLVV19l+fLlR2wH/3g/8N8rKSlhx44ddO/eHavVimEYxMfHExwczI4dOygpKWHXrl306NHDv63ExETy8vJIT08nOzubrKwsunTp4t9PYmIiBw8eJCsrCzjU31X7LCLVhTK4iMjRKYOLSF13vBlcRKS2O66Bca/Xy9atW2nTpg3169c/4nNOOeUUMjIyyM7OPp5diYjUSAcPHmT//v2ccsopR1ySNyIigo4dO7J161bcbncV1FBEpHJlZmaSmZnJySeffMTy6OhoWrduzZYtW/D5fP9o2263m5KSEiIiIvyPBQYGEhAQQGFhIaWlpfh8PkJCQvyD6w6HA4vFQklJCeXl5bhcrgr3mAwODsYwDIqLi/2PrV+/nnfeeYfc3Nx/VD8RkRNNGVxE5OiUwUWkrqvMDC4iUhsc9z3GPR6P/wqdI7Farfh8PnU2RaRO8vl8+Hy+o96n1mq14nK51BkVkVrJ6/VimuYRZ6ofZrVa/ffI/SesVisBAQGUl5f7H/N4PHg8HoKCgvz3kHS5XP577Xo8Hnw+H4GBgdhsNv++Dzv83N/ff7J58+ZERkayb9++f1Q/EZHKoAwuIvLXlMFFpK6rzAwuIlIbHNcV4xaLhRYtWvDrr79y4MCBPzWkPp+Pb7/9lpCQkL+czS4iUptFRkYSFRXFd999h8fjqVBmmiY5OTls2LCBZs2aYbfb//R6n8/H7t27+eKLL3j33Xf56quvyM3N9be3pmlSUlLCDz/8wPvvv8+vv/5aYT+maVJYWMjKlSv54IMP2Llzp8K/iPynoqOjCQsL49tvv/1T+2OaJgcOHODXX3+lefPmRz2BeSQhISHExcWxfft2/7azsrIoKiqiRYsWhIaG0rBhQ3bs2OHfX3JyMiEhIcTExFC/fn0iIyPZuXOnv13du3cvQUFBNGjQADi0/Hr9+vWJj48nMDDweN8OEZHjogwuInJ0yuAiUtdVZgYXEakNjuuKcYvFwvDhw3nhhReYPn06t99+O82aNcNqtVJQUMB7773HokWLuOSSSyoscSkiUlc4HA5Gjx7N448/Trt27Rg/fjz16tXD5/ORlpbGI488QnJyMo8++ugRZ3KWl5dzxx13YJomISEhpKSk4PF4mD9/PgkJCRQXF3PTTTexY8cO4uPj+fXXX7nuuuu49NJLsVgs5OTkcPXVV3Pw4EEaNGjA9u3bufPOOxk1atRfXmUkInIiRUREMGLECBYuXEjLli0ZNWoU4eHheL1e9u7dy3333Ud+fj7Dhw8/Yig3TZOioiKKi4txuVyUlZWRk5NDcHAwwcHBjBo1iqeeeoqxY8fSqFEjFi1aRLt27WjdujVBQUGMGjWK//3vfwwZMoTQ0FBefvllevbsSZMmTbBarZx55pksWbKEXr16YRgGCxcuZOjQoYSHh1fBuyUicnTK4CIiR6cMLiJ13fFmcBGR2u64l1Lv0aMHs2bN4t577+Wrr76iRYsWBAQEkJGRwYEDBzjjjDOYOnWqGlkRqZMMw+DKK69k06ZN3HnnncydO5fGjRvj8XhISUmhvLyc6dOnc9pppx3x9Q6HgxdffJHAwEAMw6CoqIjRo0fz5ptvcscdd/DRRx/x888/s3z5cpo2bcpHH33EbbfdxsCBA2nWrBmvvfYaGRkZvPfee0RGRvLyyy/zwAMP0K9fP6Kjo//jd0NE6iKLxcLNN99MUlIS06ZN44knnqBhw4a4XC6Sk5Pxer3cddddnHTSSUd8vcfj4b777uPLL78kLS2NzZs3880333DllVcyZcoUxowZQ1JSEpMnT8ZutxMSEsKjjz7qv6/45MmTSU5O5oILLsBisdCwYUMee+wxbLZD3eAZM2Ywc+ZMxo4dC0Dr1q2ZNm3aUZedExGpSsrgIiJ/TRlcROq6483gIiK13XEPjNtsNq677jq6d+/O22+/zbZt23C5XPTo0YNbb72Vc889l3r16p2IuoqI1DiGYRAdHc1LL73E8uXL+eyzz9i3bx/BwcGce+65nHfeefTr16/CvWz/+PrQ0FCcTicej4f8/HzKy8sJCwvD6/Xy+eefc+qppxIfH4/FYqFfv34EBgby888/07hxYz799FOGDh1KdHQ0hmEwfPhwHn74YbZv307fvn3/43dDROoiwzBo3Lgxr776KsuWLePLL78kPT2dsLAwJkyYwJgxY+jdu7d/oPqPbDYbN998M1dccUWFx+vXr49hGISEhPDAAw+QkZGBy+UiJiaG0NBQ/xU5UVFRPPPMM2RkZOD1emnQoAEOh8Nf3qhRI1566SUyMzMxTZOGDRv6T4SKiFRHyuAiIn9NGVxE6rrjzeAiIrXdCWn9bDYb/fr149RTT8XtdmOaJjabDZvNppOKIiJAeHg4F154IRMmTMDj8WAYBna7HYvF8rftpGmaPPfcc3zyySekpaXRs2dPJk2ahNvt5sCBA5x55pn+K4JCQ0OJiooiNTUVj8fDgQMHiI+P928rIiKCkJAQ0tPT/Y95vV6cTidut7tyDl5EhEMD1JMnT+aSSy75R+3g4VB/NDabjaZNm/5leUBAAM2aNfvL7QcFBVVoK0VEqjtlcBGRo1MGF5G67t9mcBGR2u6Era1mGAZWq5WgoCAcDgd2u10NrIjI7xzugDocDoKCgrBarcfUThqGwYQJE3jyySe57bbb2L9/Pxs3bsQ0Tbxeb4Xlfg3DwGKx4PF48Pl8mKb5l+WH7du3j1dffZWff/75xB6wiMgf/Nt2UERE/kwZXETk6JTBRaSuUwYXEfkz3XRMRKQGaNKkCV27duWiiy6iZ8+ezJkzB6vVSlRUFFlZWZimCUB5eTnFxcXExMRgt9uJiIggJyfHvx2n00lJSUmFe5vFx8dzxRVX0Lt37//8uERERERERESqG2VwERERkdpJA+MiItWY1+vF6/X6Q7fX66WgoACLxYLdbqdnz5789NNPFBUVYZomu3btIisri+7du2Oz2ejTpw/ffPMNLpcL0zT55ZdfsNvttGnTxr8PwzA0W1RERERERETqPGVwERERkdrthNxjXEREKkdSUhIvvfQSXbp0weFwsG7dOr744guefPJJDMNg3LhxvPXWW9x6662cfPLJvPbaawwfPpx27dphGAYXXXQRkyZN4o477iAhIYGXXnqJCRMmEBcXV9WHJiIiIiIiIlKtKIOLiIiI1G4aGBcRqcaaNm1KYmIiGzdupLy8nLi4ON588026dOmCYRg0bdqU119/nf/973+sW7eOCy64gLFjx/rvMZmYmMjrr7/O0qVL2bBhAzfeeCPnnHMOFosWDBERERERERH5PWVwERERkdpNA+MiItVYvXr1uOKKK/6y3DAMWrduzR133PGX5YmJidx///2VVUURERERERGRWkEZXERERKR203RFERERERERERERERERERGp1TQwLiIiIiIiIiIiIiIiIiIitZqWUhcREREREREREREREanjTNPENE08Hg9erxebzYbdbv/Tc1wuF6ZpYrfbsVgsGIbhL/f5fLjd7qOWu1wuAAICArBYdP2miPx31OKIiIiIiIiIiIiIiIjUcU6nk6effprRo0dz0kknMWfOnArlbreb119/nVGjRnHWWWcxbdo0MjIy/OXl5eXMnz+fs88+m6FDh3L33XeTl5eHaZoAFBcX89hjjzF8+HCGDx/O448/TnFx8X96jCJSt2lgXCqNCfhM8Jlmpf0c/kIVEREREREREREREZF/z+fzYZomo0aNIjIykpycnArlK1eu5P777+fyyy/niSeeYP/+/dx+++04nU5M02TZsmXMmzePadOm8dBDD/Hjjz/yyCOP+K9Ef/HFF3n33Xe58847ufPOO3n33XdZsGABPp+vio5YROoaLaUulabE6eGn5NxK3INBh8bhRDjsf/9UERERERERERERERH5Sw6Hg6lTp+Jyufjkk08qlHm9Xl599VUGDx7M6NGjsVgs3HrrrYwZM4a9e/fSrFkzFi9ezPjx4xkyZAgAN910E9OnT+emm24iJCSEpUuXcuWVV3LaaacBcNVVV/Hss88yefJkwsLC/vPjFZG6p8YMjPt8Pt555x2+/PJLbrjhBhITEwEoLS3lgw8+4IcffiAqKopx48bRsWNHDMPANE2Kiop45513+OWXX2jUqBEXXHABLVq0qHBPC6kcPhNKnN5K3YfXpyvGRURERERETjRlcBEREZG652h9tpKSEnbu3MmVV16J1WoFIC4ujpCQEHbu3En9+vXZs2cPN998s39bHTt2JD8/n4yMDMLDw8nOzqZz587+/XTo0IH8/HwyMzMJCwvzrxCrlWJFpLLUiKXUTdMkKSmJRx55hHfffZe0tDTg0Aylxx57jKeeeorOnTtTVlbGxIkT2bZtGwAul4vZs2fz2muv0aNHD9LS0pg0aRL79u1TwyoiIiIiIiJyBMrgIiIiIvJHbreb0tJSwsPD/Y8FBgYSEBBAYWEhZWVl+Hw+QkJC/APfQUFBWK1WiouLcTqdOJ1OQkND/a8PDg7GMAxKSkr8j61bt44333zzT8u4i4icCDXiivGysjIeffRRxowZw6JFi/yPp6Wl8eqrr/L8888zaNAgnE4nKSkpLFq0iIcffpht27axYsUKli5dSo8ePRg7diwjRozgnXfe8c9aEhGRf6fM5WFvbimVdYrT7fVV2rZFRERE5K8pg4uIiIjIH1mtVgIDAykrK/M/5vF48Hg8OBwOAgICAPz3GzcMA4/Hg9frJSgoCLvdjs1mo7y83P96l8uFaZoEBgb6H0tISKBhw4ZkZGT8dwcnInVGtb9i3OfzsXTpUkzTZMyYMRWW8ti2bRtWq5VOnTphGAaBgYH069ePdevWUVZWxubNmwkNDaVDhw4YhkFISAi9e/fmhx9+8G9Ds9ZFRP4dp8fH/rwy0irpJ6vQWdWHKCIiIlLnKIOLiIiIyJGEhITQrFkztm3bhs/nAyAzM5OioiJatmxJWFgYjRo14rfffgMO9ft2795NaGgosbGx1K9fn3r16rFjxw5/nzA5ORmHw0GDBg2AQ8uvR0ZG0rhxY/9Au4jIiVStrxg3TZOdO3eyePFi5syZQ0hISIXy7OxswsLCcDgcwKFGMzY2loMHD+J2u8nJySEyMhK73e4vj46OZvXq1Xi9Xmw2G+np6Xz88cds2rSJHj16/OfHKCIiIiLyb7g8PorLPZW2fcOA4ACr7gssUocog9dsXtOkxOkBKq/ddgRYsVr0vSAiIlJbmaZJYWEhRUVFOJ1OSktLyczMJCQkhNDQUM4991weeeQRzjvvPJo0acLLL79Mx44dadWqFYGBgZx77rm88cYbDBo0iNDQUBYsWEDv3r1p3LgxVquVQYMGsXjxYnr27AnAK6+8wvDhwysszy4iUpmq9cC40+nkoYce4uyzzyYhIYGMjAxM0/Qvz2G1WvH5fBVmnHu9XqzWQyfwrFYrHo/nT+UWi8V/gq9BgwZMnDjxT4FfRERERKQ6259XRlp+2d8/8V8Kslnp2TIKm1UDICJ1hTJ4zVbi9LJ2z8HKHBenW7N6RIXo6i0REZHayuPxcN999/HFF1+QmZnJ1q1bWblyJVdddRVXXnklo0eP5rfffuPqq6/GYrEQFRXFI4884r9X+OWXX86+ffu48MILsVgsNGvWjEceeQSb7dBQ1PTp05k1axbnn38+AB07dmTatGlYLNV+cWMRqSWq9cD4vn37+PLLL9m/fz+rVq2ivLycAwcO8MADD5CdnU3r1q3Jz8+nsLCQevXqYZomKSkpNGrUiMDAQJo2bUpeXh6lpaUEBATg8/lITU0lLi7O39BardYK9784Vj7TpNztpTJvgOv1aYk5EREREflrlbkisU/LHYvUOdU5g8uxMf3/IyIiIvLP2Ww2Zs6cyXXXXVfh8cjISAzDIDg4mDvvvJNrrrkGt9tNVFSUf1D88PMee+wxsrOz8fl81K9fn6CgIH95w4YNmTdvHjk5OQBER0cTEBCglcpE5D9TrQfGGzVqxMsvv4zL5QLg4MGDbN26lbPOOotTTjmF2NhYIiMj+eyzz7jkkkvIy8vjs88+Y/To0QQGBtK9e3e8Xi8rV65kxIgRpKWl8f3333PLLbccd93KXF7WJR+s1BOGGhcXERERERGR/0p1zuAiIiIiUvkO3yrnaGw2Gw0bNvzLcrvdTuPGjf+yPDAwkCZNmvzrOoqIHI9qPTAeGhrKkCFD/P8+cOAADz30ED179qRDhw6Ypsntt9/OvffeyzfffENmZibR0dFceOGFGIZBs2bNmDZtGvfccw/vvvsuKSkpnHTSSZx99tnHPQPJ5ND9u3QhjYiIiIiIiNQG1TmDi4iIiIiIiByvaj0w/kf16tXjySefpEuXLsCh2UvnnHMOiYmJbNu2jbCwMHr06EF4eDhwaIm2Sy+9lN69e7Nz507q169Pjx49CA4OrsrDEBEREREREan2lMFFRERERESkNqlRA+MOh4Nhw4ZVeMxqtZKQkEBCQsIRX2Oz2UhMTCQxMfG/qKKIiIiIiIhIraAMLiIiIiIiIrWJpaorICIiIiIiIiIiIiIiIiIiUpk0MC4iIiIiIiIiIiIiIiIiIrWaBsZFRERERERERERERERERKRWq1H3GBcRqWtM08Tr9VJeXo7X68Vut+NwODAMw/8cn89HWVkZHo+HoKAgAgIC/lReWlqKz+fD4XBgs9kqlIuIiIiIiIiIMriIiIhIbaeBcRGRauzAgQM88MADJCUl4XK5CAkJ4ZJLLmHcuHHY7XY8Hg9vvPEGixYtory8nBYtWnDXXXfRpk0bDMPA6XSyYMEC3n77bTweDx07duTOO++kSZMmCuYiIiIiIiIiv6MMLiIiIlK7aSl1EZFqrLS0lHbt2vH000/zv//9j0suuYTZs2ezatUqTNNk1apV3H///dx4440sXryYevXqcfPNN1NSUoJpmnzwwQfMmzePu+66i1deeYWioiJmzZqF2+2u6kMTERERERERqVaUwUVERERqNw2Mi4hUY61bt+b666+na9euxMfHM2bMGBo1asSmTZvw+Xy89dZb9OnTh+HDh9OmTRtuvPFGkpKSSEpKwuv18sYbbzBy5EgGDBhAQkICN954I6tXryYlJaWqD01ERERERESkWlEGFxEREandNDAuIlKNGYbhX27NNE1SU1PJzs6mVatWOJ1Otm/fTpcuXbDZDt0ZIzY2lujoaLZv3055eTm7du2ic+fO/m21atUKt9vN/v37/fvweDyUlJTgcrn++wMUERERERERqSb+iwxumuZ/f2AiIiIiAmhgXESkRjBNk4MHDzJr1ix69erFgAED8Hq9lJaWEhoa6n+ezWYjKCiI4uJinE4nHo+H4OBgf7APCAjAbrdTUlLif01aWhr/+9//2LBhw39+XCIiIiIiIiLVTWVm8H379rF48WLWrVv3nx+XiIiISF2ngXERkWrONE3y8/OZPn06LpeLxx9/nODgYKxWKw6Ho0LA9ng8OJ1OQkJCCAgIwGq1Ul5e7p+R7na7cbvdBAcH+1/TrFkzJk+eTM+ePf/zYxMRERERERGpTio7gzds2JBzzjmHxMTE//zYREREROo6DYyLiFRz+fn5TJ06ldzcXObNm0eDBg0wDIPAwEASEhLYunUrXq8XgJycHLKzs2nbti0Oh4OWLVuydetW4FC437NnDzabjSZNmvi3f3gmu4iIiIiIiEhdV9kZPCAggMjISBwOR5Ucn4iIiEhdpoFxEZFqrLCwkGnTprFr1y7uu+8+AgICyM3NpaSkBIvFwnnnncf333/PV199RWpqKvPmzaN169Z07NgRq9XKuHHjWL58OWvXrmXv3r3MmzePk046iRYtWlT1oYmIiIiIiIhUK8rgIiIiIrWbraorICIif23r1q18+eWXhIaGctVVV/kfv/jii7nyyivp378/N998M/feey9er5dGjRrx5JNPEhoaimEYnHfeeaSlpTF16lR8Ph+tW7fmoYceIiAgoAqPSkRERERERKT6UQYXERERqd00MC4iUo2ddNJJ/Pzzz396/PD9yex2O1OmTGH8+PF4PB5CQkIICgryL4/ucDiYPn06U6ZMwev1EhYWRkBAgJZPFxEREREREfkDZXARERGR2k0D4yIi1VhAQACxsbFHfY7FYiEyMvIvy61WK/Xq1TvBNRMRERERERGpXZTBRUTkr/h8Jm6vr9K2bwBWi6HJVCKVTAPjIiIiIlJjmab5l2WHw+Qfn/P7kHmk1yuEioiIiIiIiMjv7csrI72gvNK2H2iz0D2+HjarzkmIVCYNjIuIiIhIjbVz506mT59eYYD71FNPZcaMGVitVsrLy1m2bBkff/wxNpuN0aNHc/bZZ2O32zFNk5KSEt544w2+/vprgoODmTBhAmeccQZWq7UKj0pEREREREREqhOvz8Tr++vJ+SJSM2hgXERERERqrMLCQjZt2sS8efMIDQ0FIDo6GovFgs/nY/HixcybN4+ZM2fidDq5/fbb8Xg8jBkzBtM0efLJJ/n000+ZNm0a6enp3HjjjcydO5f+/fvrynEREREREREREZFaRAPjIiIiIlKjBQQE0KNHDyIiIrDb7VgsFgzDoKioiAULFnD99dczYcIETNMkPT2dF198kZEjR3Lw4EGWLl3Kww8/zIgRI/D5fOzYsYOXX36Zvn37Yrfbq/rQRERERERERERE5ASxVHUFRERERESOR1FRERMnTmTIkCFcd9117NixA9M0SUtLIy8vj27dumEYBhaLhZ49e5Kamkp2djb79u2joKDAX261Wunbty/r16/H6XRW9WGJiIiIiIiIiIjICaQrxkVERESkxmratCmvvPIKzZo1o6ioiLlz53L55Zfz3nvvUVhYiGEYhIWF+Z8fGRmJ0+mkrKyM/Px8HA4HgYGBFcpLS0txOp2EhoZimia//fabfxBdREREREREREREaiYNjIuIiIhIjdWgQQOGDh2KYRiYpkmjRo0YOHAgP//8Mw0aNMA0TTwej//5brcbi8WC1WrFbrfj8XgwTdNf7vF4/OWHORwOIiIiKjwmIiIiIiIiIiIiNYuWUhcRERGRGsswDAzD8P93SEgIQUFBlJaW0qBBAwzDID09HdM0MU2TvXv3Eh4eTmRkJA0bNsTr9ZKVleUv3717N02aNPFfRW4YBvHx8XTv3p3Q0NCqPFQRERERERERERE5DhoYFxEREZEaKzU1ldzcXMrLyykqKuL999+ntLSUxMREYmJi6NmzJ2+88QYFBQXk5uby5ptvcvrppxMZGUl8fDwdOnTgjTfeoLi4mPT0dJYtW8bw4cMrLK8uIiIiIiIiIiIiNZ+WUhcRERGRGuvdd99l2bJlREVFUVJSwsGDB7nnnnto3bo1FouF2bNnc91113Heeefh9XoJDQ3l5ptvxjAMHA4Hd999N9OnT+eXX36htLSUuLg4Lr/8ciwWzR8VERERERERERGpTTQwLiIiIiI11uTJkxk8eDAFBQVYrVbi4+OJiYnxD2y3b9+eZcuWsWvXLiwWCwkJCYSGhvqXX+/VqxfLly8nOTmZgIAAEhIScDgcVXlIIiIiIiIiIiIiUgk0MC4iIiIiNVZoaCgdOnT4y3LDMKhXrx4nn3zyX5bHxMQQExNTWVUUERERERERqRX279/P888/j8vl8j/WuXNnJk2ahMViwev1sm7dOr744gtsNhtDhw6lc+fO/snrbrebH374ge+++46QkBBGjBhBQkKCf/K6iEhlq9ZrRJqmidfrpaysjJKSEsrLyzFN80/PKS8vp6SkBLfb/Y/LRUREpOqYgNc08fh8lfLj9Zn67hcRETlGyuAiIiIicjQZGRksXryYpk2bkpCQQEJCAo0aNQIO9QM//vhjLr/8clwuF3l5eVx44YX88MMPmOah8zNLlizhxhtvxGq1snfvXiZMmMCWLVvUZxSR/0y1vmI8Ly+Pxx57zH/Px9DQUCZOnMj5559PQEAAPp+PTz75hHnz5lFYWEiLFi249dZbad++PYZh4PF4ePvtt1m0aBGlpaV06NCBWbNm0axZM81AEhERqQZ8psmGvXlU1teyxTDo1iwSR0C17vKIiIhUC8rgIiIiIvJ3QkJCuPjii6lXr16Fx0tLS3nyySe5+OKLmT59Oj6fD5/Px9NPP02fPn0oKChg7ty5TJ06lYsvvhi3283ll1/O/PnzeeaZZ7DZdO5GRCpftb5ivLi4mLCwMO68804WLlzIRRddxJ133skXX3yBaZps2bKF6dOnc9555zF//nyioqK44YYbKCwsxDRNvvvuO+655x6mTJnCvHnzcDqdzJgxg/Ly8qo+NBEREfn/nB4f5e7K+vHi06RjERGRY6IMLiIiUruZmOSVusgpdlbKT26xE69CeK1XWFjIDTfcwEUXXcScOXPIycnBNE0OHDjAvn37OP3007FYLFitVs444wy2b99OTk4OqampZGZmctppp2EYBgEBAQwePJhVq1bhdDoB/FeW6wpyEaks1XoKTlxcHLfddhtw6P6PLVu2ZMmSJfz000+cddZZLFu2jDZt2jBp0iTsdjvTpk1jwIABrF+/nv79+/PGG2/Qr18/Ro0ahcViYdq0aYwaNYrt27fTrVu3Kj46ERERERERkepDGVxERKR285mQdKCw0rZvMaBny/qEBFbrYQc5DtHR0cyYMYPWrVuTn5/Pyy+/zDfffMPChQs5ePAghmH4ryQ3DIPY2FhKS0spKioiJyeHoKAgQkND/duLjY0lPz8fp9NJSEgIAKtXr2bbtm1kZWVVyTGKSO1Wra8YNwzD/2OaJtnZ2aSlpdGyZUu8Xi+//vornTt3xm63YxgGUVFRxMXFsXXrVtxuN0lJSXTp0gWLxYJhGDRv3hy73c6ePXv8M458Ph9OpxO3213FRysiIiIiIiJSdZTBRURERORo4uPjmTp1Kueccw4XXXQRc+fO5eeff+aXX37x9yF/f7W3z+f7Ux/z90zT9Jcd1rVrV0aOHElUVNR/dlwiUndU64Hxw0zTpKSkhLvvvpumTZsyYsQIfD4fRUVFhIeH+59ntVoJDg6moKAAl8uF0+kkNDTU36ja7XYCAwMpKiryvyYjI4MlS5bwww8//OfHJSIiIiIiIlLdKIOLiIiIyJH8fhDbMAwaN25MeHg4WVlZxMTEAJCTkwMc6lOmp6cTEhJCeHg4sbGxOJ1O8vPz/dtLS0sjOjqawMBA/zZDQkKIiorSPcdFpFJU+4Fx0zQpKyvjnnvuYdu2bTz33HPUq1cPi8VCcHAwpaWl/uf6fD7Ky8sJCQnBZrNht9spLy/3z0Lyer243W6Cg4P9r2nUqBGTJ09mwIAB//mxiYiIiIiIiFQnyuAiIiIi8lcKCwtxu934fD68Xi8///wz+fn5tGrVioYNG5KQkMCnn36Kx+PB5XKxYsUKunbtSv369YmPjycuLo5PP/0Ur9dLaWkpH3/8Mf379/cPjIuIVLZqP+WmtLSUu+++m3Xr1rFgwQJatWqFYRjYbDYSEhJISkrC6/Vis9koKChg//79tGvXjsDAQFq1akVSUhI+nw+r1cr+/ftxuVzEx8f7t//7JTpERERERERE6jJlcBERERH5Ky+//DKrVq2iRYsW5Ofns3r1aiZPnkynTp2w2+3cdttt3HDDDaSlpeFyufjtt99YsGABFouF8PBwbrnlFu666y6SkpLIzc0lJyeHxx9/HIul2l/DKSK1RLUeGD88S/2rr77ihRdeIDY2loKCAgICAnA4HIwcOZJLL72UL7/8km7durFkyRIiIiI46aSTABgzZgyzZ89m7dq1tGzZkpdeeokWLVrQoUMHhXERqRF8Ph+bNm1izZo17Ny5k169ejFu3Dh/G2aaJikpKSxbtoysrCx69uzJsGHDcDgc/vLt27fz3nvvUVhYyOmnn86ZZ57pvy+kiIiIiMhhyuAiUtcpg4uIHN24ceNo2bIlmZmZ2O12rrrqKjp16kRAQAAAffv25a233mLNmjVYrVbuv/9+4uPj/W3gyJEjad26NevWrSM4OJjTTjuNRo0aqY0Ukf9MtR4Y37VrF//73/9wOBzcdNNN/sZx1KhRTJs2jV69enHLLbdw7733YpomYWFhPPnkk0RHR2MYBkOHDmX37t1MnToVwzCIiYnhiSeeIDQ0tIqPTE6UgyVOnG5vpW0/0G6lXrDCi1Qdt9vN888/z8GDB9m2bRvl5eWMGzfOX56amsqECRPo3LkziYmJPPbYY2zatIk777wTq9XKli1buPjii+nfvz9xcXHMmjWLyy67jGuvvVafaxERERGpQBlcROo6ZXARkaNr0qQJTZo0+ctyi8VCQkICCQkJRyy3Wq106tSJTp06VVYVRUSOqloPjLdt25Yff/zRf3+yw0JCQvxLuV122WWce+65lJeXExYWRmhoqL+jGRQUxM0338wll1yCy+UiIiKC4OBgdURrkZSc0r9/0nGIDg2gXnBkpe5D5GgCAgJ46qmnsNlsXH311RXKTNPk9ddfJzw83H/CsXPnzlx++eVcfPHFNG/enAULFtC+fXseeeQR7HY7TZo04f7772fcuHE0aNCgio5KRERERKojZXARqeuUwUVERERqt2o9MB4QEHDU2UdwaAZSVFTUX5ZbrVaio6NPdNVERP4ThmEQGhqKx+P5U5nT6eTHH3+kb9++/hOSiYmJhISEsGnTJpo0acKaNWu46qqr/Mu29enTh8LCQnbv3u0P5X888SkiIiIidZMyuIjUdcrgIiIiIrVbtR4YFxGRv+bxeMjJyaFhw4b+q3AcDgfh4eFkZWVRWlpKSUmJf2lLgLCwMKxWK3l5ef7tpKam8uWXX7JhwwbOOuusKjkWERERERGp/tLzy8grcVXa9oMDrTQMD9IqA1ItKYOLiIiI1HwaGBcRqcEsFgter9f/b9M08fl8WCwWDMPAMAx8Ph+mafqDuWmaWCwW/2saN27M2LFj8fl8/3n9RURERESk5kgvKK/U7UeHBtAwPKhS9yFyPJTBRURERGo2DYyLiNRQAQEBNGrUiNTUVH/oLi4uJi8vj6ZNmxISEkK9evU4cOCA/zU5OTmYpllheUu73Y7NZiMwMLAqDkNERERERESk2lMGFxEREan5LH//FBERqSqHZ58fnnH++3/b7XbOOOMMVq5cSVZWFl6vlx9++AGALl26YLPZOOOMM/j4448pKirC4/Hw2WefERsbS5s2bar4yERERERERESqF2VwERERkdpNV4yLiFRjpmmycOFCvvnmG9asWYPVauXSSy9l0KBBTJo0iXHjxvHFF18wadIkmjdvzk8//cSMGTNo1KgRhmFwxRVXsHbtWi644AJiY2NZv349d999NxEREVV9aCIiIiIiIiLVijK4iIiISO2mgXERkWouISEBgP79+/sfa926NQBRUVG88sorrF69mry8PK655ho6derkv39ZXFwcr7/+OqtXr6akpITp06fTtm1b/73OREREREREROT/KIOLiIiI1F4aGBcRqcYsFgv9+vWjX79+f/mcyMhIhg0bdsQywzCIiYnhnHPOqawqioiIiIiIiNQKyuAiIiIitZvuMS4iIiIiIiIiIiIiIiIiIrWaBsZFRERERERERERERERERKRW08C4iIiIiIiIiIiIiIiIiIjUahoYFxERERERERERERERERGRWs1W1RUQEREREZHqx+MzSc4pwWIYlbaPmLBAwh32Stu+iIiIiIiIiIjIYRoYFxERERGRP/H6TPbmllbqPoLsFg2Mi4iIiIiIiIjIf0JLqYuIiIiIiIiIiIiIiIiISK2mgXEREREREREREREREREREanVtJS6iIiI1FqmCRkF5QTYKm8uYGigjXohAZW2fRERERERERERERE5fhoYFxERkVrLBJJzSip1H3FRDg2Mi4iIiIiISJ1nmlBc7sHjNSttHwE2C44Aa6VtX0REajcNjIuIiIiIiIiIiIiIyHExgS1pBZW6j7ioYNo2DKvUfYiISO2lgXEREREREREREREREakBKu9qdJGqZJpQ7PRgtRiVto8gmxV7Jd5uUKQm0MC4iIiIiIiIiIiIiIiISBVxeX38kpJXqfto1yicJvUclboPkepOA+MiIiIiIiIiIiIiIiIiVajy10PQigsiWjNBRERERERERERERERERERqNQ2Mi4iIiIiIiIiIiIiIiIhIraaBcRERERERERERERERERERqdV0j3ERERGR41BY5iElp6TStm+xGDSJDMJq0XxGERERERERERERkX9LA+MiR+H2muSXuit1H+EOO1aLUan7EBGRylNQ5qagrPK+K2xWgwbhgVg1Li4iIiIiIiJ1XG6xiy37Cypt+zaLQesGodgVwkVEaiUNjIscRUGZm1/25lXa9g0DeraIIjTIXmn7EBGRms3nMzmQV4atEkN5hMNOuEPfRfLfO1jiwmdW3vbtVoMG4UEYhiYhiojUBD4TXF5fpe7DbrVg0feCiEiNVeryUuryVtr2LQYE2S3K4CIitVStHhg3TROn08mHH37IqlWriIqKYty4cbRt21Ynx6R6qMQTwSJwqB0sLS3lvffeY926dTRs2JBx48bRsmVLtYMiNYTPhN3ZlbdUO0Cr2NA6G8pN0yQ1NZU333yT/fv30717d84991zCwsLUTv4HMgudZBY6K237IYE2YsOD0G9S5L+hDC7HK6/ExY+7cytt+wYG3ZvXIzSwVp8OkyqkDC5S8ymDVy5lcBGparV6PRCv18vjjz/OY489RkJCAnl5eVxwwQVs374d09SIpIjUfm63m7vvvpv58+fToUMH9u7dy8SJE0lNTa3qqomIVDnTNDlw4AAXXnghv/32G506dWLJkiXMmjULl8tV1dUTEalxlMHleJkcuqVZ5f34QJ9FqUTK4CIif00ZXESqg1o9RTYtLY0lS5bw7LPPMmTIEMrLy5k4cSKLFi3i4YcfrurqiQBQ4vJW6oXjdquFILu1Evcg1dnu3btZtmwZr732Gr1796a4uJjRo0ezdOlSZs6cqZmYIlLnvffee3g8Hp588kkiIiLo0aMH48aN47LLLqNbt25qJ0VE/gFlcBGp65TBRUSOThm8amUUlFPs9FTa9gNtVuLrB+v3KNVarR4YT0pKwjAMf4MaFBREv379WL58OW63m4CAgKquotRxJrBlf0GlLu/ZuJ6D9o3CK3EPUp1t3LiR8PBwOnbsiGEYhIaG0qdPH1avXo3X68Vmq9VfAyIif+uHH36gd+/ehIWFAdCuXTsiIiLYtGkT3bp1q+LayXEzTTxeE4tRc68ONAwDi4FOLEiNoAwu1Z0J5BS7KvWEsCPARkQdXR5XlMFFRP6OMnjVyit1k1fqrrTthwTaaFY/WLczk2qtVvfG8vLysNlshIcfGhQ0DIOYmBiKi4spKysjICCAkpISkpOTSU1NJTQ0lKKiomPadpnbS/L+AnxagkuquawgO/t26QTU0YQE2ggLOvbmMDk5mfbt21dijU6cnJwcHA4HISEhwP+1g/n5+TidTmw2G4WFhezdu5d9+/aRlJRERkbGMW272OkhOa0Qs1LXPBCR/4InJ5iiSMcxPz81NZXmzZtXXoX+I6ZpkpmZWWFWus1mo379+mRmZvqfk5aWRnZ2NgcOHGDLli3HPECZmlvKgYKySqu//D2LYbBzu4WanMpDA220jg2ttO27vSa5xZV3n3eAqNAAAqy1+i5eFZimSV5eXp1cOlwZXGqCPTsqd/thQXbqhyiDH40yuDK4SF2nDK4MXlsFWC0UHnDU5AhOgM1ClPpyNco/zeC1emDcYrFgmiY+n8//mNfrxWKx+BtTp9NJRkYGCQkJmKZJenq6/7mmafLRRx8xfPhwLJY/n8hpElg3OqKZGZns2bOH3n16V3VVqlRWVjY7d+7g1FNPreqq/ENOvCUnbms5OTls37advv36nriNVrGiEoPif/Bt3aBBA1q1alV5FTqBrFbr37aD5eXlZGRk0KlTJ95++22GDx+O1Xpsy+83Dao57eC2bdsxjEMzUWsbr9fLik9WMPzs4bXyisLVq1fTulVrYhvEVnVVTriioiJ+WvsTZw48s2orUuoivSz/mJ/eokULmjZtWnn1+Q9ZrVa8Xm+Fx7xeb4V2sKCggKysLPr06XPMJy5N0+SLFZ8y4IwBBAYGntA6/1cyMzLZk7yH3r1rbh9w9+495JYU07lz56quyr+2ef1mMkJDK7XvUZkDjT6vj0VvfsLZZ59dY7+jnE4nX3/9NWedddYxH8OAAQOOuT9VmyiDnxjK4Icogx+iDK4M/nvK4NWDMnjNpQxe9ZTB/1ptyeAbt9XsDL5282bCKjmDVyav18snnyiDH02tHhhv2LAhbreb3NxcQkJCME2T/fv3ExUVRXBwMABRUVEMHDjwiK/3+XykpKQwePDgOnlS47CUlBTq14/irCFDauwf0omQmppKZER4nX8f0tLSCA0JqfPvQ03RuHFjiouLKSgoICYmBp/Px759+2jQoIG/kxgbG8ugQYPw+Xykp6czaNAg7Pbat/RfVL16GIbBKaecUtVVOeHcbjdp+/dz1pAhRzyJXJOZponb5aJLly7Ex8dXdXVOuIMHD+J2udSmVhHDMIiPjyc1NRWfz4fVaqW8vJysrCyaNWvmf07Hjh3p2LHjP9q2aZocOHCAwYMG+fudNU1t6ANu2rSJgoICTjvttKquyr8WEhxMREQEXbp0qeqq/Csej4f9+/cxePDgGvsdVVpaSk5ODkNq8N/Cf0UZ/MSoDe3viaAMfogyeM2iDP5/lMFrJmVwqUzK4EdXG/qAyuBVz+PxsG+fMvjR1Mx35Rh17NiRkJAQvvjiCzweD7m5uXz22WfHHLINw+C8886rsR+eE6VRo0Y1uiE7URo2bMjpp59e1dWocjExMQwYMKCqqyHHqEePHng8Hr777js8Hg8HDhzg22+/ZciQIX9qBw+3ebX1nmeJiYn/uFNdU9hsNs4777wa22n+O6eddhqNGjWq6mpUivDwcIYOHVrV1ajTBg0axKpVq9i/fz8ej4fvv/8et9tNjx49jvtvauTIkQQFBZ2gmv73akMfsE2bNjX+PnXdunWjTZs2VV2Nf81qtXLuuefW6O+ooKAgRo4cWdXVqBGUwU+M2tD+ngjK4Icog9csyuD/Rxm85lIGl8qkDP7XakMfUBm86imD/z3DrMU3PvP5fCxbtowHHniATp06kZGRQWhoKPPnzyc2tvYtBSMi8kc+n49Fixbx7LPP0qVLF/bu3UuTJk2YO3cukZGRVV09EZEqV1RUxE033cSOHTto3bo1GzduZPLkyVx11VV1+mpFEZF/QxlcROo6ZXARkaNTBheRqlarB8bh0Hr6O3bsICkpibCwME455RQiIiKOOlvCNE02bdrE0qVLyc/P57TTTmPUqFE4HI4aPcvi76SkpPDpp5+yefNmgoKCuOuuu4iIiAAOvSf5+fm89dZb/PLLLzRp0oRJkybRsmXLWvWe+Hw+NmzYwOeff87u3bsJCwtjyJAhnHHGGf5lrQoKCnjrrbf4+eefady4MZMmTaJVq1a16n0A2LhxIx9++CH79+/HYrHQu3dvzjnnHMLDwwEoLi5m2bJlrFmzhpiYGC644ALat29f696H2sDr9ZKUlMRvv/1GVFQUJ598MqGhof7flWmaFBYWsnTpUtavX0/jxo2ZOHFirflcv/7666xYsaLClUdTp06la9euVVepf6mgoIAVK1bw888/c/DgQaZPn06HDh385S6Xi08//ZTPPvuMwMBAzj33XHr37l0jgoXP52Pt2rV89913bN++nZ49e3LllVf6P4O//PILzzzzTIXXDB06lPHjx1f7z6lpmmzdupXPPvuMHTt2EBgYyJlnnsmQIUP8M5lLSkp49913Wb16NfXr12f8+PEkJiZW+2OrDUzTpLS0lHXr1pGdnU2bNm1ITEz811fumKbJzp07ef3118nIyOCkk05i3LhxhIeH14jfp8/nY8uWLXz22Wfs3LkTh8PB4MGDGThwIIGBgTXiGH7P4/EwZ84ctm3bxp133kmTJk2qukrHzOPx8OOPP/LRRx9x8OBB4uPjueKKK2rM4KJpmvz666+8/fbb7Nu3j9jYWEaPHs3JJ59cba8GzsnJ4dNPP+WXX36huLiY2bNn07x5c395eXk5H3zwAStXriQsLIyxY8fSo0ePans8VUUZ/NgpgyuD/54yeO2hDK4MrgxetZTBqzdl8IqUwasPZfD/XlVl8Or5bpxAVquV9u3bc9555zF48GAiIyP/NpBv3ryZiy66CIvFwsknn8wzzzzDE088gc/n+w9r/t9bvXo1X331FZmZmXz88cc4nU5/mcvlYubMmSxbtoy+ffuSkZHBhRdeSFpaWhXW+MRzOp3Mnz+f/Px8zjzzTBo3bsyNN97IK6+8Ahy6h9Ctt97KW2+9Rd++fcnOzubCCy9k3759VVzzE2/Pnj3+jmP37t15/vnnmT17Nl6vF6/Xy7333svLL79M7969KSsrY9KkSezcubOqqy1HYLVa6dSpE2PGjOGMM84gLCysQjvocrm49dZbeeeddzj11FPJzMxk0qRJ7N+/vwprfeKsX7+e/Px8zjvvPP9Pw4YNq7pa/0pqaipvvfUWBw8e5JNPPiErK8tf5vP5WLJkCbfffjsdO3YkNjaWKVOm8N1331ET5sB5vV7efvttkpKS2LJlC2vWrKlQ7/379/PLL78wbNgw/++xU6dOVVjjY+f1elm4cCH79+/n9NNPJyEhgdmzZ/PUU09hmiZer5cHH3yQ+fPn07NnT9xuNxdeeCG//fZbVVe9TjAMg5CQEPr378/YsWPp2rXrcQXylJQULrzwQvLy8jj11FNZunQps2fPxu12n+CaVw6Px8NLL71EZmYmAwYMoGXLlsyYMYO5c+dWddX+MdM0+frrr5k/fz4ffvghBQUFVV2lY+bz+Xj11VeZMWMGMTExDBw4EIvFQmFhYVVX7Zjt3r2b888/n5ycHAYNGoTX6+WCCy7gp59+quqq/aUdO3bw7rvvcvDgQT766CPy8vL8ZV6vlzlz5vDoo4/SvXt3HA4Hl1xyCevXr6/CGldPyuDHThlcGfz3lMFrD2VwZXBl8KqlDF69KYNXpAxePSiDV40qy+CmVODxeMwbb7zRHD9+vOl0Ok2fz2d+/PHHZkJCgpmamlrV1atUTqfTdDqd5gcffGC2a9fOzMzM9Jf9/PPPZvPmzc2NGzeaPp/PLCgoMPv27Ws+88wzps/nq8Jan1her9csLCw0vV6v/9/33HOP2b9/f9PpdJobNmwwmzdvbq5fv970+XxmYWGhefrpp5tPPvlkrXofTPPQsR8+Jp/PZ7722mtmp06dzJycHPO3334zW7ZsaX7//femz+czS0tLzeHDh5t33nmn/72TmmP9+vVmixYt/J/r/Px8s3///rXmcz116lTzuuuuM71eb4XPdU3k8XjMsrIyMyUlxWzdurW5cuVKf1leXp7ZrVs385VXXjF9Pp/pdrvNadOmmWPGjDHdbnfVVfoY+Xw+s6yszHQ6neY111xjXnTRRRXak+XLl5unnnqqWVBQ4P891pTf5eHvC4/H46/3888/b3bp0sUsKioy9+zZY7Zo0cL8+uuv/W3qqFGjzNtuu01tag3j8/nMRx55xBwwYIBZXFxs+nw+c926dWarVq3MTZs2VXX1jskfP69er9d88sknzZNPPtksKSmp6uodM5/PZ2ZmZppDhw41n3zySbNly5bmr7/+WtXVOmapqalmp06dzK+++sr0eDw1rt0zTdN8++23zXbt2plZWVmmaZpmYWGh2bNnT3POnDlVXLO/5na7zbKyMnPr1q3+vtFh6enpZrt27cz33nvP9Pl8ptPpNC+77DJzypQppsfjqcJa13zK4MrgyuCHKIPXHcrgNYcyuDK4VG/K4NWHMnjVUwY/drX+ivF/yuVysXbtWk4//XTsdjuGYdC9e3dcLhe7du2q6upVqoCAAAICAo5YtmHDBho0aOBftu3wkng//vgjXq/3P65p5bFYLISFhfmXYjBNk7KyMhwOBxaLhY0bNxITE+Nf3io0NJSePXuyZs0aPB5PFdf+xLJYLJSUlJCUlMTq1av54IMP6NSpE6GhoSQlJREYGEiHDh0wDIOgoCD69u3L2rVra8xsPPk/GzZsIDo6mjZt2mAYBuHh4ZxyyimsWbOmVvx9G4bBV199xYgRI5gwYQJvvPEG5eXlVV2tf8VqtRIUFHTEq65SU1PJz8/nlFNOwTAMrFYr/fr1Y/v27RVm21VXh9uSo80STklJYcKECYwePZrHH3+c3NzcGjET//D3ptVq9f/uysrKCAoKwmq1kpSURFBQEB07dqzQpq5bt67GflbrKp/Px6pVq+jTpw/BwcEYhkG7du0ICQlhy5YtNfbzWlpaisPhqBFLQh7m9Xp57rnn6NatG6eeempVV+cfW7t2LQCbN29m7NixjBkzhldffRWXy1XFNTt2CQkJeL1eli5dyi+//MI777yDYRjV+vdhs9n+8nt2165duFwuunXrhmEY2O12TjvtNDZu3EhxcXEV1Lb2UAZXBlcGP0QZvO5QBq85lMGVwaV6UwavPpTBq54y+D/Y73G9uhbyer3k5ORUuG9AYGAgYWFh5OTkVGHNqlZWVhZRUVEVOkuxsbFs3ry51i5vZ5om69at49133+XBBx/EarWSlZVFvXr1/Pc6g0Pvw7p162rl+7Bjxw5mzpxJTk4OgYGBzJ8/n4CAALKzs4mMjPzT+5CdnV0r34faLicnh+DgYBwOB3CoQxYdHc2GDRtwu93/ejmj6uKss87itNNOIyYmhk2bNnHPPfdw8OBBrr322mp7f5V/Iy8vD5vNRmhoKPB/v8eSkhLKysqquHbHLyEhgccee4zmzZuTnp7OE088wdatW5k/f77/HmE1gWmabNu2jYULF3L99dcTFBREdnY2YWFhBAYGAod+d7GxseTm5ta6E751QXZ2NjExMf5/22w26tWrR3Z2dhXW6t8xTZMtW7bw+uuvc8stt/zl4E11Y5omq1atYs2aNSxZsoSMjIyqrtI/tm/fPnbv3s2PP/7Iddddx759+7jvvvuw2WxMmDChRtxnrkOHDtx888089dRTvPHGG+Tk5DBp0iTatWtX1VX7V3Jzc3E4HAQHBwOH2uqYmBgKCgoqLH8t/5wy+JEpgyuDK4PXXsrgtYMyeM2gDF77KYNXPWXw6kEZ/NjV7J5WJTAMA5vNVuFL0Pz/9x6p6R3T42Gz2f40a9Xj8dTa98T8//e5u+GGG7jkkksYMWKE/7Ph9XorzDY7/D7UhMbxn+ratSsrVqygoKCAefPmceutt/Lmm2/WufehtrPZbJimWeH36fV6sVgsteL3eeaZZwKH2veePXtSXl7O66+/zkUXXUREREQV1+7EsVqtmKZZ4cSYx+OpNb/Hdu3a0a5dOwzDwDRNGjZsyJgxY0hJSakxHTzTNNm1axdXX301Q4cO5cILL/R/t/h8PrWptcQf+0w1tR9pmibbt2/nmmuu4bzzzuP888+vMZ/H3NxcHnzwQa666iqioqJITU3FNE1cLhder7dGzLq3WCzY7XZmzZpFp06dME2TrVu38s4773Deeef5T+JVZ2vXruXVV19l8eLFdOnShV27dnHZZZfRvHlzLrroohrzeTrscFv9x+9Zq9Vaq07yVwVl8CNTBlcGVwavvZTBawdl8OpPGbxuUAavesrg1YMy+LFTgv8Dq9VKXFwcycnJ/scKCwspLCykSZMmVVizqnV4duDvl5NJSUmhWbNmNaJh+ycOz8y68sorGTFiBDfffLN/dlbz5s3JyMio8D4kJyfTrFmzWnlC7PAXQnR0NOPGjWPDhg2kpaXRrFkzcnJyKC0t9T/38PtQ2z4PdUHTpk3Jz8+nsLAQOLQM0d69e2ncuHGNmZl4NIZh+L/4DcMgLi6OoqKiWrfkYMOGDfF4PP4rq0zTZN++fURGRhIeHl7FtTt+v/89AjRq1Aiv11uhHarOTNNkz549TJkyhR49enDXXXf5rxCJi4vj4MGD/mWATNMkOTmZJk2a1Iq/wbrEMAzi4+NJTk72n2QpKysjOzubuLi4Kq7dsTNNkx07djBlyhROO+00brvtthp1VcjmzZvZsGEDCxYsYMyYMcycOZPMzEymTp3KF198UdXVOybx8fGEhoYSERHhb/9iY2MpLi6uMUusfvLJJzRq1IgePXoQHBxMp06d6Nq1Kz/88EONvLqxcePGlJSUkJ+fDxz6O9m7dy+xsbH+9lz+HWXwI1MGVwZXBq+9lMFrB2Xw6k0ZvG5QBq8elMGrB2XwY1f7UsRxCggIYPDgwXzyySfk5OTgcrn44IMPaNy4MW3atKnq6lUqn8/nn8VjmiZutxu3241pmpx00kk4nU6+/fZb3G43e/bsYc2aNQwaNKhWhdHDM4GuuOIKhgwZwtSpUyvMzO7evTsej4eVK1fidrtJTk5m9erVDBo0qFaFUZ/PR0ZGBk6nE4/HQ3l5Od9//z3h4eGEh4fTsWNHQkND+eyzz3C5XBw4cICvvvqKwYMH17jZeAKnnHIK5eXl/r/v5ORkVq1axVlnnVXj/77dbjcZGRm4XC48Hg95eXm89957tG/fnrCwsKqu3j92uG32eDyYponH48HtduPz+WjSpAnt2rVj+fLllJeXU1hYyPLly+nbt2+NCOWHZ/S6XC7/bMDDx+rz+cjMzKS8vNzfJi1fvpyoqCgaNWpU1VX/W6Zpsnv3biZPnkznzp256667CAwM9H+3dOjQgbCwMD799FNcLhfp6el88cUXDBo0SKG8hjEMgyFDhvDdd9+xb98+3G43X375JVar1X9PpOrucCCfPHkyvXr14rbbbiMgIOBPV6lVZ507d+bVV1/lpptu4tprr2Xs2LGEh4czfvx4OnToUNXVOyYnnXQSYWFhrFq1CpfLRX5+Pt999x2dOnWqETPVAWJiYti9ezfp6el4PB6ys7PZvn07TZs2rbZ/C3/1PWuaJi1btiQuLo4PP/wQp9NJbm4uH330EWeccYZ/aTf5d5TBlcGVwZXB6xpl8JpDGVwZXKo3ZfDqQRm8elAGP3aGWVP+uv5DWVlZXH311eTl5REdHc2uXbu45557OPvss6vtB+hE2LBhA/fffz8HDhxg69at9OvXjxYtWvDQQw8RGhrKggULeOGFF2jXrh179+6lS5cuPPbYY/576dQGpaWljB49ml9++YWzzjrLPzOrcePG3HLLLTgcDl555RXmzp1Lu3btSE1NJTExkSeeeKJWvQ/l5eVce+21ZGdnExUVxcGDB9m7dy833XQTF198MYZh8Oabb/LII4/Qtm1bDhw4QLNmzZgzZw6RkZFVXX35h3w+HwsXLmTOnDn+z3XHjh158skna/znOi8vj8suuwyLxUJYWJh/Bulzzz1Hly5dqrp6/1hubi4zZ85k//79rFq1im7dutGkSRPuuOMOOnTowI8//sgNN9xA06ZNKS8vx+12s2DBApo3b17tv798Ph+vvPIKH330EZs3b8bj8dC9e3cGDRrEFVdcwR133MGWLVuIjY0lJyeHffv2cfvttzNmzJhqf2xut5sLL7yQFStWMGzYMEJCQgCIioritttuIzIykmXLlvHAAw+QkJBAZmYmDRs25PnnnycqKqqKay//VGFhIVOnTmX79u3ExcWxfft2brzxRi666KIacaLT5XJx/vnn88033zB06FB/2IiJieG2226rESf5/mj9+vWMHTuWDz/8sMaEcp/Px9KlS3nsscdo27Ytubm5ALz44ou0aNGiimt3bNLS0pg8eTL5+fm0adOGlJQUAgMDq/UxpKWlceutt5Kens6aNWs45ZRTaNKkCffddx/Nmzfnyy+/5JZbbqFly5bk5+fjcDh48cUXa8QJ4upOGVwZXBlcGbwuUQavOZTBlcGl+lMGr36UwauGMvix08D4EZimSVFRERs2bKCkpIR27drRvHnzGtGQHo/MzExWr15dYSZSaGgop59+OoGBgXg8Hnbs2MGePXuoX78+Xbt2rXXLBno8Hr799lsKCgoqPB4eHs5pp51GQEAAHo+HnTt3snv3burXr0+XLl1q3VUipmmSkZHBb7/9RkFBAcHBwbRt25YmTZr4Z+V7vV52797Nzp07iYiIoGvXroSEhFT7zrEcmdfr5bfffvP/fXfp0gWHw1Hjf58+n4+UlBT27NlDaWkp9erVIzExkcjIyBp5bGVlZXzzzTeUlZX5H7PZbPTp04fo6GhM0yQtLY2tW7dit9vp2rUrUVFRNeJYD99Xcvfu3RUeb968OV27diU7O5vffvvN3wlq3749jRs3rhHfzT6fjx9++MG/xN5hDoeD/v3743A48Hq9JCcn89tvvxEeHk7Xrl0JDQ2tEb87qcg0TcrKytiwYQN5eXm0bt2aNm3a1Jir2rxeL99//z0HDx6s8HhISAinn356jVrO7bD8/HzWrl1L7969a9RJBa/Xy549e9ixYwfBwcF07dq1Rn1/maZJYWEhW7ZsITc3l8jISLp06eJfmq46Kioq4ttvv8Xlcvkfs9vt9OvXj8jISHw+H6mpqSQlJfl/J9X5eGoSZXBlcGVwZfC6Rhm8ZlAGVwaX6k8ZvPpRBq8ayuDHTgPjIiIiIiIiIiIiIiIiIiJSq1X/KV4iIiIiIiIiIiIiIiIiIiLHQQPjIiIiIiIiIiIiIiIiIiJSq2lgXEREREREREREREREREREajVbVVdA5O+43W7ef/99CgsL6datG127dsUwDH95bm4uH330EV27dqVLly5VWFMRqSt8Ph/ffPMNKSkpxMXFMXDgwArtktPp5P3336d+/fqcccYZFcpERGoL0zT5+eef2bJlC/Xr12fYsGHY7XZ/udfrZcWKFXi9Xs4++2ysVmsV1lZERI6VMriIVDfK4CIiyuAiJ4quGJdqLz09nRtvvJHLL7+chx9+GLfbXaF8zZo1XHXVVWzatKmKaigidU1ZWRl33303l19+OTfddBN5eXkVyvfu3ct1113HBx98UEU1FBGpfF6vl2effZbLL7+cK6+8ktTUVEzT9Jfn5+czY8YMXn75ZXw+XxXWVERE/gllcBGpbpTBRUSUwUVOFA2MS7WXmppKbm4ucXFxrF69mszMTH+ZaZps2bIFi8VCx44dq7CWIlKXFBQUsGfPHho1akRqaipbtmzxl5mmSXJyMgUFBXTt2rXqKikiUslcLhe//vor9evXp6ysjO+//75CeWZmJgcOHKBTp06aqS4iUoMog4tIdaMMLiKiDC5yomhgXKq9bdu2YbFYuPzyyyksLGTNmjX+mVAej4dff/2VmJgYGjduXMU1FZG6Yu/eveTn5zNhwgTq16/Pp59+WmGG5q+//ordbichIaEKaykiUrkOh+5hw4aRkJDAJ598UmFW+o4dO3A6nXTs2FHLWYqI1CDK4CJS3SiDi4gog4ucKBoYl2rNNE02bNhAWFgYo0aNIj4+vkKD73Q6+fXXX2nevDn16tWr4tqKSF1gmiZJSUl4PB4GDhxInz59+OqrrygsLPQ/Z8OGDURGRtKiRQt1REWkVjJNk5SUFAoKCujTpw+DBw9m7dq1pKen+8s3bdqE3W6nffv2agtFRGoIZXARqW6UwUVElMFFTiQNjEu1Vl5ezvbt24mLi6NFixYMGDCAH374gZycHACysrI4cOAA7du3JzAwsIprKyJ1gWmabN26ldDQUNq0acPQoUPZsWMH27dvB6C0tJQdO3YQHx+vk4UiUqtt27YNwzBo3749gwYNIi8vj7Vr1wLgdrtJSkoiNjaWJk2aVHFNRUTkWCmDi0h1owwuInKIMrjIiaGBcanWDt9DqF27djgcDoYMGUJWVhYbNmzANE327NlDYWFhhXsIuVwu1qxZQ3FxcdVV/Ajy8/NZu3Ytbre7qqsiIsfB4/GwZcsWmjRpQmxsLH369MHhcPDVV19hmia5ubmkpqbSsWNHAgICjnt/pmmyefNm9u3bdwJqf+KZpsnGjRs5cOBAVVelAtM0+e2339i1a1eFJfZE5MTZsGEDERERNG/enE6dOhEfH8+KFSvweDz+gZWWLVsSHh5e1VU94U5Uv27nzp3s2LHjBNXqxDBNkwMHDrBp06YKy/KJSN2gDC4i1Y0yeEXK4CJ1lzK4MricGBoYl2otLS2NnJwcEhMTsdls9OjRgwYNGvDxxx9jmibbtm0DqLA8SFpaGlOmTPHPaK8uVq5cyZ133onH46nqqojIcSgsLGTPnj20bt2a0NBQmjVrRvfu3fn0008pLy/33/ssMTERi+X4v2Y9Hg8PP/wwmzdvPgG1P/GcTic33HADmzZtquqqVODxeLj33nv58ssvq7oqIrXS4dDdtGlTYmJiqFevHqeffjrfffcdBw8eJCsri7S0tGp5ReHhk53vv//+vz5pt3LlSu666y68Xu+/rofX6+Whhx7io48++tfbqCyLFi1iwYIFOqkpUgcpg4tIdaMMXpEyuEjdpAyuDC4njgbGpdo6fA8hr9dLp06dMAyD+vXr07dvX7799lvy8/PZuHEj9erVIz4+3v+6nTt3EhkZSUxMDB6PB6/X629QTNPE5/Ph9XqPWOb1eiuUm6bpf43H48Hj8eDz+f70msOP/7H+vy/bsmULCQkJBAUF+bd7eJuH//37Oh5pfyJS9fbt20dubi5dunTBMAxsNhtnnXUWSUlJ7N69m61bt2IYBomJif6ThYfbld//nf/+b/9w2e/bjMPPtVqtzJs3j8GDB/tfe7iNOLzdw88//N+HHWm/h1/7+8ePR2ZmJgUFBbRp0+aI2/27NvTw++D1ev2v/f178U/qf3h7Xq8Xp9PJnj17aN++/d++9kj7U7srcnQHDx5k7969/itzLBYLQ4cOJT09nV9++YWdO3dSUlJC165d/W3hv/mb/2Pf7I/9or9qO4/W9ni9XpYuXcq3335boeyvtnWk/WzevJmEhITjOuFQWlrKzp076dy5c4W+5+/3+W/az9+/5vBjR+p7/t7vj880TbZs2eI/uXys7af6rSI1nzK42jKR6kgZvCJlcJG6SRlcGfyPr1O/9d+zVXUFRP6KaR66h1BgYCBt2rQBDnVOhw8fzrJly/jpp59ISkryL6X0+9dERkbyzDPPsHr1aqKiopg9ezYJCQmUlZUxb948fvzxRwoKCoiLi2PmzJkkJCTgdru5+uqr6dKlC9u3byc3N5fnnnuOkpISXnnlFTZu3IjP52PIkCFcffXVeDwe3nnnHT766CMKCgro1asXN910E5GRkfh8PlatWsWCBQvIy8tj0KBBrF+/npEjR2IYBpmZmbz88susXbsWj8fD2WefzWWXXUZAQAC7du3ihRdeYNu2bVgsFk4++WRmzpyJw+Goyl+HiPx/u3btoqysjE6dOvkfGzBgAHfffTdffvklO3bsICQkhJYtW/rL3333XdavX8+9996LzWYjPT2d66+/njlz5hAcHMyUKVM466yzWLt2Lbt37+aMM87g5ptvJigoiKSkJB555BHmzp2LzWZj8+bNzJs3j9TUVLp06QJAmzZtmDhxIjNnzmTYsGEMGTIE0zT56KOPWLlyJU888QQAe/fu5aWXXmLjxo1YLBYmTJjA2LFjsdn+fXcgNTUVgE8++cTfwb3xxhsZMGAAhmGwY8cO5s2bx65du/B4PAwYMIDrrruOkJAQtm3bxp133smZZ57JypUr6d69OzfffDPff/89S5cuZf/+/YSHh3PTTTfRu3dv9u/fz4IFC9iwYQM2m40LL7yQc845B6vVSklJCa+++iqffPIJoaGhDBs2jLKyMlq0aIFpmvz8888sWrSI5ORk6tWrx3XXXUfv3r3x+XysWLGCpUuXkp2dTVhYGJdeeinDhg371++JSF3w+ysKrVYrAD169CA2NpYVK1b4B0wOnxgD2LNnDzNmzGDIkCF88803tGnThlmzZlX4m2/SpAnTp0+nffv2lJeXc8UVV9CxY0eSkpJIT0+nb9++TJ8+ndDQUIqKinjttdf46quvKC4u5tRTT+WGG24gPDycoqIinnvuOdavX09RURGtWrXi1ltvpVmzZjz22GO8/PLLREVFsXnzZqZMmcLIkSNZvnw5H3zwAbm5uXTs2JEZM2bQsGFDTNPkhx9+YMGCBeTn5zN48GA2bNjAOeec4z/h8G/k5eWRm5tLUlISixcvJicnhwsuuIAJEyZgs9nIzs7m2Wef5ddff6WkpITExERuvfVWYmNjOXjwIFdeeSWDBg1i9erVhISE8Pjjj7Njxw4WLlzIzp07CQgI4IILLmDs2LEUFBSwcOFCvvvuO1wuF2effTaXXnopQUFBeDwe3n//fZYuXYrP52PEiBEkJydz7bXXAoe+915++WW2bNmC3W7n4osvZuTIkVgsFtatW8dLL71EamoqgYGBDBs2jMmTJ/s/EyJSsyiDK4OLVEfK4BUpg4vUTcrgyuDK4CeOBsal2vJ4PGzdupUmTZoQHR0NgGEYnHLKKURERLB06VL27dvHwIEDsdvtAP7ZQ8nJyVx88cWcffbZPPzww9xzzz0sWbIEj8dD69atGThwIIZh8Pzzz/PYY4+xYMECcnJyWLlyJXl5eUydOpXo6GiKi4u54oor6Nu3L/fffz9ut5vs7Gx8Ph9PPPEEP/30E9OnT8fhcHDbbbcRHBzM9OnTWbt2LTNnzuS6666jc+fOvPDCC6xZs4ZbbrmF/Px8br75Ztq0acPdd9/NwYMHmTVrFq1bt6Zv377MmDGDk08+mUcffRSPx0NmZuZxdZhF5MQxzUNL/4SEhNCqVSt/Z6xFixYkJiby4YcfUlpaSnx8PFFRUf7XfP/990RFRfk7KXv27GH//v0EBQWxd+9evvvuOxo0aMDkyZNJT09n2rRpDB8+nM6dO7N+/XpKSkpwOBzs3r2b66+/nvHjx3PdddfxzjvvMGfOHF544QXKyspYtWoVEydO9O939erV2Gw2DMMgPT2dG264gf79+/PQQw+RkpLCXXfdRbt27ejWrZv/Ncfi953QrVu3kpmZiWma3HPPPbz33nvMmDGDzz//nPr16+PxeBg2bBhxcXFkZmYyY8YMEhMTGT58OBs2bOCbb76ha9eu3HHHHURGRvLBBx/w1FNPceONN9K5c2dSU1OJiIggKyuLK6+8kh49enD//fezfft2br/9dhISEmjfvj1PPfUUP//8M7fccgter5eZM2cSEhJCTEwMa9as4e6772by5Mlce+21fP3119xyyy188MEHpKSkcN9993H77bfTpk0bMjMzqVev3gn7zIjURqZp8uuvvwLQoUMHf5sQExNDnz59WLlyJa1atSI6OpqmTZv6X7dlyxa+/fZbOnbsyK233kpERASffvopL774Itdccw3Nmzfn7bffZvbs2bzxxhukp6ezcuVKnE4n06ZNo7i4mOuuu47ExERGjBjBPffcQ0lJCTNmzMAwDO6++26ioqK45pprcLvdJCYmMnLkSDweD48//jhz5szh0Ucf5dxzz+X111/nwQcfJDExkaioKObNm8fatWu5+uqriYiI4Nlnn+WJJ57gkUceYe3atdxyyy1cf/31dOrUiXnz5rFmzRpuvfXWP70vf+f37eeuXbvIysoiIyODadOmsXHjRu655x569OhBhw4dcLvd9OzZkwkTJlBaWso999zDq6++yrRp09i9ezfffvstDRo04IYbbiAiIoItW7Zw4403ctFFFzFlyhQOHjyIYRj+98g0TWbNmkVRURFTp06lcePGjBw5kmXLlvH8889zyy230KBBA+6//36ysrJo3rw5KSkp3HjjjQwbNoxJkybx22+/cd9999G+fXsiIyOZOnUql19+OTfffDOFhYW4XK7jOlEhIlVLGVwZXKS6UQY/RBlcpG5TBlcGVwY/sdTTl2qrpKSEHTt20K5dOyIiIvyPN27cmJNPPpl3333XP2P0cEfX5XKxfft2brzxRs477zwAJk2a5L+vmN1uJyoqih9//JGSkhJKS0spKirCNE3S0tIAeOCBB2jXrh2maTJ9+nQSEhKYNWsWAQEB/jps27aNt99+m6VLl9KuXTsARo4cyffff09ZWRmPPfYYEydO5IILLgDgvPPO48svv6RZs2a8/fbbJCUl0b9/fzZu3AiAw+Hgt99+46STTuLAgQPY7XYiIyOJjY31z0YVkarn9XrZvHkz0dHRxMXF+R8PDg5m8ODBPPjgg3g8HkaPHk1oaCjwf/cAuuaaazAMA9M02bhxI82bNycsLIzdu3fTsGFD7rjjDqKjo8nJySE0NBSfz+c/0Xh4NuicOXPo06cPU6ZMwWq1YrFYWLJkCW3btiUtLQ2fz0ezZs2AQyc2N2/ezMSJEzFNkxdffJG8vDzCw8P5+eef/Z3H5ORkfyj3+XwsXLjQ3x7+UdeuXRkxYkSF5ek2btzI6NGjueaaa7DZbISGhrJkyRLy8/OJioqifv367Nixgy+//BKn04nX66WgoMB/guOMM85g+vTpBAYGkpWVxaOPPsq9997LWWedhWEY/vb4ySefJDIyktmzZxMYGEjr1q2ZP38+SUlJWCwW3nnnHZYuXUrbtm2BQ7NmnU4nPp+PBx54gMaNG1NaWspPP/2EaZpkZWWRm5tLVlYWpaWlBAYG0qBBAxISEtShFPkbh5f5CgoKIiEhwf/44aXc3nvvPfbs2UOnTp3+dEVhr169uO2223A4HOTl5fHAAw/Qt29fsrOzyc7OJigoiOTkZEpKSkhJSSEsLIzHHnuM+Ph4TNOkR48e7Ny5k1WrVrF8+XKuv/56kpKSAAgPD/f/d2BgIGFhYaxatYrS0lKcTicHDx4EDvUXbTYbvXv3JiYmhh07djB37lwuueQS9uzZU2FbpaWlPPbYY0yaNIkJEyYAh/p1X3/9tb+9PezDDz9kw4YNR3zP4uLimDRpkr8/eXi54s6dOzNr1iz/yd65c+eyb98+2rdvT0hICAEBAXz77beUl5fj8Xg4ePAgpmmyY8cO4uPjuffee4mKisLpdDJ16lTOP/98rrrqKv/yawAff/wx27Zt4/333ycqKgqfz0fPnj355ZdfOPXUU3nqqae47777GDhwIABDhgwhNzeXiIgI7rrrLtxuNw6Hg3Xr1uHz+XC73aSmpmIYBrm5uQQEBFC/fn3atGmjWeoiNZwyuDK4SHWjDK4MLiLK4MrgyuAnmu4xLtXW/v37yc3NpXPnzlgs//dRtVqtDBs2jNLSUqxWa4VZUpmZmZSVlflnowMUFRVRv359nE4nM2bM4OGHHyY9PR2A3bt306ZNGwzD4Ndff6VTp060bNkSwzAoLCxk1apVjB07lsDAQAzD8P/89NNPxMfH+597eD/R0dFkZmaya9cuBg0a5C8rKCigcePGRERE8OWXX/o70CkpKaSkpNC/f3/69etHREQEDz74IJs3b2b8+PFMmTLFv0SSiFS9wsJCkpOTadu2bYWlFQ3DYNCgQcChzl6XLl387VZhYSEZGRn+juvhIHs4aG/ZsoVevXoRFRXlX+bR6/XSpEkTXC4X27Zto0uXLhQWFrJmzRqGDRvmn4FeVlZGZGQkTZo0YefOnURHR/tnyRcWFpKWlkabNm0oLS3lm2++oW3btuzbt4+UlBT27t3L6NGj/3Tiz2az/eXPHztbZWVl7Nixg5EjR2K32/11CgoKwuFwkJSUxAUXXMBHH31EaWkppaWl5OTk0Lx5c5xOJ0lJSYwYMYKgoCAMw2Dz5s1YrVZOPfVUf/tpGAYul4tvv/2WoUOH+p/r8XhwOp1ER0ezZs0aWrRoQYsWLfwnPgoKCkhMTCQjI4Ndu3bRsGFDf5ubm5vLlVdeSWxsLKeeeiqTJ0/m6aef5pxzzuGpp57SbEuRv3G4bYqLi6N+/fr+xw3DoE+fPkRERFBaWkpiYqL/irvDVyEOHz4ch8OBYRhs376dgoICQkND/X+f5eXlXHXVVYSGhrJ161ZOPvlkmjRpgmEY+Hw+CgsLiY2N5ZtvvqFZs2YcPHjQ/9q2bdsyevRoCgoKuO6663j22WfJysrC5/Oxe/dufzu8e/duGjRo4D95+uOPPxIWFobL5fJvKyIigksuuYTs7Gx27979p35do0aNKhw7HDopcazt5+GTrmeddRYhISH+ds3n8xEZGUl2djaXX345r7zyCnl5eXg8HpKTk/3HsHnzZgYMGEC9evUwDIP9+/eTnJzMiBEj/N8/h+v77bff0rt3b/9zTdOkuLiYmJgYtm/fjtfr5eSTT/Y/Py8vj4SEBLxeL6tWraJNmzakpqaSkpJCamoq48ePp127drRs2ZI777yTZcuWce6553LLLbdQUFCg9lOkBlMGVwYXqW6UwZXBRUQZXBlcGfxE0xXjUm3FxcXx3nvv0apVqz+VnXfeef4wfXiWJUBKSgoHDx7EbrdjmiZlZWW89957DB8+nKSkJL777ju++OILYmNjycjI4NVXX/V3SDdt2kTnzp39s4hcLhelpaU4HA5M0/Q3YgClpaXYbDb/TKDc3Fy++OILbrzxRpxOJ06nE5vNhmmaOJ1O3nrrLdq1a4fVaqWwsJDzzz+fiy66yL9Nn8+H1WrF5/Nx5pln0r9/f/bv38+kSZP48ssvueyyy/6Dd1xE/k5ISAgvvPACUVFRBAYGVijr3LkzX3zxBU6n038VC0BGRgYWi4X69etjmib79u3jhx9+4JxzzvHP2B44cKC/E7Vjxw4aN25MaGgoJSUlHDhwgDZt2uB0OikpKSEgIADTNPF4PCxbtoy4uDiCg4PZuXMn8fHxWK1WTNNk5cqVlJeX07x5czweDyUlJZx//vn+2Yi/b3sOs1gsXHzxxcf8fhQUFLB7924CAwMxTROv18vy5cs5+eSTiYmJ4ZlnnqF9+/Y8/fTTWK1WPvzwQwIDA2nZsiWlpaXs37+fDh06+LdXWFjo78AeruPh/y8rK/MfO8BPP/2Ex+MhMTGR9evXY7Va/W3qb7/9xo8//sill15KaWkpdrud66+/niZNmvi3Z5qmvw2/4YYbuOqqq/jiiy+YNm0aY8eO/dMsVBH5P3a7nfvuuw+r1Up4eHiFsqZNm/L+++9TVFREfHy8v21zOp3s2bOHa665xv/coqIiIiMjmTFjBmFhYcChsHp4EGTDhg0EBgb6/1Y3b95MWloa/fr1Y9OmTZx00knceeed/n14vV6sViufffYZSUlJfP7550RERJCcnMxLL73k7/Nt3ryZdu3a+dvxgoICWrVqxe23315haeDDJw6cTqe/bS0vL+ett96iffv2f1pmd/jw4QwfPvyY3sPDVxR17NgRONQuff3110RERNCuXTs++OADCgsLef/993E4HGzatIl58+aRmJiI1+tl69atTJw40R+AS0tL8Xg8/vb490pLS/1XfpqmyZ49e9i2bRszZswgLS2tQnuYk5PDBx98wMSJE3G73ZSXl3PhhRfSq1cv/+sPP9/n8zF+/HjGjBnD1q1bmTBhAqNGjaJfv37H9B6ISPWjDK4MLlLdKINXpAwuUjcpgyuDK4OfWBoYl2orMjKS008//U+PG4ZBvXr1jli2detWTNNk3rx5DBw4kA8//BCXy8XEiRNJTU2lrKyMTz75hNjYWJYtW0Z6ejpt27b1L7N0xRVX+Bu3yMhIunbtyuOPP85VV12F2+0mMzOTCy+8kN69ezNv3jxee+01GjVqxKuvvkq7du0YPHgwbrebqKgonn76aUaNGsUXX3zBp59+ygMPPEBgYCD9+/dn7ty5hIaGEhsby86dOwkLC+Occ87hhRdeIDIykhYtWrBt2zZcLleFkw4iUrUCAwPp06fPEcuCgoKOWBYUFERhYSFvv/02jRs35v3336egoICWLVtSWFjIvn376Ny5c4Ul3tq3b09QUBDbtm3DarXSpEkTQkJCaN26NXPnzvUvR/bGG28wfvx4/3JFv/zyCx9//DGZmZm8+uqrNGnShPDwcGw2G3369OHhhx+mvLycsLAwkpKSaN26NYMHD/bX9Z/OMNyzZw9ut5vFixcDsGHDBj755BPmz5+P3W4nLCyMH3/8ka+//pq0tDReeeUVmjVrRnh4ODt27MAwjArht1OnTuTl5fHMM89w6qmnkpqaSosWLejVqxcDBgxg4cKF1KtXj/T0dF566SVuvvlmYmJi6NatG3PnzuX1118nKiqKF198keLiYlq1akVkZCQxMTHcddddTJw40d8RPvvss3E4HCxcuJCTTjqJ4OBgPv/8czp37vynGagiUpHVauWkk046YpnNZjti2YEDB3C5XBWu9Gvfvj0ul4sHHniAYcOGUVJSwtatW7nwwgsJCwtj586duFwu3nnnHex2O3PnzuXyyy+nVatWnHbaadxxxx20bduWhIQE9u/fT2FhIZdddpl/ibgVK1YQEhLC//73P4qLi/37drlc7N27l9WrV9OyZUt69uzJc889x7PPPkvPnj3JyckhOTmZKVOm0KhRI+rVq+fv133++ed89tlnPPjggxWupoR/1oZmZWWRnZ3Np59+Stu2bcnKymL+/PnccccdhIeHExISwoEDB/jss8/wer0sWbIEm81GkyZNyMvLIzMzk44dO/r3GRcXR0xMDI888ghjxowhLy8PgHPOOYcBAwbw8MMPc8opp/iX9Rw7diwdO3YkJCSEwsJC5s2bR7du3fjf//7Hr7/+SseOHYmIiKBHjx7cd999XHfddTgcDrZu3Urnzp3p1q0bzz77LG3btiU2NpZVq1YRExNzxME0Eak5lMGVwUWqG2XwipTBReomZXBlcGXwE0sD41KrBAQEcO+991JcXMwrr7xCYmIit9xyC1FRUYSHh3P33XezYsUK4uLiGDt2rL+T6/V6adu2bYXljOx2O48++iivvPIKixYtIjw8nKFDh2K1WuncuTOPP/44b7/9NqZpMnjwYM4991xCQkIwTZPnnnuOF198kddee42+ffty8cUX06tXLywWC9deey1RUVF8+OGHeL1eWrduzbhx47BarTRu3JiVK1fy2Wef0bhxY+bMmUPXrl21HIZIDdayZUvuvvtuPv30U1q1asWECROIjIwkLi6O8vJyTj75ZNq0aQMcmgUYHh5Onz59/B3HoUOHEhERgdVq5dFHH2XOnDm89tpr9O/fn5YtW/rbrTFjxpCWlsbbb79Nv379uOyyyyguLsZut2O1WrnrrrtYsmQJb775JlarlbZt21aYVf9vuFwurr76atq3b8+SJUto2LAhL774on+7V155JeXl5bz22mv06dPHP3s8KCjIf2z16tXzb69169YsWLCAN954g/nz59OsWTN69uyJxWLh+uuv9987LSYmhocffphevXphGAb9+vXjrrvu8l+NNH78eNq2bUt0dDQhISEsWLCAxYsXs2DBAkJDQznppJNo3LgxTqcTh8PBsmXL8Hg8dOvWjVmzZhEcHHxc74uI/JnT6WTw4MHExMT4H4uLi2PRokW8+uqrzJs3j3r16nHqqadSr149srOzKSoq4v777+fzzz+nrKyM66+/nmHDhmG1Whk5ciSGYbBixQq++uor4uLiOOecc7BarfTq1YtbbrmFjz76iFatWjFx4kQaNmxI06ZNAbj88st55plneO6555g8eTJnnHEG8+bNY9myZfzyyy80aNCAwYMH43A4CAkJ4bnnnmPBggW8/vrrnHrqqf5+3fH0z8rLyxkxYgRDhw7lnXfeITAwkEcffdS/3bPOOou9e/fyzjvv0LFjRy655BLWrVtHdHQ0GRkZ9OnTh/j4eP/2IiMjefHFF1m0aBEvvvgiMTExjB8/HsMwGDFiBC6Xi/fee4/g4GCuvvpqhgwZgt1up2XLljz77LO88cYb7NmzhzPPPBOHw0FCQgIBAQE8/PDDLF68mNdffx273U6HDh1ISEjAZrMRHR3N559/TklJCW3atOHll1+mUaNG//5DIiI1kjK4iFQ3yuDK4CKiDP5HyuDye4b5x+v8RUREpNrLzs5m4MCBLF68mK5du1Z1dURETqjvvvuOWbNmsWLFCv8SbyIiIiIiVUUZXERqM2VwqUssf/8UERERqW4yMzMJCAjQzEARqXVM02Tbtm20aNGC0NDQqq6OiIiIiIgyuIjUWsrgUtfoinEREZEaqKSkhKysLJo1a4bVaq3q6oiInDCmaZKTk4PH46Fhw4ZazlZEREREqpwyuIjUVsrgUtdoYFxERERERERERERERERERGo1LaUuIiIiIiIiIiIiIiIiIiK1mgbGRURERERERERERERERESkVtPAuIiIiIiIiIiIiIiIiIiI1GoaGBcRERERERERERERERERkVpNA+MiIiIiIiIiIiIiIiIiIlKraWBcRERERERERERERERERERqNQ2Mi4iIiIiIiIiIiIiIiIhIraaBcRERERERERERERERERERqdU0MC4iIiIiIiIiIiIiIiIiIrWaBsZFRERERERERERERERERKRW08C4iIiIiIiIiIiIiIiIiIjUav8PQu1HVGxGgE8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare: Trace Statistics before vs after\n", "after_stats = f\"{dest_path}/merged_traces_split_trace_statistics.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_stats, after_stats],\n", " [\"Before (oversized traces present)\",\n", " \"After (large traces split into 2)\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "fig.suptitle(\"Trace Statistics — Before vs After Splitting\", fontsize=16)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "cell-11", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare: Barcode Detection before vs after\n", "after_detect = f\"{dest_path}/merged_traces_split_barcode_detection.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_detect, after_detect],\n", " [\"Before\", \"After splitting\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "fig.suptitle(\"Barcode Detection — Before vs After Splitting\", fontsize=16)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-12", "metadata": {}, "source": [ "**What to check:**\n", "- **N_barcodes** (left panel) shifts left: split traces have fewer barcodes each\n", "- **Total trace count** increases: each split creates one extra trace\n", "- **Barcode detection** may change slightly as trace composition is modified" ] }, { "cell_type": "markdown", "id": "cell-13", "metadata": {}, "source": [ "## About the Parameters\n", "\n", "`trace_splitter` accepts two parameters with sensible defaults:\n", "\n", "| Parameter | Default | Effect |\n", "|-----------|---------|--------|\n", "| `--std_threshold` | 1.0 | Traces with Rg > mean + N×std are split. Lower = more aggressive. |\n", "| `--num_clusters` | 2 | Number of sub-traces after splitting. |\n", "\n", "**The defaults are recommended for most datasets.** Changing them requires a good reason:\n", "\n", "- Lowering `--std_threshold` (e.g. 0.5) splits more traces, risking splitting\n", " legitimate extended conformations\n", "- Raising `--std_threshold` (e.g. 2.0) only splits extreme outliers\n", "- `--num_clusters 3` would only make sense if you suspect\n", " three distinct fibers were merged into a single trace, which is rare\n", "\n", "When in doubt, keep the defaults and inspect the results." ] }, { "cell_type": "markdown", "id": "cell-14", "metadata": {}, "source": [ "## Summary\n", "\n", "| What | How |\n", "|------|-----|\n", "| Detect oversized traces | Radius of gyration (Rg) > mean + std |\n", "| Split them | K-means clustering on 3D coordinates |\n", "| Default behavior | Split into 2, threshold at mean + 1×std |\n", "\n", "`trace_splitter` only modifies traces above the Rg threshold.\n", "All other traces pass through unchanged.\n", "\n", "**Next:** [Tutorial 6 — Assign Masks & Split by Labels](tutorial_06_assign_masks_split_labels.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }