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@0xB10C
Created August 31, 2023 06:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "W6QY1sLQ3_BZ",
"outputId": "577656bc-80cb-4c28-9e24-28c3187fccb9"
},
"outputs": [],
"source": [
"log_path = \"data/benchmark-20827/full\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "IZpNOWLKwuVv"
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n",
"from tabulate import tabulate \n",
"\n",
"sns.set(rc={'figure.figsize':(15,8.27)})"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "FG_JDcyRyrvP"
},
"outputs": [],
"source": [
"configuration_sets = [\n",
" \"0: prune=550 dbcache=300\",\n",
" \"1: prune=4400 dbcache=4000\",\n",
" \"2: prune=8800 dbcache=4000\",\n",
"]\n",
"RUNS_PER_CONFIGURATION = 2\n",
"END_HEIGHT = 710_000"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "B1EGhUOmw1qh"
},
"outputs": [],
"source": [
"def parse_debuglog(binary, cset, run):\n",
" print(f\"parsing {binary} {cset} {run}\")\n",
" with open(f\"{log_path}/debug_{binary}_{cset}_{run}.log\", \"r\") as debuglog:\n",
" start_time = 0\n",
" dbcache = list()\n",
" prev_dbcache = {}\n",
" prunes = list()\n",
" flushes = 0\n",
" for line in debuglog.readlines():\n",
" if \"UpdateTip: new best=\" in line:\n",
" timestamp_str = line.split(\" \")[0]\n",
" timestamp = datetime.datetime.strptime(timestamp_str, '%Y-%m-%dT%H:%M:%SZ')\n",
" if start_time == 0:\n",
" start_time = timestamp\n",
"\n",
" seconds_since_start = (timestamp - start_time).total_seconds()\n",
"\n",
" cache_str = line.split(\" \")[-1]\n",
" # e.g. cache=5.1MiB(19956txo)\n",
" cache_str = cache_str.replace(\"cache=\", \"\")\n",
" cache_str = cache_str.replace(\"txo)\", \"\")\n",
" cache_size_and_count = cache_str.split(\"MiB(\")\n",
" cache_size = float(cache_size_and_count[0])\n",
" cache_count = int(cache_size_and_count[1])\n",
"\n",
" height_str = line.split(\" \")[4]\n",
" height_str = height_str.replace(\"height=\", \"\")\n",
" height = int(height_str)\n",
"\n",
" if height > END_HEIGHT:\n",
" break\n",
"\n",
" prev_dbcache = {\n",
" \"since_start\": seconds_since_start,\n",
" \"csize\": cache_size, # size and count are already pandas DataFrame properties\n",
" \"ccount\": cache_count, \n",
" \"height\": height\n",
" }\n",
" dbcache.append(prev_dbcache)\n",
"\n",
" if \"Prune: target=\" in line and prev_dbcache != {}:\n",
" pruned_file_count = int(line.split(\" \")[-3])\n",
" if pruned_file_count > 0:\n",
" prunes.append({\n",
" \"csize\": prev_dbcache[\"csize\"],\n",
" \"ccount\": prev_dbcache[\"ccount\"],\n",
" \"height\": prev_dbcache[\"height\"],\n",
" \"pruned_files\": pruned_file_count,\n",
" })\n",
"\n",
" if \"changed transaction outputs\" in line:\n",
" flushes+=1\n",
"\n",
" return (pd.DataFrame(dbcache), pd.DataFrame(prunes), flushes)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "31dMIaNgzS7s"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"parsing MB 0 1\n",
"parsing PR 0 1\n",
"parsing MB 0 2\n",
"parsing PR 0 2\n",
"parsing MB 1 1\n",
"parsing PR 1 1\n",
"parsing MB 1 2\n",
"parsing PR 1 2\n",
"parsing MB 2 1\n",
"parsing PR 2 1\n",
"parsing MB 2 2\n",
"parsing PR 2 2\n"
]
}
],
"source": [
"data = dict()\n",
"\n",
"for cset in range(0, 3):\n",
" data[cset] = {\"MB\": {\"dbcache\": [], \"prunes\": []}, \"PR\": {\"dbcache\": [], \"prunes\": []}}\n",
" for run in range(1, RUNS_PER_CONFIGURATION+1):\n",
" for binary in [\"MB\", \"PR\"]:\n",
" (dbcache, prunes, flushes) = parse_debuglog(binary, cset, run)\n",
" data[cset][binary][\"dbcache\"].append(dbcache)\n",
" data[cset][binary][\"prunes\"].append(prunes)\n",
" data[cset][binary][\"flushes\"] = flushes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Dy_-yVqqzilX",
"outputId": "a1fb3772-cc1d-4887-f46f-21113c3fb316",
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for cset in data.keys():\n",
"\n",
" plt.title(configuration_sets[cset])\n",
" \n",
" for run in data[cset][\"MB\"][\"dbcache\"]:\n",
" g = run.groupby(\"since_start\").mean() \n",
" sns.lineplot(x=g.index, y=g.height, color=\"blue\", label=\"MB\")\n",
" for run in data[cset][\"PR\"][\"dbcache\"]:\n",
" g = run.groupby(\"since_start\").mean()\n",
" sns.lineplot(x=g.index, y=g.height, color=\"red\", label=\"PR\")\n",
"\n",
" plt.xlabel('seconds since start')\n",
" \n",
" # label deduplication\n",
" handles, labels = plt.gca().get_legend_handles_labels()\n",
" by_label = dict(zip(labels, handles))\n",
" plt.legend(by_label.values(), by_label.keys())\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lzUwBlE84GIy",
"outputId": "c98ba650-87c2-4819-e35e-b5980196d3ae"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"| Configuration | MB run 1 | MB run 2 | MB mean | PR run 1 | PR run 2 | PR mean | improvement |\n",
"|----------------------------|------------|------------|-----------|------------|------------|-----------|---------------|\n",
"| 0: prune=550 dbcache=300 | 40621s | 39884s | 40252s | 38127s | 39208s | 38667s | 3.9% |\n",
"| 1: prune=4400 dbcache=4000 | 33346s | 33395s | 33370s | 27597s | 28715s | 28156s | 15.6% |\n",
"| 2: prune=8800 dbcache=4000 | 30734s | 32040s | 31387s | 25656s | 26214s | 25935s | 17.4% |\n"
]
}
],
"source": [
"table = list()\n",
"for cset in data.keys():\n",
" row = [configuration_sets[cset]]\n",
" mb_sum = 0\n",
" for run in data[cset][\"MB\"][\"dbcache\"]:\n",
" row.append(f\"{int(run[run.height==END_HEIGHT].since_start)}s\")\n",
" mb_sum+=int(run[run.height==END_HEIGHT].since_start)\n",
" mb_mean=int(mb_sum/RUNS_PER_CONFIGURATION)\n",
" row.append(f\"{mb_mean}s\")\n",
"\n",
" pr_sum = 0\n",
" for run in data[cset][\"PR\"][\"dbcache\"]:\n",
" row.append(f\"{int(run[run.height==END_HEIGHT].since_start)}s\")\n",
" pr_sum+=int(run[run.height==END_HEIGHT].since_start)\n",
" pr_mean=int(pr_sum/RUNS_PER_CONFIGURATION)\n",
" row.append(f\"{pr_mean}s\")\n",
"\n",
" row.append(f\"{round((1-pr_mean/mb_mean)*100, 1)}%\")\n",
" table.append(row)\n",
"print(tabulate(table, tablefmt=\"github\", headers=[\"Configuration\",\"MB run 1\",\"MB run 2\", \"MB mean\", \"PR run 1\",\"PR run 2\", \"PR mean\", \"improvement\"]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "Dkw87i0756JH"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"| config | MB prunes | PR prunes | prunes | MB pruned files | PR pruned files | pruned files | MB flushes | PR flushes | flushes |\n",
"|----------------------------|-------------|-------------|----------|-------------------|-------------------|----------------|--------------|--------------|-----------|\n",
"| 0: prune=550 dbcache=300 | 2805 | 2403 | 85.67% | 1 | 1.17 | 1.17x | 2805 | 2403 | 86% |\n",
"| 1: prune=4400 dbcache=4000 | 695 | 101 | 14.53% | 4 | 27.75 | 6.94x | 695 | 101 | 15% |\n",
"| 2: prune=8800 dbcache=4000 | 393 | 48 | 12.21% | 6.99 | 58.17 | 8.32x | 393 | 48 | 12% |\n"
]
}
],
"source": [
"table = list()\n",
"for cset in data.keys():\n",
" row = [configuration_sets[cset]]\n",
" mb_prunes = data[cset][\"MB\"][\"prunes\"][0].height.count()\n",
" pr_prunes = data[cset][\"PR\"][\"prunes\"][0].height.count()\n",
" row.append(f\"{round(mb_prunes)}\")\n",
" row.append(f\"{round(pr_prunes)}\")\n",
" row.append(f\"{round(pr_prunes/mb_prunes*100, 2)}%\")\n",
" \n",
" mb_pf = data[cset][\"MB\"][\"prunes\"][0].pruned_files.mean()\n",
" pr_pf = data[cset][\"PR\"][\"prunes\"][0].pruned_files.mean()\n",
" row.append(f\"{round(mb_pf,2)}\")\n",
" row.append(f\"{round(pr_pf,2)}\")\n",
" row.append(f\"{round(pr_pf/mb_pf,2 )}x\")\n",
" \n",
" mb_flushes = data[cset][\"MB\"][\"flushes\"]\n",
" pr_flushes = data[cset][\"PR\"][\"flushes\"]\n",
" row.append(f\"{round(mb_flushes,2)}\")\n",
" row.append(f\"{round(pr_flushes,2)}\")\n",
" row.append(f\"{round(pr_flushes/mb_flushes*100)}%\")\n",
"\n",
" table.append(row)\n",
"print(tabulate(table, tablefmt=\"github\", headers=[\"config\", \"MB prunes\", \"PR prunes\", \"prunes\", \"MB pruned files\", \"PR pruned files\", \"pruned files\", \"MB flushes\", \"PR flushes\", \"flushes\"]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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s2HHUzzkcKZEft2vXXvv27ZMk7d+/X7NmzdTo0W6df/5w3Xjj9dq9e5dCodBhY6TXuNcFF7j15ptFMgxDRUXLlJl5rhITE5vyy6qBkAgAAAAg7hUWLtb69V9p6VJz3yJaVvZd5Melpd+pa9euDbr+hRcW6ttvN+nJJ/9Xy5e/ozlznpR06CU1P7BYLDWu+fnPf6GEhAR98slHeuON15WdffExfAV1IyQCAAAAiGvBYKWKi9+RYRgqLl5l6mziyy+/qLKyUlVV7dSCBU8rK+v8Bl2/d+8etWvXXp06dVZV1U7Nn//Xel13wQUXa/bsWbLZEnT66f0a0Xn9ERIBAAAAxLXCwsUKhw/NtIXDYVNnE8877wLddtsk/eY3I9W9ew/99rfXNOj63/zGo++/3y+3+1xdf/3VGjRocL2uy86+WN98s0EXXNB8L6z5gcU4fF6zjSkv3x35xQYAAAAgPk2ceI32798XOW7f/njNnXv0t4o2xnffbVK3bic02f2aw6Fgeb7mz1+oXr1+0qBrj/b1Wa0WpaR0OurnmUkEAAAAENcGDx4imy1BkmSzJWjw4CEmdxR7ixf/Qy7XaQ0OiI2R0OwjAAAAAMAxyMkZpeLidxQKSVarVSNGXGp2SzE1ZkyODMPQvfc+EJPxCIkAAAAA4prdnqyhQ4dr5cq3NHToMHXpYje7pZj6xz8KYzoeIREAAABA3MvJGaWtW7e0uVlEMxASAQAAAMQ9uz1ZeXn5ZrfRJvDiGgAAAABABCERAAAAABDBclMAAAAAOMyzi55XWcXOJr9vmqOLrvyfy5v8vk2NkAgAAAAAhymr2KnN+7s3/Y0rttXrY2PG5OjgwQN6+eVlstlskqRXX12qe++dpltv/aOOP76DHn30QXXrdqhHq9WiG2+8RQMGDGySNmOy3LSyslLXXXedsrOzlZOTo0mTJqmiokKS9P3336ugoEDnn3++cnJydPfdd0euKykpUW5urrKzs5Wbm6uNGzfWqwYAAAAALVlKSle9996ayPFrr/nUt68rcpyRcab+93+f0//+73O67roJeughb5ONHZOQaLFYdO2116qoqEiFhYXq1auXHnjg0EaQ999/v9q1axep3XzzzZHrCgoK5PF4VFRUJI/Ho/z8/HrVAAAAAKAlu/DCHC1b5pMkbdu2Vd9/v199+px01M/u3r1bnTsnNdnYMQmJdrtdgwYNihz369dP27Zt0549e/TKK6/o5ptvlsVikSR17dpVklReXi6/3y+32y1Jcrvd8vv9qqioiFoDAAAAgJbujDMytGHDelVVVem113y64IKLa9Q/+OA9XXWVR7m5l+iBB+7VhAk3NdnYMX+7aTgc1vPPP6/MzExt3rxZdrtdjz/+uC699FJdccUV+uCDDyRJgUBA6enpkTW4NptNaWlpCgQCUWsAAAAA0NJZLFJm5nl6663leuut5Tr33Owa9R+Wm/7f/72ie+99UFOn3qn9+/c3ydgxf3HN9OnT1aFDB40bN05+v1+bN2/WaaedpilTpuiTTz7RDTfcoDfeeCMmvaSkdIrJOAAAAADiV1mZVQkJ/50/+2GVY1OzWCw1xonGZrMqJ2eErrnmSvXvP0ApKQ5ZLBZZrYf+O/xeZ555pqqrq/XttyU67bSfHXEvq9Wq1NTO9e4zpiHR6/Vq06ZNmjdvnqxWq7p3766EhITIstHTTz9dycnJKikpUffu3VVaWqpQKCSbzaZQKKSysjI5nU4ZhlFrrSHKy3crHDaa40sFAAAA0EKEw2FVV4cjx4bRPBnBMIwa40QTCoWVnt5d1103Uaed9nNVV4dlGIbC4UP/HX6vDRv+o7179yg1tdtR7x8Oh7V9+64a56xWS62TZjELibNnz9Znn32mJ598UomJiZIkh8OhQYMGafXq1Ro6dKhKSkpUXl6uE044QUlJSXK5XPL5fBo5cqR8Pp9cLpccDockRa0BAAAAQGOlObrUe7uKBt+3gUaOvPSo5394JvFQoDV0551TlZycfIwdHmIxmismH2b9+vVyu93q3bu32rdvL0nq2bOn5syZo82bN+vOO+9UMBhUQkKCbrnlFg0fPlyStGHDBuXl5amqqkpJSUnyer3q06dPnbX6YiYRAAAAwHffbVK3bieY3UazOdrXF20mMSYhMV4REgEAAAAQEmuK+dtNAQAAAADxi5AIAAAAAIggJAIAAAAAIgiJAAAAAIAIQiIAAAAAICJm+yQCAAAAQEuw5IX52hcsa/L7Hm9P08ix4+v83JgxOUpMTNRxxyUqHA7pt7+9Rg5Hiv74x5vVq9cJCoWq1aWLXX/845064YTeTd4nIREAAAAADrMvWKaz2pU2+X3/Gaz/Z2fM8KpPn5/q66+/1A03XKO7775HvXv30VNPLZAkzZ37qB599CE9+OCjTd5nTJabVlZW6rrrrlN2drZycnI0adIkVVRUSJIyMzN1wQUXaOTIkRo5cqTefffdyHUlJSXKzc1Vdna2cnNztXHjxnrVAAAAALQuwWCl7rtvmnbuDJrdSkydcsqp6tChgwKBbTXO9+8/QKWl3zXLmDEJiRaLRddee62KiopUWFioXr166YEHHojUH330US1ZskRLlizR2WefHTlfUFAgj8ejoqIieTwe5efn16sGAAAAoHUpLFys9eu/0tKlL5vdSkytW/eBDhw4oJ49fxI5Fw6HVVz8js499/xmGTMmIdFut2vQoEGR4379+mnbtm1RrpDKy8vl9/vldrslSW63W36/XxUVFVFrAAAAAFqXYLBSxcXvyDAMFRevahOziX/60xRddZVHTz31hGbO9KpTp07auPEbXXWVRyNGnK+PPvpQl156WbOMHfNnEsPhsJ5//nllZmZGzt1+++0yDEMDBgzQbbfdpqSkJAUCAaWnp8tms0mSbDab0tLSFAgEZBhGrTWHw1HvXlJSOjXtFwcAAACgyb344gIZhiFJMoyw3njDpwkTJjTZ/cvKrEpI+O/8mcViabJ7H85isdQYJ5p7771fJ53008jxhx9+oBNP7KP//d9FOnjwoP70pzw9+OB9mjnTW+e9rFarUlM717vPmIfE6dOnq0OHDho3bpwkadGiRXI6nTpw4IBmzpypadOm1ViK2pzKy3crHDZiMhYAAACAxnn77ZWqrq6WJFVXV2vFirc1Zsy4Jrt/OBxWdXU4cvxDIG1qhmHUGCeaUKhmT6FQWIYhVVeHZbHY9Ic/5Gns2Ev1xRdf6OST+0a9Vzgc1vbtu2qcs1ottU6axXSfRK/Xq02bNunhhx+W1XpoaKfTKUlKTEyUx+PRunXrIudLS0sVCoUkSaFQSGVlZXI6nVFrAAAAAFqXwYOHyGY7NL9lsyVo8OAhJndkPocjRZdfPk7z5/+1ye8ds5nE2bNn67PPPtOTTz6pxMRESdLevXsVCoXUuXNnGYahZcuWyeVySZJSUlLkcrnk8/k0cuRI+Xw+uVyuyHLSaDUAAAAArUdOzigVF7+jUOjQ0skRIy5t1vGOt6c1aLuKhty3Pv7xj8Ijzp1xRkZk+4sfXH31dU3S149ZjOaaSz3M+vXr5Xa71bt3b7Vv316S1LNnT+Xl5en3v/+9QqGQwuGwTjrpJP3pT39SWtqhn7wNGzYoLy9PVVVVSkpKktfrVZ8+feqs1RfLTQEAAICWYcGC+Vq58i2dc06Wrrii7g3pG+K77zapW7cTmvSe8eRoX1+05aYxCYnxipAIAAAAtAzBYKXmzXtMEybcpC5d7E16b0JiTTF/cQ0AAAAANJTdnqy8PPZGj4WYvrgGAAAAAOJRa11g2Zivi5AIAAAAoE1LSEjUnj1VrS4oGoahPXuqlJCQ2KDrWG4KAAAAoE1LTk5VZeV27d4dNLuVJpeQkKjk5NSGXdNMvQAAAABAi2CzJahrV/Zc/wHLTQEAAAAAETEJiZWVlbruuuuUnZ2tnJwcTZo0SRUVFTU+8/jjj6tv3776+uuvI+dKSkqUm5ur7Oxs5ebmauPGjfWqAQAAAAAaJyYh0WKx6Nprr1VRUZEKCwvVq1cvPfDAA5H6559/ro8//ljdu3evcV1BQYE8Ho+Kiork8XiUn59frxoAAAAAoHFiEhLtdrsGDRoUOe7Xr5+2bdsmSTpw4ICmTZumgoICWSyWyGfKy8vl9/vldrslSW63W36/XxUVFVFrAAAAAIDGi/mLa8LhsJ5//nllZmZKkh555BGNGDFCvXr1qvG5QCCg9PR02Ww2SZLNZlNaWpoCgYAMw6i15nA4YvsFAQAAAEArEvOQOH36dHXo0EHjxo3TRx99pH//+9+6/fbbY92GJCklpZMp4wIAAABAvIppSPR6vdq0aZPmzZsnq9Wq999/X998842ysrIkSd99952uueYa3XvvvXK5XCotLVUoFJLNZlMoFFJZWZmcTqcMw6i11hDl5bsVDreuDTMBAAAAoC5Wq6XWSbOYbYExe/ZsffbZZ5ozZ44SExMlSddff72Ki4u1YsUKrVixQt26ddNTTz2loUOHKiUlRS6XSz6fT5Lk8/nkcrnkcDii1gAAAAAAjWcxDKPZp9LWr18vt9ut3r17q3379pKknj17as6cOTU+l5mZqXnz5umUU06RJG3YsEF5eXmqqqpSUlKSvF6v+vTpU2etvphJBAAAANAWRZtJjElIjFeERAAAAABtUVwsNwUAAAAAxD9CIgAAAAAggpAIAAAAAIggJAIAAAAAIgiJAAAAAIAIQiIAAAAAIIKQCAAAAACISIjFIJWVlZo8ebK+/fZbJSYm6oQTTtC0adPkcDg0ceJEbdmyRVarVR06dNDdd98tl8slSSopKVFeXp6CwaDsdru8Xq969+5dZw0AAAAA0DgWwzCafTf5YDCor776SoMGDZIkeb1e7dy5U3/+85+1a9cude7cWZL05ptvas6cOVq8eLEk6corr9To0aM1cuRILVmyRC+99JKeffbZOmv1VV6+W+Fws3/5AAAAABBXrFaLUlI6Hb0WiwbsdnskIEpSv379tG3bNkmKBERJ2r17tywWiySpvLxcfr9fbrdbkuR2u+X3+1VRURG1BgAAAABovJgsNz1cOBzW888/r8zMzMi5u+66S6tXr5ZhGPrb3/4mSQoEAkpPT5fNZpMk2Ww2paWlKRAIyDCMWmsOh6PevdSWnAEAAADEl4qKCs2aNUtTpkxRcnKy2e20ajEPidOnT1eHDh00bty4yLmZM2dKkl555RXNmjVLf/3rX2PSC8tNAQAAgJZhwYIF8vv9evrpZ3XFFePNbqfFM3256Q+8Xq82bdqkhx9+WFbrkUNfcsklWrt2rSorK+V0OlVaWqpQKCRJCoVCKisrk9PpjFoDAAAA0LoEg5UqLn5HhmGouHiVdu4Mmt1SqxazkDh79mx99tlnmjNnjhITEyVJe/bsUSAQiHxmxYoV6tKli+x2u1JSUuRyueTz+SRJPp9PLpdLDocjag0AAABA61JYuFihUFjSoQmipUtfNrmj1i0mbzddv3693G63evfurfbt20uSevbsqXvuuUcTJ07Uvn37ZLVa1aVLF02ZMkU/+9nPJEkbNmxQXl6eqqqqlJSUJK/Xqz59+tRZqy+WmwIAAADxb+LEa7R//77Icfv2x2vu3KdM7Kjli7bcNCYhMV4REgEAAID497e//UX//Oe7keOzzjpb1147wcSOWr64eSYRAAAAAI7VD9vmoXkQEgEAAADEtXXrPqhx/OGH75vUSdtASAQAAAAQ1wYPHlJjj/TBg4eY3FHrRkgEAAAAENdyckZFttCzWm0aMeJSkztq3QiJAAAAAOKa3Z6soUOHy2KxaOjQYerSxW52S61agtkNAAAAAEBdcnJGaevWLcwixkBMtsCorKzU5MmT9e233yoxMVEnnHCCpk2bJovFctTzDodDklRSUqK8vDwFg0HZ7XZ5vV717t27zlp9sQUGAAAAgLbI9H0Sg8GgvvrqKw0aNEiS5PV6tXPnTk2ePPmo5//85z9Lkq688kqNHj1aI0eO1JIlS/TSSy/p2WefrbNWX4REAAAAAG2R6fsk2u32SBCUpH79+mnbtm21npek8vJy+f1+ud1uSZLb7Zbf71dFRUXUGgAAAACg8WL+TGI4HNbzzz+vzMzMqOcDgYDS09NrvOo2LS1NgUBAhmHUWvthqWp91JacAQAAAKCtinlInD59ujp06KBx48bV63xzYrkpAAAAgLYo2nLTmIZEr9erTZs2ad68eZF9Tmo773Q6VVpaqlAoJJvNplAopLKyMjmdThmGUWsNAAAAANB4Mdsncfbs2frss880Z84cJSYm1nk+JSVFLpdLPp9PkuTz+eRyueRwOKLWAAAAAACNF5O3m65fv15ut1u9e/dW+/btJUk9e/bULbfcctTzc+bMkSRt2LBBeXl5qqqqUlJSkrxer/r06VNnrb5YbgoAAACgLTJ9C4x4RUgEAAAA0BaZvgUGAAAAAKBlICQCAAAAACIIiQAAAACACEIiAABoUsFgpe67b5p27gya3QoAoBEIiQAAoEkVFi7W+vVfaenSl81uBQDQCIREAADQZILBShUXvyPDMFRcvIrZRABogWISEisrK3XdddcpOztbOTk5mjRpkioqKiRJXq9XmZmZ6tu3r77++usa15WUlCg3N1fZ2dnKzc3Vxo0b61UDAADmKCxcHNleKhwOM5sIAC1QTEKixWLRtddeq6KiIhUWFqpXr1564IEHJElZWVlatGiRevToccR1BQUF8ng8KioqksfjUX5+fr1qAADAHGvWrFYoVC1JCoWqtWbNapM7AgA0VExCot1u16BBgyLH/fr107Zt2yRJGRkZcjqdR1xTXl4uv98vt9stSXK73fL7/aqoqIhaAwAA5hk8eIhstgRJks2WoMGDh5jcEQCgoWL+TGI4HNbzzz+vzMzMqJ8LBAJKT0+XzWaTJNlsNqWlpSkQCEStAQAA8+TkjJLVapEkWa1WjRhxqckdAQAaKiHWA06fPl0dOnTQuHHjYj30EVJSOpndAgAArUpqamede+65ev3113Xeeefqpz/tZXZLAIAGimlI9Hq92rRpk+bNmyerNfokptPpVGlpqUKhkGw2m0KhkMrKyuR0OmUYRq21higv3x15uB4AADSN885za8OGEp13nlvbt+8yux0AwFFYrZZaJ81ittx09uzZ+uyzzzRnzhwlJibW+fmUlBS5XC75fD5Jks/nk8vlksPhiFoDAADmstuTlZeXry5d7Ga3AgBoBIthGM0+lbZ+/Xq53W717t1b7du3lyT17NlTc+bM0YwZM7R8+XLt2LFDycnJstvtevXVVyVJGzZsUF5enqqqqpSUlCSv16s+ffrUWasvZhIBAAAAtEXRZhJjEhLjFSERAAAAQFsUF8tNAQAAAADxj5AIAAAAAIggJAIAAAAAIgiJAAAAAIAIQiIAAAAAIIKQCAAAAACISDC7AQAAAAAt1913T9bWrVvMbqPJ9ejRU9OnzzK7DVPEZJ/EyspKTZ48Wd9++60SExN1wgknaNq0aXI4HCopKVFeXp6CwaDsdru8Xq969+4tSY2u1Rf7JAIAAAAtx/jxHs2f/5zZbbQKpu+TaLFYdO2116qoqEiFhYXq1auXHnjgAUlSQUGBPB6PioqK5PF4lJ+fH7musTUAAAAAQOPEJCTa7XYNGjQoctyvXz9t27ZN5eXl8vv9crvdkiS32y2/36+KiopG1wAAAAAAjRfzZxLD4bCef/55ZWZmKhAIKD09XTabTZJks9mUlpamQCAgwzAaVXM4HPXupbbpVQAAAADxKTW1s9kttHoxD4nTp09Xhw4dNG7cOPn9/lgPXwPPJAIAAAAty/btu8xuoVWI9kxiTEOi1+vVpk2bNG/ePFmtVjmdTpWWlioUCslmsykUCqmsrExOp1OGYTSqBgAAAABovJjtkzh79mx99tlnmjNnjhITEyVJKSkpcrlc8vl8kiSfzyeXyyWHw9HoGgAAAACg8WKyBcb69evldrvVu3dvtW/fXpLUs2dPzZkzRxs2bFBeXp6qqqqUlJQkr9erPn36SFKja/XFclMAAACg5WALjKYTbblpTEJivCIkAgAAAC0HIbHpmL5PIgAAAACgZSAkAgAAAAAiCIkAAAAAgAhCIgAAAAAggpAIAAAAAIggJAIAAAAAImISEr1erzIzM9W3b199/fXXkfMrV67UqFGjlJOTo3Hjxmnz5s2RWklJiXJzc5Wdna3c3Fxt3LixXjUAAAAAQOPFJCRmZWVp0aJF6tGjR+Tczp07NWXKFD300EMqLCzUZZddpqlTp0bqBQUF8ng8KioqksfjUX5+fr1qAAAAAIDGi0lIzMjIkNPprHFu06ZN6tq1q0488URJ0vDhw1VcXKyKigqVl5fL7/fL7XZLktxut/x+f501AAAAAMCxMe2ZxBNPPFE7duzQp59+KkkqLCyUJAUCAQUCAaWnp8tms0mSbDab0tLS6qwBAAAAAI5NglkDd+7cWbNnz9a9996r77//XsOGDVNSUpISEhJ08ODBmPSQktIpJuMAAAAAaBqpqZ3NbqHVMy0kStJZZ52ls846S5K0Y8cOPfXUU+rVq5f27dun0tJShUIh2Ww2hUIhlZWVyel0yjCMWmsNVV6+W+Gw0dRfFgAAAIBmsn37LrNbaBWsVkutk2amboGxfft2SVI4HNZDDz2ksWPHqkOHDkpJSZHL5ZLP55Mk+Xw+uVwuORyOqDUAAAAAwLGxGIbR7FNpM2bM0PLly7Vjxw4lJyfLbrfr1Vdf1V133aV169bp4MGDGjJkiO688061a9dOkrRhwwbl5eWpqqpKSUlJ8nq96tOnT521hmAmEQAAAGg5xo/3aP7858xuo1WINpMYk5AYrwiJAAA0vWCwUvPmPaYJE25Sly52s9sB0IoQEptO3C43BQAArU9h4WKtX/+Vli592exWAACNQEgEAABNJhisVHHxOzIMQ8XFq7RzZ9DslgAADURIBAAATaawcHHkUY5wOMxsIgC0QIREAADQZNasWa1QqFqSFApVa82a1SZ3BABoKEIiAABoMoMHD5HNdmgbZpstQYMHDzG5IwBAQxESAQBAk8nJGSWr1SJJslqtGjHiUpM7AgA0VExCotfrVWZmpvr27auvv/46cv7tt9/WJZdcopEjRyonJ0fLly+P1EpKSpSbm6vs7Gzl5uZq48aN9aoBAADz2O3JGjp0uCwWi4YOHcYWGADQAsUkJGZlZWnRokXq0aNH5JxhGJo8ebJmzZqlJUuW6P7779eUKVMUDoclSQUFBfJ4PCoqKpLH41F+fn7k2mg1AABgrpycUTr55L7MIgJACxWTkJiRkSGn03nk4Fardu3aJUnatWuX0tLSZLVaVV5eLr/fL7fbLUlyu93y+/2qqKiIWgMAAOaz25OVl5fPLCIAtFAJZg1ssVj08MMPa+LEierQoYP27NmjJ554QpIUCASUnp4um80mSbLZbEpLS1MgEJBhGLXWHA6HWV8OAAAAALQKpoXE6upqPfHEE5o7d64GDBigDz/8ULfeeqteffXVmPWQktIpZmMBAAAAOHapqZ3NbqHVMy0kfvHFFyorK9OAAQMkSQMGDNDxxx+vDRs2qEePHiotLVUoFJLNZlMoFFJZWZmcTqcMw6i11lDl5bsjG/4CAAAAiH/bt+8yu4VWwWq11DppZtoWGN26ddN3332nb775RpK0YcMG7dixQz/5yU+UkpIil8sln88nSfL5fHK5XHI4HFFrAAAAAIBjYzEMo9mn0mbMmKHly5drx44dSk5Olt1u16uvvqqlS5fqr3/9qyyWQ/sp3XTTTTr33HMlHQqNeXl5qqqqUlJSkrxer/r06VNnrSGYSQQAAABajvHjPZo//zmz22gVos0kxiQkxitCIgAAANByEBKbTlwuNwUAAAAAxB9CIgAAAAAgguWmLDcFAABAK3L7bRNVEQya3QYayGG364GH5sZsvGjLTU3bAgMAAABA06sIBjX17HSz20ADTX231OwWIlhuCgAAAACIICQCAAAAACIIiQAAAACAiJg8k+j1elVUVKStW7eqsLBQp5xyirZs2aIbb7wx8pldu3Zp9+7deu+99yRJJSUlysvLUzAYlN1ul9frVe/eveusAQAAAAAaLyYziVlZWVq0aJF69OgROdezZ08tWbIk8l9WVpbcbnekXlBQII/Ho6KiInk8HuXn59erBgAAAABovJiExIyMDDmdzlrrBw4cUGFhoUaPHi1JKi8vl9/vj4RGt9stv9+vioqKqDUAAAAAwLGJiy0wVqxYofT0dP3sZz+TJAUCAaWnp8tms0mSbDab0tLSFAgEZBhGrTWHw9GgcWvbFwQAAAAAYi01tbPZLUiKk5D40ksvRWYRY6m8fLfCYSPm4wIAAADAj23fvitmY1mtllonzUx/u2lpaanef/995eTkRM45nU6VlpYqFApJkkKhkMrKyuR0OqPWAAAAAADHxvSQuHjxYg0fPlzJycmRcykpKXK5XPL5fJIkn88nl8slh8MRtQYAAAAAODYxCYkzZszQsGHD9N133+nqq6/WxRdfHKktXrz4qEtNp06dqoULFyo7O1sLFy7UPffcU68aAAAAAKDxLIZhtNmH8ngmEQAAAK3N+PEeTT073ew20EBT3y3V/PnPxWy8uH4mEQAAtC7BYKXuu2+adu4Mmt0KAKARor7ddPLkyfW6SWJiombMmNEkDQEAgJatsHCx1q//SkuXvqwrrhhvdjsAgAaKOpO4bNky/eQnP6nzv2XLlsWqXwAAEMeCwUoVF78jwzBUXLyK2UQAaIGiziQ6nU5NmjSpzpv88KZRAADQthUWLo487x8Oh5lNBIAWKOpM4htvvFGvm7z++utN0gwAAGjZ1qxZrVCoWpIUClVrzZrVJncEAGgoXlwDAACazODBQ2SzHVqoZLMlaPDgISZ3BABoqHqFxLfeektPPvmk3nvvPVVXV+sPf/iDzjjjDI0dO1abN2+u83qv16vMzEz17dtXX3/9deT8999/r4KCAp1//vnKycnR3XffHamVlJQoNzdX2dnZys3N1caNG+tVAwAA5snJGSWr1SJJslqtGjHiUpM7AgA0VJ0h8bHHHtO0adPk9/t1++2367bbbpPFYtHs2bPVq1cvzZw5s85BsrKytGjRIvXo0aPG+fvvv1/t2rVTUVGRCgsLdfPNN0dqBQUF8ng8KioqksfjUX5+fr1qAADAPHZ7soYOHS6LxaKhQ4epSxe72S0BABoo6otrJOkf//iHnnvuOfXo0UMbN27UhRdeqPfff1+dOnVSRkaGsrKy6hwkIyPjiHN79uzRK6+8onfeeUcWy6F/cezataskqby8XH6/X08//bQkye12a/r06aqoqJBhGLXWHA5H/b9yAADQLHJyRmnr1i3MIgJAC1VnSNy1a1dkBrB3797q0KGDOnXqJEnq2LGjDhw40KiBN2/eLLvdrscff1xr165Vx44ddfPNNysjI0OBQEDp6emy2WySJJvNprS0NAUCARmGUWuNkAgAgPns9mTl5bHKBwBaqjpD4o/9EM6OVXV1tTZv3qzTTjtNU6ZM0SeffKIbbrih3m9UbQopKZ1iNhYAAG1FRUWFZs2apSlTpig5OdnsdgCgxUhN7Wx2C5LqERL37dunc845J3K8a9euyLFhGNq/f3+jBu7evbsSEhLkdrslSaeffrqSk5NVUlKi7t27q7S0VKFQSDabTaFQSGVlZXI6nTIMo9ZaQ5WX747s5QQAAJrGggUL/v+jIc+yRyJgkqnvlprdAhph+/ZdMRvLarXUOmlWZ0h85plnmrwhSXI4HBo0aJBWr16toUOHqqSkROXl5TrhhBOUlJQkl8sln8+nkSNHyufzyeVyRZaTRqsBAADzBIOVKi5+R4ZhqLh4lUaMuJSX1wAmmHp2utktoIHiKdhbDMNo9qm0GTNmaPny5dqxY4eSk5Nlt9v16quvavPmzbrzzjsVDAaVkJCgW265RcOHD5ckbdiwQXl5eaqqqlJSUpK8Xq/69OlTZ60hmEkEAKBpLVgwX6tWrVQoVC2bLUHDhp3DbCIQY+PHewiJLdDUd0s1f/5zMRsv2kxinSHx8ccfr3OASZMmNa4zkxESAQBoWhMnXqP9+/dFjtu3P15z5z5lYkdA20NIbJniKSTWudz08ccf14knnqhf/OIXOlqe/GH7CgAAgMGDh9SYSRw8eIjZLQEAGqjOkJiXl6elS5fqs88+0yWXXKKRI0cqPZ1/mQAAAEfKyRml4uJ3FApJVquVvRIBoAWy1vWBq666Si+//LIeffRR7dy5U2PHjtXVV1+tJUuWNHqPRAAA0DrZ7ckaOnS4LBaLhg4dxktrAKAFqjMk/uCnP/2p/vjHP+qNN96Qy+XSHXfcoQ8//LA5ewMAAC1QTs4onXxyX2YRAaCFqnO56Q82bNigxYsXa9myZerVq5dmzpypM844ozl7AwAALZDdnqy8vHyz2wAANFKdIXHhwoVavHix9u/fr5EjR2rRokWN2rgeAAAAABD/6gyJM2bM0Iknnqif//zn+s9//qPZs2cf8ZlZs2ZFvYfX61VRUZG2bt2qwsJCnXLKKZKkzMxMJSYmql27dpKk22+/XWeffbYkqaSkRHl5eQoGg7Lb7fJ6verdu3edNQAAAABA49UZEm+88cZj3uYiKytLV155pf7nf/7niNqjjz4aCY2HKygokMfj0ciRI7VkyRLl5+fr2WefrbMGAADMFQxWat68xzRhwk28uAYAWqA6Q+Lvf//7Yx4kIyOjQZ8vLy+X3+/X008/LUlyu92aPn26KioqZBhGrTWHw3HMvQIAgGNTWLhY69d/paVLX9YVV4w3ux0AQANFfbvpN998U6+b1PdzR3P77bcrJydHU6dOVVVVlSQpEAgoPT1dNptNkmSz2ZSWlqZAIBC1BgAAzBUMVqq4+B0ZhqHi4lXauTNodksAgAaKOpM4ZswYrVu3rs6bjB07Vu+9916DB//hJTgHDhzQzJkzNW3aND3wwAMNvk9jpaR0itlYAAC0BS++uECGYUiSDCOsN97wacKECSZ3BQAtQ2pqZ7NbkFRHSNy/f/9RnyP8sYMHDzZq8B/ekpqYmCiPxxP5PxGn06nS0lKFQiHZbDaFQiGVlZXJ6XTKMIxaaw1VXr5b4bDRqN4BAMCR3n57paqrqyVJ1dXVWrHibY0ZM87krgCgZdi+fVfMxrJaLbVOmkUNiTNnzqznAFFXrR7V3r17FQqF1LlzZxmGoWXLlsnlckmSUlJS5HK55PP5NHLkSPl8Prlcrsgzh9FqAADAPGeckaF//vPdyPGAAQNN7AYA0BhRQ+KoUaOaZJAZM2Zo+fLl2rFjh66++mrZ7XbNmzdPv//97xUKhRQOh3XSSSepoKAgcs3UqVOVl5enuXPnKikpSV6vt141AAAQP35YegoAaDksRhv+05vlpgAANK2JE6/R/v37Isft2x+vuXOfMrEjoO0ZP96jqWenm90GGmjqu6WaP/+5mI0Xbblpw9eJAgAA1GLw4CGyWg+9gdxqtWnw4CEmdwQAaKg690kEAACor5ycUSoufkfh8KEXzI0YcanZLQFtjsNu19R3S81uAw3ksNvNbiGiwctNw+GwduzYobS0tObqKWZYbgoAaEvuvnuytm7dYnYbTa5Hj56aPn2W2W0AiIHx4z0xXZLZmjX67aaHq6qq0j333KOioiIlJCTo448/1ltvvaVPP/1Ut956a5M1CwAAmkesglQwWKnbbrtRs2fPVZcu9piMCQBoOvV+JrGgoECdOnXSihUrdNxxx0mS+vfvr9dee63ZmgMAAC2P3Z4sSQREAGih6j2TuGbNGr377rs67rjjZLFYJEkOh0Pl5eXN1hwAAAAAILbqPZPYuXNnVVZW1ji3bds2paamNnlTAAAAAABz1DskXnbZZbrpppv0r3/9S+FwWB999JGmTJmisWPH1nmt1+tVZmam+vbtq6+//vqI+uOPP35EraSkRLm5ucrOzlZubq42btxYrxoAAAAAoPHqHRKvu+46XXDBBZo2bZqqq6t15513KisrS7/97W/rvDYrK0uLFi1Sjx49jqh9/vnn+vjjj9W9e/ca5wsKCuTxeFRUVCSPx6P8/Px61QAAAAAAjVfvkGixWHTVVVdp2bJl+vjjj/Xaa6/pqquuijyfGE1GRoacTucR5w8cOKBp06apoKCgxn3Ky8vl9/vldrslSW63W36/XxUVFVFrAAAAAIBjU+8X12RlZcntdh+x3UVOTo4KCwsbNfgjjzyiESNGqFevXjXOBwIBpaeny2azSZJsNpvS0tIUCARkGEatNYfD0aDxa9sXBAAAHLvU1M5mtwCgFeLPluZX75C4fft2rVu3TjfccIMeeOABdep0KGBt2dK4TXk/+ugj/fvf/9btt9/eqOubQnn5boXDhmnjAwDQmm3fvsvsFgC0QvzZ0jSsVkutk2b1Xm6akJCgp59+Wunp6crNzdW3334rSfVabno077//vr755htlZWUpMzNT3333na655hoVFxfL6XSqtLRUoVBIkhQKhVRWVian0xm1BgAAAAA4NvUOidKhoHjPPffoiiuu0OWXX67i4uJGD3z99deruLhYK1as0IoVK9StWzc99dRTGjp0qFJSUuRyueTz+SRJPp9PLpdLDocjag0AAAAAcGzqvdzUMP67LHPs2LH66U9/qltvvVX79++v89oZM2Zo+fLl2rFjh66++mrZ7Xa9+uqrUa+ZOnWq8vLyNHfuXCUlJcnr9darBgAAAABoPItxePqL4uOPP1a/fv1qnAsEAvrXv/6lUaNGNUdvzY5nEgEAaB7jx3s0f/5zZrcBoJXhz5amE+2ZxKgziYZhRJ45/OUvf6lwOFyjnp6erpEjRzZRmwAAAAAAs0UNiQMGDNC6deskSaeddtoRL6n5IUR+8cUXzdchAAAAACBmoobEw58bfOutt5q9GQAAAACAuaKGxMO3lejRo0eN2v79+2W1WpWYmNg8nQEAAAAAYq7eW2B4vV59+umnkqSVK1fqzDPP1MCBA7VixYpmaw4AAAAAEFv1DomFhYU6+eSTJUlz5szR/fffr7/85S+aPXt2szUHAAAAAIiteu+TuG/fPh1//PGqrKzU5s2blZ2dLUnaunVrndd6vV4VFRVp69atKiws1CmnnCJJmjhxorZs2SKr1aoOHTro7rvvlsvlkiSVlJQoLy9PwWBQdrtdXq9XvXv3rrMGAAAAAGi8es8k9u7dW0uXLtWiRYs0ZMgQSVJFRYXat29f57VZWVlatGjREc81er1eLV26VK+88orGjx+vO++8M1IrKCiQx+NRUVGRPB6P8vPz61UDAAAAADRevUNiQUGBnnvuOa1du1Y333yzJKm4uDgSGKPJyMio8RKcH3Tu3Dny4927d0e22CgvL5ff75fb7ZYkud1u+f1+VVRURK0BAAAAAI5NvZeb/vKXv9QLL7xQ49yIESM0YsSIY2rgrrvu0urVq2UYhv72t79JkgKBgNLT02Wz2SRJNptNaWlpCgQCMgyj1prD4TimXgAAAACgrat3SGwuM2fOlCS98sormjVrlv7617/GbOyUlE4xGwsAgLYmNbVz3R8CgAbiz5bmZ3pI/MEll1yi/Px8VVZWyul0qrS0VKFQSDabTaFQSGVlZXI6nTIMo9ZaQ5WX71Y4bDTDVwMAALZv32V2CwBaIf5saRpWq6XWSbN6P5PY1Pbs2aNAIBA5XrFihbp06SK73a6UlBS5XC75fD5Jks/nk8vlksPhiFoDAAAAABybmMwkzpgxQ8uXL9eOHTt09dVXy26365lnntHNN9+sffv2yWq1qkuXLpo3b17k5TVTp05VXl6e5s6dq6SkJHm93sj9otUAAAAAAI1nMQyjXustDcPQiy++KJ/Pp8rKShUWFur999/X9u3bddFFFzV3n82C5aYAADSP8eM9mj//ObPbANDK8GdL02mS5aaPPPKI/vGPfyg3NzeyTLRbt26RN5ICAAAAAFq+eofExYsXa968ebr44osjS0J79uypzZs3N1tzAAAAAIDYqndIDIVC6tixoyRFQuKePXvUoUOH5ukMAAAAABBz9Q6Jw4cP17333qsDBw5IOvSM4iOPPKJf//rXzdYcAAAAACC26h0S77jjDpWVlWnAgAHatWuX+vfvr23btun2229vzv4AAAAAADFU7y0wOnXqpLlz56q8vFxbt26V0+lUampqc/YGAAAAAIixes8kHi45OVn79+/X5s2beXENAAAAALQi9Z5JXLVqle666y5t3769xnmLxaIvvvgi6rVer1dFRUXaunWrCgsLdcopp6iyslKTJ0/Wt99+q8TERJ1wwgmaNm2aHA6HJKmkpER5eXkKBoOy2+3yer3q3bt3nTUAAAAAQOPVeyZx2rRpmjhxoj7++GN9+eWXkf/qCoiSlJWVpUWLFqlHjx6RcxaLRddee62KiopUWFioXr166YEHHojUCwoK5PF4VFRUJI/Ho/z8/HrVAAAAAACNV++QWFVVpbFjx6p9+/YNHiQjI0NOp7PGObvdrkGDBkWO+/Xrp23btkmSysvL5ff75Xa7JUlut1t+v18VFRVRawAAAACAY1Pv5aajR4/WSy+9pDFjxjR5E+FwWM8//7wyMzMlSYFAQOnp6bLZbJIkm82mtLQ0BQIBGYZRa+2Hpar1lZLSqWm/EAAAEJGa2tnsFgC0QvzZ0vyihkSPxyOLxSLp0L6ICxYs0F//+ld17dq1xucWLVp0TE1Mnz5dHTp00Lhx447pPg1VXr5b4bAR0zEBAGgrtm/fZXYLAFoh/mxpGlarpdZJs6gh8bLLLot63BS8Xq82bdqkefPmyWo9tPrV6XSqtLRUoVBINptNoVBIZWVlcjqdMgyj1hoAAAAA4NhEDYmjRo1q1sFnz56tzz77TE8++aQSExMj51NSUuRyueTz+TRy5Ej5fD65XK7IctJoNQAAAABA49X7xTUzZszQunXrapxbt26dZs6cWa9rhw0bpu+++05XX321Lr74Yq1fv17z5s1TWVmZxo4dq5EjR+rGG2+MXDN16lQtXLhQ2dnZWrhwoe6555561QAAAAAAjWcxDKNeD+X96le/0qpVq2rM+B04cEDDhw/XmjVrmq3B5sQziQAANI/x4z2aP/85s9sA0MrwZ0vTafQziYezWCz6cZ4MhUIKh8PH1h0AAG3U7bdNVEUwaHYbzWb8eI/ZLTQLh92uBx6aa3YbANBs6h0SMzIy9PDDD+uPf/yjrFarwuGwHnvsMWVkZDRnfwAAtFoVwaCmnp1udhtooKnvlprdAgA0q3qHxLvuuku/+93vNHToUHXv3l2BQECpqamaN29ec/YHAAAAAIiheofEbt26afHixfrkk0/03Xffyel06pe//GVk2woAAAAAQMtX75AoSVarVf3792+uXgAAAAAAJqt3SNy9e7cee+wxvf/++6qsrKzxEpuVK1c2R28AAAAAgBir91rRqVOnyu/3a+LEiQoGg/rTn/4kp9Opq666qs5rvV6vMjMz1bdvX3399dd1npekkpIS5ebmKjs7W7m5udq4cWO9agAAAACAxqt3SFy9erUeffRRnXvuubLZbDr33HP18MMPa8mSJXVem5WVpUWLFqlHjx71Oi9JBQUF8ng8KioqksfjUX5+fr1qAAAAAIDGq3dIDIfD6ty5sySpQ4cOqqqqUmpqqjZt2lTntRkZGXI6nfU+X15eLr/fL7fbLUlyu93y+/2qqKiIWgMAAAAAHJt6P5N46qmn6v3339fgwYOVkZGhe+65Rx07dlTv3r2bvKlAIKD09HTZbDZJks1mU1pamgKBgAzDqLXmcDgaNE5KSqcm7x0AALR+qamdzW4BaLP4/df86h0SZ8yYEXlZzZ/+9Cc9+OCDqqqq0qxZs5qtueZWXr5b4bBR9wcBAAAOs337LrNbANosfv81DavVUuukWb1DYq9evSI/djgcmjlz5rF3Vgun06nS0lKFQiHZbDaFQiGVlZXJ6XTKMIxaawAAAABi6+67J2vr1i0xG2/8eE9MxunRo6emT2+5E2LHokEziRdddJHOOOOMyLl169bptdde01133dWkTaWkpMjlcsnn82nkyJHy+XxyuVyR5aTRagAAAABip60GqdbMYhy+4WEUv/rVr7Rq1SolJiZGzh04cEDDhw/XmjVrol47Y8YMLV++XDt27FBycrLsdrteffXVWs9L0oYNG5SXl6eqqiolJSXJ6/WqT58+ddYaguWmAAAzjR/v0dSz081uAw009d1SzZ//nNltAMAxibbctN4hcfDgwVq5cqXatWsXObdv3z6dc845Wrt2bdN0GmOERACAmQiJLRMhEUBrEC0k1nsLjIyMDD388MMKh8OSDm2J8dhjjykjI6NpugQAAAAAmK7ezyTedddd+t3vfqehQ4eqe/fuCgQCSk1N1bx585qzPwAAAABADNU7JHbr1k2LFy/Wp59+qkAgIKfTqV/+8peyWus9GQkAAH5k6rulZrcAAEAN9Q6JkmS1WtWvXz/169evmdoBAKBt4ZnElodgD6C1YxoQAAAAbUIwWKn77pumnTuDZrcCxDVCIgAAANqEwsLFWr/+Ky1d+rLZrQBxLSYh0ev1KjMzU3379tXXX38dOV9SUqLc3FxlZ2crNzdXGzduPOYaAAAA8GPBYKWKi9+RYRgqLl7FbCIQRUxCYlZWlhYtWqQePXrUOF9QUCCPx6OioiJ5PB7l5+cfcw0AAAD4scLCxZH9scPhMLOJQBQxCYkZGRlyOp01zpWXl8vv98vtdkuS3G63/H6/KioqGl0DAAAAjmbNmtUKhaolSaFQtdasWW1yR0D8Mu2ZxEAgoPT0dNlsNkmSzWZTWlqaAoFAo2sAAADA0QwePEQ226EX+9tsCRo8eIjJHQHxq0FbYLQ2KSmdzG4BAAC0QKmpnc1uAQ101VVXaPXqVQqFJJvNqquvvlLJyXwfgaMxLSQ6nU6VlpYqFArJZrMpFAqprKxMTqdThmE0qtZQ5eW7I2vTAQAA6mv79l1mt4AGO05DhgzTypVvaciQYaquTuD7iDbNarXUOmlm2nLTlJQUuVwu+Xw+SZLP55PL5ZLD4Wh0DQAAAKhNTs4onXxyX40YcanZrQBxzWIYRrNPpc2YMUPLly/Xjh07lJycLLvdrldffVUbNmxQXl6eqqqqlJSUJK/Xqz59+khSo2sNwUwiAMBM48d7NPXsdLPbQANNfbdU8+c/Z3YbQJsTDFZq3rzHNGHCTerSxW52Oy1etJnEmITEeEVIBACY6fbbJqoiGDS7DTSQw27XAw/NNbsNoM1ZsGC+Vq58S+eck6UrrhhvdjstHiGxFoREAACax/jxHmbbADSZYLBSU6bcooMHD+q44xI1a9bDzCYeo7h8JhEAAAAA6qOwcHFkciccDmvp0pdN7qh1IyQCAAAAiGtr1qxWKFQtSQqFqrVmzWqTO2rdCIkAAAAA4trgwUNksx3avc9mS9DgwUNM7qh1IyQCAAAAiGs5OaNktVokSVarlW1MmhkhEQAAAEBcs9uTNXTocFksFg0dOoyX1jSzBLMbAAAAAIC65OSM0tatW5hFjIG4mElcuXKlRo0apZycHI0bN06bN2+WJJWUlCg3N1fZ2dnKzc3Vxo0bI9dEqwEAAABoXez2ZOXl5TOLGAOmh8SdO3dqypQpeuihh1RYWKjLLrtMU6dOlSQVFBTI4/GoqKhIHo9H+fn5keui1QAAAAAAjWN6SNy0aZO6du2qE088UZI0fPhwFRcXq7y8XH6/X263W5Lkdrvl9/tVUVERtQYAAAAAaDzTn0k88cQTtWPHDn366af65S9/qcLCQklSIBBQenq6bDabJMlmsyktLU2BQECGYdRaczgc9R47JaVT039BAABAkpSa2tnsFgAAjWB6SOzcubNmz56te++9V99//72GDRumpKQk7d27t9nHLi/frXDYaPZxAABoi7Zv32V2CwCAWlitllonzUwPiZJ01lln6ayzzpIk7dixQ0899ZR69Oih0tJShUIh2Ww2hUIhlZWVyel0yjCMWmsAAAAAgMYz/ZlESdq+fbskKRwO66GHHtLYsWPVo0cPuVwu+Xw+SZLP55PL5ZLD4VBKSkqtNQAAAOBogsFK3XffNO3cGTS7FTQC37/YiYuQ+PDDD+vCCy/U+eefr+OOO0633367JGnq1KlauHChsrOztXDhQt1zzz2Ra6LVAAAAgB8rLFys9eu/0tKlL5vdChqB71/sWAzDaLMP5fFMIgAAzWP8eI/mz3/O7DaAiGCwUlOm3KKDBw/quOMSNWvWw+y314Lw/Wt60Z5JjIuZRAAAAKA5FRYujkwOhMNhZqNaGL5/sUVIBAAAQKu3Zs1qhULVkqRQqFpr1qw2uSM0BN+/2CIkAgAAoNUbPHiIbLZDL/a32RI0ePAQkztCQ/D9iy1CIgAAAFq9nJxRslotkiSr1aoRIy41uSM0BN+/2CIkAgAAoNWz25M1dOhwWSwWDR06jJeetDB8/2IrwewGAAAAgFjIyRmlrVu3MAvVQvH9i5242ALj7bff1iOPPCLDMBQOh/X73/9e559/vkpKSpSXl6dgMCi73S6v16vevXtLUtRafbEFBgAAzYMtMAAgvsX1FhiGYWjy5MmaNWuWlixZovvvv19TpkxROBxWQUGBPB6PioqK5PF4lJ+fH7kuWg0AAAAA0Dimh0Tp0MOnu3btkiTt2rVLaWlpqqyslN/vl9vtliS53W75/X5VVFSovLy81hoAAAAAoPFMfybRYrHo4Ycf1sSJE9WhQwft2bNHTzzxhAKBgNLT02Wz2SRJNptNaWlpCgQCMgyj1prD4aj32LVNrwIAgGOXmtrZ7BaAGioqKjRr1ixNmTJFycnJZrcDxC3TQ2J1dbWeeOIJzZ07VwMGDNCHH36oW2+9VbNmzWr2sXkmEQDiUzBYqXnzHtOECTfxBrsWbPv2XWa3ANSwYMEC+f1+Pf30s7riivFmtwOYKq6fSfziiy9UVlamAQMGSJIGDBig448/Xu3atVNpaalCoZAkKRQKqaysTE6nU06ns9YaAKDlKyxcrPXrv9LSpS+b3QqAViIYrFRx8TsyDEPFxau0c2fQ7JaAuGV6SOzWrZu+++47ffPNN5KkDRs2aMeOHTrhhBPkcrnk8/kkST6fTy6XSw6HQykpKbXWAAAtG3+RA9AcCgsXR1aQhcNh/hEKiCIutsBYunSp/vrXv8pisUiSbrrpJp177rnasGGD8vLyVFVVpaSkJHm9XvXp00eSotbqi+WmABB/FiyYr1WrVioUqpbNlqBhw85hWVgLxBYYiDcTJ16j/fv3RY7btz9ec+c+ZWJHgLmiLTeNi5BoFkIiAMQf/iLXOhASEW8WLJivlSvfkmEYslgsOuecLP4BCm1aXD+TCADA4QYPHiKb7dB71Wy2BA0ePMTkjgC0BsOHZ+qHuRHDMHTOOVkmdwTEL0IiACCu5OSMktV66PEDq9WqESMuNbkjAK3BO++skGT5/0cWrVz5lpntAHGNkAgAiCt2e7KGDh0ui8WioUOHsQUGgCaxZs1qST88ZmT8/2MAR0NIBADEnZycUTr55L7MIgJoMixlB+qPkAgAiDt2e7Ly8vKZRQTQZFjKDtQfIREAAACtHkvZgfpLMLuBLVu26MYbb4wc79q1S7t379Z7772nkpIS5eXlKRgMym63y+v1qnfv3pIUtQYAAAD8WE7OKG3duoVZRKAOcbdP4syZMxUKhZSfn68rr7xSo0eP1siRI7VkyRK99NJLevbZZyUpaq2+2CcRAIDmwT6JABDfWsw+iQcOHFBhYaFGjx6t8vJy+f1+ud1uSZLb7Zbf71dFRUXUGgAAAACg8eIqJK5YsULp6en62c9+pkAgoPT0dNlsNkmSzWZTWlqaAoFA1BoAAAAAoPFMfybxcC+99JJGjx4ds/Fqm14FAADHLjW1s9ktAAAaIW5CYmlpqd5//33NmjVLkuR0OlVaWqpQKCSbzaZQKKSysjI5nU4ZhlFrrSF4JhEAgKYXDFZKkv7zn828QRIA4lS0ZxLjJiQuXrxYw4cPV3JysiQpJSVFLpdLPp9PI0eOlM/nk8vlksPhkKSoNQAAcKS7756srVu3xGy8W2+dGJNxevToqenTZ8VkLABoC+Lm7abZ2dm66667NGzYsMi5DRs2KC8vT1VVVUpKSpLX61WfPn3qrNUXM4kAADStYLBSU6bcooMHD+q44xI1a9bDzCYCQByKNpMYNyHRDIREAACa1oIF87Vq1UqFQtWy2RI0bNg5uuKK8Wa3BQD4kRazBQYAAGjZ1qxZrVCoWpIUClVrzZrVJncEAGgoQiIAAGgygwcPkdV6aIsqq9WmwYOHmNwR8F/BYKXuu2+adu4Mmt0KENcIiQAAoMnk5IySYYQlSYZhaMSIS03uCPivwsLFWr/+Ky1d+rLZrQBxjZAIAACalMVi+f//a3IjwGGCwUoVF78jwzBUXLyK2UQgCkIiAABoMoWFiw8LiRZmbBA3CgsXKxQ6NMsdCoX4tQlEQUgEAABN5tCLa0KSDv1FnBfXIF6sWbNa4fChX5vhML82gWgIiQAAoMkMHjxENluCJMlmS+DFNYgbZ5yREfUYwH/FRUj8/vvvVVBQoPPPP185OTm6++67JUklJSXKzc1Vdna2cnNztXHjxsg10WoAAMAcOTmjZLUeWm5qtVp5cQ3iloWHZoFaxUVIvP/++9WuXTsVFRWpsLBQN998sySpoKBAHo9HRUVF8ng8ys/Pj1wTrQYAAMxhtydr4MBfSZLOPPNX6tLFbm5DwP+3bt0HNY4//PB9kzoB4p/pIXHPnj165ZVXdPPNN0f+Radr164qLy+X3++X2+2WJLndbvn9flVUVEStAQBaPvYyax0MwzC7BSDi0FLoQ3t42mzs4QlEk2B2A5s3b5bdbtfjjz+utWvXqmPHjrr55pvVvn17paen1/jNnJaWpkAgIMMwaq05HI56j52S0qlZviYAwLF58cUFWr/+K73xhk8TJkwwux00QEVFhT74YK0k6YMP1uqGG65TcnKyyV0B0lVXXaHVq1cpFArJZrPp6quvVHJyZ7PbAuKS6SGxurpamzdv1mmnnaYpU6bok08+0Q033KBHHnmk2ccuL9+tcJh/5QSAeBIMVurNN9+UYRh64403dd55bpYstiALFiw4bJuBsJ5++lldccV4k7tCvLv77snaunVLzMY7cOCArrzyypiM1aNHT02fPismYwENYbVaap00Mz0kdu/eXQkJCZGlo6effrqSk5PVvn17lZaWRv61JxQKqaysTE6nU4Zh1FoDALRshYWLI/+AFw6HtXTpy4SMFuTQFhjVkqRQqFpr1qzm+4c6xSpEBYOVuu22GzV79lz+8QmIwvRnEh0OhwYNGqTVqw/tVVNSUqLy8nL17t1bLpdLPp9PkuTz+eRyueRwOJSSklJrDQDQsh0tZKDlYAsMxDO7/dDSZwIiEJ3FiIOnyjdv3qw777xTwWBQCQkJuuWWWzR8+HBt2LBBeXl5qqqqUlJSkrxer/r06SNJUWv1xXJTAIg/CxbM16pVKxUKVctmS9CwYecwE9WCBIOVmjLlFh08eFDHHZeoWbMe5i/kiCvjx3s0f/5zZrcBmC6ul5tKUq9evbRgwYIjzp900kl68cUXj3pNtBoAoOXKyRml4uJ3FAqxz15LZLcna+jQ4Vq58i0NHTqMgAgALZDpy00BADjcDyHDYrEQMlqonJxROvnkvgR8AGih4mImEQCAw+XkjNLWrVsIGS2U3Z6svLx8s9sAADQSIREAEHcIGQAAmIflpgAAAACACEIiACDuBIOVuu++adq5M2h2KwAAtDmERABA3CksXKz167/S0qUvm90KAABtTlyExMzMTF1wwQUaOXKkRo4cqXfffVeSVFJSotzcXGVnZys3N1cbN26MXBOtBgBouYLBShUXvyPDMFRcvIrZRAAAYiwuQqIkPfroo1qyZImWLFmis88+W5JUUFAgj8ejoqIieTwe5ef/9yUG0WoAgJarsHCxwmFDkhQOh5lNbIFYLgwALVvchMQfKy8vl9/vl9vtliS53W75/X5VVFRErQEAWrY1a1YrFKqWJIVC1VqzZrXJHaGhWC4MAC1b3ITE22+/XTk5OZo6daqqqqoUCASUnp4um80mSbLZbEpLS1MgEIhaAwC0bIMHD5HNdmiHJpstQYMHDzG5IzQEy4UBoOWLi30SFy1aJKfTqQMHDmjmzJmaNm2arrrqqmYfNyWlU7OPAQBomKuuukKrV69SKCTZbFZdffWVSk7ubHZbqKcXX1wgwzi0XNgwwnrjDZ8mTJhgcldATamp/JkCRBMXIdHpdEqSEhMT5fF4NGHCBN1xxx0qLS1VKBSSzWZTKBRSWVmZnE6nDMOotdYQ5eW7I8+9AADixXEaMmSYVq58S0OGDFN1dYK2b99ldlOop7ffXqnq6kPLhaurq7VixdsaM2acyV0BNfFnCiBZrZZaJ81MX266d+9e7dp16DeqYRhatmyZXC6XUlJS5HK55PP5JEk+n08ul0sOhyNqDQDQ8uXkjNLJJ/fViBGXmt0KGojlwgDQ8lmMH9aEmGTz5s36/e9/r1AopHA4rJNOOkl/+tOflJaWpg0bNigvL09VVVVKSkqS1+tVnz59JClqrb6YSQSA+PTttxvl9U5XXl6+evU6wex20ADBYKUmT75F1dUHddxxx2nWrEfUpYvd7LbQCLfeOkk7d/JSwJakSxeHZs9+3Ow20EJEm0k0fblpr1699Morrxy1dtJJJ+nFF19scA1A/fAXccSrJ5+co3379umJJx7XjBn3m90OGsBuT1ZaWpq2bduq1NQ0AmILtnNnhTq7xprdBhpg5xcvmN0CWgnTl5sCMM/hfxEH4sW3327Utm1bJUnbtm3V5s2bTO4IDREMVqqsrFSSVFZWxttNAaAFIiQCbRR/EUe8evLJOTWO+UeMlqWwcLF+eJDFMAz2SgSAFoiQCLRR/EUc8eqHf7yo7Rjxbc2a1QqFDr3dNBSq1po1q03uCADQUIREoI3iL+KIV92794h6jPjG200BoOUjJAJtFH8RR7y6/PIrahx7PL81qRM0Rk7OKFmtFkmS1WplGxMAaIFMf7spAHNcf/2Nmjr1zsjx7343ycRugP9at+6DGscffvieTjvt5yZ1g4ay25M1dOhwrVz5loYOHcbbTVu4XbwtE2iT4iokPv7443rsscdUWFioU045RSUlJcrLy1MwGJTdbpfX61Xv3r0lKWoNQN1+8pPe6t69h7Zt26ru3XuwBQbixo+fYVuzZrWuuGK8Sd2gMXJyRmnr1i3MIrYCbIHRshDq0VTiZrnp559/ro8//ljdu3ePnCsoKJDH41FRUZE8Ho/y8/PrVQNQP9dff6OOP/54ZhERVw4902aTJNlsNp5pa4Hs9mTl5eUziwgALVRchMQDBw5o2rRpKigokMVy6DmG8vJy+f1+ud1uSZLb7Zbf71dFRUXUGoD6+8lPemvOnKeYRURcyckZJeP/76FgGAazUQAAxFhchMRHHnlEI0aMUK9evSLnAoGA0tPTa/xrclpamgKBQNQagPoLBit1333T2Owacee/IdHkRgAAaINMfybxo48+0r///W/dfvvtMR87JaVTzMcE4smLLy7Q+vVf6Y03fJowYYLZ7QCSDv26tFqtCoVCslot/PoEgAZITe1sdgtoBUwPie+//76++eYbZWVlSZK+++47XXPNNbrjjjtUWlqqUCgkm82mUCiksrIyOZ1OGYZRa60hyst3Kxzmn6nRNgWDlXrzzTdlGIbeeONNnXeem+eHEBfefnulQqGQJCkUCmnFirc1Zsw4k7sC2p4uXRzayYtQWpQuXRzavn2X2W2ghbBaLbVOmpkeEq+//npdf/31kePMzEzNmzdPp5xyip5//nn5fD6NHDlSPp9PLpdLDodDkuRyuWqtAahbYeHiyD+ShMNhLV36Mm+QRFwYPHiIVq1aqVComs3YARPNnv242S00i/HjPZo//zmz2wDiWlw8k1ibqVOnauHChcrOztbChQt1zz331KsGoG5r1qxWKFQtSQqFqo/YdgAwC5uxAwBgLothtN3XArDcFG3ZggXz9fbbb0aOf/3rc5lJRJ3uvnuytm7dYnYbzaJHj56aPn2W2W0AaGbMJAKHxPVyUwDmGD48s0ZIPOecLBO7QUsRqxAVDFbqtttu1OzZc3lWFgCAGIvr5aYAms/y5a/VOC4qWmZSJ8CR7PZkSSIgAgBgAkIi0EatXfvPqMcAAABomwiJAAAAAIAIQiLQRg0adFaN41/9im0GAAAAQEgE2qzzz78w6jEAAADaJkIi0Ea9886KGscrV75lUicAAACIJ3EREidOnKgRI0bokksukcfj0RdffCFJKikpUW5urrKzs5Wbm6uNGzdGrolWA1C3f/6zOOoxAAAA2qa4CIler1dLly7VK6+8ovHjx+vOO++UJBUUFMjj8aioqEgej0f5+fmRa6LVANQtJSUl6jEAAADaprgIiZ07d478ePfu3bJYLCovL5ff75fb7ZYkud1u+f1+VVRURK0htoLBSt133zTt3Bk0uxU0UHl5edRjAAAAtE0JZjfwg7vuukurV6+WYRj629/+pkAgoPT0dNlsNkmSzWZTWlqaAoGADMOoteZwOOo9ZkpKp2b5WtqSBQv+qq+//lI+30u65ZZbzG4HDZCZ+Wu9/vrrMgxDFotFWVmZSk3tXPeFiDtXXnmVKitbZ8gfP95jdgvNIjk5Rc8++79mtwG0Wfz/HRBd3ITEmTNnSpJeeeUVzZo1SzfffHOzj1levlvhsNHs47RWwWClVq5cKUlaseJtud2j1aWL3dSeUH/nnefWG2+8oerqatlsCTrvPLe2b99ldltohMrKcnV2jTW7DTRA5Rcv8PsNMBG//wDJarXUOmkWF8tND3fJJZdo7dq16tatm0pLSxUKhSRJoVBIZWVlcjqdcjqdtdYQO//4xwsyjEMh2zDCevHF503uCA1htyfr7LPPkcVi0dlnDyfgAwAAQFIczCTu2bNHVVVVkYC3YsUKdenSRSkpKXK5XPL5fBo5cqR8Pp9cLldkOWm0GmJj7dp/HnF87bUTTOoGjZGTM0pbt27RiBGXmt0KAKANu/vuydq6dUvMxovlUvYePXpq+vRZMRsPaAqmh8R9+/bp5ptv1r59+2S1WtWlSxfNmzdPFotFU6dOVV5enubOnaukpCR5vd7IddFqAOrHbk9WXh5vBgYAmCtWISoYrNS8eY9pwoSbWEEDRGF6SOzatav+/ve/H7V20kkn6cUXX2xwDbExaNBZ+uc/340c/+pXQ0zsBmjbdn3xgtktAEDcKyxcrPXrv9LSpS/riivGm90OELdMD4louc4//8IaIfH88y80sRugbePFNS0LoR6IvWCwUsXF78gwDBUXr9KIEZcymwjUIu5eXIOW4513VtQ4XrnyLZM6QWOxzyUAoK0oLFysUCgs6dBLD5cufdnkjoD4RUhEo/3zn8VRjxH/Dl92AwBAa7ZmzWqFw4fejB8Oh7RmzWqTOwLiF8tN0WgpKSnatm1rjWO0HMFgpd59d6UMw9C7777DspsWrEsXh3ayfLFF6dKFt3EDsXbGGRk1HpM544wME7sB4hshEY1WXl4e9RjxrbBwsaqrqyVJ1dUHeYi/BZs9+3GzW2gW48d7NH/+c2a3AaCVslgsZrcAxC2Wm6LRBgwYGPUY8Y3lwgCAtmTdug9qHH/44fsmdQLEP9NDYmVlpa677jplZ2crJydHkyZNUkVFhSSppKREubm5ys7OVm5urjZu3Bi5LloN5uBf5FqWpKSkHx13MakTAACa3+DBQ2Sz2SRJNptNgwezdRdQG9NDosVi0bXXXquioiIVFhaqV69eeuCBByRJBQUF8ng8KioqksfjUX7+fzf9jlZDbPz4X+A++OA9kzpBY2zfXvaj41KTOgEAoPnl5IyS1Xror75Wq00jRlxqckdA/DI9JNrtdg0aNChy3K9fP23btk3l5eXy+/1yu92SJLfbLb/fr4qKiqg1xI7dbo96DAAAEC/s9mQNHTpcFotFQ4cO42VtQBRx9eKacDis559/XpmZmQoEAkpPT6+xLCAtLU2BQECGYdRaczh4Y1ysHDkTVVbLJwEAAMyXkzNKW7duYRYRqENchcTp06erQ4cOGjdunPx+f7OPl5LSqdnHaM0MwzjiODW1s0ndoCnw/UO84dckgKaUmtpZDz54v9ltAHEvbkKi1+vVpk2bNG/ePFmtVjmdTpWWlioUCslmsykUCqmsrExOp1OGYdRaa4jy8t0Kh426P4ijslgsNYKixWLR9u27TOwIx4rvH+INvyYBAGgeVqul1kkz059JlKTZs2frs88+05w5c5SYmCjp0MbsLpdLPp9PkuTz+eRyueRwOKLWEDvt2rWLegwAAACg5TF9JnH9+vWaN2+eevfurbFjx0qSevbsqTlz5mjq1KnKy8vT3LlzlZSUJK/XG7kuWg2xsW/fvqjHANBY3367UZK0efMm9ep1grnNAADQxpgeEk8++WR99dVXR62ddNJJevHFFxtcQ2wcf/zxNYLh8ccfb2I3AFqTv/zlUUnS3LmP6N57HzK5GwAA2hbTQyJaru+//z7qMRrv7rsna+vWLTEfd/x4T7Pev0ePnpo+fVazjoHmFetfm6Wl3zX7r8sf8OsTAIBDLMaPX1HZhvDimmNztL+4zZ//nAmdoDH4/iFe3XHHbSot/S5ynJ7ejdlEAACaWNy/uAZA7HXpklzjODk5xaROgJoOD4hHOwYAAM2LkAi0UbNnz6lx/OCDj5nUCQAAAOIJzyQC9XD7bRNVEQya3UazitVzX7HksNv1wENzzW4DAACgRSEktlKt9cUnkjkvl6gIBjX17PSYjoljN/XdUrNbAAAAaHFMD4ler1dFRUXaunWrCgsLdcopp0iSSkpKlJeXp2AwKLvdLq/Xq969e9dZwyGxCFFt7eUSBA4AAAC0BaY/k5iVlaVFixapR48eNc4XFBTI4/GoqKhIHo9H+fn59aohdiZMuKnG8cSJN5vUSfNz2O1mt4BG4PvWMrlcP69x/LOf/byWTwIAgOYQN1tgZGZmat68eTrllFNUXl6u7OxsrV27VjabTaFQSIMGDdLy5ctlGEatNYfD0aAx2QLj2P0wm9jaZxFbq7Vr/6knnnhcEybcpIEDf2V2O4AkKRis1G233Rg5nj17rrp0sZvXEAAArVC0LTBMX256NIFAQOnp6bLZbJIkm82mtLQ0BQIBGYZRa62hITHWbr11knburDC7jWYRyw2vY6lLF4dmz37c7DaazV//euilLk888TghEXHDbk+Wy/VzffHFZ/rZz35OQAQAIMbiMiTGSm3Jubm01oDYmu3cWaHU1M5mt9EsVq1apXA4LEkKh8P66qtPNHToUJO7Ag7Jy/ujZs2apSlTJis5uXX+HgQAIF7FZUh0Op0qLS1VKBSKLCktKyuT0+mUYRi11hrKjOWmnV1jYzoejs2uL17Q9u27zG6jWTz44IM1ju+//3717Xu6Sd0AP3ac/vCHu1RdrVb7exAAADO1uOWmKSkpcrlc8vl8GjlypHw+n1wuV2Q5abRaPOvSxaGdX7xgdhtogC5dzPl1ZcYWJuFwuNmXDJuxfQkAAAAaxvQX18yYMUPLly/Xjh07lJycLLvdrldffVUbNmxQXl6eqqqqlJSUJK/Xqz59+khS1FpD8OKaY3d4qJg//zkTO0FDHS0Q8j0EAABoG6LNJJoeEs1ESDw2hIyWje8fAABA2xUtJJq+TyIAAAAAIH7E5TOJOHZmPNMmHX12qqnxXBsAAADQfAiJrVQsQhTLFVs2q9Ua2QLjh2MAAACAvxUCbdSvfjUk6jEAAADaJkIi0EaNGXP4np0WXXbZ5ab1AgAAgPhBSATaKLs9WWeddbYk6ayzhqpLF7u5DQEAACAu8Ewi0IaNGTNWO3ZsZxYRAAAAES16JrGkpES5ubnKzs5Wbm6uNm7caHZLbUqHDh1rHHfs2LGWTyJe2e3JysvLZxYRAAAAES06JBYUFMjj8aioqEgej0f5+flmt9SmTJ5814+O/2RSJwAAAACaSosNieXl5fL7/XK73ZIkt9stv9+viooKkztrO37yk96R2cSOHTuqV68TTO4IAAAAwLFqsc8kBgIBpaeny2azSZJsNpvS0tIUCATkcDjqdY+UlE7N2WKbcO+9f9Ydd9yhe++9V6mpnc1uBwAAAMAxarEhsSmUl+9WOGyY3UaL1rlzqh5//G+SpO3bd5ncDQAAAID6sFottU6atdjlpk6nU6WlpQqFQpKkUCiksrIyOZ1OkzsDAAAAgJarxYbElJQUuVwu+Xw+SZLP55PL5ar3UlMAAAAAwJEshmG02PWWGzZsUF5enqqqqpSUlCSv16s+ffrU+3qWmwIAAABoi6ItN23RIfFYERIBAAAAtEWt8plEAAAAAEDTIyQCAAAAACIIiQAAAACACEIiAAAAACCCkAgAAAAAiCAkAgAAAAAiCIkAAAAAgAhCIgAAAAAggpAIAAAAAIhIMLsBM1mtFrNbAAAAAICYi5aFLIZhGDHsBQAAAAAQx1huCgAAAACIICQCAAAAACIIiQAAAACACEIiAAAAACCCkAgAAAAAiCAkAgAAAAAiCIkAAAAAgAhCIgAAAAAggpAIAAAAAIggJAK1KCkpUW5urrKzs5Wbm6uNGzea3RKAVsDr9SozM1N9+/bV119/bXY7AFqJyspKXXfddcrOzlZOTo4mTZqkiooKs9tCC0VIBGpRUFAgj8ejoqIieTwe5efnm90SgFYgKytLixYtUo8ePcxuBUArYrFYdO2116qoqEiFhYXq1auXHnjgAbPbQgtFSASOory8XH6/X263W5Lkdrvl9/v5FzkAxywjI0NOp9PsNgC0Mna7XYMGDYoc9+vXT9u2bTOxI7RkhETgKAKBgNLT02Wz2SRJNptNaWlpCgQCJncGAAAQXTgc1vPPP6/MzEyzW0ELRUgEAAAAWpHp06erQ4cOGjdunNmtoIVKMLsBIB45nU6VlpYqFArJZrMpFAqprKyMJWIAACCueb1ebdq0SfPmzZPVynwQGodfOcBRpKSkyOVyyefzSZJ8Pp9cLpccDofJnQEAABzd7Nmz9dlnn2nOnDlKTEw0ux20YBbDMAyzmwDi0YYNG5SXl6eqqiolJSXJ6/WqT58+ZrcFoIWbMWOGli9frh07dig5OVl2u12vvvqq2W0BaOHWr18vt9ut3r17q3379pKknj17as6cOSZ3hpaIkAgAAAAAiGC5KQAAAAAggpAIAAAAAIggJAIAAAAAIgiJAAAAAIAIQiIAAAAAIIKQCABAAxiGoTvuuEMDBw7UmDFj9MEHHyg7O9vstiKWLl2q8ePHm90GAKAFYwsMAAAa4IMPPtBtt92m119/XR06dDC1ly1btigrK0uff/65EhISTO0FANB6MJMIAEADbN26VT169IhJQAyFQs0+BgAAP0ZIBAC0aoFAQJMmTdKvfvUrDRo0SNOmTVM4HNbcuXP161//WoMHD9bkyZO1a9cuSYdm5/r27avFixfrnHPO0aBBg/SXv/xFkvTiiy/qT3/6kz7++GP1799fjz76qNauXathw4ZFxvv88891ySWXqH///rrpppt0yy23aPbs2ZKkl19+WZdffnmN/vr27atNmzZJkvLy8lRQUKDrrrtO/fr109q1a7Vy5UpdcsklOuOMMzR8+HA99thjkWvHjRsnSRo4cKD69++vjz766Igx1q1bp9GjR2vAgAEaPXq01q1bF6ldccUVevjhhzV27Fj1799f48ePV0VFRVP+9AMAWiBCIgCg1QqFQvrd736n7t27a8WKFVq1apUuuugivfzyy1q8eLGeffZZvfnmm9q7d6+mTZtW49oPP/xQr7/+up555hnNmTNHGzZs0GWXXaZ77rlH/fr100cffaSbbrqpxjUHDhzQpEmTNGrUKL333ntyu9168803G9Szz+fTDTfcoHXr1mnAgAE6/vjj5fV69cEHH+iJJ57Q888/H7nnwoULJUnvv/++PvroI/Xv37/GvYLBoH73u9/piiuu0Nq1a3X11Vfrd7/7nSorK2uMd++992rNmjU6ePCg5s+f36B+AQCtDyERANBqffrppyorK9PkyZPVoUMHtWvXThkZGSosLNRVV12lXr16qWPHjrrtttu0bNkyVVdXR66dNGmS2rdvr1NPPVWnnnqqvvzyyzrH++STT1RdXa0rr7xSxx13nM4//3z94he/aFDPWVlZGjBggKxWq9q1a6dBgwapb9++slqtOvXUU3XxxRfrvffeq9e9Vq5cqRNOOEGXXHKJEhIS5Ha71adPH7399tuRz1x66aU68cQT1b59e11wwQX64osvGtQvAKD14Sl3AECrFQgE1L179yNe6lJWVqYePXpEjnv06KHq6mqVl5dHznXt2jXy4+OPP1579+6tc7yysjKlp6fLYrFEzjmdzgb1/OPPf/LJJ3rggQe0fv16HTx4UAcOHNAFF1xQr3uVlZWpe/fuNc51795dpaWlkePU1NTIj+v7dQIAWjdmEgEArZbT6VQgEKgxQyhJaWlp2rp1a+R427ZtSkhIUEpKyjGNl5qaqtLSUh3+4vBAIBD58fHHH6/9+/dHjrdv317nPf/whz8oKytL77zzjj788EONHTs2cv/Dw+jRpKWladu2bTXOBQIBpaen1+vrAQC0TYREAECr9ctf/lKpqal68MEHtXfvXn3//ff68MMP5Xa79cwzz2jz5s3as2ePZs+erQsvvPCYt5Ho16+fbDabFi5cqOrqar355pv697//HamfeuqpWr9+vb744gt9//33NV5CU5s9e/aoS5cuateunT799FP5fL5IzeFwyGq1avPmzUe9dvjw4dq4caMKCwtVXV2tZcuW6T//+Y/OOeecY/o6AQCtGyERANBq2Ww2zZs3T5s2bdKvf/1rDRs2TK+99ppGjx6tESNGaNy4ccrKylJiYqLuvvvuYx4vMTFRjz32mP7xj39o4MCBWrp0qc455xwlJiZKkk488UTdeOONuuqqq3T++edrwIABdd6zoKBAjz76qPr37685c+bowgsvjNSOP/543XDDDbr88suVkZGhjz/+uMa1ycnJmjdvnp5++mkNGjRIf/vb3zRv3jw5HI5j/loBAK2XxTh8TQwAAGhSl112mcaOHavRo0eb3QoAAPXCTCIAAE3ovffe0/bt21VdXa3Fixfrq6++0tlnn212WwAA1BtvNwUAoAmVlJTolltu0d69e9WrVy89+uijSktLM7stAADqjeWmAAAAAIAIlpsCAAAAACIIiQAAAACACEIiAAAAACCCkAgAAAAAiCAkAgAAAAAiCIkAAAAAgIj/ByTtz3Dse3UMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = list()\n",
"\n",
"for cset in data.keys():\n",
" for binary in [\"MB\",\"PR\"]:\n",
" for (i, row) in data[cset][binary][\"prunes\"][0].iterrows():\n",
" a.append({\n",
" \"cset\": cset,\n",
" \"binary\": binary,\n",
" \"csize\": row.csize,\n",
" \"ccount\": row.ccount,\n",
" \"pruned_files\": row.pruned_files,\n",
" })\n",
"\n",
"df_cache = pd.DataFrame(a)\n",
"\n",
"sns.boxplot(data=df_cache, x=\"cset\", y=\"csize\", hue=\"binary\", linewidth=1)\n",
"plt.ylabel(\"cache size [MB]\")\n",
"plt.xlabel(\"configuration\")\n",
"plt.title(\"dbcache size (MB) on prune\")\n",
"\n",
"\n",
"import numpy as np\n",
"plt.yticks(np.arange(0, max(df_cache.csize)+1, 100.0))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "bench-20827.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 for machine learning",
"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": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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