{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "bb22f42a", "metadata": {}, "outputs": [], "source": [ "# Auto-reload edited modules (e.g. giant.analysis) without restarting the kernel.\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "f65c3ad9", "metadata": {}, "source": [ "# GIANT validation notebook\n", "\n", "Diagnostics for a trained checkpoint's sample quality, run against `giant predict --coord local` output (`pred_*`/`true_*` columns, denormalized but still local-frame/log-scaled — see `giant.analysis`'s module docstring). Four tiers, each building on the last:\n", "\n", "1. **stratified marginals** — per-dimension real-vs-generated, sliced by pdg/material/energy\n", "2. **joint structure** — correlation matrices, physically-coupled pairwise plots, direction alignment\n", "3. **physical constraints** — unit-norm directions, non-negative step_length/delta_e/edep\n", "4. **event-level (shower) observables** — total energy, longitudinal/transverse profiles, shower-max depth, in world-frame physical units (mm, MeV)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "1b65ca80", "metadata": {}, "outputs": [], "source": [ "from giant.analysis import load_predicted_local, plot_kl_bars_pl\n", "\n", "# Predict parquet produced by `giant predict --coord local --checkpoint ...`,\n", "# carrying both pred_*/true_* columns so real vs. generated can be compared.\n", "FILE = \"/home/lars/Programming/giant/pbwo4_10k_9_predicted_local.parquet\"\n" ] }, { "cell_type": "markdown", "id": "82142e6b", "metadata": {}, "source": [ "## Tier 1: stratified marginals\n", "\n", "KL(real || generated) per target dimension, computed lazily straight from the parquet over every row in the file." ] }, { "cell_type": "code", "execution_count": 3, "id": "f2752229", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_160109/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", "/tmp/ipykernel_160109/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", "/tmp/ipykernel_160109/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", "/tmp/ipykernel_160109/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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", 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", 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OqFixIoYOHaq+xsSJE9GkSZNMjyVLlmT7dQsXLozExET1UKSYmBjY29vnuP1VCxcuRJ8+fYCXvSubNm1CvXr14OXlhZSUFPj4+OD58+dZ1iMi6Nq1K7755hvs3bsXn376Kfr37w+8nH/s5eWFOnXqYOzYsTh69KhW9ehKsR6L6OhohISEwNraGt27d9c4NmPGDHWX0JMnT/DgwQP1sZEjR+LBgweoWrUqzM3NYWFhgXXr1sHPz++tfw9ERERE9HYdPnwYnTt3xl9//QULCwu4urri9u3bCA8PR4kSJfDbb78BLz9c//PPP3j48CGKFy+usYJobnosjI2NUbFiRWzcuBGffPIJVq1ahVq1auW4PcOxY8dgY2OD8uXLAwCqVKmCc+fOqY/7+flh165dsLS0zLKelJQU3L17Fw0aNICrqyuePn2KVatWaZyTmpqK//3vfyhVqtQb68kLigULOzs73L59O8tjGXMp8DJkvLqik5GREb777jvMmDEDMTExcHJygpGRXkwVISIiIqJ8tnfvXowaNQoJCQlYuXIl7OzsMGrUKJQpUwb29vbqUTD29vYYMWIEvLy8YG9vj5o1a6qHHP13hdH/mjNnDhYsWIBHjx6hevXqaNy4MRYtWoS5c+eiVatWGDJkCBwdHdUrL+W0HS+HMWX0VgCApaUlvLy81M9VKhU8PT2hUqmyrefLL7+Er68v7O3tER8fjwULFgAAfHx8kJqaiidPnsDf3x9bt259Yz15QSUZ080NSFxcHGxtbREbGwsbGxulyyEiIgJysHRnXi3LSZQTSUlJuH37Njw8PGBhYaFIDT4+Pjh16hTw8oP4q3Nonz17BhGBqakpnj59qg4PCQkJEBFMmDAB9vb2Wm2oHB0drbEcbKFChdTXExFERETAyclJ4zU5bb9z5w5cXV2znU/xzz//oHTp0m+sJzExEVFRUXBycoKpqSkA4NatWwAAR0fHTL0w2dWDbP4f5+Rzs+KTt4mIiIiIciKrIUvW1tbq/8740D1r1iwsXrwYT58+haenJ/bu3avV9R0cHODg4JDlMZVKleWH8py2lypV6rU1ZISKN9VjaWkJV1dXjTZPT89sr5tdPXmBwYKIiIiICoT9+/fnaLRJz5490apVK9ja2r52awLKGwwWRERERFQguLu75+h8R0dHODo65ls9pImznomIiIiISGcMFkREREREpDMGCyIiIiIi0hmDBRERERG9M/755x/Mnj1b6TIMEoMFEREREb0zoqOjcezYMZ2u8d1336Fjx47o2LEj4uPj39hO/+KqUERERESUK9d8fPPsWr7Xr+XZtXRVrVo1FCtWDP3790dycjIKFy782nb6F4MFERERERUIw4cPR7t27bBu3To4Ojpi+PDhKFSoEMLDwzFnzhwAQK1atdTnP3jwAHPmzIFKpUKLFi1w9uxZDB8+HLNnz8bZs2czXb9Zs2bo1q0bAgMDERgYiBEjRmgcz66d/sVgQUREREQFwq5du3Djxg20adMGBw4cQJcuXbB582Y0atQIjRo1gp+fH6ZPnw5nZ2ekpaWhYcOGaNKkCfz8/BASEoKiRYti+PDhCAgIgIuLS6brly1bVpHv613BYEFEREREBcZ3332H0qVLo0ePHihevDhCQ0Nhbm6OuXPnAi830Vu0aBFu3boFKysrdU9GyZIlsWDBAgDA6dOns+2xqFSp0lv+jt4dDBZEREREVGCEh4ejdOnSePr0KQDA1tYWUVFRSElJgZmZGcLDwwEAhQoVwpMnTzK1A2CPRT5hsCAiIiKiAmPChAmwtrbGhQsXMGzYMBQvXhwNGjRAhQoV4OXlhdjYWDg6OqJEiRKoW7euuv3p06fqMFG7du3Xfo2ff/4ZW7ZsQXR0NIKDg1GrVi0MHz4823b6F4MFEREREeWKEis5rV27FleuXIGjoyMqVqwIAFixYgWOHz8OlUqFsmXL4vr16wCAVatW4cSJE1CpVDh37hzCwsK0+hq+vr5o1aoVWrVqBQBwdXV9bTv9i8GCiIiIiAoMCwsLBAUFZWp/tRci4783bNiA7du3Izo6GhcvXsTx48e1+hr+/v7w9/fXup3+xWBBRKQD/1Xa/YG51P1SvtdCRPSu+/bbb2Ftba31+X5+flCpVLC1tUVAQAAcHBzytT5Dx2BBRERERAVCs2bNcnR+hQoVUKFChXyrhzQZKV0AEREREREVfAwWRERERESkMwYLIiIiIiLSGYMFEREREb0zHj16hC1btihdhkHi5G0iIsp3XD2LiN6WsLAwrF69Gm3atMn1NdLT07Fz506EhYWhQYMG8PHxAQDs2LEDV69eBQAMHjwYlpaWr23P7jrvKgYLIiIiIsqVBZ8fzLNr9V/cIM+upaugoCDY2tqiWLFiGD16NLZv34769evj2bNniImJwcKFC9G7d291gMiuPbvrvKsYLIiIiIioQFi2bBmaNm2K/fv3w9HRES1btoRKpUJKSgo2bdoEAHBzc1Ofn5ycjE2bNkGlUiEwMBB//vkn2rRpgy1btuDvv//OdP1q1aohKCgI33zzDapWrQoAKFGiBA4cOID69eujU6dO6NSpE9auXavxuuzas7vOu4rBgoiIiIgKhNmzZ2P9+vUoX748Tpw4gYMHD2LevHlo0aIFXrx4AV9fX5w5cwYuLi4AgA8//BDp6enw9fXFd999h+LFi6NNmzbqHob/SkxMBAB1GEhNTcWRI0cwffr0XNWbV9cpKBgsiIiIiKjA+Pbbb1GxYkU8e/YMHh4eGDp0KG7fvo0bN25ApVLh559/xrp163D37l3cu3cP169fh0qlwubNm7FmzRoAgLW1Nezs7DJdO2MIEwAkJSWhS5cu6N27NwICAnJdb15dpyBgsCAiIiKiAsPMzAwAYGLy78fYtLQ0mJqaQqVSAQDMzc3V7SYmJup2U1NT9TXe1GMRFRWFDh06YNCgQWjZsmWua82r6xQUDBZEREREVGAMHjwYNWvWxNGjR9GiRQuULl0a9vb2aNOmDcqVK4f9+/ejRIkS8PDwgK2trbr9119/haurKwCga9eu2V5fRFCzZk14eXnh6tWruHr1Kt577z00bdoUx44dw4kTJxAfH4/vvvsOFStWRJs2bbJsb926dbbXeVcxWBARERFRgTFnzhzs27cP3bt3R9euXaFSqbB3716sXLkSKpUKK1aswPnz56FSqbB//351+6effoqLFy++8foigtatWwOAulcjoycjMTERMTEx6Nu3L1JSUvDs2bNs2193nXeVSkRE6SLetri4ONja2iI2NhY2NjZKl0NEBRj3Z9AO3yft8H0ifZaUlITbt2/Dw8MDFhYWitTg4+ODU6dOZTk/IitHjhzByZMnER0djTVr1mDr1q2oUaNGvtdZUGX1/zgnn5vZY0FEREREBUJwcHCOQk1GT4K9vT127dqFypUr52t9ho7BgoiIiIgKhGHDhuXo/CZNmqBJkyb5Vg9pMlK6ACIiIiIiKvgYLIiIiIiISGcMFkREREREpDMGCyIiIiJ6Z8THx2u1rCzlPQYLIiIiInpn3LhxA+PGjdP5Og8ePMCZM2cy7T2RXTtxVSgiIiIiyqXZHT7Ms2sN37gzz66lq0GDBmHbtm0oUqQIwsPDcejQIfj6+mbbTv9ijwURERERFQgnT55ESkoKLl68iHv37mkcu3HjBm7cuJHpNdevX8eNGzcQFxenHiJ18eJFHDhwINPj77//BgC89957uHfvHs6fP48OHTrgp59+em07/Ys9FkRERERUIPTs2RMeHh6IjY3FjRs3MHXqVPTp0wfDhw/HunXr4O7uDhsbG1hbWwMAhgwZgo0bN6JkyZKwsbGBlZUVtm3bhs2bN+PEiROZrt+2bVt4e3vj008/Vbc9evQI9evXB4Bs2+lfDBZEREREVGAMGTIEjRs3xv379xEQEIA2bdpgw4YN+Pvvv1G4cGF89913OHjwICIiIrBp0ybcvHkT1tbWWLhwIfbv3w+8DBB16tTJdG13d3eN5+PHj4e7uztatWqlVbuhY7AgIiIiogIjY06Dm5sb0tLSEBkZCRcXFxQuXBgA4Ofnh4MHD+Lp06dwcXFR9174+Piog8WbeizS0tLQv39/FC9eHN988436eHbt9C8GCyIiIiIqMEaOHIkuXbrg119/xXvvvQdvb29ERUVh6tSpKFeuHObMmQN7e3uULl0aT548UbfPmzcPdnZ2AICJEydme30RwUcffQQzMzN8/PHHOHDgAFxcXODj45NlOydv/z8GCyIiIiIqMLp164a1a9fC0dERP/30E0xMTLBnzx5MnToVoaGhGDlyJM6ePQtTU1Ps2bMH06ZNQ2hoKFq3bo3Lly+/8foigqSkJCQlJWH69OkAgGbNmqFs2bJZtjNY/D8GCyIiIiLKFSWWiK1VqxaaN2+u0ebt7Y2VK1eqn3/44b/L4BobG6NLly6Ijo7G5MmTMX78+Dde38jICAcOHMjyWHbt9C8GCyIiIiIqEGrWrAlTU1Otzz9y5AjWr18PW1tbDBkyBG3bts3X+gwdgwURERERFQg//vhjjs7/9NNPNZaIpfyl0wZ5IgIRybtqiIiIiIioQMpRj4WIYM+ePdiwYQOOHj2KBw8eAABcXV3x/vvvo1OnTmjcuDFUKlV+1UtE77DZHT7U6jwlxvQSEdG/eFP53aXr/1utg8W+ffswdOhQRERE4IMPPsDgwYPh5OQEAHj8+DHOnDmDzp07w8nJCXPnzsUHH3ygdRHp6el4/vw5LC0tYWxs/Npzk5OT8eLFC402Y2NjWFpaav31iIiIiChnTE1NoVKpEBkZiaJFi/JG8jtGRBAZGQmVSpWjeSyv0jpYDBs2DOPHj0fr1q1hZmaW5TkpKSnYunUrhgwZgqtXr77xmo8ePcLy5cuxbNky3Lt3D4cOHUK9evVe+5rBgwdj+fLlsLCwULeVK1cOZ86c0fZbISIiIqIcMjY2hqurK8LCwnDnzh2ly6F8oFKp4Orq+sYb/dnROlhcunQJRkavn5JhZmaGDh064OOPP9bqmsuXL0diYiLWrVuH2rVra1sKWrVqhV9++UXr84mIiIhId4UKFUKZMmUyjR6hd4OpqWmuQwVyEizeFCpepW1BY8eOBQCEhYVpfe0MqampMDHholZEREREb5OxsbFOHz7p3ZXrT+ZXr17FqVOnEB0dnenYiBEjdK3rtXbu3AlLS0tYWlqidu3a+Pbbb+Hj45OvX5OIiIiIiLKXq2CxePFi9O/fH66urrC3t890PD+DhZ+fH/bs2YPatWvj0aNHGDhwIOrXr48rV67AwcEhy9ckJycjOTlZ/TwuLi7f6iMiIiIiMkS5ChbTpk3DypUr0bVr17yv6A0GDhyo/m83NzesWbMGTk5O2LhxI/r27Zvla6ZNm4aJEye+xSqJiIiIiAxLrjbIi4mJ0Zst0QsXLgwXFxf8888/2Z4TEhKC2NhY9eP+/ftvtUYiIiIionddroJF1apV8ccff+R9NVlITk5GYmJitsejoqJw7949uLm5ZXuOubk5bGxsNB5ERERERJR3cjUUqmHDhujYsSNGjhwJLy+vTBukfPihdrvnpqamIikpCc+fPwcAJCYmIiEhAWZmZuq9Mvr3749Tp07h8uXLSE5ORosWLTB69Gj4+fnh3r17GDFiBBwdHdGlS5fcfCtERERERJQHchUsMuYrhISEZHk8KSlJq+ts3LgRffr0AQBYW1ujXbt2AIAvv/wSX375JQDAwsICVlZWwMuehzFjxmDGjBm4cOEC7O3tUadOHaxfvz7bidtERERERJT/chUstA0Ob9K5c2d07tz5tefMnz9f43ndunVRt27dPPn6RERERESUN3I1x4KIiIiIiOhVuQ4WoaGhmDhxIrp3765u2759u8Z+EUREREREZBhyFSyOHDmCihUr4sSJE1i9erW6/ffff8fChQvzsj4iIiIiIioAchUsRo8eje+//x779+/XaO/evTsWLVqUV7UREREREVEBkatgcenSJXTo0AEANJaaLVmyJO7cuZN31RERERERUYGQq2BhbW2NiIgI4D/B4vz583B2ds676oiIiIiIqEDIVbBo27YtRowYgfj4eHXb6dOn0bt3b7Rv3z4v6yMiIiIiogIgV8FixowZiI2NhaOjI9LT0+Hg4IAaNWrAzc0NX3/9dd5XSUREREREei1XG+QVLlwYBw4cwMmTJ/HHH38gPT0dlStXRp06dfK+QiIiIiIi0nu5ChYZAgMDERgYmHfVEBERERFRgZSrYLFy5cpsj5mbm6N06dKoVq0ajIy4sTcRERERkSHIVbAYP3487t27BwCws7ODSqXC06dPAQDFihVDREQE/Pz88Ouvv6J48eJ5WzEREREREemdXHUp9OvXD40aNcKtW7fw9OlTREdH49atWwgKCsLw4cPx6NEjuLi4YNiwYXlfMRERERER6Z1cBYtly5bhhx9+QOnSpdVtpUuXxo8//ohly5bByckJ33//PY4cOZKXtRIRERERkZ7KVbAICwvLcv6EsbExwsLCAADOzs5ISUnRvUIiIiIiItJ7uQoWtWrVQp8+ffDgwQN1W1hYGD777DPUrFkTAHDo0CHUr18/7yolIiIiIiK9leuhUA8ePIC7uztcXFxQokQJlCxZEo8ePcKyZcsAAA8ePMCcOXPyul4iIiIiItJDuVoVqnTp0jh//jyOHj2Ka9euQaVSwcfHB++//z5UKhXwcoI3EREREREZhlxvkKdSqVC3bl3UrVs3bysiIiIiIqIChzvYERERERGRzhgsiIiIiIhIZwwWRERERESkMwYLIiIiIiLSGYMFERERERHpTOtVoT788MNcfYGdO3fm6nVERERERFRwaB0s6tWrl7+VEBERERFRgaV1sBgxYkT+VkJERERERAUW51gQEREREZHOGCyIiIiIiEhnnLxNREREREQ64+RtIiIiIiLSGSdvExERERGRzjjHgoiIiIiIdMZgQUREREREOmOwICIiIiIinTFYEBERERGRzhgsiIiIiIhIZ1qvCrVhwwatL9qxY8fc1kNERERERAWQ1sFiwIABWl+UwYKIiIiIyLBoHSyePHmSv5UQEREREVGBxTkWRERERESkM617LLITExOD1NRUjbYiRYroelkiIiIiIipAchUsYmNjMWzYMGzatAnx8fGZjotIXtRGREREREQFRK6GQo0cORI3b97Ejh07AAAnT57EvHnz4OjoiOnTp+d1jUREREREpOdy1WOxa9cuHD58GGXKlAEAVK9eHTVq1IC3tzfGjBmDUaNG5XWdRERERESkx3LVYxEeHg4vLy8AgI2NDaKjowEAderUwZUrV/K2QiIiIiIi0nu5XhVKpVIBAHx8fLBlyxYAwL59+zhxm4iIiIjIAOUqWPj5+an/e8yYMRg4cCCcnZ3Rrl07DoMiIiIiIjJAuZpjcfnyZfV/t2zZEleuXMEff/wBHx8fVKxYMS/rIyIiIiKiAkDnfSwAwMvLSz3ngoiIiIiIDE+u51iEhoZi4sSJ6N69u7pt+/btSE5OzqvaiIiIiIiogMhVsDhy5AgqVqyIEydOYPXq1er233//HQsXLszx9SIiInDq1CnExcVp/Zrw8HD8+eefSEhIyPHXIyIiIiKivJWrYDF69Gh8//332L9/v0Z79+7dsWjRIq2vc+HCBXTs2BF+fn4IDAzE+fPn3/ia5ORkdOjQAZ6enmjXrh2cnJxy9DWJiIiIiCjv5SpYXLp0CR06dABeWXYWAEqWLIk7d+5ofZ0LFy7go48+wunTp7V+zaRJk3D8+HHcvHkToaGhWL16Nfr374+zZ8/m8LsgIiIiIqK8kqtgYW1tjYiICOA/weL8+fNwdnbW+jq9evVCp06dYGZmpvVrfvjhB/Tu3RsuLi4AgLZt26JcuXL48ccfc/Q9EBERERFR3slVsGjbti1GjBiB+Ph4ddvp06fRu3dvtG/fPi/r0xAeHo5Hjx6hWrVqGu0BAQG4cOFCvn1dIiIiIiJ6vVwFixkzZiA2NhaOjo5IT0+Hg4MDatSoATc3N3z99dd5X+VL0dHRAAAHBweNdkdHR0RFRWX7uuTkZMTFxWk8iIiIiIgo7+RqH4vChQvjwIEDOHnyJP744w+kp6ejcuXKqFOnTt5X+ApTU1PgZVB4VWJiovpYVqZNm4aJEyfma21ERERERIYsV8HC398fly5dQmBgIAIDA/O+qmy4ubnByMgI4eHhGu3h4eEoWbJktq8LCQnBsGHD1M/j4uLg5uaWr7USERERERmSXA2Fun//PmJjY/O+miz8888/uHjxIgDAysoKNWrUwP/+9z/18efPn+PAgQMICgrK9hrm5uawsbHReBARERERUd7JVbBo06YNli5dqvMXj4yMxKlTp9QTr69evYpTp04hLCxMfc7UqVPxySefqJ9PnjwZmzdvxldffYXdu3ejTZs2cHBwQHBwsM71EBERERFR7uRqKFRCQgK++OILbNy4EeXKlcu0XOzy5cu1us6ZM2cwadIk4OXKTqtXr8bq1avRu3dv9O7dGwDg6emJxMRE9Wvq16+P3377DfPnz8fRo0fh7++PH3/8kb0QREREREQKylWwMDIyUm+Ql5KSgpSUlFx98ebNm6N58+avPSckJCRT2/vvv4/3338/V1+TiIiIiIjyXq6CxYYNG/K+EiIiIiIiKrC0nmNx9epVrS+ak3OJiIiIiKjg0zpYNGrUCF27dsWJEycgIpmOp6en4/Dhw+jcuTMaNmyY13USEREREZEe03oo1LVr1zBlyhQ0a9YMJiYmqFy5MpycnCAiePToEc6dOwcA6NOnD65fv56fNRMRERERkZ7RusfCxsYGM2bMwIMHD7Bo0SKUK1cOz58/R1JSEsqXL49ly5bhwYMHmDFjBldoIiIiIiIyMDmevF2oUCG0b98e7du3z5+KiIiIiIiowMnVBnmvU7Vq1by+JBERERER6bk8DxYZcy2IiIiIiMhw5HmwICIiIiIiw8NgQUREREREOmOwICIiIiIineVoVajy5cvnXyVERERERFRg5ShYNGnSJE/OISIiIiKid0uOgsX06dNhYvL6l4SGhupaExERERERFTA5mmPRu3dviEi2x2/duoX69evnRV1ERERERFSA5ChY7Ny5EyNHjszy2O3bt1G/fn34+PjkVW1ERERERFRA5Ggo1O7duxEUFIQiRYpg9OjR6va7d++ifv368PT0xI4dO/KjTiIi0kcTbLU7z8M9vyshIiKF5ShYVK9eHVu2bEGLFi1QpEgR9O7dG/fu3UP9+vXh5uaGnTt3wsrKKv+qJSIiIiIivZSjYAEAjRo1wpo1a9C5c2ckJyfj22+/hbOzM3bv3g1ra+v8qZKIiIiIiPRajoMFALRr1w7R0dH4/PPPUb16dezduxeFCxfO++qIiIiIiKhA0GmDPDMzM0RERKBmzZoa7ZcvX86b6oiIiIiIqEDQaYM8boZHRERERETIabCYNWtW/lVCREREREQFVo72sSAiIiIiIsoKgwUREREREemMwYKIiIiIiHTGYEFERERERDpjsCAiIiIiIp0xWBARERERkc4YLIiIiIiISGcMFkREREREpDMGCyIiIiIi0hmDBRERERER6YzBgoiIiIiIdMZgQUREREREOmOwICIiIiIinTFYEBERERGRzhgsiIiIiIhIZwwWRERERESkMwYLIiIiIiLSGYMFERERERHpjMGCiIiIiIh0xmBBREREREQ6Y7AgIiIiIiKdMVgQEREREZHOGCyIiIiIiEhnDBZERERERKQzBgsiIiIiItIZgwUREREREemMwYKIiIiIiHTGYEFERERERDozUbqAFy9e4PDhw3j8+DH8/f3x3nvvvfb8EydO4Nq1axptDg4OaNOmTT5XSkRERERE2VE0WERFRSEoKAgJCQnw9/dH//790bVrV8yfPz/b16xZswb79u1DUFCQus3FxYXBgoiIiIhIQYoGi5CQELx48QJ//fUXrK2tcfbsWQQEBKB58+Zo2rRptq+rUqUKli9f/lZrJSIiIiKi7Ck2xyI9PR0bN25Er169YG1tDQCoVq0aatSogfXr17/2tZGRkVi3bh127dqFx48fv6WKiYiIiIgoO4oFi/v37yMuLg7lypXTaPfz88Ply5df+9pbt25h27ZtmDp1Kjw8PLBw4cLXnp+cnIy4uDiNBxERERER5R3FgkXGh3t7e3uNdgcHh9d+8O/evTtu376Nn3/+GSdOnMC8efMwaNAgnD9/PtvXTJs2Dba2tuqHm5tbHn4nRERERESkWLCwtLQEAMTHx2u0x8fHq49lJTAwEKampurnn332GRwcHLB///5sXxMSEoLY2Fj14/79+3nyPRARERER0b8Um7zt7u4OU1NT3LlzR6P99u3b8PLyytG1LC0tER0dne1xc3NzmJub57pWIiIiIiJ6PcV6LMzMzNC4cWNs2LABIgIAePjwIQ4dOoQWLVqozzt+/Di2bNkCAEhLS8vU23Dy5Encv38fgYGBb/k7ICIiIiKiDIouNztjxgzUrFkTbdu2RY0aNbBq1SpUqVIFXbt2VZ+zcuVKnDp1Cm3atIGIoGnTpqhZsyb8/Pxw7949LF26FO3bt8dHH32k5LdCRERERGTQFOuxAIBy5crh4sWLqFixIu7evYuBAwfi4MGDGnMo6tSpg7Zt2wIATExMcO7cOdSuXRt37tyBra0tduzYgQ0bNsDISNFvhYiIiIjIoCnaY4GXcy3GjRuX7fHu3btrPDc3N0e3bt3QrVu3t1AdERERERFpg7f5iYiIiIhIZwwWRERERESkMwYLIiIiIiLSGYMFERERERHpjMGCiIiIiIh0xmBBREREREQ6Y7AgIiIiIiKdMVgQEREREZHOGCyIiIiIiEhniu+8TUSklybYaneeh3t+V0JERFQgsMeCiIiIiIh0xmBBREREREQ6Y7AgIiIiIiKdMVgQEREREZHOGCyIiIiIiEhnDBZERERERKQzBgsiIiIiItIZgwUREREREemMwYKIiIiIiHTGYEFERERERDpjsCAiIiIiIp0xWBARERERkc4YLIiIiIiISGcmShdA9Db5r/LX6rxL3S/ley1ERERE7xL2WBARERERkc4YLIiIiIiISGcMFkREREREpDMGCyIiIiIi0hmDBRERERER6YzBgoiIiIiIdMZgQUREREREOmOwICIiIiIinTFYEBERERGRzhgsiIiIiIhIZwwWRERERESkMwYLIiIiIiLSGYMFERERERHpjMGCiIiIiIh0xmBBREREREQ6Y7AgIiIiIiKdMVgQEREREZHOGCyIiIiIiEhnDBZERERERKQzE6ULoLzhv8pfq/Mudb+U77VQwcd/T0RE9E6YYKvlebH5XYlBYLAgIiIi/cAPgUQFGodCERERERGRzthjQURElN+0vRPv4Z7fldC7gr07pIcYLPQd/xgRERERUQHAYEHvBgYwIiIiIkUxWBAZGm1CGAMYERER5RAnbxMRERERkc4U77F4/Pgx1q1bh8ePH8Pf3x8dOnSAicnry8rNa4iIiOjdwL12tKfNe8X3ifKKop/GQ0NDUatWLVSqVAnVq1fH+PHjsWLFCuzbtw/GxsZ59hoiIiIiouwwrOYNRYPFqFGj4OPjgz179sDIyAifffYZvLy8sG7dOnTt2jXPXkM5t+Dzg1qd139xg3yvhYiIiIj0n2LB4sWLF9i9ezfmzp0LI6N/p3q4u7ujXr162LZtW5YhITevISJ6VanRu7Q6745FvpdCRETvKG1u0L6LN2cVCxb37t1DcnIyPD09Ndo9PT1x4sSJPHsNACQnJyM5OVn9PDb2381i4uLidPwu3oJk0eq0tMQ0rc7T9ntOTHmWp9fLdwq9T/qk/Ph9Wp132eLN71Vev09LhxzR6rzkFy/y9OtmJT35uXZfQ8V/U1rhz552FHqftP7Zi5mv1XkDV27S6rxc0/P3KXhuXa3Oeyvy8L16Z3/uoN+fowrK+55Rp4gW76Uo5OLFiwJATp48qdH+xRdfiKenZ569RkRk/PjxAoAPPvjggw8++OCDDz74yMXj/v37b/x8r1iPReHChQEAMTExGu1Pnz5VH8uL1wBASEgIhg0bpn6enp6O6OhoODo6QqVS6fR9FCRxcXFwc3PD/fv3YWNjo3Q5eovvk3b4PmmP75V2+D5ph++Tdvg+aYfvk/YM9b0SEcTHx6NEiRJvPFexYOHu7o5ChQrh+vXraNKkibr9+vXrKFeuXJ69BgDMzc1hbm6u0WZnZ5cn30dBZGNjY1A/ELnF90k7fJ+0x/dKO3yftMP3STt8n7TD90l7hvhe2dpqsbmukhvkGRkZoW3btli5ciWSkpIAABcvXsSJEyfQvn179XkbN27EjBkzcvQaIiIiIiJ6uxTdeXv69OlITExEtWrV0K1bNzRo0ABdunTBRx99pD7n119/xZo1a3L0GiIiIiIiersU3cfC2dkZf/75J/bs2YPHjx8jODgYtWvX1jinY8eOqFevXo5eQ1kzNzfH+PHjMw0LI018n7TD90l7fK+0w/dJO3yftMP3STt8n7TH9+rNVKLV2lFERERERETZU3QoFBERERERvRsYLIiIiIiISGcMFkREREREpDMGCyIiIiIi0hmDBRERERER6YzBgohIBxEREThw4IDSZei9Fy9eYOjQoUhLS1O6FL03a9YsnDt3Tuky9N6OHTuQkJCgdBl67/r165g3b57SZei92NhYDB06FImJiUqXUqAxWLxDuHIw0ds3ZswYbN++Xeky9F5CQgKWLl2KrVu3Kl2KXps8eTK++OILjB07VulS9JqIoFOnTrhy5YrSpei933//HV9//TWeP3+udCl6KzY2Fo0bN8a8efOwZcsWpcsp0BgsCpiEhIRMd0dnz54NOzs7ODs7Y+7cuYrVpu8OHDiAmjVrwtXVFZ988gkePHigdEl66eLFiwgICICpqSnKlSuHZcuWKV2SXitVqhQ/3GjB3t4ePXr0wOzZs5UuRW9NnjwZ69evx/jx4/n76Q1UKhXc3d35s6eFzp07w8TEBCtWrFC6FL2UESoCAwNRs2ZN/uzpiMGigNm0aROaNm2KzZs3AwCWLFmC1atX45dffsGYMWMwZswY9OvXj70X/7Fjxw5069YNwcHB+OGHH/D333+jdu3aSE5OVro0vRIZGYmmTZuibdu2+PXXX9GkSRN8/vnnCA4OVro0veXn54fLly8rXUaBMGTIEJw+fRonT55UuhRFJScnZ/odnREqDh06hMqVKyM8PFyx+goK/uxpx9zcHH379sXcuXORnp6udDmK+u8wp1dDxZw5c+Di4sKfPV0JFTjjx48XExMT+eWXX8TPz09CQ0PVx44ePSqFChWSfv36SXp6uqJ16ou0tDQpUaKEHDt2TERE/vzzT3F2dpYtW7YoXZpeuXLlisyYMUP69Omj0b59+3YxNjaWxYsXK1abki5cuCDPnj1TP3/8+LEEBQVJ69atZezYsTJt2jQBIA8ePFC0TqXdv39f7ty5o36ekpIi8+fPl/DwcI3zWrRoIW3btlWgQv3RsWNH6dWrl/p39PXr1+W9996Tx48fi4jIuXPnBIAkJSUpXKmyjh8/rvF8+/btEhAQID179pRZs2ZJq1atJCgoyOD/1v3++++Slpamfn7t2jVZs2aNpKSkqNseP34s5ubmsnXrVoWqVN7jx4+lRIkSsmvXLnXbxIkTZciQIernQ4cOlY8//lihCt8NDBYFVEa4sLa21vjlIQwXmYSGhkqRIkVEsgkVq1ev1vilbIhSU1PF29tbLC0t5csvv8x0fPjw4eLt7a1IbUpKT0+XKlWqSN26ddXh4vbt27Jy5UoZOXKkNG/eXEqVKiUAxNjYWMqWLSsff/yxTJgwQbZu3WpQP3/BwcFSqlQpdbg4c+aM+Pv7i5mZmXTv3l3++usvERE5ePCgGBsbyz///KNwxco5d+6c2Nvba4SL1NRU9fFHjx4JAI33aPTo0XLx4kVF6lXCxYsXxcTERObOnatuO3LkiMydO1eCg4OlVq1aYmdnJwCkUKFCEhAQIL1795a5c+fKhQsXFK39bYqPj5dixYpJ9+7d1X/HvvnmG7GzsxMXFxeZPn26PH36VEREevXqJXXq1FG4YmV9/fXXYm5urg4X//3bP2vWLKlZs6b6+cOHDyU4OFhevHjx1mstqBgsCoiwsDD1f8+aNUsiIyNl/PjxAkDmz5+f6fyMcLFw4cK3XKn+iYqKEhMTE/n5558zhYpnz56Jh4eHwQcLEZHLly9LsWLFxN3dXWJiYjSOHT16VFQqlWK1KenBgwdSpkwZjXDxX05OTjJu3DhZunSpDBo0SIKCgmTZsmVvvVYlJSYmSuPGjTXChYjIgQMH5MMPPxQjIyNp2LCh7NmzRypWrCiDBg1StF6lZRUuMqSnp4upqan6jv2AAQMkMDBQ4uLiFKpWGT///HOmcPGqX3/9VczMzOR///ufzJw5U7p37y7169fX6MU3BBcuXBBHR0eNcJGQkCDz588Xb29vKVSokAwaNEh27NghAOTMmTNKl6yo/4aLV61fv15KlSol8jJU+Pj4yLRp0xSosuBisCgATp48KZaWlrJ3714ZMmSIBAQEqD/4vTos6r8uXLhg8F3pGVq3bi0AMn3Y69evn0Y3qKHLCBdBQUESGxurbp8zZ45UqlRJ0dqU9KZw0aBBA5k4caIitemT7MKFvOw5HDhwoBQuXFhMTU2lUKFC6juphujcuXPSsWNHAZBluHB3d5eNGzcabKjI8LpwER4eLgDk1q1bitSmT7IKF/IypO7cuVMaNWokxsbGYmRkJB07dlS0ViWlpqbKhg0bxMvLK8twcfToUTE3N5fw8HCGilxisCggRo0aJUZGRlK+fPlMd5NfFy7oX48fPxYvLy9xcnKS2bNny9atW6VTp07i5+cnCQkJSpeniCdPnsjcuXNl3Lhxcvr0aXV7RrgoWbKkfPXVVzJw4EApXry4/PHHH4rWq5SYmBgZMWKElC1bVgBkGS4GDhwo7dq1U6xGfZCamiqzZs2S6tWrC4Asw4WISGxsrMyePVscHBxk5syZitSqtJkzZ4qrq6uEhIRIx44dxcTEJFO4CAwMlFKlShl0qPjjjz+kbdu2Ym9vLwCyDBf29vayfft2RerTF/fv35fevXuLm5ubAMgULjJcuXJFevToISYmJnLv3j1FalVSQkKC1KpVS4KCgmTMmDFSqVKlTOHi1q1bAkA8PDwYKnKJwaKAmDt3rjg7O4uFhYXs3bs303GGizeLjIyU4OBgKVasmBQvXlwGDBhgsHdML168KMWLF5cWLVpIy5YtxcjISMaNG6c+nhEuLCwsZPLkyfLw4UNF61XKs2fP5L333pPg4GA5deqULFq0SIoWLZopXCxevFh8fX0VrVVpnTp1kqCgIDly5Ij8/PPP4ufnl224EBGZPHmy+Pj4vPU6lXblyhWxtLTUeF8OHz4sNjY2GuFi2rRpBh0qjhw5IkWLFpUff/xRjh07Jv369ROVSpUpXNSuXVumTJmiWJ1KCwsLkxIlSsikSZPk1KlTMmXKFLG0tMw2XIiI+Pr6yuTJk996rUr78ssvpVGjRurnaWlpMnLkSI1wkZKSIpUqVWKo0AGDRQGQlpYmMTExEhMTI6NGjXptuPjwww8VqZEKjhcvXoi3t7esXr1aRESio6PF29tbRo8erXFeRrho3ry5JCcnK1StspYtWyZ+fn4ad5Lv3r0rLi4uGuHi999/l6VLlypYqbIuXLggZmZmGkE9ISFBateunW24uHLligCQxMTEt1ytslauXCmenp6Z2jdt2pRpWJQhD2WtW7euTJ06VaNt5cqVmXouJk+ebHBzKl41fPhwadOmjUbbmTNnxMrKKttwERISYpArszVs2FDGjx+fqb1Vq1Ya4cKQf+7yAoOFnvvqq6+kc+fOGr8c/hsuUlNTZezYsfLkyRONlUWIrly5kqnt+PHj4ufnJ/IyVFSqVEkjVLy6PKihh4uvv/5aAgMDM7Xv2bMn22FRhmj37t1ZrlD34MEDMTU1zTJcDBw4UD744IO3XKnyjh07JiqVSq5fv67Rnp6eLsWLFxdzc3ODHSL2Km9vb1mwYEGm9s6dO2c7LMoQffLJJ9KzZ89M7XPmzMlyWFRkZKTGjSVD0qdPHwkICMg0n+nAgQNibm4u5ubmBr1aXV5hsNBjhw8fVk86/m+4GD16tJiZmcnkyZOlefPm0qRJE6Zs0vDPP/+ImZlZplXDfv31V/H29paoqKhMoSIhIUEqV66scf7ly5fFycnJIMcx//bbb6JSqTLNL0lPTxcTExPx9vaWbdu2KVafvoiIiBAzM7Mse20CAgLEy8sr053CVatWGeRQxPT0dAkICJCKFStqzJdLSkqSIkWKyKFDhyQ+Pl7RGvVBz549pWLFipluaGSs2uPh4aGxwIShWrBggdjZ2WXaRyc0NFTs7e3F1dVVvdSzvFye9scff1SgUuVdvnxZTE1NZezYsRrtW7dulaZNm8rJkycVq+1dwmChp8aMGSOenp4ydepU6dWrl5iZmWUKF4sXL5b33ntPRowYYZB3k+XlHfe9e/dmO447O8eOHZPz58/nW136Yv369WJiYqIRLuLi4qRQoUJSokSJTMOfZsyYIf369ct0HUP8AJihSZMm4ubmptH7c/bsWSlVqhTD/CvGjh0rlpaWsnv3bnVbVFSUFCtWTO7du2dQe3q8yZ07d8Td3V3KlCkjGzZskNOnT0vbtm2lU6dOSpemN27duiU2NjbSoUMHjeFygwcPlrFjx/Jn76Xnz5+Lr6+vVKlSRWMu3Jo1a3jDMQsrV64UIyMjad++vRw5ckR27NghpUqVkp07dypd2juDwUIPnTlzRgoXLqzxS+L3338XOzu7TOHCkG3cuFFsbGzExcVFTExM5IsvvtDqvTl27JgUK1ZMDh48+FbqVFpW4WLx4sUCQMaMGSNxcXGSnp4uq1evlhIlSmTaKdnQxcTESJ06dcTa2lr69Okjo0aNkiJFisjmzZuVLk2vpKWlSe/evcXIyEg+/vhjGT9+vJQpU0bGjBmjdGl66dGjR9K1a1extLQUExMT6dy5s8GuUJedI0eOiJ2dnXh7e8uYMWPkk08+kVKlSsmTJ0+ULk2v3L59W7y9vaVo0aIydOhQGThwoDg4OMi5c+eULk0v/fbbb1KtWjVRqVRStGhRWb58udIlvVMYLPTQ4sWL1WPgX7Vly5Ysh0UZolWrVomrq6ucOnVKREQWLVr02mX2MmSEit9+++0tVqucO3fuSP/+/aV48eKZNlP87rvvxNLSUr2ngKenp5w9e1bRevVVamqqLFmyRFq0aCGtW7eW/fv3K12S3tq5c6e0b99emjZtanCbBOZGWlqaQe3q+995OG/y4MEDGTlypDRs2FD69euXacjPuyqnoxASEhJk+vTp0qRJE/nkk08MZvfxP//8U0aMGJGrHtHk5GT2pOYDBgs9dOjQoWwn9zk7O4uVlZVB71r722+/iaurq9y4cUNERP766y9xdnaWyZMni7m5ebbhwtBCxbVr18TZ2Vm+/vpr2b59u3Tr1k1UKpVGuHjy5Ins2LFDDh8+bFAfbl6V0w86hspQ/31o69UPclOnTlXf9KD/N23aNGnQoIE8f/5c6VL02t69e8Xb29sg95rIqcOHD4uVlZUEBwczJOgJBgs9lJ6eLjVq1BB/f3+NLt+EhARxcHCQHTt2iLGxscamZobi4sWLkpKSInfv3hURkYcPH0rx4sXlp59+Enm5TnVWPReGFipERNq3by+DBw/WaFu+fHmmcGFonj9/LpMnT5aUlBR5/Pix+Pv7y8WLF5UuSy/NmjVLIiMjJTk5WVq2bCmrVq1SuiS99PjxY7GyspKQkBCZMGGC+Pv7S0REhNJl6Z3Q0FBxcXFhuHiD2NhYCQwMlNKlSzNcaIHhQr8wWOiBVatWSZMmTWTgwIHqP0b3798XT09PKVWqlKxatUoOHTokjRs3ls8++0xERGrVqiVff/21wpXnv5MnT0rDhg0lNjZW1q5dKy4uLhIZGak+PmDAAOnWrZv6+aZNm8TX11eqV6+uPi8pKUnKlCljUKFCRKRatWoyY8aMTO09evTINCzKkISGhkqxYsWkZcuWUq5cOZk0aZLSJemlhIQEqVSpkvj7+0vz5s3l448/Zq/Fa+zZs0eMjY2lSJEiOQ4VGzdulGvXruVbbfqE4UI7DBc5k5twkZKSIrNmzWKvdR5jsFDYlClTpGzZsjJu3DipUKGCuLq6qodAPXnyRD777DOxsbERS0tL+fzzz9UrPPj5+RnE+OWHDx9K2bJlpWzZsuLi4pLpj29QUJCMGDFC/bxHjx4yceLETNcxxD9gffv2FX9//0xjdXft2iVOTk7i4OAgjx8/Vqw+Jf32228CQMqVK5ejPyrPnz+Xli1baizf+C57+PChWFlZiZWVVY4n9Y8YMcKg1srfu3evlClTRszNzSUkJETr12XcMDGUYCG5DBfnz5+XZs2aGdQd6dyEi4iICGnQoIFB/m7PSbhISUmR1q1bS+vWrRks8hiDhYIiIiKkRIkS6rtbiYmJ0qJFC3F2ds40vyJDenq6TJw4UXx9fd/JHWvT09Nl6NChGis2zZs3TwBI1apVM61b/uOPP4qpqakMGzZMOnbsKOXKlZO4uDgFKtc/d+7cERsbG+ncubNGuJg+fboEBwcb9BKyGzZskIEDB0qxYsWkTZs2Wv1hef78uTRq1Ei6detmMIsn/PXXX9K1a1d1z8WrvYWvM2LECKlatarB/RuLi4uTPXv2aB0uDDFUZMhJuDh//rw4Ozsb5F46OQkXERER4u/vLxMmTHhr9ekbbcIFQ0X+YrBQyMSJE8Xb21uaNm2q0Z6cnJxtuPjll1+kQoUK0qxZs3d2ZYz09HT5/PPPxcrKSh0u9u3bJwcPHpSyZctKQEBApnCxevVqady4sQwaNMjgPshkuHnzpnTp0kWqVKkivXv3lrCwMBEROXjwoBQuXFgqVKggs2bNkhEjRkixYsXk5s2bSpesmIiICImKihJ5ZWfx/4aL/37QMcRQER8fr/53lLGZ4n/DRVY3NwwtVGzfvl3ef/996du3r7otI1xk7BOTnp4uw4cP19ho0RBDRWRkpKSmpqqfaxMuDDFUREdHa/xsaRMuDC1UJCQkyJdffilVq1aVDz/8UI4dO6Y+9rpwwVCR/xgsFJLxC7VIkSLqDzkZXg0Xr24v/+LFC4NY5zyrcCGvDIv6b7gw9N0yr127Jk5OThISEiJr166VmjVrirOzs7or/Pbt29KnTx+pVKmStGrVymAnKj958kRatWol5cuXl0WLFqnbM8JFq1atJDExUUJDQ6V06dISGhoqYoChIiUlRYYPHy7u7u4ae8O8Gi7Cw8MlJiZGateuLb/88ov6tYYWKhYuXChly5bNtDO7vAwXFhYW0qZNG/nwww+lTp066h21DS1UHDp0SLy8vASA2Nvby8KFC9XHXhcuDC1U3Lx5U2rVqiUAxMLCQoYOHar+8Pu6cGFooSIxMVECAwOlbdu2sm7dOundu7eYmJhobM75arjIwFDxdjBYKCjjF2r9+vUz/UJNTk6WSZMmGeyumW8KF1WrVpWbN2/KlClTxMvLK1MvhiFp0KCBeiL2kydP5L333pOxY8cqXZZeSUtLk/fff19GjBihccc0w5UrV8TFxUVKliwp9vb28sMPP4gYYKiQlzsbN2vWLMshhVFRURIQECCOjo5SokQJGTRokPqOoKGFitjYWLG2tlYvey0vfz+tWbNGLl26JPJyh/bWrVtLSEiI+nd8ZGSklClTxmBCxfnz56Vo0aKyefNmiY6OlnHjxolKpdLYMyfjb2GXLl00XmdIoSIqKkrc3d1l1qxZEhUVJZs2bRIAsmTJEvU5GeHCz89P/XvM0EKFiMjMmTOlRYsWIi8/K3z22WdSt27dTDdeDx8+LHPnzlU/X758OUPFW8Bg8RY9fPhQDh48qLGjNlfIyF524eLRo0cSGBionnfxrg4L08aLFy/EyMhI4uLisgwV+/bty/KDtKE5evSouLi4qD8Ep6SkyKJFi6Rdu3by448/irz8w7548WKNidn//POPDBs2zGBCRUxMjJiammr8TG3btk06deokX3/9taSkpEhycrKsXr1aDhw4oD4nMTFR+vTpYzChQl72dJmYmMijR48kMTFRJk2aJDY2NlK6dGkxMTGREydOZPtaQ/pg06JFC/WNj1u3bknJkiVl6dKlmc4LDQ3VGKK5fPlygwkV8nJ4dI8ePUReDkOsXbu29O3bN9NQntjYWI1/W6dOnZKpU6e+9XqV1KhRI/n555+zDBV//vnnaxea4Mp2+Y/B4i2ZPHmyWFpaSvHixcXExETGjx+vPsZwkb3swkV6err8888/BrVCSFbS09PF2tpadu7cmWVPRfny5Q1ydZD/On78uFhZWcnx48dl27Zt4uvrKzVq1JA+ffqIkZGRHDp0SOkS9UJcXJyYmZnJihUr5MSJExIUFCSenp4yePBgsbGxkVmzZildot5IT0+Xhg0bSpEiRcTBwUGaNGminhfXtGlT+eKLL5QuUS94eHjIuXPnsgwVS5cu1ejxMWTt2rWTJUuWZBkqDh06JLt27VK6REU9ffpUvdBNmzZtZNy4cVn2VAwdOlTWrl2rYKXEYPEWLF++XMqXLy/3798XEZFhw4aJo6OjxjjJjHBhyENYDh8+LEFBQeLj4yN9+/ZVbw6YXbigf3322WeiUqlkyJAhGu3Lly+Xhg0bKlaXvunfv7+oVCrx9PSUdevWqdtr1aqV5R1UQ7VkyRIxMzMTBwcHmTFjhnpFscGDB2uMV6Z/h6xu2bJFY1hPamqqVK5cWX7++WdFa1PSzp071b1eQUFB0qtXr0yhIj09XapVqyZ///23gpUq69q1a+pJx6NGjZKgoKAseyo+//xzjd9Zhqhdu3YycuRIERHZvHmzqFQqqVq1qkao+Pvvv8XZ2Vmio6MVrJQYLPJQdl1snp6e6q7LLVu2iLOzs/z5558iL8d+Z7hz547BzqnYsWOHODk5ycKFC+Xnn3+WcuXKaewx8Gq4OHr0qNLl6pXo6Gjx9fUVZ2dnWbJkiZw+fVomTZokRYsWVU9ANkSXL1+WEydOaPQCPnv2TOOca9euiYODg3r1I0N0584dOXr0qMYiEomJiRq/m2JjY8XT01P279+vUJXKW7lypXh6eoq1tbU0aNBAzpw5k+mc6Ohoad++vTRr1sxghs9lpUqVKjJ8+HCRl/vmAJAOHTponPPNN99IUFCQQhXqhz59+kjdunVFXi6yYWVlJb6+vhrLgx84cEDc3d0Nfhn11atXS+HChdXDLXv06CGmpqYyevRoOXnypHpBBEPaO0dfMVjkkfT0dGnQoEGWQwXMzMzkwYMHmUKFvNw52tB31Xzx4oUUL15cjh8/LiIiFy9elOLFi8umTZs0zktPT5cJEyaoe37o/z158kS6du0q5ubmYmRkJI0aNZKrV68qXZYinjx5Ig0aNBAjIyMxMjISe3t7WbVqlcY58fHxsmLFCnF2dpYNGzYoVquSXrx4IcHBwWJkZCQmJiZiZmYmY8aM0fhAnJKSInv37hVvb2/58ssvFa1XSQsWLBAvLy/ZtGmTbNmyRerVqydmZmYacwDGjBkjHh4eEhISYrA3iDKsXbtWChUqpA6rkydPFgBSr149mThxorRs2VJKlSpl8H/7rl69KiqVSn7//XeRl0sXm5ubi5+fn3z11Vfy6aefir29PW+mvfx9VbJkSZk0aZLIy5uyU6dOlaJFiwoAKVu2rGzZskXpMonBIm+tXLlSjIyMMoWLatWqSdOmTTOFiujoaClZsqTB/BFKT0+X6dOnZ5rgefnyZXFxcRHJJlS8upwlvV5qaqpBTQzNSoMGDdS71EdGRsqQIUMEgCxYsEDk5b/DHj16SHBwsHr1HkM0cuRIqV+/vjx58kSePXsm3333nZibm0vPnj3V50yfPl06dOhg0D0VSUlJYmNjo7GsdVpamvTq1Uusra3VH46fPXtm0L0Ur0pNTRUPDw+ZOHGium3//v3Srl07qVevnowdO5bDVV5q3bq1eoUjefn3sFevXuq9UQx1z6FXe20yfP/991K0aNFMPc/v4mbBBRmDRR7LKlzs2rVLVCqVBAcHq//wPH/+XD766CODugsYGxsrFSpUkGrVqmmEi7CwMDEzM5Pdu3dnChUJCQlSunRpg5+kTdr566+/xMTEJNMfpQkTJoi5ubncvn1bsdr0SUpKilhZWWUazvO///1PVCqV7NixQ7Ha9M2tW7cEgNy9e1ejPTk5WTw8PDQW4jBU586dy7Tk94IFC6RIkSKZPgQastDQ0Ey9NGfOnBGVSmXQNzn+KyUlRQICAiQwMFD+97//qdufP38uxYoVk++++07R+uj1GCzyQVbhYv78+WJsbCyenp7Svn17cXd3l1atWhnc3eUnT55kGS6CgoIEgKxYsULj/AEDBsiwYcMUqJQKoiNHjoiJiUmmTSfT0tLEzc1Nvv32W8Vq0ycJCQkCQH777bdMxz766CP55JNPFKlLHyUnJ4udnZ3G3fcMwcHBGj08hujp06fi6ekptra28uWXX6pX7klMTBQnJyeNfQQMWXp6ujRp0kRMTU2lZ8+eGqthNWjQQGMPD/o3hPXu3VvMzMykQoUKsm7dOklNTZUpU6aIu7s7l43VYwwW+SSrcHH58mX58ssvZfDgwRop3NBERkaKn5+fRri4c+eOlChRQjw8PGTZsmWyf/9+6dGjh/j6+hrEbuOUNxISEsTOzi7LMNq4cWOZPn26InXpo8DAQKlfv36mfU7GjBkjH3/8sWJ16aNvvvlGjI2NNYZlpqWlSdWqVWXZsmWK1qYPUlJSZPny5eLt7S1WVlYyaNAguXfvnkybNk3c3NwM7gba6+zatUtq164tRkZG0q5dO7lw4YL8+uuvYmJiwh7VLISFhcnQoUPF2tpavLy85JtvvhELC4tM8+ZIfzBY5KPs5lwYsh07doiHh4dYWFgIAI1wcf/+fWnfvr1YWVmJra2t9O7dO9OdZ6L/unPnjsaGbitWrBAAMnHiRPXQw6tXr4qNjY3B7HaclcePH2vs/XL27FmxsLCQDh06qMP706dPpUyZMgY7oV1EZNWqVVK5cmUpX768DB8+XD0XoG/fvqJSqaR9+/Yyd+5cadiwoTRo0IAfml+RlpYmP//8s1SqVElMTU2lbdu2olKpMvVE07+bdjZt2lRUKpU0adJE7OzspH///kqXpZi0tDT55ZdfZMaMGRqblGZ48uSJjBs3Tuzt7TXmzJH+YbDIZwwX/+/o0aNib28vp06dEnk5bKV06dKZhkURaSMyMlLq1KkjAASA1KhRQ/0Haf78+WJmZibu7u7SuHFjsbGxMdgPN6mpqfLpp5+KSqUSAFKqVCn1aka//vqrODo6ir29vTRp0kScnJxk8ODBSpesmBUrVkjJkiVl4cKFMmPGDHF1dZVSpUrJrVu3RF6un9+kSRMJDAyUSZMmGczCG/91/vx5+fjjj6V+/fqydOnSLOfA7dmzR+rUqSMlSpQw2E3wwsPDpU+fPlKnTh356quvspxvcuHCBfUNtb179ypSp9JiYmKkXr164u3tLR988IGYmJioV3/6r/j4eINeTKIgYLB4CzLChSFvmCQi0qVLFxkwYIBG2+PHj8XV1ZXhgnKsSZMm0q9fP3n8+LGcPn1aateuLYUKFZLTp0+LvJx0O2PGDJkyZYpB91RMmDBBGjRoILdu3ZK///5bevToISqVSpYvXy4iIlFRUbJgwQIZP368QS9rGR4eLiVLlpSLFy+q2yIiIqRy5cri5+eX5So1hmj79u3i4OAg48aNk+nTp4u9vb107Ngx2zHvhjqU9dq1a+Li4iK9e/eWBQsWiLe3t1SqVEkiIyOzPN9Q36eYmBipXr26DBgwQFJTUyU9PV2aN28uACQkJETp8igXGCzekj179mhs1GWIOnXqJJ06dcrUvnbt2kzDooiy8/jxY1m7dq0ULVpUY35ASkqKNG7cWDw8PDg85eX7sW7dOvHy8sp0xzgkJETMzc0NdinL/9qyZYvY2dmJsbFxpqUr7969K+bm5gY9PCzD9u3bxdnZWf744w+RlxNs3d3dxdbWVtq1a8cJtS9lhIo1a9aIvLzLXrt2bXFwcBB/f/9sw4Uh6t+/vwwZMkT9vF+/flK7dm1ZuXIlw0UBxWBBb8369evF3Nxczp49q9F++fJl8fDwkLZt20p4eLhi9VHB8N1334lKpRIHB4dMAeLRo0diamoqu3btUqw+fXH8+HExNTUVlUolly9f1jiWlpYmZcuWla+++kqx+vRJamqqtG/fXgDI0qVLMx1v3LixjB49WpHa9MngwYPl3LlzIiJy7949cXNzkx9++EEOHz4sKpWK4eKlxYsXy9q1a0Ve7oPy/vvvS3BwsISFhUmRIkUYLl7O54qLi9MI8vPmzRM/Pz+JiYkREZF69eoxXBRADBa58OjRIzl37lyO1+c29PW809PTpVmzZuLk5KQx5GLQoEHSr18/RWujgmXMmDECIMu5S76+vvLjjz8qUpe+2bx5s5iamkq7du0yHevZs6cEBwcrUpc+yggXVlZWcuzYMY32cuXKyQ8//KBofUras2eP3LlzR6OtTp06MnbsWPXzihUripGRUabhrobkypUrmYYTjhgxQho3bqxeSOLzzz8XIyMjqVatmsHuz5ScnCw1a9bUmICdlpYmjo6OGktgd+3aVTp27CjffPONQpVSbjBY5NC4cePE2NhYAEihQoVk8uTJWv1yWLhwodSvX/+t1KjPnj17Ju3atRMAUqVKFfHz85Ny5cpx9SfKsTFjxoiJiYnGcp8XL14UKysrCQ0NVbQ2fZIRLgYMGKC+mxwbGyslS5bk8J7/yAgXZmZmMmzYMNm4caN89NFHUrduXYOdY3Hx4kVxdnaW8+fPq9v+/vtvAaAxL8DX11dWrFhhsD97GT9TGzdu1Gh3cHCQAwcOqJ/37NlTvv76azly5IgCVSovPT1dlixZIq1bt9ZoT0pKElNTU/UGuffu3ZNixYqpF06ggoPBIgc2btwofn5+cuPGDYmJiZFZs2aJqampfPrpp6993cKFC8XDwyPTHR9DduLECZk+fbosX77cYCetke4yei6qVq0qn3zyiRQpUkQ9rpn+X0a48PDwkK5du4q7uzs3nszGq8OiKleuLHPnzjXYUBEaGio9e/bMNDzs0aNHYmJiIosWLZL09HSZOXOmVKxYUX1X3tDcvn1b5s2bl2UPYJkyZaRXr16Smpoq+/fvl6JFi8rDhw8VqVNpiYmJUrNmTfH395d169ZlOj5y5EixsLCQ1q1bS7FixeT7779XpE7SDYOFlpYuXSrNmzeXzZs3a7Tv2LFDVCpVpvYMDBVE+SsjXHTp0kXCwsKULkdvZYSLatWqyaVLl5QuR69lhAs7Ozv1RGVDEx4eLpaWllK4cOEsVwubP3++mJiYiJmZmZQrV85gN3dLTU0Vb29vsbGxkW+//TbT8UOHDom9vb2YmZmJo6OjHDx4UJE6lfb06VN5/Pix+vd1nz59sjxv48aN8sUXXxhsj867gMFCCw8fPhRnZ2cBkOVuj5988ok0a9YsUztDBdHbMWbMGDE1NZWtW7cqXYpeywgXnLT9ZoYWLl4djrpz5065fv26rF27VoyMjKRz585Zvubu3bty4sQJg+rRefr0qXr487Vr12TXrl1y5swZsbOzk/feey/LvU2ioqLkyJEj6knJhiA1NVU6duwou3btkqdPn0rVqlVl9uzZIi9/X6tUKvWwJ3q3MFho6erVq+Ls7Cy+vr4SHx+vcWzevHkSEBCg0bZ48WKGCqK3iOFCOwwX2ssIF2XLltVY2vhd8/TpUylatKgsWrRIvaRsxupPGeFi2rRpSpepF2rVqiW9evWSK1euiIuLi3r1p4xw0b59+3f630pOjBkzRszNzcXX11dGjBiR6Rh/X7+bGCxyICNcvP/++xIRESHycnWDOnXqyLhx4zTO3b17N0MF0Vs2ZswY6d27t9Jl6L3NmzdLYGBgpj0bKLPU1FSDGObzww8/iLGxsdjb22tM1JaX4cLY2FimT5+uWH364tSpU2JjYyNmZmayevVqjWMZ4aJjx44MFy8Dq7OzsxgZGWW5BDjDxbtJJSICymTDhg1YvXo1VCoVunfvjvbt2wMArl27hgYNGiAhIQH169fH9evXUblyZaxevRpmZmZKl01k8EQEKpVK6TL0Ht8netXp06fRvHlzxMTEYP78+fj88881jv/000/o3r07pkyZglGjRilWp9Kio6NRoUIFxMbGon379li+fLnGz9HZs2fxwQcfoEmTJli7di2MjY0VrVdJcXFxWLNmDR4+fIhZs2Zhy5YtaNasmcY5Y8eOxcyZM3H16lV4eXkpVivlHQaLLIwdOxa//PILBg0ahPv372POnDkICQnB+PHjgVfChZGREbZs2YKAgAClSyYiIsq11NRU3L59G8eOHUNwcHC24WLMmDH4888/YWdnp1itSrt69Sri4+PxwQcf4OOPP84yXHz00UfYvXs3KlasqGit+mLs2LGZwkV4eDhMTEzw999/o3bt2kqXSHnEROkC9M2FCxewYsUKXLx4EY6Ojvjll1/g4OCANm3aqM/x9fXFwYMH0aBBA0yYMAHbtm2Dubm5onUTERHllomJCcqUKYMyZcoAAIKDgwFAHS7Wrl2LqlWr4tq1a7C0tFS0VqWVK1cOALB//3588MEHAKAOF6dPn0ZERARu3bpl8O/TqyZPngwAaNOmDVasWIEqVaqgRYsWGDVqFHr16qV0eZSHGCz+Y+/evfjoo4/UoWLQoEHYt28f/P39kZiYiEuXLqF69eoa4aJVq1YMF0RE9E7I+KAXHByM27dvw8LCAitXrsRvv/3GD8uvCAgIwP79+9G4cWM8ffoUTZo0wVdffYXVq1fzfcrC5MmTUahQIXTt2hXGxsaYM2cOQ8U7yEjpApT0/Plz9X+vW7cO6enpsLKyQmhoaKZQAQCHDh3C4sWL1a/JCBcxMTGIjIxU5HsgIiLKa7169cLmzZuxY8cOnD59GseOHeMY+CwEBATg6NGjePToERYvXowtW7agcePGSpelt0aPHo379+8jLCwM/fr1U7ocygcGO8di+/btGDp0KA4ePIh58+bh5MmTOHDgAKKiouDt7Q1ra2scOXJEHSpevHiBGjVqYMqUKWjSpInS5RMRERER6RWD7bFo1KgRSpUqBX9/f5w4cQL79u1DoUKFULJkSXz77bd4+vQp5syZgzNnzuDEiRNo2rQpypYty1BBRERERJQFgw0WVlZWCAwMRGpqKiIjIxETE6M+1r9/f6xbtw4HDhxAQEAAmjZtimrVqmHVqlWK1kxEREREpK8MdigUXi4ba2dnh86dO+P27ds4fPgwSpYsqT4uIoiKioKdnR1MTDjPnYiIiIgoOwbZY3Hw4EH069cP9+7dQ/HixbFz5054eHigXr16uHv3LgAgLS0NS5cuhYODA0MFEREREdEbGFywmDRpEvr374/mzZsjMDAQeDksKiNc1K5dG1u3bkW7du2wdetWvHjxQumSiYiIiIj0nkENhTp16hTatGmDS5cuwdHREXi52tP9+/fh4eGBpKQkDBw4EJs2bcInn3yCefPmwczMTOmyiYiIiIj0nkH1WBw6dAhVqlSBo6Mj0tLSMH/+fBQvXhyenp5o2bIlLCwssHz5csTGxmLRokUMFUREREREWjKoHoszZ86gdu3aaN++Pf744w84ODjgm2++gYWFBWrWrIkjR46gRo0aSpdJRERERFTgGFSwAIDffvsN27dvR7169dC6dWuoVCokJCTA2dkZly5dgoeHh9IlEhEREREVOAYXLP4rPj4e3bp1Q7FixbBkyRKlyyEiIiIiKpAMao7Fq549e4YvvvgC/v7+cHNzw/fff690SUREREREBZZB91gcPXoUvr6+KFq0qNKlEBEREREVaAYdLIiIiIiIKG8Y7FAoIiIiIiLKOwwWRERERESkMwYLIiIiIiLSGYMFERERERHpjMGCiIiIiIh0xmBBREREREQ6Y7AgIiIiIiKdMVgQEREREZHOGCyIiIiIiEhnDBZERERERKQzBgsiIiIiItIZgwUREREREens/wD960103P/u0wAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# KL(real || generated) per target dimension, read lazily straight from the\n", "# parquet (no SampleCollection, no row subsampling) so this covers every row\n", "# in the file regardless of size. \"energy\"/\"pdg\"/\"material\" stratify the\n", "# aggregate check so a failure hidden by the overall KL doesn't go unnoticed.\n", "for grouping in [None, \"energy\", \"pdg\", \"material\"]:\n", " fig = plot_kl_bars_pl(FILE, group_by=grouping)\n", " fig.show()" ] }, { "cell_type": "markdown", "id": "22c67dc4", "metadata": {}, "source": [ "## Detailed marginals, correlation & constraints (Tiers 1–3, in-memory sample)\n", "\n", "The richer per-row diagnostics below (overlaid histograms, correlation matrices, pairwise scatter, direction alignment, constraint violations) need `real_raw`/`gen_raw` materialized as numpy arrays, so they run on a `SampleCollection` built from a 50% row sample rather than the lazy, full-file path used above." ] }, { "cell_type": "code", "execution_count": 4, "id": "6f0903ac", "metadata": {}, "outputs": [], "source": [ "# Tier 2/3 plots need real_raw/gen_raw arrays in memory (per-row scatter,\n", "# correlation matrices, ...), not just lazy aggregates, so they're built on\n", "# a SampleCollection rather than the FILE path directly (see the next cell).\n", "from giant.analysis import plot_marginals, plot_correlation_matrices, plot_pairwise\n", "from giant.analysis import plot_direction_alignment, plot_constraint_violations\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "6d292c9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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hqISIS5cuFXls9+7dxbEtKytLcHR0FI4cOSIIgiDcu3dPMDQ0FCIiIgRBEIRt27YJtWvXVjr+r7/+EhwcHAShmAkRGzZsUJlz8Pnnn4sJEYIgCLVq1RK2b98uXsfY2FiIjo5+7bmJiEpDUQkRwcHBRR7brFkz4dChQ4KQN1aamZkJf/75pyDkLdxlamoqLqy4bNkyoVWrVkrHHz16VBx/i5MQsXjxYpX5sKNHj1ZJiMjOzha6desmDB8+/LXnpPLJQNsVKoje1v79+3Ht2jU0bNgQ3bt3x969e4vsHxISgo8++kipRM7evXuVyuhUq1ZN6Zjq1avjyZMnxY5Nk2s5ODgoHSOXy8UybBEREahataq4z9jYGG5ubq+9blHnJCIqK0+ePFE7nuYLCQnBrVu3lMbIVq1a4enTpxqXSMvNzcXs2bNRrVo1yGQySCQS/PrrrxqN2SVxfSIiXRYVFYX09HS0adNGaay7efMmQkNDERUVhaysLKWx2sPDA0ZGRhodn6+k7p2JiHRRYWNceHg48EoZdwCoUqUKjIyMEB4eDkdHR/z000+YN28eGjZsiGHDhuHq1atvFMOTJ08gkUhQpUoVpTgKGjVqFKKjo1GtWjV069btja5FRFTWnJ2dIZfLxe1X7yXDw8OVxlnkjbv5Y/CaNWtgbGyM5s2bo0OHDli3bh2ys7PfKI7XPcOoXLkyunTpgk2bNiE3NxebN2/GmDFj3uhaRERlzcPDA4aGhuJ2ccbarVu3IjY2Fk2aNEGXLl2wZcsWCILwRnEUHGslEonSOzAASE5Ohr+/Pz766CMMHjz4ja5DRFTWKleurLR97949dO3aFXZ2djAwMICHhwcyMjIQFxcHAOjZsycSExNx5swZZGZm4n//+x9GjhwpHh8SEoKAgAClZ7J79uxReiarqYJjr1Qqhbu7u1KfJk2aoGHDhnjw4AE+//zzN/gJEBGVvlfH2tzcXMydO1dpjsDRo0fFe1wjIyMMHjwY27ZtAwBs27YNnTt3houLC5A3zt6+fVtpnG3WrBmio6OLPbfqdc8TAGDcuHHYsGEDAGDDhg3o0aMH7O3t3/AnQURUel4da7OysjB16lR4eHjA2NgYEokEf/31lzjWmpubo0+fPkpjbZ8+fWBpaQnkjbXnz59XGmu7d+9eIve0KOQ92fjx45GVlYVNmzYV+xpUPjAhgvRejRo1sGPHDly7dg3/93//h08++QQnTpwAABgYqP4n7uHhgZ07dyKvQor4Z+PGjWKfR48eKR3z6NEjjRIR3uRaRXF1dUVISIi4nZmZqTS5TN3nIyLSFW5ubmrH03weHh5o0qSJyhgpCAKkUqnK+dSNef/73/+wZ88eHD58GImJiRAEAZ07d9ZoAkRxr09EpG8cHBxgYmKCy5cvq4xzn376KRwdHSGVSpXuNx8/fiyOoa87Pt+rx+Mt7p2JiHRRYWNc/uSBV+9vQ0NDkZ2dLe7r1KkTfv75Z1y9ehU9evRAmzZtEB8fDxTz+7ybmxsEQUBYWJhSHAWNHDkS7dq1Q3x8PNasWfMGn5aIqOw9e/YMGRkZ4var95Lu7u4q411wcLA4ztrZ2WH16tW4evUqdu7cie3bt2P16tXAGzw3dXNzUzvmv2r8+PHYsmULjhw5gri4OAwcOLCYn5aISDvCwsKQm5srbhdnrHVzc8PGjRvxzz//YMOGDVi6dCl27twJlMBYKwiC0nZWVhZ69+4NPz8/zJw58w0/LRFR6Sls3JNIJErbo0aNQrVq1fDff/8hKytLHOvyn7uamJhgwIAB2L59O44ePQoTExN06tRJPN7DwwNbt25VeSa7ZcuWYsdccOzNysoSk97yrVu3DiEhIejSpQvGjh1b7GsQEZWUou4vXx1r9+3bhx07duDgwYPiHIGuXbsqzREYMWIEfv75Z0RFRWHXrl0YMWKEuM/DwwMNGjRQO0/g1UUbNPG6OREAMGzYMNy6dQtnz57Fvn37uMACEWmVpmPtxo0bcfz4cRw/fhxJSUkQBAFNmzZVGWv37t2LuLg47Nu3T2Ws7dSpk8o4m5qaWuyYNXl2u3jxYly5cgX79+8XF4CkioezqUnvdevWDX///TfS09ORk5MDQRCQkpIC5K0w9uDBAyQnJ4v9P/nkE8yZMwfnzp1DWloaHj58iLlz5+Lnn38W+9y6dQvffPMNkpOTcebMGWzatAnDhg0rdmyaXKsoQ4YMwVdffYVbt24hMTERM2bMwPPnz8X96j4fEZGu6N27N+7fv4+1a9cqjaf5+vbti/DwcCxcuBDR0dFITEzEkSNHEBAQoPZ8NjY2MDExwfXr18VVyFJSUiCVSmFlZYXc3Fzs2LEDp0+f1ii+4l6fiEjfGBoaIiAgABMmTMD169eRnp6OoKAgfPTRR7hz5w6MjIwwaNAgfPbZZwgLC0NUVBQ++eQTjY/Pd+jQIRw8eBApKSnYu3cvjh8/zlUciajc2LZtG06dOoXk5GSsX78et27dQr9+/eDg4ID33nsPkyZNwpMnT/Ds2TMEBASgVatW8PLywsWLFzFlyhTcv38fmZmZyM3NRUZGBnJycoC87/O3bt3SqDKZo6MjOnfujE8++QSRkZF4/Pgxpk+frtRn5cqVuHnzJnbv3o29e/di1qxZuHLlSqn9XIiISkpaWhqmTJmChIQEBAUFYfHixeJz2OHDh2Pnzp345ZdfkJKSgl27duHEiRMYPnw4kPfC7eTJk0hJSUFOTg5ycnKUngs/ffoUkZGRGsUxbNgwbNmyBb/99ps45hccRzt37gxTU1N89NFHGDBgAMzNzUv850FEVBoiIyMxZ84cPH/+HFeuXMHKlSuVxtr169fj7NmzSE5Oxtq1a3Hjxg18+OGHAID+/fvj3LlzSE1NRU5ODnJzc5XG2tDQUDHp93WGDRuG1atX46+//kJSUhK+/PJLpQkMY8aMgYmJCdatW1cqPwciorfl7OyM4OBgJCUlFdkvJSUFpqamsLCwQEREBCZPnqzSZ8SIEThw4ADWrl2LoUOHKlXy+eSTTzBv3jycOXNGnGOwYMECHDlypNgxDxs2DEuWLMGNGzeQmJiIzz//XGncvnr1KmbOnIl9+/Zh165dCAoKwsqVK4t9HSKikmBpaQkzMzOl+QDqpKSkwMjICNbW1sjNzRWfF7yqTp06qFevHkaMGAGFQoH3339f3Ne7d29ERUVh3rx5iIqKQmJiIo4dO4aPP/642DH36tULoaGh4hyzc+fOqSySa2VlhUGDBqF///5wdnbGu+++W+zrEBGVFEdHRxgYGODatWtF9ktJSYGxsTGsrKyQlZWFwMBAXL58WalP69atYWdnhyFDhsDOzg5t2rQR9w0ZMgRXr17FypUrERcXh7i4OOzfvx/Tpk0rdswDBw7ExYsXsX37dqSkpODXX3/Fnj17xP07d+7Eli1b8PPPP/OZbQXHhAjSe+PHj8enn36KSpUqiWV0e/XqBQDo168f7O3t4eTkBIlEgtjYWIwePRoLFizA5MmTxQkMJiYm6NChg3jOrl274saNG6hatSqGDRuG2bNno3fv3sWOTZNrFeWzzz5D165d8e6776JOnTowNDREzZo1YWxsXOjnIyLSFU5OTjh27Bg2b94MV1dXzJ8/Hx999JG438bGBufOncPNmzfxzjvvoHr16ti2bRsmTJig9nwSiQRLly7FiBEjYGhoiPnz52PYsGFo0KAB6tatC2dnZxw/flxpFZ2iFPf6RET6aMmSJejVqxcGDRoEOzs7fPjhh2jcuDG8vb0BAGvWrEGVKlXg6+uL5s2bo127djAzM9P4eORNntiyZQvc3Nwwd+5c7NmzB++8845WPi8RUUkbM2YMvvrqK7i6uuLbb7/FkSNHxNV0d+3aBWdnZzRs2BB169aFubk59u3bBwBo2rQpKleujPfffx82NjaYP38+9uzZI5ZCnzJlCv7880+YmZnBx8fntXHs3LkThoaG8Pb2RseOHZVWJb906RLmzZuHH3/8EVZWVmjSpAkWLVqE/v37IzExsdR+NkREJaFmzZqwsrJC3bp10b59e/j7+4urgvv7+2Pt2rWYNm0aHB0dsWLFChw4cAD169cHAEyYMAHffPMNXFxc0KhRIzRs2FB8oebn54cPPvgA3t7ekEgkOHv2bJFxdOvWDQsXLsTIkSNRtWpV/Pnnn+jZs6dSH4lEgnHjxiE6Opor5xKRXmnWrBmSkpLg7e2NDz74AMOHD8e4ceOAvAkKc+bMwdixY+Hs7Ixdu3bhl19+QbVq1YC8sXbBggVwdHREq1at0LVrV3FF286dO6NRo0aoUqUKJBIJgoKCioxj2LBhmDBhAvr06QMvLy+Eh4eLk8FSUlKwY8cOHD16FEZGRpBIJJBIJBgwYECp/3yIiDTVu3dvuLi4wMXFBRKJpNDk27Vr1+KXX36BjY0N2rRpg9atW6v0adKkCapWrYpz584praSLvOetX375JaZMmQIHBwd06dIFhoaGGr//etXkyZPRt29fdOnSBbVr1wYANGzYEACQmJiIfv36YdGiRWjatCmsrKywb98+zJs3D5cuXSr2tYiISsLSpUsxduxYGBoaYvbs2Wr7DB48GH5+fnjnnXfg7OyMY8eOoXPnzir9RowYgV9//RUffvihOM8KeQkK586dw+3bt+Hr64tq1aph8+bNbzRPwN7eHseOHcOOHTvg4uKC2bNnK82JyDd+/HhER0dj9OjRKpWFiIjKkpmZGRYuXIgPPvgAEokEq1atUttv/Pjx8PDwQI0aNVC5cmVcvXoVrVq1UuojkUgwfPhw/PrrrxgxYoTS+Obs7Ixz587hzJkzqFWrFmrVqoX9+/dj/PjxxY65WrVqOHjwIP7v//4Prq6uWLlypVK1nfXr1yM0NFS8T5dIJLCzsyv2dUj/SYSiUiqJKqDZs2cjODgYP/zwg7ZDUZGWlgYHBwecOHECLVq00HY4RERERFTB9enTBz4+Ppg/f762QyEiKnEtW7bE4MGDxcliRERUsn744QcsXrz4tRNodcmiRYuwf/9+3Lx5U9uhEBFpZN26ddi/f/9rE8OIiIiIiKj0/PXXX2jdujUeP34MZ2dnbYdDRERULrFCBJEOe/z4MRYsWIDIyEg8e/YM48ePh4ODA/z8/LQdGhEREREREREREVGFERUVhY0bN2LSpEnaDoWIiIiIiIiI9ERmZiaWLl2Kvn37MhmCiIioFDEhgqgYfHx8xLI6r/4prRI77u7uMDQ0RJMmTVCnTh1ER0fj1KlTMDQ0LJXrERGVJxs2bFA7ZkskEp2sAkREREREFVNsbGyh9619+vTRdnhEROXCgAEDCh1rIyMjX3v8/Pnz4e7ujmbNmmHYsGFlEjMRkb7p0KFDoWNtdna2tsMjIiqXfH191Y671tbW2g6NiKhc2Lx5c6H3uLt3737t8RcuXICJiQlCQkKwdOnSMomZiEjffP3114WOtcePH9d2eKRHJIIgCNoOgoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqDhYIYKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPQOEyKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEjvMCGCiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj0jpG2A9BFubm5ePr0KSwsLCCRSLQdDhFVMIIgIDk5GS4uLjAwKJ95axxniUibKsI4C461RKRFHGeJiEofx1oiotLFcZaIqPRVhLGW4ywRaVNFGGfBsZaItKwijLUcZ4lIm4ozzjIhQo2nT5/C3d1d22EQUQUXHh4ONzc3bYdRKjjOEpEuKM/jLDjWEpEO4DhLRFT6ONYSEZUujrNERKWvPI+1HGeJSBeU53EWHGuJSEeU57GW4ywR6QJNxlkmRKhhYWEB5P0ALS0ttR0OEVUwSUlJcHd3F8ei8iQwMBCBgYHIzs4GOM4SkZaU53H2VbynJSJt4ThLRFT6ONYSEZUujrNERKWvIoy1HGeJSJsqwjgLjrVEpGUVYazlOEtE2lSccZYJEWrkl/axtLTkIE5EWlOey4xxnCUiXVCex1lwrCUiHcBxloio9HGsJSIqXRxniYhKX3kca/MXCMvJyQE4zhKRlpXHcRYca4lIx5TXsRZ8dkBEOkKTcdagTCIhIiICEBAQgNu3b+PKlSvaDoWIiIiIiIiIiIiIiIioxPF9GBFR6eNYS0RERESvYoUIIiIqMwVXaSAiIiIiIiIiIiIiIiIiIiIiIiL9kpOTg6ysLG2HUS5IpVIYGhpqOwwivcaECCIiKjMBAQEICAhAUlISrKystB0OERERERERERERUYXDhWuIiEoXx1kiIiIiKu9SUlLw5MkTCIKg7VDKBYlEAjc3N5ibm2s7FCK9xYQIIiIqM3wATERERERERERERKRdXLiGiKh0cZwlIiIiovIsJycHT548gampKezt7SGRSLQdkl4TBAExMTF48uQJvLy8WCmC6A0xIYKIiMoMHwATERERERERERERlZy1a9ciLCwMMpkMX375pbbDISIiIiIiIqJyLisrC4IgwN7eHnK5XNvhlAv29vYIDQ1FVlYWEyKI3pCBtgMgIqKKIzAwELVr10bjxo21HQoRERERERERERGR3qtUqRIcHBywevVqbYdCRERERERERBUIK0OUHP4sid4eK0SUoMjHD5CSEKXUZm7jCKfKXlqLiYhIl7xthQh14yw41hIRlSje0xIREWmOvzeJiHQHx2SqqAYNGoTs7GwsXLhQ26EQkZ7j71Ii7eO/QyKi0sVxlqj0RCSmIyE1s0TOZWNmDFfr0q08UadOHfz333+leg2iikJX5nQyIaKERD5+AMstLeAkUSi1pwkyRI66yBsnIqK8ChGBgYHIyckp9rGFjbPgWEtEVGJ4T0tERKQ5/t4kItIdHJNJX0VGRmLLli04fPgwWrZsiW+++Ualz6NHj7Bo0SLcuXMHLi4umDx5Mlq3bq2VeImo/OLv0pL1Nu/DqOLiv0MiotLFcZao9EQkpqPDinNIzyqZ+1+51BCnp7Yp1aSIuLi4Ujs3UUWiS3M6mRBRQlISouAkUeBqg6Ww9vABACSGBaHRtRl4mhAF8KaJiOitKkSoG2fBsZaIyrnk5GTs378fmZmZ6N27N+zs7Er1erynJSIi0hx/bxIR6Q6OyaSPHj9+jJYtW2Lw4MEwNTVFSEiISp/o6Gg0b94cbdq0wVdffYXff/8dHTp0wJkzZ9CiRQutxE1E5RN/lxYuNTUVMTExAAA7OzuYm5u/9pi3rZhOFRP/HRIVD5PPqLg4zhKVnoTUTKRn5WBVf194Orz+frkowdEpmLz3BhJSM0u9SgQRvT1dmtPJhIgSZu3hA896LQEAwQBwTdsRERGVL6+Os+BYS0TlWG5uLtq1awd3d3dYWlpi2bJl+Pfff2Fqalrq1+Y9LRERkeb4e5OISHdwTCZ94uzsjIcPH0IqlaJPnz7Izs5W6bN27VoYGRlhz549MDIyQvv27XHjxg0sWLAAJ0+e1ErcRFS+8XepqlOnTmHy5MmIi4vD2rVrMXz4cG2HROUc/x0SaYbJZ/SmOM4SlR5PB3P4uJbNmNyuXTv06tULmzZtwmeffQYLCwt8+eWXiImJQYcOHbBmzRrI5XJUr14dSUlJsLe3x5QpUzB69OgyiY+ootGFOZ0GZXs5IiIiIiLSxO+//w5jY2McOnQIO3bsQMOGDbF//35th0VEREREREREJUAqlUIqlRbZ57fffkOnTp1gZPRyfbNu3brh3LlzYgLF999/jxkzZiAzMxPTpk3DkSNHCj2fQqFAUlKS0h8iIipajx49EBoaig8//FDboRARERERUZ6EhAQEBwfjl19+QYMGDTBz5kysW7cO58+fh6mpKb755hsAwJUrV3Dnzh3s27cP69evR0REhLZDJ6JSwoQIIiIqM4GBgahduzYaN26s7VCIiEpdSEgIZs6ciXbt2uHQoUNq+1y5cgXDhw9Hly5dMG3aNERHR4v77t+/j0aNGonbTZo0wb1798okdiIiIiIiIiLSvvDwcDg7Oyu1ubi4IDMzU3yGYGVlBWdnZ3z11VdwcnKChYVFoedbsmQJrKysxD/u7u6l/hmIiLQtNzcXp06dwvbt25Genq62T0JCAg4fPowDBw4gJiamzGMkIiIiIqLimzp1Ktzc3PDvv/8iJCQE/v7+8PX1xY4dO3D9+nUoFAp88cUXaNq0Kdq1a4fbt29zzgVROcaECCIiKjMBAQG4ffs2rly5ou1QiIhK1b59+9ChQweYm5vjypUralcZ+Ouvv9CyZUvY2tpi7NixuHHjBpo1a4bk5GQAgCAISv0LbhMRERERERFR+ZaVlQWZTKbUlr+dlZUFAPD398e0adPEP+3atSv0fDNnzsTz58+xfPlyeHt7w9PTs5Q/ARGRdm3duhVeXl6YPHkyRowYgefPn6v0OXv2LKpWrYply5Zh7dq1qFatGo4dO6aVeImIiIiISHPGxsYAAG9vb9SqVQt//vkn7t69i+DgYGzduhW///47/vvvP5w6dQqXL19GnTp1kJmZqe2wiaiUGGnQh4iIiIiIiqFjx47o06cPDAwMsGzZMrV9Zs+eDX9/f6xcuRIA0KVLF7i4uGDjxo2YNm0avL29sWfPHrH/lStX4O/vX2afgYiIiIiIiIi0q1KlSoiLi1Nqy9+uVKlSsc8nk8kgk8kwdepUTJ06FUlJSbCysiqxeImIdI1cLsfp06fx8OFDdOzYUWV/VlYWhgwZgiFDhmDt2rUAgC+++ALDhw9HWFgYzMzMtBA1EREREZF+Co5O0co56tevj2HDhqFFixbIycmBgYEB5s6di4EDByIuLg5169ZFjRo13uhZChHpDyZEEBERERGVMBsbmyL3KxQK/PHHH/juu+/ENlNTU3Ts2BEnT57EtGnT0L59e3z22Wfo2bMnLC0tceXKFWzbtq3IcyoUCnE7KSmphD4NEREREREREWlDw4YNcfnyZaW2v/76CzVq1IC5ufkbnzcwMBCBgYHIyckpgSiJiHTXwIEDAQAPHz5Uu//8+fN48uQJJk2aJLZNnDgRX3/9NU6ePImePXtCoVDg2bNnSE5ORmxsLMLCwuDh4aH2fHxGS0REREQVkY2ZMeRSQ0zee6NEzieXGsLGzLjIPmfPnlVa5GHSpEmYNGkSEhMTkZ2dDTMzM8jlcty+fRvp6emQy+VISUkRK2/evn27RGIlIt3BhAgiIiozfNFGRPRCREQEsrOz4erqqtTu6uqKf//9FwBgYGCAc+fOYd++fcjKysLy5cthampa6DmXLFmCBQsWlHrsRERERERERFQ2xowZg7Zt2+Lo0aPo3r077t27hz179uCLL77QdmhEROVCUFAQjI2N4enpKbY5OzujUqVKCAoKQs+ePXH79m307NkTAHDx4kVs2LABwcHBas/HZ7RERG9m+fLlyMjIgIuLC0aOHKntcIiIqJhcreU4PbUNElIzS+R8NmbGcLWWF9nH2tpa43a5/MW5Xl1cwtbW9q3jJCLdwoQIIiJ6Y4IgICwsDE5OTjAxMXlt/4CAAAQEBLAUOxFVeJmZLx4E5H/xzmdqairuAwALCwuMGjVKo3POnDkTU6ZMEbeTkpLg7u5eYjETERERERERUclq1aoVkpOTERoaCkEQ4OvrCwsLC5w/f17cv3r1agwYMAB2dnaIjIzE8OHD8emnn77VdfmclojohefPn6udMGVra4vnz58DAOrXr4/Q0FCNzsdntEREb0ahUCA8PByHDx9mQgQRkZ5ytZa/NomBiKg0MSGCiIjeyPnz5zF8+HDk5OQgMTERgYGB+PDDD7UdFhGRXrCxsQEAxMXFKbXHxcWJ+4pLJpOJ5R2JiIiIiIiISPetX79epZquoaGh0vaECRMwcuRIhIWFwdHRsURWMGQlXyKiF+RyOVJTU1Xak5OTVRaz0UT+M1qOs0RExTNr1iwEBQVh+PDh2g6FiIiIiPSUgbYDICIi/fTgwQP8/vvvCA0Nxd69ezF//nxth0REpDccHR3h7OyMa9euKbVfuXIF9evX11pcRERERERERFR26tatC19fX6U/devWVelnamqKWrVqlUgyBPIqRNy+fRtXrlwpkfMREemr6tWrIzU1FbGxsWJb/nb16tW1GhsRkb549uwZFi1ahHbt2mHLli1q+9y+fRtjx45F586dMWHCBISFhZV5nERERERUvjEhgoionEpLS8Pu3buxatWqQvs8evQIW7ZswY4dO/Ds2TOlfTExMQgKClL5ExISAgAYOXIkPDw8gLxVy2rWrFnKn4iIqHwZMWIEtm7dKo6/v/76K65fv44RI0ZoOzQiIiIiIiIiIiKicq99+/YwNTXF3r17xbb9+/cDADp37vzG52XiGRFVFGfOnEHTpk2hUCgQHBwsziV41d27d+Hn54ecnByMGzcOz549Q5MmTVTmJxARERERvQ0jbQdAREQlb/78+fjuu+/E1ccnT56s0mfnzp346KOP8N577yE1NRUTJkzAoUOH0KFDBwDAoUOHsGbNGpXjGjRogJ07d4rbd+7cwfz58/HDDz+U8qciItIf9+7dw0cffQQASElJwerVq7F//360adMGCxYsAADMmTMHt2/fhpeXF6pVq4YHDx5g2bJlaNmypZajJyIiIiIiIqLyLDAwEIGBgcjJydF2KEREpeqff/7BrVu3cPv2bQDA3r17YWVlhTZt2qBq1aqwsrLCkiVLMG3aNDx9+hRSqRQrVqzA7Nmz4ezs/MbX5ThLRBVFgwYN8OjRIxgZGYkJZQUtWrQIderUEatHdO/eHV5eXlixYgWWL19exhETERERUXnFhAgionLIx8cHt2/fxrFjxzBkyBCV/XFxcRg/fjyWLFkiJktMmDABI0aMQEhICIyMjDB27FiMHTu2yOtcuHABM2fOxN69e+Hq6lpqn4eISN+4uLhg/vz5Ku329vbi301MTHDo0CGEhIQgMjIS3t7esLW1LeNIiYiIiIiIiKiiCQgIQEBAAJKSkmBlZaXtcIiISs2jR49w9uxZAMCwYcNw/fp1AECtWrVQtWpVAMAnn3wCHx8f/PTTT8jNzcW+ffvw3nvvaTVuIiJ9ocm95MmTJzFlyhRx28jICN26dcPJkyfFtq1bt+LGjRt49uwZFi9eDH9/fzRo0EDt+RQKBRQKhbidlJT01p+DiIhKQGI4kBZXMucyrQRYu5fMuXRQWFgYNm3ahMWLF2s7FKJyhQkRRETlUJ8+fYrc//PPPyMzMxMjR44U28aPH4/AwED89ddfaNWq1WuvcfjwYUybNg1btmxBQkICkpKSUKtWLbV9+VCCiCoaCwsLtG3bVqO+VatWFV++ERERERERERGVNq5cTkQVRd++fdG3b9/X9mvfvj3at29fYtdl4hkR0QtpaWmIjY1VWVzR1dUVYWFh4rZCoYClpSVGjBiBjIyMIu9TlyxZIlZjJyIiHZEYDgQ2AbLSSuZ8UlMg4LJeJEV88sknmDt3Luzs7DQ+Jjk5GVevXi3VuIgqIiZEEBFVQLdv34aLiwssLS3FNm9vb0gkEty+fVujhIg//vgDJiYmCAgIAACYmpri8uXLavvyoQQRERERERERERGRbuBEXSIiIiIqC5mZmQAAuVyu1G5qairuA4CPP/5Y43POnDlTqeJEUlIS3N11f8IsEVG5lhb3Ihmi1ybArsbbnSv2PnBwzItz6kFCxJ9//omMjAxth0FETIggIqqYkpOTYW1trdRmaGgICwsLJCcna3SOlStXany9/IcSmzZtwqZNm5CTk4Pg4OBix01ERERERERERERERESky1iJh4joBQsLCxgZGSEuLk6pPS4uDjY2Nm90TplMBplMxrGWiEgX2dUAXHzL5FIhISFYsmQJcnJy0K9fP5w/fx6LFy9GXFwcVqxYgXv37qFu3bqYPn06zMzMEBAQgD59+mDnzp2Qy+VYsGAB7O3ti+zfu3dv7N69G/3798f58+dx9epVWFlZ4YMPPsCgQYNw4MABPHjwAEOGDIGFhQWOHDlS6PnCwsLw1VdfITs7G++9916Z/IyIKhoDbQdQ2gRB0HYIREQ6x9TUVCXxQRAEpKamwtTUtMSvJ5PJYGlpialTp+Lu3bv4559/SvwaRERERERERERERERERNoWEBCA27dv48qVK9oOhYhIqwwNDVG3bl1cu3ZNqf3KlSuoX7/+W52bYy0RUcWVm5uL9957D46OjvD398eyZctw9epVAEDXrl0hlUoxbNgwxMXFYfLkyQCAixcvIjAwEO+//z4yMjIwd+7c1/Zfs2YN3n//fdSpUwc9e/bE5MmT0adPH6xZswYXL15Ew4YN4ejoiFGjRmHixImFni8/Xjs7O7z33ntYt26d1n52ROVZua0QsWXLFsyfPx9xcXHw9/fHjh07YGZmpu2wiIh0Qo0aNfD06VNkZGTAxMQEyMuczcnJgZeXV6ldl6s0EBEREREREREREWkXn9MSEZUujrNERC+NGDECc+fOxbRp01CjRg1cvnwZp0+fxv/+9z9th0ZERHoqPDwcxsbGWLRoEQDA2dkZCxcuxJMnT3Dr1i1YW1vj77//Rm5uLoKDg8Xjli1bhqpVq6Ju3boYPXq0Rv3z59HduXMH33//PWJiYpCcnIw///wT06dPh6WlJdq2bQs3N7dCzxceHg5DQ0N8+eWXYrz5sRNRySmXCREKhQKXLl3CpUuXYG5ujh49emDLli345JNPtB0aEZFO8Pf3R0BAAPbv34/BgwcDAHbu3AlbW1u0atVK2+ERERERERERERERUSkJCAhAQEAAkpKSYGVlpe1wiIjKHY6zRFRRxMTEoG/fvgCAx48fY9euXbhw4QLq1q2LtWvXAgDGjx+PGzduoF69eqhRowbu3bsnrrD9Nph8RkRUcVlZWSE6OhrJycmwsLDAgwcPxHZTU1OMGzdOXCBYJpOJx8nlcgCAkZERsrOzX9vfwsICAJCcnIyhQ4di6dKlsLOzw549e5Camqp0rqKub21tLSZSWFhY4N69e2X0kyKqWLSWEJGcnIy//voL7u7uqFWrlto+YWFhePToEapWrYoqVaoo7VMoFBAEQeUYY2NjyGQybNq0SWyrVq0a7O3tS+FTEBHpppMnT+L27dv4559/AACrVq0CAPTp0wdubm5wdXXFwoULMW7cOFy7dg1paWnYunUrtm/fLt6QlQY+ACYi0l+JYUEIfmXb3MYRTpVLr6oQERERERERERERERER6S5LS0vMnz9fpf3VuQCGhobYsmULFixYgPDwcFSrVg2Ojo5vfW3OPSAi0kGx98vkHNbW1hg8eDC8vb1RvXp1GBkZwdLSEhYWFvjiiy8wceJE1KhRA1KpFM2bN0e7du3UnkfT/nK5HBYWFggMDISBgQEMDQ3FyhH169dHt27dUK1aNRw5cqTQ8w0bNkyMVyaTwcioXK5lT6RVZf6vKiYmBvPmzcOhQ4eQmpqKoUOHYt26dUp9BEHA+PHjsWPHDtStWxdBQUHo378/Nm/eDAMDAwCAt7c3IiMjVc6/a9cuMfsYAPbu3YuEhAT079+/DD4dEZFuiI2NRWhoKCpVqoRJkyYhNDQUAJCRkSH2+fzzz9G8eXOcPHkSlpaWuHz5Mnx9fUs1Lq7SQESkf8xtHJEmyNDo2gzg2sv2NEGGyFEXmRRBRERERERERERERERUAclkMrRt21ajvm5ubnBzcyuxa3PuARGRDjGtBEhNgYNjSuZ8UtMX5yzC8uXLMXLkSOTk5ODs2bMICQkBAHz66acYNGgQ7ty5g4yMDDEJb/369bC1tQUAODo6YsWKFRr3NzIywo0bN/DPP/+gatWqwCtz8NatW4crV64gOTm5yPMtXboUw4YNQ05ODqpUqYL790sgeYSIlGglIaJOnTr4+uuv0alTJ7V9tm/fjl27duHKlSuoU6cO7t69i8aNG6Np06b46KOPAECc3FuUwMBAXLx4EXv37hUTKYiIKoJBgwZh0KBBr+3XunVrtG7dukxiAldpICLSS06VvRA56iKeJkSJbYlhQWh0bcaLNiZEEBEREREREREREYk4SZeIqPRx7gERkQ6xdgcCLgNpcSVzPtNKL85ZhN27d2P37t1ITEzEkydPcO7cOXGfo6OjSjWi5s2bi3+Xy+Vo2rSpxv0BwNTUFK1atVKJw9DQEH5+fkpt6s4HALVr1xb/3rBhwyI/HxEVX5knRNSuXVvpH7Y6O3bsQLdu3VCnTh0AQM2aNdGzZ09s375dTIgoiiAImDFjBqKiorB582bk5ORAIpEUWmZGoVBAoVCI20lJScX+XERE9Hp8AExEpJ+cKnspJT4EA0rVIoiI9FVKSgo+++wzXL16Fc2bN8fXX38NExMTbYdFRFSuxMbG4pdffoG5uTm6d+8OqVSq7ZCIiCo8PqclIipdnKRLRERERBWOtftrkxhKkp+fH+zs7GBhYYF69erB3Ny8zK5NRLpJJ8sm3LhxA/Xr11dqq1+/Pm7evKnR8fHx8VizZg327t0LW1tbWFtbY86cOYX2X7JkCaysrMQ/7u5lNzATEVUkAQEBuH37Nq5cuaLtUIiIiIiIMHXqVCQnJ2Pt2rWIiIjAvHnztB0SEVG5kpiYiEaNGuGXX37B6tWr0bt3b22HREREfE5LRERERERERHrO09MTXbp0QYsWLZgMQUSANipEvI4gCHj+/DlsbW2V2itVqoT09HQoFArIZLIiz1GpUiVkZGRofM2ZM2diypQp4nZSUhKTIoiIiIiIiIj0QFxcHLKzs9WWnn21j5mZmUr1h4MHD+LWrVtwcnLC0qVL0aFDByxdurQMoiYiqhh27dqFtm3bYvv27cjNzUXt2rVx8+ZN1KtXT9uhERGVKzdu3EBoaChatGgBe3t7bYdDRERERFTqWPWMiIiIiF6lcxUiJBIJpFIp0tPTldrT0tLEfSVNJpPB0tJS6Q8REZW8wMBA1K5dG40bN9Z2KERERESk544cOYL33nsPzs7OaNOmjdo+Fy5cQI0aNVC5cmVYWlpiyJAh4gIKWVlZSEpKgpOTEwDAw8MDz549K9PPQESk6+7evYtPP/0UXbp0wY0bN9T2OX36NIYNG4ZevXphxYoVUCgUSsc3a9YMAGBgYICmTZvizp07ZRY/EVFFsGzZMnzwwQfYtm0bfH19ERwcrO2QiIiIiIhKHaueERFpnyAI2g6h3ODPkujt6VyFCACoUqUKwsPDldqePHkCd3d3GBjoXA4HERFpKCAgAAEBAUhKSoKVlZW2wyEioreUGBaEgtMszG0c4VTZS0sREVFFsn37dkycOBH169fHwYMHVfbHxMSgW7du+Oijj/Dll18iIiICbdq0wbRp07Bu3TpIpVJxQQa5XM57VCKiAr7++mts374dffv2xYkTJzBt2jSVPt9//z2GDh2KOXPmwMPDA0uWLMGpU6dw/PhxAEBOTo7S81xDQ0Ou3EhEVIIyMjLw9ddf499//4WrqyuWLFmCb775BoGBgdoOjYioQuOq5URERESkS7Kzs7Fw4UKcPXsW9erVw9dffw0zM7M3Pp9UKoVEIkFMTAzs7e0hkUhKNN6KRhAExMTElNqC8UQVhU4mRHTp0gVHjx7F119/DUNDQ+Tm5uLw4cPo0qWLtkMjIiIiIqrwzG0ckSbI0OjaDOCa8r40QYbIUReZFEFEpS4/CeLPP/9Uu3/Pnj3Izc3FwoULYWRkBA8PD0ydOhWff/45li1bBrlcDj8/P+zZswejR4/Gzp070bx580Kvp1AolFY9T0pKKoVPRUSkO4YPH47PP/8ckZGRWLx4scr+3NxcTJ8+HdOmTcPcuXMBAI0aNYKPjw9OnTqFjh07wtPTE9evXxePuXbtGsaNG1emn4OISJfl5OTg2LFjOHz4MOrVq4fJkyer9ElJScHGjRtx584duLi4YPTo0ahcuTIAICwsDE5OTnB1dQUAvPvuu2oT2IiIVCSGA2lx4qYskdVlipKTk4O7d+/CyckJlSpVem1/LhBGRFT6mHxGRKS5r7/+GpcuXcKiRYuwbds2fPLJJ9iyZcsbn8/Q0BBubm548uQJQkNDSzTWikoikcDNzQ2GhobaDoVIb5V5QkROTg5OnToFAHj+/DkeP36M48ePw8LCAi1atAAAzJgxA3v37kXfvn3Rt29fHDp0CM+ePcPMmTPLOlwiIipBfChBRFQ+OFX2QuSoi3iaEKXUnhgWhEbXZrxoZ0IEEWnZ5cuX0bBhQ8hkMrGtVatWSEtLQ1BQEBo3boxly5ahe/fumDt3LmQyGX799ddCz7dkyRIsWLCgjKInItI+JyenIvcHBQUhIiICPXr0ENvq1KkDb29vHD9+HB07dsTgwYNRr149GBsbIyIiAqampmjSpEmh52TyGRFVJJGRkfDz88M777yD8PBwJCQkqCREpKWloXnz5jAxMcHgwYNx9uxZ+Pr64tKlS6hRowYyMzOVVg6USqXIzMzUwqchIr2SGA4ENgGy0sQm97yFTnJMbLUami6KiYlB+/btkZOTg8jISKxatQpDhw7VdlhERBUek8+IqKJJS0tDRkYGbG0Lv2dPT0+HkZGRSpWBffv2Yfv27WjQoAF8fX1RuXLlt0qIAABzc3N4eXkhKyvrrc5DL0ilUiZDEL2lMk+IyMrKwqpVqwAAHh4eyMzMxKpVq1ClShUxIcLV1RWXL1/GqlWr8P3336Nq1aq4evUqqlSpUtbhEhFRCeJDCSKi8sOpspdK0kMwoFIxgohIW2JiYmBnZ6fUlr8dExMDAKhfvz4eP36MyMhIODs7F1nSd+bMmZgyZYq4nZSUBHd391KLn4hI1+Wv/FVwLHRzcxP3OTk54dKlS9i3bx+8vLxeO3GMyWdEVJFYWFjg/PnzcHd3R58+fZCdna3SZ8OGDQgPD0dYWBgsLS0xceJENG/eHHPmzMHevXvh7u6OsLAwZGRkwMTEBEFBQahatapWPg8R6ZG0OCArDeHtVkNh7QkACI9Px6wTT/Gduau2o9M5a9euRatWrbB+/Xo8ePAALVu2RP/+/ZUWYCAiIiIiKi0XL17E+vXrcfDgQchkMiQmJqr0uX37NkaOHIlr1168rO/Vqxe+++47WFpaAgCePn0qzr21srKCTCbD8+fP33rulqGhISfxE5HOKPOECBMTExw/fvy1/Tw8PPDNN9+USUylLTEsCAWLjJrbOL6YREZEREREREREJc7AwEBlUln+KjWvPpw1MDCAi4vLa88nk8k42YGI6BX5K5DL5XKldlNTU6XVyatWrYoZM2ZodE4mnxFRRWJmZgYzM7Mi+xw7dgxdunQRJzBIJBL069cPc+fOhSAIsLa2RpcuXdC3b1+8++67WLFiBXbs2FHo+ViJh4gAIDpFAQcA446n4D/hudgulzrCxsxYq7GVhqSkJOzduxcRERGYNm0azM3NVfrcv38fv/zyC3JyctC5c2f4+PiI+65cuSLeo3p5ecHFxQUPHz5E7dq1y/RzEBEREVHFtGbNGnTv3h0NGjTAokWLVPZnZGSga9euaNGiBX777TckJCSgU6dO+Oijj/D9998DACwtLZGcnAxbW1sIgoC0tLTXPpMgItI3ZZ4QUZGY2zgiTZCh0bUZKivlpgkyRI66yKQIIiIiIip3CiYEMxmYiLTBzc0Nt2/fVmqLiooC8ipTEhHR27G2tgYAxMfHw8bGRmyPi4tD9erV3+icTD4jIlL26NEjNGnSRKnNw8MDKSkpiI6OhqOjI7Zv347169cjJCQE27ZtQ/v27Qs9HyvxEBEAJKVnwQHAtE7esK/xcoyxMTOGq7W8yGP1zVdffYV169ahZs2aOHPmDMaNG6eSELFv3z4MHToUvXv3hlQqxaxZsxAYGIhRo0YBAFJSUpQmi5mbmyM5ObnMPwsRERERVUx79+4FAKxbt07t/qNHj+Lx48e4dOmSuPjC3Llz8eGHH2LVqlVwdHRE06ZNsXfvXnz22Wc4fPgwfHx8YGSkfuowF1MgIn3FhIhS5FTZC5GjLuJpQpRSe2JYEBpdm/GinRPDiIiIiKicKCwhmMnARKQNrVu3xq5duxAfHw9bW1sAwPHjx2Fvb49atWppOzwiIr33zjvvQCKR4Pr162ICRGZmJv777z/06tVL2+EREZUL6enpKhN3LSwsxH3ISyb79NNPNTpffiWeTZs2YdOmTcjJyUFwcMEa50RUUbjbyuHpaqXtMEqVn58fPvnkE1y6dAlnzpxR2Z+eno6PP/4YX3zxBebOnQvk3edOmjQJvXr1go2NDVxdXfHw4UM0b94cgiDg0aNHcHNz08KnISKiVwUGBiIwMBA5OTnaDoWISKsuXboELy8vODo6im1t2rRBbm4urly5gm7dumH+/Pno3Lkzvv32W6SkpODw4cOFno+LKRCRvmJCRClzquylkvQQDKhUjCAiqgj4UIKIqHxTlxDMZGAiKi0xMTFQKBRITk5GdnY2njx5AgBwcXGBgYEBBgwYgK+++gqDBw/G4sWLERwcjOXLl2Px4sUwNDTUdvhERHrPwcEB7733Hr755ht0794dMpkM3377LRQKBfr376/t8IhEssRg4OkrE8pNKwHW7toMiUhjVlZWSEhIUGqLj48X9xVXfiWeqVOnYurUqUhKSnqj8xAR6YuiquYAwJkzZxAfH4+RI0eKbSNGjMBnn32G48ePY+DAgRgwYABmzJgBKysrnDt3Dl5eXoVWnuRqukREZScgIAABAQG8pyWiCi8mJgb29vZKbXZ2duI+APD29sbDhw8RFhYGNzc3GBsbF3q+/MUU8iUlJcHdnc/SiEj3MSGCiIjeSE5ODpYtW4aDBw/C1dUVCxcuRN26dYs8hg8liIjKv4IJwUwGJqLSMmrUKFy79nKA8fPzAwBcv34d9vb2kMlk+O233zBz5kz069cPVlZWWLp0KQICArQYNRGR/vj999/xf//3f8jMzATyXoQtX74cgwYNwtChQwEA3333Hd577z1UrVoVjo6OCA4OxrZt27hiLumEHBNbpAkyuJ+ZBLyyIHSukRwGE64wKYL0Qt26dREUFKTUduvWLbi6usLGxuaNz8uFa4gqkMRwIC1OqUmWyMow+e7duwcTExOl+1cbGxtUqlQJ9+7dAwD06NED8fHx+O677+Dm5oYff/yx0PNxNV0iIiIiKmsSiUTl+31ubi4AwMDAQGwzNDREtWrVXnu+/MUUiIj0DRMiiIjojezcuRMKhQLffvstzp49iz59+ogPh4mIiIiIStuRI0de28fNzQ27du0qk3iIXsXVyKk8qFWrFiZPngwA+Oyzz8T26tWri393dXXFjRs3cOPGDSQnJ8PX15cLIJDOMHesim65KyHPThTbPCURWI31iI5+CgeOy6QHBg0ahIEDB+LmzZuoV68e4uLisGvXLgwaNEjboRGRPkgMBwKbAFlpSs3uANIEGXJMbLUWmq5ISUlRe/9qbW2NlJQUcXvkyJFKVSQKk7+a7qZNm7Bp0ybk5OQgOJgJKERERERUelxcXHDhwgWltsjISACAs7OzlqIiIip7TIggIirHkpKSkJSUVOTKjImJiTAyMoK5uXmhfdQZOnQoDA0NAQCWlpZYu3btW8dLRERERESkqyIfP0BKQpS4nRgWpNKHq5FTeeLs7KzRCzMDAwM0aNCgTGIiKg5Xazl2Te2NhNRMsS3m/mXg3HokpWfBQavREb3w0UcfITU1FVeuXEFubi4GDx4MMzMzbNy4EQDQu3dvjBw5Eq1bt0bLli1x48YNVKtWDXPnzn2r67KSL1EFkRYHZKUhvN1qKKw9xebw+HTMOvEU35m7ajU8XWBubo7nz5+rtCcmJhb7vRleWU136tSpmDp1KsdZIiIiIip1rVu3xtdff41Hjx6JFSBOnjwJY2NjNG3aVNvhERGVGSZEEBGVQ3/++SfWrVuHn376CWlpaRAEQaXP/fv3MXToUNy4cQO5ublo164ddu7cCUdHRwDAhg0bsGrVKpXjGjZsiD179sDQ0BD79+/HzJkzERcXh++//75MPhsREemn8Ph0ZES8fLloY2YMV2u5VmMiIiLSVOTjB7Dc0gJOEoVSe5ogg7mNo7jN1ciJiMpAYviLCZ6vkCWqX3nZ1Vqu9L0jOJbfQUi3vPvuu8jMzESXLl3ENmNjY6U+GzZswIQJE3Dnzh24uLigWbNmMDAweKvrBgYGIjAwEDk5OW91HiLSMQV+R8Y/DoItgHHHU/CfoDzpXy51hI2ZsZqTVCze3t7IyMjAkydPxMXFEhISEBcXB29v7zc+L8dZIiIiIiopycnJUCgUSE1NhSAIiI2NBQDY2NjA0NAQnTt3RsOGDTFixAisXbsWsbGxmDNnDgICApicS0QVChMiiIjKoR07dqBr16549913MXr0aJX92dnZeP/99+Hj44MzZ85AoVDgvffew4cffojTp08DAPr27Yu2bduqHGtqair+vWPHjqhVqxauXbuGjz/+GP/99x/kcr5YJiKilyzlUgDA4VO/I/jkPbE93cgau6b2ZlIEERHphZSEKDhJFLjaYCmsPXzEdnMbRzhV9hK3uRo5EVEpSwxH7rrGMMhOV2p2z0tSyzGx1eg0ssRg4Okrqz6bVmIVH9KKfv36adTPx8cHPj4+GvTUDCtEEJVDieFAYBMgK01sss37/fhJt6ZwrVJDqTsXK3mhXbt2sLW1xdatW8XqO9u2bYOJiQk6d+6s7fCIiKgITD4joooiICAAv/zyCwBAKpWiZs2aAICzZ8/Cx8cHBgYG+OWXXzB9+nR069YNcrkcH330EebMmaPlyImIyhYTIrSIq+QSUWnJL6m+e/dutftPnz6Ne/fu4ZdffoFcLodcLsfChQvRqVMn3Lt3D97e3qhUqRIqVapU6DV27dqFbt26oU6dOrC3t8fkyZORmpqqNiFCoVBAoXi5kmpSUlKJfE4iItJ9Dg4uyDWSYzXWK7WnCTKERzUArGtrLTYiIiK1ilh53NrDB571WhZ5eGGrkSeGBaHg+uUFEyqIiKho0dFP4ZCdjkmZ4xEsuCrtSzeyxi7HqkUen2NiizRBBvczk4AzL9tzjeQwmHCFSRFERKS/0uKArDSEt1sNhbUnkPcuetaJp/iuSg34uFbM5KfTp0/jwoULePToEQBg+fLlMDc3R58+feDj4wO5XI5vv/0WQ4cOxb179yCVSvHDDz9g3bp1sLXVLNFSHSaeERGVPo61RFRR7Ny587V9HBwcsGPHjjKJh4gqtsjHD5CSECVuJ4YFaTWeVzEhQgu4Si4Radvly5fh5OSEatWqiW2tWrUS92lSBtjNzQ316tWDoaEhEhISMH36dNjZ2antu2TJEixYsKAEPwEREekNa/cXE4temVga/uAG3M9MgmFGvFZDIyIiUlFCK4+/ytzGEWmCDI2uzQCuKe9LE2SIHHWRSRFERIVQ93LFAUCPju1hX6OJUl9NFhwyd6yKbrkrIc9OFNs8JRFYjfWIv3sOtpULrMDPyhFUTnE1XaJyoEAid/zjINgCGHc8Bf8JLxfkk0sdYWNmrKUgdUe1atUwb948tfv69esHX19f/Pzzz8jNzcW0adPeuioPx1kiIiIiIiIqbyIfP4DllhZwkiiU2tMEGcxtHLUWVz4mRGgBV8klIm2LiYlRSV4wMTGBmZkZYmJiNDpHu3btEBoaiidPnsDR0REymazQvjNnzsSUKVPE7aSkJLi782UyEVGFYe2uNIlIEZOi1XCIiIjyFZxomxV5F7XeYuVxdZwqeyFy1EU8feU6yJvU2+jaDNy+8ZtSDKwaQUT0QlEvV2pVrwKnN1jp2tVajl1TeyMhNVNsiwi9j7STW2B7PEClPytHUHnF1XSJ9JyaRG7bvN+Rn3RrCtcqNcR2TRIGy7MOHTqgQ4cOr+1Xo0YN1KhR47X9NMVxloiIiIiIiPRegcUYskJuwFSiwNUGS2Ht8XIhAV15t8mECG3gKrlEpGUGBgbIzs5Wac/OzoahoWGxzlO5cuXX9pPJZJDJZFwRh4iIiIiItKfAQ7vY6KewPDRc7UTbgX0HwNyhilL720wkcqrsBRR4EBhp44i0f1QrR6QJMsT23A47B5eXjVyhnIgqAHXVIBqVwssVV2u50nhuY+aDbseVq0agqMoRHJOpHOBzWiL9Fh39FA5qErnTjayxq45PhU6A0BUcZ4mIiIiIiEivqVmMwT3vPaaFd2t4euvewv9MiNAWrpJLRFrk5uaGqKgCq5MmJkKhUMDV1bXQ44iIiIiIiPRCgeQHpMUi94fBSg/t7ACkQYY/m30HB6eX34PMbRzhVwarmKirHBEdGQHfPyfC7vBApb65RnIYDNgNmL5S6Y8TcolIjxVMfkhLiILnmY/VJqm5+b5bqqtLqasagSIqR3BMpvKAK5cT6Rd1SYMOAHp0bA/7Gk3E9opeDUKXcJwlIiIiIiIifVbkYgyOVbUaW2GYEEFEVAG1bt0an332Ga5evYpGjRoBAI4fPw4DAwO0aNGi1K7LB8BERPSq8Ph0ZEQ8F7f50paIiIqtYOID1Cc/AECGIMO4rBmIEyzFtnQja+xq+r7Wfv8UrBwh90hHtwtZSquUV5IkYYOwCqa7eysdm2skx+MO3yFbbqvUritlaYmIoGYCJ4pKfoAM/7bdClMbR7GtrMa0glUjUEjliOKMyRyPiYio2NR8vymqsl2t6lXg5Mp3LURERERERERUspLSs/RuMQYmRBARlUMJCQlITU1FQkICAODJkycAAHt7e8hkMjRt2hSdOnXCqFGj8O233yItLQ3Tpk3DmDFj4OzsXGpxsUQwEREBgKVcCgA4fOp3BJ+8J7anG1lj19TeOvvliYiItKvgpFqj9HhUPj1WJfEBRSQ/zBveGZXMjMU2XXtop26V8rjUTHTbVVnthNwqx4eonCNNkOHfdt9qZUIxEVUgaiZsRqcokJSeJW4XlviAIpIf3tGhseptx2R14zE4JhMRUWESw5G7rrHK95uiKtvx94nu4vswep2IxHSVCmUx8enw1FpERERERERUkamrTgkA7rZyeOrJYgxMiCAiKocWLVqEffv2AQBcXV3h5+cHAPjxxx/RrFkz8e9z5szByJEjYWRkhFGjRmHWrFlajZuIiCoGBwcX5BrJsRrrldrTBBnCoxoA1rW1FhsREemGgg/dCl1NXE3iA/Qk+aEw6lYpLzghFwDCU3rAMCNeqS3/5/TO2ZHK7Wom5VrKpXAwlylf3LQSYO1ech+GiMoFTRPSHPL+vEpd4gN0MPmhMG86Jhc2HqOIRImCONGVShMn6hJpX8Hfr1mRd1ErOx2TMscjWHBV6qvtynZUfKyYTkWJSEzHkBUHlJJsAcBTEoF2xi8XFCKiovGeloiIiKhkRD5+AMstLdS+hzV/zXNsXcKECCKicmjlypVYuXJlkX0sLS2xevXqMosJfABMRET5rN1hMOGK0oqy4Q9uwP3MJJWJnUREVH4UnPBTmEKTH9RMqs0xscVn5q4q59CX5AdNqZuQC6j/ThVZ7R08VZNMom5SbkG5RnI87vAdsuW2Su2clEtU/qhbkVaaElFoopUmCWkmRgb4omstWL0ygUtfEh+KQ9MxueB4jGKOyaz4Q6WJz2mJtKuoiQYD+w6AuUMVpfby9v2GqKJLiQrBMYMpMJWpVlLLNZLDwcFFpT0xLAjBr2zzvpCI97REREREJSUlIQpOEgWuNlgKaw8fsV3fvncwIULHhMenIyPiubjNB1xEVJ5wlQYiIhJZuyutQK2ISdFqOERE9OY0mVRb2ITawqhLfiiPk2pLg1NlL6DAz6ngpNzn6Vn46uc7yMjOFdsqSZKwQViFKseHqJyTq5kT6beCCWmFjgHSVTBVM05rmpDGZ9nK1I3HKCRRoqDiVPwpDMdkIiLdUfB3cWJYEBoVMtHAj2M3UblnmBEPU4kC4e1Ww93LV2mfQYHKjeY2jkgTZGh0bQZw7WW/NEGGyFEXeb9HREREREQlxtrDB571Wmo7jDfGhAgdkV/2cPnJe/jvxMtJBHKpIU5PbcMXSURULnCVBiIiIiIi/aAuyQFqEh2KM6lW3YTawjD5oWSpm5S7pqafyv/H4Sk9Cl0d/k1XM88xsUVWBajiQVTWNB2nC0tIO2AIwFD52FwjOUI77FJbJYZjcskpLFGioLep+INijMkcj4mISlbB5Ieiqi25+b7LyczlFBcII00orD0BF98i+zhV9kLkqItK94WJYUFodG3GizaOIURERERERAATInSHg7kMALChizkU1i8mCYfHp2PWiadISM3kCwkiIiIiqhAKVkwDJ+gQEZWowibQviouNRMLdp2APDtRqb2wRAdNJ9VyQq1ucbWWq/n9qj5x/W1XMx+XNRlxgqVSe7qRNeYN6YxKZsZFnpf3AVSeaTImQ8NkNBQzIc1SLhWfSeczMK2EKq+sRkvapUnFn8IUZ0w2MTLAF11rwSpv0aZ8TJ4gIiqaut/jKdGheOdwR9Xkh0Iq4DEZovziAmFUkgreFwYDStUiiIiIiIiINKXueUZMfDo8tRZRyWFChK4wrQRITeF+ZpLY5AngtEyG8JTGhb6QJiLSJ1wRh4iIClNYxTSwahoRkRJNJ8+qU1iiQ0GVJEk4Jl0FU5lCZZ+6RAdOqi3/3nQ1c6P0eFQ+PRY7JUtV+qYJMozbrpooUZCmiROF4eRdKmuajtPFGZM1TUYDE9LKPU3HYxRzTMZx1SZ1yRMck8sPPqclKp6Cv98L+z3uKYmAn7ECd5qtgNSpptjO38VEREREREREpG0RiekYsuKA2ucZ7YxfztvRV0yI0BXW7kDAZSAtTmwKf3AD7mcmKa3+RUSkz7giDhERFSZ/Iu3qAb7IsKsrtgdHp2Dy3husmkZE5Z6mlRvG7foH6VmaTVxzQSxsJMnidlGJDgXlGsmBAQcAUzuldiY6UFHUTtStWV/peRcAIC0WJj8MVj8ptwB1iRMJggWewq7I4/LJpYbYMKQhK1GQxt428UzdOF1wPMYbjMmaJKOB4zS9QtMxOTpFgaT0LKW2wpInNE1mK2yc5pisO/icluiFN62g97ok8lpNO79490tEBCDy8QOkvJKomhgWpNV4iIiIiIioYkqJCsExgymFPs9wcHDRSlwlhQkRusTaXenhmCImRavhEBEREZF2bdu2DWvXrkV2djZGjRqFSZMmaXCUfvOUPAUk5uK2iUEKXBCr1ZiIiEpbRGI6Oqw4p1Gig1xqiB0jmyhNJJSmRKgspvBiIuMMGGSnK7UXluhQkIFpJU7goZJR4HlXPoMJV1QTJQoqJHEi10iOxx2+U5ocrs7z9CxM/zkCw7Zefm2YrEhVMalb7bk4iWfqVJMmYFkPV1jlraRU2HiMYo7JTHKgEqFmTHbI+6OiYPJEMZLZ1I3TxR2TNUmcAJMnAAA///wzbt26BeQlOlhYWGg7JCKdoy7xQdNExsKSH4pKIud3KWIlHsoX+fgBLLe0gFOBim9pggzmNo5vde7EsCAEv7JtbuP4IimWiIiIiIhIzfOQmKcR8JYoEN5uNdy9fJX6lofnGUyIICKiMsMHwEREmrt+/TouXLiALVu2IDU1FX369EGTJk3QrFkzbYdWOkwrAVJT4OAYpWZPAKdlMoSnNAbAVSuJqHxKSM1EelYOVvX3hafDy6QwdYkOL1YEj3jZkBYL7B8CZKWpnlhqCgxWnqBTHh5mUTlRSKJEQSqJE2mxMNg7BFWOD9HoMqdlcjzuqjwpN8fEFlnmruI2K1JVTIUlo6lLPEMhY3JBL5IfpsHgeIHkBzXjMTgmk65TM05rmsxW2DitbkwuqDiJE2BCGwAgLS0NiYmJ2LhxIwYPHsyECKpQ3rbSnqaJjOqSH/h7nIrCSjyULyUhCk4SBa42WAprDx+x/W2SF8xtHJEmyNDo2gzg2sv2NEGGyFEXmRRBeiktLQ07d+7E8+fP0adPH1SvXl3bIRERERHptYjEdAxZcUCp4qWnJALtjAGZcy3AxbfI4/UREyKIiKjM8AEwEZU3mZmZCAkJgaOjI6ytrdX2SU5ORlxcHFxdXSGVSjU+t6+vL7Zs2SJu16xZExKJpETi1knW7kDAZZXJNeEPbsD9zKTXTj4jItJ3LoiFj0EIPPOr5BSV6FBQIRNtwQk6VB6oS5xQc8+gVmGTcqWmQP9d4r+Z/IpUwdGq1Vq58nj5lZCaCZusKKzv7AJ325f/H6sknqEExmSOx1ReaJjMpnacLkZCmybJbGBCm6hv377o27cv9u/fr+1QiEqEJkkOKGZlp4KJDyhmIiOTHyq2sLAwLFq0CADg7++PXr16aTsk0mWJ4Ur3QbLEFzUcrD184FmvZYlcwqmyFyJHXcTThKiXlw0LQqNrM160MSGC9FDXrl1hZWWF6tWro0WLFrh+/TqcnZ21HRYRERGR3ij4PCUi9D6OGUxRW/HSwcFFCxGWPiZE6IHw+HRkRDwXt/kiloiIiEi7IiMjsWbNGuzcuRPPnj3D6tWrMWHCBKU+OTk5mDBhArZu3QorKytkZWVh9erVGDp0KAAgKSkJNWrUUHv+3377DXXq1BG3t23bBnd3d/j5+ZXyJ9MyNZNrFDEvJibynpiIyjNpSgROy6bD9JCiwI5CEh0K4uQcqmg0nZALNZNy02KBvUOA3b3FpvyKVB32LsNTKP9748rj5Zc49p5TaNCbYzJRsRQ2TmuS0KZhMhteSWjTZSkpKdizZw8OHz6MJk2aYMGCBSp9oqKisHz5cty5cwcuLi6YMGEC3nnnHXH/tm3bEBUVpXJchw4d0KhRo1L/DEQl5W2rOaijrrJTwapOhSY+gImMpBkzMzP4+fnh9OnTuHz5MhMiqHCJ4chd11ipyox7XuWGHJPCK2S9CafKXkqJD8EAcO1FYkRwgb5vU42CqCzcvHkTT58+xZkzZwAAEokE27ZtwxdffKHt0IiIiIj0QmHVIDobKxDfJRC2lV9WqyvPiz4wIUKHWeatUrL85D38d+LlA0K+iCUiUsWJskRUlv7++2+Ym5vjn3/+gbe3t9o+y5Ytw48//oibN2+iZs2a2LlzJ0aMGIG6deuifv36sLCwwI0bN9Qea2f38iXsypUrcevWLWzfvr3UPo8u4z0xEZU36iYBxTyNgLdEgfB2q+Hu9Up50nL8QIqozGhSYSL2PkwPjsHOgdWRYVdXbObK4+WbYUY8TNWNvYXhmEz09t60woSaZDa8ktAWntIYgO5Vo42IiEDjxo3RrVs3JCQk4ObNmyp9EhMT4efnhxo1amDUqFH4/fff4efnh4sXL6J+/fpAXuXJxMRElWMVCg0TuohKiKaVG9QpTqKDuiQHqEl0gLrKToVVdWJVPXoLdnZ2GD16NFJSUhAZGantcEiHRUc/hUN2OiZljkew8LKyVbqRNXY5Vi3Va5vbOCJNkKHRtRnANeV9aYIMkaMuMimCSs39+/exceNG/P777xg9ejQCAgJU+ly+fBnLly9HWFgYvLy8MGvWLNSqVQsAEBwcDF/fl9/LGzRogFOnTpXpZyAiIiLSJ8WpBmFbs02FefbBhAgd5mAuAwBs6GIOhfWLh/nh8emYdeIpX8QSEeXhRFki0oYPPvgAH3zwQZF9Nm7ciJEjR6JmzZoAgKFDh2Lp0qX47rvv8O2330IikcDJyanQ43Nzc/Hpp58CALZu3QqJRFLk9RQKhdJkiKSkpGJ+Kt2Uf0+8eoCvOEGRkxOJSF9FJKajw4pzKpOA6khC0E4GyJxrAS4aTMolordTyIRcT8lTQGIubuvDyuP09hTWnhx7iXSNJslsAMIf3ID7mUkqE6R1RaVKlXDv3j1YWFigT58+yM7OVumzbt06pKam4qeffoKJiQn69euHBw8eYO7cuTh69CgA4JNPPtFC9KTv3iZ5QZ3iVm5Qp7BEh4LscqLhZBSh3FhYooM6rPpQoaSnp+OHH37A5s2bERERgStXrsDe3l6pT2ZmJr788kv89NNPyMnJgb+/P+bNmwdTU1MAwIULF9QuRuPg4ICvvvqqzD4L6Z/Ixw+QkvCyilNiWBAcAPTo2B72NZqI7WWxiJtTZS9EjrqIpwnKVaUSw4LQ6NoMxIVcBIxSX+7guEgl5OTJk5g4cSLGjBmDhIQEPHv2TKXPzZs30aZNG3z88cf4+OOPsWPHDrRo0QLXr1+Hh4cHDAwMkJubK/bPycmBoaFhGX8SIiIiIt2j7vlOXGomFuw6UeGrQajDhAhdZloJkJrC/cwksUnXVzwiIipKYGAgAgMDkZPz5i9NCmLyGBHpori4OISGhsLPz0+pvXnz5vjnn380OseFCxewZs0aODo6Yu/evQCA1atXo3///mr7L1myBAsWLCiB6HWTp7054ML7XyLSbwmpmUjPysGq/r7wdHhl0nWsFXDo5b0tEZWxvGdwODhGqZnP4YiIdIiaJAlFTIrWwtGEiYkJTExMiuxz8uRJdOnSRalfz549MX36dOTm5sLAwOC11/nzzz/xxx9/IDExEevXr4evry/69euntq9OL6aQGK6S9KIvkzVLOvngbZVE8oI6miY0FEZtokNB+RVh1CU+FFbloSA9+e+GSsbgwYNhYWGB999/H59//rna90/jxo3Db7/9hs2bN0MqlWLs2LEIDg7GgQMHAAD29vYqz3EBwMqK3wEoj5rfUbHRT2F5aDicJMorsKYJMtSqXgVOrmX/349TZS+gQBWIeya2SPtH9mLOyZmX7blGchhMuMLxkt5ay5YtcffuXUgkEmzevFltn8WLF6Np06ZYuXIlAKBNmzaoWbMmVqxYgTVr1qBmzZq4cuWKmAjx559/itUjiIiIiCqqwhbac0EsTsumV/hqEOowIUKXWburrHqk6yseEVHFExUVhSlTpuDjjz9Gy5Yti+wbEBCAgIAAJCUlldyDZCaPEZEOio19sZKwnZ3yC1o7Oztx3+v4+fmprKRT1Ng5c+ZMTJkyRdxOSkqCu3vF/aJDRKSrXBALH4MQeL6yCj0kT7UZEhGpeQYHPocjIqIyEBoaqvJM1c3NDRkZGYiKioKzs/Nrz6FQKJCYmIjRo0cjNzcXqamphfbV2cUUEsORu64xDLLTlZpzjeR43OE7ZMttS+xSOSa2yDJ3LbHzlVbywdt62+QFdTRKaChMUYkOBRWW+MBEB1Jj7969MDIywunTp9Xuf/z4MbZv347Dhw+jY8eOQF5l3/bt2yMoKAg+Pj7w9vaGt7d3GUdOuqpg1Qej9HhUPj1W5XeUHYA0yPBns+/g4PTy94q5jeOLxAQdYe5YFd1yV6qsHrsa63Hn7xOQOtUs+ngd+zyke/Kr7RTl999/x4wZM8RtAwMD+Pv749SpUwCAWrVqwdfXF61bt0bVqlVx7tw5XL9+vdDz6XSSLxEREdEbKrjgRnB0CmyyorC+swvcbV8uCC1LjIHpGQXQaxNgV0Nsr2jVINRhQoSuK7Dqka6veEREFYsgCJg8eTKio6PVvrwrE0weIyIdlF/KNzNTeXVAhUIBIyPNbsGNjY3h5OSk8TVlMhlksnK8snjsffGvJrEpcEEsgqOV743LovQ4EdHbkKZEvFix45BCzU7TFxN8iEg79HDlcSIi0n+ZmZmQy5W/x+ZPKiv4TKEw7dq1Q7t27TTqm7+YwqZNm7Bp0ybk5OQgODj4DSIvWdHRT+GQnY5JmeMRLLyYVFpJkoQNwipUOT6kRK+VJsgwLmsy4gTLEjtnbSMDfNGjFqzk0hI759uylEvhYP6GyQvqFCehoTCs8ECl4HXPWs+dOwcA6NSpk9jWunVryOVynD17Fj4+Pq+9Rnp6OiZOnIj//vsPaWlpiI2NxZIlS2Bvb6/Sl5N0dZe6aj7SlAild4lpCVHwPPOx2qoP47JmqPzuSDeyxq6m7+v0M2lXazl2Te2t9NlTokORdngLav019bXHpwky/NvuW5jaOCq1M1GCNJWamor4+HiVRF8XFxeEh4eL2/v378fRo0fx/PlzrFixQmXBsVfpbJIvERERkYYKfj+JS83Egl0nlBKZK0mScFq2CqbnCnmvXLkZn58UwIQIPRUen46MiOdKbZwARkRl7f/+7/8wZMgQ7Nu3T7uBMHmMiHSMi4sLDAwMVCo8REZGws3NTWtx6aW8SkA4OEZsyq8E1GHvMjzFy4ficqkhTk9tw3tiItJZhhnxMJUoEN5uNdy9fJV3ctIPERERUYVjY2OD+HjlRV3i4uLEfSUtfzGFqVOnYurUqSVbyfctJKVnwQFAj47tYV+jidgentKjRBe9yV/le6dkaYmdU3S85E+pczRNaCgMv/OQFjx58gRWVlYwMTER2wwNDWFvb4+ICM2ShgwNDeHn5wc/Pz+xrbCFaThJV/vUJT4UNrlog3QVTAsmP0CGf9tuVUoAyDGxxWdqqgvpy/wMV2u5cpyu9RBZ6SKevlIJQ538BJF3zo5U3acmUYJJEqROVlYWoGbclMlk4j7kJbj17NlTo3OyYjoRERHpE3XJDwWrjbog9sWiejLl7ye5RnJgAKtoaooJEXrGMm91meUn7+G/E8pf5DkBjIjyxcTEYNu2bdi6dStiY2MRGxur0icxMRGff/45Tpw4ASMjI/Tq1QsLFy4UH0YcOnQIe/fuVTmuZs2amD9/Pi5duoTU1FT4+/trPyGCiEjHmJqaokmTJjh+/DiGDHmxkmFWVhZOnTqFiRMnajs8/aKmEhBi78P04BjsHFgdGXZ1gbxygZP33kBCaibvh4lI5ymsPQEXXw16EhEREVF55uvri2vXrim1Xbt2DVWrVoWlZclVMCgoMDAQgYGByMnJ0aB32XG3lcPT9dUEjVJI1qhZX/kZA2mOL9tJD+Xm5qqtIiGVSjUeA42NjTF69GiN+upqJZ6KIiIxHUNWHFBKfEBe8sMx6Sq1k4tCO+xCttxWbDO3ccQ7FWBSv1NlL0CDzxlZ7R2VxInCEiWYJEHqWFhYwNjYWEz6zRcXF4dKld6sWm5+kq+u3tMSERFRxVRYcnbB5AcAqCZNwLIermK1UVliDEzPKIBemwC7GmI/Az6LKRYmROgZB/MXE5VXD/AVJ3+BE8CIqIABAwagQYMGGDRoEObNm6e2T69evZCUlIQDBw4gNTUVgwcPRmxsLLZs2QIA8Pb2Ro8ePVSOyy8BPHr0aNSqVQsDBgzA33//jXv37sHV1VXj8uxERPosIyMDoaGhQN5LtaioKNy9exeWlpZwcXEBAMyfPx9du3ZFvXr10LJlS6xevRqGhoYYP368lqPXQwUqAeXztDcHXLS/kiURERERERHRmxg+fDj8/f3xxx9/oHXr1njy5Al27tyJgIAAbYdWfhXyjIGIyic7OzskJCQgNzcXBgYGYntsbKz4vqsk5U/SNTExgYGBAQRBKPFr0EuRjx8g5ZXJ+tGREThmMEUl8QGFrKxqYFoJVfg7oUiFJU4UTJRgkgQVxtDQEPXq1cPly5fx8ccfi+1//fUXGjZs+FbnDggIQEBAgM5UPSMiIqKKQ5OqD/kKJj+8qGA6DQbH05U7Sk2Bys343OotMCFCT3HyFxEV5fTp05BIJNi9e7fa/X/99RfOnDmDa9euoX79+gCA5cuXo3///li0aBFcXFxQu3Zt1K5du9BrLFq0CArFiweKz549Q926deHh4VFKn4iISLc8fPgQvXv3BgC4uLjgxx9/xI8//ojOnTtj9erVAIDOnTvjyJEjWL16Nfbs2QMfHx9cuHABdnZ2rzk7EREREREREZUHPXr0QEpKCm7dugVBENChQweYm5vj8OHDQN6zgzlz5qBz586oXbs27t+/j06dOuHzzz8v1bg4eYyIKoomTZogJycHly9fhp+fHwAgKCgIz58/R+PGjUvtuhxnS17B5If8CfhOkpfJD54A0iBDbI/vYefgonQ8V1YtWeoSJd4mSQJMlCjXxo4di08//RSTJk2Cr68vfv/9d5w5c0a8J35TrBBBREREZUHT5Ae51BA7RjZBJTNjsU2aEgGvH0epT34YrJywzcqcb48JEfoq9r7SpklsClwQq7VwiEi3SCSSIvf/8ccfsLW1FZMhAKBTp04QBAEXLlxAv379XnuNnj17in8/fvw4/Pz8UK1aNbV9FQqFmDwBAElJSRp+EiIi3VSnTh3cvXv3tf38/f3h7+9fJjERERERERERkW759NNPkZWVpdQmlUqVtufPn4+PP/4Y9+/fh4uLC6pXr17qcXHyGBFVFPXr14efnx9mzZqFI0eOwNDQEF988QXq1KmDVq1aldp1Oc6WrMjHD2C5pYVS8gPykh/+bbuV1Qd0xNskSSAvUSJy1EX+/6dnoqOj0alTJwBAaGgoNm/ejGPHjqF+/frYtm0bAGDUqFG4c+cOmjZtCicnJ0RHR2PRokXo1q3bW12byWdERERU2iIS09FhxTmNkh/scqLhZBShfALFfSA7Hei1CbCr8bKdyQ+lggkR+sa00ovsoINjlJo9AZyWyRCe0hgAb/SJqGhPnz6Fo6PyqhtWVlYwMTHBs2fPin2+jz/+GE5OToXuX7JkCRYsWPBGsRIRERVHcHSK0raNmTFcreVai4eIiIiIdEPBVZxi4tPhqdWIiKgiaNOmjUb9HB0dVZ7XliZOHiOi8mLp0qX49ttvkZGRAQBo3LgxDA0NsXbtWnTv3h0AsG/fPnz44YewtbWFgYEB3nnnHRw+fBiGhoalFhfH2bdTsBpEYlgQGkkUuNpgKaw9fMR2cxtHvMPJ8zpNkyQJ5P9/fG0G/n4YilhDB7Gdz/d1n42NDbZv367Sbm5uLv5dIpFgxYoVmDNnDp49ewZ3d3el/URERES6KiE1E+lZOVjV3xeeDi/vX1SSH9Jigb1DgKw01ZNITYHKzZgAUQaYEKFvrN2BgMtAWpxSc/iDG3A/MwmGGfFaC42I9IcgCGof9BoaGiI3N7fY52vatGmR+2fOnIkpU6Zg06ZN2LRpE3JychAcHFzs6xARESl5pWqaQ6oC1aQJmLz3hlIXudQQp6e24UsTIiIiogpM3SpOdSQhaCcDLOXSIo8lIiIiIt01duxY9O/fX6Xd3t5e/Lu7uzv++OMPJCQkIDc3F5UqVSr1uFghQjMFk5YBICU6FO8c7qhaDUKQwc33XVYPKAfUJUlEy6XANeDwqd8RfPKe2J5uZI1dU3vz+b4Ok0ql8PX11aivtbU1rK2tS+zaHGuJiIiopBX8jpK/IKengzl8XPOS3RPDgcDWqskPUlNg8AHA1E65ndUgyky5T4iIjo7Gw4cP0axZM22HUnKs3VX+gShiXvzDC49PR0bEc7GdGfNEpI69vT1iYmKU2tLT05Gamqr0kLikyGQyyGQymJiYwMDAAIIglPg11OGYSERUTqmpmuYA4LRMjgeDf0eWuSuQ9+V08t4bSEjN5PhPREREVIGpW8XJJNYKOAQ4mMu0HR4RUZnj5DEiKi9sbGxgY2Ojcd+ywgoRrxeRmI4hKw5Anp2o1O4piYCfsQJ3mq2A1Kmm2G5u48hkiHLMwcEFuUZyrMZ6pfY0QYbz/3kjoUoNsY3veykfx1oiIiIqSeoWVgKAatIEOKTeBZ7mvUuIvf8iGaLXJsDu5X0qEx+0r1wnRCgUCowcORJnz55FSkqKtsMpVfkrmS0/eQ//nXiZocQVcYlInaZNm2Lu3LkIDg6Gp6cnAODcuXPivtJSVg8lOCYSEZVz6qqmxd6HwcEx8LbIBFz44JuIiIiIVCmt4iQxf113IqJyi5PHiIhKFxPPVBVcaTUi9D6OGUyBqUyh0jfXSI5aTTtzMlFFYu0OgwlXlJ75xz8Ogu3xAPzy80EEC65ie7qRNeYN6YxKZsZiG5MkiIiIiOhtqVtYSZoSAa8fR8Hgf+nKnaWmQOVm/M6iY8p1QsSsWbMwbdo0nD17VtuhlLr8lcxWD/BFhl1dgCviElER3n33XdSpUwdTpkzB7t27kZGRgdmzZ6Nz587w8iq91VXK6gFw/pi4oYs5FNYvXuiFx6dj1omnHBOJiMoLNVXTiIiIiIgK44JYmMTeepkIEXtf2yERERERUTlV0RPPCiY/xKVmYsGuE0rVIDwlEehsrEB8l0DYVvZROt6AK6tWTAWe+duaVkLuafVVI8Ztn4w4wVJsU5ckASZKlHtMPiMiIqLSoLSw0tMQIDud1SD0hNYSIv7++2+cOHECjRo1gr+/v8r+zMxMHD58GA8fPkTVqlXRs2dPyGQvy5dfvnwZmZmZKsfVrFkTdnZ2OHr0KNzc3ODn51fqn0WXeNqbc0VcIsLEiRPx/fffQ6F4saqKnZ0dAOCnn35CixYtYGhoiCNHjmDEiBGoVKkSAMDf3x9btmwp1bjK7AGwaSVAagr3M5PEJk8Ap2UyhKc0BsBxkoioIgmOVq0WxxchRERERBWHNCUCp2XTYXqowOqzUtMXzxCIiCoYTh4jIqKSoknyQyVJEo5JV6lUg8g1ksO2ZhtOJCL11FSNQFosTH4YjJ2SpUpd0wQZOmxdhqewU2qXSw2xYUhDVpMopyp68hkRERGVIbsagIuvtqOg1yjzhIiHDx+ib9++MDQ0REREBHr16qWSEJGamor27dvj+fPn6Ny5M3bv3o3/+7//w7lz52BhYQEA+PLLLxEXF6dy/gULFqBWrVpYuXIlFi1ahD///BO5ubm4ePEiWrRoUWafk4hIm5YsWYJ58+aptL/6IKBatWo4d+4c0tPTYWBgoJR0VlrK7EWbtTsQcFnpAVn4gxtwPzMJhhnxpXttIiLSGTZmxpBLDTF57w2VfXKpIU5PbcMXH0REREQVgGFGPEwlCoS3Ww13r1deWnAVJyKqoLQ9eSzy8QOkJESJ24lhQWUeAxFRaSqPiWcFEx+Ql/wwbtc/SM96+TldEPsiGVlN8gMGHABMX05YZyUIei01laJVkiRi78P04BjsfU+Awvrlfc3z9CxM/zkCw7ZeVjqeSRJEREREROVTmSdEyGQybN68GQ0aNCi0esOqVasQFhaG27dvw9bWFomJiahduzaWL1+OBQsWAHmrnBfm7NmzyMrKwueffw5BEKBQKDBr1iycPXu21D4XEZEuMTc3h7m5uUZ95fKye7hTpi/aCjwgU8Sorg5ORETlm6u1HKentlF5URccnYLJe28gITWTLzmIiIiIKhCFtSdXcSIi0rLIxw9guaUFnCTKE2XTBBnMbRy1FhcRUUnSduLZ21JX9aFg4kO+atIELOvhCiu5FAAgS4yB6RkF0GvTi1VU8zD5gUpMwSQJ00qA1BTuZyapdD0tk+Nx1++QLbcFXpMkwQWUiIiIiCoOdQnfwdEpcEEsTGJvAZK8eZex97UTIL2RMk+IcHNzg5ubW5F9Dhw4gB49esDW9sWXEmtra/Tp0wf79+8XEyKK0rZtW1y4cAEAkJGRATs7uyKTIRQKBRSKlw9ek5KSivGJdMwr/wBNYl/8AyUi0hXlcUUcIiLSMQW+kLqaVoKrK1+0EREREREREeXT5nPalIQoOEkUuNpgKaw9fMR2cxtHOFX2KvN4iIhIWURiOjqsOKeS/FAw8QEAjNLjUfn0NBgcT1c+idQUqNyMCRBUNqzdgYDLylUjACAtFgZ7h6DK8SFKzQWTJMLj0zHrxFNcCYlHgsPLBQdZNUL3ce4BERERvYnCvvOI1e4OKS/iAanpiyRc0nllnhChiXv37uHDDz9UavPy8sK3334LQRAgkUg0PpeBgQGaN29eZJ8lS5ZolGih0/Ky3nFwjNjkCeC0TIbzobUBvFx9gV/ciEhbdGFFnPD4dGREPBe3OSYSEZUTau6HgbwvpwGX+fKNiNTKzc3Fnj17cPPmTTRs2BD9+vWDoaGhtsMiIip3nj59ClNTU1hbW2s7FCIi0pHntNYePvCs11Ir1yYiKm36NEm34MqowdEpsMmKwvrOLnC3ffH+rNDEB+Q9fx18ADC1e9nGahBU1gpWjchXMFFCTZJE/ryaDnuX4Sle/ncslxpiw5CGqGRmrHRKvlvWHbpwT0tERET6JyE1E+lZOVjV3xeeryTEmsTeepEMUaDaHb/f6A+dS4gQBAFpaWkqN6vW1tbIzs6GQqGAiYmJxuczNjbGyZMni+wzc+ZMTJkyRdxOSkqCu7ue/QesJus9/nEQbI8HYM2xv/GfEC22s9wfEWmLNh8AW+atWLP85D38d+Llg12OiURE5YS6VaBi779IkEiLU/sFNTg6RWmbLzKIKp4hQ4bAyMgIdevWxcKFC3H37l39XzCBiEiHPH36FEOGDMHdu3eRnJyMoUOHYt26ddoOi4iIiIioVOnqJN2CyQ9xqZkYt+sfpZVRxVVRz6lZFbVg4gM4OYh0nLpECTXvEUwPjsHe9wQorF/8e32enoXpP0dg2NbLKqdUlyjBdwtE+o8LaxIRVTyeDubwcX3l+5okLznCrgbg4qu1uOjN6VxChEQigampKZ4/f67UnpiYCCMjI8hkshK/pkwmK5XzlrkCX+Zs8/539QBfZNjVBfImfU3eewMJqZm8cSOiMqfNB8AO5i/G+Q1dzMWHWfklUDkmEhGVE4WtAlWAjZkx5FJDTN57Q6mdSXJEFc+SJUtQuXJlAIC3tze+++47bYdERFSu3L9/H7Nnz0a7du0QHR2NWrVqYfr06fDw8NB2aERERERE5VbBxAcUkvwAANWkCVjWwxVWeQuLyRJjYHqGq6JSOVbwPUJe9Wn3M5OUup2WyfG463fIltuKbYUlSvDdApH+yl9Y8/Cp3xF88p7Ynm5kjV1Te/PfNRERkR7RuYQI5E1CePDggVLbgwcPUKNGDUgkEq3Fpa887c0BF91ZeYKISCvUPMzKL4EantIYAMdJIqKKwtVajtNT26iUgmfiMJFuiYmJwdatW/G///0PTk5OOHHihEqfqKgozJ49G5cuXYKVlRVGjBiBUaNGifu3bduGv//+W+W4li1bYvDgwWIyRG5uLnbs2KF0LBFRRSAIAk6ePIk7d+6gd+/eaqvmJiQk4Pjx40hOTkbz5s3h4+Mj7ktLS8OjR4/UntvHxwdt27YVt01MTGBhYQEHB4dS+jRERERERBSRmI4OK86pJD5ATfKDUXo8Kp+eBoPj6codpaZA5WZMgKCKQV316bRYGOwdgirHh6h0Py2T48Hg35Fl7gq88m7hSkg8EhzMxX5cXZ5IPzg4uCDXSI7VWK/UnibIEB7VALCurbXYiEpSYmIiFixYgL/++gu1a9fGokWL4Orqqu2wiIhKlE4mRPTu3Rtr167FkiVLYGNjg8TEROzfvx+jR4/WdmhERKSv1DzMCn9wA+5nJsEwI16roRERUdlztZbzZQSRjmvcuDH69esHX19ftUkNmZmZaN++PZydnbFx40Y8ePAA48aNg0KhwPjx4wEAHh4eUCgUKse+OuE3KysLI0aMQMeOHdGjR49S/lRERLrjp59+wtSpU+Ho6Ig///wTPj4+KgkR//77Lzp06AAvLy9UrlwZU6ZMwRdffIEvvvgCAHDv3j0MGaI6QQQAbt68CUNDQwBASkoK+vfvj++++w5yOe/BiIi0LTAwEIGBgcjJUZ0sS0RE+i0hNRPpWTlY1d8Xnq9MzpamRMDrx1Hqkx8GHwBM7V62sRoEVTTqqk8XTJIAgNj7MDg4Bt6KIMDixYJLDmYKVJMmsCK1FvCelkqEtTsMJlzhPBIq92bMmIHatWtjwIAB2LhxI8aOHYuff/5Z22ERaY0LYmESewuQvPzOhNj72gyJSkCZJ0RkZmbiq6++AgA8efIEubm5mD9/PhwcHMQJC5MnT8ZPP/2E5s2bo1OnTjh9+jQcHR0xbdq0sg6XiIhKkNYfShR4mKWISdFOHEREVLbUfXHlSz0inXf//n0YGxtj9uzZahMi9u3bh/v37+PcuXOws7ND8+bNERwcjIULF2LcuHEwMDBA+/bt0b59+0Kv8fz5cwwYMABDhw7FwIEDS/kTERHpFisrK5w4cQJmZmZwdnZW22fs2LFo0aIFDh48CIlEgv3796N///7o2bMnatWqhfr16yMoKKjI60RGRmLAgAGYN28e2rVrV0qfhoiIiiMgIAABAQFISkqClRUr5xIRlbSyfB8WkZiuUgnXBbHwMQiB56uTexT3gex0oNcmwK7Gy3Y+JyVST12ShGmlF0lEB8eITQ5FVI1gRerSxXtaKjGcR0I6Ijk5Genp6UVW2E1OToaxsTFkMlmxzr1u3TpIpS+qhAmCgBkzZrx1vET6SpoSgdOy6TA9pLqoHqSmL+75SC9ptUJEYRUfzMzMcOHCBRw6dAgPHz7E7Nmz0atXr2IP5FS44GjlmzeW6yOisqCrDyXC49OREfFcqY3jIhFROaDm5YRIavpihSe+7CPSWcbGxkXuP3v2LBo2bAg7u5crGPr7+2Px4sW4c+cO6tSp89pr9O7dG1FRUTh37hzOnTsHDw8PzJw5U21fhUKhVG0iKSmpWJ+HiEjXtG3bFshLWFDn8ePH+Pvvv/Hrr79CIpEAAHr16gV7e3vs378fc+bMee01goOD4e/vj5kzZ8Le3h5BQUGoXr16oVUiONYSEb2ZkJAQhIeHo379+rCwsNB2OEREFV5ZvQ+LSExHhxXnkJ71MvHCBbFFT+6p3IzPRInelLW7auUINVUjTAxeJCZxXg4REWnijz/+QGBgII4cOQKZTIbExESVPkFBQRg+fDhu3boFQRDw/vvvY8uWLeK95ooVK7Bt2zaV49q0aYPAwEAxGSI9PR1z587FwoULy+CTEemGgknkMU8j4C1RILzdarh7+Sp3ZsK4XivzhAhjY2PMnz9fo379+/cvk5jKvVdWxHVIZbk+IqJ8lvIXN/zLT97DfycylfZxXCQiKgfUvZxA3v3xwTEv2gt8meULCiL9ER4eDicnJ6W2/O0nT55olBAxduxYxMe/LHtd1Ko7S5YswYIFC94qZiIifXL79m0AQM2aNcU2AwMD1KhRQ9z3OteuXYOxsTFWrFghtv3vf//DO++8o7Y/x1oiouKbOHEifvnlFzg5OeHu3bs4deoUGjRooO2wiIjKDUEQsG3bNhw7dgwuLi6YOnUqqlatqu2wAAAJqZlIz8rBqv6+8HR4UQ3CJPbWi2SIgpUgwMk9RCWiYOUINQszeQI4LZOhw95leIqXi7nw/TMREamzceNG9OzZE02bNlWbqJCeno6uXbuibdu2OH/+PBITE9GxY0eMGTMG+/btAwB8+OGH6Ny5s8qxlpaW4t8TEhLQv39/TJkyBW3atCnlT0WkG9QlkdeRhKCdDJA51wJcfIs8nvSLVitEUCljuT4ioiI5mL+oPLShizkU1i9X6AmPT8esE085LhIRlQfqylqrYWNmDLnUkInDRHokNzdXXNEmX35ViZycnEKOUtavXz+Nrzdz5kxMmTJF3E5KSoK7OycREFH5lZycDACwtrZWarexsRH3vU6/fv041hIRlTI/Pz+sXbsWADBr1izs2bOHCRFERCVo+fLluH//PoYMGYLffvsN/v7+uHPnjrbDErkgFj4GIfCUvEiIgOTpi/+1q8HJPURloZCqEaYHx2DnwOrIsKsLcF4OEREVYc+ePQCAdevWqd1/5MgRPHnyBMuWLYNcLodcLsecOXMwaNAgREZGwsnJSfxTmJCQEAwcOBDLly9Hy5Yti4yHVXxJnxWsBhEcnaImidwKOPRy3iCVH0yIKM+KKtdnkQm4lF55TiIidQIDAxEYGKjxBLVSl5c45n5mklJz/qod4SmNAXCsJCKqCFyt5Tg9tY3Kl2O+oCDSXXZ2doiKilJqi42NFfeVNJlMBpmMD8aIqOIwNTUF8hIjXk2KSEpKgr29falck2MtEZVHf//9Nw4fPgxvb28MHz5cZX9WVhb27duHO3fuwMXFBQMHDoSNjY24//z583j+/LnKcXXq1EHVqlXx4Ycfim2hoaHo2bNnKX4aIqKKZ9y4cbCwsAAAdOrUCa6urhAEARKJRNuhQZoSgdOy6S8qQijtMH3xDoyIykYhCzN5Sp4CeclKJgYpcEGsFoIjIiJ9d/nyZdSoUUOpynnr1q2Rm5uLq1evolu3bq89x/jx4/Hw4UOMGzcOyKu4fvr0abV9WcWX9JW6ahAAUE2agOZmT+AgyXv3kJ9ETuWOxgkRffr0eW2f/fv3v208VNI0XBGXiKi4njx5ggsXLojbNWvWhK9v0SvNBAQEICAgAElJSbCy0oFEA3WJYwDCH9yA+5lJePo0Qqymg7zVwzkhloio/HK1lnOcJ9IjjRs3xsKFC5GZmSlWhrhw4QJMTEzg4+Oj7fCIiPRejRo1AAAPHz5UqtLw6NEjNG/eXIuRERHph9jYWHTq1AlGRkZITk5WmxCRmZmJDh06ICoqCr1798b333+PJUuW4K+//oKbmxsA4Mcff8SjR49Uzj927FhUrVpV3J43bx5cXFw0ep9HRFRePHv2DJs3b8bmzZsRERGBiIgIODo6KvVJSkrCp59+ip9++gk5OTnw9/fHmjVrUKnSi4SBX3/9FStWrFA5t6urK3bs2CEmQwDAokWL8Pnnn+tEMgQAGGbEw1SiQHi71XD3euUdnWklzhEg0qa8RflwcIzYxAX5Sp7OLcZIOify8QOkJLxcVCkxLEir8RC9qZiYGJWFwPK3o6OjNTrHt99+i5SUFHG7YAX2V7GKL+maglUfChMcnQKbrCis7+wCd9sX8z6M0uNR+fQ0GPwvXbkzk8jLJY0TIgYMGFC6kRARkV65dOkS5s6dK5Zf7969+2sTInSSmsQxWcqLlXSWn7yH/068vKGSSw1xemobTpYlIiIi0gEffvgh5s+fj8WLF2P+/PmIiorCypUrMXToUHFVcyIienNeXl6oVasWdu/ejbZt2wIAzp49i8ePH6NHjx7aDo+ISOdJpVJs2bIF9evXR58+fZCdna3SZ+vWrbh+/TqCg4Ph6OiIrKwsNGrUCHPmzMG2bdsAAGvWrCnyOjk5ORg/fjxcXV2xbNmyUvs8RES6aMaMGahcuTLmzp2L0aNHQxAElT5DhgxBSEgIzp8/D6lUikGDBqF37944e/YsAKBevXr4/PPPVY579dmCIAiYOnUqzMzM1PYtKwUnAsXEp8MTgML6/9m787ioqv4P4J8BhmGGRXaQxRX3DTPNfc+91NwyNS0z7cHSxFLLfj5WRos+uYRZbqW2qCmWVpqkmZqWpRZuKG4hqOyyD9v5/QGMDjMDA8zGzOf9evXKOffce88B5syde8/3fEOAgDr4jI7IWmlZlK98QT77/DSzNs2aWNxijGRR7vx7BW4be8Bfop5FKVfI4OLhp3M/IkskkUg07imUB4PZ29vrdYxGjRrpfT5m8S2lbRJ+bRfS1feYFQO6KuPi4Qf/Bs2qPI80O0Hv65BiJ0+1BYSru78h3csrxDvfX0R+UUmVdb0kmYiWrYTiiJYMepN3AYoHAosYRG6VDJohgoiIbEu7du3w1FNPoU2bNmjatKm5m2Mwvi6lF/brhrhA6V568yQ+LQ+vH0hEek4BAyKIiKxFymX11zq+9MYlZau9ZsYgItMYN24czpw5g7S0NGRnZyMkJAQoC8z19vaGn58foqKi8Oyzz2L16tXIzc3FyJEj8b///c/cTSciqhMuXbqE/fv3IysrCwCwe/dunDt3Do888gi6desGAFi7di2GDh2KvLw8NGjQABs2bMDMmTPRuXNnM7eeiMjy1atXDx07dqy0zp49ezBo0CDVaublE3XfffddVUBEVUaOHAmULVizb98+BAUF6Vy4RqlUQqm8/1A4MzOzGj0iIrI8W7ZsAQBER0dr3X758mV89913OHjwIFq1agUAWLNmDbp27Yo//vgDXbp0QUBAAAICAnSeQ6lUYurUqejcuTPCw8ON1JOqJWTkYeCKI8grvL8SehvJdfSTAW5y3Sv8EpGZVFiUT5mcXWl1IjKs7PS78Jco8edD78G94f2M0tomDhNZusDAQBw9elSt7O7d0snylV3H1nXVCQowNF2T8J0c7PDa8FaoV4Prb32PmZt+FyGHX9AI6NIlV8jwT7+PoSgL9tJ2Hi9JJtZJV0JRjWPOKpyLVOFWo/0NbZc9AP1if1DiIAeeZPCDrTJoQMQ333xT2/aQGVWc6AVO9iKq02JjY7F582akpKRgw4YNWuvs378fBw4cgIODA0aPHo3u3burtl24cAH//POPxj4+Pj4YMGAAgoODVaucHT16FP/973/x0ksvGbVPJlOWxjT48BxVEdOYEhFZES3pqoGylQHC/lB9GfZwdoRcao+528+qVWPGICLT+PDDD5Gfn69R7uHhofr3gAEDcOPGDSQkJMDV1ZUrgRERVUNOTg5u3LgBAJgzp/T7740bN9C8eXNVnb59+yImJgY7duxAVlYWNm/ejBEjRpitzURE1iY2Nhbjxo1TK2vatCkyMjKQnJwMHx+fKo9hb2+P4uJirFu3DgDQr18/nQERERERWLp0qYFaT0Rk+Y4fPw6JRII+ffqoyrp06QIXFxf89ttv6NKlS5XHePPNN7F//36kpKTgxx9/BAB8++23cHZ21qhrzMCz9JwCeBTexdrBAQj2LL0vKctwAQ7fX+iLiCxffFoe8hPuqZVxXg6R8bg3bIuQDj3N3QyiWunduzciIiJw9epV1WK1Bw4cgEwm0+t6ti7SleXFlHROwt9v/GPmQoZ/+m5SBTnoUh480f6XZ6s8T4mDHDcGbkWR3LPSYzrkpaFB9PPYInmvRvsbg5tcqvd3HjsGP9g0vQMinnzySeO2hMxG10QvcLIXUZ01efJk/Pnnn2jRogW+++47rQER//d//4dVq1Zhzpw5yMnJQd++ffHxxx9j+vTpQNnDuD179mjs17JlSwwYMACPPPIIvv76awDAtWvX0LFjR7z44ouQSCQm6KGRVZLGNDExQS0tGG9QERHVQVrGeaRcLg2QyE1VfUEOdJcjOryPWjrJuKRszN1+lhmDiEwgKChIr3oSiUTvukREdF+nTp3QqVOnKuuFhITgtddeM0mbiIhsTW5uLtzc3NTKyoN8c3Jy9AqI+Pbbb/U+36JFizBv3jysX78e69evR3FxMeLi4mrQciKiuuH27dvw8PCAVHp/BVeJRAJvb2/cuXNHr2NMnToV/fr1UyuTybRPxjFm4Jk0OwHRslegOFJhUphUUboADBFZtPJMLnsOHkLcT7Fq2/Ic3LE1fAyfORBZGFlGHJDool7IibZkBBkZGcjPz0dWVhaEEKrrVG9vbzg4OGDQoEHo0qULpk6ditWrVyMlJQWLFy/Giy++aLULhenK8mJK2ibhJ2UrkZlXaPRjunj4ob2e2WzuNGmPxAqZNLSdx07hhUb6jl8tO6rPpaju/kRmYtAMEVSHpFxW/TMQwOEZTZFi76tWhZO9iOquV155BR06dMC2bdvw3XffaWy/efMm3nnnHXz55ZcYP348UHYhHR4ejqeeegpyuRyjR4/G6NGj9TpfYGAgSkpKUFBQoPMmcJ1TIY2pLLv0BvPyn2Jx/sD9ibEMHCMiqqMqjPO6BLrLOcYTERERERGRUbi4uCAjI0OtrPy1q6urwc8nk8kgk8kQHh6O8PBwZGZmWu3kCSKiytjZ2UEIoVfd5s2bq2VRq4wxA8/s89OgkCgR328Vgps9kAmIEzOJ6gRf3wCUOMixCms1tuUKGeLvPgS4tzZL24hIXbGTJ3KFDMGH5wCH1beVOMhhN/sUP3vJoF5++WVVJjK5XK7K+vjzzz+jTZs2sLOzw759+7Bw4UKMHTsWcrkcL774ok0sYmNpWV58y/6zpGP6N2gG6Bk8oTc951IQWRq9AyIqOn36NC5evIjCwvvRSdOmTTNUu8hYFF6lq0TsnqFW7C9VwD/sDw5kRFaiQ4cOlW7/8ccf4ejoiJEjR6rKnnrqKbz22mv49ddfMXjw4CrPcfLkSdy4cQN5eXn48ssv8eijj+oMhjBmimBTKY+cXTfEBUr30oeE8Wl5eP1AIgPHiIhsUFxStkYZswYRERERERFRdbRu3RqxseorBF+6dAk+Pj7w8jLeat+RkZGIjIxEcXGx0c5BRGQJ/Pz8kJGRgaKiIjg43J8akZycDD8/P4OfrzzwzMnJqVpBF9WhdA8BAkL1qElEFsU9uHQSdYXVluOvnEXw4Tmwz08zW9OISJ2LX2OMKPkf5EXqweshkgSswlokJSXCl/PryIA2b95cZR0fHx9s3LjRJO0hIqqrahQQ8fbbbyMqKgqnT5/GuHHjsG/fPgwcOJABEXWBezAQ9of6l6yUy6UBErmpDIggshFxcXGoX7++WgBDgwYNYG9vj7i4OL0CIv766y8cPXoUcrkcjz/+OGbMmKGzrjFTBJtMWUBZ8OE5qqIQANEyGY7eaA3g/upAnBBLRGS9PJwdIZfaY+72sxrbmDWIiIiIiIiIqmPcuHGYOXMmrl27hiZNmiAnJwfbtm3DuHHjzN00IiKr0L17d5SUlODo0aPo168fAODUqVPIyspC9+7djXbesLAwhIWFMRMPEanTstqyMllz8SUiMq9Adzm2ho9Bek6BWnny5T+AI2uRmVdo8BXiiYiIqPZqFBARGRmJU6dOITg4GNu3b8fBgwexcuVKw7eOjKOaKW0qrn7Lib5EdV9eXp5GynWJRAJnZ2fk5eXpdYzym7n6MGaKYJPRElCW9u85eO4Pw+p9v+O8SFKVc0IsEVEdlnJZ/XWFlPOB7nJEh/fRuAkal5SNudvPMmsQERERERERqbzxxhvIy8tDTEwMSkpKMH/+fMjlcrz11lsAgMmTJyMqKgo9e/bE0KFDcfLkSTg4OBh9cRlO1CUiW9GqVSsMHToU8+fPxzfffAOpVIqXX34Z3bt3R9euXY12XmbiISIyPo61pJIRr5F9RZZRu/koge5yjed9cSl8/kdERGTJahQQcefOHQQFBcHV1RUZGRno1asXV6uxQrpWv+VEX6K6z83NDenp6WplxcXFyMrKgpubm8HPV54iODw8HOHh4XX3QVuFgDLPsv+vG+ICpXtpf+LT8vD6gUScup6GdF8Xtd0ZUEZEZMHKMgFhd4WMR1JFaUBchaAIjudERERERERUFT8/P+Tn56tl13VyclL9287ODrt378bPP/+MixcvYtiwYRg+fLhaHWPg5DEishavv/463nvvPQghAABBQUEAgC+//BLjx48HAHzxxRcICwtD27ZtIYTA0KFDsXbtWqO2i4FnRETGx7GWgNJgiJKPOsOuSH3hz2AAuUKGYidPnbsSERGRdalRQES57t2747///S+cnJzQuHFjw7WKLIK21W+58i2RdWjbti0SExORkZEBd3d3AMD58+chhEDbtm2Ndl6re9BWNnk2+PAcVVEIgGiZDAO3f4BEeKtVZ0AZEZEF05IJCCmXSwMkclOrlWGNiIiIiIiICABmz55dZR2JRIKBAwdi4MCBJmkTOHmMiKzIW2+9pTWrjr29verfHh4e+PLLL03aLqt7HkZERGShkpIS4VuUhzkF/0GcCFTblufgjq1+nM9IRERkK2oUEHHw4EEAwMaNG7Fs2TJkZmZi+/bthm4bWQCufktknYYNGwaFQoF169Zh4cKFAIA1a9agcePGRk0RbHV0TJ5V7J6BLRObIt+7naqYAWVERHVAhUxAREREREREREREZLns7OxgZ2dn7mZoMETg2Z1/ryA7/a7qdcbNcwZsIRERkXXIzCuEL4BRj/aHT/Muats8nB2NMjdDlhEHJLrcL1B48fkiERGRBahRQET5KjWBgYFGTydJRETVt3nzZhw/fhxXr14FADz33HMAgFdeeQUtWrSAh4cHNmzYgGnTpuHQoUPIzc3F+fPn8d133xn1xrFVrjymY/JsiCQRkNz/Euxkl40ApJi4cUREZGpxSdlqr411s5WIiIiIiIioprhyORGRcdV2nL3z7xW4bewBf4lSrTxXyODi4WegVhIREVmPYE85QgKNOwel2MkTuUKG4MNzgMP3y0sc5LCbfYpBEURERGZWo4AIslIplzXLdESxcqIXkWVr2rQpiouL0bVrV0yaNElV7ubmpvr3uHHj0KNHD/z6669wcHBA//794enpadR22cSDNoUXIFUAu2eoFYcAiJbJcPRGawDNVeUcP4mIrIOHsyPkUnvM3X5WrVwutUd0eB+O9URERERERGQxrHLhGiIiC1LbcTY7/S78JUr8+dB7cG/YVlXu4uEH/wbNDNxaIiKiOiQjHshNVb2UZcSZ7NQufo0xouR/kBdlqMpCJAlYhbVISkqELwMiiIiIzIoBEaRz8i6A0vKwP1RBEZzoRVQ39O7dG717966yXkBAAJ588kmTtAm28qDNPbh03HzgSzgApP17Dp77w7B63+84L5JU5Rw/iYisQ6C7HNHhfZCeU6Aqi0vKxtztZ5GeU8BxnoiIiIiIiIiIiKrFvWFbhHToae5mEBERWYaMeJR81Bl2RXmqouCyDErFTsZd/BNlzwK3ho9RexaYfPkP4MhaZOYVwtfoLSAiIqLKMCCCdE7eRcrl0iCJ3FRVQAQnehFRbdhEhgiUjasVov/Lv36vG+ICpXtpMEh8Wh5eP5CIU9fTkO7roqrLrBFERBamYiY1HVnUAt3lHL+JiIiIiIjI4tnMfVoiIjPhOEtERGR4SUmJ8C3Kw5yC/yBOBKrK8xzcsdWvsUnaUPFZYFxK6b9lGXFA4v05H7qeJRIREZHxMCCCSmmZvKsLJ3oRUU3ZRIYIXcqy8QQfnqMqCgEQLZNh4PYPkAhvVTmzRhARWQhdmdQqZFGrSlxSttprBr4RERERERGROdn0fVoiIhPgOEtEVD2jR49GTEwM3NzccPr0aXM3hyxUeRaGUY/2h0/zLqpycz53K3byRK6Qlc4DOXy/vMRBDrvZpxgUQUREZEIMiCAiIjIFbdl4Ui5DsXsGtg8VzBpBRGSJdIzdFbOo6eLh7Ai51B5zt59VK2fgGxERERERERERERERlYtPy0N+wj3Va1t7NrxmzRpkZmaie/fu5m4KWZKMeLVndLKMOABAsKccIYGWEXDo4tcYI0r+B3lRhqosRJKAVVhbmtGCARFEREQmw4AIIiIyGZtPEVwxGw+zRhARWb5qZFKrKNBdjujwPkjPKVCVxSVlY+72s0jPKeCYTkRERERERGZh8/dpiYiMjOMsEenLTS4FAOw5eAhxP8WqyvMc3LE1fIzFPEcQQiAxMRGurq5wc3PTWqeoqAjp6enw8vKCnZ1dtY4fFBSE/Px8A7WWrEJGPEo+6gy7ojxVUTCAXCFDsZOnWZv2oEB3ObaGj1F7Fph8+Q/gyFpVRgsiIiIyDQZEkMHEJWWrvba1iHUiqhpTBFdQy6wR4FhLRGTxAt3lHKeJiIiIiIjIovA+LRGRcXGcJSJ9+foGoMRBjlVYq1aeK2SIv/sQ4N7abG0DgKysLGzcuBHr1q1DXFwcFi5ciLffflujXkREBCIiIlBSUgKZTIZ3330XM2bMUG1v06YNlEqlxn6bN29Gr169jN4PqnuSkhLhW5SHOQX/QZwIVJXnObhjq19js7atoorPAuNSSv+dcfMc4h6o5+LhB/8GzczQQiIiItvAgAiqNQ9nR8il9pi7/axaOVczJyLSQy2yRqBsrF03pRO8nB1VZQySILI+P/30E9LT0zFhwgRzN4WIiIiIiIiIiIiIiIgMwT0YdrNPqS2gF3/lLIIPz4F9fppZmwYAp06dwo0bN7Bnzx6MGjVKa52vvvoKb775Jr7//nv0798fO3bswMSJExESEoJ+/foBAPbu3YuSkhKNfQMCAozeB6ob7vx7Bdnpd1WvM26egy+AUY/2h0/zLqryujAXwsXDD7lChodPLwBO3y/PFTL80+9jKDz8NOozUIKIiKj2GBBBVUu5rP5a4aU2eTfQXY7o8D5q6b/ikrIxd/tZpOcUWPyFKBGZDlME60HPrBEAcC+vEK98n4Cpm/5QOwQD0oisy99//42lS5eiuLiYARGWpOI1MjSvk4mIiIiIiIiIiIiIiCpVYQE9ZXK2WZvzoP79+6N///6V1omMjMTo0aNV9caPH4/IyEisXbtWFRDRpEkTk7SXLEtCRp7aXDIAkGYnaAT75KbfRcjhF+AvUc8ikitkaNW0EfwD61a2Jf8GzXBn+nEkPhDgUd7H9r88q1FfW6AEgySIiIiqjwERpFvZKuXYPUO9XKoonaxbISiCE2+JqCpMEawnPbJGlIuWyXFl8iEUupSmiSwPSDt1PQ3pvi6VnqYurJ5AZOtycnLw1ltvISIiAq+++qq5m0Oo5BoZ2q+TdYlLUn+gwTGZiIiIiIiIiIiIiIjqkpKSEvz555+YOHGiWnmvXr2wdetWvY8zd+5c7N27F1lZWQgJCcFzzz2HhQsXaq2rVCqhVN6fOJ+ZmVmLHpCxJGTkYcqKXZAXZajKvCSZWCddCUWFwAcAyIUM//TdZDVBAf4NmgEV2n6nSXu1IAlUEijBIAmyNRUDqJLT8hBi1hYRUV3EgAjSTccq5dg9o7SMq98SEZmGtvEYpWOy3e4ZaKE8B7iWfjHwdVaiiTQdc7efrfKwzCRBVDt37tzBxo0bcfLkScyaNQvDhw/XqHPu3DmsW7cOd+7cQdu2bTFnzhx4eHgAZTdsP/74Y63HnjRpEnx8fLBw4UK89dZbyMnJMXp/SE+VjMn6XCd7ODtCLrXXGKc5JhMREREREZGpMJMvEZFxcZwlIluRlZUFpVIJb29vtXJvb28kJyfrfZxFixZh9uzZqtflz9K0iYiIwNKlS2vYYjKWO/9eQfYDk/2T7iRgn908KGTqwQ8lDnLcGLgVRXJPtXIXDz+0t/LJ/tqCJKAlUKKyIIk7048zKIKsTkJGHgauOIK8wvvXzm0k19FPBrjJpWZtGxHVLQyIoMpVXKW8miqufAuufktEVDPaxmMtq5T7askaoU15Jon0nAKOyUQ1EBUVhZdeegmTJ0/G4cOHMXjwYI06f/31F3r16oXJkyfj8ccfx6effoodO3bgzz//hEKhQElJCW7cuKH1+AUFBYiKisKlS5dw4MABxMfH486dO/jiiy8wadIkE/SQKlWLa+RAdzmiw/uorXDBMZmIiIiIiIhMiZl8iYiMi+MsEdkKOzs7AEBRUZFaeWFhIezt7fU+jp+fH/z8/PSoWRo8MW/ePNXrzMxMBAdzQVdzuvPvFbht7AH/BzI/hJRlfUgZ9RW8fQNU5XYKLzTiArxq9MkmkXHzHB4+vQAXzv6sFnjCrBFkDdJzCpBXWIyVE0IR4usCAHBKqQdEAb4uMnM3j4jqEAZEkFHoWvkWXP2WyKZxRRwD05HJp2LWCKAseELLjQUGrhHVTI8ePXDt2jVIpVKdWR5ee+019OvXD59++ikAYNSoUQgKCsKnn36KuXPnQi6XY+XKlTrPIZfL0aZNG9y4cQNJSUlQKpVITEw0Wp/IdALd5RxniYiIiIiIyGAyMjIQFxeHli1bwsXFxdzNISKyKgUFBfi///s/bNmyBe7u7njzzTcxduxYczeLiMgiuLq6ws3NDXfu3FErv3v3LgIDdS/eVxsymQwymYxzD8yoYjaIjJvn8LBEiT8feg/uDduqyjlZv+YqBknc8fBD7l8yPHx6AXD6fj1mjSBrEYAUtLW7jhBJ2T0NCedFEFH1MSCCjELbyrfg6rdENo8r4hhBxVXKtWSNAFBaNmEroChNV+qbo0QTaToD14hqyNfXt9LtBQUFOHz4sFqwhJubGx599FHs378fc+fOrfIcQ4YMwZAhQwAAf/75J65du4ZXXnlFZ32lUgml8v7KK5mZmXr2hiwFg9SIiIiIiIiouj777DMsXrwY9evXx40bN/Dtt9+ie/fu5m4WEZHVOHz4MAICAnD27FlcvHgRI0aMwGOPPQaZjKvVEhEBQO/evXHw4EGEh4eryvbv34/evXsb9byce2Ae2rJBoGxiflDoAE7MNxL/Bs1wZ/pxvbJGgMEoVMdIsxMQLXsFiihlhQ2K0jlQRER6YkAEGQ1XviWyfkePHsVbb72F2NhYNGjQAEePHjV3k0hb1ojcFGD7FGDbGFWRL4BomRxXJh9Cocv91TnKA9dOXU9Duu/91eQ4IZeoem7duoXCwkIEBQWplQcHB+PHH3+s9vH8/Pzw5JNPVlonIiICS5curfaxyfyYXY2IiIiIiIhqysXFBdeuXYOjoyPWrFmDDRs2MCCCiGzO1atXcfv2bTzyyCOQSqUa20tKSnDhwgUUFxejbdu2sLe31/vYgwcPxuDBgwEAKSkpcHd3h52dnUHbT0RkqYqLi3H79m0AQFFREbKysnDr1i3IZDL4+PgAZRnTe/fujXfeeQePPfYYPvvsM1y/fh27du0yatuYIcL4KmaCALNBmJW+WSNQFqByctRBuPg2UpVxzgdZKvv8NCgkSsT3W4XgZqH3Nyi81BeIJSKqAgMiiIioRi5fvoyhQ4di1apVGDhwIFfCsSQVs0YAmkESKZdht3sGWijPAa73s/n4OmvPHMEJuUTVU1BQ+r5SKBRq5QqFQrWtOoKDg6vMKrFo0SLMmzdP9TozMxPBwbxBYHIpl9Vf63GjhtnViIiIiIiIrNfZs2fx7bffolmzZnjqqac0thcXF2PPnj24ePEiAgICMHbsWLi5uam2//nnn8jO1swoGBISgqCgIIwdOxYxMTG4desW9u3bhylTphi9T0RElmL//v344IMPcPbsWaSlpeH27dvw9/dXq3PhwgWMHDkS2dnZsLe3h729PXbt2oWHH34YKMu0M2vWLI1jN23aFOfPnwcAHDx4ECNGjIAQAhs3btQadEFEZI2Sk5PRtWtX1etdu3Zh165d6NKlC3bv3g0A6NatG77//ntERERg48aNaNasGX7++We0aNHCqG1jhgjDSsjIU3tOlZ10A+33PKqRCQLMBmExtGWNAIDCO5fQ6kQ4vtr5NeLE/cUx8xzcsTV8DJ85ksVSuocAAaF61CQi0o4BEWQWcUnqN+8ZhUpkHHfv3kV6ejpatmyps05CQgIcHBzg5+dXrWNv2LABTz75JKZPn26AlpLRVQySUHiVppfbPUOtmrbMEcwaQVR97u7uAIC0tDS18tTUVNU2Q5PJZAxOMycd4yqkitKgND2CIjimEhERERERWY/U1FQ89thjyM7ORn5+Plq3bq0REFFUVIQhQ4bg2rVrGDVqFPbu3Yu33noLv/32G+rXrw8AWLduHeLi4jSOP3v2bIwdOxYA8OWXX+LQoUPIzc1Fq1atTNRDIiLzO3fuHBYtWgQhBAYNGqSxvaSkBOPHj0doaCh27NgBiUSCadOmYezYsbh8+TIcHR0xZcoUrdl5H8wCMWDAAKSnp+PSpUsYPXo0evXqhUaNGmnsQ0Rkbfz9/XHr1q0q6w0aNEjrOEx1Q0JGHqas2AV5UYaqLESSgK6OSlzstgJSf/X5JswGYTkqZo0AADRsiJJTi7EKa9WKc4UM8XcfAtxbm7aRREREJsKACKqZGqx8i7LJs3KpPVceJzKy6OhorF69Gj///DNyc3MhhNCoExMTg4kTJyI+Ph6FhYXo2LEjtm/fjqCgIADA6tWr8f7772vsV77aw/Xr19GoUSN06dIFBQUFmDlzJl544QWT9I8MwD1YM2sEtGeOqCxrxLopneDl7KgqY5AEUSl/f3/4+vri77//xsiRI1XlZ8+eRYcOHczaNjISbeNqyuXSAIncVKbzJCIiIiIisjH29vZYvnw5unfvjrFjx6KoqEijzubNm3Hy5ElcvnwZAQEBUCqV6NSpE9544w1s2LABKFuYpjJ5eXmIiIgAyu4Lv/TSSzh+/LiRekVEZFnmz58PlI1/2vz+++84f/48vvjiC0gkEgDAG2+8gc8//xyHDh3CkCFDVFkjdFm/fj3atm2LRx55BG5ubhBCIC8vT2tdpVIJpfL+StqZmZm17CEREekSGRmJyMhIFBcXm7spdV723evYZzcPCpl6NogSBzlaPTKYz7jqGvdg2M0+pfbMMv7KWQQfnoPExATVwpjg/A4iIrIyDIig6jHAyrfR4X3U0qyVrzyenlPAiywiA/n+++8xffp0jBkzBtOmTdPYXlBQgFGjRqFbt244e/YsCgsLMWTIEEycOBFHjx4FADzzzDN44oknNPYtX33c3d0dZ86cwebNm5GZmYnx48eje/funOhbl1TMGgHt47y2rBGpOQWYtfUvTN30h9ru2oIkdOGXa7J2Tz/9NDZt2oT//Oc/8Pb2xuHDh/HHH3+oJimQFdI2rhIREREREZFNcnd3R/fu3Suts3v3bgwaNAgBAQFA2b3XSZMm4YMPPqgyEKLc448/jqeffhqenp7YsmULQkJCdNblRF0isjVnzpyBg4MD2rdvrypr2rQpPD09cebMGQwZMqTKYwwaNAjTp0/H0aNH4ePjg/DwcJ3ZeCIiIrB06VKD9oGIiLQLCwtDWFgYMjMzUa9ePXM3p06zz0+DQqJEfL9VCG4Wqiq303NxXLJAFZ5ZyrJLvwfuOXgIcT/FqsrzHNyxNXwM520QEZFVYEAEVY8BVr4NdJfzQorIyD788EMAwLZt27RuP3jwIK5du4ZDhw7BwcEBDg4O+O9//4v+/fvj/PnzaNOmDVxdXeHq6qrzHH379kVBQQFatWqF/Px8eHp64t69e1rr8kFbHaJjnK+YNQIuwOEZTZFi76uqpitIQhd9gycYOEGWKC4uDnPnzgUA5OTkYN26ddi/fz969uyJhQsXAgD++9//4uzZs2jRogVatGiBM2fOYMmSJejfv7+ZW091TVxSttprjotERERERETWITY2FmPHjlUra9asGdLT05GcnAwfH58qj7F27VpEREQgJSUFXbp0Ud2v0IYTdYnI1qSlpcHT01OVHaKcl5cX0tLS9DpGw4YNER0dDSGExnEqWrRoEebNm6d6nZmZieBgTiQlIiLLkpCRp7aQbXJaHkIAKN1DgIDQSvelusnXNwAlDnKswlq18lwhQ/zdhwD31mZrGxERkaEwIIKqjyvfEtV5p06dQv369dGwYUNVWflqZX/99RfatGlT5TEmTJiA/fv3w9vbGwUFBXjqqafQq1cvrXX5oK2OqTjO68gO5C9VwH/CVkDhXVqgJUhCl+oET8il9ogO78PJv2RRfHx8MGvWLABQ/R8A6tevr/q3s7MzDh48iJiYGNy5cwetW7dGYGCg1uORlUu5rP5azxV1PJwdIZfaY+72s2rlHBeJiIiIiIisQ05ODtzc3NTKyle3zcnJ0SsgolmzZti0aZNe5yufqLt+/XqsX78excXFiIuLq2HriYgsn1QqRX5+vkZ5Xl4eHB2rznT9oKqCIVCW6UcmkyEyMhKRkZEoLi6u1jmIiEh/HGtrJiEjDwNXHEFe4f2fWxvJdfSTAW5yqVnbRkbkHgy72afUFsaMv3IWwYfnwD5fvyBRIiIiS8eACCIiG5Samgpvb2+1MplMBhcXF6SkpOh1DAcHB2zduhW5ubmws7ODk5OTzrpcEaeO05Y1IjcF2D4F2DZGrapGkEQ5LZN/o8P7qK08oU1cUjbmbj+L9JwCTvwli1KvXj2MGDFCr7rt2rVDu3btjN4mskA6AsogVZSOq1UERQS6yzXGSo6LRERERERE1sPFxUUj625GRoZqm6GVT9QNDw9HeHg4MjMzVQEYRETWqGHDhsjMzERWVpYqK3pBQQGSk5PRoEEDczePiIhqISwsDGFhYbymrab0nAJ4FN7F2sEBCPYsfc4ky3ABDgO+LjJzN4+MqcLCmMrk0gz18Wl5yE+4/72UmeqJiKiuYkAEWYy4pGy117zAIjIee3t7FBRoTkQvKCiAg0P1PhoUCkWVdbgijhXQlh1IzyAJoGzyb4VAiUCFFwIDGRhDRFZMW0BZyuXSAIncVL2yRAS6y3lNTEREREREZKVatmyJy5fVswpevnwZXl5eGgvaGBLv0xKRrejXrx8cHBywd+9ePPXUUwCAAwcOoKCgAAMHDjTaeTlJl4iILEVCRp7awlsJNy4jWvYKFEeU6hWlitKFvshmlGcE2XPwEOJ+ilWV5zm4Y2v4GD6fJCKiOsfqAyISEhKQnJyMwMBAvVILUy2kqN+017YauDYezo6QS+0xd/tZtXK51B7R4X14gUVkBMHBwbh79y6EEKoUv2lpaSgoKEBQUJC5m0d1hT5BEqgkUEJLkISuz46KQXNg4BwR1RXaxkoiIiIiIiIiAGPGjMHs2bPx77//okGDBsjLy8O2bdswduxYo56XE3WJyFrcvHkT8fHxOHfuHADgjz/+gKenJ1q2bAlvb2/4+fnh5ZdfxksvvQSlUgmpVIpXX30VM2bMQNOmTY3WLgaeERGRJUjIyMOUFbsgL8pQlYVIEjDYUYm0IZHwbND2fmU953iR9fD1DUCJgxyrsFatPFfIcPR8C6Q3aq5WzvkZRERk6aw2ICI+Ph5jxozBzZs3Ub9+fcybNw9PP/20uZtlnRRepZNad89QL5cqSifGVnHBHOguR3R4H7WI5LikbMzdfhbpOQW8mCIygr59+2L+/Pk4efIkunXrBgD4/vvvYW9vj549e5q7eVSX6Zr4q282iQqfHbqC5lAWOLduSid4OTuqyvglnIhsBbOrERERERERWb5ly5YhLy8P58+fR0lJCRYvXgy5XI7XX38dADB16lR888036NmzJx577DH89ttvKC4uxptvvmnUdnGiLhFZix9//BHbtm0DAPTo0QPvv/8+AGDp0qUYMGAAAODdd99FSEgIvvnmG5SUlGDRokV44YUXzNpuIiKqPV7TqquYCQJl2SD22c2DQqaeDaLEQQ7Pln0YAGHr3INhN/uU2jyOtH/PwXN/GFbv+x3nRZJadS5sTEREls5qAyLCwsLQoUMH/P7776rVz8lI3IM1J7qmXC4NkMhN1esCOtBdrvWCiRO9iGrm9u3buHfvHm7fvg0AuHTpEgCgQYMGUCgU6NSpE0aOHIlnn30Wq1atQm5uLubPn4/Zs2fD19fXaO3iymM2TJ9sEuWfHf+eUJUHAjg8oylS7NX/LlNzCjBr61+YuukPtXJ9gyS03RDSVZeIyJIwuxoREREREVHdIZPJIITApEmT1MrK2dvbY9++ffjhhx9w8eJFdO/eHaNGjYKzs7OZWkxEVLfMmjULs2bNqrSOnZ0dnn/+eTz//PMmaxefhxERGR/H2vsSMvIwcMUR5BWqB4e0kVzHYJlmNgg7ZoOgchXmcXiW/X/dEBco3e+/r+LT8vD6gUScup6GdF8XVTnnVxARkSUxW0DEuXPn8NNPP6FDhw6q1RkeVFxcjAMHDuDq1ato3LgxhgwZAgeH+809f/48CgsLNfZr1KgRXF1dsX//fly9ehVXrlxBQEAAXFxcNOqSAelaEbyGONGLqHZWr16NqKgoAECLFi0watQoAMCWLVvQpUsXAMCXX36JZcuW4bXXXoODgwPmz5+PefPmGbVdXKWB1FT87NCRcchfqoC/loxDh2c0RXb6XdXre3mFeOX7hCqDJMqDKSreEAI/Z4jIlFIuq7/W8+Yzs6sRERERERHVHfPnz6+yjp2dHUaMGIERI0aYpE3g5DEiIiIiojqt4uJ/cUnZ8Ci8i7WDAxDsef85kSzDBTiM0mCIgFAztZbqlLI5G8GH56gVhwCIlskwcPsHSIS3qpzzK4iIyJKYPCDixo0bePrpp5GamoqUlBSMGzdOIyAiPz8fQ4YMwc2bN9G/f3+sXLkSfn5+iI6OhkKhAADMmTMHKSkpGsd/77338PDDD0Mmk2HmzJm4fv067ty5g48++khtBR6ybJzoRVQ7ERERiIiIqLSOQqHAsmXLsGzZMpO1iw/aqFKVZRx6IGsEACA3Bf7bpwCFuWqHiJbJcWXyIRS6BAJVZJL4/Nkuapkk+DlDRCahI/gLUkXpGMjsakRERERERERERHUaFwgjIiJj0ZYNIgApiJa9AsURpeYOUkXpsykifWibs4HSeRuK3TOwfahQZY5g1ggiIrI0Jg+IkEgkeOutt9CnTx907dpVa53Vq1fj/PnzOH/+PHx9fZGSkoI2bdrgf//7HxYvXgwAiI6O1nkOIQSKiooQERGBDh064Pfff8eUKVMYEFHH6JroRUR1F28AU5X0zBoBlN28mbwLUJStQJByGXa7Z6CFawEQcD/gpmKAHar4El5xQrG++MWeiPRSWfBXbmqNsq4xuxoRERERERFVB+/TEhEZFxcIIyIiQ9GWDSKvsBgrJ4QipGwSulNKDBRRSuCJ9YB3c/UD6JmhnEil4pwNaM8cwawRRERkaUweENGwYUM0bNiw0jo7d+7EqFGj4OvrCwDw9vbG2LFjsWPHDlVARGUkEgkmTJiA3bt3Q6lUYs+ePQgO1n1xp1QqoVTej5LNzMysVp+oEimXNct4sU1ks3gDmKpN1woEqOTzpMJnT6DCC4GBVX/u6JpQrC+51B7rpnRSyzoBBkoQkTbabiTWArOrERERERERUXXwPi0RkXEx8IyIyPhsYazVlg0CAJpI09Hd+RZ8JbLSAkli6f+9mwMBoWZoKVk9HQu+KXbPwJaJTZHv3Q544Pkks0YQEZE5mDwgQh8XL17EhAkT1MpatmyJ9evX632Mjz76CK+99hpefvlltGjRAp9//rnOuhEREVi6dGmt2kwVVLWid9gfDIogIiL96DtxWNdnj1QBTNh6P5MEtAdTaJtQrK/UnALM2voXpm76Q2MbV0AgIlNgdjUiIiIiIiIiIiLLwMAzIiLjs8axVp9sENLsBDTbOR12X+ap7yxVlD4DJzIWHfM2QiSJgKT079PXWYkm0nRmtSciIrOwuIAIIQRycnLg7u6uVu7u7o7CwkLk5+fDycmpyuO4uLhg9erVep1z0aJFmDdvnup1ZmZmpRklSA+6VvROuVw6UTU3lQERRDbIFlZpIDPS9tmTmwJsnwJsG6NeV0dwXm0mFGsLpuAK7URERHVDYmIitmzZgmnTpsHf39/czSEiskqFhYUAAKlUau6mEBHZPN6nJSIiIiIyr4rBD+UL8FWZDUJ5GSjKA55YX5oRopyWBQGJjErLgpW+AKJlclyZfAiFLoFAJVkjwMwRRERkYBYXECGRSODk5ITMzEy18nv37sHe3h4ymczg55TJZEY5rs3Td0XvaopLytYo4wUSUd1gjas0kIXR9tmjJXUjds8A/j2hGbhXixtFlQVTVPzs0va5VfGml656REREZFglJSWYO3cu/vzzTwwcOJABEURERnD79m1069YNffv2xWeffWbu5hAR2TzepyUiIiIiMp+EjDwMXHFEI/hBLrXH5892gZezI1BVNogG3RgAQealbcHKlMuw2z0DLZTnANfSuQ+6skaAmSOIiMjALC4gAgBatGiBq1evqpVdvXoVISEhkEgkZmsXmZeHsyPkUnteIBERUfVUDJLQslKBio7METWl67NLLrXHuimdVDezdK34wc83IqotBhMTVS0iIgLTp0/Hv//+a+6mEBFZpZKSEsybNw8vvPACLl68aO7mEBEREREZHTPxEBFROW2L4sUlZSOvsBgrJ4Qi5IEV872Lk+DvkHC/IrNBkKXTYy6GtqwRqCRzBJ9jGte3336LSZMmYceOHRg2bJi5m0NEZFAWGRAxcuRIbNiwAe+++y5cXV2RnZ2NXbt2YdKkSeZuGplRoLsc0eF9tH5RmLv9LNJzCnhBRGTheAOYLIK2lQrwQOaI3NSqbyBlxOuVXULbZ1d58MPUTX+o1a244gc/34hsUMplzbIa3tRmMDFZg8LCQuzevRtffvklvLy8sGnTJo06ubm5+PDDD3Hy5EnUq1cP06ZNw8CBA1Xb9+3bh3Pnzmns16FDBwwdOhTHjh1DUVERBg8ejCVLlhi9T0RElujKlSuIjY1F165d4e3trbG9pKQEf/31F7KystCxY0d4eHiotgkhoFQqtR7XyckJAPD+++/jmWeeQVJSEgMiiIgsBO/TEhEZFzPxEBERKskEgbJnNZ0be95/VpMRD0T2Bgpz1SsyGwTVJXpmjUAlmSP4HNN4bt26he3bt6N///4oKSkxd3OIiAzO5AERhYWFWLVqFVCWKv3s2bNYvnw5vL29MW3aNABAeHg4oqKi0Lt3bwwbNgz79++Hs7MzXn31VVM3lyxMoLucFzxEdRhvAJPFqLhSwYO0TUh+UG4KsH2K9ptRWrJLaPvs0hbgZ4yVDrStOMIVFYgskBEy1zCYmKxBs2bN0KVLFwDAb7/9prG9pKQEQ4YMwb1797BgwQJcuXIFQ4YMwddff42xY8cCAHJycpCRkaGxb15eHpRKJZ5//nlMmjQJ7777LhITE/H555/D398fQUFBJughEZF5HT9+HP/9738RGxuL+Ph4HDx4UC2oDGUPyQYPHozMzEz4+/vj4sWL+OSTT1QL15w4cQL9+/fXevycnBz8/vvvyMrKQu/evfHVV1+huLgYhYWFkEqlJukjERFpx/u0RERERFTX1YUg3/ScAq2ZIFCeDSI3Fih/5JxyufT5M7NBUF2nR9YI6MgcYetZI86dO4fs7Gx07dpV6/aCggKcP38ecrkcLVu2rNaxi4uL8eqrr2LVqlWYMUPLM2kiIitg8oAIIQTu3LkDABg3bhwA4M6dO5BIJKo6bm5uOHnyJL766itcvXoVs2bNwlNPPQVnZ2dTN5eMpeJkUwNcwMclZau9tpWLISIiMpDKJiRXJFUAk3cBirLVU6uTXcIAAX7aAh0qKs9EUXHFEa6oQGSBDJG5RgsGE1Nd98cff8DX1xeLFy9GbGysxvbvvvsOx44dw/Xr19GwYUMAQFpaGl599VVVQMSECRMwYcIErcfPzc3F448/jqysLKDsZnBWVpZFP0AjIjKk27dv45VXXkG7du0QEBCgtc6MGTPg6emJM2fOwNHRER999BGmT5+O3r17Izg4GN27d0d+fr7Oc3zyySfYvn07VqxYgZKSEhQXF0MikWDLli1G7BkRERERERERWTtLDPKt+Ay3fB5TiK8L2gY+0EZmgyBbUslz0IqZI2w1a8SWLVuwatUqXL9+HSUlJVoX+vr5558xceJEuLi4IDMzE0FBQdi7dy+Cg0vHiwULFmDFihUa+w0fPhzffvst3nnnHYSFhcHHx8ckfSIiMgeTB0Q4Ojpi+fLlVdZTKBSYPn26SdpEJqRrsmkNV75FWeCDXGpvcxdDRERkYLq+iGtjwpU4Kgb86Qp00EYutcfnz3aBl7Oj6lhcGZ7IQlWWuYbIRvn6+la6/aeffkJoaKgqGAIARo8ejdWrV+PKlSto1qxZpfsrFAq8++67qte//PILZs+erXa8BymVSiiVStXrzMzMavSGiMjylAePlS9eU9Hdu3dx4MABfPPNN3B0LP1OMXPmTLzxxhvYvn075s+fX+U5Pv/8c3z++ecAgG3btiE6OhqfffaZzvoca4mIiIiIiIioLkrIyMPAFUc0nuE2kabDN+cSkCi7X8hsEGRrtD0H1TKH0FazRsTGxuLTTz/FiRMnsHjxYo3tGRkZGDduHF544QUsW7YMBQUFGDhwIKZOnYpDhw4BACIiIrBs2TKNfe3s7AAAb7/9NpYuXQqUZWDfu3cvdu7ciSeeeMLo/SMiMhWTB0SQjdM22dQAK99Gh/fRiLLmhE8iIqq22k5IrpgBSRc9bmbpCviDlkCHyo7Bz0EiK2CE7GpE1uDGjRsICgpSKyt/fePGjSoDIip6+umnUb9+fZ3bIyIiVDeLiYhsQUxMDIQQ6NChg6pMKpWidevW+Pvvv6t9PHt7e0il0krrcKwlIiIiImsQGRmJyMhIZqEkIrIh6TkFyCssxsoJoQgpm7QtzU5As53TYfdlnuYOzAZBtk7HHEJbzBpRHshw4sQJrdujoqKQk5ODBQsWAGULki9YsAAjRozAjRs30KhRI9jZ2amCH7TJzc2FEAIAMGbMGEyfPh2PPfaY1rpctIaIDEmWEQck3g9oM+Z8FwZEkOkZYfXbQHe5VVzgEFk73gAmq6UrA5IuemRG0hbwV46BDkQ2wgjZ1cpVzD7DcYXqooKCAri6uqqVKRQK1bbq+s9//lPp9kWLFmHevHmq15mZmapUxERE1qg8Nbunp6dauZeXl9a07VWZOHEiJk6cWGkdjrVERKbB+7RERDWza9cutGzZEm3atKm0XlhYGMLCwpCZmYl69eqZrH1ERGQ6CRl5Ggu3AkCIrwvaBpaN/YnXgaI8zUwQ4OJXRICWOYTVzBphKwslnzlzBs2aNYObm5uqrEuXLqptjRo1qvIY9vb2qn9LJBLY2dlBIpForctFa4jIEIqdPJErZAg+PAc4/MAGA8x30YUBEUREVCPr1q3Dvn37VK8lEgm2bdtW6Y1d3gAmq6Vt9QJdyjMj/XtCvb6Wm14M+COycUbIrqYr+4w1raJCtsPDwwNpaWlqZampqapthiaTySCTyfSoSURkHRwdSzPS5ebmqo2rubm5RvtOz7GWiMg0eJ+WiKj6Pv74Y6xatQrTpk2rMiCCiIisW0JGHgauOIK8QvUA4ybSdPjmXAISy+5tlGcA924OBISaoaVEdUxlWSNcC4AA9e+vFReAg5UuApeWlgYvLy+1svJFbCo+J9PH7t27dQZDgIvWEJGBFLoEYqDyA2yZ2BQhPmUZImo536UqDIggIqIa6dWrF4KCggAAly5dws6dO/nwjGybvhmQKlvxfcJWQOGtXtcIF4C2cmOAyCoYOLuatuwztraKClmP0NBQrFq1CsXFxaqVbU6fPg0HBwdOTCAiMoDGjRsDAG7duoXAwEBVeXx8PEJD+RCfiMjSJCQk4MSJExg9erTayo9ERFR7MTExOHfuHMaOHWvuphARkQVIzylAXmExVk4IRYhv6QQ/aXYCmu2cDrsv89QrSxWlz3yJSD+6no2WBxgB8M1Rook0XWMBOFjpInBSqRT5+flqZeWvyxe1qQ47O7tKt3PRGiIylER4I9+7nUZAm7EwIIKIiGqkTZs2qolmP/74I2bOnGnuJhHVDdpWNchNAbZPAbaNUa9r4DRhulaGh5XeGCAi7Zh9hqzFU089hTfffBMbNmzAzJkzkZubi5UrV2L06NEM1CUiMoC2bdsiKCgIu3fvxiOPPAKUTQS7fPkyhgwZYu7mERHRAwoLC/Hiiy9i//79SEpKgouLi7mbRERkMjdu3MDmzZuRkJCA//3vf3Bzc9Ooc/ToUXz77bcoLi7GsGHD8Oijj6q2Xb16FSdOnNDYx9XVFSNHjkRubi7efvttfPbZZ1i2bJnR+0NERHVHiK8L2gaW3YtOvA4U5QFPrC/NCFHOSAvgEdkMLQtO+gKIlslxZfIhFLrcX8jFWheBa9iwIQ4ePKhWlpCQAABo0KCBmVpFRGR5GBBBVq3iCthc/ZpsRWJiIjZs2IBNmzYhJSUF2dmaq8GnpqYiPDwcBw4cgIODA5544gm8++67kMtL3yPbt2/H1q1bNfZr06YN3nvvPdXr7Oxs7N27Fx988IGRe0VkRbStaqAl9aOh04RpWxkeVnxjgIiI6raXXnoJFy5cwNWrV5GUlISBAwcCAHbu3AkPDw80btwYmzZtwqxZsxAZGYnbt2+jcePG+Oijj8zddCKiOiEhIQFnzpxBRkYGAOD3339Hfn4+mjVrhhYtWkAikWD58uWYPHkynJyc0KBBA7z33nsYNmyYakwmIrIEsow4IPGBAAAbnHC0ZMkSzJs3D4cOHTJ3U4iITGrevHnYs2cPOnfujB07duDtt9/WCIiIjIxEeHg45syZAycnJ4wePRqvvfYaXnvtNaAsA9r+/fs1ju3v74+RI0di/vz5aN68OXbt2oVz587ByckJ//zzD9q3b2+yfhIRkabIyEhERkaiuLjY6OdKyMjTyLwdgBQ4pcQAkrLvIuWr13s3BwKYWZPIYLQtOJlyGXa7Z6CFa4HJVh03p0cffRRLly7F6dOn8dBDDwEAvv32W7i5uakWsiEiIgZEkJXStQI2V78mW/HMM8+gS5cumDlzpuqGbkWjR49GYWEhfv75Z+Tk5ODJJ59EWlqaKgiiU6dOcHZ21tjP09NT7fWWLVswcuRIKBQKI/WGyEbokfpRpRYP9rkyPBER1RVTpkzBvXv3NMofvEadNGkSHnvsMfzzzz+oV68e2rVrZ+JWEhHVXVeuXMG6desAAMOHD8eJEydw4sQJPPnkk2jRogUAYMKECfD19cXWrVtx4cIF/Oc//8F//vMfM7eciKhUsZMncoUMwYfnAIcf2GDgjJu1IYTAoUOHsGfPHrRp0wazZs3SqJOfn4/PP/8cFy9eREBAAKZOnQo/Pz/V9ujoaFXw2oNCQ0MREhKCAwcOwMPDAz179jR6f4iILM0zzzyD5cuX49ChQ9ixY4fG9szMTCxYsADvv/8+XnrpJQBA06ZNMWvWLDz77LPw9/dH37590bdvX53n8PDwwPXr13H9+nVcvXoVDg4OiIuLY0AEEZGZhYWFISwsDJmZmUbNGJyQkYeBK44gr/B+4EUAUhAtewWKKKV6Zami9DkuERmWrrkUVuLixYtITU3FtWvXUFxcjGPHjgEAOnbsCGdnZ/To0QOPPfYYJk6ciLfeegspKSlYsmQJli1bBicnJ3M3n4jIYjAggixHxQmftZzsWXEFbK5+TbbkwIEDAIBt27Zp3X7s2DEcPXoUZ8+eRevWrQEAH3zwAcaOHYuIiAgEBQUhJCQEISEhVZ5r7dq1+OqrrwzcAyLSlvpRRaoAJmwFFN7q9St+bmbEq6+UoKseEdU9Brx21qXiikdgxjUysc6dO+tVz83NjZO/iIhqoKqJX+X69euHfv36maRNRETVUegSiIHKD7BlYlOE+DywKquBM27WVFJSEnr37o2AgAAkJycjPj5eIyAiPz8fvXv3Rn5+Pp588kn8/PPPWLFiBU6ePInGjRsDZfd6r1+/rnF8uVwOd3d3LF68GK+++iq++eYbFBYWYs+ePRg/fjwcHR1N1lciInOpamGEQ4cOIScnBxMnTlSVjRs3Ds8//zwOHDiAqVOnVnmOZcuWqf69ePFiuLi44IknntBaV6lUQqm8Pzk2MzNTz54QEZGlSs8pQF5hMVZOCEWIb+n3DqeUmNJgiCfWl2aEKMfnsESmVeF5qVNKafaWumbr1q349ddfAQAdOnTAwoULAQCfffaZat7Wjh078OGHH2LDhg2Qy+XYuHGj2jUuERExIIIsga4Jn7VcxYkrYBPpduzYMXh5eaFDhw6qskcffRRCCBw/fhwTJkzQ6zhHjhzRayVe3gAmqgFtqR8BIDcF2D4F2DZGvbxikER5vcJczXoWskoiEdWAka6dURZAXC41pwCztv6ltuIRmHGNiIiIiIgsTCK8ke/dDggw3oqwNSWXy/Hdd9+hefPmGDt2LIqKijTqrF+/HrGxsbh+/To8PT2xYMECPPLII3jjjTdUi9188MEHOs9x6dIlNGzYENu3bwcAFBYWYteuXRg5ciQDIoiIAMTFxUGhUMDHx0dV5uLiAh8fH8TFxVX7eKGhoZWuwhsREYGlS5fWuL1ERGS5Qnxd0Daw7HuHpCwg27s5EBBq1nYR2SQdz0tDAETLZDh6ozWA+8FKlr7g2zvvvFNlHScnJyxatAiLFi0ySZuIiOoiBkSQ+Wmb8GlBqzgRWaPExET4+vqqlbm6ukIul+P27dt6H8ff3x+bN2+ush5vABPVkK7UjxU/NysLkpi8636QBD9fieo+I1w7ezg7Qi61x9ztZ9XK5VJ7fP5sF3g5l06iYcY1IiIiIiIi/bm6usLV1bXSOt999x0GDx4MT09PAIC9vT2efPJJvPXWWxBCQCKRVLp/y5Yt8c0336heu7u7Y+vWrXBxcdFanwvXEJGtycvL0zoWu7q6Ii8vr9rHGzt2bKXbFy1ahHnz5mH9+vVYv349iouLaxR4QURERESV0LG4ZNq/5+C5Pwyr9/2O8yJJVc4F34iIbAMDIsgy6JrwSURGY2dnp1EmkUgghND7GC1atNCrHm8AExmYts9NbdkkmJaVyDoZ+No50F2O6PA+SM8pUCu39NVSiIiIiIiI6rorV65oZOtt3LgxMjMzkZycrLGoTVVGjhwJBwfdj/64cA0R2Ro3NzdkZGRolKelpcHNzc3g55PJZJDJZAgPD0d4eDgyMzNRr57lZTEiIqLqCUAKnFJi7meGSLls7iYRkZbnpZ5l/1/1ZGhpNkku+EZEZFMYEEFEZIN8fX2RnJysVpabm4vc3NxqP2TTR/kNYCcnJ9jZ2VUr6IKI9GSACdJxSdlqrzkZmsh2BLrL9X6/VxwrwPGCiIiIiIioRrStXF4+QTc3N7fax/v8888r3c6Fa4jI1rRt2xZKpRJXr15F06ZNAQB37txBamoq2rZta7TzRkZGIjIyEsXFxUY7BxERmYY0OwHRslegiFJW2KAoXZyOiCxOiI8LEMCgVCIiW8OACCIiG9StWze88cYbiI2NVWV5OHz4MACga9euRjtvWFgYwsLCuCIOkYXxcHaEXGqPudvPqpUzdSQRPUjXWAGOF0RERERERDWibeXy9PR01TZD48rlRGRrevXqhcDAQKxZswYrV64EAHz00Ufw8PDAoEGDzN08IiKqA+zz06CQKBHfbxWCm4Xe36DwMmg2byIiIiKqHQZEEBHZoL59+6JDhw6YO3cutm3bhtzcXLz++usYMWKEaoUcY+CKOESWKdBdjujwPkjPKVCVMXUkEVWkbawAxwsiIiIiIqIaa9OmDS5cuKBWduHCBfj5+cHT09No5+V9WiKyFrt378YPP/yAxMREAEB4eDjkcjlmzpyJzp07w9HREZ9//jlGjx6NM2fOQCqV4uTJk/jiiy/g4uJitHZxgTAiouqJiorCu+++i6ysLIwfPx5LliyBRCIxd7PUKN1DgIBQPWoSERERkTkwIIKIyArNmjUL27ZtQ1FREQCobur++OOP6NWrF+zt7fHdd99hxowZ8Pf3h52dHUaNGoV169YZtV28AUxkuQLd5ZzITFTXpVxWf22E1Yk4VhARERERERnOk08+ialTp+LSpUto2bIl7t27h61bt2LixIlGPS/v0xKRtQgODlZlPn/iiSdU5V5eXqp/DxgwANeuXcPhw4dRUlKCL774An5+fkZtFwPPiIj0l5iYiC+++AJr1qyBnZ0dnnrqKXTo0AGjR482eVsSMvI0FoVKTstDiMlbQkS18sAzU6eUbAQgxazNISIi02BABBGRFVq1ahWWL1+uUS6X35/A2KBBAxw4cADFxcWQSCSws7Mzert4A5iIiMgIFF6AVAHsnqFeLlUAYX8wZTMREREREZGZzJs3D7m5uThz5gxKSkowa9YsKBQK/O9//wMATJgwAfv27UPPnj0xYMAA/Pnnn/Dw8MCSJUuM2i7epyUia9G5c2d07ty5ynre3t4YN26cSdoEBp4RkRUqKipCbGwsfHx84Ovrq7VOdnY2bt++jaCgILV5CVWpX78+vvnmG9Xrhx56yCzZIRIy8jBwxRHkFapfI7eRXEc/GeAml5q8TURUTVqemYYAiJbJEJ/dGQCvy4iIrBkDIoiIrJBMJoNMJtOrrr29vdHbU443gImIiIzAPbg08CE39X5ZyuXSm325qQyIICIiIiIiMpN27dpBqVQiNDRUVfbgfVuJRIJt27bh5MmTuHjxIp599lkMGDAADg7GfXzH+7RERMbFwDMishZpaWlYvXo1Nm/ejNu3b+PVV1/F22+/rVFvwYIFWLVqFby8vJCeno6lS5filVdeUW1v1KgR8vPzNfb76quv0K9fP9XrvXv3IisrC4899pgRe6Vdek4B8gqLsXJCKEJ8XVTlTin1gCjA10W/+RdEZEZanpnGXzmL4MNzYJ+fZtamERGR8TEggoiITIY3gImIiIzEPZiBD0RERERERBbmmWee0ate165d0bVrV6O3pxzv0xIRGRcDz4jIWpw/fx4A8Ntvv2HAgAFa62zatAmRkZE4fvw4OnXqhJ9++gnDhg1D27ZtMXToUADA77//DiGExr6enp6qf2/duhW7d+/Grl27TLqoY0Uhvi5oG/jA2C1xqaw6EVmaCs9MlcnZZm0OERGZDgMiqG7JiFdf+bacwosTwIjqAN4AJiIiIiIiIiIiIjIv3qclIiIiIn306tULvXr1qrTOJ598grFjx6JTp04AgEGDBqFv37745JNPVAERfn5+lR5j2bJluHjxInbu3FlltjSlUgmlUql6nZmZWY0eVS4AKXBKiVEPgki5bLDjExEREZHxMCCCLNuDXyxyU4DtU4DCXM16UkVpyis9giLiktQjPz2cHRHoLjdIc4moclx5jMhCaLtxx+BCIiIiIiIiIiKbwPu0RFQdsow4IPGBiaG8l1wljrNEZCtKSkpw9uxZTJs2Ta28e/fu2Lx5s17HuHz5MhYvXgxfX18EBQUBABYvXozZs2drrR8REYGlS5caoPXqpNkJiJa9AkWUUstGRennHxHVWfFpechPuKd6zfmCRETWhwERZJkUXqVfKHbPUC+XKoDJuwCF9/2ylMul9XJTK7355uHsCLnUHnO3n1Url0vtER3ehxc5RCbAlceIzEzX5yuqF1xIRERERERERER1F+/TEpE+ip08kStkCD48Bzj8wAbeS64Sx1kishVZWVkoKCiAl5d6sICXlxdSUlL0OkbTpk1x+/ZttTJXV1ed9RctWoR58+apXmdmZiI4uPafSfb5aVBIlIjvtwrBzULVNzIYkKjOcpNLAQDLf4rF+QMFqnLOFyQisj4MiCDL5B5ceiMtN1W9vBZfMgLd5YgO74P0nPsXN3FJ2Zi7/SzScwp4gUNERNZP1+ernsGFRGQlMuINep1NRERERERERETWp9AlEAOVH2DLxKYI8SnLEMF7yURE9AAHh9JpZwUFBWrlSqUSUqlUr2PY29vD399f73PKZDLIZLJqtlR/SvcQICBUj5pEVBf4upSOF6ueDEW+dzuA8wWJiKwWAyLIcrkHG/xGWqC7nBcyRGbEFMFEFsAIn69EVIdkxAORXYDCXPVyruxHRERERERkM3ifloj0lQjv0oljAcxyQEREmpydneHh4aGR4eH27dsGydpQGV7TElF1hEgSAUlpkK+TXTYCoF8WGyIiqjvszN0AIiKyHWFhYbhw4QJOnTpl7qYQEdUJQgisX78eTz31FEaMGIHTp0+bu0lU1+WmlgZDPLEeeP5I6X9PrC8tq5g1goiIiIiIiKwS79MSERlXZGQkWrdujc6dO5u7KURERtevXz/88MMPqtdCCPzwww/o16+fUc/La1oi0ovCq3RhuN0zgE/7AJ/2QUjUcETLXoE0O8HcrSMiIgNihggiIiIiIgs1e/ZsHDt2DPPnz4eHh4fRV9MhK5RyWftr7+ZM+UxERERERERERGQEYWFhCAsLQ2ZmJurVY3YNIqq7ioqKcOnSJQBAQUEBkpOTce7cOTg7O6Nx48YAgMWLF6Nbt2549dVX8dhjj+Hzzz/H3bt3MX/+fKO2jRkiiEgv7sFA2B9qC8PFXzmL4MNzYJ+fZtamERGRYTEggoiIiIjIAiUnJ2PDhg24fPkyGjZsaO7mUF3z4GonFUkVpdsNLC4pW+21h7MjAt3lBj8PERERERER1Q4njxERERGRPlJTU/Hkk08CABQKBY4fP47jx4/joYcewpYtWwAAHTt2xOHDh/H+++9j7ty5aNasGY4ePYpGjRoZtW0MPiMivbkHl/5XRpmcXWl1IiKqmxgQQVQNCRl5SM8pUCvjRC8iIrIaD6wk75SSjQCkmLU5lqywsBBRUVH4+OOPcfLkSXz44YeYNWuWRr1PPvkEH374Ie7cuYO2bdti+fLl6Nq1KwAgJycHEyZM0Hr8NWvWICEhAS1atMCBAwcQHR2Nhx9+GHPmzIFMJjN6/8gKaFntREXhpXbTr7Y8nB0hl9pj7vazauVyqT2iw/vwWpmIiIiIiMjCcPIYEREREenDz88P586dq7Jet27dEBUVZZI2ERERERFpw4AIsi0Z8WqTwqoz2TMhIw8DVxxBXqH6ikmc6EWkP648RmShtKwkHwIgWiZDfHZnAHwwXtHWrVuxf/9+LF68GGPGjEFRUZFGnS+//BJz5szBli1b0LNnT6xYsQKPPvoozp8/jwYNGkAmk2kNogAALy8vpKam4ubNm7hz5w7Gjx+PTz75BOnp6YiIiDBBD8kqVFjtpEoPBEUB+gdOBLrLER3eRy1wOC4pG3O3n8Wp62lI93VRlTOYmIiIiIiIiIiIrB2fhxERGV9tx9qKC6Imp+UhxIDtIyIiIiLTYkAE2Y6MeCCyC1CYqyqqzmTP9JwC5BUWY+WEUISUTeoqn+iVnlPAiV1kk3Jzc3H+/Hl4eHggJKTq2wNceYzIQmlZST7+ylkEH54D+/w0szbNUj377LN49tlnK63z3nvvYerUqRg/fjwAYPny5dixYwciIyPx3nvvwcHBASNGjNC5f4sWLeDi4oIFCxZAJpOhqKgIX3/9tcH7QqQtKApAaVnYH3oHRTx4PcysEUREREREREREZKv4PIyIyPhqM9YmZORhyopdkBdlqMpCJAno5wi4yaVGaC0RERERGRsDIsh25KaWBkM8sR7wbg7UcLJniK8L2gbyxhXRuXPnMGDAADRo0ACJiYno168ftm3bZu5mEVFNVVhJXpmcbdbm1HVZWVn4559/sGjRIlWZRCJB//79cfz4cb2O4erqildeeQWtW7dG48aN8ffff1c6ziqVSiiVStXrzMzMWvaCbIaWoCikXC4NkMhNrV6WiTKVZY1gMDEREREREREREdUV169fx3vvvad63blzZ0yfPt2sbSIiotrJvnsd++zmQSFTqpWXOMjh6xtgtnYRERERUc0xIIJsj3dzICAU4GRPolrZvn07nnvuOSxbtgx5eXmoX78+7t27x5VuiIgA3L59GwDg6+urVu7r66t3QAQAzJ07F6NGjcL169fRrl07eHt766wbERGBpUuX1qLVZNMqBEUZQsWsEURERERERGQZIiMjERkZieLiYnM3hYjI4t29excnT57ErFmzAAANGzY0d5OIiKiW17T2+WlQSJSI77cKwc1CVeV2Ci+DPyshIiIiItNgQAQRkZVKTU3FV199hZSUFPz3v//VWufvv/9GdHQ0HBwcMGLECDRt2lS17ebNm7h+/brGPvXq1UPHjh3Rr18/LFmyBN9//z2uXr2K9u3bw83Nzah9IiKqa+zs7DReCyGqdYxGjRqhUaNGVdZbtGgR5s2bp3qdmZmJ4GDetCUiIiIiIiIidWFhYQgLC0NmZiYXuCEi0kNhYSFiY2PRrFkz9OzZ09zNISIiA13TKt1DVAuqEhEREVHdxoAIIiIrFB4ejq+//hpNmjTBsWPHtAZEREZGYv78+Zg4cSJycnKwYMECbN++HSNHjgQA/Prrr9i4caPGfu3atcOaNWvQqFEjCCHw5ptvIi0tDdOnT4dEIjFJ/4iILJ2fnx8AIDk5Wa08KSlJtc3QZDIZZDKZUY5NRERERERERJbp7NmzuHXrlup1jx494OHhYdY2ERGZSn5+Pnbu3IkNGzYgISEBJ0+e1MiyW1BQgPfeew/ffvstiouLMWzYMCxevBhyeWlm0+PHj2Pr1q0ax/b19cWbb76JJk2a4MUXX0RBQQH27NmDb775BocOHTJZH4mIiIiIiIioagyIICKyQoMHD8ayZcvwzTff4NixYxrb7969i/nz52PVqlV4/vnnAQCvvvoqZs6ciWHDhkEqlWLKlCmYMmWKznMsWrQIzz33HKZNm4aSkhJ06NABQ4YMQWgoV1AgIqpXrx5atWqFI0eOYNy4caryX375BU888YRZ20ZERERERERE1mP58uWIi4tTTQBu0qQJAyKIyPhSLmuWKbwAd9NmrH3qqaegUCgwePBgvP766ygqKtKoExYWhv379+PTTz+FVCrFrFmzcOXKFezYsQMA4OXlpfXZVvlq476+vpg1a5bqWA0bNkR8fDyz8xIRERERERFZEAZEEBFZoUGDBlW6/fvvv4cQApMmTVKVPffcc/jggw9w7Ngx9OvXr8pz1K9fHzt37oSfnx8SExORmJiosepOOaVSCaVSqXqdmZlZrf4QEdVFL7/8Ml5++WU8/vjj6NGjB1asWIE7d+6oHp4RERERERERERnCpEmT0LFjR3Ts2BHOzs7mbg4RWTOFFyBVALtnaG6TKoCwP0waFPH111/D0dER0dHRWrfHx8dj48aNiIqKwtChQwEAn3zyCQYOHIjz58+jTZs2aNmyJVq2bKnX+XJycpCXlwcnJyeD9oOIiKovMjISkZGRKC4uNndTiIiIiMgCMCCCCEDGzXOIq6JOcloeApCi1/ESMvKQnlOgUe7h7IhAd7ledfWl7Zj6tknffcn6xMbGon79+moPx0JCQmBnZ4fY2Fi9AiLefvttvPvuu1izZg3c3Nywfft2BAUFaa0bERGBpUuXGrQPRGQasow4INHlfoEZVvmyRKdPn0b37t2BsqCvl19+GfPnz8cTTzyBL7/8EgAwY8YMpKWlYcqUKUhJSUHLli2xd+9eNGvWzMytJyIiIqLq4DUxERHVxu+//449e/agRYsWmDZtmsb2wsJC7NixAxcvXkRAQAAmTpyoluHh6NGjuHfvnsZ+bdq0QePGjdGxY0ccOHAAW7ZsQUJCAn7++We0atXK6P0iIhvlHlwa9JCbql6ecrk0SCI31aTXyo6OjpVuP3LkCIQQaguJ9e3bF3K5HL/88gvatGlT5Tn27NmD/fv3o6CgAIcPH8b48ePh4+OjtS4XCCMiMp2wsDCEhYUhMzNTldWHiIiIiGwXAyLIprl4+CFXyPDw6QXA6crrhgCIlsmQWdwdgO4vUwkZeRi44gjyCjWj0OVSe0SH91EFIVRWV18Vj1mdNumzL1mn7OxsjZsCdnZ2cHFxQXZ2tl7HcHFxwdtvv61X3UWLFmHevHlYv3491q9fj+LiYsTFVRWGRETmVOzkiVwhQ/DhOcDhBzaYYZUvS9SxY0dkZGRolNvb26u9XrBgARYsWICSkhLY2dmZsIVEREREVFu8JiYiotpISUnBoEGD4ODggKysLK0BEQUFBRg4cCDu3r2LMWPG4KuvvkJERAROnDihWnxm586duHbtmsbxn3/+eTRu3Bjh4eEIDw8HALz33nuIiIjAli1bTNRLIrJJ7sF15lo4Pj4e9erVg1x+/1movb09fHx8cOvWLb2OUb9+fYSGhkImk2HWrFno0qWLzrpcIIyIiIiIiIjIPBgQQTbNv0Ez3Jl+HInpd6usK8uIQ/DhOVA45FRaLz2nAHmFxVg5IRQhvvdXD4xLysbc7WeRnlOgCkDQVVdf2o6pb5v03Zesk4uLi8aqYiUlJcjOzoaLS/X/Fqsik8kgk8lUD+e4SgOR5St0CcRA5QfYMrEpQnzKxgUzrfJliSQSSbXSojMYgoiIiKju4TUxERHVhlQqxcaNG9GxY0eMHTsWRUVFGnU2bdqEM2fOIC4uDn5+figsLMTDDz+MN954A5s3bwYArF69Wu9ztmnTBkePHjVoP4iI6rKSkhJIpVKNckdHRxQX67dg3SOPPIJHHnlEr7pcIIyIiIiIiIjIPKw6IOLGjRtISEhAq1at4Onpae7mkIXyb9AMaNCs6oqJLuqrAVYhxNcFbQP1m/Bdnbq1YarzkOVr0aIFbt++jZycHDg7OwMA4uLiUFJSghYtWhjtvJGRkYiMjNT7JjMRmVcivJHv3Q4I4GcHEREREdkmXhMTEVFN1atXDx07dqy0zp49ezBo0CD4+fkBZUEUTz31FN59911VQERV9u/fj6KiIiQlJeGdd97BggULdNZVKpVQKpWq15mZmXr3h4ioLvL29kZ6erpGBt+UlBR4e3sb/HxcIIyIyHQ494CIiIiIHmS1S9W+/vrr6Nq1KxYsWICQkBD8+OOP5m4SEZHFGD58OCQSCb744gtV2YYNG+Dn54cePXqYtW1EREREREREREREtiA2NhZNmzZVK2vatCkyMjKQnJys1zE2btyITz75BEeOHME777yDGTNm6KwbERGBevXqqf4LDma2IyKybp07d0ZxcTFOnTqlKjt//jwyMjLw8MMPG+28kZGRaN26NTp37my0cxAR2bqwsDBcuHBBbYwnIiIiIttltRkiPv30U5w9exaBgYHYvHkztmzZgqFDh5q7WWRMKZdrt70G53FKyUYAUhCXlK0qe/DfplLVOavbpoSMPKTnFKiVeTg7ItBdXqP2kent2bMHZ8+exT///AMA+O9//wsAmDZtGho1agQ/Pz8sX74cc+bMwcmTJ5Gbm4s9e/Zg+/btcHR0NFq7wsLCEBYWxhVxiOqQBz9DnFKyEWLW1hCR2WXEA7mp+tVVeAHumpNranO9rO2aVNu1a3X2J3X8LkBERFahwjWLLCPOrM0hItIlNzcXbm5uamXl901zcnLg4+NT5TF27typ9/kWLVqEefPmYf369Vi/fj2Ki4sRF8cxkois10MPPYQuXbrgjTfewLfffgs7Ozu8/vrraNWqFfr06WPu5hERERERWS9dz5V1PEMmIqotswVEHDlyBAcOHEDXrl3x+OOPa2zPz8/Hjh07cPXqVTRu3Bjjx4+HQqFQbT969KhaWt9y7dq1g5+fH4YNG4aPPvoIPXr0wDfffIOJEycavU9kJgovQKoAdute9UhFqiitb6DzhACIlskwcPsHSMT9tKpyqT08nI03qbych7Mj5FJ7zN1+tsq6+rYpISMPA1ccQV6helpBudQe0eF9OBGqjmnfvj3at2+vdVtYWBh69uyJgwcPwsHBAW+//TZCQow71ZlpK4nqDm2fMW0k1/G9DEjKVsLXrK0jIrPIiAciuwCFufrVlyqAsD9UN7Sqc+2qS8VrUl3XrvruT+r4XYCIiKyClmuWYAC5QoZiJ0+zNo2IqCIXFxdkZGSolZW/dnV1Nfj5ZDIZZDIZwsPDER4ezoVriKjOW758OdatW4e8vDwAQLdu3WBvb49Vq1Zh+PDhQFng2JNPPglPT0/Y2dmhZcuW2LNnD+zt7Y3WLi4QRkREREQ2rbLnyhWeIRMRGYrJAyKuXLmCUaNGwdPTE9evX0dmZqZGQERWVhZ69+6N4uJiDB06FCtXrsTy5ctx7NgxuLu7AwDWrFmDtLQ0jeMvXrwYfn5+6NWrF1asWIFjx44hJycHrVq1MlkfycTcg0s/JPVZqbY2EYbazpNyGYrdM7BlYlPke7dTFZtqBdVAdzmiw/votSKuvm1KzylAXmExVk4IRYivC1C2iu/c7WeRnlPASVB1xKhRozBq1Kgq63Xo0AEdOnQwSZvAG8BEdYq2z5jky47AESAzr5ABEUS2KDe19KbVE+sB7+aV1025XBpInJuquv6uzrWrNtquSbVdu1Znf1LH7wJERGQVtFyzxCVn4+mvruJTl0Bzt46ISE3r1q0RGxurVnbp0iX4+PjAy6uGizvpgQvXEJG1eOaZZ7Q+D/P391f9u0GDBvjtt9+QnJyMkpIS+Pn5Gb1dHGeJiIiIyKbpeq6s5RkyEZGhmDwgwtnZGTt27ECbNm3QtWtXrXU+/PBD3L17FxcvXkS9evWwePFitG7dGh988AGWLVsGANixY4fOc6SmpmLhwoW4desWnJyccOzYMYSFheHkyZNG6xeZmXuwaT4kdZwnxMcFCDDP5O5Ad7lRJiaF+LqgbSAnrJNh8QYwUd1S8TMmLoUTYYkIpTetAkJrtCuvXesG/jyJiMgqPHDNki/uIRH3zN0iIiIN48aNw8yZM3Ht2jU0adIEOTk52LZtG8aNG2fU83LhGiKyFl5eXnoHkPn4+Bi9PeU4zhIRERER1e65MhFRdZk8ICIgIAABAQGV1tm9ezdGjRqlujng6uqKMWPGYPfu3aqAiMq4urpCCIE1a9agdevW+PrrrxEYqHv1L6VSCaVSqXqdmZlZrT4REZF+eAOYiIiIiIiIiIiIbMUbb7yBvLw8xMTEoKSkBPPnz4dcLsdbb70FAJg8eTKioqLQs2dPDB06FCdPnoSDgwOWLl1q1HbVeuGajHjNrN26MnRXqCvLiKvZOYmI6hAuEEZEZHwca4mIiIjoQSYPiNDH5cuX8fTTT6uVhYSE4KOPPoIQAhKJpNL9HR0dcfDgQXz00Uc4cuQIWrdujVdffVVn/YiICKPfXCYiIiIiIiIiIiIiIiLb4efnh/z8fMyYMUNV5uTkpPq3nZ0ddu/ejZ9//hkXL17EsGHDMHz4cLU6xlCrhWsy4oHILkBhrnq5VAGE/aEeFKGlbjCAXCFDsZNnbbtBRGSxuEAYEZHxcawlIiIiogdZXECEEAJ5eXlwc3NTK69Xrx6Ki4uhVCr1uhH80EMPYdOmTXqdc9GiRZg3b57qdWZmJoKDtaxiQ0REtcJVGoiIiIiIiIiIiMhWzJ49u8o6EokEAwcOxMCBA03SJtT2Pm1uammAwxPrAe/mpWUpl4HdM0q3PRgQoaVuXHI2nv7qKj510Z3ZnYiIiIiIiMjY4tPykJ9wT/Xaw9kRge5ys7aJiIhqzuICIiQSCRQKBe7du6dWnpGRAQcHB6OsiiOTySCTyQx+XCIiUsdVGoiIiIjIEgkhkJaWBqlUqrFAAxERERGRtTHIfVrv5kBAaLXr5ot7SMS9KnchIqrLuEAYERERkeVyk0sBAMt/isX5AwWqcrnUHtHhfRgUQURUR1lcQAQAtGrVCrGxsWplsbGxaNmypdnaRFSplMtVVnFKyUYAUhCXlK0qi0sqLXNKiQEkLpUfQOGlvrJSZTLiS1de0mP/B9uj7TVVg7afO6r5uyMiospV4zOOiAzgwetcPa55q2SA93DF62mbVo2fZ0JGHtJzCtTKuNINUFJSgsWLF2Pt2rWwt7fHkCFD8MUXX5i7WURUF1T8XDTSfRtrUFxcjM8//xynTp1CXl4eli9fDm9vb3M3i4isXW3GaRtgtIm6FX/uhvgeSURUB3GBMCIyBFlGHJD4wDwSXtMSERmEr0vpwtnrhrhA6V56rRaflofXDyQiPafAap+d/fLLL3j//fcRFxeHNm3aICoqynyNeeB+gSwjznztICKrYpEBEePGjcOKFSvwzjvvwNvbG2lpadi1axdeeOEFczeNSJ3CC5AqSlNBVyEEQLRMhoHbP0AiSh/6BiAF0bJXoIhSVn0uqQII+6PqL7gZ8UBkl9I01JXs7+HsCLnUHnO3n9U4hFxqDw9nx6rbRPfp+rmjGr87G8AVcYioVvT8jCMiA9B1nStVlG6riVq+h3Vdv9rstWs1fp4JGXkYuOII8grVr8G40g2wefNmfPPNN/j777/RsGFDczeHiOqCyj4jDXjfxpqMHz8e8fHxmDp1KpydnY2SAZiISKW247SNMPhE3cqeldTmeyQRERGRDSp28kSukCH48Bzg8AMbeE1LRGQYZd9hgw/PURWVz+uLz+4MwPoCWv/++2889thjWLlyJXr16gWFQmGehmi5fxAMIFfIUOzkaZ42EZHVMHlAREFBAf7v//4PABAfH4/CwkIsXLgQ/v7+mDt3LgDgpZdewt69e9G1a1cMGDAAhw8fRoMGDTBv3jxTN5eocu7BpV84tWUFqCjlMhS7Z2DLxKbI924HAHBKiSkNhnhifWnK6Er2xe4Zpeep6sttbmrpQ/UHj6ll/0B3OaLD+2isEguuFFsz2n7uqObvzgZwRRwiqhU9P+OIyAB0XefWZgWqWr6HdV2/2uy1azV+nuk5BcgrLMbKCaEI8S1dUSwuKRtzt5+1+JVulEolfvrpJ9jb22PYsGFa6yQkJODPP/9EvXr10KNHD0ilUtW27Oxs5Ofna+zj5OQEFxcXfP3111iwYAH8/PxQUlICOzs7o/aHiKyAts9II9y3sRZ//vknfv75Z8THx8PV1dXczSEiW1DbcZpqprJnJVzJmIhsEBcII6LaKHQJxEDlB9gysSlCfMoyRPCalojIcLR8h42/chbBh+fAPj/NbM1KTU1FTk4OGjRooLNOcnIyZDIZ3NzcqnXsjz/+GM899xymT59ugJbWgpaffVxyNp7+6io+dQk0a9OIqO4zeUCERCKBu7s7AODFF19UlT/4QEwul+OXX37B999/j6tXr2LIkCEYMWKE2qQGIovhHlytL5whPi5AQNlEcEnZl1fv5kBAqGHbpccxA93lFj35qU4yxu+SiIjUcawlMo1qXufqrRbvYV6/alGNn2eIrwvaBtadoNQFCxZg27ZtcHBwgFwu1xoQ8dFHH+HVV19F165d8e+//8Le3h4HDx5U3Sx+5ZVXsHPnTo39pkyZgg8//BC3b9/Gb7/9hvDwcBQXF2Px4sVYsGCBSfpHRHWYIT4jLeCatqioCN9++y3WrVuHixcv4uuvv0bPnj3V6gghsHr1amzZsgVZWVno0aMHIiIi4O/vDwC4cuUKli1bpvX4mzZtwj///IMBAwZg69atuHDhAgYMGIDRo0ebpH9EZMOM9V3Gihhloi5/7kREKlwgjIhqKxHepQttBnAMISIyigrfYZXJ2WZrysGDB/HRRx/hp59+gkwmQ0ZGhkadM2fOYMqUKbh+/ToKCwsxaNAgbN26FR4eHgCAd999Fxs2bNDYr3///vj0009x7do1dOvWDd27d4dEIsGcOXMwfvx4k/RPQ4Wffb64h0TcM09biMiqmDwgQiqVYuHChVXWc3BwwMiRI03SJiIiIiIiIiKyLL6+vvj777+xcuVKfPPNNxrbL126hLlz52Lbtm148sknUVBQgH79+iEsLAx79+4Fyla8+fjjj3Wew8/PD0FBQcjIyEBCQgLatWuHZ555Br6+vkbtGxGRJXjjjTcQGxuLadOmYfLkyVoz6rz33nuIiIjA5s2b0bBhQ7z66qt49NFHcfr0aUilUtSrVw99+/bVenyJRAIHBwecOHECbdu2RYsWLfDqq6+isLDQfA/biIgI4ERdIiIiIiIiIovx1Vdf4ZlnnkH//v2xZMkSje25ubl47LHHMHToUJw5cwaZmZkYMGAApk+fjt27dwMAZsyYgbFjx2rs6+zsDABwc3PDn3/+ibVr1yIpKQmTJ0/GI488goYNG5qgh0REpmHygAgiIrJdTBFMRERERPoKDw+vdPvXX38NPz8/TJgwAQDg6OiI2bNnY/LkyUhLS4Onp2eV5xg5ciT+/vtvxMfH4+rVqwAAJycnrXWVSiWUSqXqdWZmZjV7RERkWd5++23Y29vjzp07WrcXFBTg3XffxRtvvIEnnngCALB161YEBwcjKioK48ePh6+vL6ZNm6bzHO3bt0dgYCCWLl0KlI2df/75JwMiiIiIiIiIiKhWOPeAiKzFpk2bgLKs6Np8++23uHPnDiIiIiCVSuHl5YXFixdj/PjxSExMREBAALy8vODl5aXzHL169cLNmzcRGhqK3Nxc1KtXDxkZGVoDIvg8jIjqKjtzN4CIiGxHWFgYLly4gFOnTpm7KURERERUx8XExKBNmzaQSCSqsnbt2qGkpAQXLlzQ6xgvvPAC3N3d0bdvX4SHh2Pz5s1wc3PTWjciIgL16tVT/RccHKy1HhFRXWFvb1/p9r///hv37t3Do48+qioLCAhAu3bt8Ouvv+p1jtDQUDRt2hR9+vTBmDFjsHLlSlUgmzZKpRKZmZlq/xERkeFFRkaidevW6Ny5s7mbQkRERERUI5x7QES24tSpU2jevDm8vb1VZT179oQQAn/99Zdex5gxYwYuXbqE+vXro379+hg0aBA6dOigtS6fhxFRXcUMEURERERERERU59y7d0/t5i8A1eo3GRkZeh1DKpVixYoVWLFiRZV1Fy1ahHnz5qleZ2Zm8iYwEVm1W7duAQD8/f3Vyv38/JCQkKD3cb766iscPXoUycnJWLt2Lfz8/HTWjYiIUGWTICIi4wkLC0NYWBgyMzNRr149czeHiMjqcNVyIiIiIjKU5ORkjewP5c/HkpOT9TqGQqHADz/8gLS0NDg6OsLFxUVnXT4PI6K6igERRERERERERFTnyGQyZGdnq5WVv3ZycjLK+WQymcGPS0RkqUpKSgAADg7qt5ClUmm1JnZJJBL07t1br7p82EZERERE1oCBZ0RERERkKHZ2digqKlIrK39dVRbgijw9Pausw+dhRFRXMSBCCyEEUPbATV9Z2TnIVIrS/zOVO2mTlQ0oRen/y/9GtJXpu68xzqNDdlYmSpS5yM7KRGampNr72wRdP+Ma/OzLx5DyscgacZwlqpvM/j400GecLYyz4FhL5qbv+7WW16nVYXXXtNX4eWrre23KqmKqcbZp06b45Zdf1Mpu3rwJAGjSpIlRzw2Os0Q2Qe8x0Az3bUwx1vr4+AAAUlJS1FYgS0lJQZs2bYxyzooP22oy1mr7eVrddQARAcYap8vw3kEl+LyByGZU6/3KsVarGo2zvH9AZPO0jr8cZ3XifVoiMoSajgumGGuDgoLw66+/qpXdvn0bABAYGGi085Yz9r0D3icgsk7muKaVCGu/8q2BW7duceUxIjK7+Ph4BAUFmbsZRsFxlogsgTWPs+BYS0QWwFDj7OLFi/HNN9/g0qVLauX79+/H0KFDcfHiRbRs2RIAMGPGDBw7dgwXL16s9XmrwnGWiCyBIcbaO3fuoH79+jh48CAGDhyoKs/MzISPjw8+/vhjPPvsswCArKws+Pr6YuXKlZg5c2at218VjrVEZG68d0BEZHzWPNZynCUiS2DN4yw41hKRhTDEWPvRRx9h8eLFyMjIUCs/ePAgBg0ahNjYWDRv3hwA8PHHH2PevHlISkqCq6trrc5bFY6zRGQJ9BlnmSFCi4CAAMTHx8PV1RUSif4rYAYHByM+Ph5ubm5Gb6MpsE91hzX2y5b7JIRAVlYWAgICTNo+U+I4q8ma+2fNfYOV989a+2YL4yw41hocfzba8eeimy3/bAw1zkZHRyMlJQUXLlxAVlYWvv76awDAqFGj4OTkhCFDhmD48OEYMWIEXnrpJcTFxeGzzz7D3r17DdSTytVknC1nK38fttJP2FBfbaWfqAN9NcU1rZubGyZPnox3330XgwcPhq+vL15//XU4OztjwoQJRjvvg2oz1lbG0n+/hmZr/QX7zD4bAO8dmIat/N3aQj/ZR+tg6j7awlhb23HWFv7udGHfba/vttpvGLHvtjDOohZjrS3/zZWz9Z8B+2/b/YeBfgaGGGuTkpKQm5uLtLQ0lJSU4MaNG0DZ+Obo6IiBAweiR48emDJlCj788EOkpKRg8eLFmDdvntGDIWCGewe29rdpa/2FDfaZ/a2d6oyzDIjQws7OrsYRe25ublb3R8s+1R3W2C9b7VO9evVM1h5z4DirmzX3z5r7BivvnzX2zdrHWXCsNRr+bLTjz0U3W/3ZGGKcPXLkCK5cuQJHR0f06tULe/bsAQAMHToUTk5OAICoqChs2rQJJ06cQL169XDy5El06tSp1ufWR23G2XK28vdhK/2EDfXVVvoJC+9rbcfaqKgovPjiiygpKQEATJw4ETKZDHPmzMErr7wCAFi9ejWmT5+Oxo0bw8HBAQ0bNsS+ffvg7u5ukD5UxRBjbWUs+fdrDLbWX7DPNsNYfea9A9Oxlb9bW+gn+2gdTNlHax9rDTXO2sLfnS7su+313Vb7DSP13drHWRhgrLXlv7lytv4zYP9tu/8wwM+gtmPt4sWL8dNPPwEAPD090bdvXwDADz/8gNatW0MikWDv3r1YvHgxnnvuOcjlcixcuBDh4eG1Oq++zHXvwNb+Nm2tv7DBPrO/NafvOMuACCIiIiIiIiKyOG+99VaVdaRSKWbOnImZM2eapE1ERNZk8ODBOHnypEb5gzeonZ2d8fXXXyM3Nxd5eXnw8vIycSuJiIiIiIiIiIiIrNenn35aZR0PDw9ERkaapD1ERHUVAyKIiIiIiIiIiIiIbIxCoYBCoTB4XSIiIiIiIiIiIiIiIiJTsjN3A6yFTCbDkiVLIJPJzN0Ug2Gf6g5r7Bf7RBVZ+8/PmvtnzX2DlffPmvtG2vF3rht/Ntrx56IbfzZUGVv5+7CVfsKG+mor/YSN9dUW2drv19b6C/bZ3E0xGVvss7Wxld+hLfSTfbQOttDHusaWfyfsu+313Vb7DRvvuznx586fAftv2/0HfwYWy9Z+L7bWX9hgn9lf05EIIYTJz0pERERERERERERERERERERERERERERERFQLzBBBRERERERERERERERERERERERERERERER1DgMiiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiozmFABBERERERERERERERERERERERERERERER1TkO5m6ANcjKysKxY8cghECPHj1Qr149czepUkIIHD16FImJiXjiiSfg6OioUUepVOL48ePIzs5Gly5d4O/vX6M6ppKSkoLTp0/D0dERoaGhcHd316hTXFyM33//HUlJSWjfvj2aNGlSozqmUlBQgDNnziA5ORnNmjVDixYttNY7c+YMbty4gZCQELRr167GdUypqKgIu3fvhpubG4YMGaKxPTY2FhcvXkRAQAA6d+4MiURSozrGdu/ePfz4448a5f3794evr69a2a1bt/DXX3/B3d0d3bt3h1Qq1dhPnzq27K+//sK///6L5s2bo02bNuZujl6EEIiJicHNmzfRqFEjjfdffn4+9uzZo7Ffz549ERQUpFZ29+5d/P7773B2dkbPnj0hk8mM3v7KHD16FAkJCWpl9evXR58+fdTKCgsL8dtvvyEjIwOdOnXS6Je+dUzpxIkTuHnzpka5XC7HyJEjAQCJiYn49ddfNeo89thjcHZ2Viu7cuUKzp8/D39/f3Tp0gV2dqaPR71x4wZ+//13dOzYEc2bN9daJyYmBnFxcWjUqBE6duxo1DpkmZKSknDy5Ek4OzujR48ecHJyMneTzK4673VbkJ+fj59++gkymQyDBw/WWic1NRUnTpyATCZDjx49oFAoTN5Oc0hOTsYvv/yCxo0b4+GHH1bblpSUhEOHDmnsM3ToUIv/7kjGERsbizNnzqBbt25o2LChXvucPn0aN2/eRLNmzdC2bVujt9EQkpOTcfLkScjlcvTs2bPSz5XCwkLs2rVLo7w6PyNjKy4uxsmTJ5GcnIwOHTqgcePGRtnHEty4cQNnz56Ft7c3unXrBnt7e511U1NTcfDgQY3ywYMHw8PDw8gtrR0hBI4cOYI7d+5gzJgxen0HVyqVOHbsGHJycvDII4/Az8/PJG0lwykuLsahQ4eQnp6O8ePH67VPbm4ujh07hoKCAnTv3h2enp5Gb6ch3b59G6dOnYKrqyt69Oih9V5wuZycHOzdu1ejvHfv3ggICDByS6vv3LlzuHLlCho2bIiHHnrIaPtYiuLiYpw4cQIpKSkIDQ1Fo0aNKq2v7f6Gj48PBgwYYOSWGk5RUREOHjyI/Px8jB49Wq996trzGluWmpqKQ4cOoUGDBnjkkUf02qc61ymWICMjA8ePH4e9vT169uwJFxeXSuvv3LkTxcXFamUdO3bU+XzIlAoKCvDbb7/h3r176Ny5s16fCzXZx9yq8xzi3LlzOHfunFqZTCbTe7wyl6SkJPzyyy8ICQnR+7Pw6tWriImJga+vL7p27WqWe9y26NixY7h16xZGjhwJuVxeZf26+J7TJj8/H8eOHUNeXh66du0KHx+fSusfOHAA6enpamVNmzZF586djdzSmsvOzsaxY8dQXFyMHj16aJ3bYIh9LFH5Z6ODgwN69OhR5Wfjjh07UFJSolb20EMP6XzWZclycnJw8OBBuLq66n1Nzuc2xpOYmIijR4+idevWes+hsYQ5KoZS3e9NUVFRUCqVamVt27atE/eqazLPpC7OTdGlOuNIQUEBdu/erVHevXt3NGjQwMgtNZ4//vgD165dw5AhQ/T6/Kzu/RcyLFv7vmKt79GcnBwcO3YMRUVF6N69u17Pi2qyj6UoKirCiRMnkJaWho4dO1b5+zh+/Dji4+PVynx9fdG/f38jt9RwLPZ5t6BaOXLkiPD09BSdOnUSXbp0Ee7u7iI6OtrczdLps88+Ey1atBAhISECgEhOTtaoc+XKFdGoUSPRokUL0bt3b6FQKMTGjRurXccUCgsLxXPPPScCAgLEo48+Krp16ybc3NzE1q1b1eqlpKSITp06iaCgIDFw4EChUCjE//3f/1W7jql89913olmzZqJHjx5i+PDhws3NTQwbNkzk5uaq6iiVSvH4448LLy8vMWjQIFGvXj0xadIkUVxcXK065rBw4ULh6Ogo2rRpo7Ft9uzZwsXFRTz66KPCz89P9O3bV2RnZ1e7jinExMQIAGLkyJFiwoQJqv/Onz+vVm/lypVCLpeLfv36iSZNmoiWLVuKW7duVbuOrcrLyxNDhgwRPj4+YtCgQcLNzU08++yzoqSkxNxNq9Svv/4q2rVrJ9q3by9GjBgh/Pz8RM+ePUVqaqqqzu3btwUAMWTIELW/oZMnT6od6/PPPxcKhUL07t1btGzZUjRs2FDExsaaoVf3DR8+XDRv3lyt3REREWp14uPjRcuWLUWTJk1Ev379hFwuFytXrqx2HVNbtWqVWr8mTJgg3NzcROfOnVV19u7dK+zs7DTqJSUlqR0rPDxcODs7i0cffVTUr19fdO/eXdy7d89kfTl//rwYNmyYaNSokXB0dBQffvihRp2ioiIxadIk4e7uLgYNGiS8vLzE448/LpRKpcHrkOXatm2bcHZ2Fr169RKtWrUSwcHB4sKFC+Zultnp+163diUlJWLevHkiICBABAcHiw4dOmitt2vXLuHi4iJ69Ogh2rZtK+rXry/OnDlj8vaa0p07d8SkSZNEQECA8PDwEDNnzjrdqvsAADB8SURBVNSoc/jwYQFAjB8/Xu3vKD4+3ixtJvM5deqU6N+/v2jWrJkAoPG9VZv8/HwxfPhw4e3trfpO9/TTT5v9O11VvvrqK9XnSuvWrUVQUJA4d+6czvrp6ekCgBg0aJDa++To0aMmbbcuycnJIjQ0VDRo0EAMGDBAKBQK8eabbxp8H0uwbNkyoVAoxIABA0SDBg1E+/btxd27d3XWP3HihAAgxowZo/a7u3r1qknbXV0bN24UzZo1U90fS09Pr3Kf2NhY0bBhQ9GyZUvVvbDPP//cJO0lw1i5cqVo1KiRaNKkibC3t9drnz///FP4+fmJ9u3bi+7duwtXV1exZ88eo7fVUD799FOhUChE3759RbNmzUSTJk0qfX9ev35dABDDhw9Xe0+fPn3apO2uSnFxsXj66adFvXr1xKBBg4S3t7cYPny4yM/PN+g+luTu3buiffv2omHDhmLAgAFCLpeLd955p9J9JkyYIJo0aaL2u1yyZInJ2lxby5YtE8HBwaJRo0bCy8tLr33q2vMaW5WcnCyefvppUb9+feHl5SWmTp2q137VvU4xtwMHDoh69eqJRx55RHTs2FF4eXmJY8eOVbqPTCYTvXr1Unvf7t2712Rt1uX69esiJCREhISEiL59+wq5XC4+/vhjg+9jTjV5DrFkyRLh7e2t9vuaMWOGSdtdHYmJiWLixIkiICBAuLu7i7CwML32e/3114VCoRADBw4UgYGBonPnziItLc3o7bVlX3zxhWjVqpXq+4o+95Dq2ntOl3PnzonAwEDRunVr0bNnT+Hs7Cy++uqrSvfp0KGDCA0NVXsvfvLJJyZrc3UdO3ZMeHl5iYceekg88sgjol69euLAgQMG38cS/fDDD8LNzU107dpVhIaGCh8fH3HixIlK97G3txd9+vRR+/3+8MMPJmuzIRQUFIgXX3xR1K9fXwQGBooePXrotR+f2xjH9evXxZgxY0RwcLBwcXERr7/+ul77WcocFUOoyfcmLy8v0a1bN7X34s6dO03W5pqoyfVdXZ2bokt1x5Hk5GQBQAwePFjtd/3bb7+ZtN2G8t1334nQ0FDVMxl9nlnW5P4LGYYtfl+x1vfoH3/8IXx9fUWHDh1Et27dhKura5X3Nmqyj6W4ffu2aNu2rWjUqJHo37+/kMvl4r333qt0nzFjxoimTZuq/R6XLl1qsjbXhqU/72ZARC0UFBSI4OBgtQF4zpw5wt/fX+Tl5Zm1bbps2rRJXLp0Sfz44486AyL69OkjBg0aJIqKioQQQnz88cfC0dFR3Lx5s1p1TCE/P1+sX79eFBQUqMr+97//CUdHR3H79m1V2fTp00WbNm1EVlaWEEKIgwcPCgBqkyv0qWMq33//vdpEu8TEROHi4iJWr16tKvvggw+Et7e36iZYbGysUCgUYsOGDdWqY2oHDx4UzZo1EzNnztQIiIiKihIODg6qh6zJyckiKChILFy4sFp1TKU8IOLBv7WKzp07J+zs7FRfBvPz80WXLl3EqFGjqlXHlr311lvC399fJCYmClH285LJZGLbtm3mblqlDhw4oBYcc+/ePdGsWTO1ByLlARExMTE6jxMfHy9kMpnqxnVRUZEYNGiQ6Nmzp5F7ULnhw4eLOXPmVFpn5MiRolu3bqoJ8V999ZWws7NT+7noU8fcbt26Jezt7cW6detUZXv37hUymazS/X788UdhZ2enCnBJS0sTjRs3FnPnzjV6m8v99ttvYu/evaK4uFh4eXlpDYhYv369cHFxEZcvXxZCCHHz5k3h6ekpli9fbvA6ZJkSExOFXC4Xa9asEaJsotCwYcNE165dzd00s9PnvW4LiouLxfLly0VqaqoIDw/XGhCRmpoq3Nzc1ILjxo4dK9q2bWvi1prWlStXxNatW0V+fr7o0aNHpQERhYWFZmkjWY7o6Ghx8OBBUVJSovcNooiICOHr6ysSEhKEEEJcuHBByOVy8dlnn5mgxTVz584doVAoVNcdJSUl4rHHHhMPP/ywzn3KAyJOnTplwpbqb+rUqaJ9+/aqh5z79+8XACp9aF+Tfcztjz/+EADEjz/+KIQQIicnR7Rv315MnjxZ5z7lARHl91Lqio0bN4rLly+LvXv36h0Q0aNHDzF06FDVDdo1a9YIJycnLmZQh6xdu1bcuHFDbN68Wa+AiJKSEtGyZUsxadIkVdmSJUuEu7u7yMjIMHJra+/q1atCKpWKzZs3C1G2sEzfvn3FwIEDde5THhBx5coVE7a0+jZv3iycnZ3FpUuXhCi7d+Ll5SXeffddg+5jSSZNmiQ6duyoWjCnfPyq7LNzwoQJYvr06SZspWGtWrVKJCQkiA8//FCvgIi6+LzGVt24cUN89tlnIjc3VwwYMECvgIiaXKeYU05OjvDx8RELFixQlU2fPl00atSo0u+GMpnMIh/4Dx48WPTt21fV9s2bNwsHB4dKPy9qso851eQ5xJIlS/Se1GoJYmNjxbZt20R+fr545JFH9JpgVH5P49dffxWi7DlH8+bNxaxZs0zQYtv1+eefi/Pnz6t+/voERNS195wunTp1EqNGjVJNPP3ggw+EQqGoNACuQ4cO4oMPPjBhK2uusLBQNGzYUO0eYnh4uPD19RU5OTkG28cSZWVlCS8vL7XJ59OmTRNNmzatdCKUvb296vO/rsrJyRGrVq0S6enpYubMmXp9dvC5jfGcPXtW7Ny5UxQWFooWLVroFRBhSXNUaqum35u8vLyqDFCzNDW5vqurc1O0qck4Uj7Z2loWO9u+fbs4ffq0am6XPv2qyf0XMgxb+75ire/R4uJi0axZM7V7Pa+//rrw9PQUmZmZBtvHkkyYMEF06tRJ9TkaFRUlJBJJpYsMjRkzRuu8grrA0p93MyCiFsonzD+4qtbNmzcFALFv3z6ztq0qugIi4uPjBQDx/fffq8oKCgqEu7u7akKjPnXMqfx38PPPPwtRdpPA2dlZrFq1Sq1e+/btVR+A+tQxp5KSEhEYGCiWLVumKuvQoYN44YUX1OqNHz9e9O3bt1p1TOnu3bsiKChInDhxQoSHh2sERIwZM0Y8+uijamWvvfaaCAoKqlYdUym/aN65c6fYu3evahLwg15//XURHBysVrZlyxZhb2+veniuTx1b1qJFC/Hyyy+rlT3++ONiyJAhZmtTTb3wwgtqWQbKAyI2bdokvv32W61BAB9++KFwc3NTW2X/hx9+EADE9evXTdb2ispXi4yKihLHjx/XWAEjPT1d2Nvbiy+++EJVVj6WLV68WO86luDtt98Wzs7Oapkd9u7dKxwdHcVPP/0kfvjhB60BgZMmTRK9evVSK3vzzTeFt7e3Sdpdka6AiD59+oiJEyeqlT3//PMiNDTU4HXIMq1Zs0a4uLiorYz6008/1YmJUMamz3vd1ugKiNi8ebNwdHRUuynx22+/CQDi7NmzJm6leVQVEHHgwAHx/fffi2vXrpmlfWRZ9L1B1KZNG/Hiiy+qlT3xxBOVTmY1t48//lgoFAq1DIeHDh0SAFSTUCsqD4hYt26d2LNnT6XZJExNqVQKuVwuIiMj1cpbt24tZs+ebbB9LMGcOXNEq1at1MrWrl0rnJycdD4QLQ+I2Lt3r9i7d6+Ii4szUWsNQ9+AiPJJ4g+uwJmfny9cXV3NnuGOqk/fgIhTp04JAOKvv/5SlaWmpgoHB4c68SA8IiJCeHt7qxa0EUKI3bt3C4lEonqwX1H53/rWrVvFd999Jy5evGjCFutvwIABYty4cWpl//nPfyoNxq3JPpYiLy9PyGQyjZWOmzdvXumiCxMmTBCPP/64iIqKEkePHq0TDxC10Tcgoi4/r7Fl+gZE1OQ6xZzKH34/uJjShQsXBADxyy+/6NxPJpOJiIgIERUVJc6cOaM2hpvL3bt3hUQiEbt27VKVFRUVCR8fH/H2228bbB9zq8lziCVLlojQ0FCxd+9e8fPPP2tdhM5S6TvBaPr06WrPNIQQ4v333xdubm4Wn7nQGugbEFEX33PaXLx4UQAQR44cUZVlZ2cLuVyutmBVRR06dBCzZ88Wu3fvFr///rtFZwAr/50+mAX+1q1bQiKR6MxEV5N9LNHOnTuFnZ2d2qKQ//zzjwBQaQYle3t78f7774uoqChx9uzZOj/26BsQwec2pqFvQIQlzVGprZp+b/Ly8hJLliwRUVFR4vTp03ViAaiaXN9Z09yUmowj5ZOt169fr3P+Sl2kb0BETe+/kOHZwvcVa32Plj8z+vvvv1VlSUlJwt7eXnz99dcG28dS5OTkCEdHR7Fx40a18iZNmoj58+fr3G/MmDFi9OjRIioqShw7dqzO3re1xOfddqAai4mJgVwuR5MmTVRlDRo0QL169RATE2PWttVUebvbtm2rKpNKpWjRooVqmz51zCk6Ohp2dnZo1aoVAOD69evIyclRay8AtGvXTtVefeqYWlZWFr7++mts3LgRI0eORMOGDTFz5kwAQElJCc6fP19pe/WpY0pCCEydOhUzZsxA165dtdaJiYnR2t5bt24hIyND7zqmZG9vj+XLl2P16tXo2LEjRo4ciaysLNV2Xe0tLi7GxYsX9a5jq5RKJS5fvmwxf8e1UVRUhF9++UWjLxKJBJGRkVi7di26d++OAQMGIDk5WbU9JiYGLVq0gKOjo6qsXbt2AIBz586ZsAeafv31V2zYsAHPPPMMmjRpgn379qm2Xbx4EcXFxWr9lUgkaNu2rep3p08dcxNCYPPmzZgwYQLc3NzUtkkkErz99tt4//330axZMzz33HMoLi5Wbdf13k5JScGdO3dM1oeq6Grn+fPnUXr9arg6ZJliYmLQrFkzyGQyVZmljDOWoKr3OpWKiYlBw4YN4erqqior/zuylDHdnKRSKd566y0sX74crVu3xuTJk1FQUGDuZpGFKyoqwsWLF+vctXBMTAyaNm0KuVyuKtN3PPjkk0+wbt069OrVC3369LGIa6arV68iLy+vWr+HmuxjCXRdz+Xn5yMuLk7nfg4ODnjnnXewcuVKtGvXDuPHj0d+fr4JWmw62u6FyWQyNG/e3KJ/p1Q72n7vnp6eCAwMrBO/95iYGLRq1Qr29vaqsnbt2kEIgfPnz+vcTyKRYNWqVfjoo4/QpUsXDBkyBOnp6SZqtX50jVcXL15EUVGRwfaxFFeuXIFSqazR58rvv/+O9evXY+bMmWjUqBF27txp5NaajzU+r6H7anqdYi4xMTHw9vaGv7+/qqxVq1aQSqWV/j1KJBJs3boV69evx+DBg9GlSxez96/83t6DP397e3u0bt1aZ19qso851eY5xLVr17BmzRosXLgQwcHBWLFihZFba1q63nuZmZn4999/zdYuUlfX3nO6aLv+dnZ2RpMmTarsx759+7Bx40aMHz8eLVu2xG+//Wb09tZETEwMHB0d0bx5c1VZYGAgPD09dfaxJvtYopiYGPj5+cHHx0dV1qZNG9jZ2VX52bhlyxasX78ejz76KLp06YJr166ZqNXmw+c2lsXS5qjURm2+N3399dfYsGEDhg8fjo4dO+LChQsmaHHN1OT6zprmpqAW44hEIsHHH3+Mjz/+GD169EC/fv1w9+5dk7TZ3Gpz/4XMoy5/X7HW92hMTAwkEgnatGmjKvPx8YG/v3+l17vV3cdSxMbGoqCgoEbjxm+//Yb169djxowZaNy4MXbv3m3k1pqHqZ93Oxj8iDbk3r178PT01Cj38vKqcxe95e7duweUPdx70IN90qeOuVy5cgXz58/H3LlzUb9+faCK9p49e1bvOqaWlZWFPXv24N69e/jrr78wadIkuLi4AAByc3NRVFRU6e9AnzqmtHz5cmRmZuL111/XWUfbe8rLywsAkJGRAXd3d73qmIqXlxf++usvdOjQAQDw77//omvXrli4cCEiIyOBsj4FBQXpbK++dWxVVlYWhBAW83dcG4sWLcKtW7fU3gMKhQLHjh1D9+7dAQBJSUno2bMnZs+eje3btwN6vC/MZc6cOejXrx8cHBwghMCrr76Kp556CpcuXUJAQECl42pCQgJQxdhbXsfcfvnlF1y9ehXbtm1TK2/atCkuXbqERo0aAQD+/vtvdO/eHS1atMArr7wC6PG7e/CBqDnpamdhYSFycnLg4uJisDpkmSx1nLEE+rzXqZS2vyMXFxc4Ojra/N9RcHAwzp07p3poeenSJXTt2hXLli3D0qVLzd08qoX/b+/ew6qo1j+Af0UEBEENUMSQeLYmKR01QzQThfBGdtTMe4r3G/VoF2/ZEcuTmqYVKhpFKaZ741GUi5cUzTRTj11E7Zj5VAIqFqCgm7vw/v4I5seIwGaL7A1+P8/T87Rn3qFZzaw1a9aatda5c+cq/aAUAPz9/dGiRQuj/r5er0dxcbHJ68J5eXnYvXt3pTFubm7o2bMnUEF5UPq7ovO2srLCkSNH0Lt3bwBAeno6evfujenTpyMmJqaGUmKcyuqsv/zyS40dYw6ysrLQrl071baq6gQuLi44e/asMinFb7/9hm7duiEkJATvv/9+LZx17TDntrCHWWxsLHJycircb2dnhxdeeMHov5+VlQU7OzvVBAUw4XW/ffs29uzZU2mMRqOBt7c3YGQ9397eHidPnkS3bt0AAKmpqejRowfmzJmDzZs311BK7l9FaSsqKoJer79n+6Axx5iLysqgy5cvV3jc1KlTERkZqdzDS5YsQVBQELp27ar6+KW+qI/9NXXFX3/9hcOHD1ca07FjR6Vj3xjG1FNqmk6nq3S/s7MznnvuOaCS+7F58+aVnm90dDQGDhwIlJT7AwcOxNixY3Hq1Kn7Pn9jGVMPqmt1J2P7Ifr27YvXX39dmUhHp9Nh9OjR6NKlC/z9/R/4edcGthvWjEOHDqkmwrqXUaNGGf33zTnP7d27F7du3apwv7W1NYYOHQqUSUfz5s1VMVWlY8WKFejfvz8aNGiAwsJCTJw4EcOHD8evv/4KOzu7GktLTcjKyiqXPhhQplb3GHN0r/LEwsICzZo1qzQdsbGxyrPx1q1bGDBgAMaNG4fjx48/8HM2JZa/hktKSsKJEycqjfH29oZGozH6v2FO36jcy86dO1FYWFjh/ubNm6N///7Afbw3bdmyRcmLOTk5GDJkCEaOHImzZ8+iQYMGNZKOmmRM/a4+fZsCI8sRGxsbfPPNN+jVqxcAIC0tDb169cKsWbOwc+fOWjhr0zK2/YXu7dq1azh69GilMZ06dVL6FoxhTs/L3NzcKvuz3N3d0aNHD6Ae59GsrCw4ODioJumBAfXd6h5jLiorNyrrQ54xYwa0Wi0aNWoEAHj77bcxbtw4dO3aFe7u7g/4rGtXbfd3c0DEfbC2toZery+3Xa/Xw8bGxiTndL9KR53p9XrVh4t6vV4ZYGBIjCkkJyejb9++8PPzU3W6lz3fsspeJ0Niapurq6vSwH79+nV07doVtra2eO+99+pcmq5du4ZFixbhnXfeUWYhu3jxIrKysqDT6dCnTx+4uLjcM0+V/i6brqpiakurVq1U93ybNm0wdepUfPHFF8qAiLqWJnNjTvfx/Vi5ciXWr1+P+Ph4VWOLg4ODMhgCAFq0aIFXX30VCxcuhIigQYMGsLa2LjczrjncH3379lX+vUGDBnjnnXewZs0aHDlyBGPGjKlz5VRFIiIi4OXlVW5lm7tfyjp16oSXXnoJcXFxykfSdSVv11Q5VVfSS+Xx2lXMkLxOf7vXfVRYWIiCgoKH/j66u6PF09MTY8eORVxcHAdE1HEXLlyocqDAP/7xD6MHRJhLXSk/P7/KdHbv3l0ZEHGv8iA7Oxuo5Llia2urDIYAACcnJ8yZMwevvPIK7ty5A0tL0zVfGXMdzOXaVZcxdYLSQYOlNBoNJkyYgLi4uHo1IKLsNS37/0Kv16tmt6Ta9dVXXyEjI6PC/c7Ozvc1IMLa2hq5ubkoLi6GhcX/L7RsqrxcOnlKZfz9/ZUBEdbW1kqHTKmq8rSjo6PS8YaStq/g4GAsX768BlJQc4wpr+rye4+xz5XSD7NLvf3221ixYgUSEhIwbdq0B3S2plMf+2vqivT09CrLJwsLi/saEGEOebiqNHp6eir5ztj7sfQjM5QMUps/fz7++c9/4q+//jL6veJ+lS2DnJyclO16vV61Ktz9HmNKxpazpe9ApUaNGoWlS5ciPj6+3gyIMIe8Vx8cO3asysHx9zMgwpzz3KFDhyqdAMvBwUEZEFGajrsnWKoqLw4YMED590aNGiEkJARbt27FDz/8AF9f3xpKSc0w5vlQX+o4FaUjOzvb4Gejg4MD5s6dixdffBE3bty450fd9QXLX8OlpKRUWU9zcnK6rwER5n494uLiKl2t9bHHHlMGRNREPdXW1hYLFy6Ev78//vjjD7MccP8wtelWxJj7tkmTJsqH1ihpW5s9ezZef/11FBUVlftYub6pb/eAqf35559Vls+2trb3NSDCnMrn3NzcKtP7zDPPKAMi6msetba2VvoEy6qq/K3uMebC2HIjICBA9Xvx4sVYuXIlDh06hEmTJj2gszWN2i5bOSDiPmg0GmRlZSErKwtNmzYFSl7YMjIyzLLCZ4jSl4Dk5GTVzNXJyclKw54hMbUtJSUFffr0QZcuXaDT6VQfS3h4eKBBgwbllkJKSkpSrpMhMabk4uKCgIAAHDt2DChpzHFzc6v0fA2JqU0vvvgiEhMTkZiYCJSs5lHakfvEE0/AxcUFGo3mnudrZ2eHli1bAiX3X1UxpuTg4KCa5UWj0eDkyZOqmKSkJABQroMhMQ8re3t7ODs7m819bIwPPvgAISEhiI2NNagTxMHBAdnZ2cjJyYGdnR00Go2S90uZ4/1hY2ODRo0aKfd/2WeFp6enEpeUlKQMAjEkxpQyMzMRHR2NFStWGBR/r/x/r3vXysqq3KowplTRebq5uSnP05qKIfOk0Whw8OBB1TZzLGfMxd15nf6m0Wiwbds2VWML76OK8T6qH0aMGIERI0Y8sL/fuHFjtGrVyuR14aZNm1Y5G25ZGo0G8fHxygBfGFkeODg4oKCgAFlZWaqPc2tb2faCsoNkK7sOxhxjDjQaTbmZroy9dvWtjCv77lL2A6Pk5ORyHxxT7SmdjOJB0Wg0KC4uxpUrV9CmTRugZHnna9eumSQvl508xRAajaZcJ5yxeTozM9PkA9TKquj9s1WrVhV2ohhzjLkovV7Jycl4+umnle3Vfa5YWlqicePG9a6MLlUf+2vqig4dOlSrfDJGTdVT7kd1y+C0tDTk5eUpZUx6ejpycnKqXQajZNZHUw2IKFsPKjsYNikpCYGBgTV2jCnVZD9EfasLV/T8bNiwYb2btfJBWrJkyQP9++ac51avXm1wbNl0dOjQAQAgIkhJScGwYcMM/jtly05zo9FokJ2drfqYPzc3F2lpaRWWN8YcY440Gg3+/PNP5OfnKx9FXb9+Hfn5+UY/G+vzgAj22xju2WefxbPPPvtA/xvm/o3Kpk2bDI6tqfemsnnRHO9JY+p39eHblLJqqhxxcHBAXl4e9Hq9cs/UVzXV/kJ/K/2G80Eyp/eVRx55pNrtBvUxj2o0GqUN3dXVFQBQUFCA69evV1rfre4x5qJsudG5c2dle1JSkvJOYwgrKyvY2NiY5TvM/art/m4LA2KoAs899xysra2xY8cOZduOHTtgYWGBfv36mfTcjPXkk0/Czc1NmcUfAE6dOoXLly/j+eefNzimNl25cgV9+vRBp06dsH37dmUpmVJNmjSBr6+v6nxTU1Nx9OhR5XwNialNqampqt9FRUVITEyEm5ubsi0wMBC7du3CnTt3AAB5eXmIjY1Vna8hMbWhtMO27D+DBg3Co48+Cp1Oh06dOinnu3//fty+fRsoaeT6z3/+g4EDByof0hgSU1vuvk4igt27dysz8ZWe75kzZ3Dp0iVlW1RUFLy8vJTOdENiHmaBgYHYuXMniouLgZIlGOPj402SN6trzZo1WLx4MWJiYlQrKpS6+x5CybLoTzzxhLKMb2BgIFJSUlTLokdFRcHV1VVVmapNOTk55ZY43rNnD/Lz85X7v02bNujYsaOqXP3ll1+QmJioXDtDYkxp27ZtEBG8/PLL5fbdfe3y8vKwb9++cvn/4MGDqiW+tm/fjn79+pnNRyQoOc/Y2Fjk5+cDJR/4REdHl3ue1EQMmafAwECkpqaqlpiOioqCi4sLunbtatJzMzVD8jr9beDAgcjKykJCQoKyLSoqCs2aNTOLQW6mdPd9VFhYiLi4ON5HdE/nz59HdHS08jswMBDR0dEoKioCSjq84+LizPr5GhgYiL/++ku1FHJUVBScnZ2V+76goAA6nU5p3K2oXuzh4WHSwRAAlHKsbJ316tWrOH78uOo6nDhxQikDDT3G3AQGBuLEiROq2TujoqLQvXt35SOD9PR06HQ63Lx5E6ig/SImJqZelHEHDhxQJi/o3LkzXF1dVdf0+PHjuHLlillfU6q+uLg4/PTTT0DJRxX29vaq675nzx5kZ2erZkY0V4GBgbh06RLOnDmjbIuKioKHh4cy85per4dOp8O1a9eASsrjzp07m917bNkZMIuKirBz505Vfvztt9+g0+mU9iRDjjFXjo6O8PHxUd2LycnJOHnypOr8jx8/jkOHDgElKzyVltWlvv76a2RmZtaLMrpUdHQ0zp8/D9TT/pqH2d11DkPqKeakX79+KC4uRkxMjLItKioKjRs3Vk2as337dly8eBEomT2ztMwqFR0djWbNmqFdu3a1ePZqjz/+ONq2basqgxITE3Hx4kVVGXT48GF8++231TrGnBjSD3Hu3Dns2rVL+X33c/OPP/7AmTNn6nQ5e/36deh0OqUPLjAwEF9//TXS09OVmKioKPj5+Zl85YGHXV3Pc/fi7e0NJycnVToOHz6MtLQ01cCO/fv34/Tp0wCAmzdvlpsVPTo6GhYWFmbZtu3n5wcbGxtVGqOjoyEiyuztALBr1y6cO3euWseYu/79+6OwsBDx8fHKtqioKNja2qJPnz7KNp1Oh19//RUoeTaKiOrvREdH45FHHrmv2f7NUV5eHnQ6nfKhGPttTCs5ORk6nU4pX8zpG5X7Zeh7U9l3rbS0NKV9uux+W1tbdOzYsRbPvnqMqd/V5W9T7mZIOXJ32VNRu1C7du3M4kPrB6FsW4qh7S9kOvXpfaW+5lFfX180adJElY9K22TLruwWGxurtFsbeow5atmyJbp27ao69z/++AOnT59WlRvffvstDh8+DJRc17LfkQHAwYMHcfv27TrdnlCWSfu7he7LsmXLxM7OTpYuXSrLli0Te3t7CQkJMfVpVeinn34SrVYrCxYsEAASHh4uWq1WUlJSlJgdO3aIpaWlvPnmm/Lhhx+Km5ubjBw5UvV3DImpDXq9Xtq2bSuurq4SGRkpWq1W+efy5ctK3KlTp8TGxkYmTpwo69atkyeffFJ8fHyksLCwWjG1pUePHjJz5kwJDw+X0NBQefbZZ6VFixZy4cIFJSYlJUVatmwpgYGBEhYWJn5+fuLu7i5paWnVijGVN954Qzp27KjaptfrpUOHDtK9e3cJCwuTl156SZo2bapKtyExtSUkJEQCAwNlzZo1sn79eundu7c88sgj8t///leJKS4ulgEDBki7du0kNDRUgoODxdLSUg4cOFCtmIfZ77//Lk5OTjJ48GAJCwuTXr16iUajkZs3b5r61Cq1efNmASCTJ09WlU0xMTFKTGhoqPj5+cmqVatk48aNMnDgQLG3t5eDBw+q/taYMWPk0UcflQ8//FDmzp0rlpaWEhUVZYJU/e3atWvi6ekpCxYskIiICJk3b57Y2trKlClTVHEHDhyQRo0aSXBwsISGhkrbtm1lwIABUlxcXK0YU3nqqadk7Nix99w3ceJEGTlypKxbt04++ugj6dSpk7Rp00Z+//13JSY3N1c6deokTz/9tKxfv15Gjx4tTZo0kbNnz9ZaGm7evKnce/b29jJ+/HjRarVy7NgxJSYtLU3c3d3F399fwsLCZODAgdKyZUtV3aCmYsh8jR8/Xlq3bi1r1qyR+fPni6WlpWzdutXUp2VyhuT1h8X+/ftFq9XKoEGDxN3dXSlbCgoKlJhZs2aJs7OzrFq1St5++21p1KiRhIeHm/S8H7SioiLl/0X79u0lICBAtFqt7NmzR4l55ZVXZNiwYRIaGiqhoaHi7e0trVq1Mkn9lUzr+vXryv0CQIKDg0Wr1areH0JCQqRp06bK76SkJHF2dpZBgwZJWFiY9O7dWzw8PCQjI8NEqTDMpEmTpFWrVrJ69WpZuHChWFpaSmRkpLI/LS1NAMiWLVtERCQ8PFx8fX3l/fffl08++UReeOEFsbOzU+UlU/ruu+/E2tpaJk+eLOvWrRMvLy/p2bOn3LlzR4kZOXKk+Pj4VOsYc3Pnzh3x9fWVjh07ytq1a2XKlCliZWUl3377rRJz7NgxASCnT58WEZE333xTBg8eLB9//LGsXbtWunfvLi1atKjVOq8xfvzxR9FqtTJv3jwBIBEREaLVauXKlStKTNeuXVXvA1FRUWJpaSlz586VNWvWSOvWrSt8XyDzdOLECdFqtTJjxgyxsLBQyuSy7WTu7u4ye/Zs5XdYWJhYW1vL4sWLZeXKleLo6Kjab+6GDRsmjz32mHz00Ufy2muvScOGDWX37t3K/kuXLgkAiYuLExGRVatWSd++feWDDz6QDRs2SN++fcXBwUG++eYbE6aivIyMDPHw8JA+ffpIWFiYDBo0SJydnSUpKUmJ2bBhgwCQ3Nxcg48xZ8eOHRMrKyuZOnWqrF27Vjp06CC+vr6q58qwYcOkZ8+eIiXtAe3bt5e5c+dKRESEvPXWW2Jvby+jR482YSqq5+jRo6LVamX8+PFib2+v5NnMzEwlpmnTpqr+mLrWX/MwK72eXl5e4uvrK1qtVmJjY5X9d9c5DKmnmJu33npLmjZtKsuXL5d3331XGjduLKtWrVLFNGzYUNm2e/du6datm7z33nvy6aefyujRo8Xa2lpVjzaVuLg4sbS0lDlz5sjHH38sHh4eMnjwYFVM7969VdsMOcacGNIPsWjRInF0dFR+e3t7y6xZsyQ8PFzee+89adWqlfTs2VOys7NNlIrKFRYWKnmvbdu20q9fP9FqtbJv3z4lZt++fQJAabPIz88Xb29v6dy5s6xbt07GjRsntra28v3335swJfXf2bNnRavVyr/+9S8BIOvXry/X913X81xFIiMjpVGjRrJw4UJZvXq1uLi4yOTJk1UxHTt2VLYlJiaKl5eXLF68WCIiIiQ4OFisrKzM+vm/cuVKsbW1lXfffVeWL18uDg4OsmjRIlWMo6Ojapshx9QF8+bNk+bNm8uKFStkyZIlYmNjIx9++KEqBoCybceOHeLj4yPLli2TTz/9VEaOHCnW1tZ1su8iPj5etFqtBAQESPv27ZXyuLQ/NDU1VQCIVqtVjmG/zYORk5Oj/P93dXWVoUOHilarlYSEBCWmtP02NTVVxMy+UakJhrw3lX3XOnDggDz11FOydOlS+eyzzyQoKEisrKxk48aNJkqBYYyp39XVb1MqUlU5cnfZExYWJn369JGVK1fKxo0b5fnnn5cmTZrI/v37TZgK4128eFG0Wq2sWrVKAMiKFStEq9XKxYsXlZiybSliYPsLPRgP4/tKfc2joaGhYmNjIyEhIfL+++9L8+bN5Y033lDFtG7dWrXNkGPM1ZEjR8TKykqmT58ua9euFU9PT/Hz85OioiIlZvDgwdK7d28REUlPTxdPT0+ZN2+eREREyIIFC6RJkyYybtw4E6bCcObe391A7h5STdUWHx+P2NhYiAief/55DBkyxNSnVKGtW7ciLi6u3PbXXnsNPj4+yu+TJ09i69at0Ov16NWrF4KCgtCwYUPVMYbEPGg3btzArFmz7rnvlVdeUS2Nd+HCBURERCAtLQ2dO3fGjBkzyo0GNCSmNhQWFmLbtm04ceIELC0t0bFjR4wbNw5NmjRRxV27dg0bN25EUlISNBoNZs2aBScnp2rHmMLWrVtx5swZrFq1SrX91q1bCAsLw4ULF+Dq6opp06bBw8Oj2jG15ciRI4iPj8ft27fRvn17TJw4Ec2bN1fFFBYW4rPPPsOpU6fQrFkzBAUFoUuXLtWOeZhduXIFGzduRHJyMtq3b4+ZM2ea5cxfZX3xxRf46quvym13dHTE+vXrld+nTp3Crl27kJGRgXbt2iEoKKjc0prFxcWIjIzE0aNHYWtrizFjxph8tu0bN25g06ZN+Pnnn9GyZUv069dPNYNLqZ9++gmbN29GZmYmfHx8MGXKlHIr+RgSU9vS09Px6quv4vXXX69wBG5sbCwSEhJQVFQELy8vTJgwodwzQ6/XY8OGDTh//jxcXFwwdepUtG3btpZS8fcSY/Pnzy+33dvbG2+88YbyOz09HWFhYfjtt9/g7u6OmTNnolWrVqpjaiqGzFNxcTG2bNmCb775Bra2thg1atQDX2K4rjAkrz8MFixYgMuXL5fb/vnnn8PW1hYomRVJp9MhISEB1tbWGD58OPz8/ExwtrWnsLAQ48aNK7e9devWWL16tfJ73759+Oqrr1BQUIAOHTpgwoQJ5er2VP+dP38e//73v8tt9/f3x7Rp04CS2bj27duHiIgIZf/Vq1eVunC7du0wc+ZMk6+aUBURwZdffomvv/4ajRs3xsiRI+Hr66vsv337NqZOnap6b//++++xc+dOpKenQ6PRYPz48crSuObg559/xueff46MjAx06dIF06dPh42NjbI/NDQUaWlpWLp0qcHHmKO8vDyEh4fjhx9+gKOjIyZNmgQvLy9l/8WLFxESEoJly5YpS9keOHAA+/fvR25uLp544glMmDABDg4OJkxF1SIjI7F3795y2998801lOfRFixbB1dUVwcHByv7vvvsO27ZtQ05ODnx9fTF+/HhYWHAB3rpi/fr1OHbsWLnt77zzDtq3bw8AePXVV+Ht7Y3x48cr+xMSErBz504UFBSgX79+GDlyZK2e9/0oKirCF198gePHj8Pe3h4vv/wyunXrpuz/888/MXv2bMyfP19phzp+/DhiYmKQmZmJxx9/HEFBQXB2djZhKu4tIyMDGzZswKVLl9CmTRvMmDEDrVu3VvYnJCTgs88+w5YtW5Q2hqqOMXfnz59Xnitdu3bF9OnTYW1trez/6KOPkJmZiSVLlgAAsrKysGnTJpw7dw5OTk7w9/evUyslrFy5Ej/++GO57R988AEeffRRAMDkyZMxcOBAvPTSS8r+utRf8zAbNWpUuW3Ozs5Yu3YtUEGdo6p6ijnatWsX9u7dCwsLCwwZMqTcCkNjx47F6NGjMWjQIADA//73P+h0Oly9ehUeHh4YPXq02cyAffr0aXz55Ze4desWevTogUmTJqlWD3r33XdhZ2enanOs6hhzU1U/xPbt25GQkIDw8HCgZOW7L7/8EqdOnYKdnR18fHwwfPhws60f5ufnIygoqNx2Nzc3pa8uMTERy5cvx5o1a5T3sZycHGzcuBGJiYlo0aIFpkyZotSd6MHYvn27ajbNUmXfoetDnqvI0aNHERUVhdzcXPj5+eHll19WzcA+d+5ctGvXTmlLuXr1KiIjI3Hp0iW0bt0aQ4YMMfsZ9Pfu3YuYmBgUFxcjMDAQQ4cOVe2fNm0aAgICMGLECIOPqSt27NiB/fv3w9LSEkOHDi23ysWoUaMQFBSkPDN//vln6HQ6pKamwsPDA2PGjDHZdwH3Y86cObh+/Xq57du2bYOFhQWysrIwffp0zJ49Gz169ADYb/PAVPSNkaenp/IudeLECXz88cf45JNPlBm3zekblZpQ1XvT3e9aly5dwtatW5GSkgJ3d3eMGDECnp6eJjp7w1W3fmfIMXVJVeXIvcqe06dPIzo6Gunp6Wjbti2CgoLg4uJiwlQYb9++fdi8eXO57WWfM3e3pcCA9hd6MB7G95X6nEcPHDiA6Oho3LlzB/3798fw4cNV+4ODg/HMM89g7NixBh9jzs6ePYtNmzbhxo0bePrppzF16lRVubF69WpkZ2dj8eLFAIDMzExs2rQJ58+fh5OTEwICAhAQEGDCFBjO3Pu7OSCCiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjqHPOcooKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgSHBBBRERERERERERERERERERERERERERERER1DgdEEBERERERERERERERERERERERERERERFRncMBEUREREREREREREREREREREREREREREREVOdwQAQREREREREREREREREREREREREREREREdU5HBBBRERERERERERERERERERERERERERERER1DgdEEBERERERERERERERERERERERERERERFRncMBEUREREREREREREREREREREREREREREREVOdwQAQREREREREREREREREREREREREREREREdU5HBBBRERERERERERERERERERERERERERERER1DgdEEBERERERERERERERERERERERERERERFRncMBEUREREREREREREREREREREREREREREREVOf8H0uvfWsLzvY5AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sample_frac=0.5 keeps this a manageable in-memory size — fine for these\n", "# per-row diagnostics, unlike the event-level checks further down, which\n", "# need every row of an event present to sum correctly.\n", "samples = load_predicted_local(FILE, sample_frac=0.5)\n", "_ = plot_marginals(samples)" ] }, { "cell_type": "code", "execution_count": 6, "id": "79e066b1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_marginals(samples, group_by=\"energy\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "d5a0bdb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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FZVWO176eLc/UYIiysjIlJydLtVPlpKbafwikpaWppKTEzE0BAIJYsAxgqD+NK9OVAghGwdLfAkCwI/gMbZLY15F1l0HBAAAA8Kp61562glJ/twYA2qbB7+itRrHfEgi4mkknvVvskbaExfq8TYEglJI61P+MzbhvU399/C0GAHjTwYMH9cYbb2jFihU677zz9Kc//anRMnl5eZo9e7ZycnLUq1cv3XHHHerVq5ckKTs7WwMHDlRMTIwk6fTTT9eLL77o8/0AEDz2FFVo5FOrVVF95Fm5r2fLMzUYYvDgwfrLX/4iwzCUkZGhe++9VzfffLPmzJmjYcOGmbkpr2Dwgkms2c6vY7q6jPLPyXf+gZdYk6/kjmVu1QUAb3I1jSvTlQIAAKApBJ8BAAAACDb1kwFZinL83RwAAICAtHf3DpUW7nO8LjhQ0WQSxdwDFarcYw+cibKWKr12JpD6ATCxCd2V3KOPD1rueymyKsq62REQ1lTCyYaZoyUpoVOkUuOjm11fkxhb1qz64/PqzsucglJVGvZztS5zt5m/Dxp+b+TpuV+Ua59lqBa/X5q2efNmnXfeebrooou0fft2HX300Y2W2bt3r4YOHaqTTjpJ48eP1zvvvKMhQ4bo22+/Va9evVRTU6Pw8HDH8uHh4YynBdCswrIqVVTX6OnxGUpPqrsO8O1seaYGQ8yZM0f33nuv0tLStHr1at1yyy0aNWqUBgwYEBTRYQxe8FBMVykixj7NYX0RMVLmOseFZ0KnSEVHhGvSwk2ORVJk1UrL3VKYrdm6AOALrqZxZbpSAAAAAAAAAECwc5UMKE1SuWFRTVQXfzcPAAAgYOzdvUOdXzldyfXGMtUlUSypOc2RRLEu4/Gsj7Zr64f2Qf72cVC111z1lBsW7b15TcgFRESU7tFKy92KWdr4WNVPOOkqc7QkRUeEa+Xk4Y6ACFfra3rjjC1zxdX4vAFhu7TcIk1csElba4MhnM5VE34fuPreyJNzvyhXyhomVZc7ivj90rQePXooOztbsbGxOuOMM1wuM3PmTEVHR2vp0qWKiIjQ1VdfrYyMDP3tb3/Tyy+/rN69e2vr1q2OoIiNGzcqPT3d5/sCIPikJ8VqYKp/ZsszNRjiuOOO05IlSxyv//3vf5u5egS6+DT7xWW9SExZs+3BEeX7HRedqfHRWjl5uFOUb0H2OsWstil3xGyl9closi4A+ErDaVyZrhQAAAAAAAAAEOxcJQPKKSjVdfN36qXYVH83DwAAIGCUFu5TcphN3578hOJ7DpRqM9KnrZqomI5ljuXqMh7PvjLDPsagVm7pUKdki0U/b9GQDVOVV7hPCrFgiPDKA4oJcx735SrhpKvM0Tn5pZq0cJMKy6ocwRCu1ucSY8ua5Gp8Xl2W7obnaknNaU7ntCe/D1x9bzw698v32wMhxs6REvt63L5Q504C8BUrVuiiiy5SRIQ9kKtDhw4aM2aMXnnlFUlSWlqaTj31VF100UUaPHiwXnzxRX322WdNrs9ms8lmOxL8UlJSYsq+AEBrmBoM0ZwVK1Zo9OjRvtoc/CU+za2Ly9T4aKfpzXKs9n/b4tOllGYuYgEAAAAAAIJJgym8Zc32Z2sAAACARsmAKo1i5anY380C0BoNf2tKUkxXBoJ6QU5BqSprs2cXHKiQx3mR698XCMF7BDn5RxLMRVlLPT9eXranqMI5kWczn3H9fatbzlKUI+XZB3RHWUuVIqvb2849UKHKPUf+/iZ0inQaRwNzZGVlKSsrSzU1NW4s7Vp8z4FKP7E2w3perCN7fkPp3WId11d2zoOScyRpQ5ubERTqj/tqLuGkU+ZoN9eH1ms4Pq8uS3dL56oZvw/qf29MOfcT+zrOBX6/eGbXrl065phjnMrS0tK0Z88eVVdXKyIiQgsXLtRrr72mffv2aeXKlerfv3+T65sxY4amT5/ug5YDQNN8Fgxx/vnnyzAMX20OAIBWqX/zqv6/AQDmcfWgAACAkOZiCm+pdur2mK7+ahUAmIeALwAAAN9r7rdm5joCIkySX2pTkqSJCzZpa20wxICwXRphkTpHR7R+hTFd7Z/Rkludy0PkHkFCp0hFR4Rr0sJNjrIBYbu03HLkWAaaPUUVGvnUalVUHxkk7+ozdrVvKbJqpcWitFUTHQPj0yWttFiUWzq00cDi+urWPeuj7dr64ZFAjOiIcK2cPJyACJNlZmYqMzNTJSUlbmVMB4BQV1VVpZiYGKeyutdVVVWKiIiQxWLRH//4R7fWN23aNN11112O1yUlJUpL43oUgG+ZGgxx//33m7k6QGqQaUFEwwMwmaubV6q92ZTQKdJv7QKAUNLUQ5A2PzQCACBYuJjCWyJbJ4AQQcAXEBR27NihrVu3KiMjQ7169fJ3cwAAZnD1W9OabR9kX76f35smKamoVpKkKef2U7e+wyRJUdY4aamUFGtp/Qrj0+zBKiE6o0dqfLRWTh7uPMtCdqS0+sixDDSFZVWqqK7R0+MzlJ5UN7tD48/Y1b5JUknNaYrpWOZ4nbtjk9JWTVR45YFmt1u37tlXZthnaqpNJjVp4SYVllUxHgYA4FXx8fE6cMD5b9X+/fsVGRnZKEjCHRaLRRZLG66NAMBEpgZDPProo5o4caKZq0Q75irTgoiGB2Cypm5eEXgFAOZx1dc29dAoRVZFWTc7pmmVQudhEACgHas3hTcAhAwCvoCAN336dM2fP1/HHXecVq1apRdffFFXXnmlv5sFAJCUlZWlrKws1dTUuLF0E/it6RNpXaKVnlqbTb7+feu2iE8L6Wvl1Phop+erOdbgeNaanhSrgS18xg33zc55lgFbQalaI71brJTCTAUAAN868cQT9d///tepbNOmTRo0aJDCwsL81i4A8ISpwRCS9PTTT7ssnz17ttmbMp0pNxxgGleZFoiGB+ANrm9eAQDM1KivdfFAIaJ0j1Za7lbMUluDN5jeHQAAAAhYDMIDAtaQIUP0wAMPKCwsTG+88Ybmz59PMAQABIjMzExlZmaqpKREcXEMhgYAAIBvXHfddfrTn/6krVu3asCAAdq5c6cWL16shx9+2N9NA4A2MzUY4sEHH2zyvfnz55u5Ka/ghkNgcsq0AAAAgJAVXnlAMWE25Y6YrbQ+tYOpmN4dAAAAANBOff/993r99dd18OBBzZkzx+UyS5Ys0SeffKKoqCiNGzdOp556quO9Cy64wGldZ599tk/ajRBjzXZ+zQxAAAAAABCQqqurNWbMGEnStm3blJubqwsvvFBpaWl6/vnnpdpgiLVr1+qUU07RiSeeqM2bN+vCCy/Un/70J4+2TSJywDx7iipUWFblVJbQKTKgkz2nyKoo6+YjiVEb3k/yMlODIR566KEm3yPTDAAAAIBG6v0AshTlSJJs8elklgUAoDkMSAMAIORdeuml+vHHH9WrVy999NFHLoMh/vznP2v+/PmaOHGiCgsLdeaZZ+r111/X1Vdf7bTc008/rf379+uJJ57w4R4g6MV0tc/WueRW53Jm8AQAAHC+P+eFwX6tGQSZU1CqSqNYkhRlLVW6i/Xt3b1DpYX7nMpiE7oruUcfk1vesoaDJaOspUqR1eft8CZLUY6UF+t4nV9qU0lFteN10c9bTN9mo0Go8tF946Jce1K7WnXPe81W/zzPyS/1yjZCQXh4uP74xz9KkuP/khQbe+S8CAsL04svvqipU6dq586d6tmzp/r27evxtklEDphjT1GFRj61WhXVzoFF0RHhWjl5eEAGRESU7tFKy92KWWpr8EaM/W+RD5gaDOHK5ZdfrrffftvbmwEAAAAQTFw8UE+TVG5YVBPVxa9NAwAgYDEgDQCAduNvf/ubBg4cqJdfflkfffRRo/e3bdumf/7zn/rggw903nnnSZJiYmJ055136oorrlBERIQMw9DUqVNVXV2tl19+WWFhYX7YEwSt+DT7NWa9gU3M4AkAANq95u7PmTTYz91BkPmlNiVJmrhgk7bWDhIfELZLyy1H3lNtIETnV05XcpjzAMVyw6K9N6/xaUCEq8GS6ZJWWizKLR0qKbgHUNdEdVG5YVHaqonSqiPlSbX/1VduWBSb0N2U7TY7CNWb942LcqWsYVJ1uaPI7Oe9rs5z1X4fEjpFmrKNUNKhQwddeOGFbi177LHH6thjj/V6mwC0TmFZlSqqa/T0+AylJ9kDmXLySzVp4SYVllUFZDBEeOUBxYTZlDtittL61Et86sNkbqYGQ/zlL39pVLZ48WJH+eOPP27m5hBM3MxYmHugQpV77BcuBQcqXEYrAwAAIAS4eKCeU1Cq6+bv1EuxqX5tGgAAAYsBaQAAtBsDBw5s9v33339fCQkJGjVqlKNswoQJ+tvf/qZvvvlGZ5xxhm699VZt2rRJkyZN0ptvvqlu3bo5AicastlsstmODJwpKSkxcW8QtOLTuMYEAACoz9X9OZk72M/dQZAlFdVKkjTl3H7q1neYJKkgO1JafeQ9SSot3KfkMJu+PfkJxfe0/84o+nmLhmyYqrzCfZIPgyFcDZbM3bFJaasmKrzygM/a4S3VsakaaZupeRN6K71b7WdXUKqJCzZpyrn9lNblyABWM2fmcDkI1Rf3jcv32wMhxs6REu0zC5j9vNfVea5mZkoB2q0Gs7RIzCoe7NKTYjUwNTCDBBvOYFU31tsWny6lZDRb11tMDYb4xz/+oTFjxuiYY45xKj906JCZm0EwcTNjYefoCEnSrI+2a+uH9i/JgLBdGmE58h4ABIKG0xly4QgAHmjwQL3SKFaeiputAgBAu8eANAAAICknJ0dpaWnq0KGDo+w3v/mNJGnnzp0644wz1KVLFx133HFasWKFJCk9Pb3JYIgZM2Zo+vTpPmo9AMBXGg5SUSsGD7qq25A3Ehzu3b1DpYX7HK8tRTny569gp2eDDZNABpn6+xJlLdWAsF2KssZJYbFH3m9CTkGpKo0gT2zZYJBglLVUKbKavpn6x7m5Y1r/fPJWW+AlPro/5+4gyLQu0UqvXS7H2nT/Ht9zoNJPPMO+nCRtMK+trVV/sKStoNR/DfGCPCWqMnGQlGL/TCqNYm01itWt7zDH5+QtfhuEmtjXsV1vPe+tf54DaMDFLC0Ss4rDO1zNYBUIY71NDYb45ptv9Oc//1nnnnuubrrpJknSU089pVmzZpm5GQQTNzMWJsVaJEmzr8ywXxBK9h/dS4+8BwD+1NR0hlw4AgAAAAAAAPC1iooKderUyaksOjpa4eHhqqiokCQ9+eSTbq9v2rRpuuuuuxyvS0pKlJbGPU8ACGauBqlIUnREuFZOHt5sQERTdRsye9DL3t071PmV05UcZnMqLzcsKjnUScmmbMU9zT4bjOnqw5Z4ztW+pEtabpG09MhyabXHuiaqi6Msv9SmJEkTF2zS1tpgiEAY7NRqLgYJpktaabEot3SoJM8H2Lo6zq6Oqaukoma3BQAAtCMuZmlhVnF4i6sZrAJhrLepwRAZGRn65JNP9PDDD+viiy/Wc889Z+bqEaxaERGd3i3WERlbl30AAAKBq+kMuXAEAAAAAAAA4A+dO3dWUVGRU1lxcbFqamoUF9f6AXQWi0UWC8mpACCUuBqkkpNfqkkLN6mwrKrZYAhXdV0xe9BLaeE+JYfZ9O3JTyi+50BJUu6BCt33YZ5eCk/yaTCEy2eDCs5Z413tS05BqSYu2KTZV2Y4lV03f6deik111C2pqFaSpCnn9lO3vsOkABns1GouBgnm7tiktFUTFV55wJRNNHWcGx5TV0lFzW4LAAC+lpWVpaysLNXUNB9MCy+qN0sL4G1OM1gFwFhvU4MhJCkiIkKPPPKIvvvuO40fP97s1QMA4DcNpzMEAAAAAACtl52drTvuuENr1qzRcccdpxdeeEFDhgzxd7MAIKgMGjRIr7zyisrLyxUTEyNJ2rJliyRp4MCBfm4d/KIo13mmdtUm9AHQ7jkNUjG7rpcGvcT3HKj0E8+QJFXuKVbeh196ZTstCaVngw33pdIo1lajuFFZnopd1k/rEq30ABrs1Gb1BgnaCkpNX72r4+zymDZIKuqNtgAA4EuZmZnKzMxUSUlJm5I0wHM5BaWqrJ3JK8paqnR/NyhA7SmqUGFZVaPyhE6RzQaM+1uKrIqybna6Ft97qJOs4UlOywX6fniL6cEQdQYPHqxPP/1UO3bs8NYmTEd0GgD4Bv0tAPgG/S0AAAAC0bx58zRlyhQtXrxYWVlZ+r//+z99/fXX/m4WAASVSy65RHfeeafmzJmjiRMnSpKeeeYZDRw4UIMGDWrzermXEKSKcqWsYfaM1w1FxNizmAMAAAAAgJCTX2pTkqSJCzZpa20wxICwXVpuOfIe7PYUVWjkU6tVUd34vld0RLhWTh4ekIEEEaV7tNJyt2KW2pzKOxsWjbXNVJ4SHWWBvB/eZGowxHvvvadRo0Y5ptG1WCxBlX2G6DQA8A36WwDwDfpbAGi9devW6eOPP1bPnj01btw4xz0OAICz7Oxs5eXl6bTTTlNkZGSj92tqavT999/LMAydcMIJ6tjxyK3ov/3tb45/n3rqqVq1apXP2g0AweL555/XN998ox07dqi6ulo33HCDJOmvf/2revfure7du+vFF1/UH/7wB7333nsqLCxUbm6uPvjgA4+2y72EIFW+3x4IMXaOPeN1fTFdnTJPAwAAtCcE+wIAQl1JRbWSJE05t5+69R0mSSrIjpRWH3kPdoVlVaqortHT4zOUnnRkhoWc/FJNWrhJhWVVARlEEF55QDFhNuWOmK20PvZZznJ3bFLaqol69LwUx+ce6PvhTaYGQ1x00UXq2rWrrrnmGt18880eZZ5BO1B/al6m6QUQzBr2YTxcAgAACEovvvii5s6dqxEjRigrK0tvv/22li1b5u9mIZgU5doHotXhfgdC0PLly/Xkk09q27Ztslqt+vXXX5WcnOy0zH//+19deumlOnTokDp06CDDMLR06VINHjzYabm9e/fqvvvu00svveTjvUBA4z4LIEnq37+/oqOjddZZZ+nWW291lHfu3Nnx72uuuUZnn3221qxZI4vFohEjRuioo47yU4sREBL7SikZ/m4FAABAwCDYFwDQXqR1iVZ6qv1vXY61fQ2Eb630pFgNTA2+6wJbfLrjvo+toFRq8Lm3Z6YGQ0jSmjVr9PLLL2vkyJHq2bOnbr75Zk2YMMHp5izauZiu9il5l9zqXM40vQCCTXP9WeY6HtQDAAAEmbPOOku33XabwsLClJ+fr/79+/u7SQgmRblS1jB7Rt76uN+BEJOdna3p06fr0KFDGjVqVKP3a2pqdMUVV+i0007Tm2++KUm64YYbNG7cOG3fvl0RERGSpB07dujGG2/UCy+8QH8LO+6zAE6GDx+u4cOHt7hcSkqKxo0b55M2AQAAADDfnqIKFZZVOV7n5Je6XC5FVkVZN0th9kzWlqIcn7WxfuKCKGupBoTtUkF2pGOwbdHPW5qsainKkfL80OYgVf/zLzhQoXS/tqaxnIJSVRrFUu25kN6grKnz16WGyYXkeVKM3AMVqtxT7Hid0Cmy3WVHB8ywd/cOlRbucyqLTeiu5B59/NamQNHw77ZCva9p0FfXXQdEWeMc1ySBkBzO9GCIfv36aebMmXrsscf07rvv6uWXX9aUKVM0duxYzZ071+zNIRjFp9kfXpl8MQMAPueqP7Nm2x/al++nTwMAAPCxzz77TC+++KJ27Nih119/XQMHDmy0zLx58zR//nyVlZXprLPO0tSpU9WpUyep9p5GnUWLFumqq67yafsR5Mr32wMhxs6xZ+Stw/0OhJg777xTkrRy5UqX769Zs0bZ2dlaunSpo+y+++7T3Llz9dlnn2nUqFFau3atJk2apPnz56t3797Nbs9ms8lmszlel5SUmLYvCDDcZwECQlZWlrKyslRTU+PvpgBASKO/BQCodkDlyKdWq6La+e9BdES4EjpFOl5HlO7RSsvdill65B5JmqRyw6KaqC7ea6CLxAXpkpZbJK12XrTcsCg2obvjdU1UF5UbFqWtmiit8mGbg1RCp0hFR4Rr0sJNjrIBYbs0wiJ1jo7wa9skKb/UpiRJExds0tbawIcBYbu03OJcJhfnr0vNJRdqQ1KMumM066Pt2vrhkUHK0RHhWjl5eOgOUg4gXN+Gjr27d6jzK6crOczmVF5uWLT35jXtOiCiub/bIdnXuOirHdcBSxss6+fkcKYHQ9SJiIjQZZddpssuu0y5ubl69dVXvbUpBKP4NB5eAQgJe5SoQuPI7EdRRmnAReYDQCion1GkTkhH1wNotbvuukvfffedfv/732vBggUqLW2cfWjWrFl66KGH9PTTTyspKUn33nuvvvrqK3388cdOy82ZM0dr1qwhqQPaJrGvY4paoD3auHGjoqKinGZ76NOnj4466iht3LhRo0aN0sMPP6z169crPd3+C7p79+7au3evy/XNmDFD06dP91n74WfcNwb8LjMzU5mZmSopKVFcXJy/mwMAIYv+FgAgSYVlVaqortHT4zOUnhTrKG/4DCy88oBiwmzKHTFbaX3s9x5zCkp13fydeik21XsNbCLhbX6pTSUV1U5lDTOGV8emaqRtpuZN6K30brG+a3OQSo2P1srJw52yjUdZ46SlUlKsxa9tk6SSimolSZpybj916zvMqX2zr8xQZeIgx7JuPcN1lVzIg6QYdceoflty8ks1aeEmFZZV8UzZB7i+DR2lhfuUHGbTtyc/ofie9sRzRT9v0ZANU5VXuE9qx8EQrv5uh3Rf46Kvziko1cQFmzT7ygzH33fJ/8nhTA2GGDx4sMvytLQ0Pfjgg2ZuCgAAv3MV7VkX+V4XFQ8A8IyrLCN1Qja6HkCbTJ8+XUcddZRycnL0l7/8pdH7lZWVeuSRR/Twww/rlltukST16tVLJ554olatWqURI0ZIkh588EH9+uuveuONN9ShQwef7wcABLvCwkJ16dI4u19iYqIKCwslSStWrHB7fdOmTdNdd93leF1SUqK0NAbLAwAAAC5Zsx3/jLKWKkXWNq8qRVZFWTdLYYEzwMUtJh6Dtm7X6d9BKCf/SJKRggMVSpdkKcqR8mrPhVbuX9HPW5RT73Xn6IjGA3t9dG7VT7xUt29AIEhPitXA1JYHD9vi0x2JWCqNYuWpuMU6HnORuCCp9r+W5CnRPjA9xb5vPmtzkEqNj3Z+7ln/b3CASOsSrfS6c7W2fendYh2fcauZnFzIo7YAcBLfc6DSTzxDkuzXchv83aLA4e7f7ZBRr6+uNIq11Sh2+vseCEwNhvj222/NXB0AAAHNVbRnQXaktPpIVDwAwDOusowo1KPrAbTJUUcd1ez769evV0lJiS644AJH2QknnKCePXvqk08+0YgRI/S3v/1Nzz//vG666Sbde++9kqTHHnusyaAIm80mm+3IFLElJSWm7Q8ABKvIyEhVVFQ0Ki8vL1dkZGSr12exWGSx+D/7HQAAABDQYrpKETH2bMq10iWttFiUWzpUUusGqUSU7tFKy92KWWpr8EaMPUN4IAZEmHwMPNmuVHusYrp6Z5tektApUtER4Zq0cJOjLEVWrbRYlLZqorSq3sJu7F9sQneVGxYN2TC15cFzXj63XCVeGhC2SyMs9uAMAAAAAMHL1GAISbJarVq2bJl2794tSerRo4fGjBmjrl2D60ceAACu1M+EUvfv+tGeOVb7gNzcAxWq3HMko4Fb0wACAKQmsk6ld9ijtLBdjvKoDvaMXvWXFf0tgGbU3adISUlxKj/66KMd7w0ePNgp+7gkhYWFNbnOGTNmaPr06V5pLwAEq549e6qoqEhlZWXq1KmTVDs7z/79+9WzZ09/Nw+eKMq1T4tdx5fZbhtuKxgyEgNBKisrS1lZWaqpqXFjaQBAwIhPsw8kr3e9lrtjk9JWTVR45YFWry688oBiwmzKHTFbaX1qszVbs+0D/sv3B+a1mMnHwJPtSsF5zZoaH62Vk4ersKzKqbyk5jTFdCxzXtiN/Uvu0Ud7b16jvMJ9jrL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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_marginals(samples, group_by=\"pdg\")" ] }, { "cell_type": "markdown", "id": "c3585ead", "metadata": {}, "source": [ "## Tier 2: joint structure" ] }, { "cell_type": "code", "execution_count": 8, "id": "8cdb9c2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Real vs. generated Pearson correlation matrices (+ their difference) over\n", "# the 9 raw target dims — catches a model that decorrelates targets that are\n", "# physically coupled even when every individual marginal looks clean.\n", "_ = plot_correlation_matrices(samples)" ] }, { "cell_type": "code", "execution_count": 9, "id": "e88c8bd9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter for physically-coupled pairs (step_length/delta_e/edep) — the\n", "# joint-structure check correlation matrices alone can't fully capture.\n", "_ = plot_pairwise(samples, n_sample=10000)" ] }, { "cell_type": "code", "execution_count": 10, "id": "8c6e5d81", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cos(angle) between post_dir and travel_dir — coupled through the\n", "# scattering physics, so this is another joint-structure check.\n", "_ = plot_direction_alignment(samples)" ] }, { "cell_type": "markdown", "id": "6aed1234", "metadata": {}, "source": [ "## Tier 3: physical constraints" ] }, { "cell_type": "code", "execution_count": 11, "id": "2fb6c511", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Unit-norm direction vectors, non-negative step_length/delta_e/edep — the\n", "# unconstrained MLP has nothing enforcing these, so any violation here is a\n", "# pure generation artifact rather than a real-data property.\n", "_ = plot_constraint_violations(samples)" ] }, { "cell_type": "markdown", "id": "0a0446d6", "metadata": {}, "source": [ "## Tier 4: event-level (shower) observables\n", "\n", "Everything above is a **step-level** check: one row in, one row out, compared in the local frame (`pre_dir = ẑ`). This section aggregates those same rows **per `event_id`**, reconstructed into world-frame physical units (mm, MeV), to check the shower-level quantities that actually matter physically: total deposited energy, longitudinal/transverse shower profiles, and shower-max depth (see `diffusion-model-tutorial.md` §7.2).\n", "\n", "**Caveat:** this re-aggregates one-step-ahead generations — each row is generated conditioned on the *real* preceding state, then grouped by event — not a full autoregressive shower rollout. It won't surface covariate-shift failures that only appear under true rollout, only how well one-step generation reconstructs aggregate shower structure when fed real conditioning throughout.\n", "\n", "`compute_event_observables_pl` streams the full file directly (two polars passes, no `SampleCollection`) rather than reusing `samples` above — per-event sums would be silently corrupted by `sample_frac`-style row subsampling, since a partially-sampled event no longer sums to the true per-event total." ] }, { "cell_type": "code", "execution_count": 12, "id": "d9a6c47b", "metadata": {}, "outputs": [], "source": [ "from giant.analysis import compute_event_observables_pl\n", "from giant.analysis import plot_total_energy, plot_total_length\n", "from giant.analysis import plot_mean_energy_per_step, plot_mean_length_per_step\n", "from giant.analysis import plot_longitudinal_profile\n", "from giant.analysis import plot_transverse_profile, plot_shower_max_depth\n", "\n", "# Full file, not `samples` — see the markdown cell above for why.\n", "obs = compute_event_observables_pl(FILE)" ] }, { "cell_type": "markdown", "id": "078d4844", "metadata": {}, "source": [ "### Total deposited energy per event\n", "\n", "`sum(edep)` grouped by `event_id`, real vs. generated, with the resolution (σ/μ) for each annotated in the legend." ] }, { "cell_type": "code", "execution_count": 13, "id": "0e5d3f74", "metadata": {}, "outputs": [ { "data": { "image/png": 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ntrKHDx/GiRMnpLK//fYb/P39Ze3j1KlTaNGiBRwdK39bhYiITJfZ3HF6aOnnjVLf4MGDsWrVKjRq1AguLi5o0aIFHBzKXu3s3bs3xowZg8DAQAQEBMDW1hatWrXC0qVLtdap73ZPPfUUOnbsiP379yMzMxPNmzeX1vn4+KBu3boICgpCs2bNsHHjxkrrHjRoEH744Qf4+fnBxcUFwcHBWts5ZswYxMXFYfLkyejfvz/i4uLg5+cHDw8PlJSU4OeffwbuPqYbN26cxrYKhQJt27aFpaUlWrVqhQsXLmDu3Ll4/fXXdYZLd3d3zJw5E+3bt4dSqUROTg7i4+Ol9REREVi/fj18fHy0llUqlRg2bBjS0tJQUFAAa2trKfjq2sfGjRsxevRore0kIiLTZSHudYAxE/ce1d25c0caJyg/Px///vsv/P39/7//iYmM43Tp0iU4Ojpi0aJFuHLlCpYtW6ZxLImJiSgoKICTkxNatmwJtVqNCxcuoE2bNsDdPkNnzpxBSEiIXtvdk5ubi0uXLqFJkybIzs5Gfn4+GjVqBAAoLCzEuXPnUFxcjNDQ0ErrfvBYnJyccPHiRbRu3brCY05PT0evXr3w559/wtq6LLvfuHEDmZmZCAgIgLW1NYqLixEYGIhz587BxsYGAPD777/jnXfewc8//4yUlBQ0bdoU165dg6urq153cFJTU5GSkoIWLVpo9Lc6dOgQQkNDNZZVVhYAEhMTAQB+fn7lxoKqaLv8/Hx06NAB+/btg5OTk0b5Cq9RIqJqdjr5Dvov+B1bX4l85OEIDFlXVasoO1Sm9gYnGH/k8OHDh+Py5ctITU2FlZUVtm/fjiZNmhi+PSbo/Pnz8PHxgUKhqHB9QUEBEhMTERQUJC27F5z27NlTjS01nOzsbKSlpaFx48bl1jE4EZEpYHDSHZxq96M6V1+jDlI5depUqXN048aNpbsvtUFgoPZBR+3s7DRCE+6+2r9w4cIqblnVcXJyKneniYiIapba85vaBOnqC0SanJycyoUpIiKi6sS36oiIiIhkqlXB6cFxf4hMhZl1NSQiMltm86hO28jhtra2sLS0REpKCjw9PWFraysNCklkbEIIpKWlwcLCQnqDkIjI0JIz1cjILdRa5mJqTrW1p6Yym+CkbeRwS0tL+Pv74/r160hJSTFaG4kqY2FhAR8fn3LDGhARGUJyphpRn++Fukj3tGQONlZwq2Ors1xtZTbBSRdbW1s0bNgQxcXFNWY+O6o9bGxsGJqIqMpk5BZCXVSCecNCEOClfdw7tzq2ULo6VFvbappaE5xw9696GxsbPg4hIqJaKcDL0eTHVDJ1tapzOBEREdGjYHAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJrMJTiqVCkFBQQgLCzN2U4iIiMhMmU1wiomJQUJCAo4cOWLsphAREZGZMpvgRERERFTVGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhksjZ2A4iIiOjRJGeqkZFbWOn6i6k51doec8bgREREVIMlZ6oR9fleqItKtJZzsLGCWx3bamuXuWJwIiIiqsEycguhLirBvGEhCPByrLScWx1bKF0dqrVt5ojBiYiIKpeZBOTd0l1O4Q64+lZHi6gSAV6OaKV0MXYzzB6DExGRuZEbdnTJSwfWjgGK8nSXtVEAw1YBCo/KyzBckRlgcCIiMieZSYAqXF7YkcNGAYzeoD0Q3QtY3z+luy5d4QoMWGTaGJyIiMxJ3q2y0DR4CeAR+Oj1yQ0xMYe13+WSG65wN2DFHGZ4IpPE4EREZI48AoEGIdW3P1df3UFHV7gCgPTzQFw0cPUP7WV5V4qMhMGJiKimkNN3Kf18dbVGf3LClcK97I5TXLT2crwrRUbC4EREVBPo03fJRlEWQGoiV1/dd6bu3ZXKu8XgRNXOZIPTmTNnYGlpiWbNmhm7KURExqdP36Wa/hhLzp0pIiMxueCUmpqKoUOHIi0tDVlZWWjRogV+/vln2NpytFMiomrvu0REGkwyOH300UeIjIxEYWEhWrdujaNHjyIiIsLYTSMiIlMipz9XTb/7RiZH7+BUXFyMzZs34+jRoxg6dCiCg4PLlUlPT8eGDRuQlpaG0NBQ9OvXT1qXn5+PQ4cOVVh3REQEWrVqJX0uKiqCEAJNmzbVt5lERGSu5HYgBzuRk+HpFZy2bduGiRMnIjQ0FJs2bULz5s3LBafz588jMjISrVq1Qps2bRAdHY0uXbogNjYWAJCZmYn33nuvwvpjY2Ph7e0NAMjJycGwYcMwd+5cuLvX0E6ORERkeHI6kIOdyKlq6BWclEolDh48CKVSCQsLiwrLvP7662jdujXi4+NhaWmJCRMmoE2bNhg9ejT69+8Pb29v7NmzR+t+bt68ieHDh+Odd97B448/rt8RERHVRLqGGjDlYQaMgR3IyUj0Ck5t2rTRuj43Nxc7d+7EsmXLYGlpCQBo1aoVwsLCEBcXh/79++vcx9WrV9G9e3c8//zzsLKywp49e9CqVSt4eFQ8RH9BQQEKCgqkz1lZWfocEhGR8ckdaqAmDzNAZCYM2jk8MTERxcXFCAgI0FjetGlTnDt3TlYdV69eha+vL7Zt24Zt27YBAD788ENERkZWWP6TTz7B+++/b4DWExEZidyhBtjRmcjoDBqccnNzAQDOzs4ay11cXKR1ukRGRup8lHe/qVOnYvLkydLnrKws+PryBwsR1UAcaoDI5Bk0ODk6OgIA7ty5o7E8MzNTWmdodnZ2sLOzq5K6iYiIiO5nacjKmjRpAmtra5w/r9mJ8fz582jevLkhd0VERERU7Qx6x0mhUKBPnz5YsWIFnnnmGVhZWeHYsWP466+/8MEHHxhyV+WoVCqoVCqUlJRU6X6IiKiG4UCZZEB6BafExEQsX75c+rx+/XqcPXsW7dq1w6BBgwAAc+fORefOndGlSxe0adMGGzZswDPPPIPevXsbvvX3iYmJQUxMDLKysuDi4lKl+yIiohqAA2VSFdArOFlZWcHe3h4ANO4g2djYSP/fpEkTJCQkYOPGjbh16xbWrFnDsZiIiKj6caBMqgJ6BSc/Pz+88847Osu5urri2WeffZR2ERGZB10DW4KDW1YpDpRJBmZyk/w+LPZxIiKTI3dgS3BwS6pYcqYaGbmFWstcTM2ptvaQGQUn9nEiIpMjd2BLsHMylZecqUbU53uhLtJ9Q8DBxgpudWyrpV21ndkEJyIik8WBLekhZOQWQl1UgnnDQhDgpX0sRLc6tlC6OlRb22ozBiciIiITFuDliFbKmvskRdejxJoW+hiciIiIyODc6tjCwcYKk9Ye11rOwcYKu6Z0rTHhyWyCEzuHExERmQ6lqwN2TemqtXP7xdQcTFp7HBm5hQxO1Y2dw4mIiEyL0tWhxgQiucwmOBERET0SXeNp8c1HYnAiInoEuga35MCWNYPcqVk4LQsxOBERPSS5g1tyYEvTJ2dqFk7LQncxOBERPQy5g1vy8U7NwKlZSCazCU58q46IjIKDWxLVKpbGboChxMTEICEhAUeOHDF2U4iIiMhMmU1wIiIiIqpqZvOojoiIqMrJeVOS/drMGoMTEdGDdA0zAA41UOvIHbIAHLbA3DE4ERHdT+4wA+BQA7WKnCELwGELagOzCU58q46IDELuMAPgI5lah0MWkDkFJ85VR0QGxWEGiKgCfKuOiIiISCYGJyIiIiKZzOZRHRERkcnQ9dYl+8fVWAxOREREhiJ32AIOWVBjMTgREREZipxhCzhkQY3G4ERERGRIHLbArJlN53CVSoWgoCCEhYUZuylERERkpswmOMXExCAhIQFHjhwxdlOIiIjITJlNcCIiIiKqagxORERERDKxczgREZERXEzLQb64U/n61JxqbQ/Jw+BERERUjVJzCuAF4LXY4/hHS3ACAAcbK7jVsa22tpFuDE5EVHtkJmkfXwcyRnwmekRZ6iJ4AXijZzN4BoZrLetWxxZKV4dqaxvpxuBERLVDZhKgCgeK8nSXtVGUjQBNVIV86zogQOli7GaQnhiciKh2yLtVFpoGLwE8ArWX5TxiRFQJBiciql08AoEGIcZuBRHVUByOgIiIiEgmswlOnHKFiIiIqprZBCdOuUJERERVzWyCExEREVFVY+dwIjIPusZo4vhMRGQADE5EVPPJHaOJ4zMR0SNicCKimk/uGE0cn4mIHhGDExGZD47RRERVjJ3DiYiIiGTiHSciIiIjsMu8CKQ4ai/Ex8smh8GJiIioGpXY10WesIPv7teA3ToK2yiAmMMMTyaEwYmIiKgaFTkqEVUwG9+NaIIATy13nNLPA3HRZS8/MDiZDAYnIiKiapYCD+R7tAYauBi7KaQnBiciIiIDSs5UIyO3sNL1F1NzqrU9ZFgMTkRERAaSnKlG1Od7oS4q0VrOwcYKbnVsq61dZDhmE5xUKhVUKhVKSrRfrERERFUlI7cQ6qISzBsWggCvyvsvudWxhdLVoVrbRoZhNsEpJiYGMTExyMrKgosLnxkTEZHxBHg5opWSv4vMEQfAJCIiIpKJwYmIiIhIJgYnIiIiIpnMpo8TERGRWUo/r7sMp2apNgxOREREpkjhXjblSly07rKcmqXaMDgRERGZIlffsjCUd0t7OU7NUq0YnIjItGUmyfvFQWSOXH0ZhkwMgxMRma7MJEAVDhTl6S5royh7tEFEVIUYnIjIdOXdKgtNg5cAHoHay7JzLBFVAwYnIjJ9HoFAgxBjt4KIiOM4EREREcnF4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQThyMgIuPRNSo4RwQnIhNjksHpzJkz+OKLL5Cfn48xY8agZ8+exm4SERma3FHBOSI4EZkQkwtOubm5mDBhAiZMmICSkhKMHj0au3fvRsuWLY3dNCIyJLmjgnNEcCIyISYXnOzs7PDrr7/C3t4eABAbG4vr168zOBGZK44KTkQ1iF6dw9VqNZYvX47w8HBYW1tj9erVFZabNWsW/P394ejoiM6dO+Po0aPSups3b6J3794Vft28eRPW1tawsrJC7969ERwcjIYNG+Kxxx579CMlIiIiekR63XFasmQJjh49ii+//BIdOnRAaWlpuTILFizABx98gHXr1iE0NBQzZ85EVFQUzp49Cy8vLzg7O2PSpEkV1u/s7AwAsLKywqRJk3Dz5k3Mnj0bBw8eRGRk5MMeIxEREZFB6BWcXn31VZ1lZs+ejZiYGPTp0wcAMH/+fMTGxmLp0qV4++234eDggN69e1e6/T///AN7e3upzJ9//ok///yTwYmIiIiMzqB9nJKSkpCUlITu3btLy2xsbNClSxccPHhQVh2urq544oknYGdnh5ycHOTn52PatGmVli8oKEBBQYH0OSsr6xGPgoiIqAbSNXwHX7QwCIMGp+vXrwMAvLy8NJZ7enri2LFjsupQKpX4448/cPToUdja2iI4OBiWlpV3xfrkk0/w/vvvP2LLiYiItEvOVCMjt1BrmYupOdXWHonCvWzYjrho7eVsFEDMYYanR1Qtb9VZWlpCCCG7vI2NDdq3by+r7NSpUzF58mTpc1ZWFnx9eVEQEZHhJGeqEfX5XqiLSnSWdbCxglsd22ppF4CyIBRzWPdgsnHRZWUYnB6JQYNTvXr1AABpaWkay1NTU6V1hmZnZwc7O7sqqZuIiAgAMnILoS4qwbxhIQjwctRa1q2OLZSuDtXWNuBueGIgqhYGDU4NGzaEUqnE3r17pdG+i4uLsX///krfpDMUlUoFlUqFkhLdfw0QURXTNZUKOJ0K1UwBXo5opXQxdjPIiAwanCwsLDB58mTMnDkTPXr0QEhICN5//30UFRVh/PjxhtxVOTExMYiJiUFWVhZcXHhRExmN3KlUwOlUiKjm0Ss4/fbbbxrzxo0dOxbjxo3D+PHjsXjxYgDA66+/jpycHAwbNgy3bt1CaGgoduzYgfr16xu+9URkeuROpQK+5UNENY9ewal79+7Iz88vt/z+t94sLCwwffp0TJ8+3TAtJKKaiVOpEJEZ0is4WVhYwNra5Ka3IyIiIqoWes1VZ8pUKhWCgoIQFhZm7KYQERGRmTKb4BQTE4OEhAQcOXLE2E0hIiIiM2U2wYmIiIioqjE4EREREclkNsGJfZyIiIioqpnNK3IcAJOIiB4kZ2JeOYwyeS+ZJLMJTkRERPfTZ2JeOap98l4ySQxORERklvSZmFcOo0zeSyaHwYmIiMwaJ+YlQzKbzuFEREREVc1s7jipVCqoVCqUlBjmWTYRVSAzqWwSX23Sz1dXa4iIqp3ZBCe+VUdUxTKTAFU4UJSnu6yNAlC4V0eriIiqldkEJyKqYnm3ykLT4CWAR6D2sgp3wNW3ulpGRFRtGJyISD8egUCDEGO3gojIKNg5nIiIiEgm3nEiIiKqLeS8vMFH7VoxOBEREZk7hXvZSxtx0brL2iiAmMMMT5Uwm+DE4QiIiIgq4epbFobkDCcSF11WjsGpQmYTnDgcARERkRauvgxDBsDO4UREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJZDbDEXAcJ6JHlJmkfYwXOSMOE1WT5Ew1MnILtZa5mJpTbe2h2sNsghPHcSJ6BJlJgCocKMrTXs5GUTYCMdFDkBN2AMCtji2Urg5a64n6fC/URbr/UHawsYJbHVu921rr6fpDqRZPy2I2wYmIHkHerbLQNHgJ4BFYebla/MOSHo2+YWfXlK6VhqeM3EKoi0owb1gIArwctdalK4TRA+ROzVKLp2VhcCKi/+cRCDQIMXYryAzJDTsXU3Mwae1xZOQW6gw8AV6OaKXkEwaDkjM1Sy2floXBiYiIqg3DTg3AqVm0YnAiIiKTo61jNzt9kzExOBERkclwq2MLBxsrTFp7XGs5dvomY2FwIiIik6F0dcCuKV11vn3HTt9kLAxORERkUpSuDgxFZLI4cjgRERGRTGYTnFQqFYKCghAWFmbsphAREZGZMpvgFBMTg4SEBBw5csTYTSEiIiIzZTbBiYiIiKiqMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFMDE5EREREMjE4EREREclkbewGEFEVy0wC8m5pL5N+vrpaQ0RUozE4EZmzzCRAFQ4U5ekua6MAFO7V0SoiohqLwYnInOXdKgtNg5cAHoHayyrcAVff6moZEVGNZDbBSaVSQaVSoaSkxNhNITI9HoFAgxBjt4KIqMYzm87hMTExSEhIwJEjR4zdFCIiIjJTZhOciIiIiKoagxMRERGRTAxORERERDIxOBERERHJxOBEREREJJPZDEdARESGl5ypRkZu4SPXczE1xyDtITI2BiciIqpQcqYaUZ/vhbrIMOPjOdhYwa2OrUHqIjIWBiciIqpQRm4h1EUlmDcsBAFejo9cn1sdWyhdHQzSNiJjYXAiIiKtArwc0UrpYuxmEJkEBiciU5SZVDbPnC6cX46IjCX9vO4yZvgzisGJyNRkJgGq8LLJeXWxUQAxh83uBxMRmTCFe9nPnrho3WXN8GcUgxORqcm7VRaaBi8pm5y3Munny35w5d0yqx9KRGTiXH3LwpCuu+Jm+jOKwYnIVHkEAg1CjN0KIqLyXH3NKgzpgwNgEhEREcnE4EREREQkE4MTERERkUwmHZwOHz6M33//3djNICIiIgJMuXP46dOnMWHCBDRo0ADbt283dnOIiIiITPOOk1qtxowZMzBz5kxjN4WIiIhIovcdp5ycHKxevRpHjx7Fc889h/Dw8HJlrly5gu+//x5paWkIDQ3FqFGjYG1dtqu8vDz88ssvFdbdt29fKBQKTJ06Fe+99x5u3rz5MMdEREREVCX0Ck5xcXF4+eWX0bdvXyxbtgyRkZHlgtPx48fRpUsX9OzZEyEhIZg5cybWrFmDX375BZaWlsjNzUVsbGyF9Xft2hXbt29HSkoKzp07h1OnTuHmzZvYu3cvunbt+mhHSkRERNVPy9Qs9uk5aID0am3Oo9IrOLVu3Rpnz56Fs7Mzli1bVmGZKVOmoEuXLli/fj0AYOTIkWjatCni4uIwZMgQeHp6SusqkpWVhdLSUsTGxiI1NRXXr1/Hb7/9xuBERERUk8iYmiUAwC47OyTlhAGoGRNJ6xWcmjZtqnV9dnY29uzZg1WrVknLGjdujA4dOmDz5s0YMmSIzn2MGzcO48aNAwDs2rULc+bMwfvvv19p+YKCAhQUFEifs7KyZB4NERERVRkZU7MkXTgO392vwSr/drU27VEY9K26xMRElJaWwt/fX2O5v78/Ll68qHd99erVQ+fOnbWW+eSTT7QGKyIiIjISHVOzFKTlVGtzDMGgb9Wp1WoAgJOTk8ZyZ2dn5OXJmOn9Aa1bt8a0adO0lpk6dSru3LkjfSUlJem9HyIiIiI5DHrHydnZGQCQmZmpsTwjI0NaZ2h2dnaws7OrkrqJiIiI7mfQ4NSkSRPY2dkhISEBkZGR0vKEhAR06NDBkLsiMj2ZSVqf5cum5Q0UIiIyLoMGJ3t7ewwaNAhLly7FuHHjYGtri/379+PEiROYP3++IXdVjkqlgkqlQklJSZXuh6hCmUmAKhwo0v+RdIVsFGVvpBARkUnRKzidPXsW8+bNkz4vX74cv//+OyIjIzF69GgAwOeff47u3bsjNDQUQUFB2LFjByZPnlzlwwnExMQgJiYGWVlZcHGpGa80khnJu1UWmgYvATwCH70+hbvWDpVERGQcegUnJycnhISEAAC+/vprabmv7///gFcqlTh58iTi4+Nx69YtvPPOOwgODjZkm4lMl0cg0CDE2K0gIqIqoldwUiqVmDhxos5y9vb2GDBgwKO0i4iIiMjkmOQkvw9DpVIhKCgIYWFhxm4KERERmSmzCU4xMTFISEjAkSNHjN0UIiIiMlNmE5yIiIiIqppBhyMgIiIi0pdd5kUgxVF7IRN525jBiYiIiIyixL4u8oQdfHe/BuzWUdhGUTZpsJHDk9kEJw6ASUREVLMUOSoRVTAb341oggBPLXec0s8DcdFlY+YxOBkGB8AkIiKqeVLggXyP1kCDmvG7m53DiYiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZzCY4ccoVIiIiqmpmE5w45QoRERFVNbMJTkRERERVzWzGcSKqMplJZYOuaZN+vrpao9++jdkuMrjkTDUycgurbX8XU3OqbV9ENQWDE5E2mUmAKhwoytNd1kZRNpdSdVG4l+0zLlp7uepuF1WJ5Ew1oj7fC3VR9c6O4GBjBbc6ttW6TyJTxuBEpE3erbLQNHgJ4BGovWx1T0Dp6ls2b5Ouu2EmMjEmPZqM3EKoi0owb1gIArx0TIZqQG51bKF0dai2/RGZOrMJTpyrjqqURyDQIMTYrSjP1ZehqJYJ8HJEK2XNmJqCyByZTedwvlVHREREVc1sghMRERFRVWNwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikslsgpNKpUJQUBDCwsKM3RQiIiIyU2YTnDiOExEREVU1swlORERERFWNwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGRicCIiIiKSyWyCE6dcISIioqpmNsGJU64QERFRVTOb4ERERERU1RiciIiIiGRicCIiIiKSicGJiIiISCYGJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmswlOKpUKQUFBCAsLM3ZTiIiIyEyZTXCKiYlBQkICjhw5YuymEBERkZkym+BEREREVNUYnIiIiIhksjZ2A2qkzCQg75Zh6lK4A66+hqmrlkjOVCMjt9AgdbnVsYXS1cEgdZHpk3vtGOO60NW2i6k51doeIqoYg5O+MpMAVThQlGeY+mwUQMxhhieZkjPViPp8L9RFJQapz8HGCrumdGV4qgX0uXaq+7qQ2zYHGyu41bGtljYRUcUYnPSVd6ssNA1eAngEPlpd6eeBuOiyOhmcZMnILYS6qATzhoUgwMvxkeq6mJqDSWuPIyO3kMGpFpB77RjjupDbNt4hJTI+BqeH5REINAgxditqrQAvR7RSuhi7GVQDmfK1Y8ptI6Iy7BxOREREJBODExEREZFMDE5EREREMjE4EREREcnE4EREREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTGY35YoQAgCQlZVVNTvIzgEKRNl/H3UfhqyrlsjJzkJpQR5ysrOQlWVR9XXx38hsyL12DHmNGbptROZG9rVfxT+L72WGexlCGwshp1QNcu3aNfj6csJcIiIi0k9SUhJ8fHy0ljG74FRaWoqUlBQ4OTnBwsJ8/3LLysqCr68vkpKS4OzsbOzmmA2eV8PjOTU8ntOqwfNqeDXlnAohkJ2djQYNGsDSUnsvJrN7VGdpaakzLZoTZ2dnk74YayqeV8PjOTU8ntOqwfNqeDXhnLq4uMgqx87hRERERDIxOBERERHJxOBUQ9nZ2WHGjBmws7MzdlPMCs+r4fGcGh7PadXgeTU8czynZtc5nIiIiKiq8I4TERERkUwMTkREREQyMTgRERERyWR24zjVVGq1Gn///XeF6wICAuDt7Q0AOHHiBLKzszXW16tXD02bNi233blz55Cbm4tWrVrB1ta2ilpeM1y/fh3Jycnw9PREo0aNKixz+/ZtJCYmwsfHB/Xr13/oMrVFXl4eLl26BABo3LgxFAqFxvpDhw6huLhYY1mjRo3KjexfWlqKf/75BwDQsmVLnYPPmTMhBJKSkpCWloZmzZrB0dGxwnI3btxAUlISGjduDHd394cuU1tkZWUhMTERbm5u8PPz01hXXFyMQ4cOldumefPm8PDw0FhWWFiI06dPo06dOmjWrFmVt9uUlJSU4O+//4ajoyOCgoIqLKNWq5GQkAAXFxcEBARUaRmjEmQSrly5Ijp16qTx1aJFCwFAbNiwQSrXtm1b0ahRI41yH330kUZd165dE6GhoaJu3brC399feHh4iB07dhjhqIwvMzNT9OzZUzg5OYm2bdsKd3d3ERISIhITEzXKvf/++8LOzk4EBQUJOzs7MW7cOFFcXKx3mdriq6++Es7OzqJFixaiRYsWwtnZWXz11VcaZVxcXETz5s01rtWVK1dqlDl+/Ljw9/cX9evXFw0aNBD+/v7i+PHj1Xw0piEhIUGEhoYKLy8v0aZNG+Hk5CQWLlyoUaa4uFiMHz9e2NvbS9fh9OnT9S5TW5SWlorXX39dKBQKERwcLDw8PMTjjz8uMjIypDJpaWkCgAgJCdG4Vnft2qVR144dO4SHh4fw9/cXdevWFaGhoeLatWtGOKrqpVarxcyZM0WjRo2Es7Oz6NevX4Xl4uLihIuLiwgICBAuLi6iY8eOIi0trUrKGBuDkwmbPHmycHd3FwUFBdKytm3bik8++UTrdlFRUaJz584iPz9fCCHEtGnThIuLi7h161aVt9nU/Pe//xUNGjQQ6enpQggh8vLyRFhYmHjiiSekMlu3bhXW1tZi3759Qgghzp8/L1xdXcXnn3+uV5na4sqVK8LCwkIsWbJEWrZo0SJhYWEhrly5Ii1zcXERP/74Y6X1FBUViaZNm4pRo0aJ0tJSUVpaKoYPHy6aNm1aKwNp69atxcCBA6Xv9z///FPY2dmJgwcPSmXmzZsnXF1dxblz54QQQuzfv19YW1uLTZs26VWmtli8eLFQKBTixIkTQtz9/o+KihKjRo2SytwLTseOHau0nlu3bgkXFxcpgObn54tOnTqJHj16VMNRGNeNGzfEtGnTxJUrV8SwYcMqDE5JSUnCwcFBfPHFF0IIIbKzs0VwcLAYOnSowcuYAgYnE1VYWCg8PT3F5MmTNZa3bdtW/O9//xOHDx8WycnJ5ba7evWqACC2bt0qLbtz546ws7PT+EVXWzz77LOiW7duGsteeOEF0bFjR+nz4MGDRVRUlEaZiRMnipYtW+pVprb4+++/BQBx+vRpadmpU6cEAHH06FFpmYuLi1CpVOLIkSMiNTW1XD2//fabACDOnj0rLTt9+rQAIHbv3l0NR2I67v3y3rx5s8byjh07imeffVb63KZNGzFx4kSNMlFRURp/CMgpU1s8/fTTomfPnhrLVq9eLWxsbERmZqYQD5z7v//+W1p+v2+++UbY29uL7OxsadlPP/0kAIirV69Ww5GYhsqC06xZs4Sbm5soKiqSlq1YsUJYW1tLd/cMVcYU1N7OBCZu8+bNSEtLw4QJE8qt+/LLLxEdHY3mzZujbdu2OH36tLTu2LFjAIC2bdtKy5ydndGsWTNpXW3y+uuv4/z58/jwww/x66+/QqVS4aeffsKMGTOkMseOHdM4XwAQHh6OM2fOoKCgQHaZ2uI///kPhg0bhpiYGGzduhVbtmzBSy+9hJEjRyI0NFSj7LRp0zB+/Hg0bNgQvXr1QnJysrTu2LFj5fqKtGzZEgqFotZdq05OTrC2ttY4P6Wlpbh+/brU97GoqAj//PNPhdfhvfMlp0xtUrduXaSkpGgsS05ORlFREU6ePKmxfMKECRg7diw8PT0xevRoZGVlSeuOHTtWrs9ZeHg4AOD48eNVfhym7tixY2jTpg2srf+/23R4eDiKi4tx6tQpg5YxBQxOJmrZsmWIjIxEixYtNJa/+uqrSE9Px/Hjx5GcnIz69etj0KBBUKvVwN3OywDKdQZ1d3eX1tUmzZs3x9ixYzFnzhy8+eabmD59Onr37o2IiAipzO3btys8X6WlpcjMzJRdpjaZOHEikpOT8cYbb+DNN9/E9evX8fzzz2uUmTNnDtLT03HixAn8+++/SE9Px8iRI6X1FZ1T1NJr1c7ODhMnTsS7776Lb775Btu3b8eYMWOQkZEhnYs7d+6gpKRE6/e2nDK1yYsvvogLFy5g/Pjx2LFjBxYuXAiVSgXc97PS1tYWa9aswc2bN3Hq1CmcPn0ae/fuxeuvvy7VU9n3//311GZyzo+hypgCBicTdO3aNezYsQPR0dHl1j3zzDNwcHAA7v6VOmfOHCQmJuKvv/4CANjY2AAA8vPzNbZTq9W18s26yZMn48cff8SFCxdw9OhRJCUl4erVq3j66aelMjY2NhWeL9z9oSq3TG3xzz//oEePHpgxYwbOnj2Ls2fPYvr06ejRowcSEhKkchMmTICVlRUAwNvbG++//z727duH69evA5WcU9Tia3X+/Pn49NNPER8fjy+++AJhYWEYO3as9P0u53ub3/+a2rRpg7///hs2NjaYM2cOjhw5gm+//RYApPPq7OyM4cOHS9sEBgZiypQpWLt2Le5NrMHvf+0M9TO0ppxnBicTtGLFCjg5OWHo0KE6y9arVw+4e/sZd1/3vv/zPcnJyWjYsGGVtNeUbd26FU8//TQ8PT0BAAqFAs8++yx27twpfYM2atSowvPl5OQENzc32WVqi+3bt0OhUGD06NHSsjFjxsDBwQHbt2+vdLuKrtVbt25p/KBUq9XIyMioldeqpaUlxo8fjx9//BE7d+7EpEmTcPToUbRq1QoA4OLiAldXV63f23LK1DYtW7bEokWLEB8fj+XLlyMtLU1aXpl69eohNzcXd+7cAbR8/wOotef1fnLOj6HKmAIGJxMjhMDy5csxevRo6S+ie9RqNR6cWnDnzp0AIP1wDQsLg4uLCzZv3iyVOXbsGJKSktCjR49qOQZT4unpiWvXrmksS0pKgpOTE+zt7QEAPXr0wLZt2zTGHNq0aROioqKkz3LK1Baenp7Izc1FRkaGtOz27dvIzc2VAmpubm657Xbu3AlbW1tpzLHHH38cQgj88ssvUpmtW7dCCIHHHnusWo7FlNz7y/qekydP4sCBA3jmmWekZVFRUdiyZYv0ubi4GD///LPG97acMrVFSUkJCgsLpc9CCCxatAiPP/44lEoloOVa9fHxgaurK3D3+//KlSsa/aI2bdoEV1dXhIWFVcuxmLIePXrg5MmTuHLlirRs06ZNUCqVUncTQ5UxCcbunU6adu3aJQBUOJbN0aNHRUREhFi8eLHYsWOH+PTTT4Wzs7PGWzdCCDF//nzh4OAgFixYINatWyeaNWsm+vbtW41HYTpWrVolrKysxPTp08XOnTvF3LlzhZOTk5g2bZpU5saNG8Lb21sMHjxYbN68Wbz44ovCwcFB499ATpnaIjMzUzRq1EhERkaKn376SWzcuFFERkaKRo0aSW8krV+/XvTu3VusWLFCbNu2TUydOlXY2tqWG3PslVdeEV5eXmLlypVi5cqVwtPTU7z66qtGOjLjmjdvnnj55ZfFL7/8IpYsWSKUSqUYN26cRpmTJ08KhUIhJk6cKDZv3iyeeuop4eXlJa5fv65XmdoiOztbREREiFWrVomff/5ZDB48WHh7e4uLFy9KZT777DMxatQosXr1arF161bxwgsvCGtra7F69WqNuvr06SOaN28u1q1bJxYsWCDs7e3Fl19+aYSjqn6HDh0S+/fvF48//rjo2LGj2L9/v8YwGSUlJaJTp04iNDRUbNiwQcyePVtYW1trjNtmqDKmwEI8eAuDjGrWrFk4efIkvv/++wrXnzp1CosXL8aFCxfQoEEDPPHEExg0aFC5cmvXrsWaNWuQl5eHrl27YvLkyeXuYNUWv/32G1atWoVr167By8sLAwcOxNNPPw0LCwupzJUrV/DZZ5/h3Llz8PHxwaRJk8q9ISanTG2RlpaG+fPn4/jx47CwsEBwcDBee+016Y4TAOzduxerVq1CUlIS/Pz8MHr0aHTu3FmjntLSUixatAhbt24FAPTv3x8TJ06slaOHCyGwZMkSbNq0CQ4ODhg8eDBGjBihcZ3i7uwBc+fOxdWrV9GsWTP897//hb+/v95laovTp0/j888/R3JyMtq1a4fXXntNemx8z8aNGxEXF4f09HQEBATghRdekO7i36NWq/HFF19g7969UCgUGDFiBIYNG1bNR2Mc/fv3L/cSjEKhkJ54AEB2djZmz56NP/74A87Ozhg7diwGDhyosY2hyhgbgxMRERGRTLXvzzoiIiKih8TgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJBODExEREZFM1sZuAFFNtX//fjg6Ouo1COYff/wBGxsbtGvXrkrbpq+HORa5TPWYyXiKioqwYcMG4O4ku3379jV2k7Bp0yZp2pv7J/0lehDvOJHZ2Lt3L44fP15t23322WdYuXKlXtvMnz8fS5cu1XtfVe3BY3nYc1IRUz1mqjo//vgjUlJSKl2fm5uLESNGYPny5fj111+l5Zs3b0ZsbCzS09PLbXPgwAHExsbi3LlzstpQUFCA2NhYXL16tcL1KSkpiI2Nleaq27ZtGxYvXowRI0bIqp9qLwYnMhuffPJJpVPVVMV25qRLly74z3/+I33mOaFHMWbMGBw9elRnuY8++giff/659Pmll17CiBEjsHDhQo1yRUVFePLJJzFixAiNCYy1sbOzw4cffogPP/ywwvWzZ8/G22+/DYVCAQBYtGgRpk2bJqtuqt34qI7MwqFDh3Djxg3Y2NggNjYWuDu/kqOjIwoLC3Hw4EFkZmaidevWaNKkic7tzpw5g8TERACAh4cHgoODNeZhkys7Oxv79u2Ds7NzpY/BhBD466+/kJKSgsaNG6N169Ya63/77Td4enpCqVTi2LFjKC0tRZcuXWBnZ6dRTttx3nPu3DmcP38eSqUSISEh0pxwHTp0gKOjo85zqautco/5Yc9Bw4YNpXMQEREh/dLTt54GDRrgzz//hEKhQLdu3QAAV69exbFjx+Dr64vg4GBs3boVoaGhaNiwIXbt2gUPDw+EhIRo1Ldz507Uq1cPwcHB5Y4pNjYW3bt3R0FBAU6dOgVPT0+Eh4eXK5efn4+DBw9CrVajdevWaNiwYYX15Obm4sSJE2jWrBmCgoIqPI/a6tq1axc8PT3LtXXnzp3w8vKSjk1ue4qLi3Hy5EnUrVsX4eHh0px6mzdvRmlpKfbv34+cnBwoFAq95hrr0qULli9fjnfffVeqc9OmTahbt26Fcxhqa+/48eMxY8YMzJs3T+NaKSwsxPfff4/XXnut3FyARDoZe5ZhIkP46quvhLe3t2jWrJkYNmyYGDZsmLhx44Y4e/as8PPzE02bNhU9e/YUderUEZMmTdK53eLFi6XPXbt2FY6OjmLVqlUa++zXr5947bXXKm3TqVOnRL169URQUJCIiooSjRs3Fm3atBEvvPCCVCYlJUW0a9dONG3aVAwcOFA0bNhQ9OzZU+Tm5kplunbtKjp16iR8fHxE7969RaNGjUTz5s01ZrvXdZxCCPH888+LunXrigEDBojw8HDRqVMnkZ6eXu5YKjsnctoq55gfJPccREZGiiZNmoh+/fqJpk2bisaNG4vU1NSHOpd+fn6iX79+4sMPPxRCCPHtt98KW1tb0aVLF9G+fXvRqVMn4ezsLNasWSOEEGLatGkiNDRUo91paWnCxsZG/PLLLxUeFwDRq1cv4evrK3r37i1cXV3F4MGDRUlJiVRm//79wtvbW4SHh4t+/foJNzc3MXXq1HL19OnTR/j7+4vBgweLuLi4Cvenq6433nhDtG/fXmObjIwMYWdnJzZt2qRXe/r27SsCAgJE//79hYeHhxg4cKC0/qWXXhKWlpaic+fOYtiwYeKll14q19aMjAwBQBw5ckRjuVKpFJ9++qmoX7++iI+Pl5b36tVLzJo1S9SrV0/Mnj1b9jGnp6cLW1tbsWLFCo39rFu3TlhZWYlr165pLI+Pjxf8tUi68Aohs9GrVy8xZcoUjWXdunUT/fv3F0VFRUIIIf78809hZWUltm/frnW7B23atEk4OzuLrKwsaZmu4NSlSxcxdOhQ6Rfltm3bBACNENGzZ08RHR0tlcnPzxft27cX06ZNk8p07dpV2NnZiTNnzgghhMjLyxNhYWHiueeek32cly9fFgDE+fPnpW0OHz4skpKSKjyWis6JnLbKOeYHyT0H3t7e4saNG0IIIQoKCkRgYKCYOXOm3vW4urpKxy2EELdu3RJOTk5iwYIF0rJp06YJAFJwunTpkrCwsBDHjh2TynzxxRfCx8dHIwjdD4Bo1aqVdM1cunRJODk5ie+++04IIURWVpbw8PDQCOSXL18WLi4uGqEBgOjUqZNQq9WVnkM5dR07dkwAEBcuXJDKLFmyRLi7u4vCwkK92tOzZ09RUFAghBDi4sWLwsrKSuzbt08qY2dnJ7Zs2VJpe7UFp9mzZ4v//e9/YsSIEUIIIa5cuSLs7OzEjRs3NIKT3PY+/fTTokuXLhr76dWrl+jXr1+5djE4kRx8VEdm6+bNm9izZw/27dsHa+uySz08PBw9evTA2rVr0atXL63bp6en4+TJk0hPT0dxcTFycnJw9uxZhIWF6dz3jRs3sG/fPhw6dEh6vNC7d2+0adNGKpOSkoKdO3di1qxZiIuLw90/ZNC4cWPs3r1bo74BAwagefPmAAAHBwe88soreOmll7Bs2TJZx2lrawtLS0ucPHkSTZs2BQBZx6FPW+Uc88PUe8+TTz6JevXqAQBsbW3RsWNHqaOwvvX4+PhIn3fs2AEAmDhxorTsjTfewEcffSR99vf3x+OPP45vv/0WX375JQBg+fLlGDt2bIWPj+6ZOHEinJycpDqGDh2KdevWYcyYMdiyZQtyc3NhZ2eHH3/8Ebj7qNHPzw+7d+9GVFSUVM/zzz8Pe3v7Svcjp66QkBC0bNkSq1evxvTp0wEAP/zwA55++mnY2Njgxx9/lN2e8ePHw9bWFgDQpEkT+Pr64ty5c+jcuXOlbdTHc889hzZt2iAjIwPffvst+vTpI/3b63PM99raq1cvXLx4EQEBAUhKSkJ8fDzWr19vkLZS7cPgRGbrypUrAIDGjRtrLG/SpAnOnDmjddsFCxZg6tSpaNOmDerXrw8bGxsAQGpqqqx933uTx8/PT2O5v7+/9P+XL18G7r4t9Pfff2uUezDUVFRPTk4Obt++Les469evj0WLFuGVV17Ba6+9hu7du2Ps2LEavwy1kdNWOcf8MPXeU7duXY3PdnZ2yM7O1rue+vXra3xOSkqCUqmUQicAuLq6wtXVVaPchAkT8NJLL2H27Nk4efIkTp8+jY0bN1Z6bKjkXBw5ckRqs7W1tfRa/j3NmzdHo0aNtLb5QXLrGjVqFFasWIHp06fj2rVr2LdvnxQQ9WlPRf8W+fn5Wtuoj6ZNmyI8PBzff/89li9fDpVKVa6M3Pb26NEDjRo1wrfffouPP/4YK1asgKenJwYMGGCw9lLtwuBEZsvDwwMAcPv2bSiVSmn57du3pXUVycvLw+uvv46NGzdKP1xzcnKwdu1alD2p0M3d3R0AkJGRofGXckZGBry9vYG749cAwNtvv11hp+H7ZWRklPtsY2MDFxcX2ccZHR2NCRMm4PTp09i8eTP69euHNWvWYPDgwTqPR05b5Rzzw9Qrhz71PNgZuG7dusjMzNRYVlJSIoWye5588km8/PLL2LRpE3bv3o0uXbpU2AH/fhX9u937N3F2dkZpaSlWr16t9a5VRW1+kNy6Ro0ahWnTpuGvv/7C7t274efnh44dO+rdnuowfvx4vPrqq1AoFOjTp0+59XLba2FhgWeffRbffPMNZs6cieXLl+OZZ57RCMpE+jD+dweRgTg6Omr81duoUSP4+voiLi5OWpadnY0dO3YgMjKy0u3S09NRUlKCZs2aScv0va3v5+cHHx8f/PTTT9KylJQUHDp0SPocFBQEX19fLFq0qNz2ycnJGp+3bduGgoIC6XNcXBzat28PKysrWceZkZGBvLw8WFhYoHXr1pg2bRoiIiI02nO/B8+JnLbKOeYH6XMOtHmUejp06ICbN2/i8OHD0rKtW7eipKREo5ytrS3GjBmDr7/+GrGxsRg/frzOdt1/LoqLi7F582Z06tQJANCzZ0+o1epywz4UFhZWOI6RNnLratiwISIjI/HDDz/ghx9+wKhRo/SuQ44Hr5+HMWTIEPTt2xcffPABrKysyq3Xp73PPfccbty4gf/+97/4999/Zf3bEVWGkZvMRrt27bBw4UKEhoaiTp066N+/P7744guMHDkS2dnZCAgIwNKlS6FUKvHCCy9Uul2/fv3wn//8B2PHjsWECRNw8eJFLFu2TK+/wq2srPDxxx9j/PjxuHPnDnx8fLBw4ULplX8AsLS0xLfffosnnngCGRkZ6NOnDzIyMrB161Y88cQTeOONN6SyhYWFiIqKwujRo3H06FH88MMP0sCBVlZWOo8zKSkJQ4YMwZAhQxAYGIgzZ87g8OHD+Pjjj2WfS11tlXPMD9LnHGjzKPW0bNkSzzzzDAYNGoQ333wThYWFUKlUsLOzK3enJzo6GkFBQXB2dsZTTz2ls1179+7F2LFj0alTJ6xbt066mwkAgYGB+OCDDxAdHY2//voLwcHBuHz5MtavX4+lS5dqvSv6IH3qGj16NKZMmYKcnBysW7fuoerQpV27dlCpVMjPz4ezs7NewxHco1AosHr1aoMcs6+vL3r27Im5c+eic+fOGn8UEemLwYnMxuuvvw6FQoEDBw4gLy8P3bt3x5AhQ+Dj44M1a9bgjz/+wMiRIxEdHS11bK1su/j4eHz11VfYu3cvlEolDh48iJkzZ2o8CuvSpUulj6BwdxBALy8v/PjjjygoKMCCBQtw+vRp1KlTRyoTFRWFf/75B9999x0OHDgApVKJWbNmoUOHDhp1vfDCCwgJCcHevXthZWWF33//XeORlK7jbNOmDfbs2YOVK1di37598Pb2xpEjR9CqVasKj6WicyKnrXKO+UFy6n3sscekzvH3hIWFaTxOe9h6AGDp0qVYsmQJ/vzzT/j6+iI+Ph7BwcFSx+57WrRogcDAQHTr1q3cGFIVWbFiBS5duoQjR44gLCwMK1eu1Ogf9Pbbb6N79+7YsGED9u/fj8DAQGzfvl2jj86wYcO0Xmf61AUAQ4cOxe7du+Ht7Y3AwEC966ioPf369dOoa8WKFVi4cCF27NihNTjt3LkTqamp0pQrTzzxRIX/PvcMGjRIY73cYwaAN998Ey4uLhg7dmyFdW/atEnqf0akjYWQ22mDiIyiW7duiIyMrHQEZHp0t2/f1gg0u3btQq9evZCUlIQGDRpIyxMTE9G0aVMcPnxY59x7FhYWiI+Pl90BvzbJy8vDc889BwBQKpUao4cby8SJE6W+bvcGfiWqCO84EVGt9/XXX+P8+fPo3Lkzrl27hvnz5yMmJkYKTdnZ2di8eTMWL16Mnj17csLiR6RQKEwunFTUP46oIuwcTmTiHnvsMa1jIdGjmzp1Knr16oW///4bWVlZ+O6776TxmnA3OG3duhUdOnSQPYef3EdsRFSz8FEdERERkUy840REREQkE4MTERERkUwMTkREREQyMTgRERERycTgRERERCQTgxMRERGRTAxORERERDIxOBERERHJxOBEREREJNP/AWpUTF+shGImAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_total_energy(obs)" ] }, { "cell_type": "markdown", "id": "8c63c999", "metadata": {}, "source": [ "### Total length traveled per event\n", "\n", "`sum(step_length)` grouped by `event_id` — total path length traveled by every track in the shower, real vs. generated (not the same as the depth of any single point, since tracks scatter)." ] }, { "cell_type": "code", "execution_count": 14, "id": "d6561b73", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_total_length(obs)" ] }, { "cell_type": "markdown", "id": "dab935fd", "metadata": {}, "source": [ "### Mean deposited energy per step, per event\n", "\n", "`total_edep / n_steps` grouped by `event_id` — the per-event mean, as opposed to the per-event total above, so a difference here points at the typical step's energy deposit rather than at how many steps the event happened to have." ] }, { "cell_type": "code", "execution_count": 15, "id": "e761bdc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_mean_energy_per_step(obs)" ] }, { "cell_type": "markdown", "id": "d6b6ae02", "metadata": {}, "source": [ "### Mean step length per step, per event\n", "\n", "`total_length / n_steps` grouped by `event_id` — the per-event mean step length, as opposed to the per-event total above." ] }, { "cell_type": "code", "execution_count": 16, "id": "79b08c5a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_mean_length_per_step(obs)" ] }, { "cell_type": "markdown", "id": "cf3ea615", "metadata": {}, "source": [ "### Longitudinal profile\n", "\n", "Mean deposited energy per event, binned by depth along the shower axis (the `pre_dir` of each event's highest-`pre_E` row), with the event-to-event RMS as error bars — the classic `E_dep(depth)` profile." ] }, { "cell_type": "code", "execution_count": 17, "id": "a94c6034", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_longitudinal_profile(obs)" ] }, { "cell_type": "markdown", "id": "adbbd0ef", "metadata": {}, "source": [ "### Transverse profile\n", "\n", "Same idea, binned by perpendicular distance from the shower axis instead of depth — a Molière-radius-style lateral containment check." ] }, { "cell_type": "code", "execution_count": 18, "id": "f3652b29", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_transverse_profile(obs)" ] }, { "cell_type": "markdown", "id": "de4713d9", "metadata": {}, "source": [ "### Shower-maximum depth\n", "\n", "Per event, the depth bin where that event's longitudinal profile peaks — compares the real vs. generated distribution of shower-max depth across events, rather than the pooled profile above." ] }, { "cell_type": "code", "execution_count": 19, "id": "78bf19d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_shower_max_depth(obs)" ] }, { "cell_type": "markdown", "id": "f8dabe1c", "metadata": {}, "source": [ "## Particle-species (pdg) contribution shares\n", "\n", "Dataset-wide (not per-event) breakdown of which pdg species contributed how much of the total deposited energy / total length traveled, real vs. generated. Pure lazy `group_by(\"pdg\")` over the whole file — no post_pos reconstruction needed since these are scalar sums." ] }, { "cell_type": "code", "execution_count": 20, "id": "d4ef0559", "metadata": {}, "outputs": [], "source": [ "from giant.analysis import pdg_contribution_table_pl\n", "from giant.analysis import plot_pdg_energy_share, plot_pdg_length_share\n", "\n", "pdg_table = pdg_contribution_table_pl(FILE)" ] }, { "cell_type": "markdown", "id": "44aa3ad3", "metadata": {}, "source": [ "### Energy share by particle type\n", "\n", "Two pies side by side — real and generated — so the breakdown of which species deposits the energy can be compared directly. Small contributors are lumped into \"other\" (see `max_slices`)." ] }, { "cell_type": "code", "execution_count": 21, "id": "06952b61", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pdg_energy_share(pdg_table)" ] }, { "cell_type": "markdown", "id": "7b1ee5f0", "metadata": {}, "source": [ "### Length-traveled share by particle type\n", "\n", "Same breakdown, but by total path length traveled (`sum(step_length)`) rather than deposited energy." ] }, { "cell_type": "code", "execution_count": 22, "id": "d46f1d96", "metadata": {}, "outputs": [ { "data": { "image/png": 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hETWSkZGB5cuXY/To0Rg7dqzU4Xg0nmsikprChnWIiBxq0aJFeOqpp7Bnzx5UVlaiZ8+e+O9//4s77rhD6tCIGomLi0NJSQmGDx+Ojz/+WOpwPBrPNRG5Ao5ZIiIiIiIiaga74RERERERETWDyRIREREREVEzmCwRERERERE1g8kSERERERFRM5gsERERERERNYPJEpGd3XDDDXjppZekDoOIiMgjvP7665g3b57UYZCX4jxLRHa2ZcsWWCwWqcMgIiJymmXLlkGn0+F///uf3fd95MgRbNiwwe77JbIFkyUiIiIi6pTdu3ejoqJC6jCI7I7d8IiIiIiIiJrBJ0vkFZYvX47169fj+++/x9dff43Vq1dDrVZjxYoVAICsrCx88MEHSE1NhSAIGDFiBG655RYEBAQ07OO+++7DsWPHAAAKhQLh4eGYPHkyrrnmGshkvO9ARERNHThwAO+++y7y8/PRt29f3Hvvvfj888+xZcsWfPvtt43WLS8vx4oVK7Br1y4YDAb07dsXt912G2JjYxvWuf/++wEAL7zwAt5++21s3rwZvr6+uP766zFp0qQmx2/PPp977jm888472Lp1KwYOHIhHHnkEr732GtauXQsAkMlkCA4OxiWXXIIbb7wRPj4+AIDFixfjwIEDMJlMmD59OgBAq9Xi+++/b1ccAHDo0CG88847yMvLazhfRFJiskRe4ejRo1i/fj0ee+wxlJaWYtasWdi0aRMA4Ndff8WVV16JSy65BAsWLADODiZ99913sX37dkRERAAArr766oYuBnq9HgcPHsRdd92FdevW4eOPP5bw3RERkStas2YN5s6diylTpmDhwoUoKSnBvHnzEBcX12QMzpEjRzBlyhSEh4fj9ttvR0BAAD799FP069cPGzduxMCBAwEAO3bsAAAsWbIE3bp1w9VXX41vv/0WU6ZMwW+//YYpU6Z0eJ8LFy5E7969MWfOHBw/fhwAMGXKFPTq1QsAYDKZcOrUKbz88stYuXIltm/fDoVCgRtvvBH79++HTqdrSG4UCkW74/jtt98we/ZsTJw4Eddeey2Ki4tx+eWXIzEx0aGfE1GrRCIvcMcdd4gymUx85JFHGpYZDAaxvLxcDAwMFFNSUhqtX1NTI8bExIiLFi1qdb/fffedCEA8fPhww7LExERx4cKFDngXRETkLoxGoxgTEyOOGTNGtFqtDcuPHDkiajQaMTAwsGGZ1WoV+/XrJ/bq1UvU6/WNlo8ePVocOnRow7JRo0aJKpVK/P777xut16tXL3HChAmd2ueXX37ZsMxgMLT43k6ePCkCaLT+pEmTxCFDhjRZ19Y4jEajGBsbK44aNUq0WCwN6x04cEBUq9WNzheRM7HvEHkNq9WKJUuWNPytUqnwww8/oLKyEvfcc0+jdX19fXHFFVfghx9+aFhmMBiwYsUK3HjjjZg1axamT5+OV199FQCQmprqxHdCRESubufOncjLy8NNN90EQRAalvfu3RvDhg1rtO7evXtx+PBh3HrrrVCr1Q3LBUHAddddhz179iA3N7dheVBQEObOndtovbFjx+Lw4cMd3qevry+uvPLKhr9VKhVQf1MdP/zwA2699VbMnj0b06dPx1133QVBEBodryW2xrFz507k5ubi5ptvbtS1fcCAARg6dGibxyFyFHbDI68hl8uRkJDQaFlaWhpwtp/2q6++ClEUIYoiACA9PR0VFRXQ6XRQKBQYPXo0cnNzcddddyElJQU+Pj7IycnBtm3bUFNTI8l7IiIi15SVlQUA6Nq1a5PXunTpgkOHDjX8fa4t+uyzz7B+/fpGbVFhYSEAICcnp2F8T5cuXZrsMywsDCUlJbBYLJDL5e3eZ2JiYrPjbxcuXIjVq1fj7rvvxsSJE+Hv7w9BELBhwwab2j5b42jtfHXr1o03JUkyTJbIa2g0Gsjl8kbLzt05u/766xEZGdnsdmq1GqtWrcKePXuwYcOGRgNoN27c6OCoiYjIHZ17itJcQvH3ZefaolmzZmH48OHN7i85Obnh/yuVyiavn3t6dS4Rae8+fX19m7x+5MgRfPHFF3jttdca9cAoKiqyeT5BW+M495TLlvNF5ExMlsirjRo1Cjjb8Jyr4NOcc3e/zg1yPWf9+vUOjpCIiNzR4MGDgbPzD1166aUNyy0WC/bv399o3ZEjR0Iul0Ov17faFrWHPfbZnrZPqVQ2m0DZGse587Vz585G58tsNmPPnj0dip/IHjhmibzapEmTMHnyZDzwwAPYu3dvo9eOHj2K9957DwAa+kt/8cUXDa9v3bq1oaIeERHRhbp27Yo5c+bg9ddfx5EjRxqWv/DCC9BoNI3WjYmJwZ133on//Oc/+Omnnxq9lpubi5deeqndx7fHPvv16we1Wo2vvvqq4YnVqVOn8PHHHzd5upWYmIjs7GyYTKYOxdGlSxfMnTsXb7zxRqOxUE8//XSzT72InIXJEnm977//HjNnzsSoUaNw0UUXYdy4cUhISMCCBQsQFhYGALjkkkvw6KOP4qGHHsLAgQMxcOBAPPzww3jllVekDp+IiFzUhx9+iAEDBmDw4MEYMWJEwxOaMWPGNCqtDQCvvPIKli1bhoULF6Jr164YN24ckpKSMGbMmCbJla06u8/w8HC88847+Prrr5GUlIQRI0Zgzpw5eOWVV5qMb7rjjjtgsViQnJyMadOm4bLLLmt3HCtWrMDgwYMxdOhQDB8+HD179oRCocC4ceM69P6J7EEQz90qIPJgx44dQ25uLiZPntziOtXV1Thy5AhMJhO6du2KuLi4JusUFhbixIkTCA0NRZ8+fVBbW4utW7eib9++Detv2bIFwcHB6N+/v0PfExERuYcTJ04gPz8fvXr1QlRUFFJSUnD8+HGcOnWqyboGgwGpqamorq5GQkICunTp0igx2blzJwBgxIgRjbY7deoU0tPTMW3atEbV9zqzz3MqKipw9OhRqNVqDBw4EHK5HOvXr0d8fHyjLnq1tbU4ePAgqqqqIJfLm7S5bcXx9/OVnJyM6OhoHD16FPn5+c1OukvkaEyWiIiIiJzEaDSiS5cuGDt2LL788kupwyGiNrAbHhEREZEDHD9+HFu3bm3422KxYOnSpSgoKMBtt90maWxEZBtWwyMiIiJygODgYNx+++3IyMhAfHw8Tp48CYPBgHfeeYfjcIjcBLvhERERETlQXl4e0tLSoNVq0b9//4Y5mIjI9TFZIiIiIiIiagbHLBERERERETWDyRIREREREVEzmCwRERERERE1g8kSERERERFRM5gsERERERERNYPJEhERERERUTOYLBERERERETWDyRIREREREVEzmCwRERERERE1g8kSERERERFRM5gsERERERERNYPJEhERERERUTOYLBERERERETWDyRIREREREVEzmCwRERERERE1g8kSERERERFRM5gsERERERERNYPJEhERERERUTOYLBE5iF6vx7x583Dq1CmpQyEiInKIlStX4tlnn5U6DCKHYbJEZAdWqxXz5s3DkSNHGpaZzWasWrUKpaWlksZGRERkD19++SWeeOKJRssOHTqEbdu2SRYTkaMxWSKyA6vVilWrVqG4uFjqUIiIiBwiNTUVW7ZskToMIqdSSB0Akaurra1F165dcdlll2HNmjWoqKhATEwM3n33XYwdOxYAsHjxYgDAE088gfDwcMTGxjZ0S8jNzcWzzz6LP/74A1FRUXjmmWcQGxvb6Bhr1qzBjz/+CKPRiMGDB+Pmm2+GSqUCznbnu/baa/HYY49hzZo1SE1NxYIFCzBz5kynnwsiIvJMTz31FHbs2AGdTofU1FRYrVZcccUVePPNN6FWq/HLL79g1apVKCkpwbx58wAA9913H4qLi1FZWYmtW7fi/fffb3j9XLt4TnFxMd555x0cP34c0dHRuOaaazB48OCG11euXIns7GyMGzcOn332Gerq6vDRRx85/TwQ/R2fLBG1wWq1oqioCO+++y7GjRuH2267DZmZmZg4cSKysrIAAJdddhkAYOLEiZg/f36jRGbhwoV48cUXkZWVhc8++wxJSUmoq6treH3p0qW48847kZycjDFjxuC7777D2LFjYTabgQu6802dOhVFRUVISUlBcnKy088DERF5royMDPz6669IT0/HPffcgz59+uDDDz/EP/7xDwBAcnIy+vTpg4iICMyfPx/z589HYmIiDhw4gN27d2P69OnYsWMH9u7di5tuuqlRd72MjAwMGDAAGRkZmDJlCnx9fTFx4kT88MMPDescOnQIL7/8Mu666y4MGDAAl19+uSTngagJkYhatWXLFhGAuGTJkoZla9euFQGIN954oyiKomgymUQA4qZNmxrWqa6uFgGICQkJok6nE0VRFA8ePCgCEF988UVRFEXxwIEDolKpFLOyshq20+v1YmxsrPjFF1802s/SpUud9p6JiMi7dOvWTZTL5WJFRYUoiqJotVrFXr16iYIgiCUlJaIoiuIjjzwijhs3rtF2/fv3b9T+Wa1WsUuXLmJ4eHjDOpdddpl4yy23NNrujTfeEJOTkxv+/te//iX6+vqKxcXFDn2fRO3FbnhEbdixYwcANHQ7AIBp06ZBpVJh586dbW6/YMEC+Pj4AAD69+8PuVyOw4cPAwB+++03qNVqPPDAAxBFEai/gQGTyYTDhw9j/vz5DfuZNGmS3d8bERERAOTl5SExMRGBgYEAAEEQsHDhQjz22GM4fvw4Ro0a1eK2QUFBGD9+fMN2gwYNwi+//NLw+m+//Yb+/ftj/vz5EEURoiiiuLgYp06dgsFggFqtBs62kWFhYQ5/r0TtwWSJqA1lZWUAAKVS2Wi5RqOBXq9vc/vQ0NBGf8tkMhgMBgBARUUFgoODGyViAHDVVVchKSmp0bKAgIAOv4e2bNu2Df37929oJImIyHuYzeZGScs55xIXo9HY6vZ/306lUjXcADQajaitrcWoUaMwcuTIRuvdcccdkMnOjwhxZDu3ZcsWxMTENGlbidrCZImoDQkJCQCA/fv3NzzdqaurQ3V1NYYPHw6cvZPWEfHx8SgpKcGMGTManj7ZgyiKOHr0KKqrq5GcnIzg4OBW17/yyivx7bffYvTo0XaLgYiI3INCoYCfnx+ysrJgNBobCgyd61lxLsHoSFunUqkQEREBX1/fJjcGO0MURezZswd5eXno1q0b+vXr1+r6zz//PGbNmsVkidqNBR6I2nDppZcCAJ555hkcOXIEoiji2muvhSiKeOyxxwAAcrkcQUFB7S4dPm/ePCiVSjzwwAOwWq0Ny7ds2YLjx493KN4TJ06gf//+mDVrFu677z506dKlybwYREREF+rVqxd0Oh3+9a9/wWQyITU1FZ9//jkuuugixMXFAWefNHVkiowlS5bg9ddfx7FjxxqWVVVV4YsvvuhQrPn5+Rg+fDgWLlyIFStWYNasWZg2bRpqa2s7tD+i1jBZImpDeHg4cLaE+ODBg6FQKPDdd9/h9ttvbygdjrNjk+68807MnTsX99xzj837Xr16NVavXo0ePXrg0ksvRXJyMp566in4+/u3O1az2YzZs2fjyiuvREZGBv766y/s378fr7/+OtasWdPu/RERkXcYOXIkAgIC8N5778HHxwf9+vWDv79/o7Zj1qxZyM7OxpgxYzBv3jxs377dpn0/+eSTmD17NoYMGYJx48Zh7Nix6Nu3LyorKzsU66JFizBo0CAcP34cq1evxsmTJ1FZWYnnnnuuQ/sjag274RHZ6KeffoIoitDr9Rg7dixCQkIavf7mm2/ipptuQlZWFrRaLbRaLS6++GIMGjSo0XozZszA5MmTG/4eP348MjIysGfPHpSXlyM5ORk9evRoeF2r1eKbb75Bz54924xx06ZNSEtLw8iRI7Fly5aGgbT9+/fH2rVrMWPGDADAgQMHUFJS0rCd0WjEnj17Go3BmjBhAuRyeQfPFhERuROVSoWLL74Yzz33HLKyshAREYFLLrmk0Trdu3fHmTNnsHfvXlRVVSExMRGzZ89u1J4AwOTJkxtNkaFSqfDRRx/h6aefxqFDhxAUFIQBAwbAz8+vYZ0bbrjBpuQpLy8P69atw4svvojvvvuuoZ3r1q0bNm3a1LDeoUOHcPTo0Ya/CwoKsG/fPnz55ZeN4mRBCWqLIJ4bgUdEzaqpqYG/vz/++uuvJoNTXc3y5ctx3333YcyYMU1eGzt2LB5//HEAwLJly7B79+6G15or8PDzzz9Do9E4KXIiIpLS/fffj9TUVKxdu1bqUFr1559/YtSoUZgzZ06TNioqKgqvvfYaAOCLL77A6tWrG15rrsDD//3f/3HeQmoTnywReRBfX19YrVb88ssvTaoTXej5559v9HdUVBReffVVFnggIiKXdq5i3sMPP9xQZKk511xzDa655pqGv6dPn45Zs2bhzjvvdEqc5Dk4ZomoDb6+vsjPz8eQIUOkDqVN48aNgyiK+Oyzz5q81tG+4URE5PmeeOKJDhdccKbevXsjPj4eb7/9dpPXcnNzJYmJPBufLBG1QRAEREVFSR2GTc5VvrvjjjuQkZGBYcOGITs7G59//jmWLl2KuXPnSh0iERG5oI4UFZKCTCbDihUrMGfOHJSXl+PSSy9FeXk5fv75Z8yZMwf333+/1CGSh+GYJSIPtH79enz55ZcoLCxE9+7dce2112LYsGEtrn/VVVfh8ccfR9++fZ0aJxERUUecOXMGK1euRHp6OmJjY5GSkoKLL764xfVfeOEFDB48GFOnTnVqnOT+mCwRERERERE1g2OWiIiIiIiImsFkiYiIiIiIqBlMloiIiIiIiJrBZImIiIiIiKgZLB1OXs1ksaK0xogagwlmqwizRYTFKsIi1v9vgFGH+KpCQCaHoJA3/K8gl0PQaiEPCIDM3x+CIEj9VoiIiJpVWWdCuc4Ig9la38Y1tHNWmC0ielblQm0xQZDLAbn8/P8qlZD5+UEeFASZSiX12yCSBJMl8jiVtSYU1xhQWmNAqc6I0hoDSmqMKNUZUFpjREnN+f+t0ptb3dctihzM/fa11g8ol0Pu5wdZUCDkgUGQBwdBERYGRXh4w3/KiIj6/x8VVd8IERERdZDRbD3flp1t2861eeeWl+oMKKk2okxnhNFibXV/a1LfhZB2stV1BI0G8sDA+v+CgiAPDWnUzjW0d9HRkLvJnE1EtmCyRG6rss6EEwXVOFFQhROF1Wf/f3WbCZDdWSywVFbCUlkJE7JaXVVQKqFMTIC6azeounaFqltXqLt2hSy5B9QaX6eFTERErs9iFXGmVNfQvp0829ZlltXCYnXuzC+iXg+zXg9zYWGb68rDwqDu0gWqbmfbuq5dIF7UA/4RseyJQW6HyRK5PL3JgrSiGhw/21AcL6jGyYJqFFTppQ6t3USTCca0dBjT0hstv39pGKyBfugV0gs9Q3qiV3AvJIckI8YvRrJYiYjIefIq6nCisL59O1FQjROF1UgrqoHB3PpTIVdkKSlBbUkJavfsaVj2x+Ih+CAuDUlBSUgOSUbP4J5IDklGUlASfJQ+ksZL1BomS+RyiqsN2J5Wgu1pJdibVY7MUuffQXMmITgIWfIKoKYCOTU52JC1oeG1AFUA+ob1xdDIoRgWNQx9wvpAKVNKGi8REXWOxSriQHYF/kwrwZ/ppTiSV+n8XhFOlupfCZ1JhwPFB3Cg+EDDcpkgQ5eALhgSOaShrQv3CZc0VqILMVkiydUYzNiRXort6fUJ0snCGqlDcipTl2gAp5p9rcpYhT/z/sSfeX8CALQKLQaGD8SwqGEYFjUMfcP6QiHjP2MiIld3srC64UbgzowyVBs8OzlqRCbDbk1+sy9ZRSsyKjOQUZmBb05+AwBIDEjE0MihGBo1FCOiRjB5IknxKouczmi2Yn9WeX2jkV6Kg9kVMHvwk6O2lEXbPlapzlyHv/L/wl/5fwEA/JR+GBk9EqNiR2F07GhE+UY5MFLnqampgZ+fn9RhEBF1WF5FXUNy9Gd6KYqqDVKHJBkhJgrVsiKb18+sykRmVSZWnVoFAOgZ3BOjYkdhVMwoDI4YDKWcPSzIeZgskVPkVtTh18P52HaqBLvPlKHWaJE6JJeRHdbxwa41phpsyNrQ0HWvR1APjIoZhTFxYzA0cijkMveqvPfaa6/hhRdeQFVVFdRqNRYvXoznnnsOarVa6tCIiFpltljxR1oJNhwrxJ9ppcgo0Ukdksuoiw8DYHuy9Hcny0/iZPlJfJj6IXwUPhgeNRyjYkdhUsIkt3zqVFJSgrfffhupqamIjIzElVdeidGjR0sdFrWAyRI5TFGVHr8czsdPB/OwP7sCovc+PGrVsUD7dTtMq0hDWkUaPj76MUI1oZjaZSpmdJ2BgRED7XYMR3njjTfw+uuv47fffsOAAQOQlZWF2bNn4+mnn8YzzzwjdXhERE1YrSJ2ZJTip0N5WJtagPJak9QhuaTiKI3d9lVrrsXmnM3YnLMZz+96HkMjh+LSrpdiSuIUBKoD7XYcR8nOzsbFF1+MyZMnIyUlBTk5OZgzZw5ee+01XHfddVKHR80QRJGXsGQ/lbUm/HI4Hz8ezMWu02Vw9951Ns2z1El3Lw1Cgdyx47Ri/WJxaddLcWnXS9EzuKdDj9VR8fHxWLZsGRYsWABRFCGKIr755hv8+9//RkZGhtThERE12JdVjtX7c7EmtQDFHtC9zpZ5ljpj65LBeCPikMP2DwAKmQKjYkZhetfpmBg/0WUr7F177bWQyWRYuXJlw7KVK1di2bJlyM3NlTQ2ah6TJeo0i1XE1pPF+HZvDtYfK4TRDcuctsTRyZIQHoYrb6pw2P7/TibI8DsSEJY0Heh/NeAb5rRjt6asrAyhoaEIDAyEQtH4gbdMJkNRUREsFgvKy8sblvv4+MDHxzUbQyLyPPmVdfhuXy5W7c3xuC52jk6Wlt/bHZu1mQ7b/999bYnARcFJwIBrgK5jARea2yk8PBwJCQno2rVrw43BiooKbNq0CaWlpQgJCZE6RPobdsOjDksrqsY3e3Pw/b5crx642hnGhAgAzkuWRgQmIWz/eiBjK7D+CSBpKjD0RqDHZEkbk3OTFK5cuRKzZ89udp1jx45h/PjxDX8vXboUS5cudVqMROR99CYL1qYWYNW+HGxPK3H73hKSkMmwp4VKeI7Qwy8eFx3eDmTtAQ5+AQQmAIOurW/r/CKcFkdLKioqsGDBAkyYMKHR8rvvvhs+Pj6orq5u1B1vypQpuOOOOySIlM5hskTttvlEEd7ZkoG/MkqlDsXtlbajEp49pNRdUKrWagJO/FL/X0h3YPjNwMAFgCbAqTEBQHBwMJKSkvDjjz82SZZEUYQgCOjbty9KSkqcHhsReZ/SGgM++vMMPtmRiQqOQ+oUITYaNUKh0443S/hbG1aZBWx+Dtj2MtB7LjDiViBuiNPi+bvExETI5XLMnTu32ddlMhkWLVrU8HeXLl2cGB01h8kS2cRkseKng3l4d2sGjhdUSx2Ox8gKc95tSh+FDyZn7Gz+xbJ0YO2DwMZngIHX1CdOYUlOiw0Ann/+ecyfPx/x8fGYP38+jEYjNm7ciMOHD+P99993aixE5J3OlOjw7rYMrNqbA4MHdSmXUm18KADnJEsyQYaZWS2MjbIYgcNf1/8XOwQYfgvQ5zJAoXJKbOfcdNNNeOaZZ7Bw4UIMGVKftFVXV2PVqlVYtGgRVCpVi4kUSYPJErWqxmDGl7uysOKP08ir1Esdjsc5EuC8xHOyfzdojcdbX8lYDex6F9j1HtB9InDx7fVd9JzgiiuuwK+//oqXXnoJ7733HsLCwjBp0iQ8//zzTjk+EXmv/VnleGdLBtYdLWBXOzuzZyW8tgwL6IGojA1tr5i7F/j+ZmDdo/Xd84bfAviGOiNEPPDAA8jNzcXo0aMxYMAAKBQKnDlzht3KXRiTJWpWUbUeH24/g892ZKJK70WzjDvZLq3z+nHPLmvPHBcikP57/X8xg4FxS4HkSx0YXb3Jkydj8mTnJGdE5N1EUcTvx4rw7tYM7DpTJnU4HisjxHnXECmGdma6uiJgy7+BP9+oT5pG3ePwcU1yuRyvv/46Hn30URw8eBD+/v7o378/fH2d2y2fbMdkiRpJL67Bu1sy8P2BXI+qaueKhKgIlMqc00BHa8Mx/Ojejm2ctw/4Yj4Q1b8+aeo1y6UqCxERtYfRbMUP+3Px7rYMpBU5dtoGAg77O6eIkVauwZSWupq3xaQD/noD2P0BMGQRMPpewD/K3iE2EhkZialTpzr0GGQfTJYIAHC8oAqvrDuJDccKOXmsk+gTIgA4J1maqYqCgE5+sAWHgK+uBSL6AGPvrx8oK5PZK0QiIocyWaxY+Vcm3tmSzgquziKXY6/KOT0oJgT0gI+hk+XPzXXAzreAvR8Cg64DRt8HBMbaK0RyU0yWvFxJjQGvrDuJr/dkw8KO2k5VGu28OYJS8k7Yb2dFR4BvbwTCXwSmPAX05J0xInJt644U4Plfj+O0h82P5OqEuGjUygqccqyUynIb1rKRWQ/sfg/Y93H9k6ZxDzltTBO5HiZLXspgtuDD7Wfw5sY0VBs4JkkKZ0IsTjlO34Cu6HZ6i/13XHwM+PxKoNt4YOqzQFRf+x+DiKgTjuZV4emfj3KqC4nUxoUCcHyyFKYOwcUndtl/xxZjfdGjQ18BY+6vLzvu5Op5JD0mS15ozeF8vPDrcWSV1Uodilc7HFjplOOkWNSOPUDGZuCdMfVzNE18zOH9vImI2lJUrccrv53EN3uzWd1OQkVRDm5/zpqhjYNcPOC4A+grgfWPAXs+ACY/WV9ynLwGkyUvkppbiad+Popdp1n1R3KCgD0ax99tU8gUmJGxx+HHgWgF9n8KpH4PjLobuORuQOW8boZERACgN1nwwR+nsXxTGnRG5zy9p5ZlBDun50pKQYZTjoPyM8A3i4AdbwPTn6ufr4k8Hkdne4GiKj3u/+YgZr/xBxMlFyHERKFScPy8VWMCeiKo1omfuUkHbH4eeH0IcOQH5x2XiLzejwfzMOmVLXjptxNMlFzEIX87jiNqQQ+/ePTKP+rw4zSSvQN4bxLw3c1ATXum5SB3xCdLHkxvsuC9rRl4a0s6atlwuJS6hHAAxQ4/zmydRIOZq/OAb24ADkwFZrwEBHeRJg4i8ngHsyvw1M9HsTfT8Rfm1A4KBfaqHV8JL0UIcPgxmifWj2U6+Vt917whizithofikyUPtS+rHJf+dxteWX+SiZILKo50/IzmASp/jEvv4JwT9nJqHfDmSOCP1wArv4dEZD8GswXPrTmGy5ZvZ6LkgoS4aOgFx3bDkwkyzMw86NBjtElfAfx8L7BiOlB0XNpYyCGYLHkYk8WKl347jivf/oslUl1YRqjj+3FP9+0CpcXo8OO0yVwHbHgCeG8CkH9I6miIyAOk5lZi9uvb8e7WDBZwcFG6OMeX2h4emITIyjyHH8cm2Tvqix1t/jdgMUkdDdkRkyUPcqKgGnPe2I43N6VzziQXl+rv+Ep4KcU5Dj9Gu+QfrE+Yfn+KDQkRdYjFKuL130/hsuXbcaKwWupwqBVFkY4vsZ2itzr8GO1iMQKbnwPeGQfk7pM6GrITJksewGoV8c6WdKS88QeO5ldJHQ61RS7HbrVj74Ql+sZgYLbEXROaYzUD214BPpgClJySOhoiciMZxTW44q0/8cr6kzBZeEPQ1aWHOPammFauweQMibuat6ToSH07t/VlwOpiCR21G5MlN5ddVov57+7A878eh9HMf5DuoH5Gc8c2IrPkIQ7df6fl7QfeGQvsWSF1JETk4kRRxEfbT2PG/7bhQHaF1OGQjQ75OXYc2cSAHvAx1Dj0GJ1iNQMbnwY+TgEqXaynB7ULkyU39uWuLFz6323YdYblwN2Jo/txCxCQkp3q0GPYhakW+Pk+4PP5gK5E6miIyAXlVdTh2g924smfjkJv4g1Bt6FQYJ+DK+HNrnCTa5/MP4C3RgFHvpc6EuogJktuqLjagCUf7cZD3x1GjcE5E76R/Th6RvPBgT0QW5bl0GPY1clfgeUXA6fWSx0JEbmQVXtzMO21rdieVip1KNReCTEwCI6rgBquCcGI07sdtn+701fUT2b7w+2AKz8No2YxWXIzm44XYdprW/H7cU6C5q4yHNyPe7YLFMBrN10R8Nk8YP3jLDFO5OV0BjPu+Gwf/vXNQVTreUPQHeniHNsVfIYmDnLRDduKA5/VV8zL2y91JNQOTJbchCjWVwBa8vFulOnc8WqYzjnowH7cGrkaUzPc6G7b323/L/Dp5YCOd5KJvNHpEh3mvrkdvxx2/GSm5DiFDq6El5Kf7tD9O1RZRv2cTAe+kDoSshGTJTegM5hx66d78cr6k5xPwt05uB/3hIAk+OndvCJixmbg3XG880bkZTYeL8TsN/7AqSJ2U3J36cGO60HR0y8ByQXHHLZ/pzDrgR9uBdYsBSx8eurqmCy5uHN32X47Uih1KGQPDu7HnVLpIbPYV2bX33nb/6nUkRCRg4miiP9uOIUlH+9htzsPcdDPccUXUgR/h+3b6Xa9A6ycwyJHLo7JkgvbdKKId9k8jCP7cYepQ3BJxi6H7d/pzHpg9R3AT/cCZnY9JfJEtUYzbvlkL17dcBIie054BqUSB1QFDtm1TJBhRuYBh+xbMpl/1E9iy94ULovJkov6aPtp3MS7bB6nwIH9uGdoY91zwGtb9n4IfDIXqPOQp2ZEBADIr6zDvLf+wrqj7DnhURJiYHRQD4oRgUmIqPTA8WxVOfW9KQ5+KXUk1AwmSy7GYhXx+OpUPPnTUVg4QMnjpAc77gnJ7PwMh+1bcpnbgQ+mARVuVBKdiFp0OKcSc9/cjqP5bj7GkpqocWAPihS9B94QPMesB76/Bdj8gtSR0N8wWXIh1XoTFn+0Gyv/ypQ6FHKQAw7qx+0RA17bUnICeH8ykOdhXTCIvMyvh/Nx1Tt/obDKIHUo5ACFEUqH7Fer0GJS+k6H7NulbH4e+OkeTqPhQpgsuYic8lpc8daf2HKyWOpQyEEElcph/bhTBD+H7Nfl1BQCH84ATq6TOhIi6oC3t6Tj9s/3oc7EC0FPlRbimB4Uk/17wMeoc8i+Xc7ej4CvrgVMdVJHQkyWXENmqQ5Xvf0XThaykIMnExNjYBasdt+vXJBj5hkvetpi0gFfzAf2fCh1JETUDq+sO4EXfj3OQg4e7qCvY3pQzCr3sopxJ9YAH88Gah1XWZBsw2RJYhnFNbj6nR3Iq9RLHQo5WHVcsEP2OzIwCeFVjnli5bJEC/DzvcCm56WOhIhs8MKvx/H6xjSpwyAHc1QPighNKEaeceMJ1zsqZxfwwVSO15UYkyUJpRVV4+p3d6CgiomSN8gPd0w/7pQ6Ly6rveUF4LdHpI6CiFrx9M9H8faWdKnDICdwVA+KmZoYyET779ctlJ4C3p8CFB2XOhKvxWRJIicKqjH/3R0oruYAV29xKsT+n7Wvwsc7Bry25q83gJ//CfbtIXItolhf3fWDP05LHQo5SXWsY3pQzMrz8mS7pgD4aCZQkCp1JF6JyZIEjuZV4Zr3dqCkxoufCHih/b727289xb87NBwAipK8dDz+wwGITJiIXIIoinj4+1RWd/UyBQ6ohJfsn4iehXyqgtoS4OMUIP+g1JF4HSZLTpaaW4kF7+9AmY6JkjcRtBocVtp/4sXZpZzMsSxqNMZlLcHKnXlY9t1hJkxEErNaRSz99hC+2MVxFt4mLdj+PShS4Gv3fbqtujKcWPcBUnMrpY7EqzBZcqID2RVY8N4OVNSapA6FnMyaGAtRsO8+Y7QRGJq51747dTMVURdjQu7N0JnlAIAvd2fj4e+ZMBFJxWIV8c+vD+CbvTlSh0ISsPdcgnJBjhneVO21DWnxV2D68am47oOdOMYJnZ2GyZKT7M0sw3Xv70SV3ix1KCSBqthAu+9zpioSArw3KaiKGIZJebei0qRotPyLXUyYiKRgtlhx95f78cOBPKlDIQkIGg0O2bkSnldWe21BWvwVmJJ2OURRQHmtCde+vxOnCqulDssrMFlygl2ny3D9B7tQbWCi5K3yIhQ2rNU+s3O9tw93TfggTC68E6XG5vvHf7ErG4/8wIGwRM5itlhx5+f78cuhfKlDIYmICdGw2PkG3qw6XjcBQPoFidI5pTojFry/ExnFnKPT0ZgsOdix/Cos/mg3dEbOVu7NTgbZtwhD/4Bu6FLsndWBasP6Y0rxPSgytD6Q+POdWfjvhlNOi4vImz3yfSrWHuETAG9WZedKeD4KH0zK2GHXfbqjjPjLMflvidI5xdUGLHhvJzJLdZLE5i2YLDlQYZUeiz/ajRo+UfJ6+3yL7bq/FIvKrvtzF3WhfTC15D7k6217/69uOInv93PsBJEjvbkpDV/tyZY6DJJYgZ17UEz27watsdau+3Q3GXGXYVLaFc0mSucUVOlxw4pdKGfhMIdhsuQgtUYzlny8G/mVnHDW2wl+vjimtF/ZcKVMiUszvG8mc0NIMmaW/ws5enW7tnvw28PYkVHqsLiIvNmPB/Pw8roTUodBLuCUnSvhpZTbf7oNd3I6fi4mp7eeKJ1zprQWt3y6F0azl07c62BMlhzAahVx9xcHkJrLSiUEWBJj7Lq/sQFJCKwtt+s+XZ0xqAdmVS5FRq2m/dtarLjlk71IZ79uIrvac6YM939zkPNBE2DnuQQjNGEYfmaP3fbnbk7HzcXktHmwirZfpu86XYaHvz/s0Li8FZMlB3j6l6PYcIzz31C9ypgAu+4vpca7+iabArthTs1DOKXTdngflXUm3PjhbpTW2H8OECJvdKZEh5s/4Z1sqmfvuQRnaqIhE73zu3Umbg4mp8+DpR2J0jnf7s3BW5u9czyzIzFZsrOP/zyDD7efkToMciG54fb7ZxakCsTYjJ1225+rMwck4Iq6h3CsxqfT+8oqq8U/Vu6B3sRiK0SdUVFrxOKPdnNydWpg77kEU/LS7LczN5IZNxuT0q/sUKJ0zou/HcfaVBZbsSf71zP2YhuPF+Kpn49KHQb9jbm2CmXr3oSpJAtyn0AEjb0emrjeDa9bjXoYi05DkMuhDEuATKlp2ObVknR8V1uJe8PCMdin/oJ9a00NjFYrPiwvR7HZjFG+vhjn54cYpQI91fXdxO7IyUF3lQrTAwJwPKjpANXq1Gr49PCBXCNv13uZ5psApcU7HrOb/WMx3/AIDlX52W2f+7Iq8M+vD+DNBYMhCHaeJZjICxjMFty8ci8ySrzrCbc7qDm8AdX7foHVbIA2cSCCJt4Emaz+olsURZjL82CpKYUiKBqKgPBG28yuKcAlCgUeDA9v2AYAfq2qwvLSEvjIZHg5Khrx6vNjRnfpdHihqAgPhYcjNqzpk39DoQGiUYQmvn3dp3v5JyLp9LZOnAn3lBk3GxPTr+pUogQAogjc99UBxAVfjL4OmOPRGwkiZ260iyN5lbjq7b9YItzFWPW1yFl+HURRhDZxIAyFabDWlCH8iseh7T4U5ZtWQHd0M5SBUbCa9LDUlCFo3I0o//1tiKKIXl17oTTjCIotFiyPicV4f3/cnZuDv3Q66EURgTIZyqz1XQXuCg3DbWFh+Ky8DM8XFSFaLocgk0E2IgQBN4U3xFS5sxKlG0vR9aGu7b5g/8wUhP45h+x+nlyNxS8a11oex1/ljvmhv2VcNyy79CKH7JvIU4miiHu/OoDVnHTW5ZRtfB/Vu3+AMqIb5D6B0J85AEVILGL/8TbqMg+ifOP7EE0GyP1DYSxIg7brYMj9QlG990coI7phqLUKO0pK0FWlws9duwEANldX4/a83Ia76lYAL0RHY1ZA/e/ysJMnYRKt6KPR4owCCHs0Duqo+mTKarQi7fE0xN8SD23X9nWhfsCvN64/vNbOZ8i12StRulBUgAar7xyFyID2j/WlxtgNzw4KKvVY8tEeJkouqHTdGxBNBkTf+Doi5j2O2Ns+gqDyQena1wGrFQq/UMTe8j6irnsZMYvfQMCIy1G29n8N21x/1e3Y1K07/GQyPFFY/1j7f7Fx0IkiXo2JxR9JPRGtqG9KZgcGosZsxr+LiqAE8EO37vi+X3/k7CuGPre+KqJFZ0HB1wWIvTG23YlSF99Y70iUfCOwWHzUYYkSALyzJQOf78xy2P6JPNF/1p9kouSCrGYjqveshiomGTE3/g+RVz+NoPGLYC7Lge7oVljrqhE261+IvfldRF3zPGKWvIXazEOo3vtjwzbvj7gE/wwLR4bRiDVVlTCKIh7Iz4MKwO6knvilazdYAdRZ6m8OPpafB4NoxYMRkfgsMRF9hsSjZO35Ag9F3xfBf4B/uxMluSDHjDP77X6OXJkjEiWcLSl+08d7UMdr005jstRJOoMZiz/ajYIqlgh3RfrMg5D5BkMVEgsAkMlk0HYbAquuHKJoRcDwyyBTnr/r4tt7PAARgsav0TZjfHxRbLFAb7VCf/ZJUk+1GmZRRIXFAjmAjTXVWJSTjXCFAn20WvjKZNB0i4UmTgNDfn1hgfwv8xE8PhimchOKfy5G0eoi1GY07aZnLDai+OdilG0pg2ipf/ibIq+f8K+gxoqnthjgiQ+Frdow3IzHsaXUvpMbNufx1anYetK+818ReapVe3Pw+kbvHEfi6mqPbQNEEQFD5jQs8x92GSAIqD70G3x7jYYqvEvDa4qAMCiDIgGg0TY3BgdDAPBtZSV+r66GThQRp1JBLZOh0Fw/X+Su2lp8XFaKH6qq4C+Tob+2Phmy9lLBkFffztVl1qFqXxUCLw5E8c/FyP88H2VbymA1NS7YYDVaUbK2BIWrCmEorN92ZGASwqrrC0U8vkmP9DLPLvKQFZfikETpnMO5lbjvqwMeeb3gTEyWOunRH1JxNJ8lwl2VVa+D3LfxhbcyNB4AYCxo2vAbcurHnP19m27q+klQj+r10MhkkAP4obIS0zMyUCeKCJDL8Xt1NY4aDLjE1xcn9Xpcdvo03irIgbnKDLmvHDXHaqA/o4ehwICs/2XBkGeAudaMzFcyUfLr+Tty5hoz0p9Kh6nchIrtFch5PwcCBKRk1Y9VunONHiFawePG3Fg1wbhD8Th+Lw1xyvHMVhH3fXUARdW80UHUmlOF1XjkB+8YK+mOjAWnAADq2OSGZTKZDIJCBUtlUZP1RbMJptLcZrfRCALyTCbsrK2FvyCgyGzGgswzeDS//olirEqJl4qL4S+TQSuT4f68XCzJzUFaSSHkvnKIVhG5K3IRMCQAGc9kQJemg9xXjoptFTj9/GlYjeeTn+w3s6E7poNoEpHxTAbMNWak1NUXDfn4gBG7ci3oHuK5l6nZcbMwIf1qhyVK56w9UoAXf+NcaJ3hud9CJ/h+fw6+358rdRjUGtEKQdl4ElOZ1h8AYDU0HqBsripG2e/v1q+jaVxUIEheX4ih2lL/OHuGfwDeKStFqaX+btsbMbFI1esxXKvFqspK1IgiDKIVy//YB3OlGdoELfI+zkPIpBBUbq+ETCVDbXotzOVmxN8Zj8JvC2EsrW8kqnZXQdtVi5jrYpBwdwIqd1WivyIR0eXZ+PGECXnVIm4fpnTYKZOCqA7Efeon8GtxmFOPW6oz4l9fH+RdN6IWGMwW3PXFfuhNnn2H351ZTfU3fGTaxl2XBbkSosXUZP2yje8DZ5f/fRulIMAkiii1mBGlUKDGasUhvR5ZZjNkADKMRqgEARVWK/LMZhSbzThi0KPou2IEDgtEydoSqGPUKNtSBkEmwKqzouz3MkRdGwVzpRllm8oAAOYqM2pSaxB3Wxyi5kdBm6iFYb8ek9J3olhnxeObDXh7Vseni3B12XEzMTHjGocnSue8tTkdG45ySpuOYrLUQVmltXj8hyNSh0FtkckhGhp3c7PU1P9Yy/1Czy/TlaPwq8egCu8KyJVNtiky1SdFkcr6JOXfMTF4KToaAoArAwLwYXkZAuRyLAmt3+eS4GAM8/GBr78acj85in8phn9/f1hq65OtHs/0QI+ne6D2eC0EmQDRIqL6QDUAwFRhgiqs/kmWwk8BmVqGkcV6VBlE3LtWj/dSNJB50FMlUe2PB7RPYnVhhCTH33aqBO9ty5Dk2ESu7vk1x3G8oFrqMKgVMk39DUBzdeNuxVazEYKy8eD+ij8+hy71d/gkX9LsNgZRhFYmg1IQcMpkwv9FROCmkBA8FRmFW0JDsaGmBg+Gh0MOQCsIuCMsDAPjIgERkGllKPu9DBFXRMCqsyJgSAC6PdINwROCUbq2FOoYNar2VZ09rhkyH1lDRVhlqBIJ+gBoTHW4Z60e945QoUuQZ16i5sTNxMSMBTBZnduOP7jqEIqrOddgR3jmN9HBzBYr7vlqP6oNZqlDoTbIfYObNAbG/LNdFiLrK/5YdBUo/OIRKPzDEH75o81uk2rQQwDQS3O+4VEIAgyiiIt9/bCppgZvx8bhx8r6hmCivz/+Lyoagb39Ya2zompvFSKviISgrP9x1GfrIVPJoEnUoGpv/TbGgvonS6pQVcMYJ1OFCaJBxLyKI3hogx7X9VciSCPg338Y8PYeIwxm934iIqp88ajPE/i2IFLSOF767QQO51RKGgORq/n9WCE++pPzBro6bZdBAAB9xt6GZVZ9DWA2QhmW2LCs4s8vUbVrFSLmPQG/vpObbFNlNsMgiuiuUiFOqYRaEDAvKBj3hkdgXlAQ1lXXJ81ZJhMsZ3tc3BgSirtvmAQIQMGqAkReEQl1mBqQA5aa+puDPj18oM/Ro+5MHYyF9e2cMlgJa50Vpor6J1z6bD0m+lmw5pQJaWVW3DpUhdd3GvHI73ocLfacAgU5cTMxQYJECWd7Ujzw7UGnH9cTMFnqgNc2nML+rAqpwyAb+PaZANFQi5ojmwAA5qoS6LMPQ3l2sKulthL5H90DU2UBAicshkypbrLNHzU12FVbiySVqtG+V1VWYriPD54pKkRKQAD26evwW3UVFAC21dRACA5CSXYVrEYrohdGQ6aWwae7D2RqGTJfy0TOezmoy6hD5a5KKEOUsBrqu7kEDAuAsdCIrDeykPlKJgZO64H0rEpsybTg7hEqjPxAh9MVVnx3zIT5q+qcfk7tRVRo8bT/4/gsP0bqUGCyiLj7y/3Q8QYIEQCgqEqPB771/OqbnkDbbTAEhRpVu76D9WwBotLf3gQABI6cBwCo/OtrVG77DKrY3tAk9GuyTY3JhNtz64cV/CMkFGN9/WAQRRSdLezwbUUFMo31ic6XFRXoq9Gg/Gy39E01eYAIKHwUCLokCACgjlRDd0KH9GfSUbS6CMZCI9Qx6oYxS3IfOYLHB+PMv8/gzMtnIBgE3BqQjbt/1eO9FC3+8ZMeP500QRCA0St0yK92/26gOXEzJEuUztl8ohgr/+INkPbiPEvttDOjFNe8twNWnjW3kbfiDpiKMyHzCYK1rgqCXInoJW9C4ReC/JX/hLk8H6LZgMCxi6AKTwAAlG9aAXNZDvx8/aHT1d9NW9u1G+LPJkyFJhMmZ6RjhI8PUvV6PBwRiUcL8vF8dAz21tXiq4oKhKjVKDUY4NvbF12XdgUAiBYRJx86Cd+evrDUWqA7pkOPZ3sg49kMBI0MQtRVUcDZLgrVB6oh95Pjw749cPfDm/H2LA2yKkW8s9eILYt8UWMUEf5SNTLu9kO0v3vd9xAVGrwY/ATeyk60YW3nuWJwHF65aoDUYRBJShRFXPfBLvyRVmLD2uQKdCe2o2T1C4BcCZlCDau+Gr59JyFs5n2o3vcLyta/BQgyyHwCETr9LgCAoTADVds/A+RK+MGKGrMZo3188G58fTv4z7xcnDEacU1gEJ4qKoRWJoPBakVKYCAeCo/AmPQ0KAUBOogQBRE9X+gJVXh9G1mytgTl28rh19cPlTsqETIpBJZqC6oPVaPnv3s2xF1ztAYWnQW3jRqBgtd+hK8KeHSsGv7PV6Pofj+E+sgw7+tajE6Q496R6hbevevLjb0U409fK2midI5GKcPPd41Gjwh/qUNxGwob1qGzKmtNuO+rA0yU3EzM4jehO7EdhqzDUARGwm/wTMgUKlj1NVAEhENQamCpLoE+cz+MufXj0EKm3AqrQYceOX/B59huhMsVDYkSABwzGDDBzw/dVSoM1mrxaEE+no2OxsyAAMwMCMAoH19sifTHr5ZsxN8U37CdIBfQdWlXlKwpgSAX0O2xboAFMJeZ4dPDp2E9hb8CwWOCEaEJxaa3/sTYRDlGJyjw8p8GJAbWJ0Z+KgHhPgLyqkVEu9FvnihX4T8hj+GtLNdKlABg1b4cjO0ZhjkDY6UOhUgy72zNYKLkZnyTR0F9+8eo3r8GoqEWvr3HQx1Tn5RYTXXQdh8GU2kOIFei5sCvAABFUBRiz24zMWs7MkuKcX/E+bGjL0bHYFVlBdZWVSFeqUSJ2YwZ/gF4KjIKMkHA79264zNdDT7rUgv/Pv4NiRIAhE4LhSAXUJtei4g5EQiZGIJTj56CT5JPo7j9etcXU+q5LxUfp5tx4FZfFNaIUMuBUJ/6ti4hUIbCGve98MqLne4yiRIA6E1W3P3FAfxwxyioFO51o1UqfLLUDrd9uhe/phZIHQY50S2KHMz99rUWX19TVYVlBfl4JioKKQGNqwrtvX4Y/h27HyXrSqAIUCBoZH33hNqMWvh0q28wRKuI7LezYcg2oMczPSDIG/+YTq9OwKrHfsWBW/0QoBbw9RETXvnLgJ03+aG8TkT0K9XIus8PEb7u8YMnypR4I+xxvJLVXepQWuSvVmDNPWMQH+Jjw9pEnuVQTgWueOtPmCy8NPAma1LfhZB2stnXzhiNuCErC6N9ffF0VFSjAkPWPkmYP/s0qg9Xo/pANWKuq+9WXZdZB1WECnJtfQGH8q3lyPs4D92f7A5NfOOiE8naBJy6ey3+O12D8V0UMFpEBDxfjaN3+KFbsAyTV+pwVR8lbh6igrvJi52OCaevhcHqem30LWO7YdmMi6QOwy3wyZKNvtiVxUSJGjmh1+Oh/Dx0ValxTG/AMf35+SyuDw7GscAaAEDFnxVQR6sbkqWqXVUo+LIAmngNak/WwmqwIvG+xCaJkmgV8ft/tuDVaRoEqOtfm52swCMbDbjsq1pkV1oxv6/SfRIlQY73Ix7GK2dcN1ECgGqDGXd/uR/f3HIxFHL3OLdE9qAzmHH3F/uZKFEjt+Zko9pqgUIAnio8X356tK8vhsYEAAD0mXqUbylvSJaseisyns6AJkEDc5UZdafrEHdLXJNECQDwfRaGxcgxvkv9JalKLuCfF6sw7dNaJIfKkFFuxTV93W+6jPzYaS6bKAHAe9syMC45HJd0d+6UHe6IyZIN0otr8NRPR6UOg1yMv1yOe8PDm31NIQjYpc0HAIRNDYPcV97wWtT8KNSm16LudB38+vrBr68fZMqmP6aJ5khc0S8dc3qdv5umUQjYdZMvfjxhQoBawJxe7vFPWBRk+DjqYTx7OtmGtaW3P6sCr204hfunuUe8RPbw+OojOFNaa8Oa5E1uDg2FsZlOSOEKBXLD69s2v35+kPufb+d8k33R9aGu0B3TAXLA7yK/Ru3gOQpBgXHWPFw3tXES9dwkDaZ1N6NQJ2Jqdy381a7Rhc1W+bHTMP70dS6bKAGAVQT+9fVBrL1nLAJ93C8ZdSb3uNKSkNlixT1f7kedyXNKV5J9xCiVWBwS2uxrQngYCuT1FRPPVQe6kE93H/h0b72b11UhYbhh0PlE6VChBb+lmSETgMsvUqJrcMs/wi//aUBJbdPG7aIwGW4YWL9Pg1nExwdNqDGKWNhPiUi/xvt74Q8DruuvRGxA537sRQj4MvpBPJnhXo/7l29Ow8SLIjA4IVjqUIgc7tfD+Vi1L0fqMMgFXR7YtA0757ug+uRam6iFNrHxJLKKAAUCRwS2sGW9iwOTcNdFGQDOJ0NldSL25FkQrBEwr7e8zXkFqwwiDhZYUGMUMSJOgRBt4/UtVhF/5VigUQgYGtM4YbOKIlYfN+PSJAU0CvskZAWxU10+UTonv1KPh384jDcXDJY6FJfm+p+kxD744zRSc6ukDoPcjDGhcxOsygU5Zp7e1/D3w7/rMWqFDhnlVlToRVz2VS125LRc5tpfJSBIc/4/lRz493YjTpaeL796xdd1+PaoCYcKrRj5gQ51pvPJ1Yf7jdiSabZLovR97P1YltGvU/uRglUEHl+dCisrupCHq9ab8ORPnGSd2m+vb7ENa7Uspa7xJKn//sOA+Fer8ew2A5Zu0GPCx7Wo0Lf8G/ztURO6vFaN+9fr8fJfRnR5rRqfHjI2PsYXdbj9Fz2u+qYWd65pPN3G8t0mfHbYZMdEaQrGnb7eLRKlc345lI/v9/NGSWv4ZKkVuRV1+O/vp6QOg9xQabRvp7a/ODAJYRnrAADfHTPh39uN+ONGH1wcX/9P9uExIoqbeXJ0zi1DGw+EXXnQCAHAksH1y7Mqrdh0xoySB/yhVQoY/l4Nfj5pxpV9lCjSWfHkFgO2LurcewCAn+P+iX+mDer0fqSSmluFz3Zm4rqLu0gdCpHDvLLuJAqrDDasSXSe4O+HU4rSDm/vp/TFhPSdDX9/fMCIxzcb8Pv1PhidUN/W7cgxo9YkIkjTNJkpqbXihh/q8PhYNR4cXV9WfG2aGXO/rMWYBAUSg2TYlmnGkWIL0u7yQ6VBROJrNXhwlBrxgTLkVFnx4nYDdv2j820dABTETMGEM+6VKJ3z7C/HMOmiSARo2B2vOe73iTrRkz8eQa2R3e+o/bLCOvc0Ynbt+Ttjr+8y4tIeioZECQC0SgEJgbb/8/1gvwmTusnR7WzXvfxqKyJ9BWiV9Q1QjxAZ8s5O+nf3r3r8c6QKiUGd+3n4Le4e3JU2pFP7cAUvrzuJMp3RhjWJ3M/hnEp8siNT6jDIDVkSOzeh+GS/btCYzj/peXabEdf3VzYkSgAwMk6BmBbmETxUaEWtCZh/QfGH6T0U0CqBL1JNAICTpVYMiJRDKRcQ5iNDt2AZTpXVt3W3/6LHY2PViPLr/KVwQcwUTMi8HnWWpuOy3EFJjRH/3cCHAy1hstSC9UcLsf5ooQ1rEjV1JKC6w9v6K/0wMX1Hw9+7ci0YmyjHptNm/N9mA97abUR2pe2zmZ8qtWBrpgX/GHz+aVNcgAwFNSJqjPVJ3fESKxICZfjlpAmnK6y4dagKH+434uU/Dcipav/M6Zvi78AtaSPavZ0rqqwz4d+/Hpc6DCK7s1pFPPLDYVjY1ZQ6oOJsJbyOSik7X0E2v9qKU2VWTO+hQHqZFb+cNOFQYes3q6P96m/2Xdi9vKDGiioDcKCgftsQrYBCXf3rVlFEkU5EiFbAV6kmVBlELB6kxF/ZZuzIMaOjM+kUxkx260TpnJV/nUFaUcevXTwZk6Vm1BktePJH9t+mjjtXCa8jpvh1hdqsBwCYrSJqTcCXqSY8vNEAs1XEugwzer1Zg3XpLY9ZutAH+00I8xEw94LKebEBMszsqcCUT2px+Ve1qDUBYxPluHutHu+naLH4xzp8fNCEU6VWjHhfhyqD7Y3In/E348ZTozrwzl3X13uzsT+rXOowiOzqkx2ZOJRTKXUY5KZywzt+CRmtDcewM3sa/i7S1bcx3x4zYfInOry524Qpn9Ri1Aodyuqab38uCpfjiosUWLS6Dq/tMOC9vUbM/LwWEb4CKs+2WZO7KZBRLuL/Nhtw1xo9wn0ExAcIeHCDHu+maLDwuzos+VGPG37Q48bV+na/j8KYyRifeYPbJ0oAYLKI+D9Wfm4Wk6VmvLHpFHIr6mxYk6gpISoCpbKOl99NKTk/n5dCJkAtBwwW4I8bffD0RA2+v9oH83or8a91bf+wm60iVh404YYBSqj+No/TF1doce8IFWYmKfDXEl88udmA+X2UiPEX8M0RM1bP98E7KVr0CpPhu2Mmm2LfHb8YC06N78C7dm2iWF9WmcUeyFOU1hjw8roTUodBbuxEUMfbuZnqKAg4/3uqPnsvL7NCxPE7/LBmoQ9O3umH/GorHtvYclv31Twtnp+kxtFiK3bkWPDKVA0uCpPB92wXc3+1gK2LfFCks0KjELD+Oh88sN6Am4eoUGsCNp62YN8tvth7sy9WnzDheIntQy+KYiZ5TKJ0zrZTJfjtCOcU/TsmS3+TXVaL97adljoMcmP6TlTCi/WJxJCsfY2W9Q6XYUi0HHLZ+WRnRKwcaWVtd49bc8qM/BoRNw1uOmhTIRNwdV8llgxW4USpBRtOW/DYODUKauoH0waeHVDbPViG3Kq2k4QD8dfjylOTbXyn7udwbiU+35UldRhEdvHyuhOo1tv2dJqoOXt9imxYq3kpuScb/Z0YKINcAOYkK6A+W5kuUCNgancFdue1nMDIZQKuH6DCuylafDBHi1HxcuwvsGBg1PkE5qJwOd6cqcUr0zQ4XmLF3nwLHrhEhZOlVvSNkEGjEOCnEtArTN6oS19rimImYVzmIo9KlM555pej0HO6nEaYLP3Ns78cg9Hc/jEaROeURrc+f1JrZikjGt1tA+oHr/6VY4HRcn755jNm9Is4/893XboZT29pWs3qg/0mjEmQo1dYyz/oJouIf/ykx9szNdAoBMT4y1ChF1FaW//voH48U+tlVY/EL8DcU9Pb9V7d0cvrTrDYA7m9I3mV+Gp3ttRhkBsTAgKQrijr0La9/bugW1HjYgJapYBJ3ZomKydLrYi7YAqLv7LN2HLmfJJ/rp06Z8V+E/Rm4Lr+TW8Q1plE3PaLHu+laKGUCwjWCCjUnW9XC2usTeZoak5xzERMyLzRIxMlAMguq8N7WzOkDsOlsHT4Bf5ML8FaPn6kTjoT0vE7MrNzmvYXvnuECr+mmTH4HR0mdlXgcJEFqUVWrFlwPinbmmnG23tMeGycumFZQY0Va06ZsWK2psk+L/T8H0ZcHCfHuC71PwfBWgEL+ysx7dNadA+RIavSissvarmc6In4qzDz1KwOvmP3UlFrwotrj+OFK/pLHQpRh/3fj0fBHqXUGebEaADpHdp2ttj8DcUXJ2sw7iMd/NUCBkfLsPG0BTtyLNi++Hxp739vN6JCL2Lzovr26pmtRhgsIi6Ok+NAgRXL9xjx1kxNs9Vcn9xswKU9FBgeW5/kjEmUo0Iv4uHf9TCYAUGo77XRmuKYCRifuRg6i2c/a1i+OR3zhsYhOlBrw9qez7M/7XawWEU8xYFtZAeHAzs2YHpAQHcklDTtAqpRCPj9eh+8OEWNrkECbh2iQtpdfhh2wY/6tO4KPD6u8dxKpbUinpmgxrzeLSc6VlFEgBp4cUrjhOqD2RosG63GlG4K7LnZF76q5u+2ZcRfjulpczrwbt3XV3tY7IHc108H87DrTMeeCBCdUxHj36HtFIIC0zP2NPvagCg59tzsB5UcWJ9hQUKggGN3+GFQ9Pm27pJ4OcYlnv/7lWlqDImWY8NpC2QCsPMmXywaqGqy70q9iEKdiGcmnr+hqFEI2LrIFzVGwGwFNt3gC6W85SdL9YnSEo9PlACgzmTBc2tYBfYcQexorUQP8+mOTDz6Q6rUYZCLuUWRg7nfvmb7BoKAfzzoi0qh/VV1HvNJxlVH1rd7O6lkxs3GxPSrYBE9v+H4u/5xgVh9xygIgn1mfSdyBoPZgokvb2EBI2piTeq7ENJO2rBmvUPXDsMz8fvbfZyxQRfhzf2/tXs7qZXEjMe4zJu8IlG60Ne3XIzhXUOkDkNy3vWpt8BgtuB/v3MyLuo8ISaqQ4mSSqbCtIzdDonJEXJjL8XkjKu9MlECgEM5lfjtCOdhI/fy9e5sJkpkF8cDO1YJL6W26dhaV1caPQ7jsrzjidLfPfHjEc7DxmSp3te7s1FU7X7/gMn11CWEd2i7cYE9EFhXYfd4HKEgdgomnl4Ik9W7n6q8tuFkhycxJHI2k8WKt7dw0DbZxx6f9t8s8lf6YcIFE667g9LocRibfRN0Zs8s5tCWY/lV+PFgrtRhSM7rkyU2IGRPxZGtF1NoSUp1jd1jcYTimImYcOZ6GKxe/9OB4wXVWJvKgjDkHlbtzeFTJbILISgQZxTtv7l34YTr7sDbE6Vz3tiY5vVzDHr9Fc93+9iAkP1khLZ/3pJgVSBGp+90SDz2VBo9FuOzPLdcake8tuEUny6Ry7NYRSzf3LHKZUR/Z06M6tB2s0rdp+tyafRYJkpnpRfr8PPhfKnDkJRXJ0sWq4i32ICQHaX6t78S3nSfBCitJofEYy8VUZdgPBuOJk4UVuMXL29EyPWtPpCLrLKOjTEh+rvy6PZXwovRRmBo5l6HxGNvZdFjMI7tXSNvbPTuG4NenSz9dDAPZ0rZgJCdyOXYrc5r92azi7IcEo69VEUOx4TcW1Ft5rRszfkvny6RC7NaRbyxKU3qMMiD5IS1f7zqTFVkkwnXXVFZ1GiMy/4HatjeNXKysAa/enG3c69NlkRRxJtsQMiOhLho1Mra94Som18c+uYedlhMnVUTMQST8u9AuYkNR0tOFdVg3VH36V5C3uWXw/nIKNZJHQZ5kONB7f8+peS6/pw9ZVGjMS7nZt4YbMH/fvfeG4NemyytTS3AqSL3GFRP7qE2LrTd26TIAh0Siz3Uhg3A5MK7UGxseVJbqsfuvOSKeFOQHGGPT1G71u8b0BVdi137N5KJUtuOF1Rj84liqcOQhNcmS+yWQPZWGKW2Ya3zZIIMszJd86lSXWhfTCm5FwWGpjOhU1MHsivwV3qp1GEQNbLuaCGOF1RLHQZ5ECE4CFny9lXCm2XtWJVYZymPGsVEyUbvbHXtpNdRvDJZ2ni8EEfyqqQOgzxMRkj7uuANC+iBqIoch8XTUfqQXri07J/I1bcv+fN2yzfzBgy5ltc3crJ1si9TYnS71lcIClya4bqFHcqjRmF87i1MlGy0I6MMh3LcY05Ie/LKZOn1jbyoIfs76FfervVTDK7X99cYnISZFQ/gTJ1r3wl0RdtOlSA1t/3VEIkcYdPxIqTm8qYg2Vd5jF+71h8VmIQQXYnD4umMiqhLMD73FlRyTG67vLPV++Ym9bpk6c+0EuzP8r6smBxMocA+te0lpLUKLaZkuNbcSsagbphd/SDSa7VSh+K23tvmfY0Iuaa3tnhndxlyrJyw9q2fUuuak9BWRF2Ccbm3MlHqgLWpBcj2sqkIvC5Z+nRnptQhkCdKiIFBsNi8+iT/7vAxuE6BEVNAIq7QLcPxGh+pQ3Fra1MLUFnr2nNmkedLL67BrtNlUodBHuhooO3tlr/SD+NdcML1iqiLmSh1gsUq4n0vuzHoVclSuc6IDUfbV8WFyBa6uJB2rZ9S7jrdEsz+sbja8DAOV/tKHYrbM5it+OFArtRhkJf7ek+21CGQh9qjtX2ahKl+XaE2u9aTpcrIkZiQexsTpU76bn8u9CbbbxC7O69Klr7fnwujxSp1GOSBCiJtrxoXoQnDyDN7HBqPrSx+0Vhoegz7Kts/Izs1jxeqJCWzxYrv9jFhJ/sTQkOQK7d9HNysEteaxLQyciTG593OeQPtoFpvxm9HXOvzdSSvSpZ4EUOOkh5stHndmZpoyETpk3aLbwRutD6GnRUBUofiUY7kVbHQA0lm04liFFcbpA6DPJApIdLmdWN9IjEka59D42kPJkr29+1e16vm6yhekyyl5lZyvglymAN+to8PmJ0nfTVGq08Y/oEnsLUsSOpQPBJvzJBUvtrN7x45Rlk7KuHNVEZAgGtUfK2KHMFEyQG2p5WgoNK1ulk6itckS7x4IUcRVCocUNn2OPoi/y7oUXjC4TG1xqoNwe3yJ7CxNFjSODzZ6gN5XtWfm1xDUbUem09wXC45Rnao7eum5B53ZCg2q4ocjgn5TJQcwSoCq/Z5x9Mlr0iWDGYLVh/IkzoM8lBiYgzMgm3d6lJEaavNWTVBuEf5BNYWt6PVo3arrDN5VX9ucg3f7cuF2eoad/PJ8xyzsRJev4Bu6FIsfen6+kTpDpQalVKH4rGYLHmQ344UorKO5XzJMarjbHtCoxAUmHFaupnMRbU/HlA/gZ+KwiWLwZvwaTY5G79z5Ei7tLbNJTjLYnvBI0epihjGRMkJMop12JdVLnUYDucVydI3bEDIgQoibPsxviQwCaE1xQ6PpzmiyheP+DyJVYW2D9ClzvkzvdTrJu4j6ew5U4aMYp3UYZCHkoWFokDe9pMlhUyBGRnSVnutjhiKSQV3MlFyklVeUOjB45Ol3Io6bE9znTltyPOcCrKt8lSKTpqBkKLSB0/6PYnP86MlOb63EkXgGy9oRMg1sLADOZIh0bYbbaMDeiKoVroJkasjhmJiwV0oZqLkND8dzIPB7NljdD0+WVq1Nwfswk2OtM+v7WTcX+mHCRnOn8lcVGjwfODj+Dgv1unHprO/P/wBIgfTGcz45bBtXaSIOqIsyrZJy1NqpXuazkRJGlV6M9YdsX2yYnfk0cmSKIpeVQeenE/QanBY2faPhBQzmYtyNV4Jfhzv5iQ49bh0Xm5FHban88k2OdYvh/NRa/TsO7skraywtm/6+Cv9MD7N+TcFwURJcp5e6MGjk6XDuZXI4pgBciBrYixEoe31Zhc7txqjKFPijbBH8UZ2F6cel5paf9Sz77iR9PgdI0c7EtD2PJVT/bpCZXH+hMg1EUMwqZCJkpS2nSpBUZXnzrnk0cnS5hPSDKYn71EVG9jmOnE+URicvd8p8QCAKFPgnfBH8Epmd6cdk1q2ifPekAMZzVb8yXG55GB7tG0n5LNLnN8VtCZiCCYW3o0iAxMlKVmsItZ68HQZHp0s8SKFHC0vvO2J7lIUYU6JBQBEQY6PIpfhhcyeTjsmtS67rA5pRbbNT0LUXrtOl0HHLnjkQEJkOIraqIQX6xOJQVnOuykIADXhg5kouZAtHvyAwmOTpXKdEQezK6QOgzzcyeC6NtdJyTnilFhEQYbPox/E/52+yCnHI9tt5o0bcpCNx/ndIscyJES0uc4sZQQEOK+YTU34IEwuYqLkSv7KKIXRbJU6DIfw2GRp66liVsEjh9vn2/qdlEEB3RFfmunwOEQIWBX9AB7J6OvwY1H78Sk3OQoTcXK00iifNtdJyTnmlFjQkCjdgwKD9JPf0nm1Rgv2nJGubLwjeWyyxPFK5GiCny+OKVsfK5Bibrubnj38FPdP3J8xwCnHovbbfbocOoNZ6jDIw2SW6pBRwoloybGyQlu/89w/oDsSSzKcEosufCATJRe25ZRnXnt7ZLIkiiK2nvTMD4xchyUxptXX1XI1pmXscngca+Puwd1pQxx+HOo4o8WKPzgIn+xsE7vgkRO0VQkvxeKcrnC68IGYXHwvEyUXtvWkZ7ZzHpksHcypRKnOKHUY5OEqYwJafX1cQA8E1FU6NIaN8Xfi1rQRDj0G2Qe7S5G9bWQPCnKC3dqWq9wpZApMz9jj8BjOJUr5eiZKruxYfpVHlhD3yGSJFyXkDLnhrf/zmV1V5dDjb4u/FYtPXeLQY5D9sGsw2VOd0YKdGaVSh0EeToiKQKms5fkqxwT2RFCtY8ep1IYNYKLkRrae8rynSx6ZLG3iRQk5wfGglhuQEHUQRmU4bibznfE34bpTYx22f7K//Eo9juU7NoEm7/FnegkMHlp5ilxHW5XwUmocO2auNqw/ppQwUXInnjgMxuOSpTKdEYdzWDKcHG9vK5XwLtXGQ2F1zID+ffGLcPWpiQ7ZNzkWq+KRvfC7RM5Q0kolvACVP8anO+6mYH2idB9y9WqHHYPs74+0Elg9rBy1xyVLW0+yZDg5nhAQgHRFy10PUgrPOOS4qfELcfmpqQ7ZNzne5uOed8eNpLGJ3yVygszQlic8nubbBUqLY8aH14b1Y6Lkpsp0RhzOdex4bWfzuGRpiwc+/iPXY06MavG1Hn7x6JNn/4loT8RfjVmnZtp9v+Q8+7LKUWds+eKDyBZnSnTIrWh7Qmyizjri33IlvJTiPIccsy6sL6aW/JOJkhvztK54Hpcs7c0slzoE8gIVsS1XwpsltF4lryPS4q/A9LTZdt8vOZfZKuIoxy1RJx3IZldzcgJBwE5t8wlRnE8UBmXvt/sh68L6YkrJv5DDRMmtbfWw+ZY8Klkq1xmRVdbyoHsie8kJE5pdLhNkmJV50K7HOhM3B1PTLoMoNn9Mci9H8jyrewI5H5MlcgYhOhKVsubLQKcow+1+PCZKnuNwbiUsHjQmxqOSpQMs7EBOciyo+QpAwwN7ILLSfl0TcuJmYlL6lbCKHvVP1asdzmGyRJ3DZImcQR/fckI0K+eoXY9VF1rf9Y6JkmfQm6w4XVIjdRh241FXYIeyeRFCzrHHp/lKVLP19ivlmx87DZMyroGFiZJH8bSBr+RcRrOVXTnJKUqitM0uHxDQHQklp+12nLrQvphW9k9k6zV22ydJ70ie5/xOedRV2EE+WSInEIKDkCVv+l3zUfhgkp3KqBbFTMLEM9fCYPWof6IEIK2oBnoTizxQxxzLr4KR8yuRE5xpoRJeikVpt2PUhfbBtLJ/IquOiZKn8aSbOh51JXaIyRI5galLdLPLJ/t3g4+x8xP0lUaPw4TMG1FnkXd6X+R6zFYRxwtarjBF1Bq2c+QsqQFNn4IrZUpMz9htl/3rQ3vj0rJ/MVHyUEf5ZMn15FfWoaTGMfX+iS5UHu3X7PKU8s5XfymPGoXx2Uugs3jMP01qBrviUUd5UtcWcmGCgD2agiaLxwYmIbC281WH9aG9Mb3sfpxhouSxjvHJkuvxpA+FXFtWWNMKL1HacAw/s7dT+62KHIHxubeg2qzo1H7I9R1hskQdxLaOnEGIiUKl0LQSXkp153tP6EMuYqLkBUpqjCisar6aorvxoGSJ3VrIOY4FNm0sZqqjIBM7Po6gOmIoJuXfjkoTEyVvwCdL1BEWq4gThWzryPH08WFNlgWqAjA2o3PjcvUhF2FGxQNMlLyEp3TF85hkiWMAyFl2afObLJude7LD+9OFD8SUwjtRbLTfoFlybScLqzlIn9rtdIkOehO/N+R4xc1UwpvmmwilpePDHfQhvTCj4gFk1DJR8haeUuTBY5Ildk0gZxDCw1Agbzx3QJ+AruhWdKpD+6sL64upxfegwKCyU4TkDkwWESd4g4faie0cOcvpZirhpRTndnh/hpBkzGSi5HX4ZMmFGMwWnC7pfD9aorYYEyKaLEuxdOzHXx9yEaaV/hO5nITPK7ErHrUXkyVyllT/xr9PCT7RGJh9oEP7MoQkY0bFUqTXNj9vE3kuPllyIelFOlisTQfdE9lbabRvo78VMgUuPd3+wg6G4J6YWXE/S6Z6sZMce0LtlFHMm4LkBDIZ9qgbdzefpWw6hskWhmAmSt4ss1QHncEsdRid5hHJUm5FndQhkJf4eyW80QFJCNGVtGsfxqBumFPNxsPb5ZTXSh0CuZn8SrZ15HhCbBSqZYZGy2ZlH2n3fgzByZhVxbbOm1lFz6gp4BHJUoGHlCYk13ckoPE/+hRd+y5eTIFdcIVuGY7X+Ng5MnI3OeW88KX2ya9kW0eOVxfX+CnSwIDuiC890659GIJ7YlbVUpzSMVHydp5wY9AzkiXebSMnubASXoDKH+PTbS+javaPw9X6h3G42teGtcnT5TJZonYwWawoqTHYsCZR5xRHNe4entLOuf8MwT2RUvUgEyUCPOQmj4ckS2xAyPGEqAiUys7fIZnm2wUqi23fPYtfDBaYHsW+Sj8HRkjupNpgRkVtx8vwkncprNKDQ3PJGTJCzo8xUclUmJax2+ZtjcFJSKl6ECeZKNFZeR4wVMYzkqUq9/8gyPXp/1YJb7aNZVQtvpG43vIYdlUEOCgyclfsike2KvCAu7PkHi6shDc2MAmBdRU2bWcMTsKsqoeYKFEjeRXu/9vlGckSGxFygtLo8+OMbC2javUJwxLxcWwvD3RwdOSOmCyRrTyhKwu5Abkcu9V5DX/OqrZtcL4xqAdmV/OJEjXlCYVpmCwR2ehMyPlJ+mYpQttc36oNxa2yJ7G5LNjBkZG7KqrmbxfZhu0cOYMQG4VamQkAEKQKxFgbxuUag3pgds1DLFxEzfKEGz1unyxV603QGZvONE1kb6kB9V0TBAhIyU5tdV2rJgh3K57AupIQJ0VH7qi4muMtyTaecMFBrq82/nwlvGm+CVBaTa2ubwzqzkSJWlWmM8JotkodRqe4fbLEu23kFIKA3doCAMCgwO6IK8tqcVVRHYD71U/i5+KOTeJH3qOoiskS2cYTurKQ6yuKVDf8/5TinFbXNQZ1x5waToVBbSvVuXdb5/7JEudYIicQYqJQKdR/12YbW/5nI6r8sMznCXxXGNHiOkTnFLMUNNmIT5bIGU6frYSX6BuDAdkHW1zPGNQNc2qW4RgTJbJBaY17V351+2SJDQg5Q11COABALVdjWsauZtcRlb54wu9JfJkf7eToyF2xGx7Zir0oyBkO+ZcDAGbKW+5Cbgzqhst0TJTIdu4+R5zbJ0uFbEDICc5N0jchoAf89FVNXhcVWjwb+DhW5sVIEB25KxZ4IFtYrCKfQpLjKRTYo85vdVyuKbA+UTrCydWpHcp0fLIkqSLemSUnONc1IaWysslrolyNF4Mfw/s58RJERu6sorb1wdNEAFBVZ4KFM9KSgwlxUdAL5hbH5ZoCu+LyWiZK1H7shicxvYmV8MjxDvtXIlQdjEtON+6CJ8pV+G/oY3gru4tksZH7Mlncu0IQOYeR3xNyAl1c/ZQYs0zyJq/VJ0oP4zATJeqAUj5ZkhYvNsjhzk7Sd6k2DgqruWGxKFPgrbBH8FpWN0nDI/dlFcEnBtQmdy+7S+6hKFINlUzVZFyuKbALrqhbxkSJOszdf8PcP1nihQY5mBAXjVqZCbMLTjcsEwU5VkQ+jBczkySNjdwfb/hQW/gdIWfICDFhXGASAurOdzevT5QexqEqP0ljI/dmsbr3b5jbJ0tmNiLkYLVxoUjyS8BF+UcBAKIgw6dRD+Hp072kDo08ALtYUVtMFt4UJMc75FeBlOrqhr9NAYm4kokS2YHZzR9sKKQOoLPYiJCjFUapkSLUf89ECPg6eikey+gjdVjkIUxu3j2BHI9PlsjRRIUC6f4VGJ12BDiXKOkfwQEmSmQHVtG9r9Xd/skSGxFytNMhZsw6cwAAsDruX3gwo7/UIZEH4Q0faouBCTU5WG1UCCb4xUFpNTFRIrszu3k75/bJkrt/AOQGwpUIryrAmrj7cG/aYKmjIQ/DGz7UFn5HyNFKonyRUpQFc0ACrjYwUSL7svDJkrTYiJAjmWQCuisqsSH+LtyeNkzqcMgDccwStYXtHDlaXagSvasqcJXhUeyrZKJE9uXuVV/dP1ly8w+AXFtFsBxWYx/cdOpiqUMhD+XuJVXJ8ZgskaMF+MhwleERJkrkEO6eLLl9gQdWwyNH2lAWiu8Ko6QOgzwYL4SpLUaze19okOv755mLUWVSSh0GeSh3T5bc/8kSLzTIgdh4kKPxN4zawu8IORrbOnIkdy8d7vbJEgs8EJE741MDaguTJSJyZ1YmS9Jy92yViIioNYIgdQRERB3n7tfqbp8s+ajkUodARNRh/hq3HzpKDuavZhcpInJfnJRWYgFaNiJE5L4C+RtGbWA7R0TuzFfl3jcF3T5Z4oUGEbmzAA1/w6h1AVr3vtAgIu8W5OPe7RyTJSIiiQgCu+FR25hQE5E7C/JRSR1Cp7h9ssRGhIjclZ9KAZmMo/epdeyGR0TujE+WJMYnS0TkrngRTLbwUysgZ1JNRG4qmMmStALZl5uI3BS74JGt/NT8rhCRewrUshuepALdPFslIu/FJ0tkKxZ5ICJ3xSdLEuOYJSJyV/z9Ilvxu0JE7ooFHiTGMUtE5K74+0W2YrJERO6KT5YkxosNInJX7FpFtuJ3hYjclbsPmWGyREQkET4tIFv587tCRG7IRyWHWiGXOoxOcftkiQOkichdhfi6dz9ucp5QP35XiMj9BHnAdbrbJ0sapZwXHETklhJDfaQOgdxEfDC/K0Tkfty9uAM8IVkCLziIyE11D/eTOgRyE2zniMgdJYS4/2+XZyRLHvBBEJF3USlkiA3SSh0GuQlPuOAgIu/TPcJX6hA6zSOSpYRQ9/8giMi7JIb4QCYTpA6D3ERskBZyfl+IyM30iHD/HhQekSzxyRIRuZtu4bzJQ7ZTyGWICdJIHQYRUbv0CPeXOoRO84hkqUsYkyUici9dw9z/bhs5V2IIE2wich+CwG54LqMLu+ERkZvpFsbfLWofPo0kIncSHaCBj8r9J9T2iGQp1E/N8uFE5FZ44UvtleQBff+JyHt095DfLI9IlsBGhIjcTFc+WaJ28pQLDyLyDp5Q3AGelCz1jHT/AWRE5B0CtUqE+qmlDoPcTFIE2zkich+eMpegByVLnvGBEJHn41Ml6ohwfzWCfZRSh0FEZBM+WXIxSXyyRERugsUdqKM85eKDiDyfp/xeeUyyxG54ROQuevBJOHVQ7+gAqUMgImpTkI8SYR7S3dxjkqUQXxUSQznfEhG5vkHxwVKHQG5qaJcQqUMgImpTDw8ZrwRPSpYAYBgbESJycQqZgAHxgVKHQW5qeFe2c0Tk+gbEB0kdgt14VLLERoSIXF2vaH+PmKSPpBEZoEFCCHtREJFrG9bFc3pQeFSyNILJEhG5uMEJntOAkDTYi4KIXJ0ndRn2qGQpMdQXUQEaqcMgImrRkEQmS9Q5w7vyO0RErqtrmK/HFHeApyVLADCMT5eIyIXxyRJ1Fp8sEZErG+phNwU9LlniuCUiclUxgRrEc7wJdVK3cD+PumtLRJ5lqAeNV4InJksct0RErmpk91CpQyAP4UmDp4nIs4zo6lltncclS0kRfgjxVUkdBhFRE5d0D5M6BPIQ7IpHRK4oNkiLLmG+UodhVx6XLAmC4HF9JYnIM1zMJ0tkJ+xyTkSuaFQPz2vnPC5ZAhsRInJBCSE+iA3SSh0GeYiLogPgp+Z8XUTkWkb18LweFB6ZLHlaX0kicn8Xd+PvEtmPXCZgMHtREJELEQQmS26jd0wAAjS840ZErmNccrjUIZCHGd+T3ykich3Jkf4eWanTI5MluUzA5N6RUodBRAQA0CrlmJAcIXUY5GEu7RcFQZA6CiKiemOSPO+pEjw1WQKAWf2jpQ6BiAgAMLFXBLQqudRhkIeJDtRiUHyQ1GEQEQEAZvTzzGtvj02WxiSFsyseEbkET21ASHr8bhGRK4gP0WJQgmeOo/TYZEkpl2FqnyipwyAiL6dVyjGxF7vgkWPM6BfNrnhEJLlZ/WOkDsFhPDZZAoCZ7IpHRBKb0CucXfDIYWKCtBgQx654RCQtTx7+4tHJ0ugeYQjUKqUOg4i8GLtJkaPN5HeMiCTUPdwXfWICpQ7DYTw6WVLKZZjKqnhEJBGtUo5JvfgbRI51aT92OSci6XhyFzx4erIEdsUjIgmxCx45Q1ywDwbEee5dXSJybSkDPPta2+OTpdE9whDkw654ROR87IJHzsLvGhFJoVeUP3pE+EsdhkN5fLKkkMswrTe7KBCRc2mUMlbBI6dhskREUkgZ4Nld8OANyRLYFY+IJDAhOQI+Ks71Rs4RH+KDfrHsikdEzpXi4eOV4C3J0iXdQxHiq5I6DCLyIrxJQ8422wvu8BKR6xgQF4iEUB+pw3A4r0iWFHIZLh8UK3UYROQlIvzVmMZJscnJrhoaD62SBUWIyDm8oQsevCVZAoAbLukCGWc5JyInWDgiEUq51/y8kosI9FFi7iDvuHghImmpFTJcPjhO6jCcwmta8/gQH0y+iPOdEJFjqeQyLByZIHUY5KUWXdJV6hCIyAtcPjjWa4a4eE2yBAA3jmIjQkSONWtANML81FKHQV4qOcofF3cLlToMIvJwi73omtqrkqWLu4fiougAqcMgIg/mTQ0IuaZFo7pIHQIRebCxPcORFOnZcytdyKuSJQC4kY0IETnIkMRg9GX5ZpLYlIsiEReslToMIvJQS0Z7101Br0uW5gyMQaiX9LEkIufizRhyBTKZgOsvTpQ6DCLyQEkRfhjXM1zqMJzK65IltUKOBSM4+JqI7Cs6UIPpLBdOLuLqYQnwUbGMOBHZ12Ive6oEb0yWAOC6kYlQyllHnIjs59qRiVCwXDi5iECtEnM5vyAR2VGIrwqXeeHvile27BEBGszoFy11GETkIdQKGRYM5xNrci03XsJuoURkPwtHJEDjhRNfe2WyBJYRJyI7mjMwBsEcC0kuJinSH6N6sIw4EXWeSi7DdV46FtJrk6WB8UEYlBAkdRhE5OYEgTdfyHXdNLqb1CEQkQeYNSAaEf4aqcOQhNcmSwBwx/geUodARG5uRt9ozt9GLmtCrwgMjOeNQSLqHG8rF34hr06WJveO5NMlIuowhUzA/dOSpQ6DqFX/mtpT6hCIyI1N6xOJPjHeO4egVydLAPAAL3SIqIOuHhaPrmG+UodB1KoxSeEY0TVE6jCIyA0pZAIenN5L6jAk5fXJ0iXdwzgAlojazUclxz2Tk6QOg8gmfAJKRB1xzfAEdAv3kzoMSXl9sgQA909lI0JE7bN4VFevHexK7mdYlxCM7RkudRhE5Eb81AreFGSyVG9QQjAmXxQpdRhE5CZCfFW4ZRyrjJF7WTotGQLnYyciG90ythvC/NRShyE5JktnPXRpMhQytiJE1Lbbx3eHv0YpdRhE7dI3NhBzBsRIHQYRuYHIADVuGsObgmCydF6PCH/MHx4vdRhE5OJig7ReOzEfub8HpveCWsGmn4ha988pPaFVyaUOwyXwF/MC903uCX+1QuowiMiF/XNKT6gVbEDIPcUGaTmJMhG1KjnSH/OG8AHCOUyWLhDqp8ZtE7pLHQYRuaheUf64bFCs1GEQdcodE7ojxFcldRhE5KIeurQX5Bya0oDJ0t8sHtUVsUFaqcMgIhe0dHoyZGxAyM35a5S4e2IPqcMgIhd0SfdQTOgVIXUYLoV9zv5Go5TjoUt74a4v9ksditsxlefDXFkImcYPqvBECPLzA+CNRRkwV5U02UaQyaHtNqTZ/dm6jbm6BObKQqgiukOmalzK2Vh8BoJMAWVoXCffHXm70T3CMLEXq2aSZ7h2ZCK+2ZuDI3lVUofiNkSzCXUZu2GuKISg9oUmsT+UQVENr9el74GhMK3JdoJMjsCRVza7T3NVMWpSf2+y3H/ANMh9gxv+1mcegrEkE9ouA6EMbdw9qjZ9N2RqH2ji+nTyHZK3EwTg4RkXSR2Gy2Gy1IyUATH4YX8ufj9eJHUobsFqrEPx98/BmH8SqqjuMFcVQzQZETbnIWji6v/R6TMPQ595oNF2+pyjUPiFtpgs2bJN7amdKF3zGhTBMbDWVSLq2pcaGhhLXRWKvv0/RM5/zkHvnLyFRinDs5f1lToMIrtRyGX49xX9MffN7TBbRanDcXnmmjIUfvoABJUWmi4DYck7gbL1yxEy5Xb4D5gKABCtFohmU6PtdIfWQe4X0kqyVITKbZ8iYOQ8QLhgLOQFH0n1gV9R+dc30HYfiso/PkPkNc9DFVE/7sxcWYiydcsRfcNrDnnf5F0uHxSHvrGBUofhcpgsteDZy/ph16tbUK03Sx2Ky6ve/wuM+ScR8493IPcNgiiKKP7hOZRveBvRi/4LAAgYNgcBw+Y0bGOpq0bOm9fDt9/kFvdryzYV2z5B6PS74JN8CYp/fAnV+9YgaMxCAED57+/Bf/AsKIOjHfTOyVvcM6knEkN9pQ6DyK76xgbi5rHdsHxzutShuDzd4Q2wGusQu2Q5ZMr6eWfKfn8PlX9+0ZAs+SSNgE/SiIZtzDVlqNrxDQJHXdPm/oNGLYCgaH4cWdXu1Qidfie0XQdDptSg+sCvCJ16OwCg9Lc3ETT6Wsh9eIFLnRPmp8Jjs/hUqTkcs9SCqEANHp3JL40tREMdZD6BkPsGAQAEQYAqNAFWY12L2+iObAJEEX79Jtl8nOa2MZXmQBXTEwCgibsIptJsAEDd6X0wlWQhYNjcTrwzIuCi6AD8Ywyrh5FnumdyErqH80ZAWwSVFhAECLLzl02CTA6ZquUxzrrDGyAolPDtPa7N/Vcf/A1Ve1aj7vR+iKK10WuW6hIoguvnx1KGxsFSVQwAqEnd2O52lKglT6T0QZAPC780h8lSK64eloAxSWFSh+Hy/AbPhKBQoXTt69Ad/wNVu75DTervCJ64pMVtag6tg0/SyHbdDWtuG5nGF9a6+j73Fl0lZBo/WE16lK1/GyHT74K1tgr67FRYDbWdfJfkjWQC8MLl/aCQ86eSPJNaIceL8/qDdUta5z9gGrTdh6Hwy0dRvvUTlPzyKvRZhxA6474Wt6k5vB4+yWMgU7eejMq0ATAWpMFUko3SX/6Dgk/uh1Vf0/C63C8E5ooC4OzYYLl/KCy1lajY9glCpt0Bfc5RVO35EcbiM3Z8x+RNJl8UiRROWN0iXgG04YUr+sOPcy+1Su4TCJ+kkag9tRPV+9egev8aKMMSoQpv/m68If8UTMVn4Ddgms3HaGkbn+RRKN+4AjWHf0f1gV/h02s0KrZ9Cp+kkbDqa5C34g5UbPkYeR/cAfPZu3FEtrrhki4YEB8kdRhEDjUkMQTXX9xF6jBcmmgxQTTUwmrQQTTpIRrrYDXoYDU2fyNOn3UY5vL8Nts5RVA0Yv7xDsJm3ofQ6XcieslyWGrKUb7l44Z1/AfNRNlvb6Js4/uoOfAr/AZMP9vNPAXGvBMoWf1vmMtzUfj5MhjyTtj9vZNn81cr8MxcjsltDZOlNsQGafHgpb2kDsOlVfzxOWoOrUfM4jcQdc1ziLn5Xch9g1D0zRNNuhPg7BMiRWAkNF0G2nyMlrYJmfgPqOP7oO7MPoRMvQ0yjR/q0ncjcPQCVG77FMETlyDq2peg7TYEVXtW2+X9kndIDPXB0mn8t0/eYen0ZMQFc9qMllRs+xTG4jOIvv5VhEz6B8Ivexh+/aag5IcXYDXpm6xfc2gdlKEJDUWOWqLwC4Fc69/wt1zrD9+LxkCfdbhhWcCwOQiZfDPkvkGIvOY5WGsrYSrNRsCwOaja8wNCJt+CkCm3wX/YHFTv+9nO75w83UMzeiEqUGPDmt6LyZINrh2RgJHdQqQOw2XpzxyAttuQC8YsyeDbZwJMpdkNfavPsZoM0B3bCr/+UyEItvX7aG0bQaFE0KhrEJ7yAHySRqL01/8hZMptkCk1MJXlQB2dDABQx54fz0TUFpkAvHzlAGhVchvWJnJ/PioFnr+8n9RhuCxj0WmoY5IhKM5PiaGO7wurvhqWyr+1cwYdak/82a7eE40IMoh/G/Or7T4MgSPmQREUg7INbyP00rshyOSwVJVAcbaIkTI4FubqptNtELVkTFIYFgxPkDoMl8dkyQaCIODfV/SHVskLp+bI/YJhqshvtMxcngcIMsh8Gndhqj3xB0RjXbNV8Cy1lahN2wWrUW/zNheq2vUdVBFdoT379Emm9oXl3Him2grINH4dfo/kXRaP6ophXXiDhLzLmKRwXDWUc9I1RxkcA0P+KYiW8xVyDbnHAJkC8sDGE3jqjm6BKFrh23dCk/2YK4tQ8eeXsOjKAQDGwnSI4vk64VZDLXTHt0GT0HziWrHtE/j0vASqyO7A38YzmSvyofALtdM7Jk8XoFHgxXn9bb5x7c2YLNkoMdQX909LljoMlxQw/DIYco6iZM1r0B3bhsod36J8y8fwH5LSUGL1nJpD66HtPgwK/6Y/6MaCNBSvegqW6mKbtznHVJ6H6v1rEDzxpoZlPsmjULHlY9SkbkT1nh/h22uMXd4vebbu4fy3Tt7rkZm9EeGvtmFN7xJ4yXyIxloUfPIvlG/5CCU/vYyKbZ8geMKNzbZzPj0vgVwb0GQ/5soCVG77FJaa+mSp7vQ+FHx8L8o2vIOyDe8i74M7IFP7Imj8oibbGvJPoS5jDwJHLWhY5jdoBsp+fxflGz9A1a7v4TfoUoe8f/I8/zenD6ID2fXWFoJ44S0NapXVKuLKd/7C3sxyqUNxOaaSbNQcXg9zZRFkGj9oug6Cb/KoRutYDTqU/PQyAoZfBk1C/yb7MBSkofKPzxAy9Q4oAsJs2uacyp2roAyJhU/SyIZlosWMql3fwVicCZ8ew+Dbe7xd3zN5HrlMwKrbLsFAFnUgL7buSAFu/mSv1GG4HKtJj7pTO2GuLIRM7QtNQn8ow+Ibr2PUo2rHN/DpNbph4tgLmSoKUHNoPQIGz4Lcr34CdVNpDvSZByCajfXjnLoNhiA0vZetO7oFiqAoqGMa38ypO70fxqJ0aBIHQh3Vw+7vmzzPjH5RWL5wiNRhuA0mS+2UXlyDlNf/QK3RInUoRGRn905Owr2Te0odBpHkHv7+MD7fmSV1GERkZ+H+avx271iE+HJOJVuxG147dQ/3wwtXtPyEg4jc04TkcNwzKUnqMIhcwpMpfVg2n8jDnCtexESpfZgsdcDsATFYMrr5OYSIyP0khPjgtasHcaAr0VkqhQxvLRzMiyoiD/KvqckY1zNc6jDcDpOlDlp2aS+WEyfyABqlDG9fOwSBPkob1ibyHjFBWrx+zSDIZbyJQOTuZvSLwh0TOKatI5gsdZBCLsMbCwYjmhN5Ebm15y/vh94xTatWEREwqkcY/jmF4/iI3FnPSD+8NG+A1GG4LSZLnRDmp8Zb1w6BSsHTSOSObrg4EZcN4rwyRK25fXx3TO0dKXUYRNQBARoF3r1uKHzVCqlDcVu8yu+kgfFBeDKlj9RhEFE7DU0MxqOzeksdBpHLEwQBr1w1AN3CfKUOhYjaQSYA/50/CF34b7dTmCzZwYIRCbh6aLwNaxKRKwj3V2P5wsFQyvkTSGQLf40Sb183BD4qudShEJGN7pvcExN6RUgdhtvjlYKdPDW3DwbEBUodBhG1QSET8OaCwYgI4HhDovboGenPqTOI3MS0PpG4cyILOtgDkyU7USvkeOvaIQhlmVUil/bwjIswvCsrWRJ1xOwBMbhxVBepwyCiViRF+OE/Vw3kdBh2wmTJjlhmlci1XTYoFos5RxpRpzwy4yKMSQqTOgwiaoa/RoF3rhvCgg52xGTJzi7pEYYXr+gPJvNErmVCcjhenMcuRESdpZDL8M51QzAoIUjqUIjoAgqZgP/NH4Ru4X5Sh+JRmCw5wBVD4vAEq2wRuYzhXULw1rVDWNCByE58VAp8uGgYkiP9pQ6FiM5WvnvlqgEs6OAAvHJwkEWjuuJfnMiPSHJ9YwPwwaKh0ChZxYvInoJ8VPhkyXDEh2ilDoXI6z17WT/MGRgrdRgeicmSA901KQk3j+0mdRhEXqtbuC8+vnE4/DVKqUMh8kgRARp8tmQkIvzVUodC5LUenXkRrhmeIHUYHovJkoM9POMizB/GOZiInC02SItPl4xAqB8v4ogcKSHUByuXDEegljcliJzt3slJuGkMb8w7EpMlJ3jusn6Y1T9a6jCIvEaYnwqf3jQCMUHsHkTkDL2iArBi0TBOWkvkRP8Y0xX3TuaQD0djsuQEMpmAV68eiAnJ4VKHQuTx/DUKfLx4OLqG+UodCpFXGZIYjLevHQIVC6kQOdyCEQl4ZCaLiTkDf9GcRCmX4a1rh3AyTCIH0irl+HDRMPSJCZQ6FCKvNLZnOF6bP5DzDRI50NyBMXhmTl+pw/AaTJacSKOU44MbhqJfLC/kiOxNJZfh7euGYGgX3pAgktKMftF47jJeyBE5wtTekXj5ygGQ8YaE0zBZcjJ/jRIrFw/HRdEBUodC5DE0ShmWLxyMcT3Z1ZXIFVw9LAEvXN4PvJ4jsp8xSWF4Y8FgKNjV1akEURRFqYPwRlV6E276aA92nSmTOhQitxbko8QHNwzFkEQ+USJyNWsO5+PeLw/AaLFKHQqRW5vaOxL/u2YQ5wyUAJMlCelNFtzx2T78frxI6lCI3FJMoAYfLx6OpEh/qUMhohZsPVmMWz/di1qjRepQiNzS9Rcn4smUPux6JxEmSxIzW6xY+u0hfLc/V+pQiNxKcqQ/Pl48HFGBGqlDIaI27M0sx+KPdqOyziR1KERuQxCApdN64bbx3aUOxasxWXIBoijiqZ+P4sPtZ6QOhcgtDO8SgvduGMpJMIncyPGCKixasRsFVXqpQyFyeUq5gBfn9cdlg+KkDsXrMVlyIe9uTcfzvx4HPxGilrHfNpH7yquow40f7saJwmqpQyFyWf5qBd6+bghG9QiTOhRisuR6fjmUj39+fQAGMwfDEv3dghEJeHpOX87hQuTGqvQm3LJyL/7KKJU6FCKXExmgxoeLhqN3DKsmuwomSy5ob2YZ/rFyL8p0RqlDIXIZ905Owr2Te0odBhHZgdFsxdJvD+KHA3lSh0LkMpIi/PDR4uGIDdJKHQpdgMmSizpdosONH+7CmdJaqUMhkpRcJuDpOX2xYESC1KEQkR2JooiX153Am5vSpQ6FSHLDu4bgveuGItCHY3FdDZMlF1auM+Kerw5g68liqUMhkkSIrwr/mz8Io5PYb5vIU61NLcAD3x5Etd4sdShEkpjZPxr/uWoA1AqOxXVFTJZcnCiKeHNTGl7dcAoWKz8q8h4D4oPw1sLBiGF3BCKPl1Vai9s/34vU3CqpQyFyGoVMwEOX9sJNY7pJHQq1gsmSm9iRUYq7v9iPomqD1KEQOdzCEQl4IqUPVAqZ1KEQkZMYzBb8309H8fnOLKlDIXK4yAA13lwwGEO7hEgdCrWByZIbKakx4L6vDmDbqRKpQyFyCI1Shmfn9sMVQzivBJG3+mF/Lh7+/jBqjRapQyFyiFE9QvHf+YMQ5qeWOhSyAZMlN2O1inhjUxr++zu75ZFnSYrww+sLBqFXFMulEnm7tKJq3P7ZPpwsrJE6FCK7kQnAnRN64N7JPSHjFBhug8mSm/orvRT3fMlueeQZ5g+LxxMpfaBVcXArEdWrM1rwyPeH8d3+XKlDIeq0qAAN/nP1AFzSnQWL3A2TJTdWUmPAvV8ewB9p7JZH7slfrcBzl/dDyoAYqUMhIhf15a4sPPHjEU7WTm5rSu9IvHhFfwT7qqQOhTqAyZKbs1pFvL4xDf/9/STYK4/cyYD4ILxxzSDEh/hIHQoRubijeVW484t9yCjWSR0Kkc00Shkendkb145MlDoU6gQmSx5ib2YZln13mP27yeX5qOS4b3JPLB7dFf/f3p0HR10maBx/0t3p3CchIeRgCAl3hgSMhl2WQ4ZDKQVZdEtR8MKjVFb4R6XGqR1ZwJItnFGooiwpwZoSVmtFXFeMRMSDjAUKKFdIOJJOOuQiTcjVSae7949Aj4F2JpjAL8f3U5Xq/r3J2/VUYVX7/I73NXPPNoAuam13a9Pe09r81Vm1ubnKhN5tfFKkNtyXpZEJEUZHQTdRlvoRl9ujt74+qzf3Fsvp4osEvc+MUYO1esF4JcdwNQnAr3O6ukEvfXhUB0scRkcBrhERZNHK2SO1ZPJvOCHYT1CW+qHSC036/UfHWGIcvcbgiCD9x13jNO+3iUZHAdAPeL1ebT9Qpld3n9QlZ7vRcQBJ0rzMRP3hrrFKiAw2Ogp6EGWpH9t1xK7Vn5xUbSMr5sEYAQHSA7em6oU7RisyONDoOAD6meoGp/748Qn939HzRkfBAJYaG6o/zh+nGaPijY6CG4Cy1M/Vt7j06u5C7ThoE//SuJlGJoRr3cJMTRrG7uQAbqwvTlbpD7uOy36xxegoGECsZpOWTR2u527PUHAgW1/0V5SlAeKH0jqt+vCYTlU1GB0F/VyQxaTlMzP0xNQ0BZpNRscBMEA0t7Xrv/KKtO2vJWzajhvutuGxWnPPeKXHs4BDf0dZGkBYAAI32r9kxOk/F4zXsEFhRkcBMEAdLa/X7z86qh/L642Ogn5oUJhVL905RosmJRsdBTcJZWkAsl9s0ca9xfrg+3K1c/YNPWBCcpRWzh6laSMHGx0FACRJeccrteHzIu6oQI+wWky6PydFK2aNVHQom8sOJJSlAcx2oVl//qJYHx2xc8sCfpUxiZFaOWukZo1NMDoKAFzD4/Hqf3+q0J/yi3Wulg1tcf2sZpPuy0nWMzPSlRgVYnQcGICyBJ2padSf84v1yU8VojOhK9Ljw7XidyN1Z+YQBQSwjwSA3q3d7dH/HCrXG1+cZhEIdEmgOUCLJqXo2dvTlRRNSRrIKEvwKapq0J/yi7T7WCUr58Gv3wwK1b//LkPzJyTJxGZ7APqYtnaPdhy0aePe06puYFsNXMtiCtCiSR1XklJi2UAdlCX4cbyiXq/vKVb+ySqjo6CXSIoO0fKZ6frXicmysMIdgD7O6XJrW0GJNn91Ro5ml9Fx0AtYTAG6JztJy2dmUJLQCWUJv+jHsovasKdIXxXVGB0FBhkSGaxnZozQv+WkymqhJAHoXxpb27Xlm3PaWnCO0jRAmU0BWpCVpOUz01nJFX5RlvAPHbPXa1tBiT7+sUKt7Sw5PhBMThukB3OHafa4BPZKAtDvOV1ufXTYrq0FJSqsZPW8gSAi2KJ7spP0yD8P1/A4ShJ+GWUJXeZoatOOg2X6y3elPCDbD0UGW7RoUooW56ZqxOBwo+MAgCH+euaCthacU/7JalaK7YeyUqL1wG2puuu3QxViNRsdB30AZQnXze3xKv9klf7yXam+PV3LYhB93ITkKC3OHaa7JwxVcCBfHAAgSeWOZm0/YNMH35ezGEQfFxFk0fzsoXrg1mEaOzTS6DjoYyhL6JayumZ98H2ZPvihXOfrnUbHQReFBJp194ShejB3mDKTo4yOAwC9Vrvboy8Kq7XjgE1fFdWwxUYfMiE5quMq0oShCrVajI6DPoqyhB7h8Xj1VXGN/vtAmb4orJLLzX9WvVFGfLgW35aqhZOSFRkcaHQcAOhT7Bdb9P7BMu08bJetrtnoOPAjPMiiu7OG6oFbUzU+iZOB6D7KEnrcxeY27S2s1p4TVfq6qEZNbW6jIw1oIxPCdcf4RN2ZmahRQyKMjgMA/UJh5SXlHatS3vFKnTh/yeg4A1pwoElTMwZr7vghmjNuiMKCuIqEnkNZwg3V2u7W/tO12nOiSvknq1XDfd83xZjESN05fojuyExUejyLNQDAjVRW16y845X6/HiVvi+t41a9myAiyKLbx8Rr7rghmj4qnsUacMNQlnDTeL1eHS67qM+PV2nPiUqdqWkyOlK/YbWYNDltkGaOidfto+OVHMOGegBghAuNrco/WaW841X69nSt2thyo8cMGxSqGaPiNX3UYP3TiDj2/8NNQVmCYc7WNGrPiSrtOVGlI2UX1c6puOuSHBOiKelxun10vKZkxPHwKgD0Mo2t7dp3qlr5J6p0sMTBthvXyWox6bbhsZo+Kl4zRg1WGttawACUJfQKLW1uHbXX67DNocO2izpSdlGVl1hd74qQQLMyk6OUnRqtiakxyk6NVnxEsNGxAADXoeqSU4dKHTpkc+iHUoeOVVziytPPJEWHKCslWhNSopSVEqPMpChur4PhKEvotc7Xt/iK02GbQ0ft9XK6BsaXyvC4MGWnRCs7NVrZqTEaPSRCFjO3GwBAf9LW7tGxinodKu04UfhDqWPAnCiMCLZoQnL05XLU8To4IsjoWMA1KEvoM9rdHhVWNuiwzaEjZfU6W9uosroW1Tb23UUjwoMsSo4JUUpsqEYPiegoRykxigmzGh0NAGCAiostOmRz6Gh5vUouNMlW1yLbhaY+vbJsbJhVqbGhykyK8pWjEYPDFBAQYHQ04B+iLPWwuro6bdq0SeXl5Ro7dqzmzp2r1atXa/PmzQoPD1dtba2ef/55SZLValVaWpqWLl2qlJQU32ccP35c69at05o1a7R9+3adPXtW48aN09NPP62Kigpt2bJF1dXVmjJlih566KFuz+tKpt6spc2tckezyhzNKqtrUVndz947mtXgbDcsm8UUoKHRIUqJDVFqbKiSY0KVGhuqlNiO11hKEYA+xOPxaNWqVXrnnXdkMpk0ffp0xcTE6MyZM8rLy5Mkvfbaa1q1apUkKSoqSllZWVq/fr0mTpzo+5wnn3xS58+fV0JCgvLz8+VwOLRo0SKtW7dOL774onbt2qXAwEAtW7ZMr7zySrfndSVTb3ehsVWldc0qq2tW6YVm2eqaZbv8WtXglJH/NzcozKrkmBAlx4Refu14n3T5Pc/Uoi+jLPUgp9OpCRMmKCoqSkuWLNGxY8e0c+dOVVdXq6amRnFxcWpqatLOnTslSa2trfrmm2/04Ycf6vDhwxoxYoQkKT8/X7NmzVJ6erqWLl2q8PBwrV27VllZWSopKdEjjzwiq9WqNWvW6OWXX9aKFSu6Na8rmfqy+mbX5fLULEezS42tLjU429XgbFdja7sanC41t7nV2u5R25Uf99/em00BCrWaL/9YOl6DLAoNNCvEalZYUMd4SGDH+xCrRXFhVqXEhmpodIjMJs6cAegfNmzYoLVr12rHjh3Kzs7Wli1b9MILL2jmzJnKz8+XLq986nZ3XAVxOBx644039NZbb6m4uFiRkZGSpMcff1xbtmzR2rVr9cQTT+jUqVOaNWuWQkJCtGrVKj388MP66aefNHv2bH3yySeaPXt2t+Z1JVNf5nR1nDQsd7SovsWlS852XWpx6ZLTpUstP/+ec8vp8sjp6vjOc7rccrk9CrKYFRJoVnCgScGXv9s6jjt+rvwu5PLvQq0WJUYHKzm6oxTxXBH6NS96zJtvvumNi4vzNjY2+saeeuopryRvTU3NL8677777vM8884zveM+ePV5J3t27d/vGXn/9da8k7759+3xjq1ev9mZlZXV7XlcyAQCQkpLiffXVVzuN5ebmemfOnPl35yUlJXk//vhj3/Fjjz3mzc7O7vQ38+bN806ePLnT2LRp07wvv/xyt+d1JRMA+MN10R60f/9+zZkzR2FhYb6xhQsXavPmzZ3+rri4WNu3b5fNZpPT6VRhYaHq6uqu+bzp06f73qelpclsNmvKlCmdxioqKnpkXlczAQAGpqamJpWVlSknJ6fT+C233KKTJ0/6ju12u1566SXt27dPVVVVcrvdcrvdstlsneZlZGR0Oo6OjtagQYOuGXM4HN2e19VMAHA1ltfqQbW1tYqJiek0dvVxQUGBMjMzZbPZNHHiRM2dO1fp6elqaGi45vOCg/+2NLTJZJLFYpHZbO40duW2gu7Mu55MAICB6cpd+1c/lH/18eLFi1VfX6/PPvtMdXV1cjqdSktLk8vl+rvzfmns6qcFfs28rmYCgKtxZakHpaamqrS0tNPY1Wettm7dqgULFujtt9/2je3du1d2u/2m5bxab8wEAOhdwsPDlZSUpEOHDmnGjBm+8UOHDvlO0nm9XhUUFOjTTz/V2LFjJUnV1dWGXsHpjZkA9B1cWepBCxcuVF5enu92BJfLpY0bN3b6G7PZrAsXLviOT506pffff/+mZ+3tmQAAvc/y5cu1fv16FRQUqKmpSRs3btT+/ft9vw8ICFBGRobee+89NTU1yWazacmSJWpvN25V0t6YCUDfwZWlHjRv3jzde++9ys3N1dSpU1VUVORbfvvKbXDPPvuspk6dqpycHCUkJOi7777znekySm/MBADofVauXKmKigrNnTtXZrNZ06ZN0+LFizs9H/Tuu+9q2bJlio6OVkxMjJYuXaqSkhJDc/fGTAD6BpYOvwEOHDggu92uMWPG6Ny5c1qwYIGam5t9hcnhcOjbb7+Vx+NRbm6uampqZLfbNWfOHElSZWWl8vPz9eCDD/o+02636+uvv9b999/vGystLdXBgwe1aNGibs3rSiYAAPyZM2eO0tPTtWnTpl/8G7fbLZPJ5Hu2yOPxSJefob2iK2O/dl5XMgGAP5SlHvbll1/67uVua2vT/Pnz5fF4fJv1AQDQVxUWFmrnzp169NFHFRwcrG3btmnFihXav3+/cnNzjY4HAD2O2/B62K5du/Tcc88pIyNDR44cUUhIiG/DVwAA+rKMjAy1tLQoJydHtbW1Gj16tHbt2kVRAtBvcWXpBigqKtKJEyeUmJio7OxsWa1WoyMBAAAAuE6UJQAAAADwg6XDAQAAAMAPyhIAAAAA+EFZAgAAAAA/KEsAAAAA4AdlCQAAAAD8oCwBAAAAgB+UJQAAAADwg7IEAAAAAH5QlgAAAADAD8oSAAAAAPhBWQIAAAAAPyhLAAAAAOAHZQkAAAAA/KAsAQAAAIAflCUAAAAA8IOyBAAAAAB+UJYAAAAAwA/KEgAAAAD4QVkCAAAAAD8oSwAAAADgB2UJAAAAAPygLAEAAACAH5QlAAAAAPCDsgQAAAAAflCWAAAAAMAPyhIAAAAA+EFZAgAAAAA/KEsAAAAA4AdlCQAAAAD8oCwBAAAAgB+UJQAAAADwg7IEAAAAAH5QlgAAAADAD8oSAAAAAPhBWQIAAAAAPyhLAAAAAOAHZQkAAAAA/Ph/xn9Z/fHgVCUAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pdg_length_share(pdg_table)" ] }, { "cell_type": "code", "execution_count": null, "id": "c61eeb68", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "giant", "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }