From 5f0d6bc364c48b31462b989904ed7caf92db136d Mon Sep 17 00:00:00 2001
From: Christian Sarmiento <christian.sarmiento00@gmail.com>
Date: Fri, 2 Sep 2022 20:52:57 +0000
Subject: [PATCH] Scripts con graficas de fuentes gamma

---
 AnalisisGammaFuentes.ipynb | 1960 ++++++++++++++++++++++++++++++++++++
 1 file changed, 1960 insertions(+)
 create mode 100644 AnalisisGammaFuentes.ipynb

diff --git a/AnalisisGammaFuentes.ipynb b/AnalisisGammaFuentes.ipynb
new file mode 100644
index 0000000..530d56a
--- /dev/null
+++ b/AnalisisGammaFuentes.ipynb
@@ -0,0 +1,1960 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e6a5cfbc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "186ac376",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "os.chdir(\"/home/christian/MEGA/PostDoc_UIS/LAGO/datos_GRB/datosHess\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "02636920",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/home/christian/MEGA/PostDoc_UIS/LAGO/datos_GRB/datosHess'"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.getcwd()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f04dad6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.rc('axes', labelsize=20)\n",
+    "plt.rc('xtick', labelsize=20)\n",
+    "plt.rc('ytick', labelsize=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "23089767",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def normGraph(df, name, namefig):\n",
+    "    df['p_in_bin'] = pd.to_numeric(df['p_in_bin'],errors='coerce')\n",
+    "    df['N_phot'] = pd.to_numeric(df['N_phot'],errors='coerce')\n",
+    "    df['N_e+'] = pd.to_numeric(df['N_e+'],errors='coerce')\n",
+    "    df['N_e-'] = pd.to_numeric(df['N_e-'],errors='coerce')\n",
+    "    df['N_mu+'] = pd.to_numeric(df['N_mu+'],errors='coerce')\n",
+    "    df['N_mu-'] = pd.to_numeric(df['N_mu-'],errors='coerce')\n",
+    "    \n",
+    "    n=60000\n",
+    "    plt.figure(figsize=(10,8))\n",
+    "    plt.step(dg[\"p_in_bin\"], dg[\"Total_per_bin\"]/n, \"k\", linewidth=2.5, label=\"Total\")\n",
+    "    plt.step(dg[\"p_in_bin\"], dg[\"N_phot\"]/n, \"r\", linewidth=2.5, label=\"Photons\")\n",
+    "    plt.step(dg[\"p_in_bin\"], (dg[\"N_e+\"]+dg[\"N_e-\"])/n, \"g\", linewidth=2.5, label=\"e$^{-}$ e$^{+}$\")\n",
+    "    plt.step(dg[\"p_in_bin\"], (dg[\"N_mu+\"]+dg[\"N_mu-\"])/n, \"b\", linewidth=2.5, label=\"$\\mu^{-}$ $\\mu^{+}$\")\n",
+    "\n",
+    "    plt.loglog()\n",
+    "    plt.xlabel(\"Energy, GeV\")\n",
+    "    plt.ylabel(\"Counts, u.a\")\n",
+    "    plt.title(name, fontsize=22)\n",
+    "    plt.grid()\n",
+    "    plt.legend(fontsize=18)\n",
+    "    plt.savefig(namefig, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cd9341f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/3317459057.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  dg=pd.read_csv(\"ima_000281.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    }
+   ],
+   "source": [
+    "dg=pd.read_csv(\"ima_000281.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                delim_whitespace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a6cb0cb1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normGraph(dg, \"Imata\", \"Imata.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "14912511",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/122446145.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  dh=pd.read_csv(\"sac_001130.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    }
+   ],
+   "source": [
+    "dh=pd.read_csv(\"sac_001130.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                delim_whitespace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "b5840a93",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normGraph(dh, \"San Antonio de los Cobres\", \"SAC.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "3aca6ab2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/2771052665.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  di=pd.read_csv(\"sng_003217.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    }
+   ],
+   "source": [
+    "di=pd.read_csv(\"sng_003217.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                delim_whitespace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "15de1053",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normGraph(di, \"Sierra Negra\", \"SierraNegra.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1175b820",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/371865812.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df=pd.read_csv(\"chi_001156.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    }
+   ],
+   "source": [
+    "df=pd.read_csv(\"chi_001156.hst\", skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                delim_whitespace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6833094e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normGraph(df, \"Chimborazo\", \"Chimborazo.png\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f427a705",
+   "metadata": {},
+   "source": [
+    "### Analisis recorrido fuente"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "021736f4",
+   "metadata": {},
+   "source": [
+    "## Chimborazo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "4eb7c910",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:18: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  plt.figure(figsize=(10,8))\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/722203907.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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n9erVE/aPH6E7k2Tw4Ycf5oILLujZZHA6TBglTUcrmnSnsnHjRvr6+ub8uQD77bcf3/zmN9mwYQMLFizY6tjPfvYzdtllF3bffXdg8nWUL774YnbccUeuvPJKdtpppy37b7rpppbEPV1dmSRm5pakcKrFq8taxKOAdcAnxx0+CzgZOD4iTs/MzeOuPR94M3BEZv589pFrpio1g/39/QwMDExrhO50awZHR0dNEBtgwihJhcWLF/P1r3+d8847j/POO2/L/m984xtcf/31HHfccVv6Iz7lKU8B4L77Jo5/3XbbbYmIrWoMM5NzzjmnxZ9gcl2ZJDboiHJ7eWZuVV+bmRsj4hqKJPJg4IrKsYi4AHgTRYLY3lS+R1UnIJWO0AMDA4yOjk46QrfXm4nnUiMJI1B3wIwkdaMTTjiBz372s/z1X/8169at4+Uvfzm33XYbF154IQsXLuTcc8/dcu5v/dZv0dfXx4UXXshOO+3EggUL2GOPPTjyyCM59thj+cpXvsKRRx7JW97yFh555BEuvfRSHnzwwTZ+ut5IEg8st7fUOX4rRZJ4AGWSGBGfBI4HFgP3R8Se5bmbMnNT60LtTY30I6w0KUw2QlftUS9hXLt2LWNjY1x99dUMDw9bqyhp3thuu+341re+xTnnnMMXv/hFvvrVr7JgwQLe+MY3cs4557D33ntvOffJT34yl1xyCWeccQannXYaDz30EIcffjhHHnkkb37zm9m4cSPnn38+73nPe9h1110ZGRnhvPPOa9tE2gCRmW17eDNExDBFn8Sao5sjYiVwEnBSZv5jjeMfAj4AfCAzP1zuq/dLWZaZS+vEcTJF0zULFy580SWXXNLwZ+klN954IxdffDEPPvggN9xww5Tnv+AFL2CnnXbiLW95C8997qTjlBq2adOmLc0Aar4PfOAD/OAHE8d8Vcr0+OOP56CDDpqTWCzr3mFZt05/fz+LFi1qdxhbTGfgSi+77bbbGBsbm/ScI4444keZOTh+fy/UJDYsMyfv6Fj7mpXASoDBwcEcHh5udlhdr15zZLV2jDAeHR3F8mqdFStW1Cz3yj8OdtttN0455ZQ5icWy7h2WdevceOONbRsoUks7B650gx133JEXvvCFM7q2F5LESvrcX+d4Zf+G2T4oIkaAkU76F1a7TTcxtB/h/GUztCR1p15IEm8utwfUOf6ccluvz+K0ZeYqYNXg4OBJs71XNzMxVD3VCePIyAirV69mbGzMwS2S1IF6IUmsTJdzVERsUz3COSL6KJbaexC4th3BzUf15jQ0MVS1JUuWAFirKEkdat4niZl5e0RcTjGC+R3Ax6sOLwN2Bj49fo7Emejl5uZa09VU5jQ0MVQt1ipKUmfryiQxIhZTTE8DUJme5pCIuKj8eX1mvqfqklMpluX7WES8ArgReAnFHIq3AB9sRly91tw8VbPyYYcd5v/kNS2T1SpC7SUYJUmt1ZVJIjAAvHXcvv3KF8AdwJYksaxNHATOBo4GjgHuoViTeVlmtmfl7C43nWZlaTqmU6sI1ixK0lzqyiSxnKtwaYPX3AWc2Ip4eonNymq16lpFwP6KUgfKzCmXxVX7zXYu7K5MEjtVL/RJrFV7aLOymmn8ajr2V5Q6y/bbb8+vf/1rdtppp3aHoin8+te/Zocddpjx9SaJTTRf+yROp/ZQapVa/RVrrdktaW7svvvu3H333ey+++709fXxpCc9yVrFDpKZPProo2zcuJH169ezcOHCGd/LJFE1OShFnaK6ZnF4eJirrrqKtWvX2vQstUl/fz877LADv/rVr7j33nt59NFH2xrPb37zG3bccce2xtBpnvSkJ7Hjjjuyzz77zOp3Y5LYRPOpudlBKepElaW3bHqW2mvHHXdk7733bncYQLEE40yXndPkTBKbqJubm6trDgEHpagjOQG3JM0dk0QB9WsObVZWJ3ECbkmaOyaJPWyyASmAzcrqaNYqSlJrmST2MKezUTezVlGSWssksYm6YeCK09loPrJWUZKazySxibph4Iq1h5qPrFWUpOYzSewxldHL1h5qvnLybUlqDpPEHlCriXlgYIDR0dG2xiW1wmSTbz/88MOsWLHCpmdJmgaTxB5Qq4m5MimxNJ/Vmnx7+fLlNj1L0jSYJDZRJw1ccYCK5IAWSZoNk8Qm6qSBKw5QkRzQIkmzYZI4TzlARdrakiVLuPfee9l+++0d0CJJ07BNuwNQa1UGqKxatcp1l9XThoaGOPfccxkdHd2yqlBlQMvIyAhr1qxpb4CS1GGsSZxHavVDlDRRrQEtYNOzJFUzSZxHHMUsTY8DWiRpaiaJ84j9EKXpcUCLJE3NJHEecqJsafpcoUWSanPgShNFxEhErBwbG5uzZ65Zs4aRkRGGh4fthyjNQKVW0QEtkrQ1axKbqB3zJNoPUWoeB7RI0hNMEruc/RCl5rHpWZKeYJI4T9gPUZq96gEtw8PDXHXVVVuanh31LKnXmCR2IedDlFrPpmdJvc4ksQvZD1FqPZueJfU6k8QuZD9EqfVsepbU60wSu5j9EKW5YdOzpF5kkihJU7DpWVIvcjJtSZqCE25L6kXWJDZRRIwAI4sWLWp3KJJaxKZnSb3CJLGJ2rHiiqS5ZdOzpF5hc7MkNWCypmebnyXNJ9YkStIM1Wt6BpufJXU/k0RJmqHqpmfA5mdJ84rNzZI0Q9VNz458ljTfWJMoSU3iyGdJ84lJoiQ1Sa2Rz1dffbVL+UnqSiaJNUTEy4H3AC8CngGcmJkXtTUoSR2ver3nkZERVq9eba2ipK5lkljbU4CfAJ8rX5LUEOdTlNTtHLhSQ2Z+PTM/kJlfBh5vdzySuk+t+RQlqZt0ZZIYEcdGxMcj4uqIeCAiMiI+P8U1e0XEZyLilxHxUESsi4gVEbHrXMUtqbc56llSN+nW5uYzgBcAm4C7gedOdnJE7A98H9gDuAy4CRgC3gUcHRGHZua9LY1YUs9y1LOkbtStSeK7KZLD24DDgSunOP9CigTxnZn58crOiPhoea8PAW9vTaiSep39EyV1o65sbs7MKzPz1szMqc4taxGPAtYBnxx3+CxgM3B8ROzc9EAlicnXe7bpWVKn6taaxEYcUW4vz8ytBqFk5saIuIYiiTwYuGKug5PUW2x6ltQteiFJPLDc3lLn+K0USeIBlEliRDwFWFQe3wbYJyIGgPsy887WhSppvrPpWVK36IUksb/cjtU5Xtm/oGrfIFv3c1xWvj4LnFDrJhFxMnAywMKFCxkdHZ1RsNOxYcOGLdtWPqdXbNq0yd9jj+iUsj799NMBOO2007jhhhu47rrrGBgYYKedduL444/noIMOanOE3a9TylqtZ1m3Ti8kiQ3LzFEgGrxmJbASYHBwMIeHh5sfWGnBggVbtq18Tq8YHR3199gjOq2s9957b2644QY2b97MDTfcAMBuu+3GKaec0ubIul+nlbVax7JunV5IEis1hf11jlf2b5jtgyJiBBhZtGjRlOdKkk3PkjpZV45ubtDN5faAOsefU27r9VmctsxclZkn9/fXy0cl6QmOepbUyXqhJrHSt/CoiNimeoRzRPQBhwIPAte2IzhJAkc9S+o88z5JzMzbI+JyihHM7wA+XnV4GbAz8OnM3DzbZ9ncLGmmbHqW1Gm6MkmMiMXA4vLtnuX2kIi4qPx5fWa+p+qSUymW5ftYRLwCuBF4CcUcircAH2xGXJm5Clg1ODh4UjPuJ6l3VJqeAYaHh7nqqqu2ND339fWxZMkShoaG2hylpF7SlUkiMAC8ddy+/coXwB3AliSxrE0cBM4GjgaOAe4BLgCWZeb9rQ5YkqbLpmdJnaArk8TMXAosbfCau4ATWxFPhc3NkprBpmdJnaAXRjfPGUc3S2qGWqOeJWmumSRKUhdwahxJc60rm5slqVfYP1FSu5gkNpF9EiU1m/0TJbWLzc1NZJ9ESc3mqiyS2sWaREnqEjY9S5pLJomS1CVsepY0l2xulqQu4dQ4kuaSSWITRcRIRKwcGxtrdyiSeoT9EyW1is3NTeTazZLmiv0TJbWaSaIkdSH7J0pqNZubJakLOTWOpFazJlGSupxNz5JawSSxiVxxRVI72PQsqRVsbm4iV1yR1A5OjSOpFUwSJWkesn+ipNmyuVmS5hH7J0pqFpNESZpH7J8oqVlsbpakecT+iZKaxZpESZrnKv0ToWiOXrJkCUNDQ+0NSlLHM0lsIqfAkdRJ6vVPBPsoSpqaSWITuXazpE5S3T8RsI+ipIbYJ1GS5qnq/oku3yepUdYkSlKPcHocSY0wSZSkHuH0OJIaYXOzJPUIp8eR1AiTREnqYfZPlFSPzc2S1IPsnyhpKiaJktSD7J8oaSo2N0tSD7J/oqSpmCQ2UUSMRMTKsbGxdociSQ2zf6KkajY3N5ErrkjqRvZPlFSLSaIk9Tj7J0qqxeZmSepxtfon2vQsyZpESdIWNj1LqjBJlCRtYdOzpAqbmyVJWzg1jqQKk0RJ0qTsnyj1JpubJUk12T9R6m0miXVExKnAe4GnAz8FTsvMq9sblSTNHfsnSr3N5uYaIuJNwAXAucALge8D34iIfdoamCTNIfsnSr3NJLG2vwQuysx/yMwbM/MvgHuAU9oclyS1lf0Tpd7Rlc3NEXEscDgwALwA6AO+kJnHTXLNXsDZwNHAbhRJ36XAssy8v+q87YEXAX837haXAy9t2oeQpC5i/0Sp93RlkgicQZEcbgLuBp472ckRsT9Fk/EewGXATcAQ8C7g6Ig4NDPvLU/fHdgW+J9xt/kf4JXN+gCS1E3snyj1nm5tbn43cACwC9NrAr6QIkF8Z2Yuzsz3ZeaRwPnAgcCHWhapJM0D9k+Uek9XJomZeWVm3pqZOdW5ZS3iUcA64JPjDp8FbAaOj4idy33rgceAhePOXQj892zilqT5xP6J0vzWrc3NjTii3F6emY9XH8jMjRFxDUUSeTBwRWY+HBE/Al4F/GvV6a8CvjIXAUtSJ7N/otQbeiFJPLDc3lLn+K0USeIBwBXlvo8CF0fEGuAa4O3AM4C/b2GcktQV7J8o9YZeSBL7y+1YneOV/QsqOzLzixGxG8UAmacDPwGOycw76j0kIk4GTgZYuHAho6Ojs4t6Ehs2bNiybeVzesWmTZv8PfYIy7p5Tj/9dABOO+00brjhho77e2RZ9w7LunV6IUmckcy8kGLAy3TPXwmsBBgcHMzh4eEWRQYLFizYsm3lc3rF6Oiov8ceYVk3X+Xv0bp161i6dCl9fX0sWbKEoaGhtsZlWfcOy7p1eiFJrNQU9tc5Xtm/YbYPiogRYGTRokWzvZUkdQX7J0rzVy8kiTeX2wPqHH9Oua3XZ3HaMnMVsGpwcPCk2d5LkrqB/ROl+asrp8Bp0JXl9qiI2OrzRkQfcCjwIHDtXAcmSd3O+ROl+WveJ4mZeTvFknr7Au8Yd3gZsDNwcWZunu2zImIkIlaOjdUbIyNJ85/zJ0rzQ1c2N0fEYmBx+XbPcntIRFxU/rw+M99TdcmpFMvyfSwiXgHcCLyEYg7FW4APNiMum5sl9TL7J0rzS1cmicAA8NZx+/YrXwB3AFuSxMy8PSIGgbOBo4FjgHuAC4BlmXl/qwOWpPnO/onS/NKVSWJmLgWWNnjNXcCJrYinwtHNknpZpX8iwPDw8Fa1iZK6z7zvkziXMnNVZp7c319vth1J6i32T5S6V1fWJEqSOpv9E6XuZ5IoSWo6+ydK3c/m5iZyChxJKjh/otT9TBKbyD6JklSf/ROl7mJzsySppeyfKHUnk0RJUkvZP1HqTjY3S5Jayv6JUncySWwiB65I0vTYP1HqfDY3N5FrN0vS5OyfKHWPGSWJEbEX8Exgh1rHM/O7swlKkjQ/2T9R6h4NJYkRcRRwPvDcKU7ddsYRSZLmLdd3lrrHtPskRsTBwGpgAfAJIIDvAv8A3FS+XwWc3fQotZWBgQEOP/xwO4BLmhfsnyh1pkZqEt8P/AZ4cWb+MiL+ArgyM8+OiACWAX8JfLAFcXaFiBgBRhYtWtTS56xYsaKl95ekuWD/RKmzNTK6+RDg3zLzl+Ovz8KZwI0UyWJPcsUVSZq+JUuW8NrXvpbDDz+cyt9N+ydKnaORJLEfuLPq/cPAzuPOuQZ4+WyDkiTNf86fKHW2Rpqb/xfYddz7/cedsx3w5NkGJUnqTZX+iVA0Ry9ZsoShoaH2BiX1qEaSxFvYOim8Fvi9iDggM2+JiD2BNwC3NjNASdL8V69/IthHUWqXRpLEbwLnRMRTM/M+4ALg9cD1EfEz4DlAH/B/mh+mJGk+q54/EXAORakDNJIkfppiyptHADLzmoh4I7AceB6wDvg/mfm5ZgcpSZrfqudPBOdQlDrBtAeuZOYDmfnDzNxYte9rmfm8zHxyZh6UmStbE2Z3cO1mSWou51CU2se1m5vItZslqTmcQ1FqP5NESVLHcY1nqf0amSdxUhGxZ0R8JiL+qVn3lCT1JudQlNqvaUkixWTbJ5QvSZKayv6J0txqZnPzPcCJTbyfJEn2T5TapGlJYmY+AHy2WfeTJAnsnyi1SzObmyVJajr7J0rtYZIoSeo69k+UWm/azc0R8ZlpnpqZ+SczjEeSpLrsnyjNnUb6JJ4wxfEEotz2ZJIYESPAyKJFi9odiiTNS/ZPlOZOI83Nz67zeiFwMnA38EVgvybH2DUyc1Vmntzf39/uUCRpXrJ/ojR3Glm7+Y46rxsy8x+BlwFHA69sWbSSJI1j/0SpNZo5Bc5dEbEKeBfgqiuSpJayf6LUWs1eu/l/gOc0+Z6SJE1g/0SptZq5dvO2wJHAWLPuKUlSPfZPlFqrkSlwXj7JPfamWJJvAPjH2YclSZKkdmqkuXmUYnqbegL4LvDe2QQkSdJMVQaxPPzww6xYsYKhoaF2hyR1rUaSxLOpnSQ+DtwPrMlMh5VJkuZcrUEsy5cvdxCLNAvTThIzc2kL4+g4ZfP6e4AXAc8ATszMi9oalCSpJgexSM3n2s31PQX4CcWUPr9ucyySpEk4iEVqPpPEOjLz65n5gcz8MkWTuiSpizjJtjQ7zZ4nccYi4ljgcIoR0i8A+oAvZOZxk1yzF0VfyaOB3YB7gEuBZZl5f4tDliR1ICfZlpqjY5JE4AyK5HATxTrQz53s5IjYH/g+sAdwGXATMETRPHx0RByamfe2NGJJUsdZsmQJ9957L9tvv739E6VZ6KTm5ncDBwC7AKdM4/wLKRLEd2bm4sx8X2YeCZwPHAh8qPrkiDgnInKK13BTP5Ekac4NDQ1x7rnn2j9RmqWOSRIz88rMvDUzJ5uLEdhSi3gUsA745LjDZwGbgeMjYueq/SuAg6Z42WlFkuYh+ydKjeuk5uZGHFFuL8/MrQaVZObGiLiGIok8GLii3L8eWD+nUUqS2sr+idLMdWuSeGC5vaXO8VspksQDKJPERkXEU4BF5dttgH0iYgC4LzPvrHH+ycDJAAsXLmR0dHQmj1UbbNq0yfLqEZZ176iU9THHHMO9997Lgw8+yG233cbmzZu56667/B7MI/533TpNSxIj4i3Ao8C/Z+ZYs+5bR3+5rfecyv4Fs3jGIHBl1ftl5euzwAnjT87MlcBKgMHBwRweHp7FozWXRkdHsbx6g2XdOyplPTw8zCmnFN3ch4eHueqqq1iwYIHfg3nE/65bp5l9Ei8CLgbuiIgPR8QeTbz3nMvM0cyMGq8T2h2bJGnm7J8oTU8zm5s/BwTwfOC9FFPR7NTE+1er1BT21zle2b+hRc+vKSJGgJFFixZNea4kaW7ZP1FqTNOSxOoatojoBw5r1r1ruLncHlDn+HPKbb0+iy2RmauAVYODgyfN5XMlSVNzfWepMS2ZAiczxzJzdSvuXar0FTwqIrb6DBHRBxwKPAhc28IYJEldxPWdpcZ0zDyJjcjM24HLgX2Bd4w7vAzYGbg4MzfPZVwRMRIRK8fGWj1uR5LUDPZPlOqbdnNzRLwQOIRiPeWxct/OFCufvI6i5u6vM/OCmQQSEYuBxeXbPcvtIRFxUfnz+sx8T9Ulp1Isy/exiHgFcCPwEoo5FG8BPjiTOGbD5mZJ6g72T5Sm1kifxL8CDsvMC6v2fRg4nmK95d2Aj0bEjZl5+QxiGQDeOm7ffuUL4A5gS5KYmbdHxCBwNnA0cAxwD3ABsCwz759BDJKkHmD/RGlqjTQ3bzVvYERsR5HUraFYQ/nZFCuavHMmgWTm0jpTzlRe+9a45q7MPDEzn56Z22fmszLztHYliDY3S1J3sH+iNLVGksQ9gLur3g8CfcCnM/M3mflL4DLgd5oYX1fJzFWZeXJ/f72ZeSRJkrpDI0lisnXz9MvKfVdV7fsV8LQmxCVJ0pxyEIu0tUb6JN4JHFz1/nXA3Zn586p9zwDsCyhJ6hoOYpFqayRJ/BKwLCK+DPyGYqTzinHnHATc3pzQuo8rrkhS93EQi1RbI83N5wM/AF4P/BFwA8XIYgAi4tnAi9m6+bmn2CdRkrpPrUEsNj1LDdQkZuYm4NCIeF6562eZ+Xj1KRQJ5HVNjE+SpDlj07P0hEYm094H2JCZP6l1PDPXRcS9wK7NCk6SpLlk07P0hEaam38BnDbFOe8sz+tJzpMoSd3N+ROlJzSSJEbLopgn7JMoSZLmi0aSxOnYE9jc5HtKktQ2DmJRr5q0T2JEvGXcroEa+wC2BfYBjgP+s0mxSZLUNg5iUa+bauDKRRSjlim3rytf41Waoh8EljUlMkmS2shBLOp1UyWJJ5bbAD4DXEqxPvN4jwH3Aj/IzA3NCk6SpHapDGIBGB4e3qo2UeoFkyaJmfnZys8R8Vbg0sz8XMuj6lKuuCJJkuaLaQ9cycwjTBAn5+hmSZrfKoNYHMiiXtDI2s2SJPWkeoNYwIEsmr8aShIj4nDgvcAQxcoqtWoiMzNNPiVJ80b1IBbAgSzqCY0sy/caioEr2wJ3AjcDj7YmLEmSOkf1IBZwIIt6QyM1fkuBR4DXZOblrQlHkqTuUemj2NfXx5IlSxgaGmp3SFLTNJIkPg+4xARRktTrnGhbvaCRJHETcF+rApkPnAJHknqDE22rFzSydvMVwCGtCmQ+cAocSeoNlT6Ko6OjDAwMtDscqSUaSRL/Ctg/Is6IiJjybEmSekilf6LzJ2q+aKS5+SzgpxRrM78tItYCG2qcl5n5J7MPTZKkzmf/RM1XjSSJJ1T9vG/5qiUBk0RJUk+wf6Lmq0aSxGe3LApJkrpU9RyKzp+o+WTaSWJm3tHKQCRJktQ5Ghm4IkmSpsFBLJoPGlmWb5/pnpuZd84sHEmSupeDWDSfNNIncR3FoJSpZIP3lSRpXnAQi+aTRpK5z1E7SVwADADPAkaBnu276IorktTbHMSi+aSRgSsn1DsWEdsAS4C3A2+dfVjdKTNXAasGBwdPancskqTOUOmf2NfXx5IlSxgaGmp3SNK0NKVZODMfB5ZFxNHAecAfN+O+kiR1K/snqts1u+/g94G3NPmekiR1Hfsnqts1ewqcpwI7N/mekiR1nUr/xNHRUQYGBtodjtSwpiWJEfFK4E3AT5p1T0mSJLVHI/MkfmeSe+wNVOZRPHu2QUmSNB85iEXdpJE+icN19idwP/At4O8ys14yKUlST3IQi7pRI1PguISfJEkz4CAWdSMTvzoi4v0R8R8R8UBE/CoiVkXE89odlySp+ziIRd1oxkliRPRFxN4RsUszA+ogw8CFwEuBI4FHgW9HxFPbGZQkaX6o9E8cGRlhzZo17Q5HmqCheRIj4knAe4A/BZ5dtf8XwD9S9El8tKkRtklmvrr6fUQcD4wBhwJ2IpEkzYj9E9UtGhndvD3wTeBwisEqdwH3AE8H9gU+BBwdEUdl5sONBhIRx5b3HgBeAPQBX8jM4ya5Zi+K0dRHA7uV8VwKLMvM+xuNYQp9FDWvzb6vJKmH2D9R3aKR5ua/pGiC/XfgoMzcNzMPycx9gQMpatcOK8+biTOAP6dIEv9rqpMjYn/gR8CJwBrgfODnwLuAH0TEbjOMo54LgLXAD5p8X0lSD7F/orpFI0niH1FMlL04M2+tPpCZtwOvB37KzNdtfjdwALALcMo0zr8Q2AN4Z2Yuzsz3ZeaRFMnigRQ1m1tExDkRkVO8hms9KCI+CrwMeENmPjbDzydJktQ1GkkSFwHfyMzHax0s938D2H8mgWTmlZl5a2bmVOeWtYhHAeuAT447fBawGTg+IqqXCFwBHDTFa0LP4Yg4H/hD4MjM/Hljn0qSpKk5iEWdqJGBKw8DT5ninJ2BR2YezrQdUW4vH5+0ZubGiLiGIok8GLii3L8eWN/IQyLiAoqlBo/IzJtmHbUkSVUcxKJO1kiS+GPg2IhYmpm/Gn8wInYHjgVuaFZwkziw3N5S5/itFEniAZRJYqMi4pPA8cBi4P6I2LM8tCkzN9U4/2TgZICFCxcyOjo6k8eqDTZt2mR59QjLund0S1kfc8wx3HvvvTz44IPcdtttbN68mbvuuqsrYu8U3VLW3aiRJPETwCXAmog4B7iSYjTxnhQDWs4Anga8s8kx1tJfbsfqHK/sXzCLZ5xabscnmcuApeNPzsyVwEqAwcHBHB4ensWjNZdGR0exvHqDZd07uqWsh4eHOeWUU7b8fNVVV7FgwYKuiL1TdEtZd6NGluX7UkQMAO+jTIbGCeBvMvNLTYqtrTIz2h2DJElSuzQ0mXZmfiAi/g34E+CFFDV6Y8D1wGcyc66mh6nUFPbXOV7Zv6H1oTwhIkaAkUWLFs3lYyVJkpquoSQRIDOvBa5tQSyNuLncHlDn+HPKbb0+iy2RmauAVYODgyfN5XMlSZKabcZrN7fZleX2qIjY6jNERB/F0nkP0v5kVpKkhjgdjjrFpDWJ5VJ83wM2AkdnZs3pbcrzvkExBc5h9c5rlsy8PSIupxjB/A7g41WHl5VxfDozN7cyjvFsbpYkzZTT4ajTTNXcfBzwImBkssQvMx+OiL8Fvk6x4spFjQYSEYspppuBYsQ0wCERUbnX+sx8T9UlpwLfBz4WEa8AbgReQjGH4i3ABxuNYbZsbpYkzZRrOqvTTNXc/Hrg55n59alulJnfpJif8I0zjGUAeGv5enW5b7+qfceOe97twCBFQvoS4HSK1V4uAA7OzHtnGIckSXOu1prONj2rnaaqSXwhRe3gdH0XOGYmgWTmUmrMPzjFNXcBJ87kea1gc7MkqRlselYnmCpJ3B34nwbu9z/AbjMPp7vZ3CxJagabntUJpmpu/jVTr9dc7SnAb2YejiRJqtX0LM21qZLEuyj6/U3XIHDnzMORJElSJ5gqSRylGGE8ZaIYES8CXsoTcxj2nIgYiYiVY2P1lpSWJEnqDlMliZ8AEvjXiDio3kkR8VzgX4HHgAubF153ycxVmXlyf3+91QIlSZoZRzprrk06cCUzb46IsylGHV8fEV8GvgPcXZ7yTOAVwBuAHYAzM/PmWveSJEmNc6Sz2mXKtZsz8+yIeBQ4C/gj4A/HnRLAI8AHM/PDzQ9RkqTeVWuk89VXX83w8DB9fX0sWbKEoaGhNkep+WjKJBEgM8+NiC8Ab6NYF/np5aF7KJbt++fMvKM1IXYP50mUJDVbZaQzwMjICKtXr7ZWUXNiWkkiQJkEntXCWLqe8yRKklrJ+RM1l6YauCJJkjqE8ydqLpkkSpIkaQKTREmSJE1gkihJkqQJTBKbyBVXJElzzUm21SrTHt2sqTm6WZI0V5xkW61mkihJUhdyOhy1ms3NkiR1IafDUauZJEqSNE/YP1HNZHOzJEldzv6JagWTREmSulyt/olXX301w8PDQJFELlmyhKGhoTZGqW5jkthEETECjCxatKjdoUiSekilfyLAyMgIq1evnlCrCNYsqjEmiU3kFDiSpHarrlUEHPmsGTNJlCRpHqmuVQQYHh6eUKMoTYejmyVJkjSBSaIkSZImMEmUJEnSBCaJkiRJmsAkUZKkHuBqLGqUo5slSZrHXI1FM2WSKEnSPFZrNRbnTNR02NzcRBExEhErx8bG2h2KJEnAE/Mmjo6OMjAw0O5w1EVMEpsoM1dl5sn9/f3tDkWSJGlWTBIlSZI0gX0SJUnqQWvWrGH58uVb+if29fWxZMkShoaG2hyZOoVJoiRJPWbt2rW85CUvqXnMUc+qsLlZkqQeUT0dTrVKX/qrr77auRS1hTWJkiT1iOrpcKBIGs8880zOPvtsVq9e7VyK2opJoiRJPaIyHc54zqWoWmxuriMi3hERP46IB8rXDyLiNe2OS5KkZnMuRdVikljf3cBfAb8LDALfAS6NiN9pa1SSJElzwObmOjLzsnG7PhgRpwCHAD9uQ0iSJElzpmNqEiPi2Ij4eERcXTbvZkR8fopr9oqIz0TELyPioYhYFxErImLXJse2bUS8GXgK8P1m3luSJKkTdVJN4hnAC4BNFE29z53s5IjYnyJh2wO4DLgJGALeBRwdEYdm5r2zCSging/8ANixjOv3M/M/Z3NPSZKkbtAxNYnAu4EDgF2AU6Zx/oUUCeI7M3NxZr4vM48EzgcOBD5UfXJEnFPWTk72Gh73jJuBAeAlwKeAz0bE82bxGSVJ6gpr1651zsQe1zE1iZl5ZeXniJj03LIW8ShgHfDJcYfPAk4Gjo+I0zNzc7l/BTBp8zVw57iYHgZuK9/+KCJeTJHM/skU95EkqStVT7jtnIm9rWOSxAYdUW4vz8zHqw9k5saIuIYiiTwYuKLcvx5YP8vnbgPsMMt7SJLUsZwzURWd1NzciAPL7S11jt9abg+Y6QMi4ryIOCwi9o2I50fEh4Fh4AszvackSZ3OORNV0a01if3ldqzO8cr+BbN4xp4UzdN7lvf7MfB7mfmtWidHxMkUzdwsXLiQ0dHRWTxac2nTpk2WV4+wrHuHZd0cGzZs2LLt1N+nZd063ZoktlxmntDg+SuBlQCDg4M5PDzcgqjUCqOjo1hevcGy7h2WdXMsWLAAgHXr1rF06VL6+vpYsmQJQ0ND7Q2simXdOt2aJFZqCvvrHK/s39D6UCRJmp8cxNLbujVJvLnc1utz+JxyW6/PYktExAgwsmjRorl8rCRJLVFrEMvVV1/N8PBwR9Yqqrm6NUmsTJdzVERsUz3COSL6gEOBB4Fr5zKozFwFrBocHDxpLp8rSVIrVAaxAIyMjLB69WprFXtIVyaJmXl7RFxOMc3NO4CPVx1eBuwMfLpqjkRJkjQLTo3TezomSYyIxcDi8u2e5faQiLio/Hl9Zr6n6pJTKZbl+1hEvAK4kWJllCMompk/2OKQJ7C5WZI0X1XXKg4PD29Vm6j5qWOSRIrl7946bt9+5QvgDmBLkljWJg4CZwNHA8cA9wAXAMsy8/5WBzyezc2SJGm+6JgkMTOXAksbvOYu4MRWxCNJktTLunXFlY4UESMRsXJsrN4c35IkSd3BJLGJMnNVZp7c319v+kZJkqTuYJIoSZJmZO3atQwPDzMyMsKaNWvaHY6arGP6JEqSpO7gSiy9wSSxiZwCR5LUC5wzsTfY3NxE9kmUJPWCypyJo6OjDAwMtDsctYhJoiRJkiYwSZQkSdIEJolN5DyJkqRe5Ujn+ceBK03ksnySpF7jSOf5yyRRkiTNmCOd5y+bmyVJ0ozVGuls0/P8YE2iJElqCpue5xeTREmS1BQ2Pc8vNjc3kaObJUm9zEm25xeTxCZyxRVJkrZm/8TuZXOzJElqOvsndj+TREmS1HT2T+x+NjdLkqSmc2qc7mdNoiRJaimbnruTSaIkSWopm567k83NTeQUOJIkTeTUON3JJLGJnAJHkiTNFyaJkiRJmsAkUZIkSROYJEqSJGkCk0RJkiRNYJIoSZKkCUwSJUmSNIFJoiRJkiYwSZQkSdIEJolN5IorkiRpvjBJbCJXXJEkSfOFSaIkSZImeFK7A5AkSRpvzZo1LF++nI0bNwLQ19fHkiVLGBoaanNkvcMkUZIkdZzly5ezevXqCftXrVrVhmh6k83NkiSp41RqEPv7+6n09a/s09wwSZQkSXNu7dq1DA8PMzw8zMjICGvWrKl53sDAAAMDA3MbnACbmyVJ0hzq6+sDYGxsjKuuumqrYzYldxaTxClExPuBc4FPZuaftzseSZK62ZIlS4Anmo7Xrl3L2NiYTckdyCRxEhFxMHAy8ON2xyJJ0nwwNDS0VY3h8PDwhBpFdQb7JNYREf3AF4C3Afe3ORxJkqQ51RFJYkQcGxEfj4irI+KBiMiI+PwU1+wVEZ+JiF9GxEMRsS4iVkTErk0KayXw5cy8skn3kyRJ6hqd0tx8BvACYBNwN/DcyU6OiP2B7wN7AJcBNwFDwLuAoyPi0My8d6bBRMRJwCLguJneQ5IkNaZ6Au21a9e2O5ye1ylJ4rspksPbgMOBqWrvLqRIEN+ZmR+v7IyIj5b3+hDw9qr95wAfnOKeR2TmaEQcSDFQ5WWZ+UijH0SSJM1MrQm0+/r6HNTSJh3R3JyZV2bmrZmZU51b1iIeBawDPjnu8FnAZuD4iNi5av8K4KApXpUJmg4Bdgd+GhGPRsSjFInrqeX7HWb0ISVJ0qSqJ9A+/PDDee1rX8uZZ57Z5qh6V6fUJDbiiHJ7eWY+Xn0gMzdGxDUUSeTBwBXl/vXA+mne/1LgunH7/hm4laKG8eGZhS1JkqZjYGCA0dHRdofR87oxSTyw3N5S5/itFEniAZRJYiMycwOwoXpfRGwG7svMnzR6P0mSNDX7IHaebkwS+8vtWJ3jlf0LWh/KEyLiZIo5FVm4cKH/AuoimzZtsrx6hGXdOyzr7vHww0UD3djY2Fb7qstvw4YNW7bjy9Wybp1uTBLnXGYOT+OclRTT5jA4OJjDw1Neog4xOjqK5dUbLOveYVl3jxUrVmwZ0QzFQJUzzzyTF7/4xVvOWbBgwZbt+HK1rFunG5PEyj81+uscr+zf0PpQthYRI8DIokWL5vrRkiR1pfErsKhzdMTo5gbdXG4PqHP8OeW2Xp/FlsnMVZl5cn9/vfxVkiSpO3RjkliZQ/GoiNgq/ojoAw4FHgSunevAJEmS5ouuSxIz83bgcmBf4B3jDi8DdgYuzszNcxwaETESESurO99KkiR1o47okxgRi4HF5ds9y+0hEXFR+fP6zHxP1SWnUizL97GIeAVwI/ASijkUb2Hq1VVaIjNXAasGBwdPasfzJUmSmqUjkkRgAHjruH37lS+AO4AtSWJm3h4Rg8DZwNHAMcA9wAXAssy8v9UBS5IkzWcdkSRm5lJgaYPX3AWc2Ip4JEmSel3X9UnsZPZJlCSpPdasWcPIyAjDw8MMDw8zMjLCmjVr2h1WV+uImsT5wj6JkiS1x/Lly1m9evWE/c7BOHPWJEqSpK5XWbGlv7+fynzFlX2aGZNESZI0bwwMDDAwMNDuMOYFk8Qmsk+iJEmaL0wSm8hl+SRJ0nxhkihJkqQJHN0sSZK6wtq1axkeHt5q38MPP8yKFSvaEs98Z5LYRBExAowsWrSo3aFIkjRv9PX1ATA2NsZVV1014fjy5cvnOqSeYJLYRM6TKElS8y1ZsgSYOKXN2rVrGRsbc6qbFjFJlCRJHW1oaKjmpNjDw8M1axbVHA5ckSRJ0gQmiZIkSZrAJFGSJEkTmCQ2kSuuSJKk+cIksYlccUWSJM0XJomSJEmawClwJElSV1u7dm27Q5iXTBIlSVJXql6JpXqfk2s3h0miJEnqSkuWLOHee+9l++23B4oE8cwzz+S9731vmyObH0wSJUlSVxoaGuLcc89leHi43aHMSw5caSKnwJEkSfOFSWITOQWOJEmaL0wSJUmSNIFJoiRJkiYwSZQkSdIEJomSJEmawCRRkiRJE5gkSpIkaQKTREmSJE1gkihJkqQJTBKbyBVXJEnSfGGS2ESuuCJJkuYLk0RJkiRN8KR2ByBJktQqa9asYfny5WzcuBGAvr4+lixZwtDQUMc9b/y1AAMDA6xYsaIlsU7FJFGSJM1by5cvZ/Xq1RP2r1q1quOeV+/adjFJlCRJ81alVq4yXmBsbGyrmrpOel71tQMDAwBbtu1gkihJkua9SrJ11VVXdfzzBgYGGB0dbW5AM+DAFUmSJE1gklhHRCyNiBz3+u92xyVJkjQXbG6e3M3AcNX7x9oUhyRJ0pwySZzco5lp7aEkSeo5HdPcHBHHRsTHI+LqiHigbN79/BTX7BURn4mIX0bEQxGxLiJWRMSuTQprv/Lev4iISyJivybdV5IkqaN1Uk3iGcALgE3A3cBzJzs5IvYHvg/sAVwG3AQMAe8Cjo6IQzPz3lnE80PghPK+e5TxfT8ifnuW95UkSep4HVOTCLwbOADYBThlGudfSJG8vTMzF2fm+zLzSOB84EDgQ9UnR8Q5NQaijH8NV87PzG9k5pcy88eZ+W3gtRS/r7c248NKkiR1so6pSczMKys/R8Sk55a1iEcB64BPjjt8FnAycHxEnJ6Zm8v9K4BJm6+BOyeJb1NE/BR4zhT3kCRJ6nodkyQ26Ihye3lmPl59IDM3RsQ1FEnkwcAV5f71wPqZPjAidqRoAr9yqnMlSZK6XSc1NzfiwHJ7S53jt5bbA2b6gIj4u4g4PCKeHREvAb4M7Ax8dqb3lCRJ6hbdWpPYX27H6hyv7F8wi2fsBfxfYHfgV8C1wMGZeUetkyPiZIpmbhYuXNgRy+loejZt2mR59QjLundY1r2jVllv2LBhq22tn1v1/aj37Ok8r/raTvj+dmuS2HKZ+eYGz18JrAQYHBzM4eHhVoSlFhgdHcXy6g2Wde+wrHtHrbJesGDBVttaP7fq+1Hv2dN5XvW1nfD97dbm5kpNYX+d45X9G1ofyhMiYiQiVo6N1avglCRJ6g7dmiTeXG7r9TmsjECu12exJTJzVWae3N9fL3eVJEnqDt2aJFZGGB8VEVt9hojoAw4FHqToRyhJkqQGdWWSmJm3A5cD+wLvGHd4GcUo5Iur5kicEzY3S5Kk+aJjBq5ExGJgcfl2z3J7SERcVP68PjPfU3XJqRTL8n0sIl4B3Ai8hGIOxVuAD7Y45AkycxWwanBw8KS5frYkSVIzRWa2OwYAImIpxWop9dyRmfuOu2Zv4GzgaGA34B7ga8CyzLy/NZFOLSJ+BdScKkcdaXdmMdG6uopl3Tss695hWc/eszLzaeN3dkySKLVLRFyXmYPtjkOtZ1n3Dsu6d1jWrdOVfRIlSZLUWiaJkiRJmsAkUSpXylFPsKx7h2XdOyzrFrFPoiRJkiawJlGSJEkTmCRKsxAR74iIH0fEA+XrBxHxmnbHpeaLiJdHxL9FxH9FREbECe2OSbNjmfYO/1bPjEmiNDt3A38F/C4wCHwHuDQifqetUakVngL8BHgX8Os2x6LmsEx7h3+rZ8A+iVKTRcR9wPsz89PtjkWtERGbgD/PzIvaHYuawzLtPf6tnpo1ieoqEXFsRHw8Iq4umwwyIj4/xTV7RcRnIuKXEfFQRKyLiBURsWuTY9s2It5MUTvx/Wbeuxd1cllrbvgd6B1zWdb+rZ6+jlm7WZqmM4AXAJsomg+eO9nJEbE/xR+BPYDLgJuAIYrmpaMj4tDMvHc2AUXE84EfADuWcf1+Zv7nbO4poAPLWnPO70DvaHlZ+7e6cdYkqtu8GzgA2AU4ZRrnX0jxR+Sdmbk4M9+XmUcC5wMHAh+qPjkizin/BTvZa3jcM24GBoCXAJ8CPhsRz5vFZ1ShE8tac6ul3wF1lLkoa/9WN8g+iepa5f/ArwS+kJnH1Ti+P3AbsA7YPzMfrzrWB9wDBLBHZm4u9+9OsVj8ZO7MzAcnievbwB2Z+SeNfB7V12llbf+1udeK78C46y3TDtHqsq4617/VU7C5WfPZEeX28uo/IgCZuTEirgGOAg4Grij3rwfWz/K52wA7zPIeaky7ylqdo+HvgLpWs8rav9VTsLlZ89mB5faWOsdvLbcHzPQBEXFeRBwWEftGxPMj4sPAMPCFmd5TMzIXZf2UiBiIiAGKv537lO/3mek91VQNfwcs0641k7L2b/UMmCRqPusvt2N1jlf2L5jFM/YEPk/R1+UK4MXA72XmN2ZxTzVuLsp6ELi+fD0ZWFb+fPYs7qnmmcl3wDLtTjMpa/9Wz4DNzdIsZOYJ7Y5BcyMzRyn6OWmesEx7h3+rZ8aaRM1nlX9N9tc5Xtm/ofWhqMUsa/kd6B2W9RwxSdR8dnO5rdcP7Tnltl6/FnUPy1p+B3qHZT1HTBI1n11Zbo+KiK2+6+U0CYcCDwLXznVgajrLWn4HeodlPUdMEjVvZebtwOXAvsA7xh1eBuwMXDzZPFrqDpa1/A70Dst67jiZtrpKRCwGFpdv9wReDfwcuLrctz4z31N1/vilm26kmG3/CIqmiJe6TFdnsqzld6B3WNadySRRXSUilgJnTXLKHZm577hr9qaY0uJoYDeK2fi/BizLzPtbE6lmy7KW34HeYVl3JpNESZIkTWCfREmSJE1gkihJkqQJTBIlSZI0gUmiJEmSJjBJlCRJ0gQmiZIkSZrAJFGSJEkTmCRKkiRpApNESZIkTWCSKKkrRURO4zXc7ji7SUQ8MyKWR8QPImJ9RDwSEWMRcX1EXDjb32dEfKEsl1Once7l5bm/P5tnSpo5l+WT1JUiovLHa9kkp12UmevmIJyuFxEnAxcAOwI3Ad8D/hfYGTgQOKz8+e8y870zfMYwcCVwfWb+7iTn7Qv8HPhvYJ/MfHQmz5M0O09qdwCSNBuZubTdMXS7iHgL8GngfuDNmXlZjXN2Af4M2Gemz8nM0Yi4BXhhRPxuZv5/dU79EyCAfzZBlNrH5mZJPSEillaaoCPi2IhYExEPRsR9EXFJRDyzznVPjYgPR8SNEfHrsvn1iog4qsa5J5TPOCEijo6I0fL8rDqnPyJWRMTdEfGbiLgpIv4yIvYrr72o6tz/W+47vE5sbyiPf2IWv5d+YEX59k21EkSAzHwgM/8WeHeNezwpIk6NiGsj4oHy93p9RPx5RIz//8w/lNuT6sSzLXAikMA/zuAjSWoSk0RJveZU4PPAOuCTwE+ANwHfjogdqk+MiGcBPwLeB/wK+Hvgi8BBwDcjomaiAxwLrAY2Vl1DROwIfAd4F0VT7gXAKPBB4CM17vOpcntynef8Wbn9+zrHp+NYYFfg+5n5/0518viavYjYjuKzfhJYAPwLsJLi/y8fBz477hafBR4G/jAidqrxiN8Dngl8OzN/0dAnkdRUNjdL6moRsbTOod9k5nk19h8NvDgz/7PqHv8C/CHwOuBLVed+FngW8IeZeUnV+QsokruPRcS/Zeb/jHvGMcAxmfnNcfvfC/wucAnwR1l2Co+IDwETml4z87sR8VPgDRHxzsy8tyqG/YBXUiR3P6nzO5iOQ8vtd2Z4/QeBVwOfAE7LzMfK+LalSBbfFhFfrtRQZuavIuJS4A/K10Xj7ldJvFfOMB5JTWJNoqRud1ad1/vqnP+x6gSxVGkCHarsiIgXAIcDX6lOEAEyc0P5jB2BN9R4xmU1EkSAtwKPA++vJIjl/e7iiSbf8T4F7ACcMG7/SRT99j5d57rp2rPc/tf4AxGxoGym3+pVdXwb4C8oBpi8u5IgApQ/n07RbPzH425dSQD/dNzznk6RYP8vULPZW9LcsSZRUlfLzGjwkutq7Lur3O5ate+Qcttfp7byaeX2oBrH1ozfUQ782B+4q86I6+/VChb4HHAeRZPzR8p7bUeRNN7P1jWfzbaAIhkeb2m5PQB4KnArcEZEzaL4NRN/R98BbgcOjYiDMvPGcv+JFP9fuigzH5lV5JJmzSRRUq/ZUGNfpZ/dtlX7diu3rypf9Tylxr7/rrFvl3I7vmmayfZn5saI+Dzw9og4IjOvBP4fihrAFZn5m0lim45KrM+o8ex1FLWVAETE3RT9BSsqv6PnUDuZrNjqd5SZGRH/CHyYojbx9CgyzD+hqHn8h4m3kDTXbG6WpNrGyu27MjMmeZ1Y49paE9A+UG4X1nlevf3wxACWPxu3bUa/vWvK7StmcG3ld/S1KX5Hz65x7T8DjwBviYjtgSOB/YArM/O2GcQiqclMEiWptmvL7WHNuFlmPkAxQfQzy8mix3vZJNf+mCKZ+/2IeAnFgJXvVjXTzsaXKWpXXxoRjSaKN5XXHlw2gU9bOdjn34DdgcU80T/RAStShzBJlKQaMvM64Grg9RHxtlrnRMTzI2KPBm77OYq/ux+Oqg58EbE3cNoU134K2B74CkUTcM1pb8p5IDMiRqcTUGaOVT37SxHx2jr33QnYKhEsp8P5OPB0ipHeT65x3dMj4rfqPL7SrHw68PvAeuBr04lbUuvZJ1FSV5tkChyASzNz7Sxu/0cUgyz+KSLeCfyQouZsL+B3gOdRDHD532ne728oas3eDBwYEZcD/RRTwXy3PPZ4nWv/FTifok/geuCrdc6r/ON/2iuVZOZnyzkiPwasiogbKWou/5eiP+FewFHlz98dd/ly4AXA24GRiPgOxUjpPSj6Kh5KMU3Oz2o8+nKK+Soro8o/kZkPTzduSa1lkiip2002YGIdsHamN87MuyPiRRTTvLyBYiqXbSkGe/yMohZt/HQ6k93v1xFxBHA2xSTW7wZ+AZxLUWu5mCf6Lo6/9uGI+AJFrd9FmflQncc8v9xeUud4vdhWRsTXgVMomrPfAPQBD1L8Hr8A/N/MvGrcdY9ExGLgOIoR16+lSCZ/VX62JeW1tZ5ZGcByTrnLAStSB4mqqbokSW1Srt6yEnh7Ztac+7BsQn45cGBm3lrnnK8CLwb2t1ZO0mzYJ1GS5lBETJhqJiL2oahxexRYVee6IYrJvb81SYIYFANtPmKCKGm2bG6WpLn1lXIk8I8o+jfuS9FEuxPFSiy/rD45Ik6h6Id4IkV/xbrN6+UqLk+rd1ySGmFzsyTNoYg4FTieYlBHP7AJuJ5i0MaEwSgRsY5i4MjPgaWZ+S9zF62kXmaSKEmSpAnskyhJkqQJTBIlSZI0gUmiJEmSJjBJlCRJ0gQmiZIkSZrAJFGSJEkT/P89W+yxjxkfJQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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BOAC4BbgEODszb1/iktVm1YGqUbBbv379LmGoOvRA8wA236A2MTHByMhIO3+keQe45VBdS7PPuvrP3VK3pN4xNTU15/CbleQnP/kJj3rUo9h///3rjv2P//E/mJqa4tZbb+Wggw6a81qf+cxn+Iu/+AuuueYaduzYscux22/vTKTpmpAIvJ0iHN4J3Aw8YbaTI+JxwDeAg4BLgR8Cw8DrgRMi4tjMvG1JK1ZbNZuUUmnd2rhx4y775xvAuimodYtmgXFqamrnOE9JalW3Lu3SrXVVfO5zn+NFL3oRw8PDvP/97+fQQw9lr7324oEHHuCEE07gwQcf7Ehd3RQS30ARDn9E0aJ4+RznX0AREF+XmR+s7IyIvyyv9U7g1VX7zwXeNsc1n52ZEy1XrgWpbeFr1q08V9esFqc6MI6MjOwc5+nkFkmtWoou3W52+OGH86UvfanhcKXvf//77Lfffhx44IHA7M9Rvvjii9lrr724/PLL2XvvvXfu/+EPf7gkdc9X14TEzNwZCud6IHXZing8sBX4cM3hdwCnAy+NiDdm5l3l/vOBT85Rxo3zr1iL1azlsLZbWctnYGAAoOHklspxQ6MkFU4++WS++MUv8u53v5t3v/vdO/f/8z//M9dccw0veclLdo5H3HfffQHYtm1b3XV23313ImKXFsPM5Nxzz13in2B2XRMSW/TscntZZu7SBpuZMxFxJUWIfAbwlXL/rcCty1ql6sw2IQVo2K2s5TPX5JYKQ7wkwamnnsrHP/5x/uzP/oytW7fyrGc9ix/96EdccMEFHHzwwZx33nk7z33Sk57EwMAAF1xwAXvvvTerV6/moIMO4rjjjuOUU07hH//xHznuuON42ctexo4dO7jkkku4++67O/jT9W5IPLLcXtfk+PUUIfEIypDYqojYF1hbfrsbcFhEDAHbMrOuxTEiTqdoweTggw9mYmJiIW+74r31rW/lqquu2mXfk570JM4666yd3991110d+fzuvPNO7xvwxje+EYAf/OAHXHzxxTt/Sf3oRz/irrvu4qabblpRn5P3vT953xducHCwZ8ctV2YOL8Q999yzc1t9jc9+9rO8973v5XOf+xyf+9znGBwc5OSTT2ZsbIzVq1fvcu7HPvYxzj33XM444wzuvfdefu3Xfo2jjjqKE088kQ984AN8+MMf5k1vehOrV6/mec97HmeddRZr1qxhx44ddXU32tes7gX/Xc/MrvsCRoAEPtnk+IXl8d9vcvyd5fG3tKGG2q+L5nrt05/+9FRjGzZsSCAHBwdzw4YNedJJJ+Xk5GSny8rMzMsvv7zTJXS1RvfuW9/6VqfLWjTve3/yvi/c97///U6XsGB33HFHp0tYdvO5X8DV2SDP9GpL4pLLYgLL7IMjNS+NupiHhob8V3yPaTReEex6lqSVqldDYmX15MEmxyv7ty99KZpLowkqlcCh3lE9XtGlciRp5evVkHhtuT2iyfHHl9tmYxa1jCpBonZpG/UWl8qRpP7SqyGxslzO8RGxW1bNcI6IAeBY4G7gm8tZVESMAqNr166d89yVzi7mlc2uZ0la+XoyJGbmDRFxGcUM5j8EPlh1+GxgH+Cj+dAaictV1zgwvm7dulct5/t2I7uYVza7niVp5euakBgRJwMnl98eUm6PiYiLyj/fmplvqnrJaykey/eBiHgO8APgaIo1FK9j7qerqM1mWwPRLuaVpVHXsyRpZemakAgMAS+v2Xd4+QXwU2BnSCxbE9cB5wAnAM8HbgHeD5ydmZ15GnYfa9R66NNT+ofjEyVpZemakJiZZwFntfiam4DTlqIetc4JKv3J8YlS/8nMOR+hq84rlkBcuK4JiSuBE1cKTlDpL45PlPrLqlWr+MUvfsHee+/d6VI0h1/84hfsueeeC379bm2spe9l5nhmnj442Gz5xpVncnKS0dFRRkZGdo5DVH+pjE+cmJjY+QzuStfz6Ogok5OTnS1QUlsdeOCB3HzzzWzbto0dO3YsurVK7ZWZ7Nixg23btnHzzTdzwAEHLPhatiRqUZzFrGp2PUsr3+DgIHvuuSc///nPue2227j//vs7XdK83XPPPey1116dLmPJPexhD2OvvfbisMMOW9TPa0jUojgOUdXsepb6w1577cWhhx7a6TJaNjExwa/+6q92uoyeYUhUS6qXuQFcKFu7cGkcSVo5DIlqSaPuZbCLWc25NI4k9SZDYhv1w+zm2u5lwC5mNeT4REnqbYbENuqnx/LZvay5OD5RknqbS+BIWhKNlsaRJPUOWxI1p0bPZJYkSSubIVFzci1ESZL6jyFRc3ItRLWLM50lqXcYEjVvTlbRQjnTWZJ6jyGxjfphCRxpIZzpLEm9x9nNbZSZ45l5+uDgYKdLWbTJyUlGR0cZGRlxsooWzZnOktR7bElUQ05W0VKrjE8EHKMoSV3IkKiGnKyipdJsfCI4RlGSuokhUbNysorarXp8IuAYRUnqUoZEScuqMj6xYmRkpK5FUZLUeU5ckSRJUh1DoiRJkuoYEtsoIkYj4sLp6elOl7IgLnsjSZIqDIlt1OvrJFaWvdmyZQuVoOuyN1oulSVxRkdHmZyc7HQ5ktT3nLiinVz2Rp3gI/skqTsZElXHZW+0nHxknyR1J7ubJXWUj+yTpO5kS2Kfm5ycZNOmTTtbcSRJksCQ2Pd8RrO6UWUSi890lqTOMST2OSerqJs4iUWSuochUYCTVdQdnMQiSd3DiSuSuoaTWCSpexgS26jXn7giSZJUYUhso1554oqP31Mv8UksktQZjknsQ85oVi9wEoskdZYhsQ85o1m9wEksktRZhsQ+5oxmdbPKJBaAkZGRXVoTJUlLzzGJkiRJqmNIlCRJUh27m/uEz2iWJEmtMCT2CWc0S5KkVhgS+4QzmiVJUisMiX3GGc2SJGk+nLgiqWf49BVJWj62JErqej59RZKWnyGxjSJiFBhdu3Ztp0vZZTYz4Ixm9TSfviJJy8+Q2EaZOQ6Mr1u37lWdrqXRbGZwRrN6k09fkaTlZ0hcoWpnMwPOaJYkSfNmSFzhnM2slaoyiWVgYICxsTGGh4c7XZIkrSiGREk9xUkskrQ8DImSeoqTWCRpebhOoqSeUpnEMjExsXO8rSSp/QyJkiRJqmN38wpSvTai6yJKkqTFMCSuII3WRnRdREmStBCGxBWkdm1E10VUv3A5HElqP0PiCuTaiOoXLocjSUvHkCipZ7kcjiQtHWc3S+pZLocjSUvHkChJkqQ6hkRJkiTVMSRKkiSpjhNXepwLaEuSpKVgSGyjiBgFRteuXbts7+kC2tKuKmsmAq6bKEmLYEhso8wcB8bXrVv3quV6TxfQlgrN1kwE102UpIUwJK4QLqCtfle9ZiLguomStEiGREkrQmXNxIqRkZG6FkVJ0vw5u1mSJEl1DImSJEmqY0iUtKJVZjuPjo4yOTnZ6XIkqWc4JlHSitRstrMznSVpfgyJklak6tnOznSWpNbZ3dyDJicnGR0dZWRkxKesSE1UZjtPTEwwNDTU6XIkqefYktiDfMqKJElaaobEHuRTViRJ0lIzJPYwn7IiSZKWimMSJUmSVMeQKKlvuGaiJM2f3c2SVjzXTJSk1hkSJa14rpkoSa2zu1nSiueaiZLUOkOiJEmS6tjdLKkvVSax3HfffZx//vkMDw93uiRJ6iq2JErqK7WTWK666io2bdrU4aokqfvYkiiprziJRZLmx5bEJiLiLRHxrxFxR0T8PCLGI+LJna5L0uI4iUWS5seQ2NwIcAHwTOA44H7gXyLiEZ0sSpIkaTnY3dxEZv5G9fcR8VJgGjgWcAVeSZK0onVNS2JEnBIRH4yIK8ou3oyIT87xmsdExMci4j8j4t6I2BoR50fE/ktQ4gDF53X7ElxbkiSpq3RTS+LbgacCdwI3A0+Y7eSIeBzwDeAg4FLgh8Aw8HrghIg4NjNva2N97wemgKvaeE1JkqSu1DUticAbgCOA/YDXzOP8CygC4usy8+TMfHNmHge8DzgSeGf1yRFxbtk6OdvXSKM3ioi/BH4NeGFmPrDgn1BSV6qsmTg6Osrk5GSny5GkrtA1LYmZeXnlzxEx67llK+LxwFbgwzWH3wGcDrw0It6YmXeV+88HZu2+Bm5s8F7vA34XeHZm/niO10vqIbVrJlaMjzvsWJK6JiS26Nnl9rLMfLD6QGbORMSVFCHyGcBXyv23Are28iYR8X7gRRQB8YeLrlpSVxkbG+O2225j1apVrpkoSTV6NSQeWW6va3L8eoqQeARlSGxVRHwYeClwMnB7RBxSHrozM+9scP7pFC2YHHzwwUxMTCzkbedl+/btO7dL+T795s477/Tz7ENvfetb2XfffTnjjDP4zne+w9VXX83Q0BB77703L33pS3niE5/Y6RK1BPzvvT9531vTqyFxsNxONzle2b96Ee/x2nJbGzLPBs6qPTkzLwQuBFi3bl2OjIws4q1nt3r16p3bpXyffjMxMeHn2Ycq9/3QQw/lO9/5DnfddRff+c53ADjggAN4zWvmM0Ravcb/3vuT9701vRoSl1xmzj4wUtKK4uP6JGlX3TS7uRWVlsLBJscr+7cvfSmSVgIf1ydJu+rVkHhtuT2iyfHHl9tmYxYlSZI0i14NiZXlco6PiF1+hogYoHh03t3AN5ezqIgYjYgLp6ebDZWUJEnqDT0ZEjPzBuAyYA3whzWHzwb2AS6uWiNxueoaz8zTBweb9YJLkiT1hq6ZuBIRJ1MsNwNQWW7mmIi4qPzzrZn5pqqXvJbisXwfiIjnAD8AjqZYQ/E64G1LXLIkSdKK1TUhERgCXl6z7/DyC+CnwM6QmJk3RMQ64BzgBOD5wC0Uz1g+OzNvX+qCJUmSVqquCYmZeRYN1h+c4zU3AactRT2SVHmmMxSP8BsbG2N4eLizRUnSMumakLgSRMQoMLp27dpOlyJpEZo90xl8rrOk/mFIbKPMHAfG161b96pO1yJp4aoX1gZcXFtSXzIkSlKNysLaFSMjI3UtipK00vXkEjiS1AmVMYqjo6NMTk52uhxJWlK2JErSHJqNUXR8oqSVzJAoSXOoHqPo+ERJ/cLu5jbysXzSylQZozgxMcHQ0FCny5GkZWFIbCMfyyf1D8cnSlrp7G6WpBY4PlFSvzAkSlILHJ8oqV/Y3SxJLXB8oqR+YUiUJElSHbubJUldY3Jykk2bNu3swh8YGGBsbIzh4eEOVyb1H0NiG0XEKDC6du3aTpciST1p06ZNbN68eZd9mzdvZsOGDTsDY+U8g6S0tAyJbZSZ48D4unXrXtXpWiSpF1WC3+DgINVrzlZmktcGyGrOMJfayzGJktQhk5OTjI6OMjIyssuai832r1TVP+/U1BQAQ0NDfOtb3+Kkk05iw4YNTV9bWZe2Ei777bOTlpItiZLUIY26Visa7V+pLWWNPoeBgYGdM8mh8VjFjRs3cuaZZ+6yXuVs3dXV7rvvPs4//3y7qKVZGBIlaZnUBp1Kq1mlNax2zcVm+1eC6s+i+nMYGhraGQCrVQfG2czVXV3t6KOPnrWVEhzvqP5mSJSkZdKs5XD9+vXMzMywZcuWnYEJ2LkOY6OA0+safRbr169fcGtp5TGJ1d3V73nPe3YJ5RXVn+d8P9uV2oorzcaQKEnLpLqVqxIAK61m55xzDsAurV8DAwMrpgVxtlbUZq2H89HsMYm13dW1tZxxxhmsWrVq1mv7RB31O0OiJC1SpRVrvl2TQ0NDTExM7LKv+nF/sOuYu5VgtlbUxbTS1X5uwJyBc3h4mPPOO4+RkZFZrz0yMrIiW3Gl+TIktpHrJEr9pVErVu2afvMdyzbfMXfdrtli2LO1oi7GSvncpG60oJAYEY8BHg3s2eh4Zn5tMUX1KtdJlPpLdStWs3Fu/RZgZpuxDY1bUbtdqy3F0krRUkiMiOOB9wFPmOPU3RdckST1iGZLtPTzWLbqFkPo7ZnZzcY7jo2N+cQX9YV5h8SIeAawGfg58CHgj4EtwLXAeuCJwBeAa9pfpiR1t+rA6Fi2XWdmV8/Y7iXVLcWV4H/FFVdw9NFHNzy/31qNtfK18sSVtwD3AEdl5uvLfZdn5quBJwPnAs8FPtveEiVJvai6Ja4ya7uyrxdUgv/ExATr168Hdp19DvVPfJFWkla6m48BvpCZ/1m1bzeAzExgY0Q8DzgbOKV9JUqSelGzGdu9aLbZ5/3eaqyVq5WQOAjcWPX9fcA+NedcCbx4sUVJknrfSpp5vJJ+Fmm+Wulu/hmwf833j6s5Zw/g4YstSpJWgsqs2NHRUSYnJztdjiS1pJWWxOvYNRR+E3heRByRmddFxCHAC4Hr21mgJPWaZrNiF6PblmFpth6ipJWjlZD4JeDciHhEZm4D3g/8FnBNRHwfeDwwAPzv9pcpSb2j0azYhU5saBY4O9312Wg9xM2bN++cyCGp97XS3fxR4FnADoDMvBL4beAnFLObbwFek5mfaHeRvSIiRiPiwtrZb5L6S/Ws2MpSMAs1NjbGSSedxIYNG7pqJm3teogVvTiLWVJj825JzMw7gG/V7Ps88Pl2F9WrfOKKpHbr9vUXh4aGeM973lPX9dyrs5gXo1kXfKeHBkgL5bObJUmL4szfQrNHEvrZqFcZEiVJTdW2jlX06lNUltJKeiShBG0MieXs5vMo1tZ+ZbuuK0krQa+GqmatYxWOPaxX+0jCbpqVLrWinS2Jg8CpQAKGREli19nJtft6QXXrWO0knH4de9hI7T8CunVWutSKdobEW4DT2ng9Sep5K+XRdENDQ0xMTHS6jK7T7B8B7VwGSeqUtoXEcvbzx9t1PUlaCZzUsbI1+0fAUUcdVTcrvdL1XDnP7md1OyeuSFKPcZxb95jPPwKadT1v3ryZDRs2eB/VtQyJktQjHOfWm2pbG6vvnfdR3WzeITEiPjbPU53dLElLYDnGudUuedOrs7K7SW1rY/Vn7HhFdbNWWhJPneN4AoGzmyVpSbTz6SvNng7SbMmbXpqR3e26/Sk6UkUrIfGXm+xfDRwFjAHfAN68yJokSUusWRhstORNr87IlrQ4rTy7+adNDv0U+E5EfBn4LvAvwN+2obaeExGjwOjatWs7XYokzWqup4O45I2k3dp1ocy8CRgHXt+ua/aazBzPzNMrv3QlqdsNDQ3VLZItSdDGkFj6b+Dxbb6mJGkZTE1NOVGlQyrLGo2OjjI5OdnpciSgvc9u3h04Dpie61xJ0tJpNiml2Tp8vf7owF7mskbqZq0sgfOsWa5xKMUj+YaAv1l8WZKk+Wi0sHazSSmV2cuVpVeq90PvPzqwF/n4PnWzVloSJyiWt2kmgK8BZy6mIEnS3Bq1QFWe4FEJgLWTUhqFx4GBAR8d2EGNlsPxiTrqFq2ExHNoHBIfBG4HJjPTgRSStAyqW6CaPcFj/fr1O49XtxxWlrexxbC72PWsbtPKEjhnLWEdkqQWVLdA1Y5BhIe6jM855xxg1/GG69evN3h0Ibue1W18drMk9bjZuosdb9g7fBKLuo0hUZJWMMcbSlqodq+TKEmSpBXAkChJkqQ6hkRJkiTVMSRKkiSpjiFRkiRJdQyJkiRJqtO2JXAi4mXA/cA/Zeb0XOdLkiSpe7VzncSLKB7bNxMRHwHel5k/a+P1JUmStEza2d38CeCTwI+BM4Gtbbx2T4iI0Yi4sPrxV5IkSb2obSExM0/NzJdn5tOAA4Dfade1e0Vmjmfm6YODg50uRZIkaVGW5LF85ZjEzUtxbUmSJC09ZzdLktSlpqamGBkZYXR0lMnJyU6Xoz4z75bEiPhV4BjgU5XZyxGxD3AB8ALgbuDPMvP9S1GoJEn9YmBgAIDp6Wm2bNmyc//4+HinSlIfaqUl8U+Bt9Usb/Mu4KXldQ4A/jIijm9jfZIk9Z2xsTFOOukkNmzYQGWc+xVXXGGropZVK2MS1wGXV76JiD2AlwOTwAjwCOAa4HXAZe0rUZKk/jI8PLyz1XB0dJTNmzfbqqhl10pIPAi4uer7dcAA8NHMvAf4z4i4FDihjfVJktTXxsbGAJiZmWFqaorp6WlmZmY6XJX6QSvdzcmuofLXyn1bqvb9HHhkG+qSJEk81Ko4MTHB0NBQp8tRH2klJN4IPKPq+xcAN2fmj6v2PQq4vR2FSZIkqXNaCYmfAZ4ZEZ+NiE9SzHT+bM05TwRuaFdxkiRJ6oxWxiS+j2K84W+V308B51QORsQvA0dRzHiWJElLpLJ+IhTL5YyNjTE8PNzZorTizDskZuadwLER8eRy1/cz88HqUygC5NVtrE+SJJWarZ8IznZW+7WymPZhwPbM/F6j45m5NSJuA/ZvV3GSJOkh1TOdAWc7a0m1MibxJ8AZc5zzuvI8SZLUZtUznZ3trKXWSkiMJatCkiRJXaWViSvzcQhwV5uvKUmS5jA5OcmmTZt2dj07oUWLNWtIjIiX1ewaarAPYHfgMOAlwL+1qTZJkjRPmzZtYvPmzXX7ndCihZqrJfEiilnLlNsXlF+1Kl3RdwNnt6UySZI0L1NTUzv/PDg4COCEFi3aXCHxtHIbwMeAS4BLG5z3AHAbcFVmbm9XcZIkqbnqJXEq1q9fz8zMTN0SOVKrZg2Jmfnxyp8j4uXAJZn5iSWvSpIkzal2SZyBgQE2btzImWee2cmytEK0spj2s5eyEEmS1JrKkjjSUmhlCZy+EhF/GBHfjYg7yq+rIuLETtclSZK0HFoKiRGxISI2R8TPImJHRDzQ4Ov+pSp2md0M/CnwNGAd8FXgkoj4lY5WJUmStAxaeSzfiRQTV3YHbgSuBVZKIKyTmbUTdN4WEa8BjgG+24GSJEmSlk0ri2mfBewATszMy9pdSEScAmwAhoCnAgPApzLzJbO85jHAOcAJwAHALRRB9uzMvL2Nte0O/DawL/CNdl1XkiSpW7USEp8MfHopAmLp7RTh8E6Krt4nzHZyRDyOIrAdRLEszw+BYeD1wAkRcWxm3raYgiLiKcBVwF5lXb+ZmS4WLkmSVrxWxiTeCWxbqkKANwBHAPsBr5nH+RdQBMTXZebJmfnmzDwOeB9wJPDO6pMj4tyIyDm+Rmre41qKls2jgY8AH4+IJy/iZ5QkSeoJrbQkfoViPN6SyMzLK3+OiNlOrbQiHg9sBT5cc/gdwOnASyPijZlZeZb0+cAn5yjjxpqa7gN+VH777Yg4iiLMvnKO60iSJPW0VkLinwKTEfF24J2ZmXO9YAlV1my8LDMfrD6QmTMRcSVFiHwGRbglM28Fbl3k++4G7LnIa0iSJHW9VkLiO4B/p3g28ysiYgrY3uC8zMylbmk7stxe1+T49RQh8QjKkNiqiHg38E/ATRSTaF4MjACulShJ6glTU1OMjIwwMDDA2NgYw8PDnS5JPaSVkHhq1Z/XlF+NJEvfHTtYbqebHK/sX72I9ziEonv6kPJ63wWel5lfbnRyRJxO0c3NwQcfzMTExCLeenbbt2/fuV3K9+k3d955p59nH/K+96eVft/vu+8+oHimc+UZzrfddhvnnXdeJ8vquJV+39utlZD4y0tWRRfKzFNbPP9C4EKAdevW5cjIyBJUVVi9evXO7VK+T7+ZmJjw8+xD3vf+tNLv+/nnn8+mTZuYmZlhamqK6elpVq1ataJ/5vlY6fe93Vp5dvNPl7KQFlVaCgebHK/s3770pUiS1F2qn+k8MjKyszVRakWvPrv52nJ7RJPjjy+3zcYsSpLUVyrjE0dHR5mcnOx0OeoBrTyW77D5npuZN8591qJUlss5PiJ2q57hHBEDwLHA3cA3l7iOXUTEKDC6du3a5XxbSZKaGhgYAHYdnwjsbGmUmmllTOJWikkpc8kWr9uyzLwhIi6jmMH8h8AHqw6fDewDfLRqjcRlkZnjwPi6detetZzvK0lSM2NjYwC7jE+cmZnpcFXqBa2EuU/QOCSupngqyWOBCWBBYxcj4mTg5PLbQ8rtMRFxUfnnWzPzTVUveS3FY/k+EBHPAX5A8WSUZ1N0M79tIXVIkrSSOD5RC9XKxJVTmx2LiN2AMeDVwMsXWMtQg9ceXn5BET53hsSyNXEdcA5wAvB84Bbg/cDZmXn7AuuQJEnqe23pFi7HBJ4dEScA7wb+1wKucRZwVouvuQk4rdX3kiRJ0uzaPbv5GxTjBPtSRIxGxIXT083W+JYkSeoN7Q6Jj6CYNNKXMnM8M08fHGy2fKMkSVJvaFtIjIjnAi8Cvteua0qSJKkzWlkn8auzXONQoLKO4jmLLUqSJC2dysLaAwMDjI2NMTw83OmS1IVambgy0mR/ArcDXwb+PDObhUlJktRBLqytVrSyBE6vPsJPkiThwtpqjcGvjZzdLEnqZpWFtScmJhgaGup0OepyCw6JETEQEYdGxH7tLKiXObtZkiStFC2FxIh4WES8OSJ+BGyneJ7z7RHxo3L/kj6zWZIkScujldnNq4AvARsoJqvcRPEYvF8C1gDvBE6IiOMz8772lypJkqTl0kpL4p9QzHD+J+CJmbkmM4/JzDXAkcA4sL48T5IkST2slZD4YoqFsk/OzOurD2TmDcBvAf/OAp7bLEmSOqOyZuLo6CiTk5OdLkddpJUxhGuBD2bmg40OZuaDEfHPwB+3pTJJkrRkXDNRc2klJN4H7DvHOfsAOxZeTm+LiFFgdO3atZ0uRZKkWblmoubSSnfzd4FTIuKRjQ5GxIHAKcB32lFYL3IJHElSr3DNRM2llZD4IeCRwGREvDIiDo+Ih0fEL0fEacC3yuMfWopCJUmStHxaeSzfZyJiCHgzcGGDUwJ4T2Z+pk21SZIkqUNaWvw6M98aEV8AXgn8KjAITAPXAB/LzKvaX6IkSZKWW8tPSMnMbwLfXIJaJEmS1CUW/OxmSZIkrVyzhsSIWBURkxHxlYjYY47zvhIR35ztPEmS1L0qC2u7uLZg7u7mlwBPB0Yzs+n6h5l5X0S8F/gixRNXLmpbhT3EdRIlSb2o2cLa4OLa/WyukPhbwI8z84tzXSgzvxQR1wO/TZ+GxMwcB8bXrVv3qk7XIknSfFUvrA24uLaAuUPir1K0Ds7X14DnL7wcSZK03CoLa1eMjIzUtSiq/8w1ceVA4L9buN5/AwcsvBxJkiR1g7lC4i+Y+3nN1fYF7ll4OZIkSeoGc4XEm4B1LVxvHXDjwsuRJElSN5grJE4Ax0TEnEExIp4OPBO4vA11SZIkqYPmCokfAhL4vxHxxGYnRcQTgP8LPABc0L7yJElSp1TWTXTNxP406+zmzLw2Is4BzgKuiYjPAl8Fbi5PeTTwHOCFwJ7Axsy8dunKlSRJS63Zuomumdhf5nx2c2aeExH3A+8AXgz8Xs0pAewA3paZ72p/iZIkaTlVr5tYWTPxiiuuYGRkhIGBAcbGxhgeHu5wlVpqc4ZEgMw8LyI+BbwCOBb4pfLQLcDXgb/LzJ8uTYm9wyeuSJJWgup1E0dHR9m8ebOtin1oXiERoAyB71jCWnqeT1yRJK00jVoVfRJLf5hr4ookSepjlVbFiYkJhoaGOl2OltG8WxLVPSr/kfofqySpG0xOTrJp06adLYyOW1wZDIk96Pzzz+90CZIk7bRp0yY2b95ct99xi73N7mZJktSS2vUTKy2Ig4ODDA4OAjhucQWwJVGSJM1Ls/UTKyrDoBodU+8xJEqSpHlxpnN/sbtZkiTNizOd+4shUZIkSXXsbpYkSQs2NTXV6RK0RAyJkiSpZdWTWKr3OUZx5TAkSpKkllVPYoEiIG7cuJEzzzyzk2WpjQyJbRQRo8Do2rVrO12KJElLqjKJRSuXE1faKDPHM/P0ykKikiRJvcqQKEmSpDqGREmSJNUxJEqSJKmOIVGSJEl1DImSJEmqY0iUJElSHUOiJEmS6hgSJUmSVMeQKEmS2m5qaoqRkRFGR0eZnJzsdDlaAB/LJ0mS2mZgYACA6elptmzZsnO/j/DrPYZESZLUNmNjYwDMzMwwNTXF9PQ0MzMzHa5KC2F3syRJapvh4WHGx8eZmJhgaGio0+VoEQyJkiRJqmNIlCRJUh1DoiRJkuo4cUWSJC2LyclJNm3atHMiy8DAAGNjYwwPD3e4MjViSGyjiBgFRteuXdvpUiRJ6jqbNm1i8+bNdftdHqc72d3cRpk5npmnDw4OdroUSZK6TqUFcXBwkMr/K10ep3sZEiVJ0rIaGhpyeZweYEiUJElSHUOiJEmS6hgSJUmSVMeQKEmSpDougSNJkpbU1NQUIyMjTE1NNTzu+ondyZAoSZKWxMDAAADT09Ns2bJll/3VS9+4fmJ3MiRKkqQlMTY2Buy6FuLAwAAbN27kzDPP3Lmvev1EKEKl6yd2niFRkiQtieHh4ZZaAytrJ1a3OqpznLgiSZKkOoZESZIk1TEkSpIkqY4hUZIkSXUMiZIkSapjSJQkSVIdQ6IkSZLqGBIlSZJUx5AoSZKkOoZESZIk1TEkSpIkqY4hcQ4R8ZaIyIj4UKdrkSRJWi4P63QB3SwingGcDny307VIkrQSTU1NdboENWFLYhMRMQh8CngFcHuHy5EkaUUZGBgAYHp6munp6V32qTt0RUtiRJwCbACGgKcCA8CnMvMls7zmMcA5wAnAAcAtwCXA2ZnZjlB3IfDZzLw8It7RhutJkqTS2NgYADMzM0AREDdu3MiZZ57ZybJUpStCIvB2inB4J3Az8ITZTo6IxwHfAA4CLgV+CAwDrwdOiIhjM/O2hRYTEa8C1gJNQ6okSVq44eFhxsfHO12GZtEt3c1vAI4A9gNeM4/zL6AIiK/LzJMz882ZeRzwPuBI4J3VJ0fEueXkk9m+RspzjwTOA16cmTva9hNKkiT1kK5oSczMyyt/johZzy1bEY8HtgIfrjn8DoqJJi+NiDdm5l3l/vOBT85Rxo3l9hjgQODfq2rZHXhWRLwa2Ccz753jWpIkST2tK0Jii55dbi/LzAerD2TmTERcSREinwF8pdx/K3DrPK9/CXB1zb6/A66naGG8b2FlS5Ik9Y5eDIlHltvrmhy/niIkHkEZEluRmduB7dX7IuIuYFtmfq/V60mSpOUzOTnJpk2bdpkQMzY2xvDwcIcr6z29GBIHy+10k+OV/auXvpSHRMTpFF3dHHzwwUxMTCzn26sN7rzzTu9bH/K+9yfve/favn37zu1C7tFb3/pWrrrqql323XbbbZx33nne9xb1Ykhcdpk5Mo9zLqRYNod169blyMicL1GXmZiYwPvWf7zv/cn73r1Wr169c7uQe7Rq1SoABgeLNqXp6WlWrVrFyMiI971F3TK7uRWVlsLBJscr+7cvfSmSJKkbDQ0NMTQ01OkyelovhsRry+0RTY4/vtw2G7MoSZKkOfRiSKwsl3N8ROxSf0QMAMcCdwPfXO7CImI0Ii6sPF5IkiSpV/VcSMzMG4DLgDXAH9YcPhvYB7i4ao3EZZOZ45l5emUchCRJUq/qiokrEXEycHL57SHl9piIuKj8862Z+aaql7yW4rF8H4iI5wA/AI6mWEPxOuBtS1yyJEnSitYVIREYAl5es+/w8gvgp8DOkJiZN0TEOuAc4ATg+cAtwPuBszPz9qUuWJIkLZ2pqSlGRkZc57CDuiIkZuZZwFktvuYm4LSlqEeSJHXGwMAAUCxds2XLlp37x8fHO1VS3+qKkChJkgQwNjYGwMzMDFNTU0xPT+98eoqWV89NXOlmzm6WJGlxhoeHGR8fZ2JiwnUOO8yQ2EbObpYkSSuFIVGSJEl1DImSJEmqY0iUJElSHUNiGzlxRZIkrRSGxDZy4ookSVopDImSJKmrVZ6+Mjo6yuTkZKfL6Rsupi1JkrqST1/pLEOiJEnqSj59pbPsbpYkSV3Jp690liFRkiRJdQyJbeQSOJIkaaUwJLaRS+BIkqSVwpAoSZKkOoZESZIk1TEkSpIkqY4hUZIkSXUMiZIkSapjSJQkSVIdQ2IbuU6iJElaKQyJbeQ6iZIkaaUwJEqSJKmOIVGSJEl1DImSJEmqY0iUJElSHUOiJEmS6hgSJUmSVMeQKEmSpDqGREmSJNUxJLaRT1yRJEkrhSGxjXziiiRJWikMiZIkSapjSJQkSVIdQ6IkSZLqGBIlSZJUx5AoSZKkOg/rdAGSJEnzNTU1xcjICAADAwOMjY0xPDzc2aJWKEOiJEnqegMDAwBMT0+zZcuWXY6Nj493oqQVz5AoSZK63tjYGAAzMzNA0aI4PT2983u1nyFRkiR1veHh4V1aDEdGRupaFNVeTlyRJElSHUOiJEmS6hgS2ygiRiPiwunp6U6XIkmStCiGxDbKzPHMPH1wcLDTpUiSJC2KIVGSJEl1DImSJEmqY0iUJElSHUOiJEmS6hgSJUmSVMeQKEmSpDqGREmSJNUxJEqSJKmOIVGSJEl1DImSJEmqY0iUJElSHUOiJEmS6hgSJUmSVMeQKEmSpDqGREmSJNUxJEqSJKmOIbGNImI0Ii6cnp7udCmSJEmLYkhso8wcz8zTBwcHO12KJEnSohgSJUmSVMeQKEmSpDqGREmSJNUxJEqSJKmOIVGSJEl1HtbpAiRJkhZqamqKkZERBgYGGBsbm/Wc7du3s3r16jmvWbnW8PBww+OTk5Ns2rSJmZmZeZ0/X7XXBRgaGuL8889f1HUXypAoSZJ6zsDAAADT09Ns2bJlwefMZnx8vOH+TZs2sXnz5nmfP1/NrtsphkRJktRzKq2GMzMzTE1NMT09vUsLXO05wLxaEptdq1rlWGVd5LnOn6/q6w4NDQHs3HaCIVGSJPWc4eHhnS13IyMjDVsKq88BmJiYYGRkZNbrNrtWI5UAt5BWyrmuOzEx0dZrLoQTVyRJklTHkChJkqQ6hkRJkiTVMSRKkiSpjiFRkiRJdQyJkiRJqmNIlCRJUh1DoiRJkuoYEiVJklTHkChJkqQ6hkRJkiTVMSRKkiSpjiFRkiRJdQyJkiRJqmNIlCRJUh1DoiRJkuoYEiVJklQnMrPTNaw4EfFz4KedrkMtOxC4tdNFaNl53/uT970/ed8be2xmPrJ2pyFRKkXE1Zm5rtN1aHl53/uT970/ed9bY3ezJEmS6hgSJUmSVMeQKD3kwk4XoI7wvvcn73t/8r63wDGJkiRJqmNLoiRJkuoYEqU2iIg/jIjvRsQd5ddVEXFip+vS0ouIZ0XEFyLiPyIiI+LUTtek9vDe9id/nz/EkCi1x83AnwJPA9YBXwUuiYhf6WhVWg77At8DXg/8osO1qL28t/3J3+clxyRKSyQitgFvycyPdroWLY+IuBP4o8y8qNO1qL28t/2tX3+f25KonhQRp0TEByPiirI7ICPik3O85jER8bGI+M+IuDcitkbE+RGxf5tr2z0ifpeiFeIb7by2uvvea3n5d6E/Led97/ff5w/rdAHSAr0deCpwJ0XXwBNmOzkiHkfxH/hBwKXAD4Fhim6kEyLi2My8bTEFRcRTgKuAvcq6fjMz/20x11RDXXfv1TH+XehPS37f/X1esCVRveoNwBHAfsBr5nH+BRS/IF6XmSdn5psz8zjgfcCRwDurT46Ic8t/nc72NVLzHtcCQ8DRwEeAj0fEkxfxM6qxbrz36owl/bugrrUc993f5zgmUStA+T/sy4FPZeZLGhx/HPAjYCvwuMx8sOrYAHALEMBBmXlXuf9AigfBz+bGzLx7lrr+BfhpZr6ylZ9H89dt995xa52zFH8Xal7vve1CS33fq87ty9/ndjerHzy73F5W/QsCIDNnIuJK4HjgGcBXyv23Arcu8n13A/Zc5DW0OJ269+o+Lf9d0IrQrvvel7/P7W5WPziy3F7X5Pj15faIhb5BRLw7ItZHxJqIeEpEvAsYAT610GuqLZbj3u8bEUMRMUTxO/Ww8vvDFnpNLYmW/y54b1eEhdx3f5+XDInqB4PldrrJ8cr+1Yt4j0OAT1KMY/kKcBTwvMz850VcU4u3HPd+HXBN+fVw4Ozyz+cs4ppqv4X8XfDe9r6F3Hd/n5fsbpbaIDNP7XQN6ozMnKAY06QVxnvbn/x9/hBbEtUPKv9SHGxyvLJ/+9KXomXmvVeFfxf6k/d9EQyJ6gfXlttm484eX26bjVlR7/Leq8K/C/3J+74IhkT1g8vL7fERscvf+XIJhGOBu4FvLndhWnLee1X4d6E/ed8XwZCoFS8zbwAuA9YAf1hz+GxgH+Di2dbIUm/y3qvCvwv9yfu+OC6mrZ4UEScDJ5ffHgL8BvBj4Ipy362Z+aaq82sfy/QDipX0n03RzfBMH8fVG7z3qvDvQn/yvi8fQ6J6UkScBbxjllN+mplral5zKMXSFScAB1CstP954OzMvH1pKlW7ee9V4d+F/uR9Xz6GREmSJNVxTKIkSZLqGBIlSZJUx5AoSZKkOoZESZIk1TEkSpIkqY4hUZIkSXUMiZIkSapjSJQkSVIdQ6IkSZLqGBIl9aSIyHl8jXS6zl4SEY+OiE0RcVVE3BoROyJiOiKuiYgLFvt5RsSnyvvy2nmce1l57m8u5j0lLZyP5ZPUkyKi8svr7FlOuygzty5DOT0vIk4H3g/sBfwQ+DrwM2Af4EhgffnnP8/MMxf4HiPA5cA1mfm0Wc5bA/wY+C/gsMy8fyHvJ2lxHtbpAiRpMTLzrE7X0Osi4mXAR4Hbgd/NzEsbnLMf8AfAYQt9n8yciIjrgF+NiKdl5v/X5NRXAgH8nQFR6hy7myX1hYg4q9IFHRGnRMRkRNwdEdsi4tMR8egmr3tERLwrIn4QEb8ou1+/EhHHNzj31PI9To2IEyJiojw/q84ZjIjzI+LmiLgnIn4YEX8SEYeXr72o6tz/U+7b0KS2F5bHP7SIz2UQOL/89kWNAiJAZt6Rme8F3tDgGg+LiNdGxDcj4o7yc70mIv4oImr/P/PX5fZVTerZHTgNSOBvFvAjSWoTQ6KkfvNa4JPAVuDDwPeAFwH/EhF7Vp8YEY8Fvg28Gfg58FfAPwBPBL4UEQ2DDnAKsBmYqXoNEbEX8FXg9RRdue8HJoC3AX/R4DofKbenN3mfPyi3f9Xk+HycAuwPfCMz/99cJ9e27EXEHhQ/64eB1cDfAxdS/P/lg8DHay7xceA+4PciYu8Gb/E84NHAv2TmT1r6SSS1ld3NknpaRJzV5NA9mfnuBvtPAI7KzH+rusbfA78HvAD4TNW5HwceC/xeZn666vzVFOHuAxHxhcz875r3eD7w/Mz8Us3+M4GnAZ8GXpzloPCIeCdQ1/WamV+LiH8HXhgRr8vM26pqOBx4LkW4+16Tz2A+ji23X13g698G/AbwIeCMzHygrG93irD4ioj4bKWFMjN/HhGXAL9Tfl1Uc71K8L5wgfVIahNbEiX1unc0+Xpzk/M/UB0QS5Uu0OHKjoh4KrAB+MfqgAiQmdvL99gLeGGD97i0QUAEeDnwIPCWSkAsr3cTD3X51voIsCdwas3+V1GM2/tok9fN1yHl9j9qD0TE6rKbfpevquO7AX9MMcHkDZWACFD++Y0U3cb/q+bSlQD4+zXv90sUAftnQMNub0nLx5ZEST0tM6PFl1zdYN9N5Xb/qn3HlNvBJq2Vjyy3T2xwbLJ2Rznx43HATU1mXH+9UbHAJ4B3U3Q5/0V5rT0oQuPt7Nry2W6rKcJwrbPK7RHAI4DrgbdHNLwVv6D+M/oqcANwbEQ8MTN/UO4/jeL/Sxdl5o5FVS5p0QyJkvrN9gb7KuPsdq/ad0C5/fXyq5l9G+z7rwb79iu3tV3TzLY/M2ci4pPAqyPi2Zl5OfA/KVoAz8/Me2apbT4qtT6qwXtvpWitBCAibqYYL1hR+YweT+MwWbHLZ5SZGRF/A7yLojXxjVEkzFdStDz+df0lJC03u5slqbHpcvv6zIxZvk5r8NpGC9DeUW4PbvJ+zfbDQxNY/qBm245xe1eW2+cs4LWVz+jzc3xGv9zgtX8H7ABeFhGrgOOAw4HLM/NHC6hFUpsZEiWpsW+W2/XtuFhm3kGxQPSjy8Wia/3aLK/9LkWY+82IOJpiwsrXqrppF+OzFK2rz4yIVoPiD8vXPqPsAp+3crLPF4ADgZN5aHyiE1akLmFIlKQGMvNq4ArgtyLiFY3OiYinRMRBLVz2ExS/d98VVQP4IuJQ4Iw5XvsRYBXwjxRdwA2XvSnXgcyImJhPQZk5XfXen4mIk5pcd29glyBYLofzQeCXKGZ6P7zB634pIp7U5O0r3cpvBH4TuBX4/HzqlrT0HJMoqafNsgQOwCWZObWIy7+YYpLF30bE64BvUbScPQb4FeDJFBNcfjbP672HotXsd4EjI+IyYJBiKZivlccebPLa/wu8j2JM4K3A55qcV/nH/7yfVJKZHy/XiPwAMB4RP6BoufwZxXjCxwDHl3/+Ws3LNwFPBV4NjEbEVylmSh9EMVbxWIplcr7f4K0vo1ivsjKr/EOZed9865a0tAyJknrdbBMmtgJTC71wZt4cEU+nWOblhRRLuexOMdnj+xStaLXL6cx2vV9ExLOBcygWsX4D8BPgPIpWy5N5aOxi7Wvvi4hPUbT6XZSZ9zZ5m6eU2083Od6stgsj4ovAayi6s18IDAB3U3yOnwL+T2ZuqXndjog4GXgJxYzrkyjC5M/Ln22sfG2j96xMYDm33OWEFamLRNVSXZKkDimf3nIh8OrMbLj2YdmF/CzgyMy8vsk5nwOOAh5nq5ykxXBMoiQto4ioW2omIg6jaHG7Hxhv8rphisW9vzxLQAyKiTZ/YUCUtFh2N0vS8vrHcibwtynGN66h6KLdm+JJLP9ZfXJEvIZiHOJpFOMVm3avl09xeWSz45LUCrubJWkZRcRrgZdSTOoYBO4ErqGYtFE3GSUitlJMHPkxcFZm/v3yVSupnxkSJUmSVMcxiZIkSapjSJQkSVIdQ6IkSZLqGBIlSZJUx5AoSZKkOoZESZIk1fn/AWUde0s347kIAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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bSpafAbxvlmM+P6U0Wr4wP+ZzgeemlOb/pGwB08NNMaytXbuW1atXNyyc1OqGLt7XWNqyV6yn2PpYHlLn02JX+jOW3ktZev7S88406Ga2Vr6ZAm+9SuuSpHo1o0u3ne23335897vfZevWrSxdunTaumuuuYY99tiDZcuWATM/R/m8885j11135dJLL2W33XabWv6LX/yiKXXPVduExJTSVCic7YHUeSviEcBm4NNlqz8AnAy8NiLemVL6Y758PfDlWcq4qcq5Pga8kixA/nqW/VWHQqHA6OhoU45dqxsaHrqn8eCDD54W9AYHB9m0adNUaCsqtrLNpyu2UChw1llnVT3/6aefPnW8uQy6KW3lK7/npzzwzkdpWJckze7YY4/l29/+Nh/+8If58Ic/PLX8O9/5DldffTWvec1rpu5HfPjDHw7A7bdXjn3dcccdiYhpLYYpJc4444wm/wQza5uQWKfn568Xp5SmtcGmlCYj4nKyEPls4JJ8+RZgSz0niYiPA68gC4itjfM9pNE3Pc90T2Opvr4+gJqtcatWrZpqmSwPksX9q7UE1jr/bINuioGx9P0orbF02Vx/RklS45xwwgmce+65/P3f/z2bN2/mec97HjfccANnn302e++9N2eeeebUtk95ylPo6+vj7LPPZrfddmPp0qXstddeHH744Rx//PF84xvf4PDDD+d1r3sd27dv58ILL+Tuu+9u4U/XuSHxwPz1uhrrrycLiQeQh8R6RcSngdcCxwJ3RMQ++aq7Ukp3Vdn+ZLIWTPbee++mtZB1omuvvZbzzjtv6pf9hhtuAGDr1q3T3qdt27YB0wPQtm3bFu29POqoo/jd7343VUep3XbbjaOPPpovfelLUzVWC5IbN27k6U9/es2fsdw73/lOYPp79NOf/nRqfek5tm3bxlFHHcVtt9029V4W62rke7R169Y51d5N7rrrrp75WTWd175+/f39XXFbSnEU8Vzde++9U6+l+33961/nIx/5CBdccAEXXHAB/f39HHvssaxZs4alS5dO2/aLX/wiZ5xxBqeccgr33Xcfz33uczn44IM5+uij+cQnPsGnP/1p3vWud7F06VJe8pKXsG7dOpYvX8727dsraq22rFbd8/0dj5TSvHZspogYJLsnsero5ojYAJwEnJRS+nyV9R8E3gu8N6X0oXnWUOuNOS2ltG6mfVeuXJmuuuqq+Zy2KxUHkZQ75phjZh0gUuwWXiyjo6MzDvwor7Go1n2A5T/jXFQ7x2K+F8Vu9+I9o6W6df7E2a67upfXvn7XXnstBx10UKvLWLDJycmp3pluNpfrFRE/SSmtLF/eqS2JTZdSmvnGSFWoNQq4fKBKcV1xrsOiTugyrVXjTMGuUedYLLN1u4PzJ0pSL+jUkFjsj6w1n0hx+dbml6KimZ63DM0dqNJqrQ52jVRrEEyt0d+SpO7UqSHxl/nrATXWPyl/rXXPoppgtuctqzPUCrzFbmhJUm+Y+Tkx7as4Xc4RETHtZ4iIPrJH590NXLnYhSlrMSw+vHxiYmLa3IDqfMWR3YODgwwNDTE2NtbqkiRJTdCRLYkppV9FxMVkI5jfCnyyZPVpwO7A50rmSNQim+l5y+pMM92r2C1d7ZKkh7RNSIyIY8mmmwEoTjdzSESck/97S0rpXSW7vIXssXyfiIgXANcCzyKbQ/E6Zn+6SsNFxBAwtGLFisU+ddvppnv0lKn1hJry52N328hnSepVbRMSgQLw+rJl++VfADcCUyExb01cCZwOHAkcBdxK9ozl01JKi/407JTSCDCycuXKkxb73K1SOqq30ZNgq72UB/9qz8cGWxUlqVu0TUjM5x5cV+c+NwMnNqMezU21Ec3ee9gbSlsWHfks9ZaU0qyP0FXrLXQu7E4duKI2UTqi+bDDDuOYY47x3sMeUWxZHB0dnZr/sjioxQEtUvdasmQJ99xzT6vL0Bzcc8897LLLLvPev21aEtXZunkORM2u2qCW4rOnvVdR6i7Lli3jlltuYdmyZfT19bHTTjvZqthGUkrcf//9TE5OsmXLFvbee+95H8uQKGnBSrueS+9P9F5Fqfv09/ezyy678Ic//IHbbruN+++/v9Ulzcu9997Lrrvu2uoymmKnnXZi1113Zd99913Qz2hIlLRgpYNaygczea+i1H123XVXHv/4x7e6jAUZHR3lGc94RqvLaGvek9hAETEUERuKk0dLvajavYqSpM5jS2IDdfMUOKWtQ6Wc9kaSpO5kSNScVJvqppTT3kiS1F0MiZqT0qluyrsQfeSeJEndx5CoujjVjeajOH+i0+FIUucwJEpqmmrzJ4LT4UhSJzAkSmoaH90nSZ3LkKiqykczO4pZ81E6f+Lg4OC01kRJUnszJDZQRAwBQytWrGh1KQtWazSzo5jVKOUfRLxfUZLaiyGxgbppnsRqo5kdxaxGqvVBxPsVJak9GBI1I0czq9GKI52LtzD09/cDeL+iJLUZH8snaVGUj3QuPr5y1apVPr5PktqQLYmSFkXpSOei4i0Mq1evBpxPUZLaiSFRU0oHEjiaWY1WOtK5nPMpSlL7MSRqSrWBBI5m1mJwPkVJaj+GRE0pH9HsaGYtFudTlKT2Y0hUBUc0S5IkRzc3UEQMRcSG4qhNSZKkTmVIbKCU0khK6eTivG+S5q840nloaIixsbFWlyNJPcfuZkltxZHOktQeDIk9zmlv1G4c6SxJ7cGQ2OOc9kbtxpHOktQeDIk9zmlvJElSNYZEAU57I0mSpnN0syRJkioYEiW1PafDkaTFZ3dzjygdxQzZ4JTiKFKpXTkdjiS1jiGxR1QbxSy1O6fDkaTWsbu5gdr5sXylo5iLT4Txf7Zqd8XpcEZHRykUCq0uR5J6iiGxgTrhsXyFQsH/2UqSpFkZEiVJklTBexJ7mI/hkyRJtRgSe1DpiNHyZZIkSWBI7EmlI0YBH8UnSZIqGBJ7UHHEqCRJUi0OXJEkSVIFQ6KkjuIj+iRpcdjdLKkj+Ig+NVP5o0vLFR9lOjAwsMiVSa1jSJTUEXxEn5ppro8u9UOJeokhsUuVfyp2TkR1utIBV4ODg9NaE6WFKn10aflTqfxQol5lSOxStT4VOx+iJNVWKBQYHR2dtswPJepVhsQuVe1TsfMhqluVt5x7/5gkLZwhsYEiYggYWrFiRatLmVLtU7HULYojnWu18nj/mGYyNjbGe9/7XpYsWTKnW3KKv29+CFGvMCQ2UEppBBhZuXLlSa2uRepmtUY6Q9Z67v1jKlWrpXl4eJgrrrhi2rbVbslxZL16lSFRUscpf7QkPHQ7xerVq71/TNPUuke7/LacWrfkOLJevcqQKKnj+GhJzaa09bDYldzf3w9QEfJmuy3HkfXqVYbELlLtj6Ik9YrSv4HVgtyqVatqrlvo+cABU+o+hsQuUq1LxSlvJPWKWt3Khx122LTbEZp9Plu51S0MiV1krvfXSFI3qvU38OCDD274uUp7a2p1Y0udzpDYhZz2RnK6kl42l7+B870lp3Skc1FpN7a/d+omhkRJXcXpSjSTaiGvnttyykfWF1srTz/99Knj+nunbmFIlNRVnK5EMykPedu2bavrtpxaI+v9vVM3MiRK6ipOV6KZlIe80dHRhtyz6O+dupEhUZLUMcqnnSnl1F9SYxkSO5xzI0rqJbWmnSnl1F9SYxgSO5xzI0qzc8Rp56k1UXX5NDflnPpLahxDYodzbkSpNkc6d67ZWgw7Yaqv4ocT8Gks6kyGxC7RCX8wpcXmiNPOVfoBGDproupaH07ADyjqLIZESV2r2ohTu547S7FLuXjtOkH5NDt+QFGnMiQ2UEQMAUMrVqxodSmSytj13LkWOgH2YiufZscPKOpUhsQGSimNACMrV648qdW1SJrOrufOVespJ53CDyjqVIZEST3ByY47V62nnHQKP6CoU+3Q6gIkSepmxZA7Ojo6dY9lset5aGiIsbGx1hYo1WBIlCRpkZR3PW/cuJFnPetZBka1JbubJUlaJKVdz6W3PHivotqRIVFSzyp2+W3bto3169c72lRNV3p/ZfljVb1XUe3G7mZJPae8y++KK65geHi4YruxsTGGhoYYHBy0O1AN572Kane2JHag8k+fkuoz19GmtR4NZ3egGs1pctSODIkdqNr/uNp5Ylmp3cx1OpxOfjRcpyj90AsPPeO41zhNjtqRIbEDlf6Pq1AodNzEslKnKX00nBqr2ofejRs3TgXzXuE8nmpHhsQOVigUGB0dbXUZkjRvpR96Sx+7V/y3vSRS6xgSJUktVygUOOussyq6nu0lkVrHkChJagud/vg9qdsYEiWJh6Yegd4dPCFJpQyJknparalHJKnXGRIl9bQ1a9Zw2223sWTJEgCnH2my8ilvnOtVal+GREk9bWBggDPPPHOqq9npR5qr1gTljmKW2o8hUZK0aMrneQVHMUvtypAoSVW0ohu01tNHBgYGFr2WRqr2KFHneZXanyFRkkqUDmQpXbYY9yh267OifZTo/BRH3HfLhwV1HkOiJJUofYYuPNQVunr16qafu9qzoi+77LKKqXk6LSz4KNH61Bpx3+kfFtR5DImSVKIdJnQuBqmNGzdWnZqn1fXNl13Mc1P6QaU42r4bPiyo8xgSJakNlbdoOjVP7yj9oDI0NNR1HxbUOQyJDRQRQ8DQihUrWl2KpCZZrPvEyls0nZqnN/lhQa1kSGyglNIIMLJy5cqTWl2LpMZq5H1itUYxS+X8sKBWMiRK0hxUu09scnJyXtPW1BrFLM2VI5+1GAyJkjQHpS06pa0585m2ptooZrsPNReOfNZiMiRK0gIsJPAVnzjSLd2HdqM330wjn21VVKMZEiWpAbot8M2H3ejNN5eRz7YqqlEMiZKkhrAbfXHVuk9WapQdWl2AJKm7FAqFqZZVNU+xVXF0dNT3W01hS6IkqWnGx8dbXYKkeTIkSpIarnQUbvkySZ3BkChJ82QrWW3lTwrp6+tj7dq1rSxJUp0MiZJUp1qtZA4aeEj5k0IkdR5DoiTVqVYr2erVq1tZliQ1lCFRkurUy61k5RNmg5NmS93KkChJTdKNTyBxwmypdxgSJanBxsfHpz3fuZuUTphdKBScxFnqYk6mLUkNUjqgpTwgFp9C0i1hqlAoOImz1OVsSZSkBikf0ALTB7V0Y8uipO5lSJSkBunlAS2Suo8hUZLaQDtPzF06AKed65TUWIZESWqhTnh8XbURzeU1Gh6l7mNIlKRFVB6m6n18XXHkdHE6nYGBgabVWlQ+orm0xk4IuZLmx5AoSYugVpia632MtUZOL+Y9kMURzaV8RrPUvQyJkrQIFhqmSvdvp7kJHazTXlrR0qzuZUiUpEWw0DBVun+3TtSt+WuHlmZ1H0OiJEkdrl1bmtXZfOKKJEkdrtjS7FNw1EiGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmq4OhmSZK6VOlztwHnT1RdDImSJHWpas/dBudP1NzY3VxDRLw1In4WEXfmX1dExNGtrkuSpLkqfe52f3//tGXSbAyJtd0CvBt4JrAS+D5wYUT8aUurkiSpToVCwfkTVTe7m2tIKV1Utuh9EfFm4BDgZy0oSZIkadG0TUtiRBwfEZ+MiMvy7t0UEV+eZZ/HRcQXI+K3EXFfRGyOiPURsWeDa9sxIl4JPBz4USOPLUnzNT4+zuDgIENDQ4yNjTX02GNjYwwNDTE4OMj4+HhDjy2pM8yrJTEiHgc8Ftil2vqU0g/mcdj3A08H7iLr6n3yLDXsTxbY9gIuAn4BDABvB46MiENTSrfNo47SczwNuALYNa/rZSml/17IMSVpofr6+gCYmJhg06ZNU8vnOhih1ohXYGp56XHLz6vOYLjXQtUVEiPiCOBjzBLggB3nUcs7yMLhDcBhwKWzbH82WUB8W0rpkyU1/mN+rA8CbypZfgbwvlmO+fyU0mjJ978ECkA/cDxwbkQMppR+PoefR5KaohjoJicnGR8fZ2JiomIwwkxTn9Qa8QpUXX7YYYfR19fH2rVrG/yTqBlKP0SULnPAiuo155AYEc8GNgJ/AD4F/A2wiSxIrQIOAr4FXD2fQlJKU6EwImarZX/gCGAz8Omy1R8ATgZeGxHvTCn9MV++Hpix+xq4qaymbWShFeAnEXEwWQB94yzHkaSmGRgYmGo1HBwcrNrqN9PUJ6UjXoGKkNnf30+hUJgKhgcffHAzfgw1SemHCGDqOq5evbqVZakD1dOSeCpwL3BwSum3EfE3wKUppdMjS3WnAX/L7K11jfD8/PXilNKDpStSSpMRcTlZiHw2cEm+fAuwZYHn3YEaXeyS1ErF+xNLv4faQRCYGu1aHjILhQKjo6PNKlVNVvohQlqIekLiIcC3Ukq/LVm2A0BKKQFrI+IlZGHx+MaVWNWB+et1NdZfTxYSDyAPifWKiA8D/w7cDPQBrwYGAedKlNQ2at2fWLRq1aqa9xiW8v41SeXqCYn9TO+O3QbsXrbN5WRhqtn689eJGuuLy5cu4Bz7kHVP75Mf72fAS1JK36u2cUScTNbNzd57793UT+Fbt26devXTfmPdddddvqc9qJOv+1FHHcVtt93G3XffXbFut9124+ijj+azn/0s8NDfjNK/Ibvtthsw/f61bdu2dez7Ua9Ovvb18v8d0/XStZ+vekLi74E9y77fv2ybnYGHLbSodpBSOqHO7TcAGwBWrlyZSrt9Gm3p0qVTr808Ty8aHR31Pe1BnXzdBwcHefOb3zzjNl/96leBh/5mlP4NOeussyoGuPTSfYidfO3rVbzumzdvZt26dUBvP8u5l679fNUTEq9jeii8EnhJRByQUrouIvYBjiPr6m224kfe/hrri8u3Nr8USepc3r/WO2a6NcHfAVVTT0j8LnBGRDwipXQ78HHg5cDVEXEN8CSye/f+rvFlVvhl/npAjfVPyl9r3bMoSVJPKR/1XGv6JKmonieufA54HrAdIKV0OfDnwG+ApwK3Am9OKX2p0UVWUZwu54iImPYzREQfcChwN1lrpyRJPa/Yajw6Osro6OjU6PZmPrlHnW3OLYkppTuBH5ct+ybwzUYXNYdafhURF5ONYH4r8MmS1aeRDaj5XMkciZIkqcRCn9yj7jevx/I1Q0QcCxybf7tP/npIRJyT/3tLSuldJbu8heyxfJ+IiBcA1wLPIptD8ToWZ75GSZI60lye3KPe1jYhkezxd68vW7Zf/gVwIzAVEvPWxJXA6cCRwFFkXd4fB05LKd3R7ILLRcQQMLRixYrFPrUkSXWZy5N71NvquSdxRhGxT0R8MSK+MJ/9U0rrUkoxw9fyKvvcnFI6MaX06JTSkpTSE1JKp7QiIOb1jKSUTi4+4UCSJKlTNSwkkk07c0L+JUmSpA7WyO7mW4ETG3g8SZIktUjDQmI++vncRh1PktRYxalOfE6zain+jpTq5aey9Lp2GrgiSWqCWlOdFJdLMz2NpcipcXqPIVGSulz5kzbgoWc0S1D9dwR8Kkuvm3NIjIgvznHTlFJ64zzr6WhOgSOpHfl8Zs2m1u+IU+P0tnpaEk+YZX0CIn/tyZCYUhoBRlauXHlSq2uRJElaiHpC4hNrLF8KHAysIXsCynsWWJMkSZJabM7zJKaUbqzx9dOU0ueB55I9+eSFTatWkiQtuuKo56GhIcbGxlpdjhZJI6fAuTkiRoC3A/N66ookSWoftUY9e49rb2j06ObfAU9q8DElSVILlI56Lo50vuyyyxgcHHT+xB7QsJAYETsChwMTjTqmJElqndJRz0NDQ2zcuNFWxR5SzxQ4z5vhGI8neyRfAfj8wsuSJEntpFqrovMndrd6WhJHyaa3qSWAHwCrF1JQJ3OeRElStyptVXT+xN5QT0g8neoh8UHgDmAspdTTQ56cJ1GSJHWLOYfElNK6JtYhSZKkNjLneRIlSZLUOwyJkiRJqmBIlCRJUgVDoiRJkioYEiVJklTBkChJkqQKhsQGioihiNgwMeGTCSVJUmczJDZQSmkkpXRyf39/q0uRJElakHqeuDKjiHgdcD/w7yklm9IkSZI6WMNCInAO2WP7JiPiM8DHUkq/b+DxJUmStEga2d38JeDLwK+B1cDmBh5bkiRJi6hhLYkppROK/46IfmBVo44tSZKkxdXI7uYp+T2JG5txbEmSJDWfo5slSZJUYc4hMSKeERFvybuSi8t2j4hzI2JrRPw2It7enDIlSVK7GhsbY2hoiMHBQQYHBxkaGmJsbKzVZWmB6ulufjewKqV0dsmyDwGvBe4CHgn8Y0Rcm1K6uIE1SpKkNjY8PMzGjZV3mY2MjLSgGjVKPd3NK4FLi99ExM7A64ExYC/gicAW4G2NLFCSJLW3yclJAPr7+yk+UKK4TJ2rnpC4F3BLyfcrgT7gcymle1NKvwUuAv60gfV1FB/LJ0nqZYVCgUKh0Ooy1CD1hMTE9O7p5+bLNpUs+wPwqAbU1ZF8LJ8kSeoW9YTEm4Bnl3z/UuCWlNKvS5Y9BrijEYVJkiSpdeoJiecDz4mIr0fEl4FDgK+XbXMQ8KtGFSdJkqTWqGd088eAI4GX59+PA6cXV0bEE4GDyUY8S5IkqYPNOSSmlO4CDo2Ip+aLrkkpPVi6CVmAvKqB9UmSJKkF5hwSI2JfYGtK6efV1qeUNkfEbcCejSpOkiRJrVHPPYm/AU6ZZZu35dtJkiSpg9UTEqNpVUiSJKmt1BMS52If4I8NPqYkSZIW2Yz3JEbE68oWFaosA9gR2Bd4DfDfDapNkiRJLTLbwJVzyEYtk7++NP8qV+yKvhs4rSGVSZIkqWVmC4kn5q8BfBG4kOz5zOUeAG4DrkgpbW1UcZIkSWqNGUNiSunc4r8j4vXAhSmlLzW9qg4VEUPA0IoVK1pdiiRJ0oLMeeBKSun5BsSZpZRGUkon9/f3t7oUSZKkBWn06GZJkiR1gbpCYkQcFhEbI+L3EbE9Ih6o8nV/s4qVJEnS4qjnsXxHkw1c2RG4CfglYCCUJEnqQnMOicA6YDtwdErp4uaUI0mSOsX4+DiDg4OMj4+3uhQ1QT0h8anAVw2IkiT1tr6+PgAmJibYtGnTtOWTk5OtKksNVk9IvAu4vVmFSJKkzrBmzRqAaYGwr6+PtWvXsnr16laVpQarJyReAhzSrEIkSVJnGBgYYGRkpNVlqMnqGd38bmD/iHh/RMSsW0uSJKlj1dOS+AHgf8iezfyGiBgHtlbZLqWU3rjw0iRJktQq9YTEE0r+vTz/qiYBhkRJkqQOVk9IfGLTqpAkSVJbmXNITCnd2MxCJEmS1D7qaUmUJEmas7GxMYaHh6emyunr62PNmjUMDAy0uDLNRT2P5dt3rtumlG6aXzmSJKlbDA8Ps3HjxorlTp/TGeppSdxMNihlNqnO40qSpC5UbEHs7+8Hsie0+ESWzlFPmPsS1UPiUqAAPAEYBbx3UZIkTSkUCgDTHuGn9lfPwJUTaq2LiB2ANcCbgNcvvKzOFBFDwNCKFStaXYokSdKC1PPElZpSSg+mlE4j65L+cCOO2YlSSiMppZOLzeqSJEmdqiEhscSPgCMafExJkiQtskaHxEcAuzf4mJIkSVpkDQuJEfFC4BXAzxt1TEmSJLVGPfMkfn+GYzweKM6jePpCi5IkSVJr1TMFzmCN5Qm4A/ge8A8ppVphUpIk9Yjx8fEFH8MntrRWPVPgNPr+RUmS1GX6+vqAbOLs0mXzmUTbJ7a0lk9GkSRJDbNmzRqAaa1/a9euZfXq1XUfyye2tNa8Q2JE9JE9bWUipXRnwyqSJEkda2BgoOEtfT6xpTXq6kKOiJ0i4j0RcQOwlWzy7Dsi4oZ8uS2TkiRJXaCe0c1LgO8Ch5ENVrkZuBV4NLAc+CBwZEQckVLa1vhSJUmStFjqaUn8W7IRzv8OHJRSWp5SOiSltBw4EBgBVuXbSZIkqYPVExJfTTZR9rEppetLV6SUfgW8HPgf4C8bV54kSZJaoZ6QuAL4TkrpwWor8+XfAfZvRGGSJKn7jI+PMzg4yNDQEGNjY60uRzOoZ6DJNuDhs2yzO7B9/uVIkqRuVDp/YukoZec8bF/1hMSfAcdHxLqU0h/KV0bEMuB44KeNKk6SJHWH0vkTx8fHnfOwA9TT3fwp4FHAWES8MSL2i4iHRcQTI+JE4Mf5+k81o1BJktS5ivMnjo6OTs17qPZWz2P5zo+IAvAeYEOVTQI4K6V0foNqkyRJUovUNfl1Sum9EfEt4I3AM4B+YAK4GvhiSumKxpcoSZKkxVb3E1JSSlcCVzahFkmSJLWJuh7LJ0mSpN4wY0iMiCURMRYRl0TEzrNsd0lEXDnTdpIkSeoMs7Ukvgb4M+CjKaWa8x/mz2r+CDCAT1yRJEnqeLOFxJcDv04pfXu2A6WUvgtcD/x5IwrrRBExFBEbJiYmWl2KJEnSgswWEp8BjNZxvB8AhfkW0+lSSiMppZP7+/tbXYokSdKCzBYSlwG/q+N4vwMeOf9yJEmS1A5mC4n3MPvzmks9HLh3/uVIkiSpHcwWEm8GVtZxvJXATfMvR5IkSe1gtpA4ChwSEbMGxYj4M+A5wKUNqEuSJEktNFtI/BSQgK9FxEG1NoqIJwNfAx4Azm5ceZIkSWqFGR/Ll1L6ZUScDqwDro6IrwPfB27JN3ks8ALgOGAXYG1K6ZfNK1eSJEmLYdZnN6eUTo+I+4EPAK8GXlW2SQDbgfellD7U+BIlSZK02GYNiQAppTMj4ivAG4BDgUfnq24Ffgj8c0rpxuaUKEmSpMU2p5AIkIfADzSxFkmS1GPGxsYYHh5mcnJyallfXx9r1qypuv34+DiDg4NT2wwMDCxWqT1nziFRkiSp0YaHh9m4ceOs2/X19QEwMTHBpk2bppaPjIw0rbZeZ0iUJEktU2xB7O/vp1AoMD4+zsTExLSWRWCqZXFycrLmNmqs2abAkSRJarpCocDo6CiFQqHq+oGBAUZGRmbcRo1lSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIq+OxmSZLUEuPj4/Nap8VhSJQkSYuqr68PgImJiYplM63T4jIkSpKkRbVmzRoAJicngSwErl27dtZ1WlyGREmStKgGBgYYGRmpe50WlwNXJEmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImziIhTIyJFxKdaXYskSdJiMSTOICKeDZwM/KzVtUiSJC0mQ2INEdEPfAV4A3BHi8uRJElaVG0REiPi+Ij4ZERcFhF35t27X55ln8dFxBcj4rcRcV9EbI6I9RGxZ4PK2gB8PaV0aYOOJ0mS1DHa5Ykr7weeDtwF3AI8eaaNI2J/4EfAXsBFwC+AAeDtwJERcWhK6bb5FhMRJwErgNfM9xiSJEmdrC1aEoF3AAcAewBvnsP2Z5MFxLellI5NKb0npXQ48DHgQOCDpRtHxBl56+RMX4P5tgcCZwKvTiltb9hPKEmS1EHaoiWxtEs3ImbcNm9FPALYDHy6bPUHyAaavDYi3plS+mO+fD0wY/c1cFP+egiwDPifklp2BJ4XEW8Cdk8p3TfLsSRJkjpaW4TEOj0/f704pfRg6YqU0mREXE4WIp8NXJIv3wJsmePxLwSuKlv2z8D1ZC2M2+ZXtiRJUufoxJB4YP56XY3115OFxAPIQ2I9Ukpbga2lyyLij8DtKaWf13s8SZLUPGNjYwwPDzM5OTm1rK+vjzVr1jAwMNDCyjpfJ4bE/vx1osb64vKlzS/lIRFxMllXN3vvvTejo6NNO9fWrVunXpt5nl501113+Z72IK977/Lad6bS/w+ecsopXHHFFRXb3HbbbZx55pk1j+G1n10nhsRFl1IanMM2G8imzWHlypVpcHDWXeZt6dKlU6/NPE8vGh0d9T3tQV733uW170yl/x8s6u/vp1AoMD4+zsTEBEuWLJnx2nrtZ9cuo5vrUWwp7K+xvrh8a/NLkSRJ7aBQKDA6OkqhUGh1KV2jE0PiL/PXA2qsf1L+WuueRUmSJM2iE0NicbqcIyJiWv0R0QccCtwNXLnYhUmSJHWLjguJKaVfARcDy4G3lq0+DdgdOK9kjkRJkiTVqS0GrkTEscCx+bf75K+HRMQ5+b+3pJTeVbLLW8gey/eJiHgBcC3wLLI5FK8D3tfkkquKiCFgaMWKFa04vSRJUsO0RUgECsDry5btl38B3AhMhcSU0q8iYiVwOnAkcBRwK/Bx4LSU0h3NLrialNIIMLJy5cqTWnF+SZKkRmmLkJhSWgesq3Ofm4ETm1GPJElSr+u4exIlSZLUfIZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSGygiBiKiA0TExOzbyxJktTGDIkNlFIaSSmd3N/f3+pSJEmSFsSQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUNiAzlPoiRJ6haGxAZynkRJktQtdmp1AZIkSa0yNjbG8PAwk5OTAPT19bFmzRoGBgZaXFnrGRIlSVLPGh4eZuPGjRXLR0ZGWlBNezEkdqBCoTDtVZIkzU+xBbF4q9jExMTUsl5nSOxA69evb3UJkiR1lWLDy6ZNm1pbSBtx4IokSZIqGBIlSZJUwZAoSZKkCobEBnIybUmS1C0MiQ3kZNqSJKlbGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSVJHGh8fZ3x8vOa6wcFBhoaGGBsbW9zCusROrS6gm0TEEDC0YsWKVpciSVLX6uvrA6D0MbjFZaXrNm3aNLV+ZGRkESvsDobEBkopjQAjK1euPKnVtUiS1K3WrFkDwOTkJJAFw7Vr11asGx8fZ2JiYmo71ceQKEmSOsrAwEDNlsHSdYODg9NaE1Uf70mUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSGygihiJiQ+kDxyVJkjqRIbGBUkojKaWT+/v7W12KJEnSghgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUlSVxsfH2dwcJChoSHGxsZaXU7H2KnVBUiSJDVDX18fABMTE2zatGlq+cjISKtK6iiGREmS1JXWrFkDwOTkJOPj40xMTDA5OdniqjqH3c2SJKkrDQwMMDIywujoKIVCodXldBxDoiRJkioYEiVJklTBkChJkqQKhkRJkiRVMCQ2UEQMRcSGiYmJVpciSZK0IIbEBkopjaSUTu7v7291KZIkSQtiSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhsYEiYigiNkxMTLS6FEmSpAUxJDZQSmkkpXRyf39/q0uRJElaEEOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElShZ1aXYAkSdJiGhsb473vfS9LlixhfHx8xu2Gh4eZnJwEoK+vjzVr1jAwMDCvc852rPJtAAqFAuvXr6/7fI1gSJQkST1leHiYK664Ytqyvr6+aeGsuN3GjRsr9h8ZGZnXOWc7Vq1tWsWQKEmSekoxDPb391MoFOjr62Pt2rWsXr265nYAExMTFUFyPuesdazyuoCp11YwJEqSpJ5UKBQYHR2d03YAmzZtasg5ZzvWXOtqNgeuSJIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqUKklFpdQ9eJiD8AN7a6Ds3LMmBLq4vQovO69y6vfe/y2j/kCSmlR5UvNCRKJSLiqpTSylbXocXlde9dXvve5bWfnd3NkiRJqmBIlCRJUgVDojTdhlYXoJbwuvcur33v8trPwnsSJUmSVMGWREmSJFUwJEoNEhFvjYifRcSd+dcVEXF0q+tS80XE8yLiWxHxvxGRIuKEVtekxvIa96Ze/7tuSJQa5xbg3cAzgZXA94ELI+JPW1qVFsPDgZ8DbwfuaXEtag6vcW/q6b/r3pMoNVFE3A6cmlL6XKtr0eKIiLuA/5tSOqfVtag5vMa9rZf+rtuSqI4VEcdHxCcj4rK8GyBFxJdn2edxEfHFiPhtRNwXEZsjYn1E7Nng2naMiFeStT78qJHHVntfe7WGvxO9aTGvey/+Xd+p1QVIC/B+4OnAXWRdAk+eaeOI2J/sP+y9gIuAXwADZN1HR0bEoSml2xZSUEQ8DbgC2DWv62Uppf9eyDFVVdtde7WcvxO9qenXvZf/rtuSqE72DuAAYA/gzXPY/myyPwxvSykdm1J6T0rpcOBjwIHAB0s3jogz8k+lM30Nlp3jl0ABeBbwGeDciHjqAn5GVdeO116t1dTfCbWtxbjuPft33XsS1RXy/2FfCnwlpfSaKuv3B24ANgP7p5QeLFnXB9wKBLBXSumP+fJlZA+An8lNKaW7Z6jrP4EbU0pvrOfn0dy127X3frXWa8bvRNn+XuM21OzrXrJtz/xdt7tZveL5+evFpX8YAFJKkxFxOXAE8Gzgknz5FmDLAs+7A7DLAo+hhWnVtVf7qvt3Ql2hUde9Z/6u292sXnFg/npdjfXX568HzPcEEfHhiFgVEcsj4mkR8SFgEPjKfI+phliMa//wiChERIHs7+q++ff7zveYaqq6fye8xl1hPte9p/+uGxLVK/rz14ka64vLly7gHPsAXya7f+US4GDgJSml7yzgmFq4xbj2K4Gr86+HAafl/z59AcdU88znd8Jr3Pnmc917+u+63c1Sg6SUTmh1DWqNlNIo2b1M6lJe497U63/XbUlUryh+Quyvsb64fGvzS9Ei89qrnL8TvcnrXidDonrFL/PXWvedPSl/rXWvijqX117l/J3oTV73OhkS1SsuzV+PiIhpv/f51AeHAncDVy52YWo6r73K+TvRm7zudTIkqieklH4FXAwsB95atvo0YHfgvJnmxlJn8tqrnL8TvcnrXj8n01bHiohjgWPzb/cBXgz8GrgsX7YlpfSuku3LH8d0LdkM+s8n6154jo/h6gxee5Xzd6I3ed2by5CojhUR64APzLDJjSml5WX7PJ5syoojgUeSzbD/TeC0lNIdzalUjea1Vzl/J3qT1725DImSJEmq4D2JkiRJqmBIlCRJUgVDoiRJkioYEiVJklTBkChJkqQKhkRJkiRVMCRKkiSpgiFRkiRJFQyJkiRJqmBIlNSRIiLN4Wuw1XV2koh4bEQMR8QVEbElIrZHxEREXB0RZy/0/YyIr+TX5S1z2PbifNuXLeSckubPx/JJ6kgRUfzjddoMm52TUtq8COV0vIg4Gfg4sCvwC+CHwO+B3YEDgVX5v/8hpbR6nucYBC4Frk4pPXOG7ZYDvwb+H7BvSun++ZxP0sLs1OoCJGkhUkrrWl1Dp4uI1wGfA+4AXplSuqjKNnsAfw3sO9/zpJRGI+I64BkR8cyU0v9XY9M3AgH8swFRah27myX1hIhYV+yCjojjI2IsIu6OiNsj4qsR8dga+z0iIj4UEddGxD159+slEXFElW1PyM9xQkQcGRGj+fapZJv+iFgfEbdExL0R8YuI+NuI2C/f95ySbf81X3ZYjdqOy9d/agHvSz+wPv/2FdUCIkBK6c6U0keAd1Q5xk4R8ZaIuDIi7szf16sj4v9GRPn/Z/4pfz2pRj07AicCCfj8PH4kSQ1iSJTUa94CfBnYDHwa+DnwCuA/I2KX0g0j4gnAT4D3AH8APgv8G3AQ8N2IqBp0gOOBjcBkyT5ExK7A94G3k3XlfhwYBd4HfLTKcT6Tv55c4zx/nb9+tsb6uTge2BP4UUrpP2bbuLxlLyJ2JvtZPw0sBf4F2ED2/5dPAueWHeJcYBvwqojYrcopXgI8FvjPlNJv6vpJJDWU3c2SOlpErKux6t6U0oerLD8SODil9N8lx/gX4FXAS4HzS7Y9F3gC8KqU0ldLtl9KFu4+ERHfSin9ruwcRwFHpZS+W7Z8NfBM4KvAq1N+U3hEfBCo6HpNKf0gIv4HOC4i3pZSuq2khv2AF5KFu5/XeA/m4tD89fvz3P99wIuBTwGnpJQeyOvbkSwsviEivl5soUwp/SEiLgT+Iv86p+x4xeC9YZ71SGoQWxIldboP1Ph6T43tP1EaEHPFLtCB4oKIeDpwGPCN0oAIkFLamp9jV+C4Kue4qEpABHg98CBwajEg5se7mYe6fMt9BtgFOKFs+Ulk9+19rsZ+c7VP/vq/5SsiYmneTT/tq2T9DsDfkA0weUcxIALk/34nWbfxX5YduhgA/6rsfI8mC9i/B6p2e0taPLYkSupoKaWoc5erqiy7OX/ds2TZIflrf43WykflrwdVWTdWviAf+LE/cHONEdc/rFYs8CXgw2Rdzh/Nj7UzWWi8g+ktn422lCwMl1uXvx4APAK4Hnh/RNVLcQ+V79H3gV8Bh0bEQSmla/PlJ5L9f+mclNL2BVUuacEMiZJ6zdYqy4r32e1YsuyR+euL8q9aHl5l2f+rsmyP/LW8a5qZlqeUJiPiy8CbIuL5KaVLgf9D1gK4PqV07wy1zUWx1sdUOfdmstZKACLiFrL7BYuK79GTqB4mi6a9RymlFBGfBz5E1pr4zsgS5hvJWh7/qfIQkhab3c2SVN1E/vr2lFLM8HVilX2rTUB7Z/66d43z1VoODw1g+euy10bct3d5/vqCeexbfI++Oct79MQq+/4zsB14XUQsAQ4H9gMuTSndMI9aJDWYIVGSqrsyf13ViIOllO4kmyD6sflk0eWeO8O+PyMLcy+LiGeRDVj5QUk37UJ8nax19TkRUW9Q/EW+77PzLvA5ywf7fAtYBhzLQ/cnOmBFahOGREmqIqV0FXAZ8PKIeEO1bSLiaRGxVx2H/RLZ390PRckNfBHxeOCUWfb9DLAE+AZZF3DVaW/yeSBTRIzOpaCU0kTJuc+PiGNqHHc3YFoQzKfD+STwaLKR3g+rst+jI+IpNU5f7FZ+J/AyYAvwzbnULan5vCdRUkebYQocgAtTSuMLOPyryQZZfCEi3gb8mKzl7HHAnwJPJRvg8vs5Hu8sslazVwIHRsTFQD/ZVDA/yNc9WGPfrwEfI7sncAtwQY3tih/+5/ykkpTSufkckZ8ARiLiWrKWy9+T3U/4OOCI/N8/KNt9GHg68CZgKCK+TzZSei+yexUPJZsm55oqp76YbL7K4qjyT6WUts21bknNZUiU1OlmGjCxGRif74FTSrdExJ+RTfNyHNlULjuSDfa4hqwVrXw6nZmOd09EPB84nWwS63cAvwHOJGu1PJaH7l0s33dbRHyFrNXvnJTSfTVO87T89as11teqbUNEfBt4M1l39nFAH3A32fv4FeBfU0qbyvbbHhHHAq8hG3F9DFmY/EP+s63J9612zuIAljPyRQ5YkdpIlEzVJUlqkfzpLRuAN6WUqs59mHchPw84MKV0fY1tLgAOBva3VU7SQnhPoiQtooiomGomIvYla3G7Hxipsd8A2eTe35shIAbZQJuPGhAlLZTdzZK0uL6RjwT+Cdn9jcvJumh3I3sSy29LN46IN5Pdh3gi2f2KNbvX86e4PKrWekmqh93NkrSIIuItwGvJBnX0A3cBV5MN2qgYjBIRm8kGjvwaWJdS+pfFq1ZSLzMkSpIkqYL3JEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVOH/B5n/6uaZSEH2AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import glob\n",
+    "\n",
+    "path = r'/home/christian/MEGA/PostDoc_UIS/LAGO/datos_GRB/datosHess' # use your path\n",
+    "all_files = [\"chi_001156.hst\", \"chi_001349.hst\", \"chi_001385.hst\", \"chi_001812.hst\", \"chi_001835.hst\", \"chi_001888.hst\", \n",
+    "\"chi_002419.hst\", \"chi_002445.hst\", \"chi_003079.hst\", \"chi_003106.hst\", \"chi_003765.hst\", \"chi_003793.hst\", \n",
+    "\"chi_004464.hst\", \"chi_004492.hst\", \"chi_005171.hst\", \"chi_005199.hst\", \"chi_005883.hst\", \"chi_005911.hst\", \n",
+    "\"chi_006597.hst\", \"chi_006626.hst\", \"chi_007314.hst\", \"chi_007343.hst\", \"chi_008031.hst\", \"chi_008060.hst\", \n",
+    "\"chi_008749.hst\", \"chi_008778.hst\"]\n",
+    "\n",
+    "li = []\n",
+    "\n",
+    "for filename in all_files:\n",
+    "    df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                       delim_whitespace=True)\n",
+    "    n=60000\n",
+    "    plt.figure(figsize=(10,8))\n",
+    "    plt.step(df[\"p_in_bin\"], df[\"Total_per_bin\"]/n, \"k\", linewidth=2.5, label=\"Total\")\n",
+    "    plt.loglog()\n",
+    "    plt.xlabel(\"Energy, GeV\")\n",
+    "    plt.ylabel(\"Counts, u.a\")\n",
+    "    plt.title(filename, fontsize=20)\n",
+    "    plt.grid()\n",
+    "    plt.legend(fontsize=18)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6cab8586",
+   "metadata": {},
+   "source": [
+    "## Imata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "601e49d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:15: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  plt.figure(figsize=(10,8))\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/3737236205.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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lwKrMvG+GRw5RTBc003nqI41qBWebCPZr8jdfY2NjrF//2P+VqsvRhFEabBs3bux6P+pO+tGPfsRTnvIU9tprrynHfuM3foONGzdy9913s++++854r09/+tP8zd/8Dddffz0PPfTQDsfuu6876UdfJonA2yiSw63AncDTpjs5Ig4BvgXsC3wBuAkYA94InBARR2XmPdPc4iJgI3DNvCNXR03XPDybX2T1EsGFmvzNVXXSONuEEezHKC1EvTq1S6/GVfG5z32Ol73sZYyNjXHRRRdxwAEHsNtuu/HII49wwgkn8Oijj3Ylrn5NEt9MkRz+gKJG8YoZzr+YIkF8Q2a+v7IzIt5T3uudwOvqXVie8zvA72Tm3FfJVkvVS/4qSQdQN1GZTm0yuG3bNi666CITwSY1kzCCtYzSQtOOJt1edvDBB/PlL3+ZzZs3s3jx4h2Off/732fPPfdkn332AaZfR/mSSy5ht91244orrmD33Xffvv+mm25qS9yz1ZdJYmZuTwpnWry6rEU8HtgEfLDm8DuA5cDJEXFmZt5fc+17gZcDx2bmD+cfuVpl9erVXHbZZVP219tX0Uyt4MTEhAniPDVKGMF+jJIWhhNPPJEvfvGLXHjhhVx44YXb93/pS1/i+uuv55WvfOX2/ohPeMITALj33qnjX3feeWciYocaw8zk/PPPb/M7mF5fJolNOrbcXp6ZO9TXZuaWiLiaIol8NvC1yrGIuAh4GUWC2N1UXsCOiUalY/Tw8DAjIyMNawwrSYfNw93VbD9GYIfzJakXnXLKKXz0ox/lL//yL9m0aRPPfe5z+cEPfsDFF1/MkiVLuOCCC7af++u//usMDQ1x8cUXs/vuu7N48WL23XdfjjvuOE466SQ++9nPctxxx/GqV72Khx56iEsvvZQHHnigi+9uMJLEw8rtLQ2O30qRJB5KmSRGxAeBk4ETgfsiYr/y3K2ZubV9oapWo2Si4uijj2b9+vVTaqpMDHtbo1rGjRs3Mjk5yVVXXbV9VLU1i5J61S677MJXvvIVzj//fD71qU/xuc99jsWLF/OHf/iHnH/++RxwwAHbz3384x/PJz/5Sd72trfxpje9iQcffJBjjjmG4447jpe//OVs2bKF9773vZx11lnstddeLFu2jAsvvLBrE2kDRGZ27eGtEBHjFH0S645ujoi1wGnAaZn593WOvxM4Fzg3M99V7mtUKKsyc2WDOJZTNF2zZMmSZ37yk59s+r30iq1bt26vFu+GG2+8kUsuuYQHHniAG264oe45T3/609l999151atexdOeNu24pTnpdhn0ik6Xw7nnnss119QfH1b5mZ988skcfvjhHYvJz0LBcrAMKvbcc0+e+tSndjuMrnrkkUfYeeedux3GrPzgBz9gcnJy2nOOPfbY6zJztHb/INQkNi0zp+/oWP+atcBagNHR0aydW66fTExMTJkbr52m669WrZNNx50ug17V6XJYs2ZNw89C5T8Me++9N6effnrHYvKzULAcLIOK66+/fiDWLZ7Oli1b+qYMdtttN57xjGfM6dpBSBIr6fNwg+OV/ZvbH4oqZmpGrrBP4WCZru9ibVO0zdCS1F6DkCTeXG4PbXC8UmfeqM/irEXEMmDZ0qVL53urBWk2iWH1HHomhqpOGpctW8Zll13G5OSkA1wkqQMGIUmsTJdzfETsVD3COSKGKJbaewD49nwflJnrgfWjo6OnzfdeC8VsE0OTQs2kMgemtYqS1BkLPknMzNsi4nKKEcyvB95fdXgVsAfwt7VzJM6FNYm92b9QC4O1ipLUWX2ZJEbEiRTT0wBUpqc5MiLWlV/fnZlnVV1yBsWyfO+LiOcBNwLPophD8Rbgra2Iy5rExpNcg4mhWme6WkVw2hxJaoW+TBKBEeDVNfsOLl8AtwPbk8SyNnEUOA84AXghcBfFmsyrMrM7K2cvENNNcg32L1TrzaZWEaxZlKT56MsksZyrcGWT19wBnNqOeAbRbCe5ltqtulYRsL+i1AGZOeOyuOq++c6F3ZdJYq8apD6JjZqVq5uUpU6onTbH/opSez366KP84he/YPfdd+92KJrBL37xC3bdddc5X2+S2EILuU9i7YCU2mZlm5TVKxwFLbXXAw88wJ133sk+++zD0NAQj3vc46xV7CGZycMPP8yWLVu4++67WbJkyZzvZZKoWWlUc2izsnqNo6Cl9nrkkUc48MAD+dnPfsY999zDww8/3O2QOu6Xv/wlu+22W7fDaOhxj3scu+22GwceeOC84jRJVEOzHZAi9ap6tYqV2nBJc7fbbrtxwAEHdDuMrpmYmJjzUnf9xCSxhRZan8R6tYfWHKqfVNcqjo+Pc+WVV7Jx40abniVpFkwSW2gh9EncsGED5557LosWLWrY71DqR0NDQwA2PUvSLJkkagerV6/mmmuu2WGftYdaCJyAW5KaY5KoafseWnuohcIJuCWpOSaJLdSvfRLte6hB4wTckjQzk8QW6pc+iTPNebht2zZrD7WgOQG3JM3MJHEAzTTn4cTEhJNia6A4VY4kTWWSOCCc81BqbLqpcrZt28aaNWtsepY0cEwSB4T9DqXZqTdVzurVq/23ImngmCQOiErTmaOWpek5VY4kFUwSW6jXRjfXa2IeGRlhYmKiq3FJvcypciSpYJLYQr02urleE3OlKU3SzFasWME999zDokWLABzUImmgmCQuYDYxS/MzNjbGBRdcsL2p2fWfJQ0Sk8QFxiZmqX1c/1nSIDFJXGBsYpbaZ7pBLdYqSlpoTBIXGJuYpfaZzaAWaxUlLRQmiQuUTcxSe7lKi6SFbqduB7CQRMSyiFg7OTnZsWdu2LCBZcuWMT4+zvj4+PZ+iJLaq1KrODExsX3losqAlmXLlrFhw4buBihJ82RNYgt1YwqcRusw2w9R6hwHtEhaiEwS+1xtH0RwHWap02x6lrQQmSQuEPZBlLqnekBL7VyK4FJ+kvqTSaIktVCjpmew+VlSfzFJ7EP1JsyW1Buqm57Bpfwk9S+TxD7khNlS76puegaX8pPUv0wS+5ATZkv9w5HPkvqVSWIfc7CK1Psc+SypXzmZtiS1kZNuS+pX1iS2UEQsA5YtXbq026FI6kE2PUvqJyaJLdSNFVck9Q+bniX1E5ubJalDbHqW1E+sSZSkLrDpWVKvM0mUpC6w6VlSr7O5WZK6YLqmZ5ufJfUCaxIlqctc71lSLzJJlKQua7Te81VXXeVSfpK6xiSxjoh4LnAW8EzgKcCpmbmuq0FJWrBq13tetmwZl112mYNaJHWVSWJ9TwC+B3ysfElSxzioRVIvcOBKHZn5xcw8NzM/Azza7XgkDRbnU5TUC/qyJjEiTgKOAUaApwNDwCcy85XTXLM/cB5wArA3cBdwKbAqM+9rc8iSNCfOpyipW/oySQTeRpEcbgXuBJ423ckRcQjwLWBf4AvATcAY8EbghIg4KjPvaWvEkjQHNj1L6pZ+bW5+M3AosCdw+izOv5giQXxDZp6YmW/JzOOA9wKHAe9sW6SSNA/OpyipW/qyJjEzr6h8HRHTnlvWIh4PbAI+WHP4HcBy4OSIODMz729tpJLUOs6nKKmT+jJJbNKx5fbyzNxhEEpmbomIqymSyGcDX+t0cJI0W43mU7T5WVI7DEKSeFi5vaXB8VspksRDKZPEiHgCsLQ8vhNwYESMAPdm5o/bF6okNVY7n+L4+PiUGkVJapVBSBKHy+1kg+OV/Yur9o0CV1R9v6p8fRQ4pd5NImI5RdM1S5YsYWJiYk7BzsbmzZu3b9vxnK1bt7Y1/n5gGRQsh94ug8rvgmuvvZaRkRF23313Tj75ZA4//PCWP6uXy6FTLIOC5TA4ZTAISWLTMnMCmL6z49Rr1gJrAUZHR3N8fLz1gZUWL168fduO50xMTLTlvv3EMihYDr1dBgcccAA33HAD999/PzfccAMAe++9N6efPpvxfM3p5XLoFMugYDkMThkMQpJYqSkcbnC8sn/zfB8UEcuAZUuXLp3xXEmaL6fHkdRO/ToFTjNuLreHNjj+1HLbqM/irGXm+sxcPjzcKB+VpNZxZRZJ7TQINYmVvoXHR8RO1SOcI2IIOAp4APh2N4KTpFZwZRZJrbbgk8TMvC0iLqcYwfx64P1Vh1cBewB/24o5Em1ultQtNj1LarW+TBIj4kTgxPLb/crtkRGxrvz67sw8q+qSMyiW5XtfRDwPuBF4FsUcircAb21FXJm5Hlg/Ojp6WivuJ0mzVT09TmVqnErT89DQECtWrGBsbKzLUUrqJ32ZJAIjwKtr9h1cvgBuB7YniWVt4ihwHnAC8ELgLuAiYFVm3tfugCWpU2x6ltQKfZkkZuZKYGWT19wBnNqOeCSpl9j0LKkVBmF0c8dExLKIWDs52Wjebklqv3qjniWpWSaJLeQUOJJ6VaV/otPjSJqtvmxuliTNTqP+iWAfRUnTM0lsIafAkdRrqvsnAvZRlDRrNje3kM3NknpNdf9EV2aR1AxrEiVpgDg9jqTZMkmUpAHi9DiSZsvmZkkaIE6PI2m2TBJbyHkSJfUj+ydKqsfm5hZy7WZJ/cT+iZKmY5IoSQPK/omSpmNzsyQNqHr9E216llRhTaIkyaZnSVOYJLaQK65I6lc2PUuqZXNzC7niiqR+5dQ4kmpZkyhJqqvSPxFg27ZtrFmzhrGxse4GJaljTBIlSTto1D9x9erV9lGUBohJoiRpB9X9EwH7KEoDyiRRkrSDSv/EivHx8R1qFCUNBgeuSJJmxTkUpcFiTWILOQWOpIXIORSlwWRNYgs5BY6khWjFihUceeSRHHPMMVR+v9k/UVr4TBIlSdMaGxvjggsucPk+acDY3CxJmjWbnqXBYZIoSZo1l++TBofNzZKkWXP5PmlwWJMoSZqX6uX7hoaGWLFihcv3SQuASaIkaU4a9U8E+yhKC4FJoiRpTly+T1rYTBIlSXPi8n3SwubAlRaKiGURsXZycrLboUhS1ziHorQwWJPYQpm5Hlg/Ojp6WrdjkaROcw5FaWExSZQktYRzKEoLi83NkqSWcA5FaWExSZQktY39E6X+ZXOzJKnl7J8o9T+TRElSy9k/Uep/NjdLklquXv9Em56l/mJNoiSprWx6lvqTSWIDEXEGcDbwZOA/gDdl5lXdjUqS+o9Nz1J/srm5joh4GXARcAHwDOBbwJci4sCuBiZJfcipcaT+ZJJY358D6zLz7zLzxsz8M+Au4PQuxyVJC0Klf6J9FKXe1ZfNzRFxEnAMMAI8HRgCPpGZr5zmmv2B84ATgL0pkr5LgVWZeV/VeYuAZwLvrrnF5cBzWvYmJGkANeqfCPZRlHpNXyaJwNsoksOtwJ3A06Y7OSIOoWgy3hf4AnATMAa8ETghIo7KzHvK0/cBdgb+u+Y2/w38bqvegCQNour+iYB9FKUe1q9J4pspksMfUNQoXjHD+RdTJIhvyMz3V3ZGxHvKe70TeF17QpUkVVT6J1aMj49PqVGU1Bv6sk9iZl6RmbdmZs50blmLeDywCfhgzeF3APcDJ0fEHuW+u4FHgCU15y4B/ms+cUuS6nMORan39GtNYjOOLbeXZ+aj1Qcyc0tEXE2RRD4b+FpmbouI64DnA/9cdfrzgc92ImBJGhTOoSj1rkFIEg8rt7c0OH4rRZJ4KPC1ct97gEsiYgNwNUVT9FOAD7cxTkkaOM6hKPWuQUgSh8vtZIPjlf2LKzsy81MRsTfFAJknA98DXpiZtzd6SEQsB5YDLFmyhImJiflFPY3Nmzdv37bjOVu3bm1r/P3AMihYDpZBRTvL4cwzzwTgTW96EzfccEPbfrfNl5+FguUwOGUwCEninGTmxRQDXmZ7/lpgLcDo6GiOj4+3KTJYvHjx9m07njMxMdGW+/YTy6BgOVgGFZ0oh8rvtk2bNrFy5UqGhoZYsWIFY2NjbX3ubPlZKFgOg1MGg5AkVmoKhxscr+zfPN8HRcQyYNnSpUvneytJGjj2T5R6yyAkiTeX20MbHH9quW3UZ3HWMnM9sH50dPS0+d5LkgaN/ROl3tKXU+A0qTKH4vERscP7jYgh4CjgAeDbnQ5MkvQY13iWesuCTxIz8zaKJfUOAl5fc3gVsAdwSWbeP99nRcSyiFg7OdlojIwkqRnOnyh1T182N0fEicCJ5bf7ldsjI2Jd+fXdmXlW1SVnUCzL976IeB5wI/AsijkUbwHe2oq4bG6WpNawf6LUfX2ZJAIjwKtr9h1cvgBuB7YniZl5W0SMAucBJwAvBO4CLgJWZeZ97Q5YkjR79k+Uuq8vk8TMXAmsbPKaO4BT2xFPhaObJak1qtd4dn1nqTsWfJ/ETsrM9Zm5fHi40Ww7kqS5qvRPtI+i1Bl9WZMoSRocjfongn0UpXYySZQk9bTq/omAfRSlDjFJbCH7JEpS61X3TwT7KEqdYp/EFrJPoiR1jnMoSu1lTaIkqa84h6LUGSaJkqS+4hyKUmfY3CxJ6iuu8Sx1hkliC7l2syR1h/0TpdazubmFXLtZkjrL/olS+8wpSYyI/YFfAXatdzwzvzGfoCRJmg37J0rt01SSGBHHA+8FnjbDqTvPOSJJkmbJNZ6l9pl1khgRzwYuA34GfAD4M+BK4GbgaOBw4F+A61sfpqpVOmrbYVuSpqr0T4SiOXrFihWMjY11NyipDzVTk3gO8EvgiMz8SUT8GXBFZp4XEQGsAv4ceGsb4uwLnVpxZc2aNW29vyT1I9d4llqrmSTxSOBfMvMnVft2AsjMBN4eEb9HkSye1LoQ+4cDVySpe1zjWWqtZpLEYeDHVd9vA/aoOedq4BXzDUqSpGa5xrPUWs3Mk/hTYK+a7w+pOWcX4PHzDUqSpFZxDkVpbpqpSbyFHZPCbwO/FxGHZuYtEbEf8FLg1lYGKEnSXDiHojQ/zSSJXwbOj4gnZua9wEXAHwDXR8T3gacCQ8D/1/owJUlqjnMoSvPTTHPz3wLPBR4CyMyrgT8EfgT8JnAXcHpmfqzVQUqS1CzXeJbmZ9ZJYmb+PDO/k5lbqvZ9PjN/MzMfn5mHZ+ba9oTZH1y7WZJ6m/0Tpdlz7eYWcgocSepN9k+UmmeSKEla8OyfKDWvmT6J04qI/SLiHyPiH1p1T0mSWsH+iVLzWpYkUky2fUr5kiRJUh9rZZJ4F3Aq8JoW3lOSpLZwEIs0vZb1SczMnwMfbdX9JElqBwexSLPjwBVJ0kBxEIs0O61sbpYkqefVG8RSaXq2+Vl6zKxrEiPiH2d5ambmH88xHkmSOqZR0zPY/Cw109x8ygzHE4hyO5BJYkQsA5YtXbq026FIkmahuukZsPlZqtJMkvhrDfYvBo4AVgDfAt4yz5j6liuuSFJ/qTQ9V4yPj0+pUZQG1ayTxMy8vcGh24EbIuIrwHeBrwJOqC1JktTHWjZwJTPvANYDb2zVPSVJ6gbnUJRaPwXOfwNPbfE9JUnqCOdQlB7TsiQxInYGjgMmW3VPSZI6yTkUpcc0MwXOc6e5xwEUS/KNAH8//7AkSeq86oEsDmLRoGumJnGCYnqbRgL4BnD2fAKSJKmXVPonbtu2jTVr1jA2NtbtkKSOaCZJPI/6SeKjwH3Ahsy0d68kaUGo1z9x9erV9k/UwGhmCpyVbYyj55TN62cBzwSeApyameu6GpQkqWPsn6hB59rNjT0B+B7FlD6/6HIskqQOq7fGszRITBIbyMwvZua5mfkZiiZ1SdKAc/5EDZJWz5M4ZxFxEnAMxQjppwNDwCcy85XTXLM/RV/JE4C9gbuAS4FVmXlfm0OWJA0I50/UIOqZJBF4G0VyuBW4E3jadCdHxCEUa0XvC3wBuAkYo2gePiEijsrMe9oasSRpIKxYsYJ77rmHRYsW2T9RA6OXmpvfDBwK7AmcPovzL6ZIEN+QmSdm5lsy8zjgvcBhwDurT46I8yMiZ3iNt/QdSZIWhLGxMS644AL7J2qg9ExNYmZeUfk6IqY9t6xFPB7YBHyw5vA7gOXAyRFxZmbeX+5fA3x8hjB+PPuIJUmDrNI/EYrm6BUrVjiHohaUnkkSm3Rsub08M3cYVJKZWyLiaook8tnA18r9dwN3dzRKSdKC06h/IthHUQtLvyaJh5XbWxocv5UiSTyUMklsVkQ8AVhafrsTcGBEjAD3ZuaUGseIWE5Rg8mSJUuYmJiYy2N7wtatW/s6/lawDAqWg2VQYTk8VgYvfOELueeee3jggQcA+MEPfsD999/PHXfcMRBl5GdhgMogM1vyAl4FvAIYbsG9xilWd/l4g+Nry+OvbXD8neXxc1oQQ+1r3UzXPvOZz8x+dsUVV3Q7hK6zDAqWg2VQYTk0LoNjjjkmgTzmmGM6Gk+3+FlYeGUAXJt18plWDlxZB1wC3B4R74qIfVt4747LzInMjDqvU7odmySp9ziHohaaVjY3fwwI4LeAsymmotm9hfevNlluhxscr+zf3Kbn1xURy4BlS5cunfFcSdLC4ByKWqhaliRW17BFxDBwdKvuXcfN5fbQBsefWm4b9Vlsi8xcD6wfHR09rZPPlSR1j2s8a6FqyzyJmTmZmZe1496lynQ5x0fEDu8hIoaAo4AHgG+3MQZJklzjWQtWL02mPWuZeRtwOXAQ8Pqaw6uAPYBL8rE5EjsiIpZFxNrJycmZT5YkSephs04SI+IZEXFG2ZRc2bdHRHw0IjZHxE8i4o1zDSQiToyIdRGxDnhLufvIyr6IeHfNJWcAPwXeFxGXloNlvk6xcsstwFvnGstcZeb6zFw+PNyoq6QkaRA4iEULQTN9Ev8CODozL67a9y7gZIr1lvcG3hMRN2bm5XOIZQR4dc2+g8sXwO3AWZUDmXlbRIwC5wEnAC8E7gIuAlZl5n1ziEGSpDlzEIsWkmaSxFEe6wtIROxCkdRtoJhT8InA9cAbKJqCm5KZK4GVTV5zB3Bqs89qF0c3S9JgcxCLFpJm+iTuC9xZ9f0oMAT8bWb+MjN/AnwB+B8tjK+v2NwsSYPNQSxaSJqpScya83+n3Fe9cOXPgCe1IC5JkhaESv9EKJqjV6xYwdjYWHeDkmahmSTxx8Czq75/CXBnZv6wat9TAPsCSpIGXqP+iWAfRfWHZpLETwOrIuIzwC+BI4E1NeccDtzWmtD6j30SJUkV1f0TAfsoqu800yfxvcA1wB8ArwBuoBhZDEBE/BpwBDs2Pw8U+yRKkiqq+yfaR1H9aNY1iZm5FTgqIn6z3PX9zHy0+hSKBPLaFsYnSZKkLmhmMu0DI2LPzPxe+apOEMnMTcDXgZ1bHKMkSQuGE22rXzTTJ/FHFEvenTfNOW8oj5soSpJUxYm21W+aSRKjbVEsEA5ckSQ14kTb6jfNDFyZjf2A+1t8z77hwBVJUiNOtK1+M21NYkS8qmbXSJ19UDQvHwi8Evj3FsUmSdKCVumf6CTb6kUzNTevoxi1TLl9SfmqVWmKfoCi36IkSWrA/onqBzMliaeW2wD+EbiUYn3mWo8A9wDXZObmVgUnSdJCZP9E9YNpk8TM/Gjl64h4NXBpZn6s7VH1KQeuSJJmo9I/EWB8fHzKsn1SL5j1wJXMPNYEcXoOXJEkzZXzJ6rXNDMFjiRJajH7J6pXNZUkRsQxwNnAGLAX9WsiMzNNPiVJmgX7J6pXzTqZi4gXUQxc2Rn4MXAz8HB7wpIkaTDYP1G9qpkav5XAQ8CLMvPy9oQjSZKkXtBMkvibwCdNECVJaq/KIBbAibbVNc0kiVuBe9sVyELgFDiSpPloNIgFHMiizmsmSfwacGS7AlkIMnM9sH50dPS0bsciSeo/1YNYAAeyqKtmPU8i8BfAIRHxtoiIGc+WJElNqQximZiYYGJigpGREcA5FNUdzdQkvgP4D4q1mV8TERuBzXXOy8z84/mHJknSYHMORXVTM0niKVVfH1S+6knAJFGSpHlyDkV1UzNJ4q+1LQpJkjSFcyiqm2adJGbm7e0MRJIkSb2jmYErkiRJGhDNLMt34GzPzcwfzy0cSZIk9YJm+iRuohiUMpNs8r6SJGmWKtPhuBKL2q2ZZO5j1E8SFwMjwK8CE8DA9l10xRVJUrs4HY46rZmBK6c0OhYROwErgNcBr55/WP3JFVckSe3idDjqtJYMXMnMRzNzFUWT9IWtuKckSXpM9WoslZVYpHZq9ejmbwHHt/iekiSpDpfrUzu1eoDJE4E9WnxPSZJUxf6J6oSWJYkR8bvAy4DvteqekiRpKvsnqhOamSfx69Pc4wCgMo/iefMNSpIkNeZyfeqEZmoSxxvsT+A+4CvAuzOzUTIpSZLapNI/EXAORbVEM1PguISfJEk9plH/RLCPoubHlVEaiIhzgD8ADgMeBL4NnJOZ9rmUJPWM6v6JgH0U1TJzrh2MiKGIOCAi9mxlQD1kHLgYeA5wHPAw8NWIeGI3g5IkqVr1/InVcyg6PY7mq6maxIh4HHAW8Frg16r2/wj4e4o+iQ+3NMIuycwXVH8fEScDk8BRgPX3kqSe5PQ4apVmRjcvAr4MHEMxWOUO4C7gycBBwDuBEyLi+Mzc1mwgEXFSee8R4OnAEPCJzHzlNNfsTzGa+gRg7zKeS4FVmXlfszHMYIii5rXV95UkqWWcHket0kxz859TNMH+X+DwzDwoM4/MzIMo+u2tB44uz5uLtwF/SpEk/udMJ0fEIcB1wKnABuC9wA+BNwLXRMTec4yjkYuAjcA1Lb6vJEkt4/J9apVmksRXUEyUfWJm3lp9IDNvoxjk8R/A/55jLG8GDgX2BE6fxfkXA/sCb8jMEzPzLZl5HEWyeBhFzeZ2EXF+ROQMr/F6D4qI9wC/A7w0Mx+Z4/uTJEnqG80kiUuBL2Xmo/UOlvu/BBwyl0Ay84rMvDUzc6Zzy1rE44FNwAdrDr8DuB84OSKqlwhcAxw+w2tKz96IeC/wR8BxmfnD5t6VJElSf2pm4Mo24AkznLMH8NDcw5m1Y8vt5bVJa2ZuiYirKZLIZwNfK/ffDdzdzEMi4iKKpQaPzcyb5h21JElSn2gmSfwucFJErMzMn9UejIh9gJOAG1oV3DQOK7e3NDh+K0WSeChlktisiPggcDJwInBfROxXHtqamVvrnL8cWA6wZMkSJiYm5vLYnrB169a+jr8VLIOC5WAZVFgO/VkGmzdvBuDaa69lZGSE3XffnZNPPpnDDz98zvfsx3JotUEpg2aSxA8AnwQ2RMT5wBUUo4n3oxjQ8jbgScAbWhxjPcPldrLB8cr+xfN4xhnltjbJXAWsrD05M9cCawFGR0ezsjRSP5qYmKCf428Fy6BgOVgGFZZDf5bBAQccwA033MD999/PDTcUdTh77703p58+m67/9fVjObTaoJRBM8vyfToiRoC3UCZDNQL4q8z8dIti66rMjG7HIEnSfDgdjuajqcm0M/PciPgX4I+BZ1DU6E0C1wP/mJmdmh6mUlM43OB4Zf/m9ofymIhYBixbunRpJx8rSVJdlelwAMbHx6es7SxNp+m1mzPz2xTrGHfTzeX20AbHn1puG/VZbIvMXA+sHx0dPa2Tz5UkSWq1ppPEHnFFuT0+InaqHuEcEUMUS+c9QPeTWUmSekplTWcolvBbsWIFY2Nj3Q1KPWnaJLFciu+bwBbghMysO71Ned6XKKbAObrRea2SmbdFxOUUI5hfD7y/6vCqMo6/zcz72xlHLZubJUm9qtGazuC6zqpvpprEVwLPBJZNl/hl5raI+GvgixQrrqxrNpCIOJFiuhkoRkwDHBkRlXvdnZlnVV1yBvAt4H0R8TzgRuBZFHMo3gK8tdkY5svmZklSr6oexAI4kEUzmilJ/APgh5n5xZlulJlfjohbgT9kDkkixZrNr67Zd3D5Argd2J4klrWJo8B5wAnACymm5LkIWJWZ980hBkmSFqTqQSzgQBbNbKYk8RkUtYOz9Q2KZK1pmbmSOvMPznDNHcCpc3leO9jcLEmSFoqZ1m7eB/jvJu7338Decw+nv2Xm+sxcPjzcaGYeSZJ6S2Ugy7Jly9iwYUO3w1EPmakm8RfMvF5ztScAv5x7OJIkqRMaDWRxEIsqZkoS7wBGm7jfKPDjuYcjSZI6wdVYNJOZmpsnKEYYz5goRsQzgefw2ByGAycilkXE2snJRktKS5LUGyoDWSYmJhgZGel2OOpBMyWJHwAS+OeIOLzRSRHxNOCfgUeAi1sXXn+xT6IkSVoopk0SM/NmiilmfhW4PiI+HhGviYjjy9epEfFxirWbD6KYeubmaW4pSZJ6lINYVG3GZfky87yIeBh4B/AK4I9qTgngIeCtmfmu1ocoSZLayUEsqmdWazdn5gUR8QngNRTrIj+5PHQXxbJ9H8nM29sTYv9wnkRJUj+qN4jlqquuYnx83PWdB9iskkSAMgl8Rxtj6XsuyydJ6kfVq7EsW7aMyy67zFpFzT5JlCRJC59T46hiptHNkiRpgDg1jipMEiVJkjSFSaIkSZKmsE9iCzm6WZK0EFXmTwTYtm0ba9ascbTzALAmsYVccUWStJDUzp945ZVXcs0117B69eouR6ZOsCZRkiTVVT3SGXC084AxSZQkSXVVz58IMD4+vsPciVrYbG6WJEnSFCaJkiRJmsIkUZIkSVOYJLZQRCyLiLWTk5PdDkWSpLapTImzbNkyNmzY0O1w1CYOXGmhzFwPrB8dHT2t27FIktRqtVPiVFQPbtHCYZIoSZJmZcWKFdxzzz0sWrTI6XAGgM3NkiRpVsbGxrjggguYmJhgZGSk2+GozUwSJUmSNIVJoiRJmjMHsSxc9kmUJElNcxDLwmeSKEmSmla9rrODWBYmm5slSVLTKus6Vw9isel5YbEmUZIkzYtNzwuTSWILRcQyYNnSpUu7HYokSR1j0/PCZHNzC2Xm+sxcPjw83O1QJEnqmHpNz+p/1iRKkqSWq/RPhKI5esWKFYyNjXU3KDXFJFGSJLVMo/6JYB/FfmOSKEmSWqa6fyJgH8U+ZpIoSZJaptI/sWJ8fHxKjaL6gwNXJEmSNIVJoiRJajsn2u4/Njc3EBGvB/4EOKjc9R/A+Zn5f7sWlCRJfcaJtvuXSWJjdwJ/AdxKUeP6auDSiHhmZn63q5FJktQnnGi7f9nc3EBmfiEzv5SZP8jMWzLzrcAW4MhuxyZJUr9wou3+1TNJYkScFBHvj4irIuLnEZER8fEZrtk/Iv4xIn4SEQ9GxKaIWBMRe7U4tp0j4uXAE4BvtfLekiRJvahnkkTgbcCfAiPAf850ckQcAlwHnApsAN4L/BB4I3BNROw934Ai4rciYivwIPBh4Pcz89/ne19JkgaZg1j6Qy/1SXwzRT/AHwDHAFfMcP7FwL7AGzLz/ZWdEfGe8l7vBF5Xtf984K0z3PPYzJyo+v5miqR1GDgJ+GhEjGfm92bxfiRJUhUHsfSXnkkSM3N7UhgR055b1iIeD2wCPlhz+B3AcuDkiDgzM+8v968Bpm2+Bn5cE9M2iqQV4LqIOIIiAf3jGe4jSZJqOIilv/RMktikY8vt5Zn5aPWBzNwSEVdTJJHPBr5W7r8buHuez90J2HWe95AkaSBVr8biSiy9r5f6JDbjsHJ7S4Pjt5bbQ+f6gIi4MCKOjoiDyr6J7wLGgU/M9Z6SJEn9ol9rEofL7WSD45X9i+fxjP0omqf3K+/3XeD3MvMr9U6OiOUUzdwsWbKEiYmJeTy6u7Zu3drX8beCZVCwHCyDCsvBMqhoVTls3rx5+7bfynVQPgv9miS2XWae0uT5a4G1AKOjozk+Pt6GqDpjYmKCfo6/FSyDguVgGVRYDpZBRavKYfHixdu3/Vaug/JZ6NcksVJTONzgeGX/5vaHIkmS5mvDhg2sXr16+0CWoaEhVqxYwdjYWJcjG1z9miTeXG4b9Tl8arlt1GexLSJiGbBs6dKlnXysJEl9b/Xq1Vx22WVT9js9Tvf068CVynQ5x0fEDu8hIoaAo4AHgG93MqjMXJ+Zy4eHG1VwSpKkapWJta+66ioAhoeHqfwddXqc7urLJDEzbwMuBw4CXl9zeBWwB3BJ1RyJkiSph9ROrD05WfQkO/roo13juUf0THNzRJwInFh+u1+5PTIi1pVf352ZZ1VdcgbFOsrvi4jnATcCz6KYQ/EWZl5dpeVsbpYkaXaqJ9auGBoa4u1vfztnn312t8JSlZ5JEimWv3t1zb6DyxfA7cD2JDEzb4uIUeA84ATghcBdwEXAqsy8r90B18rM9cD60dHR0zr9bEmS+kn1xNrqTT2TJGbmSmBlk9fcAZzajngkSZIGWV/2SexVEbEsItZW+lVIkiT1K5PEFnJ0syRJWihMEiVJkjSFSaIkSZKmMElsIfskSpKkhcIksYXskyhJkhYKk0RJkiRNYZIoSZKkKUwSW8g+iZIkaaEwSWwh+yRKkqSFwiRRkiRJU5gkSpKknrRx40bGx8dZtmwZGzZs6HY4A+dx3Q5AkiSp2tDQEACTk5NceeWV2/evX7++WyENJJNESZLUU1asWAHAli1b2LhxI5OTk2zZsqXLUQ0em5tbyNHNkiTN39jYGOvXr2diYoKRkZFuhzOwrElsocxcD6wfHR09rduxSJK0kFT6J9YaGhpixYoVjI2NdT6oBc4kUZIk9axG/RNr2V+x9UwSJUlSz6run1jL/ortZZIoSZJ6VqV/Yj3j4+PT1i5qfhy4IkmSpClMEiVJkjSFSWILOQWOJElaKEwSWygz12fm8uHh4W6HIkmSNC8miZIkqa+5xnN7OLpZkiT1Jdd4bi+TREmS1Jdc47m9bG6WJEl9yTWe28skUZIkSVOYJEqSpAXDQSytY59ESZLU9xzE0nomiZIkqe85iKX1bG5uIVdckSSpOxzE0nomiS3kiiuSJGmhMEmUJEnSFCaJkiRpQXKk8/w4cEWSJC0ojnRuDZNESZK0oDjSuTVsbpYkSQuKI51bwyRRkiRJU5gkziAizomIjIgPdDsWSZKkTjFJnEZEPBtYDny327FIkiR1kkliAxExDHwCeA1wX5fDkSRJ6qieSBIj4qSIeH9EXBURPy+bdz8+wzX7R8Q/RsRPIuLBiNgUEWsiYq8WhbUW+ExmXtGi+0mSJPWNXpkC523A04GtwJ3A06Y7OSIOAb4F7At8AbgJGAPeCJwQEUdl5j1zDSYiTgOWAq+c6z0kSZL6WU/UJAJvBg4F9gROn8X5F1MkiG/IzBMz8y2ZeRzwXuAw4J3VJ0fE+WXt5HSv8fLcw4ALgFdk5kMte4eSJEl9pCdqEqubdCNi2nPLWsTjgU3AB2sOv4NioMnJEXFmZt5f7l8DTNt8Dfy43B4J7AP8R1UsOwPPjYjXAXtk5oMz3EuSJKmv9USS2KRjy+3lmflo9YHM3BIRV1Mkkc8Gvlbuvxu4e5b3vxS4tmbfR4BbKWoYt80tbEmSpP7Rj0niYeX2lgbHb6VIEg+lTBKbkZmbgc3V+yLifuDezPxes/eTJEndt3HjRsbHx6c9Z2hoiBUrVjA2NtaZoHpcPyaJw+V2ssHxyv7F7Q/lMRGxnKKpmyVLljAxMdHJx7fU1q1b+zr+VrAMCpaDZVBhOVgGFf1WDtu2FQ2Ak5OTXHnllTOef88993DBBRdMe06/lcFc9WOS2HGZOT6Lc9ZSTJvD6OhozvS/lV42MTEx4/+2FjrLoGA5WAYVloNlUNFv5bBmzRpWr17Nli1bpj1v48aNTE5OsmjRohnfX7+VwVz1Y5JYqSkcbnC8sn9z+0ORJEm9bGxsjPXr18943vj4+KxqGgdJr0yB04yby+2hDY4/tdw26rPYNhGxLCLWTk42agmXJEnqD/2YJFamyzk+InaIPyKGgKOAB4BvdzqwzFyfmcuHhxtVckqSJPWHvksSM/M24HLgIOD1NYdXAXsAl1TNkdgx1iRKkqSFoif6JEbEicCJ5bf7ldsjI2Jd+fXdmXlW1SVnUCzL976IeB5wI/AsijkUbwHe2uaQ68rM9cD60dHR07rxfEmSpFbpiSQRGAFeXbPv4PIFcDuwPUnMzNsiYhQ4DzgBeCFwF3ARsCoz72t3wJIkSQtZTySJmbkSWNnkNXcAp7YjHkmSpEHXE0niQhERy4BlS5cu7XYokiSpDTZs2MC5557LokWLgIW9SotJYgvZJ1GSpIVt9erVXHPNNVP2z2Yuxn7Td6ObJUmSuqWycsvw8DCVKe9mWs2lX5kkSpIkNWlkZISRkZFuh9FWJokt5DyJkiRpoTBJbCFXXJEkSQuFSaIkSZKmcHSzJElSaePGjYyPjwOPTW8DxajmLVu2sHHjxu4F12EmiS3kPImSJPWnoaEhACYnJ7nyyiunHL/sssumnL9QRzVXmCS2kPMkSpLUnyo1hpXEb+PGjUxOTu6QCA4PDzMyMsK2bdt4+9vfztlnn92VWDvFJFGSJA28sbGxHSbEHh8fn1KjODIywsTEBBMTExxxxBGdDrHjHLgiSZKkKUwSJUmSNIVJoiRJkqYwSWwhV1yRJEkLhUliC7niiiRJWihMEiVJkjSFU+BIkiTNQ71VWsbGxrYf37Bhw/YVWxqd04tMEiVJkuZgulVaqudcXL169ZQVW2rP6UUmiZIkSXMwm1Vaqo9XxizUO6cXmSRKkiTNwWxWaak2MjICMO05vcSBKy3kFDiSJGmhMElsIafAkSRJC4VJoiRJkqYwSZQkSdIUJomSJEmawiRRkiRJU5gkSpIkaQqTREmSJE1hkihJkqQpTBIlSZI0hUliC7niiiRJWihMElvIFVckSdJCYZIoSZKkKR7X7QAkSZJ61caNG+d0zfj4OENDQ6xYsWLW123YsIHVq1ezZcuW7ftGRkZYs2ZN0zG0gkmiJElSjaGhIQCqxxlU9s3mmiuvvLLpZ65evZrLLrus6evaxSRRkiSpRqUGsFKrNzQ0xNvf/vZZX7Nx40YmJyd3qBWcSeXc4eFhRkZGALZvu8EkUZIkqcbY2Bjr16+f8zXj4+Nzqk2EIjGcmJiY07Wt5MAVSZIkTWGS2EBErIyIrHn9V7fjkiRJ6gSbm6d3MzBe9f0jXYpDkiSpo0wSp/dwZlp7KEmSBk7PNDdHxEkR8f6IuCoifl427358hmv2j4h/jIifRMSDEbEpItZExF4tCuvg8t4/iohPRsTBLbqvJElST+ulmsS3AU8HtgJ3Ak+b7uSIOAT4FrAv8AXgJmAMeCNwQkQclZn3zCOe7wCnlPfdt4zvWxHxG/O8ryRJUs/rmZpE4M3AocCewOmzOP9iiuTtDZl5Yma+JTOPA94LHAa8s/rkiDi/zkCU2td45fzM/FJmfjozv5uZXwVeTFFer27Fm5UkSeplPVOTmJlXVL6OiGnPLWsRjwc2AR+sOfwOYDlwckScmZn3l/vXANM2XwM/nia+rRHxH8BTZ7iHJElS3+uZJLFJx5bbyzPz0eoDmbklIq6mSCKfDXyt3H83cPdcHxgRu1E0gV8x07mSJEn9rpeam5txWLm9pcHxW8vtoXN9QES8OyKOiYhfi4hnAZ8B9gA+Otd7SpIk9Yt+rUkcLreTDY5X9i+exzP2B/4PsA/wM+DbwLMz8/Z6J0fEcopmbpYsWdITy+nM1datW/s6/lawDAqWg2VQYTlYBhWWw+zKYPPmzTts631de4/qa3qhjPs1SWy7zHx5k+evBdYCjI6O5vj4eDvC6oiJiQn6Of5WsAwKloNlUGE5WAYVlsPsymDx4sU7bOt9XXuP6mt6oYz7tbm5UlM43OB4Zf/m9ofymIhYFhFrJycbVXBKkiT1h35NEm8ut436HFZGIDfqs9gWmbk+M5cPDzfKXSVJkvpDvyaJlRHGx0fEDu8hIoaAo4AHKPoRSpIkqUl9mSRm5m3A5cBBwOtrDq+iGIV8SdUciR1hc7MkSVooembgSkScCJxYfrtfuT0yItaVX9+dmWdVXXIGxbJ874uI5wE3As+imEPxFuCtbQ55isxcD6wfHR09rdPPliRJaqXIzG7HAEBErKRYLaWR2zPzoJprDgDOA04A9gbuAj4PrMrM+9oT6cwi4mfA7RQDaJqpVpzp/EbH6+2fzb7q76u/3od5TDw+y/jmeu50x5t9z7Xf90oZzOb8Vn4WpiuTVpZDp8qg0bF+/CzM5lw/C82VQb39fhaa+97PQm9/Fubyu3FxZj5pytmZ6atNL2BtK89vdLze/tnsq/6+5utru1UOcy2DubznXi2DTn8WZiiTlpVDp8pgIX0WZnOun4XmysDPQvNl4Gehvz4L8/3dWP3qyz6JfWR9i89vdLze/tnsWz/NsVZq5t5zLYNGx6Z7z7Xf90oZzOb8Vn4WZiqjVulUGTQ61o+fhdmc62ehuTKot9/PQvPft4qfhebv3e7fjdv1THOzekdEXJuZo92Oo5ssg4LlYBlUWA6WQYXlMDhlYE2i6lnb7QB6gGVQsBwsgwrLwTKosBwGpAysSZQkSdIU1iRKkiRpCpNEtU1EnBMRGREf6HYsnRYRr4+I70bEz8vXNRHxom7H1Unlz/9fy/f/s4hYHxG/2e24Oi0inhsR/xIR/1n+ezil2zG1U0ScERE/iohfRsR1EXF0t2PqtEH7mdfjv/+F8XfAJFFtERHPBpYD3+12LF1yJ/AXwG8Do8DXgUsj4n90NarOGgcuBp4DHAc8DHw1Ip7YzaC64AnA94A3Ar/ocixtFREvAy4CLgCeQbHgwZci4sCuBtZ5A/Mzn8Y4/vvv+78D9klUy0XEMPBvwGspJkj/Xmb+aXej6r6IuBc4JzP/ttuxdENEPIFiEtcTs1idaOBExFbgTzNzXbdjaYeI+A7w3cw8rWrfrcBnMvOc7kXWPQv9Zz5b/vsv9NvfAWsS+1xEnBQR74+Iq8rq7IyIj89wzf4R8Y8R8ZOIeDAiNkXEmojYq0VhraX4o3BFi+43ox4th8pzdo6Il1PULnyrlfeueU7PlkFpiOJ3zn1tuPd2fVAOXdPOsomIRcAzgctrbnE5RW1Sz/Az0pUy6Mi//2Z0sgw69Xeg5Vo5Y7ivzr+AjUACWyjWr07g49Ocfwjw3+V5lwIXUlSBJ3ATsPc84zkNuA7Ypfx+AvjAoJVD+YzfArZSNLNsBl40aGVQ87xPA9cDOw9qOZSfh1Pa+f67VTbAU8r9z625x9uBm7v1nrv9Gen2z7wXyqC8viP//nutDOjw34GWl1G3A/A1zx8gHAs8FQiKPiAzfci/Up7zZzX731Pu/3DN/vPL/dO9xstzDwN+BhxWdf0EnUkSe6Ycqq5ZBCylqF15F8U6n785SGVQc8+fAAcP4meh6tpuJ4ltKxv6K0ls62ekl37mPVIGHfv332tlQIf/DrS8jLodgK8W/jBn+JBT/C8ogR8BO9UcGyp/md0P7FG1fx/gaTO8di/PPaW8/8NVrwQeLb/edRDKYZq4vgr8w6CVAfBe4C7gaYP2b6LO83omYWh12VD8MXwY+MOacz8IXNnt99vJz0iv/sy7UQbd/PffK2VQc27H/g604vU4NEiOLbeXZ+aj1Qcyc0tEXA0cDzwb+Fq5/26K//nMxqXAtTX7PgLcSjHacdvcwm65dpdDIzsBu87zHq3SkTKIiIuAlwHHZuZN84669br1WegHTZVNZm6LiOuA5wP/XHX684HPdiLgNmn6M7IAzakM+uDffzNa9Tnopb8DM3LgymA5rNze0uD4reX20LncPDM3Z+b3ql8U/7O6t/w+53LfNmhrOQBExIURcXREHBQRvxUR76L4n+on5nrPFutEGXwQOBV4BXBfROxXvp4w13u2QSfK4QkRMRIRIxS/cw8sv+/1aWHmUjbvAU6JiNdGxOFlkvAU4MNtirETmi6HPv6ZNzKXMuiHf//NmEsZ9PrfgRmZJA6W4XI72eB4Zf/i9ofSVZ0oh/2AjwM3U/yv8gjg9zLzS/O4Zyt1ogzOoGiG+RpFc1PlddY87tlqnSiHUYoO+9cDjwdWlV+fN497dkLTZZOZnwLeBLyNYlDA7wAvzMzb2xJhZ8zlM9KvP/NG5lIG/fDvvxlzKYNe/zswI5ub1VaZOd7tGLohM0/pdgzdlpnR7Rh6QWZOUHSMHwiZeTHFJMoDa9B+5vX4739h/B2wJnGwVP6nM9zgeGX/5vaH0lWWg2VQYTk0ZtkULAfLAAa0DEwSB8vN5bZR/6qnlttGfS4WCsvBMqiwHBqzbAqWg2UAA1oGJomD5Ypye3xE7PCzj4gh4CjgAeDbnQ6swywHy6DCcmjMsilYDpYBDGgZmCQOkMy8jWKJrIOA19ccXgXsAVySmfd3OLSOshwsgwrLoTHLpmA5WAYwuGUQvTMrieYiIk4ETiy/3Q94AfBD4Kpy392ZeVbV+YdQrBu5L/AFiqWInkUxB9QtwHMy855OxN5KloNlUGE5NGbZFCwHywAsg1np9mzevub3AlYy/fJgm+pccwDFJNd3UUxwfTuwBtir2+/HcrAMLAfLxnKwDCyD3nhZkyhJkqQp7JMoSZKkKUwSJUmSNIVJoiRJkqYwSZQkSdIUJomSJEmawiRRkiRJU5gkSpIkaQqTREmSJE1hkihJkqQpTBIl9aWIyFm8xrsdZz+JiF+JiNURcU1E3B0RD0XEZERcHxEXz7c8I+IT5c/ljFmce3l57u/P55mS5s5l+ST1pYio/PJaNc1p6zJzUwfC6XsRsRy4CNgNuAn4JvBTYA/gMODo8ut3Z+bZc3zGOHAFcH1m/vY05x0E/BD4L+DAzHx4Ls+TND+P63YAkjQfmbmy2zH0u4h4FfC3wH3AyzPzC3XO2RP4E+DAuT4nMyci4hbgGRHx25n5bw1O/WMggI+YIErdY3OzpIEQESsrTdARcVJEbIiIByLi3oj4ZET8SoPrnhgR74qIGyPiF2Xz69ci4vg6555SPuOUiDghIibK87PqnOGIWBMRd0bELyPipoj484g4uLx2XdW5/6fcd0yD2F5aHv/APMplGFhTfvuyegkiQGb+PDP/GnhznXs8LiLOiIhvR8TPy3K9PiL+NCJq/878Xbk9rUE8OwOnAgn8/RzekqQWMUmUNGjOAD4ObAI+CHwPeBnw1YjYtfrEiPhV4DrgLcDPgA8DnwIOB74cEXUTHeAk4DJgS9U1RMRuwNeBN1I05V4ETABvBf6mzn0+VG6XN3jOn5TbDzc4PhsnAXsB38rM/zfTybU1exGxC8V7/SCwGPgnYC3F35f3Ax+tucVHgW3AH0XE7nUe8XvArwBfzcwfNfVOJLWUzc2S+lpErGxw6JeZeWGd/ScAR2Tmv1fd45+APwJeAny66tyPAr8K/FFmfrLq/MUUyd37IuJfMvO/a57xQuCFmfnlmv1nA78NfBJ4RZadwiPincCUptfM/EZE/Afw0oh4Q2beUxXDwcDvUiR332tQBrNxVLn9+hyvfyvwAuADwJsy85Eyvp0pksXXRMRnKjWUmfmziLgU+F/la13N/SqJ99o5xiOpRaxJlNTv3tHg9ZYG57+vOkEsVZpAxyo7IuLpwDHAZ6sTRIDM3Fw+YzfgpXWe8YU6CSLAq4FHgXMqCWJ5vzt4rMm31oeAXYFTavafRtFv728bXDdb+5Xb/6w9EBGLy2b6HV5Vx3cC/oxigMmbKwkiQPn1mRTNxv+75taVBPC1Nc97MkWC/VOgbrO3pM6xJlFSX8vMaPKSa+vsu6Pc7lW178hyO9ygtvJJ5fbwOsc21O4oB34cAtzRYMT1N+sFC3wMuJCiyflvynvtQpE03seONZ+ttpgiGa61stweCjwRuBV4W0TdH8UvmFpGXwduA46KiMMz88Zy/6kUf5fWZeZD84pc0ryZJEoaNJvr7Kv0s9u5at/e5fb55auRJ9TZ91919u1Zbmubppluf2ZuiYiPA6+LiGMz8wrgf1LUAK7JzF9OE9tsVGJ9Sp1nb6KorQQgIu6k6C9YUSmjp1I/mazYoYwyMyPi74F3UdQmnhlFhvnHFDWPfzf1FpI6zeZmSapvsty+MTNjmtepda6tNwHtz8vtkgbPa7QfHhvA8ic121b027u63D5vDtdWyujzM5TRr9W59iPAQ8CrImIRcBxwMHBFZv5gDrFIajGTREmq79vl9uhW3Cwzf04xQfSvlJNF1/qdaa79LkUy9/sR8SyKASvfqGqmnY/PUNSuPicimk0UbyqvfXbZBD5r5WCffwH2AU7ksf6JDliReoRJoiTVkZnXAlcBfxARr6l3TkT8VkTs28RtP0bxe/ddUdWBLyIOAN40w7UfAhYBn6VoAq477U05D2RGxMRsAsrMyapnfzoiXtzgvrsDOySC5XQ47weeTDHS+/F1rntyRPx6g8dXmpXPBH4fuBv4/GziltR+9kmU1NemmQIH4NLM3DiP27+CYpDFP0TEG4DvUNSc7Q/8D+A3KQa4/HSW9/srilqzlwOHRcTlwDDFVDDfKI892uDafwbeS9En8G7gcw3Oq/znf9YrlWTmR8s5It8HrI+IGylqLn9K0Z9wf+D48utv1Fy+Gng68DpgWUR8nWKk9L4UfRWPopgm5/t1Hn05xXyVlVHlH8jMbbONW1J7mSRK6nfTDZjYBGyc640z886IeCbFNC8vpZjKZWeKwR7fp6hFq51OZ7r7/SIijgXOo5jE+s3Aj4ALKGotT+Sxvou1126LiE9Q1Pqty8wHGzzmt8rtJxscbxTb2oj4InA6RXP2S4Eh4AGKcvwE8H8y88qa6x6KiBOBV1KMuH4xRTL5s/K9rSivrffMygCW88tdDliRekhUTdUlSeqScvWWtcDrMrPu3IdlE/JzgcMy89YG53wOOAI4xFo5SfNhn0RJ6qCImDLVTEQcSFHj9jCwvsF1YxSTe39lmgQxKAba/I0JoqT5srlZkjrrs+VI4Oso+jceRNFEuzvFSiw/qT45Ik6n6Id4KkV/xYbN6+UqLk9qdFySmmFzsyR1UEScAZxMMahjGNgKXE8xaGPKYJSI2EQxcOSHwMrM/KfORStpkJkkSpIkaQr7JEqSJGkKk0RJkiRNYZIoSZKkKUwSJUmSNIVJoiRJkqYwSZQkSdIU/z8qcflL423I1wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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4Xtm/Zb4PiogxYGzZsmXzvZV60GwSwKuuumoRI3rcZZddxvLly3fa18/JoyTN1vbt2znnnHP4zGc+w913382+++7L8ccfz5o1a/jFX/xFAC666CJOPfVUAE499dQdny9fvpyJiQkee+wx3ve+9/GVr3yFW265hXvvvZcDDjiAl770pZxzzjk85SlPacv31g9J4s3l9rAGx59RbhvVLM5aZq4H1g8PD58248nqSdMlgs0mgLVJ20KojqlefNXJo0mjJO3s4Ycf5sUvfjHXXHMNJ510EmeeeSa33norH/7wh7n88su5/vrrOfDAA3nhC1/In/3Zn3HuueeycuVKjjnmGKAoTwN46KGH+Mu//Ete8YpX8LKXvYy9996bf//3f+cf/uEf+PrXv84NN9zA7rvvvujfXz8kiVeW2+MjYpfqEc4RMUCx1N4DwHXtCE7do5UtgdMlgAMDA7z73e/mec97XtMxNqvR99QoeawkjSaMklS0EF5zzTW8/e1v5y/+4i927P+N3/gNTjzxRN75znfyiU98gkMOOYTf/M3f5Nxzz+Woo47i1a9+9U732WOPPfjRj37EE5/4xB373vCGN/D85z+fP/iDP+CSSy7hd3/3dxft+6ro+SQxM2+PiMsp5kp8E3BB1eHVwN7ARzJz+3yfZXdzb5hN4jQb9RLBxUwAZ2NkZIT166cuR177M6iXNJowSqp1xhlndNzo3UcffZTnPve5rF27tuX3/vznP88uu+zCO9/5zp32v/SlL2VoaIhLL72Uxx57jF12mX4ymYjYkSBWBto88sgjHHfccQB885vfNEmcrYhYAawovzyg3B4VEReVn2/OzLdVXXI6xbJ8H4iIFwE3AkdQzKF4C/CuVsRld3Nnm6klcMuWLSxZsmRWyWCntAQulNrksfpnZ8IoqZGNGze2rbZ6OrvuuuuC3PcHP/gBP//zP8++++475dgv//Ivs3HjRjZv3sz+++8/470+85nP8Nd//dd861vf4uGHH97p2H333deymJvRlUkiMAS8tmbfIeUHwB3AjiSxbE0cBs4GTgBeAvyIYk3m1ZnZnp++mlab6NVLSlrVEghTk8FeSADnojppNGGU1MjQ0FC7Q5ji0Ucf7ci4qn3uc5/jla98JSMjI5x//vk87WlPY8899+TRRx/lhBNO4LHHHpv5JgugK5PEzFxFg/kKp7nmLooJstXF1qxZw2WXXbbTvtqRuXNtCay0JEL/JoOzYcIoqZGF6NKdr7lOgTMbhxxyCF/+8pd3+vej4nvf+x777LMP++23HzD9Osqf+MQn2HPPPbnyyit3TJUDcNNN7V3wrSuTxE5lTWLr1bYKVmpdBgcHmZx8fH70RolhMy2Bzp/WvGYSRqBu/aMkdasVK1bwxS9+kfPOO4/zzjtvx/4vfelLfOtb3+LVr371jnrEJz2pWLTt3nvvnXKfXXfdlYjYqcUwMznnnHMW+DuYnkliC1mT2BqNko1qxxxzDOPj4w1rDG0JXHyNEsaNGzcyOTnJ1VdfzejoqK2KknrGKaecwsUXX8yf//mfs2nTJl74whdy2223ceGFF7J06VLOPffcHef+0i/9EgMDA1x44YXstddeLFmyhP3335/jjjuOk046ic9+9rMcd9xxvOY1r+Hhhx/mkksu4YEHHmjjd2eSqA4xm8Swer6+SgJoy1Rnqk4Yx8bGuOyyy5icnLRVUVJP2W233fjKV77COeecwz//8z/zuc99jiVLlvA7v/M7nHPOOTztaU/bce4Tn/hEPv3pT3PWWWdxxhln8OCDD7J8+XKOO+44XvWqV7F161be//7387a3vY19992XsbExzjvvvLZNpA0Qmdm2h/eq4eHhvP7669sdRsebbWK4WK2CdjcvjHqtioODgwwNDbW9VdF33n985/N344038qxnPavdYczaQtYkdoPZvK+IuCEzh2v325LYQtYkzqzTEkMtvJlaFV3VRZI6k0liC1mTWJ+JoSrGx8cBph3cAnZFS1InMEnUgqs3bQ2YGPajRoNbAAe4SFKHMUnUgqitQwN2qkMzMVTtqi4OcJGkzmKS2EL9XpM4U7fyMccc4z/4aqi6K9pWRUlqP5PEFuq3msTa7sLZ1BtKjThtjiR1FpNEzVmjWkOw3lDzU69Vsd6k6ZKkhWOSqKZMV2sIrnSi1qhuVRwdHeWqq65i48aNdj1LHSIzp12LWJ1hvnNhmySqKfVaD6011EKqTIJr17PUGXbffXd++tOfstdee7U7FM3gpz/9KXvsscecrzdJ1IxmM1JZWigOaJE6y3777cfdd9/Nfvvtx8DAAE94whNsVewgmckjjzzC1q1b2bx5M0uXLp3zvUwSW6hXRzfbeqh2ckCL1FkGBwfZY489+MlPfsI999zDI4880u6QpvWzn/2MPffcs91hLKonPOEJ7Lnnnhx00EHz+t5NEluol0Y323qoTuSAFqkz7LnnnjztaU9rdxizMjExwXOe85x2h9GVTBJVl62H6kQOaJGkxWOSqB1sPVQ3cUCLJC0sk0TtYOuhuokDWiRpYZkk9jlbD9WtHNAiSQvLJLHP2XqoXuCAFklqPZPEFurGKXAq/5DaeqhuNt2AFsDuZ0maA5PEFuqWKXDqdTEPDQ0xMTHR1rikVmg0oAXsfpakZpgk9qF6XcyVf1ilblfd9Qw4qEWS5sgksQ9UtxwCDlBRT6vuegYHtUjSXJkk9oF6LYfgABX1Bwe1SNLcmCT2gdrBKYCth+ob0w1qeeihh1i7dq1dz5JUh0lij3JwijRVvUEta9assUVdkuowSexRDk6RprLrWZJmzySxRzn/oTTVdF3PjnqWpJ2ZJPYQu5il2Ws0n6Jdz5JUMEnsIXYxS7M3Pj7OPffcw+67727XsyTVsUu7A+glETEWEesmJyfb8vzqLubly5dz4okn2sUsNTAyMsK5557LxMTEjlH/la7nsbExNmzY0N4AJanNbElsoU5Zls8uZqk5dj1L0lQmiV2uXh2ipOY46lmSpjJJ7HLWIUrz56hnSZrKJLHLOdWN1Fp2PUtSwSSxR1iHKLWGXc+SVHB0syRVqXQ9O+pZUr+zJbELOVhFWhx2PUvqZyaJXcjBKtLisOtZUj+zu7mOiHhhRHwhIv4rIjIiTml3TNWcNFtaHHY9S+pntiTW9yTgu8DHy4+O5GAVafHY9Syp35gk1pGZXwS+CBARF7U3GkmdwK5nSf2mK7ubI+KkiLggIq6OiPvLLuFPznDNgRHx0Yj4YUQ8GBGbImJtROy7WHFL6l7TdT3b/SypF3VrS+JZwLOBbcDdwDOnOzkiDgW+AewPXArcBIwAbwFOiIijM/OeBY1YUs9o1PUMdj9L6h3dmiS+lSI5vA1YDlw5w/kXUiSIb87MCyo7I+Jvynu9F3jDwoQqqddUdz0Ddj9L6kld2d2cmVdm5q2ZmTOdW7YiHg9sAj5Uc/g9wHbg5IjYu+WBSupJ1V3PjnyW1Ku6tSWxGceW28sz87HqA5m5NSKuoUgijwSuWOzgJHU/Rz5L6kX9kCQeXm5vaXD8Vook8TDKJDEingQsK4/vAhwUEUPAvZl5Z72bRMRKYCXA0qVLF3Rqmi1btuzYOgVO62zbts2fZ59p1Tt/yUtewj333MMDDzzAbbfdxvbt27nrrrv8fepA/nfef3znc9cPSeJguZ1scLyyf0nVvmF2rnNcXX5cDJxS7yaZuQ5YBzA8PJyjo6NzCnY2lixZsmO7kM/pNxMTE/48+0yr3vno6ChvfOMbd3x+1VVXsWnTJlatWsXAwADj4+OMjIzM+zmaP/877z++87nrhySxaZk5AUS745DUfex6ltQr+iFJrLQUDjY4Xtm/Zb4PiogxYGzZsmUzniupNznptqRe0ZWjm5t0c7k9rMHxZ5TbRjWLs5aZ6zNz5eBgo3xUUq+rN+m2JHWjfkgSK7WFx0fETt9vRAwARwMPANctdmCS+oNT40jqRj3f3ZyZt0fE5RQjmN8EXFB1eDWwN/CRzNw+32fZ3SypmvWJkrpZVyaJEbECWFF+eUC5PSoiLio/35yZb6u65HSKZfk+EBEvAm4EjqCYQ/EW4F2tiCsz1wPrh4eHT2vF/SR1N+sTJXWzbu1uHgJeW368uNx3SNW+k6pPzszbKaa1uYgiOTwTOBQ4HzjSdZslLYR69Yl2PUvqFl3ZkpiZq4BVTV5zF3DqQsRTYXezpEbsepbUbboySexUdjdLasSuZ0ndplu7myWpq9j1LKnb2JIoSYvMrmdJ3cAksYWsSZQ0G3Y9S+oGdje3kCuuSJoNu54ldQNbEiWpjex6ltSpTBIlqY3sepbUqexulqQ2qtf1LEmdwCSxhSJiLCLWTU5OtjsUSV3M+kRJncDu5hZyMm1J82F9oqROYpIoSR3C+kRJncTuZknqENNNjWP3s6TFZkuiJHWgRl3PYPezpMVhkihJHai66xmw+1nSojNJbCGX5ZPUKpWu54rR0dEpLYqStJCsSWwhl+WTtNCcHkfSYrElUZK6gNPjSFpsJomS1AWcHkfSYrO7WZK6gMv3SVpsJomS1KWsT5S0kOxulqQuY32ipMVgkthCToEjaTFYnyhpMdjd3EJOgSNpMVifKGkxmCRKUg+wPlFSq9ndLEldzPpESQvFJFGSupj1iZIWit3NktTFrE+UtFBMEiWpx1ifKKkV7G6WpB5hfaKkVjJJlKQeYX2ipFayu1mSekS9+kS7niXNlS2JLeSKK5I6hV3PkubLJLGFMnM9sH54ePi0dsciqb/Z9SxpvuxulqQe5NQ4kubLJFGS+oT1iZKaYXezJPU46xMlzYVJoiT1OOsTJc2F3c2S1OOsT5Q0F7YkSlIfqtQnQtEdPT4+zsjISHuDktRRTBIlqY80qk8EaxQl7cwksYGIOB14O/BU4D+BMzLz6vZGJUnzU12fCFijKKkhk8Q6IuKVwPnA6cDXy+2XIuKXMvPOtgYnSfNQqU+sGB0dndKiKEngwJVG/gS4KDP/LjNvzMw/Bn4EvLHNcUnSgnAORUm1urIlMSJOApYDQ8CzgQHgU5n56mmuORA4GzgBeApF0ncJsDoz76s6b3fgucBf1dzicuD5LfsmJKkDOIeipEa6MkkEzqJIDrcBdwPPnO7kiDgU+AawP3ApcBMwArwFOCEijs7Me8rT9wN2Bf6n5jb/A/xGq74BSeoEzqEoqZFu7W5+K3AYsA+z6wK+kCJBfHNmrsjMd2TmccD7gcOB9y5YpJLUwZxDUVIjXZkkZuaVmXlrZuZM55atiMcDm4AP1Rx+D7AdODki9i73bQYeBZbWnLsU+O/5xC1J3cD6REnQvd3NzTi23F6emY9VH8jMrRFxDUUSeSRwRWY+FBE3AL8J/EvV6b8JfHYxApakdrA+UVK1fkgSDy+3tzQ4fitFkngYcEW572+AT0TEBuAa4A3AzwN/u4BxSlJbWZ8oqVo/JImD5XaywfHK/iWVHZn5zxHxFIoBMk8Fvgu8JDPvaPSQiFgJrARYunQpExMT84t6Glu2bNmxXcjn9Jtt27b58+wzvvOpzjzzTADOOOMMvv3tb/fc3xnfef/xnc9dPySJc5KZF1IMeJnt+euAdQDDw8NZWRN1ISxZsmTHdiGf028mJib8efYZ33ljlb8zmzZtYtWqVT2zvrPvvP/4zueuH5LESkvhYIPjlf1bFj4USeoO1idK6ock8eZye1iD488ot41qFmctIsaAsWXLls33VpLUVtYnSurKKXCadGW5PT4idvp+I2IAOBp4ALhuvg/KzPWZuXJwsFGjpSR1B+dPlNTzSWJm3k6xpN7BwJtqDq8G9gY+kZnbFzk0Seoqzp8o9Zeu7G6OiBXAivLLA8rtURFxUfn55sx8W9Ulp1Msy/eBiHgRcCNwBMUcircA72pRXHY3S+o51idK/akrk0RgCHhtzb5Dyg+AO4AdSWJm3h4Rw8DZwAnAS4AfAecDqzPzvlYElZnrgfXDw8OnteJ+ktQJrE+U+lNXJomZuQpY1eQ1dwGnLkQ8ktTLKvWJAKOjozu1JkrqXT1fk7iYImIsItZNTjaat1uSeoP1iVLv68qWxE5ld7OkXmd9otQ/TBIlSbNmfaLUP+xuliTNmvMnSv3DJLGFrEmUJEm9wiSxhVxxRVI/chCL1JusSZQkzYmDWKTeZpIoSZoTB7FIvc3uZknSnDiIReptJokt5MAVSf3O+kSpd9jd3EJOpi2pX1mfKPUek0RJ0rxZnyj1HrubJUnzZn2i1HtsSZQkLYhKfSIU3dHj4+OMjIy0NyhJs2aS2EIRMQaMLVu2rN2hSFLbNKpPBGsUpW5ikthCDlyRpJ3rEwFrFKUuZZIoSWqpSn1ixejo6JQWRUmdz4ErkqRF4RyKUnexJVGStKCcQ1HqTnNKEiPiQOAXgD3qHc/Mr80nKElS73AORak7NZUkRsTxwPuBZ85w6q5zjkiS1FOqaxStT5S6x6xrEiPiSOAyYAnwQSCArwF/B9xUfr0eOLvlUUqSeor1iVLna6Yl8Z3Az4DnZeYPI+KPgSsz8+yICGA18CfAuxYgzq7gPImSND3rE6Xu0czo5qOAL2TmD2uvz8K7gRspksW+lJnrM3Pl4OBgu0ORpI40Pj7OiSeeyPLly6n8rbQ+UepMzSSJg8CdVV8/BOxdc841wAvnG5QkqTe5xrPUPZpJEn8M7Fvz9aE15+wGPHG+QUmSJKm9mkkSb2HnpPA64Dcj4jCAiDgAeAVwa+vCUz1DQ0MsX77c/wuX1BMcxCJ1pmYGrnwZOCcinpyZ9wLnAy8HvhUR3wOeAQwA/6f1Yara2rVr2x2CJM2bg1ikztZMkvgRiilvHgbIzGsi4neANcCvAJuA/5OZH291kJKk3uMk21Jnm3WSmJn3A9+s2fd54POtDkqS1PucZFvqbM3UJEqStKCsT5Q6x5zWbpYkqZWsT5Q6T8uSxHJ087kUc2u/vlX37SauuCJJc2N9otR5WtndPAicUn70JVdckaS5cZJtqfO0Mkn8EXAq8LoW3lOS1KesT5Taq2XdzeXo54tbdT9JUn+yPlHqDA5ckSR1FOsTpc7gFDiSpI5ifaLUGWbdkhgRH53lqX07ulmSJKlXNNPdfMoMxxOIcmuSKElqmcogloGBAcbHxxkZGWl3SFLPayZJfHqD/UuA5wHjwDeAd8wzJkmSAAexSO3UzNrNdzQ4dAfw7Yj4CvAd4KvAP7QgtraKiBcCbwOeC/w8cGpmXtTWoCSpzziIRWqflg1cycy7gPXAW1p1zzZ7EvBdiu/np22ORZL6koNYpPZp9ejm/wGe0eJ7tkVmfjEz/ywz/xV4rN3xSJIKTrItLY5Wrt28K3AcMDnH608ClgNDwLOBAeBTmfnqaa45EDgbOAF4CsWqL5cAqzPzvrnEIUnqTNYnSourmSlwXjjNPZ5GsSTfEPD3c4zlLIrkcBtwN/DMGeI5lGKgzP7ApcBNwAhF9/AJEXF0Zt4zx1gkSR3G+kRpcTXTkjhBMb1NIwF8DXj7HGN5K0VyeBtFi+KVM5x/IUWC+ObMvGBHEBF/U97rvcAbqvafA7xrhnsem5kTTUcuSVpwlfpEgNHR0Z1aEyW1XjNJ4tnUTxIfA+4DNmTmnItDMnNHUhgR055btiIeD2wCPlRz+D3ASuDkiDgzM7eX+9cCn5whjDtnH7Ekqd0q9YmAcyhKLdbMFDirFjCOZh1bbi/PzJ0GlWTm1oi4hiKJPBK4oty/Gdi8qFFKkhZEo/pEsEZRapWWDVxZZIeX21saHL+VIkk8jDJJbFZEPAlYVn65C3BQRAwB92amLY6S1EbV9YmANYrSAujWJHGw3DYaSV3Zv2Qezxhm57rI1eXHxdRZojAiVlJ0c7N06VImJibm8Wi1w7Zt23xvfcZ33t3OPPPMHZ+fccYZfPvb32bLli3TvlPfef/xnc9dtyaJC64cwDJ9ceTO568D1gEMDw9npUZG3WNiYgLfW3/xnfeOJUuWALBp0yZWrVrVsD7Rd95/fOdz161JYqWlcLDB8cr+LQsfyuMiYgwYW7Zs2YznSpJaxzkUpdbr1iTx5nJ7WIPjlVVfGtUsLojMXA+sHx4ePm0xnytJ/c45FKXWa/WyfIulUit4fETs9D1ExABwNPAAcN1iByZJWnyu8Sy1XlcmiZl5O3A5cDDwpprDq4G9gU9UzZG4KCJiLCLWTU7OaWVCSZKkjtEx3c0RsQJYUX55QLk9KiIuKj/fnJlvq7rkdIpl+T4QES8CbgSOoJhD8RZmXl2l5exulqTOUZlo20m2pblpWZIYEa8BHgH+b2bOpSltCHhtzb5Dyg+AO4AdSWJm3h4RwxQrwZwAvAT4EXA+sDoz75tDDJKkLucgFqk1WtmSeBHFsn1bI+LDwPsz88ezvbhc0WVVMw/MzLuAU5u5RpLU2xzEIrVGK2sSP06xNvL3gbdTrKvcV6xJlKT2cxCL1Bota0nMzFMqn0fEIHBMq+7dLaxJlKTOVKlPfOihh1i7dq31idIsLMjo5syczMzLFuLekiTNVm194rXXXsuaNWvaHJXUHTpmdLMkSa1mfaI0d7NuSYyI50TE6WVXcmXf3hFxcURsiYgfRsRbFibM7mBNoiR1FusTpblrprv5T4F31Uxv8z7g5PI+TwH+JiKOb2F8XSUz12fmysHBRktKS5IkdYdmksRhHl8Oj4jYjWJeww3A/sDTgc3Am1sZoCRJrVQZxDI2NsaGDRvaHY7UsZqpSdwfuLvq62FgAPhIZv4M+GFEXEoxsbUkSR3FSbal5jSTJGbN+S8o911Vte8nwM+1IK6uFBFjwNiyZcvaHYokqcb4+Dj33HMPu+++u4NYpFloprv5TuDIqq9fBtydmd+v2vfzQN8uh2dNoiR1rpGREc4991wHsUiz1EyS+Bng+RHxrxHxSeAo4F9rznkWcHurgpMkaSFZnyg11kx38/sp6g1fXn69ETi7cjAing48j2LEsyRJHcv6RGlms04SM3MbcHRE/Eq563uZ+Vj1KRQJ5PUtjE+SpJZzkm1pZrNOEiPiIGBLZn633vHM3BQR9wD7tio4SZIWQmWSbYDR0dGdWhMlFZqpSfwBcMYM57y5PK8vueKKJHUv6xOlnTVTkxgLFkWPyMz1wPrh4eHT2h2LJGl2rE+U6msmSZyNA4DtLb6nJEkLxvpEqb5pk8SIeE3NrqE6+wB2BQ4CXg38R4tikyRpwVmfKNU3U0viRRSjlim3Lys/alW6oh8AVrckMkmS2qRSnwhFd/T4+DgjIyPtDUpaZDMliaeW2wA+ClwCXFrnvEeBe4BrM3NLq4KTJGkxNapPBGsU1X+mTRIz8+LK5xHxWuCSzPz4gkclSVIbVNcnAtYoqq81M5n2sQsZSC+IiDFgbNmyZe0ORZI0B9X1iWCNovpbM/MkagaZuT4zVw4ODrY7FElSCzmHovpRU1PgRMRy4O3ACMXKKvWSzMzMVk+tI0nSonMORfWzZpbleynFwJVdgTuBm4FHFiYsSZLazzkU1c+aafFbBTwMvDQzL1+YcCRJ6hzOoah+1kxN4q8A/2yCKEmS1PuaSRK3AfcuVCCSJHUDB7GoXzTT3XwFcNRCBSJJUidzEIv6TTNJ4p8CGyLiLOC9mZkzXSBJUq9wEIv6TTNJ4nuA/6RYm/l1EbER2FLnvMzM188/NEmSOoeDWNRvmkkST6n6/ODyo54ETBIlST2vUp84MDDA+Pg4IyMj7Q5JaplmksSnL1gUPcJl+SSpP1ifqH7QzNrNdyxkIL0gM9cD64eHh09rdyySpIVjfaL6gWs3S5LUpEp94sTEBENDQ+0OR1oQzSzLd9Bsz83MO+cWjiRJ3cn6RPWaZmoSN1EMSplJNnlfSZK6lvWJ6lXNJHMfp36SuAQYAn4RmACsXZQk9Q3rE9Wrmhm4ckqjYxGxCzAOvAF47fzDkiSpOzh/onpVSwauZOZjmbmaokv6vFbcU5IkSe3T6tHN3wCOb/E9JUnqKpVBLGNjY2zYsKHd4Uhz0uoBJk8G9m7xPdsiIt4JvBw4HHgQuA54Z2Z+t62BSZI6loNY1EtaliRGxG8ArwR6JYkaBS4E/h0I4GzgqxHxS5l5bzsDkyR1JgexqJc0M0/iv01zj6cBlXkUz55vUJ0gM19c/XVEnAxMAkcD/i+hJGkKB7GolzTTkjjaYH8C9wFfAf4qMxslk9OKiJOA5RTT6TwbGAA+lZmvnuaaAymS0hOApwA/Ai4BVmfmfXOJYxoDFDWcrb6vJElSx2lmCpyFXsLvLIrkcBtwN/DM6U6OiEMpBsrsD1wK3ASMAG8BToiIozPznhbGdz6wEbi2hfeUJPU4V2JRt+qklVHeSpEc3kbRonjlDOdfSJEgvjkzL6jsjIi/Ke/1Xop5Gyv7zwHeNcM9j83Midqd5T1fALwgMx+d8TuRJPU9B7Go2805SYyIAYrVViYz8/75BpKZO5LCiJjp2YdSTLWzCfhQzeH3ACuBkyPizMzcXu5fC3xyhjCmrDkdEe8HXkWRQH5/huslSQIcxKLu11SSGBFPAN4G/AHw9Kr9PwD+nqIm8ZGWRljfseX28sx8rPpAZm6NiGsoksgjgSvK/ZuBzc08JCLOpxixfWxm3jTvqCVJfcNBLOp2zYxu3h34MkVXcAJ3UQwUeSpwMEX37gkRcXxmPtT6UHdyeLm9pcHxWymSxMMok8RmRcSHgJOBFcB9EXFAeWhbZm6rc/5KihZMli5dysTExFweqzbatm2b763P+M77T7ve+ZYtW3Zs/Z1bXP53PnfNtCT+CcUI58uAMzPz1sqBsvv3r4Gx8ryFXppvsNxONjhe2b9kHs84vdzWJpmrgVW1J2fmOmAdwPDwcI6Ojs7j0WqHiYkJfG/9xXfef9r1zpcsWQLApk2bWLVqlYNYFpH/nc9dM0ni71NMlL2iThfv7RHxcorRv/+bHli/OTOnL4yUJGmWHMSibtRMkrgMuKA2QazIzMci4kvAH7cksulVWgoHGxyv7N+y8KE8LiLGgLFly5Yt5mMlSR3OQSzqRs3MffgQ8KQZztkbeHju4czazeX2sAbHn1FuG9UsLojMXJ+ZKwcHG+WukqR+VBnEMjExwdDQULvDkWalmSTxO8BJEfFz9Q5GxH7AScC3WxHYDCrT5RwfETt9D+XUPEcDDwDXLUIskiQ1rTLJ9ujoKGNjY2zYsKHdIUk7aaa7+YPAp4EN5cTUV1KMbj6AYkDLWcDPAW9ucYxTlDWQl1OMYH4TcEHV4dUULZofqZojcVHY3SxJmkmj+kSwRlGdpZll+T4TEUPAOyhH8dYI4C8y8zNzCSQiVlBMNwNF4glwVERcVH6+OTPfVnXJ6RTL8n0gIl4E3AgcQTGH4i3MvLpKy2XmemD98PDwaYv9bElSd6iuTwSsUVTHamoy7cz8s4j4AvB64DkUA0QmgW8BH83M+axrPAS8tmbfIeUHwB0UE3lXYrk9IoaBs4ETgJdQtGyeD6zOzPvmEYskSQuiepJtcKJtda6ml+XLzOtYgFq/zFxFnfkHZ7jmLuDUVscyV3Y3S5KkXtHMwBXNwNHNkiSpV0ybJEbE7hGxISKuiIjdZjjvioi4brrzJElSfZXRzo50VqeYqbv51cBzgbHMbDj/YWY+FBF/CXyRYsWVi1oWoSRJPczVWNSpZupufjnw/cz84kw3yswvA7cCv9OKwLpRRIxFxLrJyUZLSkuStLPx8XFOPPFEli9fTqVc6eqrr7ZVUW03U0vicyhaB2fraxSjjPuSU+BIkppVPdp5bGyMyy67zFZFdYSZksT9gP9p4n7/Azxl7uFIktS/XONZnWSm7uafMvN6zdWeBPxs7uFIktS/XONZnWSmJPEuYLiJ+w0Dd849HEmSJHWCmZLECYql8WZMFCPiucDzKdZ07ksOXJEkSb1ipiTxg0AC/xIRz2p0UkQ8E/gX4FHgwtaF112cTFuSJPWKaZPEzLyZYm3kXwS+FRGfjIjXRcTx5cepEfFJirWbD6ZYM/nmBY9akqQ+4STbapcZ127OzLMj4hHgPcDvA79Xc0oADwPvysz3tT5ESZL6j5Nsq91mTBIBMvPciPgU8DrgaOCp5aEfAV8HPpaZdyxMiJIk9R+nw1G7zSpJBCiTwPcsYCySJKlUPcn26OjoTq2J0mKYaeCKmuDoZkmS1CtMElvI0c2SpIXkIBYtpll3N0uSpPZwEIvawSRRkqQO5yAWtYPdzZIkdTjXdFY72JIoSVKX2rBhA2vWrNnRqjgwMMD4+DgjIyNtjky9wCRRkqQutHHjRo444oi6x6xVVCvY3dxCToEjSVpo1YNYqlVm1rBWUa1ikthCToEjSVpo4+PjnHjiiSxfvpzly5dz4oknsmHDBmsV1XJ2N0uS1EWqV2KRFpItiZIkSZrCJFGSJElTmCRKkiRpCmsSJUnqIZX1ncF5EzU/JomSJPWARus7g/Mmam5MEiVJ6gHV6zsDrvGseTNJlCSpB9ROjTM6OjqlRVFqhgNXWsgVVyRJUq8wSWwhV1yRJHWaykCWsbExNmzY0O5w1EXsbpYkqQc1GsjiIBbNlkmiJEk9qHogi4NYNBd2N0uS1IMqA1kmJiYYGhpqdzjqQiaJkiRJmsIkUZIkSVOYJEqSJGkKk0RJkiRNYZLYQES8KSK+ExH3lx/XRsRL2x2XJElz5ZyJaoZJYmN3A38K/DowDPwbcElE/Fpbo5IkqUm1cyZedtllHHHEESaMmpbzJDaQmZfW7HpXRLwROAr4ThtCkiRpTqrnTKyeWNtJtjWdjmlJjIiTIuKCiLi67N7NiPjkDNccGBEfjYgfRsSDEbEpItZGxL4tjm3XiHgV8CTgG628tyRJC616zsRvfvObnHjiiSxfvpzKMrJOsq16Oqkl8Szg2cA2iq7eZ053ckQcSpGw7Q9cCtwEjABvAU6IiKMz8575BBQRvwpcC+xZxvXbmfkf87mnJEntVEkYAUZHR3dqTZSqdUxLIvBW4DBgH+CNszj/QooE8c2ZuSIz35GZxwHvBw4H3lt9ckScU7ZOTvcxWvOMm4Eh4Ajgw8DFEfEr8/geJUmSukLHtCRm5pWVzyNi2nPLVsTjgU3Ah2oOvwdYCZwcEWdm5vZy/1pg2u5r4M6amB4Cbiu/vCEinkeRzL5+hvtIkiR1tY5JEpt0bLm9PDMfqz6QmVsj4hqKJPJI4Ipy/2Zg8zyfuwuwxzzvIUlSR6lMjTMwMMD4+DgjIyPtDkkdoFuTxMPL7S0Njt9KkSQeRpkkNisizgP+L3AXMAD8PjAKOFeiJKkn1E6NU+FIZ0H3JomD5XaywfHK/iXzeMYBFN3TB5T3+w7wW5n5lXonR8RKim5uli5dysTExDwerXbYtm2b763P+M77j+98Zy95yUu45557eOCBB7jtttvYvn07d911V0/9jHznc9etSeKCy8xTmjx/HbAOYHh4OEdHRxcgKi2kiYkJfG/9xXfef3znOxsdHeWNb3zjjs+vuuoqlixZ0lM/I9/53HXS6OZmVFoKBxscr+zfsvChSJIk9Z5uTRJvLreHNTj+jHLbqGZxQUTEWESsm5xs1AsuSVJnc31nVXRrd3NlupzjI2KX6hHOETEAHA08AFy3mEFl5npg/fDw8GmL+VxJkubLQSyq1ZVJYmbeHhGXU4xgfhNwQdXh1cDewEeq5kiUJEnTqF7feePGjUxOTrpcX5/rmCQxIlYAK8ovDyi3R0XEReXnmzPzbVWXnE6xLN8HIuJFwI0UK6McS9HN/K4FDnmKiBgDxpYtW7bYj5YkaV5crk+1OiZJpFj+7rU1+w4pPwDuAHYkiWVr4jBwNnAC8BLgR8D5wOrMvG+hA65ld7MkSeoVHZMkZuYqYFWT19wFnLoQ8UiSJPWzbh3d3JEc3SxJ6iWOdO5vHdOS2AvsbpYk9QJHOgtMEiVJUg1HOgvsbpYkSTUqI50nJiYYGhpqdzhqE5PEFrImUZIk9QqTxBbKzPWZuXJwsNGS0pIkSd3BJFGSJElTmCRKkiRpCpNESZI0I+dM7D9OgdNCrt0sSeo1zpnYv0wSW8jJtCVJvcY5E/uX3c2SJKkh50zsXyaJkiRJmsIkUZIkSVOYJLaQK65IkqReYZLYQq64IknqB5XpcJwSp7c5ulmSJM1Ko+lwwClxepFJoiRJmpXq6XAAp8TpcSaJkiRpVirT4VSMjo5OaVFU77AmUZIkSVOYJEqSJGkKk0RJkjQvldHOjnTuLdYktlBEjAFjy5Yta3cokiQtuEajnR3p3BtMElsoM9cD64eHh09rdyySJC206tHOjnTuPXY3S5KkOamMdp6YmGBoaKjuORs2bGBsbMzJt7uQLYmSJKllKvWJAwMDjI+Ps2bNGi677LIp59kl3flMEiVJ0rw1qk+sdD9Xlqy1S7p7mCRKkqR5q1efePXVV+84XumOdvLt7mFNoiRJmrfq+sRjjjkGKFoNJycngcdbGtU9bEmUJEktVbvG88DAAO9+97t5+9vfDkytWxwZGWlbrGrMJFGSJLVU7RrPFc6r2F1MEiVJ0qJwXsXuYk1iC0XEWESsq9RfSJKkx81mXkV1DpPEFsrM9Zm5sjLMX5IkqVuZJEqSJGkKk0RJkiRNYZIoSZKkKUwSJUmSNIVJoiRJkqYwSZQkSdIUJomSJEmawiRxBhHxzojIiPhgu2ORJKnXbdiwgbGxMUZHR3d8jI2NsWHDhnaH1ndclm8aEXEksBL4TrtjkSSpH6xZs4bLLrus7jHXeF5ctiQ2EBGDwKeA1wH3tTkcSZL6QmUt58HBQZYvX05lFTPXeF58HZEkRsRJEXFBRFwdEfeX3bufnOGaAyPioxHxw4h4MCI2RcTaiNi3RWGtA/41M69s0f0kSdIsDQ0NucZzm3VEkgicBfwRMAT810wnR8ShwA3AqcAG4P3A94G3ANdGxFPmE0xEnAYsK+OSJEkLqLoOcePGjXXP2bhxo/WJi6xTahLfCtwN3AYsB2ZqvbsQ2B94c2ZeUNkZEX9T3uu9wBuq9p8DvGuGex6bmRMRcThwLvCCzHy42W9EkiQ1p14d4sDAwE7byclJrrrqqh3HrU9ceB2RJFZ36UbEtOeWrYjHA5uAD9Ucfg/FQJOTI+LMzNxe7l8LTNt9DdxZbo8C9gP+syqWXYEXRsQbgL0z88EZ7iVJkmapug5xaGiIgYEB3v3udwMwPj6+45yNGzcyOTlpfeIi6YgksUnHltvLM/Ox6gOZuTUirqFIIo8Erij3bwY2z/L+lwDX1+z7GHArRQvjQ3MLW5IkTadSh1htZGRkR6vh6OjoTq2JWljdmCQeXm5vaXD8Vook8TDKJLEZmbkF2FK9LyK2A/dm5ncbXRcRKylaMVm6dOmUX3J1vm3btvne+ozvvP/4zjvHli1bdtpWPp/u/VRfM9v36Dufu25MEgfL7WSD45X9SxY+lMdl5jqKEdEMDw/n6OjoYj5eLTAxMYHvrb/4zvuP77xzLFmyZKdt5fPp3k/1NbN9j77zuevGJHHRZeZou2OQJElaTJ0yBU4zKi2Fgw2OV/ZvWfhQdhYRYxGxbnKyUSOnJElSd+jGJPHmcntYg+PPKLeNahYXTGauz8yVldnhJUmSulU3JomV6XKOj4id4o+IAeBo4AHgusUOTJIkqVd0XZKYmbcDlwMHA2+qObwa2Bv4RNUciYvG7mZJktQrOmLgSkSsAFaUXx5Qbo+KiIvKzzdn5tuqLjkd+AbwgYh4EXAjcATFHIq3MPPqKgsiM9cD64eHh09rx/MlSZJapSOSRIo1m19bs++Q8gPgDmBHkpiZt0fEMHA2cALwEuBHwPnA6sy8b6EDliRJ6mUdkSRm5ipgVZPX3AWcuhDxSJIk9buOSBJ7RUSMAWPLli1rdyiSJHWFjRs3tjsENdB1A1c6mVPgSJI0OwMDAwBMTk5SGfBZ2afOYEuiJEladOPj4wBs3boVKBLEd7/73e0MSTVMEiVJ0qIbGRlh/fr17Q5D07C7uYWcJ1GSJPUKk8QWsiZRkiT1CpNESZIkTWGSKEmSpClMElvImkRJktQrTBJbyJpESZLUK0wSJUmSNIVJoiRJkqYwSZQkSdIUJomSJEmawiSxhRzdLEmSeoVJYgs5ulmSJPUKk0RJkiRNYZIoSZK6ysaNGxkdHWVsbIwNGza0O5ye9YR2ByBJkjQbAwMDAExOTnLVVVft2L9+/fp2hdTTTBIlSVJXGB8fB2Dr1q1s3LiRyclJtm7d2uaoepfdzZIkqSuMjIywfv16JiYmGBoaanc4Pc8ksYWcAkeSJPUKk8QWcgocSZLUK0wSJUmSNIVJoiRJkqYwSZQkSdIUJomSJEmawiRRkiRJU5gkSpIkaQqTREmSJE1hkihJkqQpTBJbyBVXJElSrzBJbCFXXJEkSb3CJFGSJElTmCRKkiRpiie0OwBJkqS52rhxI6Ojow2Pb9myhSVLltQ9NjAwwPj4OCMjIy2JZcOGDaxZs4atW7fO6Rn1rh8aGmLt2rUtia9ZJomSJKnrDAwMADA5OclVV101r3utX7++FSGxZs0aLrvssjk/Y7rr28EkUZIkdZ3x8XGAnVrd6mnUkrhx40YmJydnvL4ZlXsNDg4yNDTU9DNqrwd2bNvBJFGSJHWdkZGRWbXOTUxM1O2OHh0dnXcLZCNDQ0M7njuXZ1SubzcHrkiSJGkKk8QGImJVRGTNx3+3Oy5JkqTFYHfz9G4GRqu+frRNcUiSJC0qk8TpPZKZth5KkqS+0zHdzRFxUkRcEBFXR8T9ZffuJ2e45sCI+GhE/DAiHoyITRGxNiL2bVFYh5T3/kFEfDoiDmnRfSVJkjpaJ7UkngU8G9gG3A08c7qTI+JQ4BvA/sClwE3ACPAW4ISIODoz75lHPN8ETinvu38Z3zci4pfneV9JkqSO1zEticBbgcOAfYA3zuL8CymStzdn5orMfEdmHge8HzgceG/1yRFxTp2BKLUfo5XzM/NLmfmZzPxOZn4VOJHi5/XaVnyzkiRJnaxjWhIz88rK5xEx7bllK+LxwCbgQzWH3wOsBE6OiDMzc3u5fy0wbfc1cOc08W2LiP8EnjHDPSRJkrpexySJTTq23F6emY9VH8jMrRFxDUUSeSRwRbl/M7B5rg+MiD0pusCvnOlcSZKkbtdJ3c3NOLzc3tLg+K3l9rC5PiAi/ioilkfE0yPiCOBfgb2Bi+d6T0mSpG7RrS2Jg+V2ssHxyv4l83jGgcA/AfsBPwGuA47MzDvqnRwRKym6uVm6dGlHLKej5mzbts331md85/3Hd95/Gr3zLVu27Ni26nei9p7NPmMhYpqPbk0SF1xmvqrJ89cB6wCGh4ez3jqR6myN1vdU7/Kd9x/fef9p9M6XLFmyY9uq34naezb7jIWIaT66tbu50lI42OB4Zf+WhQ9FkiSp93RrknhzuW1Uc1gZgdyoZnFBRMRYRKybnGzUCy5JktQdujVJrIwwPj4idvoeImIAOBp4gKKOcNFk5vrMXDk42KiBU5IkqTt0ZZKYmbcDlwMHA2+qObyaYhTyJ6rmSJQkSVITOmbgSkSsAFaUXx5Qbo+KiIvKzzdn5tuqLjmdYlm+D0TEi4AbgSMo5lC8BXjXAoc8RUSMAWPLli1b7EdLkiS1VGRmu2MAICJWUayW0sgdmXlwzTVPA84GTgCeAvwI+DywOjPvW5hIZxYRPwHqTpWjjrYf85hwXV3Jd95/fOf9x3c+s1/MzJ+r3dkxSaLUbhFxfWYOtzsOLR7fef/xnfcf3/ncdWVNoiRJkhaWSaIkSZKmMEmUHreu3QFo0fnO+4/vvP/4zufImkRJkiRNYUuiJEmSpjBJlFogIt4UEd+JiPvLj2sj4qXtjksLJyJeGBFfiIj/ioiMiFPaHZNaw3fbn/w7PpVJotQadwN/Cvw6MAz8G3BJRPxaW6PSQnoS8F3gLcBP2xyLWst325/8O17DmkRpgUTEvcA7M/Mj7Y5FCysitgF/lJkXtTsWtZbvtr/1+99xWxLVlSLipIi4ICKuLrsFMiI+OcM1B0bERyPihxHxYERsioi1EbFvi2PbNSJeRdEa8Y1W3rufdfI71+Lyd6E/LeZ79+94oWPWbpaadBbwbGAbRRfBM6c7OSIOpfgPfX/gUuAmYISiO+mEiDg6M++ZT0AR8avAtcCeZVy/nZn/MZ97aicd987VNv4u9KcFf+/+Hd+ZLYnqVm8FDgP2Ad44i/MvpPhD8ebMXJGZ78jM44D3A4cD760+OSLOKf8vdbqP0Zpn3AwMAUcAHwYujohfmcf3qJ114jtXeyzo74I61mK8d/+OV7EmUV2v/If7SuBTmfnqOscPBW4DNgGHZuZjVccGgB8BAeyfmdvL/ftRLAo/nTsz84Fp4voqcEdmvr6Z70cz67R3bt1a+yzE70LN9b7bDrTQ773q3L7+O253s/rBseX28uo/FACZuTUirgGOB44Erij3bwY2z/O5uwB7zPMempt2vXN1nqZ/F9QTWvXe+/rvuN3N6geHl9tbGhy/tdweNtcHRMR5EXFMRBwcEb8aEe8DRoFPzfWempfFeOdPioihiBii+Ft6UPn1QXO9pxZE078LvtueMJf37t/xGiaJ6geD5XaywfHK/iXzeMYBwCcp6lmuAJ4H/FZmfmke99TcLcY7Hwa+VX48EVhdfn72PO6p1pvL74LvtvvN5b37d7yG3c1SC2TmKe2OQYsrMycoaprUY3y3/cm/41PZkqh+UPk/xsEGxyv7tyx8KFokvnNV+LvQn3zvLWCSqH5wc7ltVH/2jHLbqHZF3cd3rgp/F/qT770FTBLVD64st8dHxE6/8+VUCEcDDwDXLXZgWjC+c1X4u9CffO8tYJKonpeZtwOXAwcDb6o5vBrYG/jEdHNlqbv4zlXh70J/8r23hpNpqytFxApgRfnlAcCLge8DV5f7Nmfm26rOr12e6UaKGfWPpehueL7LcnU237kq/F3oT773xWeSqK4UEauA90xzyh2ZeXDNNU+jmMLiBOApFDPufx5YnZn3LUykahXfuSr8XehPvvfFZ5IoSZKkKaxJlCRJ0hQmiZIkSZrCJFGSJElTmCRKkiRpCpNESZIkTWGSKEmSpClMEiVJkjSFSaIkSZKmMEmUJEnSFCaJkrpSROQsPkbbHWc3iYhfiIg1EXFtRGyOiIcjYjIivhURF8735xkRnyrfy+mzOPfy8tzfns8zJc2dy/JJ6koRUfnjtXqa0y7KzE2LEE7Xi4iVwPnAnsBNwNeBHwN7A4cDx5Sf/1Vmvn2OzxgFrgS+lZm/Ps15BwPfB/4bOCgzH5nL8yTNzxPaHYAkzUdmrmp3DN0uIl4DfAS4D3hVZl5a55x9gD8EDprrczJzIiJuAZ4TEb+emf+vwamvBwL4mAmi1D52N0vqCxGxqtIFHREnRcSGiHggIu6NiE9HxC80uO7JEfG+iLgxIn5adr9eERHH1zn3lPIZp0TECRExUZ6fVecMRsTaiLg7In4WETdFxJ9ExCHltRdVnftP5b7lDWJ7RXn8g/P4uQwCa8svX1kvQQTIzPsz8y+Bt9a5xxMi4vSIuC4i7i9/rt+KiD+KiNp/Z/6u3J7WIJ5dgVOBBP5+Dt+SpBYxSZTUb04HPglsAj4EfBd4JfDViNij+sSI+EXgBuAdwE+AvwX+GXgW8OWIqJvoACcBlwFbq64hIvYE/g14C0VX7vnABPAu4K/r3OfD5XZlg+f8Ybn92wbHZ+MkYF/gG5n5/810cm3LXkTsRvG9fghYAvwjsI7i35cLgItrbnEx8BDwexGxV51H/BbwC8BXM/MHTX0nklrK7mZJXS0iVjU49LPMPK/O/hOA52Xmf1Td4x+B3wNeBnym6tyLgV8Efi8zP111/hKK5O4DEfGFzPyfmme8BHhJZn65Zv/bgV8HPg38fpZF4RHxXmBK12tmfi0i/hN4RUS8OTPvqYrhEOA3KJK77zb4GczG0eX23+Z4/buAFwMfBM7IzEfL+HalSBZfFxH/WmmhzMyfRMQlwO+WHxfV3K+SeK+bYzySWsSWREnd7j0NPt7R4PwPVCeIpUoX6EhlR0Q8G1gOfLY6QQTIzC3lM/YEXlHnGZfWSRABXgs8BryzkiCW97uLx7t8a30Y2AM4pWb/aRR1ex9pcN1sHVBu/6v2QEQsKbvpd/qoOr4L8McUA0zeWkkQAcrPz6ToNv7fNbeuJIB/UPO8p1Ik2D8G6nZ7S1o8tiRK6mqZGU1ecn2dfXeV232r9h1VbgcbtFb+XLl9Vp1jG2p3lAM/DgXuajDi+uv1ggU+DpxH0eX81+W9dqNIGu9j55bPVltCkQzXWlVuDwOeDNwKnBVR91X8lKk/o38DbgeOjohnZeaN5f5TKf5duigzH55X5JLmzSRRUr/ZUmdfpc5u16p9Tym3v1l+NPKkOvv+u86+fcptbdc00+3PzK0R8UngDRFxbGZeCfwvihbAtZn5s2lim41KrD9f59mbKForAYiIuynqBSsqP6NnUD+ZrNjpZ5SZGRF/D7yPojXxzCgyzNdTtDz+3dRbSFpsdjdLUn2T5fYtmRnTfJxa59p6E9DeX26XNnheo/3w+ACWP6zZtqJu75py+6I5XFv5GX1+hp/R0+tc+zHgYeA1EbE7cBxwCHBlZt42h1gktZhJoiTVd125PaYVN8vM+ykmiP6FcrLoWi+Y5trvUCRzvx0RR1AMWPlaVTftfPwrRevq8yOi2UTxpvLaI8su8FkrB/t8AdgPWMHj9YkOWJE6hEmiJNWRmdcDVwMvj4jX1TsnIn41IvZv4rYfp/i7+76oKuCLiKcBZ8xw7YeB3YHPUnQB1532ppwHMiNiYjYBZeZk1bM/ExEnNrjvXsBOiWA5Hc4FwFMpRno/sc51T42IX2rw+Eq38pnAbwObgc/PJm5JC8+aREldbZopcAAuycyN87j971MMsviHiHgz8E2KlrMDgV8DfoVigMuPZ3m/v6BoNXsVcHhEXA4MUkwF87Xy2GMNrv0X4P0UNYGbgc81OK/yP/+zXqkkMy8u54j8ALA+Im6kaLn8MUU94YHA8eXnX6u5fA3wbOANwFhE/BvFSOn9KWoVj6aYJud7dR59OcV8lZVR5R/MzIdmG7ekhWWSKKnbTTdgYhOwca43zsy7I+K5FNO8vIJiKpddKQZ7fI+iFa12Op3p7vfTiDgWOJtiEuu3Aj8AzqVotVzB47WLtdc+FBGfomj1uygzH2zwmF8tt59ucLxRbOsi4ovAGym6s18BDAAPUPwcPwX8U2ZeVXPdwxGxAng1xYjrEymSyZ+U39t4eW29Z1YGsJxT7nLAitRBomqqLklSm5Srt6wD3pCZdec+LLuQXwgcnpm3Njjnc8DzgENtlZM0H9YkStIiiogpU81ExEEULW6PAOsbXDdCMbn3V6ZJEINioM1fmyBKmi+7myVpcX22HAl8A0V948EUXbR7UazE8sPqkyPijRR1iKdS1Cs27F4vV3H5uUbHJakZdjdL0iKKiNOBkykGdQwC24BvUQzamDIYJSI2UQwc+T6wKjP/cfGildTPTBIlSZI0hTWJkiRJmsIkUZIkSVOYJEqSJGkKk0RJkiRNYZIoSZKkKUwSJUmSNMX/D/JW/Zgredh4AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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95RB62WWXNVVrqypbTKH14GoXtaTFWKmpXRbTktjNPvvZz/K85z2P4eFhzj//fA466CD23HNP7rvvPo477jjuv//+jtRlSFRHzNdKVt7eqAu4OgCVQ9WZZ54J7BweN27c2PA6w8PDnH322XPdsY1UtoBWhrjKYFjPfGH1zDPPnGvpa6bWVlX/fFsJrvWesZSkZixHl249s7Ozcw0GnXTIIYfwpS99iR07drB27dqd9v3gBz9gn332Yb/99gPmX0f5ox/9KHvuuSdf+9rX2Guvvea2//CHP1yWuptlSGwgIk4F/gx4NHAX8C3g1Mz8fkcL60PVz7c0CpiNwmO7DA0NMTk5ueBx9Vo6qwPgctfayHzBtbL1VJK0sOOPP54vfOELnHvuuZx77rlz27/4xS9y1VVX8cIXvnDuecQHP/jBANxyyy0159l1112JiJ1aDDOTs846a5m/g/kZEhsbAS4A/h0I4Ezg3yLisZlZe4fVdo26lRtp5hm+Vi3mAexmAuBy1DqfZoKrJKk1mzZt4qKLLuLtb38727dv58gjj+Taa6/lggsu4IADDuDss8+eO/axj30sAwMDXHDBBey1116sXbuW/fffn2OOOYYTTjiBz3zmMxxzzDG8+MUv5p577uHiiy/mjjvu6OB3Z0hsKDOfXvl1RLwImAGeCviXdQV0qrWtfC1oPqBWWukA2IxO/iwlabXafffd+fKXv8xZZ53FJz/5ST772c+ydu1anvvc53LWWWdx0EEHzR37oAc9iE984hO85S1v4XWvex133XUXRx11FMcccwzPf/7zmZ2d5T3veQ9vfOMb2XfffRkdHeXcc8/loQ99aMe+v64JiRFxAnAUMAQ8HhgAPp6ZDde+iYhHULTwHQc8FLgRuBg4IzPbPRRogGKFms4MMepRjaaiaUYnw9ZqC1Wt/Cynp6drntN01LOkfrdp0yY2bdpUs33vvffmnHPO4ZxzzlnwHM94xjN4xjOeUXffSSedxEknnVSzPTOb2rYcuiYkAm+hCIe3ATcAvzvfwRFxKPBNYH/gEuCHwDDwWuC4iHhqZrZzLZvzgWngijaec9VrNBVNt+vG1sDlVtl66qhnSVI3hcTXU4TDaylaFL+2wPEXUATE12Tm+8obI+LvSud6G/Dyiu1nAW9e4JxHZ+Zk9cbSOf8Q+MPMvG/B70RzGo0MVvepbj0tq56Y21ZFSeoPXRMSM3MuFM43TLy0/1DgWGA78IGq3W8FTgZeFBFvyMzbS9vPAz62QBnX17nWe4DnUwTIny7wflG/i7nZkcHqnFYn5rZVUZJWt64JiS06uvR6aWbuNMNkZs5GxOUUIfJJwFdK228CbmrlIhFxPvA8ioDY2cmKekivdjGrvnpLGTqXoiStfr0aEh9dev1xg/3XUITEwyiFxFZFxAeAFwHHA7dGxIGlXbdl5m2LOedqVq/10C7m1aGyhXG+Na4lSatLr4bEwdJrowWAy9vXLuEaryy9VofMM4DN1QdHxMkU3dwccMABfde1etppp3HFFTuP6XnsYx/L5s2bAbj99tu78mdy2223dWVd3WrHjh1zr732c/Ne9wfv8/IbHBzseG/Cfffd1/EaesWdd9656P8nejUkLrvMnP/ByNrjtwBbADZs2JALLfW22pTXP2516bpOm5ycXHBZPj2gvOzU9u3b2bx5c08NYvFe9wfv8/K7+uqrO/4IUbcsy9cL9txzT57whCcs6r29GhLLLYWDDfaXt+9Y/lJUyQEqq1ujaXIcxCL1l8xccJCpOm+p8yn2akj8Uen1sAb7H1V6bfTMoqRFcBCLpDVr1vCb3/yGvfbaq9OlaAG/+c1v2GOPPRb9/l4NieXpco6NiF0qRzhHxADF0nl3AN/qRHGrWeUAlUqLWeNYvcdBLJL2228/brjhBvbbbz8GBgbYbbfdbFXsIpnJvffey+zsLDfddBMHHHDAos/VkyExM38SEZdSjGB+FfC+it1nAHsDH6qYI1FtUm96m0o+IyJJq9vg4CB77LEHv/rVr7j55pu59957V7yGO++8kz333HPFr9srdtttN/bcc08OPvjgJf2cuiYkRsTxFNPNAJSnm3lyRFxY+vymzHxjxVteSbEs33sj4mnA1cARFHMo/piFV1dpu4gYBUbXr1+/0pdeMdUrqFRyqpv+VF7ruZcGsUhamj333JODDjqoY9efnJxc9GAMNa9rQiIwBLykatshpQ+A64C5kFhqTdwAnAkcBzwDuJFijeUzMvPW5S64WmZOABMbNmyoXaF7lXGAihzEIkmrW9eExMzcTJ35Bxd4z8+BE5ejHknzqzeIxfWdJWn16JqQKKm3VA5icX1nSVp9DImSlsypcSRp9dml0wVI6n3lVsXJycmaAU2SpN5kSJQkSVINu5vbaDVOgVM9ebaTZkuS1B8MiW20GqfAaTR5tpNmayHOnyhJvc2QqHnVmzzbSbM1H+dPlKTVwZCopjh5tprlSGdJWh0cuKIaU1NTjI6OMjIy4jOIalm9kc7lrufR0VGmpqY6W6AkqSm2JKpGvecQfQZRi2HXsyT1LkOialQ/h+gziFosu54lqXcZEtWQzyFqqSqX7hsZGdmpNVGS1N18JrGNImI0IrbMzMx0uhRJkqQlMSS2UWZOZObJg4ODnS5F6mqVg6Mc0CJJ3cnuZkkrrtEk7Q5okaTuYUgUsPPye057o+VWOTgKcECLJHUhQ6IAp71RZ5TnUXRAiyR1H0OiAKe9kSRJOzMkaidOeyNJksDRzZIkSarDkChJkqQadje3UUSMAqPr16/vdClS13L0vCT1BlsS26jXJtOunNDYP9xabuXR8jMzM5RXJXIEvSR1L1sS+5jT3mgljY2NAQ+MpC+PoD/llFOAooVxZGSEgYEBxsbGGB4e7litkiRDYl9z2hutpOHh4borqlS2MFbOl+jqK5LUWYZEOe2NOqqyhXF6etrVVySpS/hMYp/xOUR1m3IL4+Tk5NwKLJKkzrMlsc/4HKIkSWqGIbHP+ByieoGDWCSp8wyJfcrnENWNHMQiSd3DkCipaziIRZK6hwNXJHUNB7FIUvcwJLZRRIxGxJbyahKSJEm9ypDYRr22LJ8kSVIjhkRJkiTVcOBKH5iammJ8fHxuMIAkSdJCDIl9wAm0JUlSqwyJq1S91kMn0JYkSc0yJK5S9VoPN27c6KTE6kmV/+gBXIllFViOezo1NcVpp53GmjVr2nZOqZ8ZElcpl9/TajE9Pc0RRxxRd5//6Old9f4hC0u7p+Pj41xxxRU128fGxvxHhrQIhsRVzuX31Ksql+irNDg46Eosq0DlP2SBlu5pdStkWeWjNZXnXI5AKvUDQ6KkrlS5RB8w1xp+yimn7LSus3pbeWWdVu5po9BXtnHjRmZnZ+fO2c5Aaiuk+okhUVJXKi/Rp/7VKKBVP05T6e677577x0S1ykA6PT3NyMjITvvrBUBbIdXPDImSpK5RGQzrtS5u3bp1rkWw3uM0k5OTHH744XNfV88NW/kYQ6PWy8oAuJRWSKnXGRIlSV1joa5keOA51fnme633TGu5pRCo+zzjfAFwMd3iUq8zJLZRRIwCo+vXr+90KZLUkxrNzJCZNV3P883Y0OiZ1sMPP7xuV/HIyIgBUKpiSGyjzJwAJjZs2HBSp2uRpF5Wryu5lecAfaZVWrpdOl2A2mdqaorR0VFGRkZco1mSFqE8oGV0dJSpqalOlyN1lC2Jq4hrNKufVI5OdVoSLVUzA1qkfmNIXEVcZUX9YL4/5nYv9rZO9oBUPsO40CAWqV8YElchV1nRalY9IME/6L2v0UjklVT5DKODWKSCIVFST6kekFD+g17ufrbrufc0GoksqbMMiZJ6WqPuZ7ueu0v16imVXcu9NhLZf5CoXxgSJfW0es+SXXbZZf4R7zKNJsnupcF1/oNE/caQKKmnVbZCjY6OsnXrVv+Id6F66y33Wreyg1vUbwyJklYN/4h3v14eWOfgFvUbJ9OWtGqU/4hPTk7OtVZJkhbHlkRJ0rKoHKzSi6tA9WLNUjsZEiVJy6JXV4FqZd5GV/7RamZI7HG9/i91SatXr64C1cy8ja78o35gSOxxvfovdWmllFt67r77bs477zxbeTqg1warNDNvY6OVf5x+SauJIbHH9eq/1KXlVq+lZ3x83FYetUV1kHT6Ja1GhsQ2iohRYHT9+vUrfu1e+5e6tNycDkcryf/etBo5BU4bZeZEZp48ODjY6VKkvud0OFpJ/vem1ciQKEmSpBqGREmSJNUwJEqSJKmGA1d6kHMjSupW/n6SVg9DYg9ybkRJ3crfT9LqYUjsQc6NKKkTKlsJof4ydP5+klYPQ2IPc25ESSupXish1J8w2t9PUu9z4IokqSmVrYTl+WDLy9CNjo4yNTXVyfIktZktiZL6SjNdpppfuRu53jJ0klYPQ6KkvjE9Pc0RRxxRd59r7Lam3jJ0l112WYerktROdjdLWvXKo2tnZmZ22l7uMnWN3dZVLkO3ceNGoPj5ln/GjmiWep8tiZJWvbGxMW6++WbWrFkDMDfi9pRTTrGrtI5GXfKNVLYqlo93RLPU+wyJkla94eFhzj77bEZGRjpdSk9oNIq5kXKroqTVxe5mSdJO6o1itkte6j+GRElSXUNDQwwNDXW6jJ42NTXF6OgoIyMjThWknmN3syRVcZoctUsrE5BL3caQKElV/MOudqnsuodiBLhd9+oVhkRJfW96enqnQS3T09OAf9jVPuVue0fTq5cYEiX1rcr5E+v98d64cSOzs7P+YZfUlwyJkvpW9fx+lSrnUmzFan2esdy6qub5M1OvMyRK6lvLMb/fanuesd5qNa6mMr9GPzMfWVCvMSRKUhuttoEKrqbSukY/s1ZbpaVOMyS2UUSMAqPr16/vdCmSOmy+gQq91CXtaiqtW+hnVh4o1c33XQJDYltl5gQwsWHDhpM6XYuk7rXauqTVnHoDpbZu3cpRRx1lYFRXMiRK0gpbbV3Sak5lN3RlC3Pl5/5DQd3EkChJHeLcef2lshu68pGD6elp/6GgruTazZK0AirX8HVqFJUD4+TkpOtjq2vZkihJy2x6epojjjiiZns3TYtS3bIlSYZESVom9ebLA+YGKnTTtCj1BtM4H6LU3wyJkrRMGs2Xd/jhh3eyrLoqB9MMDQ05H6IkQ6IkNWMxc9v14hyDQ0NDTE5OdroMSV3AkChJ86g3tx307lQljSbylqRqhkRJmkdll3GjqUp6adBHo4m8JamaIVGS5lHZZTwyMlJ3TsNeGvThRN6SmmVIlKQWVT+f2K5BH9VdwbB86zpXTuTd7a2fkjrDkChJTWr0fGLZUgd9zNcVvBzPQNaboqdbW0AlrTxDoiQ1qZnnE5eiukVyuZdrazRFj7pDo0FG7W5VlhoxJEpSk5p5PnGxKrt8yy2S7b5GtV6coqefNGpZ9p5ppRgSJamD7PJVIw4yUqcZEiWpg+zyVVn1gKiyykFG0koyJEpSB9nlq4UGREmdYkiUJKmDlntAlLRYu3S6AEmS+lm5NXlycnKua1nqBoZESZIk1TAkSlKXKw9oGB0dZWpqqqn3TE1NMTo6ysjISMvvlSTwmURJ6lqNBjQ0M9BlvtVbJKkZhkRJ6lJLGdDgHHuSlsruZknqUu0Y0DA0NORgCEmLYkuiJPUY1/Rd/SqXaZQ6xZAoST2m3vOGW7du5aijjqpZrUO9pdEyjT4qoE4wJEpSj6l83rAyTLhaR+9rtEzjKaec0smy1KcMiZK0BJ3sFhwaGuId73jHXNdzeXDLZZdd1rGatDQu06hu4sAVSVqEym7BcmteedtKqhzcsnHjxq6oSdLqYEuiJC1Co27BTrKrUlI7LSokRsQjgIcDe9Tbn5lfX0pR3SAiXgX8FbCutOk/gLMy8391rChJXaMbuwW7sSZJvaulkBgRxwLvAX53gUN3XXRF3eMG4G+Bayi65V8CXBwRT8zM73a0MklSXyov0Vhv2iOnRlK7NR0SI+JJwFbgV8D7gb8GtgE/AjYCjwE+D1zV/jJXXmZeUrXpzRHxCuDJgCFRUs9x7r3eVW+JxuppjxotxWjrsharlZbEU4E7gcMz8xcR8dfA1zLzzIgI4Azgb4A3L6aQiDgBOAoYAh4PDAAfz8wXzvOeRwBnAscBDwVuBC4GzsjMWxdTR4Pr7Ao8F3gw8M12nVeSVkKjuffUOyqfN62c6qjyc5diVLu1EhKfDHw+M39RsW0XgMxM4PSI+BOKsHjCImp5C0U4vI2iq3feLu2IOJQisO0PXAL8EBgGXgscFxFPzcybF1FH5TUeB1wB7Fmq608z83tLOackrbRuHGSj1lQ+b1rZrVxvTe/yMozOm6mlaiUkDgLXV3x9N7B31TGXAy9YZC2vpwiH11K0KH5tgeMvoAiIr8nM95U3RsTflc71NuDlFdvPYuFWzqMzc7Li6x9RtGwOUgTfiyJiJDO/38T3I0ldwQEtq0vl/RwZGTEMatm0EhJ/Cexb9fWhVcfsDjxoMYVk5lwoLHqvGyu1Ih4LbAc+ULX7rcDJwIsi4g2ZeXtp+3nAxxYoozIEk5l3U4RWgO9ExOEUAfRlC5xHkiSpp7USEn/MzqHwW8CfRMRhmfnjiDgQeA7FaODldnTp9dLMvL9yR2bORsTlFCHyScBXSttvAm5a4nV3ocG0P5IkSatJKyuufAk4KiIeUvr6fIpWw6si4t8pngl8GEWL3XJ7dOn1xw32l4PqYYu9QEScGxEbI2JdRDwuIs4BRoCPL/ackiRJvaKVlsQPAV8H7gHIzMsj4rnAOPD7FF2//19mfqTdRdYxWHqdabC/vH3tEq5xIEX39IGl830X+JPM/HK9gyPiZIpubg444AAmJyeXcOn57dixY+51Oa/TD2677TZ/hn2i1+915f/3ldt6+XtaDr1+n1vV6L+Lys9X48+j3+5zpzQdEjPz18C3q7Z9Dvhcu4vqBpm5qcXjtwBbADZs2JAjIyPLUFVh7dq1c6/LeZ1+MDk56c+wT/T6va78/75yWy9/T8uh1+9zqxr9d1H5+Wr8efTbfe6UVrqbu0m5pXCwwf7y9h3LX4okSdLqs6i1m7vAj0qvjZ45fFTptdEzi5LUk1w1RdJKaVtILI1uPptibu3lniKmPF3OsRGxS+UI54gYAJ4K3EExAluSep6rpkhaae1sSRwENgHJMs8jmJk/iYhLKaa5eRXwvordZ1BM8v2hijkSJamnuWqKpJXWzpB4I3DiYt8cEccDx5e+PLD0+uSIuLD0+U2Z+caKt7ySYlm+90bE04CrgSMo5lD8MYtcQ3opImIUGF2/fv1KX1rSKueqKZJWWttCYmn080VLOMUQ8JKqbYeUPgCuA+ZCYqk1cQNwJnAc8AyKoHo+cEZm3rqEWhYlMyeAiQ0bNpy00teWJElqp64ZuJKZm4HNLb7n5yyh9VKSJEn19eoUOJIkSVpGTbckRsQ/N3noSoxuliRJ0jJqpbt50wL7EwhWYHSzJEmSllcrIfGRDbavBQ4HxihGG79piTVJkiSpw1pZu/m6BruuA/5vRHwZ+C7wb8A/taG2nuMUOJIkabVo28CV0kjjCeC17Tpnr8nMicw8eXCw0ZLSkiRJvaHdo5v/iwfWTZYkSVKPaltIjIhdgWOAmYWOlSRJUndrZQqcI+c5x0EUk1oPAf+49LIkSZLUSa2Mbp6kmN6mkQC+DpyylIIkSZLUea2ExDOpHxLvB24FpjJzqi1VSZIkqaNamQJn8zLWIUmSFml6erqp46amphgfH2d2dhaAgYEBxsbGGB4eXsbq1KtaaUnUApwnUZK0kgYGBgCYmZnZaVs5BFYbHx9n69atNdsnJiaWp0D1NENiG2XmBDCxYcOGkzpdiyRp9RsbGwPYqWXw9NNP55RT6g8PKB9Xns93ZmamYaCUDImSJPWo4eHhRbUCDg0NAbBt27Y2V6TVpN2TaUuSJGkVMCRKkiSphiFRkiRJNQyJkiRJqmFIlCRJUo22jW6OiBcD9wL/KzNnFjpekiRJ3audLYkXAh8FrouIcyJi/zaeuydExGhEbKmc1FSSJKkXtTMkfgT4GPBT4BRgexvP3RMycyIzTy5PUipJktSr2tbdnJmbyp9HxCCwsV3nliRJ0spaloErmTmTmbWLQ0qSpK4yPT3NyMgIo6OjTE1NdbocdRGX5ZMkqQ8NDAwAxfrNlcvzLWaZP61OTYfEiHgC8GTg4+XRyxGxN3AB8GzgDuDtmXn+chQqSZJaNzU1xfj4OLOzs0xPT89tHxsbA5jbPjMzw+zsbIeqVDdqpSXxb4GNmXlBxbZzgBcBtwEPBf4uIq7OzEvbWKMkSVqE6elpjjjiiJrtAwMDDA8Pz7UajoyM7NSaKEFrIXED8LXyFxGxO/ASYAoYAR4CXAW8BjAkSpLUIZVdyZWOOuooBgYGOP300ztRlnpMKyFxf+CGiq83AAPAhzLzTuAXEXEJcFwb65MkSS2q7EoG5oLh4Ycf3smy1GNaCYlZdfwflrZVtk//CnhYG+qSJEmLVNmVLC1WK1PgXA88qeLrZwM3ZOZPK7b9NnBrOwqTJElS57QSEj8FPCUiPh0RH6MY6fzpqmMeA/ykXcX1GpflkyRJq0UrIfE9wBXAnwEvAP4vcGZ5Z0Q8Ejicnbuf+4rL8kmSepkTa6tS088kZuZtwFMj4vdLm36QmfdXHkIRIK9sY32SJGmZObG26mllMu2DgR2Z+f16+zNze0TcDOzbruIkSdLyc2Jt1dNKd/PPgNctcMxrSsdJkqQeUR4NPTk5ydDQUKfLUZdoJSTGslUhSZKkrtJKSGzGgcDtbT6nJEmSVti8zyRGxIurNg3V2QawK3Aw8ELge22qTZIkSR2y0MCVCylGLVN6fXbpo1q5K/oO4Iy2VCZJkqSOWSgknlh6DeCfgYuBS+ocdx9wM3BFZu5oV3GSJEnqjHlDYmZeVP48Il4CXJyZH1n2qiRJktRRrUymffRyFiJJkqTu0e7RzZIkSVoFWgqJEXFURGyNiF9GxD0RcV+dj3uXq1hJkrQyyus4u5Zz/2plWb5nUgxc2RW4HvgRYCCsEBGjwOj69es7XYokSYvSaB1ncC3nftN0SAQ2A/cAz8zMS5ennN6WmRPAxIYNG07qdC2SJC1G5TrOwNxazpdddhkjIyMMDAwwNjbG8PBwJ8vUCmglJP4+8AkDoiRJq1d5Heey0dFRtm7dWtOyaKvi6tdKSLwNuGW5CpEkSd2nsmWx3KpYbmXU6tbKwJWvAE9erkIkSVL3KbcsTk5OMjQ01OlytIJaCYl/CxwaEW+JiFjwaEmSJPWsVrqb3wr8B8XazC+NiGlgR53jMjNftvTSJEmS1CmthMRNFZ+vK33Uk4AhUZIkqYe1EhIfuWxVSJIkqau0snbzdctZiCRJkrqHazdLkiSpRivL8h3c7LGZef3iypEkSVI3aOWZxO0Ug1IWki2eV5IkSV2mlTD3EeqHxLXAEPA7wCTgs4uSJEk9rpWBK5sa7YuIXYAx4OXAS5ZeliRJkjqpLQNXMvP+zDyDokv63HacU5IkSZ3T7tHN3wSObfM5JUmStMLaHRIfAuzd5nP2jIgYjYgtMzMznS5FkiRpSdoWEiPij4DnAd9v1zl7TWZOZObJg4ODnS5FkiRpSVqZJ/Gr85zjIKA8j+KZSy1KkiRJndXKFDgjDbYncCvwZeBdmdkoTEqSJKlHtDIFjkv4SZIk9QmDnyRJkmosevm8iBigWG1lJjN/3baKJEmS1HEttSRGxG4R8aaIuBbYQTF59q0RcW1pu2s2S5IkrQKtjG5eA3wJOIpisMrPgRuB3wLWAW8DjouIYzPz7vaXKkmSpJXSSkvi31CMcP5fwGMyc11mPjkz1wGPBiaAjaXjJEmS1MNaCYkvoJgo+/jMvKZyR2b+BPgz4D+A/9G+8iRJktQJrYTE9cAXM/P+ejtL278IHNqOwiRJktQ5rYTEu4EHL3DM3sA9iy9HkiRJ3aCVkPhd4ISIeFi9nRGxH3AC8H/bUZgkSZI6p5WQ+H7gYcBURLwsIg6JiAdFxCMj4kTg26X971+OQiVJkrRyWlmW71MRMQS8CdhS55AA3pGZn2pTbZIkSeqQlia/zszTIuLzwMuAJwCDwAxwFfDPmXlF+0uUJEnSSmt5hZTM/BbwrWWoRZIkSV3CZfQkSdKSTE1NMT4+zuzsbM2+gYEBxsbGGB4e7kBlWop5Q2JpKb5vALPAcZlZd3qb0nFfpJgCZ2Oj4yRJ0uozPj7O1q1b5z1mYmJihapRuyzUkvhC4InA6HzBLzPvjoh3Al+gWHHlwrZVKEmSulq5BXFwcJChoaG57dPT08zMzNRtYVT3Wygk/hnw08z8wkInyswvRcQ1wHMxJEqS1HeGhoaYnJyc+3pkZIRt27Z1riAtyULzJD4BmGzhfF8HhhZbjCRJkrrDQi2J+wH/1cL5/gt46OLLkSRJvaBysMr09HSny9EyWCgk/oaF12uu9GDgzsWX09siYhQYXb9+fadLkSRpWdUbrDIwMNCharQcFgqJPwc2tHC+DcD1iy+nt2XmBDCxYcOGkzpdiyRJy6l6sMrAwACnn356h6tSOy0UEieBV0bEhsy8cr4DI+KJwFOA97WpNkmS1OWqB6to9Vho4Mr7gQT+NSIe0+igiPhd4F+B+4AL2leeJEmSOmHelsTM/FFEnAlsBq6KiE8DXwVuKB3ycOBpwHOAPYDTM/NHy1euJEmSVsKCy/Jl5pkRcS/wVuAFwF9UHRLAPcCbM/Oc9pcoSZKkldbU2s2ZeXZEfBx4KfBU4LdKu26kWLbvw5l53fKUKEmSpJXWVEgEKIXAty5jLZIkSeoSCw1ckSRJUh9quiVRkiQJcIWVPmFIlCRJTSmvqDIzM1OzTauPIVGSJDVlbGwMeGC1FVdZWd0MiZIkqSnDw8NMTEx0ugytEAeuSJIkqYYhUZIkSTUMiZIkSaphSJQkSVINQ6IkSZJqGBIlSZJUw5AoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkSaphSJQkSVINQ6IkSZJqGBIlSZJUw5AoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkaVlNT08zMjLC6OgoU1NTnS5HTdqt0wV0u4g4FTgb+EBmvrrT9UiS1CsGBgYAmJmZYdu2bXPbJyYmOlWSWmBInEdEPAk4Gfhup2uRJKnXjI2NATA7O8v09DQzMzPMzs52uCo1y+7mBiJiEPg48FLg1g6XI0lSzxkeHmZiYoLJyUmGhoY6XY5a1BUhMSJOiIj3RcRlEfHriMiI+NgC73lERPxzRPwiIu6KiO0RcV5E7NumsrYAn87Mr7XpfJIkST2jW7qb3wI8HrgNuAH43fkOjohDgW8C+wOXAD8EhoHXAsdFxFMz8+bFFhMRJwHrgRcu9hySJEm9rCtaEoHXA4cB+wCvaOL4CygC4msy8/jMfFNmHgO8B3g08LbKgyPirFLr5HwfI6VjH00xUOUFmXlP275DSZKkHtIVLYmVXboRMe+xpVbEY4HtwAeqdr+VYqDJiyLiDZl5e2n7ecC83dfA9aXXJwP7Af9RUcuuwJER8XJg78y8a4FzSZIk9bSuCIktOrr0emlm3l+5IzNnI+JyihD5JOArpe03ATc1ef6LgSurtn0YuIaihfHuxZUtSZLUO3oxJD669PrjBvuvoQiJh1EKia3IzB3AjsptEXE7cEtmfr/V80mSJPWiXgyJg6XXmQb7y9vXLn8pD4iIkym6ujnggAOYnJxctmvt2LFj7nU5r9MPbrvtNn+GfcJ73R+8z92rnX+7vM8roxdD4orLzJEmjtlCMW0OGzZsyJGRBd+yaGvXrp17Xc7r9IPJyUl/hn3Ce90fvM/dq51/u7zPK6NbRje3otxSONhgf3n7juUvRZIkaXXqxZD4o9LrYQ32P6r02uiZRUmSJC2gF0NiebqcYyNip/ojYgB4KnAH8K2VLkySJGm16LmQmJk/AS4F1gGvqtp9BrA38NGKORIlSZLUoq4YuBIRxwPHl748sPT65Ii4sPT5TZn5xoq3vJJiWb73RsTTgKuBIyjmUPwx8OZlLrmuiBgFRtevX9+Jy0uSJLVNV4REYAh4SdW2Q0ofANcBcyExM38SERuAM4HjgGcANwLnA2dk5q3LXXA9mTkBTGzYsOGkTlxfkiSpXboiJGbmZmBzi+/5OXDictQjSZLU73rumURJkiQtP0OiJEmSahgSJUmSVKMrnklUa4aGhnZ6lSRJajdDYhut1BQ455133rKeX5Ikye7mNsrMicw8eXCw0bLSkiRJvcGQKEmSpBqGREmSJNUwJEqSJKmGIVGSJEk1DImSJEmqYUiUJElSDUNiG0XEaERsmZmZ6XQpkiRJS2JIbCPnSZQkSauFK65IkqSOmZqaYnx8nNnZ2XmPGxgYYGxsDIDTTjuNNWvW7LR9eHh42WvtN4ZESZLUMePj42zdurWl91xxxRU12yYmJtpVkkoMiZIkqWPKLYiDg4MMDQ3VPWZ6epqZmZmdWhvLj3ZVb1f7GBIlSVLHDQ0NMTk5WXffyMgI27ZtqzkeqNmu9nHgiiRJkmoYEiVJklTDkChJkqQahsQ2cjJtSZK0WhgS28jJtCVJ0mphSJQkSVINQ6IkSZJqGBIlSZJUw5AoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkSaphSJQkSStmenqakZERRkdHmZqa6nQ5msdunS5gNYmIUWB0/fr1nS5FkqSuMjAwAMDMzAzbtm3rcDVqhiGxjTJzApjYsGHDSZ2uRZKkbjI2NgbA7Ows09PTzMzMMDs72+GqNB+7myVJ0rIbHh5mYmKCyclJhoaGOl2OmmBIlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNQyJkiRJqmFIlCRJUg1DoiRJkmoYEtsoIkYjYsvMzEynS5EkSVoSQ2IbZeZEZp48ODjY6VIkSZKWxJAoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkSaphSJQkSVINQ6IkSZJqGBIlSZJUY7dOFyBJkrRUU1NTjI+PMzs7C8DAwABjY2MMDw93uLLeZUiUJEk9b3x8nK1bt9Zsn5iY6EA1q4PdzZIkqeeVWxAHBwcpL49b3qbFMSRKkqRVY2hoiKGhoU6XsSoYEiVJklTDkChJkqQahkRJkiTVMCS2UUSMRsSWmZmZTpciSZK0JIbENsrMicw8uTyqSpIkqVcZEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNQyJkiRJqmFIlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNQyJkiRJqmFIlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNQyJkiRJqmFIbKOIGI2ILTMzM50uRZIkaUkMiW2UmROZefLg4GCnS5EkSVoSQ6IkSZJqGBIlSZJUw5AoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkSaphSJQkSVKN3TpdgCRJkmBqaorx8XFmZ2fntg0NDXHeeed1pB5DoiRJUhcYHx9n69atnS5jjiFRkiSpC5RbEAcHBxkaGgKYe+0EQ6IkSVIXGRoaYnJystNlOHBFkiRJtQyJkiRJqmFIlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNQyJkiRJqmFIlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSphiFRkiRJNSIzO13DqhMRvwKu63Qdasp+wE2dLkIrwnvdH7zP/cH73F6/k5kPq95oSFRfi4grM3NDp+vQ8vNe9wfvc3/wPq8Mu5slSZJUw5AoSZKkGoZE9bstnS5AK8Z73R+8z/3B+7wCfCZRkiRJNWxJlCRJUg1DorQEEfGqiPhuRPy69HFFRDyz03WpvSLiyIj4fET8Z0RkRGzqdE1aPO9n//B39NIYEqWluQH4W+APgA3AV4GLI+K/dbQqtduDge8DrwV+0+FatHTez/7h7+gl8JlEqc0i4hbg1Mz8UKdrUftFxG3AqzPzwk7XoqXzfvYff0c3z5ZE9ZSIOCEi3hcRl5W6DjIiPrbAex4REf8cEb+IiLsiYntEnBcR+7a5tl0j4vkUrRTfbOe5+00332ctP+9//1jJe+3v6Nbt1ukCpBa9BXg8cBtFN8LvzndwRBxK8ctgf+AS4IfAMEU303ER8dTMvHkpBUXE44ArgD1Ldf1pZn5vKedU991nrSjvf/9Y9nvt7+jFsyVRveb1wGHAPsArmjj+AopfJq/JzOMz802ZeQzwHuDRwNsqD46Is0r/kp3vY6TqGj8ChoAjgA8CF0XE7y/he1R33metnGW9/+oqK3Gv/R29SD6TqJ5V+iP+NeDjmfnCOvsPBa4FtgOHZub9FfsGgBuBAPbPzNtL2/ejWDh+Ptdn5h3z1PVvwHWZ+bJWvh/V12332WfYVtZy3P+q93s/u8Ry3+uKY/0d3SS7m7WaHV16vbTylwlAZs5GxOXAscCTgK+Utt8E3LTE6+4C7LHEc6h5nbrP6g4t33/1rHbda39HN8nuZq1mjy69/rjB/mtKr4ct9gIRcW5EbIyIdRHxuIg4BxgBPr7Yc6plK3GfHxwRQxExRPF78+DS1wcv9pxqm5bvv/ezZy3mXvs7egkMiVrNBkuvMw32l7evXcI1DgQ+RvHMy1eAw4E/ycwvLuGcas1K3OcNwFWljwcBZ5Q+P3MJ51R7LOb+ez9702Lutb+jl8DuZmkJMnNTp2vQ8svMSYpnnbQKeD/7h7+jl8aWRK1m5X9VDjbYX96+Y/lL0TLyPvc373//8F6vMEOiVrMflV4bPYv2qNJro+db1Bu8z/3N+98/vNcrzJCo1exrpddjI2Kn/9ZL0yU8FbgD+NZKF6a28j73N+9///BerzBDolatzPwJcCmwDnhV1e4zgL2Bj843n5a6n/e5v3n/+4f3euU5mbZ6SkQcDxxf+vJA4OnAT4HLSttuysw3VhxfvYTT1RSz7h9N0SXxFJfr6j7e5/7m/e8f3uvuZkhUT4mIzcBb5znkusxcV/WegyimtjgOeCjFrPyfA87IzFuXp1Ithfe5v3n/+4f3ursZEiVJklTDZxIlSZJUw5AoSZKkGoZESZIk1TAkSpIkqYYhUZIkSTUMiZIkSaphSJQkSVINQ6IkSZJqGBIlSZJUw5AoqSdFRDbxMdLpOntJRDw8IsYj4oqIuCki7omImYi4KiIuWOrPMyI+Xrovr2zi2EtLx/7pUq4pafFclk9ST4qI8i+vM+Y57MLM3L4C5fS8iDgZOB/YE/gh8A3gl8DewKOBjaXP35WZpyzyGiPA14CrMvMP5jluHfBT4P8BB2fmvYu5nqSl2a3TBUjSUmTm5k7X0Osi4sXAh4Bbgedn5iV1jtkH+Cvg4MVeJzMnI+LHwBMi4g8y8/80OPRlQAAfNiBKnWN3s6S+EBGby13QEXFCRExFxB0RcUtEfCIiHt7gfQ+JiHMi4uqI+E2p+/UrEXFsnWM3la6xKSKOi4jJ0vFZccxgRJwXETdExJ0R8cOI+JuIOKT03gsrjv2fpW1HNajtOaX971/Cz2UQOK/05fPqBUSAzPx1Zr4TeH2dc+wWEa+MiG9FxK9LP9erIuLVEVH9d+YfSq8nNahnV+BEIIF/XMS3JKlNDImS+s0rgY8B24EPAN8Hngf8W0TsUXlgRPwO8B3gTcCvgL8HPgk8BvhSRNQNOsAJwFZgtuI9RMSewFeB11J05Z4PTAJvBt5d5zwfLL2e3OA6f1V6/fsG+5txArAv8M3M/N8LHVzdshcRu1N8rx8A1gL/Amyh+PvyPuCiqlNcBNwN/EVE7FXnEn8CPBz4t8z8WUvfiaS2srtZUk+LiM0Ndt2ZmefW2X4ccHhmfq/iHP8C/AXwbOBTFcdeBPwO8BeZ+YmK49dShLv3RsTnM/O/qq7xDOAZmfmlqu2nAH8AfAJ4QZYeCo+ItwE1Xa+Z+fWI+A/gORHxmsy8uaKGQ4A/ogh332/wM2jGU0uvX13k+98MPB14P/C6zLyvVN+uFGHxpRHx6XILZWb+KiIuBv689HFh1fnKwXvLIuuR1Ca2JErqdW9t8PGmBse/tzIglpS7QIfLGyLi8cBRwGcqAyJAZu4oXWNP4Dl1rnFJnYAI8BLgfuDUckAsne/nPNDlW+2DwB7ApqrtJ1E8t/ehBu9r1oGl1/+s3hERa0vd9Dt9VOzfBfhrigEmry8HRIDS52+g6Db+H1WnLgfAv6y63m9RBOxfAnW7vSWtHFsSJfW0zIwW33JlnW0/L73uW7HtyaXXwQatlQ8rvT6mzr6p6g2lgR+HAj9vMOL6G/WKBT4CnEvR5fzu0rl2pwiNt7Jzy2e7raUIw9U2l14PAx4CXAO8JaLurfgNtT+jrwI/AZ4aEY/JzKtL20+k+Lt0YWbes6TKJS2ZIVFSv9lRZ1v5ObtdK7Y9tPT6x6WPRh5cZ9v/q7Ntn9Jrddc0823PzNmI+Bjw8og4OjO/Bvx3ihbA8zLzznlqa0a51t+uc+3tFK2VAETEDRTPC5aVf0aPon6YLNvpZ5SZGRH/CJxD0Zr4higS5ssoWh7/ofYUklaa3c2SVN9M6fW1mRnzfJxY5731JqD9den1gAbXa7QdHhjA8ldVr+14bu/y0uvTFvHe8s/ocwv8jB5Z570fBu4BXhwRa4BjgEOAr2XmtYuoRVKbGRIlqb5vlV43tuNkmflrigmiH16aLLraH87z3u9ShLk/jYgjKAasfL2im3YpPk3RuvqUiGg1KP6w9N4nlbrAm1Ya7PN5YD/geB54PtEBK1KXMCRKUh2ZeSVwGfBnEfHSesdExOMiYv8WTvsRit+750TFA3wRcRDwugXe+0FgDfAZii7gutPelOaBzIiYbKagzJypuPanIuJZDc67F7BTECxNh/M+4LcoRno/qM77fisiHtvg8uVu5TcAfwrcBHyumbolLT+fSZTU0+aZAgfg4sycXsLpX0AxyOKfIuI1wLcpWs4eAfw34PcpBrj8ssnzvYOi1ez5wKMj4lJgkGIqmK+X9t3f4L3/CryH4pnAm4DPNjiu/I//plcqycyLSnNEvheYiIirKVouf0nxPOEjgGNLn3+96u3jwOOBlwOjEfFVipHS+1M8q/hUimlyflDn0pdSzFdZHlX+/sy8u9m6JS0vQ6KkXjffgIntwPRiT5yZN0TEEymmeXkOxVQuu1IM9vgBRSta9XQ6853vNxFxNHAmxSTWrwd+BpxN0Wp5PA88u1j93rsj4uMUrX4XZuZdDS7zuNLrJxrsb1Tbloj4AvAKiu7s5wADwB0UP8ePA/8zM7dVve+eiDgeeCHFiOtnUYTJX5W+t7HSe+tdszyA5azSJgesSF0kKqbqkiR1SGn1li3AyzOz7tyHpS7kI4FHZ+Y1DY75LHA4cKitcpKWwmcSJWkFRUTNVDMRcTBFi9u9wESD9w1TTO795XkCYlAMtHm3AVHSUtndLEkr6zOlkcDfoXi+cR1FF+1eFCux/KLy4Ih4BcVziCdSPK/YsHu9tIrLwxrtl6RW2N0sSSsoIl4JvIhiUMcgcBtwFcWgjZrBKBGxnWLgyE+BzZn5LytXraR+ZkiUJElSDZ9JlCRJUg1DoiRJkmoYEiVJklTDkChJkqQahkRJkiTVMCRKkiSpxv8P/fDvf4v5TgwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "all_files = [\"ima_000281.hst\", \"ima_000678.hst\", \"ima_000766.hst\",\"ima_000767.hst\",\"ima_001360.hst\",\"ima_001455.hst\",\n",
+    "\"ima_002062.hst\",\"ima_002158.hst\",\"ima_002770.hst\",\"ima_002866.hst\",\"ima_003478.hst\",\"ima_003575.hst\",\n",
+    "\"ima_004187.hst\",\"ima_004283.hst\",\"ima_004895.hst\",\"ima_004991.hst\",\"ima_005601.hst\",\"ima_005697.hst\",\n",
+    "\"ima_006306.hst\",\"ima_006402.hst\",\"ima_007009.hst\",\"ima_007104.hst\",\"ima_007708.hst\",\n",
+    "\"ima_007803.hst\",\"ima_008404.hst\",\"ima_008498.hst\"]\n",
+    "\n",
+    "li = []\n",
+    "\n",
+    "for filename in all_files:\n",
+    "    df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                       delim_whitespace=True)\n",
+    "    n=60000\n",
+    "    plt.figure(figsize=(10,8))\n",
+    "    plt.step(df[\"p_in_bin\"], df[\"Total_per_bin\"]/n, \"k\", linewidth=2.5, label=\"Total\")\n",
+    "    plt.loglog()\n",
+    "    plt.xlabel(\"Energy, GeV\")\n",
+    "    plt.ylabel(\"Counts, u.a\")\n",
+    "    plt.title(filename, fontsize=20)\n",
+    "    plt.grid()\n",
+    "    plt.legend(fontsize=18)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f41da80c",
+   "metadata": {},
+   "source": [
+    "## San antonio de los cobres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "ac325fe9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:16: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  plt.figure(figsize=(10,8))\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2780122319.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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u7/7uvH2vil5NEt9KkRzeRlGjePU05S+mSBDPysyLKjsj4sPltd4HnF7vxLLMbwC/kZmzn7ZcXW39+vW8613vmvL/1GaSDE5X+zefCeBMjIyMsG7d5B4UtcljvaTRhFFSrbPPPrvrRu8+/vjjvPCFL2TNmjUtv/aXvvQldtppJ975znfusP+Vr3wly5Yt4/LLL+eJJ55gp52mnkwmIrYniI8//jhbtmzhscce49hjjwXg3/7t30wSZyoztyeF080mXtYiHgdsBD5ac/hcYDlwckSck5nbas69AHg9cExm/mjukauTpmoWnmtTcLclf3NVmzxW/+xMGCU1smHDho71rZ7Kzjvv3Jbr/vjHP+ZZz3oWixYtmnTsV37lV9iwYQObNm1i3333nfZan//85/nLv/xLbrjhBh599NEdjt1/f2d6u/VkktikY8rtlZn5RPWBzNwSEddRJJFHAFdVjkXEhcDrKBLEm+YrWM3dXJuFu6UpuJtUJ40mjJIa6capXR5//PGujKvaF7/4RV73utcxMjLChRdeyLOf/Wx23313Hn/8cY4//nieeOKJ6S/SBoOQJB5Sbm9pcPxWiiTxYMokMSI+CpwMnAjcHxH7lWW3ZubW9oWq6dQmgJVEBKibuDRSLxF85JFHuPDCCwcuAWyWCaOkRtrRpDtXW7ZsYWhoqC3XPvDAA/nKV77C5s2bWbhw4Q7HfvjDH7LXXnuxzz77AFO3fF566aXsvvvuXH311eyxxx7b9990U2frqAYhSVxQbicaHK/sX1i178xye9WORVkFrKx3kYhYTtF0zeLFixkfH28yTM3Eu971Lr797R3HD11xxRUNyx922GE7fN5jjz144xvfyPOfP3ms09atW9m2bZvPrknnnHMOADfeeCOXXnopDz74IN/73ve2H69OGA877DD22GMPTj75ZA499NCOxFtt69atPu8B4zOfuwULFszrXK5zVenjN1cPPfTQ9m3lescffzxf/vKXOe+881i1atX2sldeeSU33HADr3vd69i2rejJVkkS77nnnknxZCYRwcTEBI8//vj2feeeey5QjKKuPafevkZxz/Z3fhCSxKZl5tQdHeufsxZYCzA8PJyjo6OtDmsg1dYc/vCHPwSKP1ITE/Xz/krNVbPNwuPj4/jcZm90dJQzzjgDaFzDWEke99577+1lO8lnPnh85nN34403tq1mrh1aVZO4++67b99Wrnf66afzuc99jgsuuICf/OQnvPSlL+W2227j4osvZvHixXzoQx/aXvZFL3oRQ0ND/N3f/R2LFi1i4cKF7Lvvvhx77LG8/vWv5/LLL+fVr341b3zjG3n00Ue57LLLePDBBwHYZZddJn2Hevsaxf2CF7xgVt95EJLESiaxoMHxyv7N7Q9FM9Eowaj2kpe8hBUrVkxqeh7E/oLdqFGT9IYNG5iYmODaa69ldHTUZmhJPW2XXXbhq1/9Kueffz6f+9zn+OIXv8jChQv5nd/5Hc4//3ye/exnby/71Kc+lc9+9rO85z3v4eyzz+bhhx/m6KOP3p4kbtmyhQsuuIC3ve1tLFq0iLGxMT74wQ92bCJtgMjMjt28FSJilGIKnLqTaUfEHwN/A6zNzD+pc/yrFH0SX56Ztc3LzcYyBowtXbr0tFtvvXUulxo4M0kMqyd1bkcyaA1D+42NjU3qHvCqV72q7jQ888FnPnh85nN34403dkV3kZlqZ5/EXjCT5xUR383M4dr9g1CTWJku57iI2Kl6hHNEDFEstfcgcP1cb5SZ64B1w8PDp831WoNgpomhNYT9ozLIqF6tIriqiyR1k75PEjPz9oi4kqK28M3ARVWHVwF7Ah+vnSNR7WFiONiqm6ErtYoTExOu6iJJXagnk8SIOJFiehqAyvQ0R0bEJeX7TZn5tqpTzqRYlu8jEfEy4EbgcIo5FG8B3t2iuCrNza24XN8wMVQ91bWK0HgpwE41RUvSoOvJJBFYBrypZt+B5QvgDmB7kljWJg4D5wHHAycA91CsybwqM1sylbnNzU8yMdR0plrVxQEuktR5PZkkZuZKGsxXOMU5dwGntiMeFUwMNRczaYq2VlGS5k9PJondatCbm1evXl13YmsTQzWr3gCXXpq8V5L6gUliCw1ac3PtRNcbNmwAiomuly1bZmKoWauuVRwdHeWaa65hw4YNNj1L0jwySVRTZjrRtc2CapXK/GY2PUvdo7KMnLrbXOfCNklUU6ZqUoYnJ7qWWmWquRWtVZTm36677sovfvEL9thjj06Homn84he/YLfddpv1+SaJLdSvfRJrR52CTcqaPw5okbrLPvvsw913380+++zD0NAQT3nKU6xV7CKZyWOPPcaWLVvYtGkTixcvnvW1TBJbqF/7JNarPbRJWZ1graLUeQsWLGC33Xbj5z//Offeey+PPfZYp0Oa0kMPPcTuu+/e6TDm1VOe8hR23313DjjggDl9d5NE1TWT2kNpvlmrKHWH3XffnWc/+9mdDmNGxsfHecELXtDpMHqSSaLqsvZQ3c5aRUlqL5PEFur1PonWHqqXWKsoSe1lkthCvd4n0dpD9Son35ak1jNJHHDWHqofTDX5NmDzsyTNgknigLP2UP2m0eTbYPOzJDXDJHEAWXuoflbd9Aw4qEWSZskkcQBZe6h+Vt30DA5qkaTZMklsoW4d3VxdcwhYe6iBMtVUOY888ghr1qyxVlGS6jBJbKFuHd3caL1law81CKabKmf16tX+O5CkOkwSB0ClBrFScwhYe6iB5FQ5kjRzJol9qt7glGXLljE+Pt7RuKROmmqqHAe0SNKOTBL7VL0m5srUIJIaT5Vj07MkFUwS+1RtE7PNy9KOVqxYwb333suuu+5q07Mk1bFTpwNQ66xfv56xsTFGR0cnNTGvW7eOF73oRZ0NUOoiIyMjvP/972d8fHx7X91K0/PY2Bjr16/vbICS1GHWJLZQp6fAsYlZmh2bniVpMpPEFur0FDg2MUuzM9Vcig5okTSoTBL7kKOYpeZMN5ciWKsoafCYJPa4elPdSJo951KUpIJJYo+zH6LUWs6lKEkFk8QeZz9EqX0c0CJpkJkk9gn7IUqtZ9OzpEHmPImS1ECl6dm5FCUNImsSe5CDVaT5Z9OzpEFjktiDHKwizT+bniUNGpPEFpqvFVccrCLNv6lGPQOOfJbUd0wSW2i+V1xxsIrUGY2ansHmZ0n9wyRRkppU3fQM2PwsqS85ulmSmlQ96tmRz5L6lTWJkjRHjnyW1I9MEiVpjhz5LKkf2dwsSXPkpNuS+pE1iZLUQjY9S+oXJomS1EI2PUvqFzY31xERL42If4mI/xcRGRGndDomSb3BpmdJ/cKaxPqeBvwA+FT5kqSm2fQsqZeZJNaRmV8GvgwQEZd0NhpJvcqmZ0m9rCebmyPipIi4KCKujYgHyibhT09zzv4R8YmI+ElEPBwRGyNiTUQsmq+4JQ0Wm54l9bJerUl8D3AYsBW4G3j+VIUj4iDgW8C+wOXATcAI8Bbg+Ig4KjPvbWvEkgaaTc+Sek2vJolvpUgObwOOBq6epvzFFAniWZl5UWVnRHy4vNb7gNPbE6ok2fQsqff0ZHNzZl6dmbdmZk5XtqxFPA7YCHy05vC5wDbg5IjYs+WBSlLJpmdJvaZXaxKbcUy5vTIzn6g+kJlbIuI6iiTyCOCq+Q5O0uCx6VlSLxiEJPGQcntLg+O3UiSJB1MmiRHxNGBpeXwn4ICIWAbcl5l31rtIRCwHlgMsXryY8fHxVsRe1+bNm7dv23mfQbN161Z/ngOmU8/8hBNO4N577+XBBx/ktttuY9u2bdx1113+/s0D/50PHp/57A1Ckrig3E40OF7Zv7Bq3zA79nNcVb4+CZxS7yKZuRZYCzA8PJyjo6OzCnYmFi5cuH3bzvsMmvHxcX+eA6ZTz3x0dJQzzjhj+/trrrmGjRs3snLlSoaGhlixYgUjIyPzHtcg8N/54PGZz94gJIlNy8xxIDodh6T+Z9OzpG41CElipaZwQYPjlf2b53qjiBgDxpYuXTptWUkCRz1L6l49Obq5STeX24MbHH9euW3UZ3HGMnNdZi5fsKBRPipJO3LUs6RuNQg1iZW+hcdFxE7VI5wjYgg4CngQuL4TwUlShU3PkrpJ3yeJmXl7RFxJMYL5zcBFVYdXAXsCH8/MbXO9l83NkubCpmdJ3aQnk8SIOBE4sfy4X7k9MiIuKd9vysy3VZ1yJsWyfB+JiJcBNwKHU8yheAvw7lbElZnrgHXDw8OnteJ6kgZLpekZnhz1LEmd0pNJIrAMeFPNvgPLF8AdwPYksaxNHAbOA44HTgDuAS4EVmXm/e0OWJJmo9I/EXB6HEnzqieTxMxcCaxs8py7gFPbEU+Fzc2SWqVR/0Swj6Kk+dGTSWK3srlZUqtU908E7KMoad4NwhQ4ktRzqqfGcXocSZ1gTaIk9QCnx5E030wSW8g+iZLaxelxJM03m5tbyBVXJLVLvZVZJKmdTBIlqUfZP1FSO9ncLEk9xv6JkuaDSaIk9Rj7J0qaDzY3t1BEjEXE2omJiU6HIqmP1eufaNOzpFazJrGFnExb0nyz6VlSu5gkSlIPs+lZUrvY3CxJPcypcSS1i0miJPUZ+ydKagWbm1vIFVckdZL9EyW1kkliCzlwRVIn2T9RUivZ3CxJfcKpcSS1kjWJktSHbHqWNFcmiZLUh2x6ljRXNjdLUh9yahxJc2WSKEkDwv6Jkpphc3MLOQWOpG5k/0RJs2GS2EJOgSOpG9k/UdJs2NwsSX3O/omSZsOaREkaQJX+iVA0R69YsYKRkZHOBiWpq5gkStIAadQ/EeyjKGlHJomSNECq+ycC9lGU1JB9EiVpgFT3T3T5PklTsSZRkgaY0+NIasQkUZIGmNPjSGrE5mZJGmBOjyOpEZPEFoqIsYhYOzEx0elQJGnW7J8oCWxubilXXJHUy+yfKKmaSaIkCbB/oqQd2dwsSQLsnyhpRyaJkqSG7J8oDS6bmyVJk9g/UZJJoiRpEvsnSrK5WZI0if0TJZkkSpJmxP6J0mCxubmBiDgTeDvwTOA/gbMz89rORiVJ88/+idJgMkmsIyJeB1wInAl8s9z+a0T8cmbe2dHgJGme2T9RGkw2N9f358Almfk3mXljZv4ZcA9wRofjkqR5Z/9EaTD1ZJIYESdFxEURcW1EPBARGRGfnuac/SPiExHxk4h4OCI2RsSaiFhUU25X4IXAlTWXuBJ4cWu/iST1JvsnSv2vV5ub3wMcBmwF7gaeP1XhiDgI+BawL3A5cBMwArwFOD4ijsrMe8vi+wA7Az+tucxPgZe36gtIUi+yf6I0OHo1SXwrRXJ4G3A0cPU05S+mSBDPysyLKjsj4sPltd4HnN6eUCWpf9g/URocPdncnJlXZ+atmZnTlS1rEY8DNgIfrTl8LrANODki9iz3bQIeBxbXlF0M/Ndc4pakXmf/RGlw9GSS2KRjyu2VmflE9YHM3AJcB+wBHFHuewT4LvCbNdf5TYoma0lSFfsnSv2pV5ubm3FIub2lwfFbKWoaDwauKvd9GLg0ItZTJJGnA88C/rqNcUpST7F/otTfBiFJXFBuJxocr+xfWNmRmZ+LiL0pBsg8E/gBcEJm3tHoJhGxHFgOsHjxYsbHx+cW9RQ2b968fdvO+wyarVu3+vMcMD7zuTnhhBO49957efDBB7ntttvYtm0bd911V1f/TH3mg8dnPnuDkCTOSmZeTDHgZabl1wJrAYaHh3N0dLRNkcHChQu3b9t5n0EzPj7uz3PA+MznZnR0lDPOOGP7+2uuuabr/y75zAePz3z2BqFPYqWmcEGD45X9m+d6o4gYi4i1ExONKi0lqb/ZP1HqH4NQk3hzuT24wfHnldtGfRZnLDPXAeuGh4dPm+u1JKmX2D9R6j+DkCRW5lA8LiJ2qh7hHBFDwFHAg8D1nQhOkvqB8ydK/afvm5sz83aKJfWWAG+uObwK2BO4NDO3zfVeNjdLGlTOnyj1n56sSYyIE4ETy4/7ldsjI+KS8v2mzHxb1SlnUsxx+JGIeBlwI3A4xRyKtwDvbkVcNjdL0pMq/ROhaI5esWIFIyMjnQ1K0oz1ZJIILAPeVLPvwPIFcAewPUnMzNsjYhg4DzgeOAG4B7gQWJWZ97c7YEkaFI36J4J9FKVe0pNJYmauBFY2ec5dwKntiKciIsaAsaVLl7bzNpLU1ar7JwL2UZR6VN/3SZxPmbkuM5cvWNBoth1J6n/V/ROr+yg6PY7UW3qyJlGS1DucHkfqTSaJkqS2cnocqTfZ3NxCToEjSZM5PY7Um0wSW8g+iZI0M/ZPlLqfzc2SpHlj/0Spd5gkSpLmjf0Tpd5hc7Mkad7YP1HqHSaJLeTAFUlqnv0Tpe5kc3MLuXazJM2c/ROl7maSKEnqCPsnSt3N5mZJUkfYP1HqbrOqSYyI/YFfAnardzwzvzGXoCRJg6nSP3FoaIgVK1YwMjLS6ZCkgdVUkhgRxwEXAM+fpujOs46oh0XEGDC2dOnSTociST3F/olS95lxkhgRRwBXAD8H/gr4M+Aa4GbgJcChwL8AN7Q+zN7gwBVJmh37J0rdp5maxHcCDwEvysyfRMSfAVdn5nkREcAq4M+Bd7chTlWp9N2xD4+kflHpnwgwOjq6Q22ipM5oJkk8EviXzPxJ1b6dADIzgfdGxG9RJIsntS5E1VqzZk2nQ5AkSX2umdHNC4A7qz4/AuxZU+Y64KVzDUqSJCfZljqrmZrEnwGLaj4fVFNmF+Cpcw1KkjS4HMQidYdmksRb2DEpvB74rYg4ODNviYj9gNcCt7YyQEnSYHEQi9Qdmmlu/gpwdEQ8vfx8IUWt4Q0R8e/ATcAzgDUtjVCSNFCcZFvqDs0kiR+n6G/4KEBmXgf8DvBj4FeBe4AzMvNTrQ6yV0TEWESsnZiY6HQoktRX7J8ozb8ZNzdn5gPAv9Xs+xLwpVYH1aucJ1GSWsv+iVLnzGpZPkmS5oP9E6XOaaa5WZKkeWX/RKlzWpYkRsR+EfGJiPi7Vl1TkqRa9k+U5kcrm5sXAKcACfxRC68rSZL9E6V51sok8R7g1BZeT5Kk7eyfKM2vliWJ5ejnT7bqepIkVav0TwQYHR3doTZRUus5ulmS1LMq/ROhaI5esWIFIyMjnQ1K6hMmiZKkntOofyLYR1FqlRkniRHxiRkWzcwcyIErETEGjC1durTToUhSX6vunwjYR1Fqg2ZqEk+Z5ngCwQCPbnbFFUmaH9X9E8E+ilI7NDNP4nMbvF4ALAfuBj4HHNjiGCVJmhHnUJRap5m1m+9ocOgO4HsR8VXg+8DXACfUliTNG+dQlFqvlVPg3BUR64C3YJIoSZpHzqEotV6r127+KfC8Fl9TkqQpucaz1HqtXLt5Z+BYYKJV15QkabbsnyjNTTNT4Lx0ims8m2JJvmXA3849LEmSZsf+iVJrNNMncZxieptGAvgG8Pa5BNQtyqT4bcALgWcBp2bmJR0NSpI0LfsnSq3RTJJ4HvWTxCeA+4H1mdlP9flPA34AfKp8SZJ6gGs8S63RzBQ4K9sYR9fJzC8DXwaIiEs6G40kSdL8avXo5lmLiJMi4qKIuDYiHoiIjIhPT3PO/hHxiYj4SUQ8HBEbI2JNRCyar7glSd2vMojlXe96l4NYpBlq2TyJLfAe4DBgK8XqLc+fqnBEHAR8C9gXuBy4CRihmKfx+Ig4KjPvbWvEkqSuVm8Qy+rVqx3EIs1ANyWJb6VIDm8Djgaunqb8xRQJ4lmZeVFlZ0R8uLzW+4DTq/afD7x7mmsek5njTUcuSepKDmKRZq9rksTM3J4URsSUZctaxOOAjcBHaw6fS7GW9MkRcU5mbiv3rwGmbL4G7px5xJKkbucgFmn2uiZJbNIx5fbKzHyi+kBmbomI6yiSyCOAq8r9m4BN8xqlJKnrVPonDg0NsWLFCkZGRjodktSVejVJPKTc3tLg+K0USeLBlElisyLiacDS8uNOwAERsQy4LzOtcZSkHuMk21JzejVJXFBuGy0BWNm/cA73GGbHfpGrytcngVNqC0fEcopmbhYvXsz4+Pgcbq1O2Lp1q89twPjMB8sJJ5zAT3/6Ux555BFuu+02tm3bxl133eXvQJ/z3/ns9WqS2HblAJapO0fuWH4tsBZgeHg4R0dH2xOY2mZ8fByf22DxmQ+W0dFRDj30UEZHR7f3T1y4cKG/A33Of+ez17J5EiPijRHx+xGxYPrSc1apKWx0r8r+ze0P5UkRMRYRaycmGlVwSpK6SaV/4tjYmPMnSjVaWZN4CcWyfVsi4mPABZn5sxZev9rN5fbgBsefV24b9Vlsi8xcB6wbHh4+bT7vK0lqjv0Tpem1Mkn8FEXz7K8Bb6eY1HqPFl6/WqWv4HERsVP1COeIGAKOAh4Erm/T/SVJPcz5E6Xptay5OTNPycw3ZeavA3sDv9uqa9e51+3AlcAS4M01h1cBewKXVs2ROC9sbpak3lCZP3F8fJxly5YBNj1LtdoycCUzJ4ArmjknIk4ETiw/7lduj4yIS8r3mzLzbVWnnEmxLN9HIuJlwI3A4RRzKN7C9KurtJzNzZLUe2x6lurrptHNy4A31ew7sHwB3AFsTxIz8/aIGAbOA44HTgDuAS4EVmXm/e0OWJLU+2x6luqbcXNzRLwgIs6sHr0cEXtGxCcjYnNE/CQi3jLbQDJzZWbGFK8ldc65KzNPzcxnZuaumfmczDzbBFGSNFP1mp4lNdcn8X8C7y6bkis+AJxcXmdv4MMRcVwL4+sp9kmUJEn9opkkcYcVSCJiF4rm4fXAvsBzKdZGPquVAfaSzFyXmcsXLJiPqSIlSe1SGcTiQBYNsmb6JO4L3F31eRgYAj6emQ8BP4mIyyn6B0qS1HMaDWIBB7Jo8DSTJGZN+d8o91X/K/o58IwWxCVJ0ryrHsQCOJBFA62ZJPFO4Iiqz68G7s7MH1XtexYwsINGImIMGFu6dGmnQ5EkzUJlEEtFZY1naRA10yfx88CLI+ILEfFp4EjgCzVlDgVub1VwvcY+iZLUn5xoW4OomZrECyj6G/52+XkDxRyFAETEc4EXUYx4liSp5znRtgbZjJPEzNwKHBURv1ru+mH1mskU/RN/G/hOC+OTJKljnGhbg2zGSWJEHABszswf1DuemRsj4l5gUauC6zX2SZSk/lLdR9H+iRo0zfRJ/DFw9jRlzirLDST7JEqSpH7RTJIYbYtCkiRJXaWZJHEm9gO2tfiakiR1DUc6a1BM2ScxIt5Ys2tZnX0AOwMHAG8A/qNFsUmS1DUc6axBM93AlUsoRi1Tbl9dvmpVmqIfBFa1JDJJkrqII501aKZLEk8ttwF8ArgMuLxOuceBe4FvZ+bmVgXXaxzdLEn9q95I50rT89DQECtWrGBkZKTDUUqtM2WSmJmfrLyPiDcBl2Xmp9oeVY/KzHXAuuHh4dM6HYskqX1setYgaGYy7WPaGYgkSb3CpmcNglaPbpYkqe9Vmp7Hx8dZtmxZp8OR2qKpJDEijo6IKyLiZxHxaEQ8Xuf1WLuClSSpWzk1jvpNM8vyvZJi4MrOwJ3AzYAJoSRpoNk/Uf1qxkkisBJ4FHhlZl7ZnnAkSeot9k9Uv2qmuflXgc+ZIDYWEWMRsXZiYqLToUiS5on9E9WvmkkStwL3tSuQfpCZ6zJz+YIFCzodiiRJ0pw0kyReBRzZrkAkSeoXDmJRP2imT+L/BNZHxHuA92VmTneCJEmDxEEs6ifNJInnAv9JsTbzH0bEBmBznXKZmX8099AkSeotDmJRP2kmSTyl6v2S8lVPAiaJkqSBU299Z6lXNZMkPrdtUUiS1Kcq/ROHhoZYsWIFIyMjnQ5JmpFm1m6+o52BSJLUT+yfqF7XTE2iJEmaIfsnqtc1syzfATMtm5l3zi4cSZL6g/0T1euaqUncSDEoZTrZ5HX7RkSMAWNLly7tdCiSJElz0kwy9ynqJ4kLgWXAc4BxYGD7LmbmOmDd8PDwaZ2ORZIkaS6aGbhySqNjEbETsAI4HXjT3MOSJKn/ONJZvaQlzcKZ+QSwKiKOBz4I/EErritJUj9wpLN6Uav7Dn4LeGOLrylJUk9zpLN60U4tvt7TgT1bfE1JknpaZaTz+Pg4y5YtA55seh4dHWVsbIz169d3NkipRstqEiPi5cDrgB+06pqSJPWbRk3PYPOzuksz8yR+fYprPBuozKN43lyDkiSpX1U3PQM2P6trNVOTONpgfwL3A18F/ldmNkome0pEvBP4beAQ4GHgeuCdmWlNqSRp1qon2QYn2lb3amYKnFb3X+x2o8DFwL8DQVFD+rWI+OXMvK+TgUmSJLXboCV+M5aZr8jMv8/MH2TmfwAnA88AjupwaJKkPlQZyOIgFnWLWQ9ciYghitVWJjLzgbkGEhEnAUdTrN5yGDAEfCYz3zDFOftT1PAdD+wN3ANcBqzKzPvnGlONIYqkutXXlSQNMOdQVLdqKkmMiKcAbwP+GHhu1f4fA39L0SfxsVnG8h6K5HArcDfw/GliOYhiXsZ9gcuBm4AR4C3A8RFxVGbeO8tY6rkQ2AB8u4XXlCQNOOdQVLeacXNzROwKXAm8D1gC3AWsL7dLyv1fK8vNxluBg4G9gDNmUP5iigTxrMw8MTPfkZnHAhdQDDZ5X03850dETvMarXejiPgw8BvAazPz8Vl+P0mSJqk3h6LUDZrpk/jnFIM5/jdwaGYuycwjM3MJRVK2DnhJWa5pmXl1Zt6amTld2bIW8ThgI/DRmsPnAtuAkyOiemLvNcCh07wmdQKJiAuA3wOOzcwfNfetJElqnv0T1Q2aaW7+fYqJsk8s12reLjNvj4jfpmiO/QOK9Zvb6Zhye2WdWLZExHUUSeQRwFXl/k3ApmZuEhEXUkwQfkxm3jTnqCVJmoL9E9VNmkkSlwIX1SZlFZn5RET8K/BnLYlsaoeU21saHL+VIkk8mDJJbFZEfJRiRPOJwP0RsV95aGtmbp3NNSVJmor9E9VNmkkSHwGeNk2ZPYFHZx/OjC0otxMNjlf2L5zDPc4st7VJ5ipgZW3hiFgOLAdYvHgx4+Pjc7i1OmHr1q0+twHjMx88vfDMzznnHADOPvtsvve977F58+auj7mb9cIz71bNJInfB06KiJWZ+fPagxGxD3AS8L1WBddJmRlNll8LrAUYHh7O0dHRdoSlNhofH8fnNlh85oOnl575woULAdi4cSMrV65kaGiIFStWMDIy0tnAekwvPfNu00yS+FfAZ4H1EXE+cDXFvIT7UQxoeQ/FZNNntTjGeio1hQsaHK/s39z+UCRJaj37J6rTmlmW7/MRsQx4B2WNWY0A/iIzP9+i2KZyc7k9uMHx55XbRn0W2yIixoCxpUuXzudtJUl9yP6J6rSmluXLzHcBLwY+AdwA/KjcfgI4KjPf0fII67u63B4XETt8h3IlmKOAB4Hr5ykeADJzXWYuX7CgUQWnJEkz4/yJ6rSml+XLzOuZ5+SrTgy3R8SVFCOY3wxcVHV4FcUAmo9n5rZOxCdJktTrZr12c6tFxIkU081A0c8R4MiIuKR8vykz31Z1ypkUy/J9JCJeBtwIHE4xh+ItwLvbHPIkNjdLkqR+MWVzc0TsGhHrI+KqiNhlmnJXRcT1U5WbxjLgTeXrFeW+A6v2nVRdODNvB4aBSyiSw3OAgyjWWD6ixes2z4jNzZIkqV9M1yfxDcALgb/MzIbzH2bmI8CHgBGKFVealpkrMzOmeC2pc85dmXlqZj4zM3fNzOdk5tmZef9sYpAkqZu5XJ/m03TNzb8N/CgzvzzdhTLzKxFxK/A7FLV7A8fmZklSOzgdjjphuiTxBcC0CWKVbwAnzD6c3paZ64B1w8PDp3U6FklS/3A6HHXCdM3N+wA/beJ6PwX2nn04kiSpVr3pcGx6VrtNV5P4C6Zfr7na04CHZh+OJEmaik3Pmi/TJYl3UYwgnqlh4M7Zh9Pb7JMoSWo3m541X6Zrbh6nmKtw2kQxIl5IsRrL1dOV7VdOgSNJajdXYtF8mS5J/CsggX+KiEMbFYqI5wP/BDwOXNy68CRJktQJUzY3Z+bNEXEesBK4ISK+AHwduLss8kvAy4DXArsB783Mm9sXriRJkubDtMvyZeZ5EfEYcC7w+8Dv1RQJ4FHg3Zn5gdaH2DvskyhJ6oTKSOehoSFWrFjByMhIp0NSH5jR2s2Z+f6I+Azwh8BRwDPLQ/cA3wT+PjPvaE+IvcN5EiVJ88mRzmqnGSWJAGUSeG4bY5EkSU1wpLPaabqBK5IkqUs50lntZJIoSZKkSUwSJUmSNIlJYgtFxFhErJ2YmOh0KJKkAVUZ6ey6zpqrGQ9c0fQc3SxJ6pRGI53B0c6aHZNESZL6QPVIZ8DRzpozk0RJkvpAZaRzxejo6KQaRakZ9kmUJEnSJCaJkiRJmsQkUZIkSZOYJLaQU+BIkqR+YZLYQpm5LjOXL1iwoNOhSJIEPDlvonMmqlkmiZIk9aHaeROvuOIKDj/8cBNGzZhT4EiS1Ieq502sngqn+r2TbGsqJomSJPWh6nkT169fz+rVq9myZYuTbGvGbG6WJKnPVRLG8fFxli1bBthXUdOzJlGSpAHSaI1nm55VyyRRkqQBUt1X0aZnTcXmZkmSBki9pmepHpNESZIkTWKS2EKuuCJJkvqFSWILueKKJEnqFyaJkiQNOKfDUT2ObpYkaUA5HY6mYpIoSdKAcjocTcXmZkmSBpTT4WgqJomSJGk7+yeqwuZmSZJk/0RNYpIoSZLsn6hJbG5uICLeHBHfj4gHyte3I+KVnY5LkqR2sH+iapkkNnY38D+BXweGga8Dl0XEf+toVJIkSfPA5uYGMvPyml3vjogzgCOB73cgJEmSpHnTNTWJEXFSRFwUEdeWzbsZEZ+e5pz9I+ITEfGTiHg4IjZGxJqIWNTi2HaOiNcDTwO+1cprS5IkdaNuqkl8D3AYsJWiqff5UxWOiIMoErZ9gcuBm4AR4C3A8RFxVGbeO5eAIuLXgG8Du5dxvSYz/2Mu15QkSeoFXVOTCLwVOBjYCzhjBuUvpkgQz8rMEzPzHZl5LHABcAjwvurCEXF+WTs51Wu05h43A8uAw4GPAZ+MiF+dw3eUJEnqCV1Tk5iZV1feR8SUZctaxOOAjcBHaw6fCywHTo6IczJzW7l/DTBl8zVwZ01MjwC3lR+/GxEvokhm/2ia60iSJPW0rkkSm3RMub0yM5+oPpCZWyLiOook8gjgqnL/JmDTHO+7E7DbHK8hSVJPqKy+MjQ0xIoVKxgZGel0SJpHvZokHlJub2lw/FaKJPFgyiSxWRHxQeB/A3cBQ8DvA6NA3bkSI2I5RQ0mixcvZnx8fDa3VQdt3brV5zZgfOaDx2c+M4888giw4+orV1xxBYcddhh77LEHJ598MoceemgnQ5wxn/ns9WqSuKDcTjQ4Xtm/cA732I+ieXq/8nrfB34rM79ar3BmrgXWAgwPD+fo6Ogcbq1OGB8fx+c2WHzmg8dnPjNr1qxh9erVbNmyZYcl+r73ve8BsPfee3PGGTMZPtB5PvPZ69Ukse0y85ROxyBJUidUVl8BWL9+/faE0eX6Bks3jW5uRqWmcEGD45X9m9sfypMiYiwi1k5MNKrglCSpt7hc3+Dq1STx5nJ7cIPjzyu3jfostkVmrsvM5QsWNMpdJUnqfZUBLaOjo4yNjbF+/fpOh6Q26NXm5sp0OcdFxE7VI5wjYgg4CngQuL4TwUmS1I+GhoaAHQe0VFSap9U/ejJJzMzbI+JKihHMbwYuqjq8CtgT+HjVHInzIiLGgLGlS5fO520lSZoXK1asANjeJ9E+iv2ta5LEiDgROLH8uF+5PTIiLinfb8rMt1WdcibFsnwfiYiXATdSrIxyDEUz87vbHPIkmbkOWDc8PHzafN9bkqR2qx7QAjA6OjqpRlH9o2uSRIrl795Us+/A8gVwB7A9SSxrE4eB84DjgROAe4ALgVWZeX+7A5YkSepXXZMkZuZKYGWT59wFnNqOeGbD5mZJktQvenV0c1dydLMkSeoXJomSJEmaxCRRkiTNSWXeROdM7C9d0yexH9gnUZI0SBrNm+icif3BJLGFnAJHkjRIqudNdM7E/mNzsyRJmhXXde5vJomSJEmaxCRRkiRJk5gktlBEjEXE2omJiU6HIkmSNCcmiS3kZNqSJKlfmCRKkiRpEpNESZIkTWKSKEmSpEmcTLuFXHFFkjToKkv0VRsaGmLFihWMjIx0JijNikliC7niiiRpUDVaoq+ay/X1FpNESZI0Z9VL9FVzub7eZZIoSZLmrLJEX63R0dGGNYvqbg5ckSRJ0iQmiZIkSZrEJFGSJLVdZdTz2NgY69ev73Q4mgH7JLaQU+BIkrSjRqOeHenc/UwSW8gpcCRJ2lH1qGdHOvcWm5slSVLbVEY9j4+Ps2zZMsCm515hTaIkSZoXNj33FpNESZI0L2x67i02N0uSpHlRr+lZ3cskUZIkSZOYJEqSJGkSk0RJkiRNYpIoSZKkSUwSWygixiJi7cTERKdDkSRJmhOTxBbKzHWZuXzBggWdDkWSJGlOTBIlSZI0iUmiJEmSJnHFFUmS1DGVdZyrDQ0NsWLFCkZGRjoTlACTREmS1AGN1nGu5prOnWWSKEmS5l31Os7VXNO5e5gkSpKkeVdZx7nW6Ohow5rF9evXs3r16u0JpM3S7WWSKEmSesLq1au54oorJu23Wbo9HN08jYh4Z0RkRPxVp2ORJGmQVWoQFyxYQGVOYpul28ckcQoRcQSwHPh+p2ORJEmFZcuWsWzZsk6H0fdMEhuIiAXAZ4A/BO7vcDiSJEnzqiuSxIg4KSIuiohrI+KBsnn309Ocs39EfCIifhIRD0fExohYExGLWhTWWuALmXl1i64nSZLUM7pl4Mp7gMOArcDdwPOnKhwRBwHfAvYFLgduAkaAtwDHR8RRmXnvbIOJiNOApcAbZnsNSZKkXtYVNYnAW4GDgb2AM2ZQ/mKKBPGszDwxM9+RmccCFwCHAO+rLhwR55e1k1O9RsuyhwDvB34/Mx9t2TeUJEnqIV1Rk1jdpBsRU5YtaxGPAzYCH605fC7FQJOTI+KczNxW7l8DTNl8DdxZbo8E9gH+syqWnYGXRsTpwJ6Z+fA015IkSeppXZEkNumYcntlZj5RfSAzt0TEdRRJ5BHAVeX+TcCmGV7/MuA7Nfv+HriVoobxkdmFLUmS1Dt6MUk8pNze0uD4rRRJ4sGUSWIzMnMzsLl6X0RsA+7LzB80ez1JktS8DRs2MDo6Cjy5sormVy8miQvK7USD45X9C9sfypMiYjlFUzeLFy9mfHx8Pm+vFti6davPbcD4zAePz7z7PfJI0WA3MTGxw/J89957Lw8++CAAmzdv3r5/8+bNUz5Tn/ns9WKSOO8yc3QGZdZSTJvD8PBwVv7vR71jfHwcn9tg8ZkPHp9591uzZs0O6zNv2LCBiYkJdt11V3bddVcAFi5cuL38woULp3ymPvPZ68UksVJTuKDB8cr+ze0PZUcRMQaMLV26dL5vLUlSXxgZGdlhLebR0dEdahQ1f7plCpxm3FxuD25w/HnltlGfxbbJzHWZubyynqQkSVKv6sUksTJdznERsUP8ETEEHAU8CFw/34FJkiT1i55LEjPzduBKYAnw5prDq4A9gUur5kicNxExFhFrJyYajamRJEnqDV3RJzEiTgROLD/uV26PjIhLyvebMvNtVaecSbEs30ci4mXAjcDhFHMo3gK8u80h15WZ64B1w8PDp3Xi/pIkSa3SFUkisAx4U82+A8sXwB3A9iQxM2+PiGHgPOB44ATgHuBCYFVm3t/ugCVJkvpZVySJmbkSWNnkOXcBp7YjntlydLMkSeoXPdcnsZs5ulmSpPbYsGEDGzZsqHts/fr1jI2NMTo6yujoKGNjY6xfv35+A+xDXVGTKEmSVM/Q0BBQrMBSva8y2TbA6tWrueKKKyadWz3foppnkihJkrpWZc3mSlI4NDTEe9/7Xt7+9rdvL1M5VmnJm5iY2CGJ1OyYJLaQfRIlSWqt2hVYprJs2TIAV2hpEfsktpB9EiVJUr8wSZQkSdIkJomSJEmaxD6JkiSpZzWaFmfDhg2Mjo7yyCOPsGbNGkZGRuY3sD5gTWILuXazJEnzo3pqnMp/d4eGhnbYf8011/Dtb3+b1atXdyzOXmZNYgu5drMkSfOj0dQ4mbl9/4YNG5wOZw5MEiVJUs+Zamqcyv7R0VGnw5kDm5slSZI0iUmiJEmSJjFJbCEHrkiSpH5hkthCrrgiSZL6hUmiJEmSJjFJlCRJ0iQmiZIkqa9VVl8ZGxtj/fr1k46vX7+esbExRkdHpyw3aJwnUZIk9aXa1VcqaudXXL16NVdcccWk8xvNwzgoTBIlSVJfWrFiBffeey+77rrrlKuvVPZVBp66SkvB5mZJktSXRkZGeP/738/4+DjLli2btvyyZctmVG5QmCS2kPMkSpKkfmGS2ELOkyhJkvqFSaIkSZImMUmUJEnSJCaJkiRJmsQkUZIkSZOYJEqSJGkSk0RJkiRNYpIoSZKkSUwSJUmSNIlJYgu54ookSeoXJokt5IorkiSpX5gkSpIkaZKndDoASZKk+bJhwwZGR0cBGBoaYsWKFVOWq5QZGRmpW279+vWsXr2aLVu27HDNRuWnUnstgGXLlrFmzZqmr9UKJomSJKnvDQ0NATAxMcE111zTdLl169bVLb969WquuOKKSfsblZ9Ko2t1ikmiJEnqe5Uaw0ot3YYNG5iYmNih1q62XKMy1SrHKuMRpis/leprLVu2DGD7thNMEiVJUt8bGRnZoXZvdHS0bo1idblGZeqpJHMzLT/dtcbHx+d8nbly4IokSZImMUlsICJWRkTWvP6r03FJkiTNB5ubp3YzMFr1+fEOxSFJkjSvTBKn9lhmWnsoSZIGTtc0N0fESRFxUURcGxEPlM27n57mnP0j4hMR8ZOIeDgiNkbEmohY1KKwDiyv/eOI+GxEHNii60qSJHW1bqpJfA9wGLAVuBt4/lSFI+Ig4FvAvsDlwE3ACPAW4PiIOCoz751DPP8GnFJed98yvm9FxK/M8bqSJEldr2tqEoG3AgcDewFnzKD8xRTJ21mZeWJmviMzjwUuAA4B3lddOCLOrzMQpfY1Wimfmf+amZ/PzO9n5teAV1H8vN7Uii8rSZLUzbqmJjEzr668j4gpy5a1iMcBG4GP1hw+F1gOnBwR52TmtnL/GmDK5mvgzini2xoR/wk8b5prSJIk9byuSRKbdEy5vTIzn6g+kJlbIuI6iiTyCOCqcv8mYNNsbxgRu1M0gV89XVlJkqRe103Nzc04pNze0uD4reX24NneICL+V0QcHRHPjYjDgS8AewKfnO01JUmSekWv1iQuKLcTDY5X9i+cwz32B/4R2Af4OXA9cERm3lGvcEQsp2jmZvHixV2xnI6as3XrVp/bgPGZDx6f+eBp9Mw3b968w7byvrpsdZlGvzczuc5MzeR+86lXk8S2y8zXN1l+LbAWYHh4OEdHR9sRltpofHwcn9tg8ZkPHp/54Gn0zBcuXLjDtvK+umx1mUa/NzO5zkzN5H7zqVebmys1hQsaHK/s39z+UJ4UEWMRsXZiolEFpyRJUm/o1STx5nLbqM9hZQRyoz6LbZGZ6zJz+YIFjXJXSZKk3tCrSWJlhPFxEbHDd4iIIeAo4EGKfoSSJElqUk8miZl5O3AlsAR4c83hVRSjkC+tmiNxXtjcLEmS+kXXDFyJiBOBE8uP+5XbIyPikvL9psx8W9UpZ1Isy/eRiHgZcCNwOMUcircA725zyJNk5jpg3fDw8GnzfW9JkqRWiszsdAwARMRKitVSGrkjM5fUnPNs4DzgeGBv4B7gS8CqzLy/PZFOLyJ+DtSdKkddbR/mMOG6epLPfPD4zAePz3x6z8nMZ9Tu7JokUeq0iPhOZg53Og7NH5/54PGZDx6f+ez1ZJ9ESZIktZdJoiRJkiYxSZSetLbTAWje+cwHj8988PjMZ8k+iZIkSZrEmkRJkiRNYpIotUBEvDkivh8RD5Svb0fEKzsdl9onIl4aEf8SEf8vIjIiTul0TGoNn+1g8u/4ZCaJUmvcDfxP4NeBYeDrwGUR8d86GpXa6WnAD4C3AL/ocCxqLZ/tYPLveA37JEptEhH3Ae/MzI93Oha1V0RsBf40My/pdCxqLZ/tYBv0v+PWJKonRcRJEXFRRFxbNgtkRHx6mnP2j4hPRMRPIuLhiNgYEWsiYlGLY9s5Il5PURvxrVZee5B18zPX/PJ3YTDN53P373iha9Zulpr0HuAwYCtFE8HzpyocEQdR/EPfF7gcuAkYoWhOOj4ijsrMe+cSUET8GvBtYPcyrtdk5n/M5ZraQdc9c3WMvwuDqe3P3b/jO7ImUb3qrcDBwF7AGTMofzHFH4qzMvPEzHxHZh4LXAAcAryvunBEnF/+X+pUr9Gae9wMLAMOBz4GfDIifnUO31E76sZnrs5o6++CutZ8PHf/jlexT6J6Xvkf7quBz2TmG+ocPwi4DdgIHJSZT1QdGwLuAQLYNzO3lfv3oVgUfip3ZuaDU8T1NeCOzPyjZr6Pptdtz9x+a53Tjt+FmvN9tl2o3c+9quxA/x23uVmD4Jhye2X1HwqAzNwSEdcBxwFHAFeV+zcBm+Z4352A3eZ4Dc1Op565uk/TvwvqC6167gP9d9zmZg2CQ8rtLQ2O31puD57tDSLigxHxkohYEhG/FhEfAEaBz8z2mpqT+XjmT4uIZRGxjOJv6QHl5wNme021RdO/Cz7bvjCb5+7f8RomiRoEC8rtRIPjlf0L53CP/YBPU/RnuQp4EfBbmfmvc7imZm8+nvkwcEP5eiqwqnx/3hyuqdabze+Cz7b3zea5+3e8hs3NUgtk5imdjkHzKzPHKfo0qc/4bAeTf8cnsyZRg6Dyf4wLGhyv7N/c/lA0T3zmqvB3YTD53FvAJFGD4OZy26j/2fPKbaO+K+o9PnNV+LswmHzuLWCSqEFwdbk9LiJ2+J0vp0I4CngQuH6+A1Pb+MxV4e/CYPK5t4BJovpeZt4OXAksAd5cc3gVsCdw6VRzZam3+MxV4e/CYPK5t4aTaasnRcSJwInlx/2AVwA/Aq4t923KzLdVla9dnulGihn1j6Fobnixy3J1N5+5KvxdGEw+9/lnkqieFBErgXOnKHJHZi6pOefZFFNYHA/sTTHj/peAVZl5f3siVav4zFXh78Jg8rnPP5NESZIkTWKfREmSJE1ikihJkqRJTBIlSZI0iUmiJEmSJjFJlCRJ0iQmiZIkSZrEJFGSJEmTmCRKkiRpEpNESZIkTWKSKKknRUTO4DXa6Th7SUT8UkSsjohvR8SmiHg0IiYi4oaIuHiuP8+I+Ez5XM6cQdkry7Kvmcs9Jc2ey/JJ6kkRUfnjtWqKYpdk5sZ5CKfnRcRy4EJgd+Am4JvAz4A9gUOAl5Tv/1dmvn2W9xgFrgZuyMxfn6LcEuBHwH8BB2TmY7O5n6S5eUqnA5CkucjMlZ2OoddFxBuBjwP3A6/PzMvrlNkL+BPggNneJzPHI+IW4AUR8euZ+X8bFP0jIIC/N0GUOsfmZkkDISJWVpqgI+KkiFgfEQ9GxH0R8dmI+KUG5z09Ij4QETdGxC/K5terIuK4OmVPKe9xSkQcHxHjZfmsKrMgItZExN0R8VBE3BQRfx4RB5bnXlJV9h/LfUc3iO215fG/msPPZQGwpvz4unoJIkBmPpCZHwLeWucaT4mIMyPi+oh4oPy53hARfxoRtf+d+Ztye1qDeHYGTgUS+NtZfCVJLWKSKGnQnAl8GtgIfBT4AfA64GsRsVt1wYh4DvBd4B3Az4G/Bj4HHAp8JSLqJjrAScAVwJaqc4iI3YGvA2+haMq9EBgH3g38ZZ3rfKzcLm9wnz8pt3/d4PhMnAQsAr6Vmf9nusK1NXsRsQvFd/0osBD4B2AtxX9fLgI+WXOJTwKPAL8XEXvUucVvAb8EfC0zf9zUN5HUUjY3S+ppEbGywaGHMvODdfYfD7woM/+j6hr/APwe8Grg81VlPwk8B/i9zPxsVfmFFMndRyLiXzLzpzX3OAE4ITO/UrP/7cCvA58Ffj/LTuER8T5gUtNrZn4jIv4TeG1EnJWZ91bFcCDwcork7gcNfgYzcVS5/fosz3838Argr4CzM/PxMr6dKZLFP4yIL1RqKDPz5xFxGfC75euSmutVEu+1s4xHUotYkyip153b4PWOBuU/Up0glipNoCOVHRFxGHA08M/VCSJAZm4u77E78No697i8ToII8CbgCeCdlQSxvN5dPNnkW+tjwG7AKTX7T6Pot/fxBufN1H7l9v/VHoiIhWUz/Q6vquM7AX9GMcDkrZUEEaB8fw5Fs/Ef1Fy6kgD+cc39nkmRYP8MqNvsLWn+WJMoqadlZjR5ynfq7Lur3C6q2ndkuV3QoLbyGeX20DrH1tfuKAd+HATc1WDE9TfrBQt8CvggRZPzX5bX2oUiabyfHWs+W20hRTJca2W5PRh4OnAr8J6Iuo/iF0z+GX0duB04KiIOzcwby/2nUvx36ZLMfHROkUuaM5NESYNmc519lX52O1ft27vc/mb5auRpdfb9V519e5Xb2qZpptqfmVsi4tPA6RFxTGZeDfx3ihrANZn50BSxzUQl1mfVufdGitpKACLibor+ghWVn9HzqJ9MVuzwM8rMjIi/BT5AUZt4ThQZ5h9R1Dz+zeRLSJpvNjdLUn0T5fYtmRlTvE6tc269CWgfKLeLG9yv0X54cgDLn9RsW9Fv77py+7JZnFv5GX1pmp/Rc+uc+/fAo8AbI2JX4FjgQODqzLxtFrFIajGTREmq7/py+5JWXCwzH6CYIPqXysmia/3GFOd+nyKZe01EHE4xYOUbVc20c/EFitrVF0dEs4niTeW5R5RN4DNWDvb5F2Af4ESe7J/ogBWpS5gkSlIdmfkd4FrgtyPiD+uViYhfi4h9m7jspyj+7n4gqjrwRcSzgbOnOfdjwK7AP1M0Aded9qacBzIjYnwmAWXmRNW9Px8Rr2pw3T2AHRLBcjqci4BnUoz0fmqd854ZEb/c4PaVZuVzgNcAm4AvzSRuSe1nn0RJPW2KKXAALsvMDXO4/O9TDLL4u4g4C/g3ipqz/YH/BvwqxQCXn83wen9BUWv2euCQiLgSWEAxFcw3ymNPNDj3n4ALKPoEbgK+2KBc5X/+Z7xSSWZ+spwj8iPAuoi4kaLm8mcU/Qn3B44r33+j5vTVwGHA6cBYRHydYqT0vhR9FY+imCbnh3VufSXFfJWVUeV/lZmPzDRuSe1lkiip1001YGIjsGG2F87MuyPihRTTvLyWYiqXnSkGe/yQohatdjqdqa73i4g4BjiPYhLrtwI/Bt5PUWt5Ik/2Xaw995GI+AxFrd8lmflwg9v8Wrn9bIPjjWJbGxFfBs6gaM5+LTAEPEjxc/wM8I+ZeU3NeY9GxInAGyhGXL+KIpn8efndVpTn1rtnZQDL+eUuB6xIXSSqpuqSJHVIuXrLWuD0zKw792HZhPxS4JDMvLVBmS8CLwIOslZO0lzYJ1GS5lFETJpqJiIOoKhxewxY1+C8EYrJvb86RYIYFANt/tIEUdJc2dwsSfPrn8uRwN+l6N+4hKKJdg+KlVh+Ul04Is6g6Id4KkV/xYbN6+UqLs9odFySmmFzsyTNo4g4EziZYlDHAmArcAPFoI1Jg1EiYiPFwJEfASsz8x/mL1pJg8wkUZIkSZPYJ1GSJEmTmCRKkiRpEpNESZIkTWKSKEmSpElMEiVJkjSJSaIkSZIm+f8BTtAOJVfjNsIAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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r62P16tWklABqtjhOT08vaAknSUvb8ccfP+fo3QcffJAtt9yyPQXKDQwMsGbNmqZf96tf/SpbbLEFJ510Usn2F7/4xQwMDHDxxRfz0EMPscUWsz/dFxGbA+KDDz7IzMwMDzzwAAcffDAAP/rRjwyJ0nwUQk1xd2phW72tdHOFuCuuuKJie3kInS3sjY6O1mztLC5/+Yi3Wq19swXB/fbbr+ZnqVbuguHh4bpaJCWplqmpqSX1e+S3v/0tj33sY9lpp50q9v35n/85U1NT3HLLLeyyyy5zXutLX/oSH/rQh7jmmmu4//77S/bdfvvtTStzIwyJWjQKAav4F1Q9rXQwe6vjbCG01nEDAwObW+Yuu+wynvWsZ1Ucv27dOlauXLn5X90DAwNMTEyUHFOtK72eILgQU1NTPq8oaV7qmdqlUy2J3ewrX/kKr3zlKxkaGuKcc85h9913Z9ttt+XBBx/k0EMP5aGHHupIuQyJ6gmzdeXOZrZWuuIQVy0UFR8HpSG0WpAqD3sjIyObn/+rpTjQ9vX1VewfGhpq2/OBhfvP9rxiIdhu2rSJNWvWGBgllainS3dmZqbq77tetNdee/Gtb32LjRs3snz58pJ9P/vZz9hxxx3ZeeedgdnXUb7gggvYdtttufTSS9luu+02b//FL37RknLXy5DYRBExAoysWLGi00VZdGq1CK5bt25zC1+xQoibrZWuOMTV0z1S/EtttnMKxxUCbHkrYEqpauBdvXr1nGVopfLyFiv+rIWvn/WsZ9Xs9rbFUdJScPjhh/ONb3yDs846i7POOmvz9m9+85tcc801vPa1r938POIOO+wAwG233VZxnS233JKIKGkxTClx+umnt/gTzM6Q2EQppXFgfHBw8JhOl6UX1TuNy8DAQEloKbTUzRbiqv2rdbZQVG7Tpk1zDvwo3KcQ9mZrBezG0cOzlbf4v021wFhNN35GSWqmVatWcf755/OP//iPbNiwgQMPPJBf/epXnHvuuey6666cccYZm499ylOeQl9fH+eeey7bbbcdy5cvZ5dddmG//fbjyCOP5Mtf/jIHH3wwRx11FPfffz8XXXQRd999dwc/nSFRXaSe5wcPOOAAxsfHaz6rVy3E1Wqla6Qrd2JiYvNzgEsx/BTX1eTkJMcff3zVObscIS1pKdl666359re/zemnn84Xv/hFvvKVr7B8+XJe8YpXcPrpp7P77rtvPvYRj3gEX/jCF3jve9/L8ccfz3333cfKlSsZHx/nVa96FTMzM5x99tm8613vYqeddmJkZISzzjqLRz3qUR37fIZEdY3Znh+E3m6lW0yGhoY444wzqj7H6QhpSYvVqlWrWLVqVcX27bffnjPPPJMzzzxzzmscdthhHHbYYSXbCn/7jjnmGI45prIjstD4Mde2VjAkqqOKWwRne35QkiS1lyFRHVWti3mxjHpbygoDhxzEIkm9y5CojirvYu6GUb6av1rT6PgIgCT1HkOi2s4u5sWreMR4tXkobVmUpN5hSFTb2cW8eBUPKKo1D2VhQm4DoyR1N0Oi2s4u5qWhfB7KWvMr2hUtSd3JkKiWK5/T0C7mpaF8mqLyxwycT1GSupshUS1Xa5Jsu5iXluLQ6HyKUm9LKc26FrG6w0LnUzQkquWqTZJtF7Mk9aZly5Zxzz33sN1223W6KJrDPffcwzbbbDPv8w2JaglHMEvS4rTzzjtz0003sfPOO9PX18dWW21lq2IXSSnxwAMPMDMzwy233MKuu+4672sZEtUSjmBWPZx0W+o9/f39bLPNNvzpT3/i1ltv5YEHHmjo/HvvvZdtt922RaXrPa2oj6222optt92WPfbYY0HXNiSqJRzBrNk46bbU27bddlt23333eZ07MTHB05/+9CaXqHd1c30YEtVSdjGrmmqTbjvSWZK6iyFRTVFrmhupGkc6S1L3MySqKZzmRpKkxcWQqKZwmhtJkhYXQ6KaymcQJUlaHLbodAEWk4gYiYi109PTnS6KJEnSghgSmyilNJ5SOra/v7/TRZF6TmHOxOHhYUZGRpicnOx0kSRpSbO7WVJH1Zozcd26daxcudKJtiWpQwyJmrdqS+9JjSqeMxEoCYpOtC1JnWNI1Ly59J6aoXjORKj8x4cTbUtSZxgSNW8uvadWcKJtSeoOhkQtmNPeqNUKg1oAn1GUpDYxJKohPoeodqo1qAV8RlGSWs2QqIb4HKLaqXxQi88oSlL7GBLVEJ9DVDuVD2rxGUVJah9DoubF5xDVSYVnFH0+UZJax5AoqWfUekbR5xMlqfkMiZpV8UAVwMEq6qjiZxR9PlGSWsuQqFlVG6gCDlZRZziHoiS1jyFRsyofqAI4WEWSpCXAkKi6OFBFkqSlZYtOF0CSJEndx5AoqacVpsMZGRlhcnKy08WRpEXD7mZJPcnpcCSptQyJqjA5OcnJJ5/MsmXLnPJGXcvpcCSptQyJqjA2NsYVV1xRss0pb9RtnA5HklrLkKgKrs8sSZIMiarJaW8kSVq6HN0sSZKkCoZESZIkVbC7WUxOTjI2Nrb5WURHNEuSJEOiGBsbY926dRXbHdEsSdLSZUisISJOAl4O7AvcB1wJnJRS+mlHC9YC5aOZATZt2uSIZvWcwuorkP0jZ3R0lKGhoc4WSpJ6lCGxtmHgXODHQACnAd+JiKeklG7rZMGaobiLudC9XDyaeWJigv32269zBZQaUGv1FXAFFkmaL0NiDSmlFxZ/HxGvA6aB5wI9/1enWhez3cvqVcWrrwCuwCJJTdA1ITEijgRWAgPAXwJ9wOdTSq+d5ZzHk7XwHQo8CrgZuAg4NaV0e5OL2Ec2GrzZ1+0IJ8zWYlK8+gq4AoskNUPXhETgvWTh8E7gJuBJsx0cEXsDPwR2AS4GfgEMAe8ADo2I56aUbm1i+c4BpoAr5jiupzhhtiRJqqab5kl8J7APsCPw1jqOP5csIL49pXR4SundKaWDgbPJBpu8v/jgiDg9ItIcr+FqN4qIfwb+CjgipfTgvD+hJElSj+iakJhSujSldF1KKc11bN6KeAiwAfhY2e73AXcBr4uI7Yu2rwGePMdrssq9zgZeDRycUvpNY59KUicVRjuPjIwwOVnxv7ckaRbd1N3ciIPy90tSSg8V70gpzUTE5WQh8tnAd/PttwC3NHKTiDgHeCVwUErpFwsudYdVG9EsLUa1Rjs70lmS6terIXHf/P2XNfZfRxYS9yEPiY2KiI8BrwMOB26PiN3yXXemlO6czzU7zRHNWiqKRzs70lmS5qdXQ2J//j5dY39h+/IF3OO4/L08ZJ4KnFJ+cEQcCxwLsOuuu3blYJAbb7wRgO23354VK1aw3Xbb8eIXv7hqWe+8886u/AydYn2U6oX6OOGEEwA4/vjj+a//+i82btzYsjL3Qn20k/VRyvooZX2U6ub66NWQ2HIppWjw+LXAWoDBwcFUWPWhmyxfvhyAwcHBOX8gJyYm6MbP0CnWR6leqo/Cz/3y5ctbVuZeqo92sD5KWR+lrI9S3VwfXTNwpUGFlsL+GvsL2ze2viiSJEmLT6+GxGvz931q7H9i/l7rmUVJkiTNoldD4qX5+yERUfIZIqKPbOm8u4Er210wSZKkxaAnQ2JK6dfAJcCewNvKdp8KbA9ckFK6q53lioiRiFg7PV1rPI2kTinMmei8iZJUn64ZuBIRh5NNNwNQmG5m/4g4L//6lpTSu4pOOY5sWb4PR8TzgJ8DzyKbQ/GXwHtaXOQKKaVxYHxwcPCYdt9bUnW15kwE502UpNl0TUgEBoDXl23bK38BXA9sDokppV9HxCBwGnAocBhwM9kay6emlG5vdYEldb/iORMB502UpDp1TUhMKZ1ClfkH5zjnRuDoVpRH0uIwNDRU0mI4PDxc0aIoSarUk88kSpIkqbW6piVRzVe8VjPges2SJKluhsQmiogRYGTFihWdLgpQfa1mcL1mCR4e7dzX18fo6ChDQ0OdLpIkdRVDYhN12+jmQgtif38/AwMDQBYQV69e3cFSSZ1Va7SzI50lqZQhcQkYGBjo2sXDpXYrHu3sSGdJqs2BK5KWlMJo54mJic0t7IWuZyfZlqSH2ZIoacmy61mSajMkSlqy7HqWpNrsbpa0ZFXrepYkZQyJTRQRIxGxdnp6utNFkSRJWhBDYhOllMZTSsf29/d3uiiSJEkL4jOJi0zxKiuusCJJkubLkLjIVFtlxRVWJElSowyJi0z5KiuusCJJkubDkLhIucqKND+FibUB13WWtKQZEiWJ2hNrg5NrS1qaDImSROnE2oCTa0ta8pwCp4mcJ1HqXcUTa7uusyTZkthUKaVxYHxwcPCYTpdF0sK4rrOkpc6QKElVuK6z6lU8P22Bg560GBgSe1z5Lycn0Jaao9D9DDA8PFwxmEUqqDY/bYEtz+plhsQeV+uXkxNoS1J7lM9Pa8uzFgtDYo8r/+UEOIG2JHVAYX5aW561WBgSFwknz5YkSc1kSJQkqQ7lz4AXBqdIi5UhUZKkOsw2QKWawhybmzZtYs2aNY50Vs9xMm1JkupQ/Ax4f39/ybZi5XNsXnHFFYyNjbWvoFKT2JLYRBExAoysWLGi00WRJNVQq9t4aGho1n0FhUGCtQanzDbHZj3Xl7qFIbGJXHFFkrpfrW7j8fHxqvvWrVvHypUr656HdrY5Nme7t9Rt7G7uQZOTk4yMjDA8POzk2VIbFZ4xcy3n3jZbt3HxvmLr169nenoaWNg8tPV2WUvdwJbEHlTtX6JOni21Tq11nMEWoF5W3G1c+AdA4R/eAwMDfOADH6i63N7q1as58cQTG7pXtesX7i11K0NiDyqfQNvJs6XWKn7GDHBFjUWk1j8A+vr6SrqNa5mrN2e26/vzo25nSOxhTqAttUd5WCg8Z+YUJ72v/B8AUN+qVcXhr3xb+fVvvfVWli1bVnH9Qmtk4eeo2j0c1KJOMiRKUoOqtQ6NjY3Z9dzFikcVF7f+1dNaWE15uKwVLIeGhjjjjDNqhkCo/hhDMX+u1CmGRElq0GxTnKg7NftZ7vmGy2LVWjEL/LlSNzAkSlKDZpviRN2pG5/lni1o+nOlbmBIlCQtGT7LLdXPkChJ6knlq5fA4hvsURjUstg+l3qDIbGJXJZPWrr8Y95+tVYvgex5v+IA2WsLD9Qa1OIgFrWTIbGJXJZPWnr8Y9455c8ZFg/2qBUge2XhAQdHqRsYEiVpAYrnwfOPeWcUnjMsnr+yoBAgob75D7tFtcFRxfMp2mKtdjAkStICFM+D54jUzqo2wfUBBxzQ8626tVqr161bx8qVKw2MahlDoiRpUah3guteU/65ioOijziolQyJkqRFoRkTXHej8s9VvnqMjzioVbbodAEkSVL9CqFxYmJi8/OWUivYkihJTVY8wKCYz46pVZyCSa1gSJSkJqk1wKDcYuwSVWc4BZNayZAoSU1SPsCgmM+OqRWqzad42WWXOVWOmsKQKElNMtvACafHmV35Enu1wk35oI2lrvhnbmRkhHXr1lVtybZlUfNhSJQkdVytFVLKw02143plFZVWK2/JtvVaC2VIlCR1XPESe0DNcFO+FN9imQuxGcpbsm291kIZEiVJXaMwpUv5MnQFhS7mwlJ8klrHkChJ6ir1jBK3i1lqPUNiE0XECDCyYsWKThdFkjard1BIt5htlDgsnuX2pG5nSGyilNI4MD44OHhMp8siSQX1DgrpFot1eT2p17gsnyQtcsWDPQoDQxzxKmkutiRKUhsVD8Zod7dv8aAQLR0uE6n5MiRKUhvMNhijFV2rTjotl4nUQhkSJakN2j3Rca1Jp+1mXjrqWSaysISfrYqqxpAoSW3Q7omOa006feKJJ7bsnuousw0AqrWEn62KKmZIlKQOa+UUNbUmne7ks5HqvOJWRpfvUy2GREnqsHZOUdPuZyPVnYpbGV2+T7UYEiWpw+pdt7gZ2v1spKTeZUiUpC7R6BQ18+mmbvezkZJ6lyFRkjpoIdPT9NpKKpJ6iyFRkjqg+NnA4m2NdPtW66YuTGnSjXMj9toa0tJSZ0iUpA4ofzZwIVPUFKa4qTalSSGMdgNbPqXeYkiUpA6YbQ67+ag2cXIheHaLXmv5lJY6Q6IkLQLNDp2t1Cstn0uNc2eqnCFRkrrQYv+D3Qstn0uFc2eqlnmFxIh4PPA4YJtq+1NK319IoSRpqVoqf7B7qeVzsXPuTNXSUEiMiEOAs4EnzXHolvMukSQtYf7BVrs5d6ZqqTskRsSzgXXAn4CPAn8HrAeuBQ4Angx8Dbim+cWUpKXBP9iSusUWDRx7EnAvsF9K6R35tktTSm8BngqcDjwfuLC5RZQkSVK7NdLdvD/wtZTS74q2bQGQUkrA6oh4EXAqcGTzitg7ImIEGFmxYkWniyJpESqfjLoXpo0pLnMvlFfSwxoJif3ADUXfbwK2LzvmcuA1Cy1Ur0opjQPjg4ODx3S6LJIWn1qTUbdj2pj5rpZSrcxOc9M7XCVnaWskJP4R2Kns+73LjtkaeMRCCyVJqlQ8GfXAwADQvGljClPu1AoB9a6WMjk5ycknn8yyZcs2X7e4zE5z01tcJWdpayQk/pLSUHgl8KKI2Cel9MuI2A04AriumQWUJJUaGBhgYmKiKdeqNeVOeQiotlpKtRHXY2NjXHHFFRXbDzjgAINFD6r3v7sWp0ZC4reA0yPikSml24BzgJcD10TEz4AnAn3A3ze/mJKkViiecqee6XYKLZi1Rly3srVT7VX8DOlc/921ODUSEj8BfB+4HyCldHlEvAIYIxvdvAH4+5TSZ5tdSElSaxRPudPodDvVVoUpaGZrp9qruHW5eJstiEtP3SExpXQH8KOybV8FvtrsQkmSSnXTyODZVoVR7yuf0L3QEnziiSd2sljqANdulqQuVqtVp5NcFWZxc8lEFRgSJamL1WrVaaXZupHBVWGkpaJpITEf3XwG2dzab2zWdSVpKWtnq47dyJKKNbMlsR9YBSTAkChJPcZuZEnFmhkSbwaObuL1JElttNBu5G4aXCNp4ZoWEvPRz+c363qSpN7QjYNrJC2cA1ckSbOaq4WwvJt606ZNTp4tLQKGRElSVfW2EJZ3U09MTLDffvu1voCSWqrukBgRn67zUEc3S9Ii0InpdyR1j0ZaElfNsT8BgaObJWlRcFJlaWlrJCQ+ocb25cB+wCjwQ+DdCyyTJEmSOqyRtZuvr7HreuC/IuLbwE+A7wCfakLZJEmS1CFbNOtCKaUbgXHgHc26piRJkjqjaSEx9wfgiU2+piRJktqsmWs3bwkcDEzPdawkSVo8JicnGRsbK1nCsa+vj9HRUYaGhjpYMi1EI1PgHDjLNXYnW5JvAPjkwoslSZK60dTUFMPDw8DDQXBsbIx169ZVPd4R8r2rkZbECbLpbWoJ4PvAiQspkCRJ6j7Fk6uXr+ldaEHs7+9nYGCAqakppqenS1oW1XsaCYmnUT0kPgTcDkymlCabUipJktRVyidXLwTByy67bPMxAwMDTExMMDw8XBEk1XsamQLnlBaWQ5IkdbHyydVHRkZYt27dnMs2qne5drMkSWqYyzYufobEGiLibcCbgT3zTf8DnJ5S+nrHCiVJUpdw2cbFr9nzJC4mNwH/ADwDGAS+B1wUEX/R0VJJkiS1gS2JNaSULi7b9J6IeCuwP9nyg5IkaQ7lcyhu2rSJNWvWOH9iD+iakBgRRwIryeZa/EugD/h8Sum1s5zzeLJR14cCjwJuBi4CTk0p3d7Esm0JvALYAfhhs64rSdJiV20OxbGxMbuqe0DXhETgvWTh8E6yrt4nzXZwROxNFth2AS4GfgEMka0dfWhEPDeldOtCChQRTwOuALbNy/WylNJ/L+SakiQtJcVzKALOn9hDuumZxHcC+wA7Am+t4/hzyQLi21NKh6eU3p1SOhg4G9gXeH/xwRFxekSkOV7DZfe4lqxl81nAx4HzI+KpC/iMkiQtSQMDAwwMDHS6GGpA17QkppQuLXwdEbMem7ciHgJsAD5Wtvt9wLHA6yLihJTSXfn2NcDn5ijGDWVl2gT8Kv/26ojYjyzMvnGO60iStORNTU11ughagKaFxIg4CngA+HpKaXqu4xfooPz9kpTSQ8U7UkozEXE5WYh8NvDdfPstwC0LvO8WwDYLvIYkSYta8RJ+xdvsZu4tzWxJPI9s2b6ZiPg4cHZK6Y9NvH6xffP3X9bYfx1ZSNyHPCQ2KiLOAr4O3Eg2iOY1wDDw4vlcT5KkpaLWRNsnnnhiJ4ulBjUzJH4WCOBpwIlkA0i2a+L1i/Xn77VaLAvbly/gHruRdU/vll/vJ8CLUkrfrnZwRBxL1s3NrrvuysTExAJuPbuNGzdufm/Vfe68886WfoZeY32Usj5KWR+lrI9SS7U+TjjhhJLv77rrrrb8/eo13fzz0bSQmFJaVfg6IvqBA5p17U4o/jx1Hr8WWAswODiYhoeHW1CqzPLlyze/t+o+hQXalbE+SlkfpayPUtZHKevjYe34+9VruvnnoyUDV/JnEtfNeeD8FVoK+2vsL2zf2MIySJIkLVrdNAVOI67N3/epsf+J+XutZxYlSZI0i7pDYkQ8PSKOy7uSC9u2j4jzI2JjRPwuIt7RmmJWKEyXc0hElHyGiOgDngvcDVzZpvJIkiQtKo20JP4D8J6y6W3OBF6XX+dRwD9HxCFNLF9VKaVfA5cAewJvK9t9KrA9cEHRHIltEREjEbG2eMi/JElSL2rkmcRBHm7BIyK2Bl4PTJJNDfNI4Brg7WQBriERcThweP7tbvn7/hFxXv71LSmldxWdchzZsnwfjojnAT8nWxnlILJu5vc0WoaFSimNA+ODg4PHtPvekiRJzdRISNyFbE3lgkGy+QM/kVK6F/hdRFwMHDrPsgyQhc5ie+UvgOuBzSExpfTriBgETsvveRhwM3AOcGpK6fZ5lkOSJGnJayQkprLj/yrftr5o25+AR8+nICmlU4BTGjznRuDo+dxPkiRJtTXyTOINZMvcFbwUuCml9JuibY8FbMGTJEnqcY2ExC8Bz4mICyPic8D+wIVlxzwZ+HWzCidJkqTOaKS7+WyyZ/9enn8/RfY8IAAR8QRgP7IRz5IkSephdYfElNKdwHMj4qn5pp+llB4qPoQsQF7VxPL1lIgYAUZWrFjR6aJIkiQtSCOTae8RETumlH6av4oDIimlDcD3gC2bXMaekVIaTykd299fa7VASZI0NTXF8PAww8PDjIyMMDk52ekiqYpGupt/SzZR9WmzHPP2fP+SDYqSJKm6vr4+AKanp1m/fn3JvvHx8U4USbNoJCRGy0ohSZIWvdHRUW699VaWLVsGZC2K09PTzMzMdLhkqqaR0c312A1o61J4kiSpNwwNDXHGGWcwMTHBxMQEAwMDnS6SZjFrS2JEHFW2aaDKNsi6l/cAXgv8d5PKJkmSpA6Zq7v5PLJRy+TvL81f5Qpd0XeTPbe4JDm6WZIkLRZzhcTCkncBfBq4CLi4ynEPArcCV6SUNjarcL0mpTQOjA8ODh7T6bJIktTLJicnGRsb2/y8Yl9fH6OjowwNDXW4ZEvHrCExpXR+4euIeD1wUUrpsy0vlSRJWlLKQ2H56OcCR0G3TyOTaR/UyoJIkqSla2xsjHXr1lXd19/f7yjoDmj26GZJkqSGFQJgf38/K1euZOXKlbzkJS9hcnLSUdAd0sg8iUTESuBEYAjYieohM6WUGrquJElauqampjZ/PTAwwMTERMfKoofVHeYi4sVkA1e2BG4ArgUeaE2xJEnSYle8Akv5NnVeIy1+pwD3Ay9OKV3SmuJIkqSlYnR0FKBkBPPq1as7WSQVaSQkPhX4ggGxNudJlCSpfkNDQ45W7mKNDFy5E7itVQVZDFJK4ymlY/v7+ztdFEmSpAVpJCR+F9i/VQWRJElS92gkJP4DsHdEvDciYs6jJUmS1LMaeSbxfcD/kK3N/IaImAI2VjkupZTeuPCiSZIkqVMaCYmrir7eM39VkwBDoiRJUg9rJCQ+oWWlkCRJUldpZO3m61tZEEmSJHUP126WJElShUaW5duj3mNTSjfMrziSJEnVTU1NMTw8TF9fH6OjowwNDXW6SItaI88kbiAblDKX1OB1Fw1XXJEkqfmK13hev3795u2u1tJajYS5z1I9JC4HBoA/AyaAJfvsYkppHBgfHBw8ptNlkSRpsShe43lqaorp6enN6z2rdRoZuLKq1r6I2AIYBd4CvH7hxZIkScoUr/E8PDzM+vXrN3c9A3Y/t0hTuoVTSg8Bp0bEocBZwP9pxnUlSZKK1ep6Brufm63Zzw7+EDiqydeUJEkCSrueAbufW6jZIfGRwPZNvqYkSRJQ2vUMD3c/q/maNk9iRDwfeCXw02ZdU5IkSZ3RyDyJ35vlGrsDhXkUT1tooSRJktRZjXQ3D9fYnoDbgW8D/5RSqhUmJUmS1CMamQLHJfwkSZKWCIOfJEmSKsw7JEZEX0TsHhE7NrNAvSwiRiJi7fT0dKeLIkmStCANhcSI2Coi3h0RvwI2kq3nfHtE/CrfviTXbC5IKY2nlI7t7+/vdFEkSZIWpJHRzcuAbwEryQar3AjcDDwG2BN4P3BoRBySUtrU/KJKkiSpXRppSfy/ZCOcvw48OaW0Z0pp/5TSnsC+wDhwQH6cJEmSelgjIfE1ZBNlH55Suq54R0rp18DLgf/BdZslSZJ6XiMhcQXwzZTSQ9V25tu/CezdjIJJkiSpcxoJiZuAHeY4Znvg/vkXR5IkSd2gkZD4E+DIiHh0tZ0RsTNwJPBfzSiYJEmSOqeRkPhR4NHAZES8MSL2iohHRMQTIuJo4Ef5/o+2oqCSJElqn0aW5ftSRAwA7wbWVjkkgA+klL7UpLJJkiSpQxqa/DqldHJEfA14I/B0oB+YBq4BPp1SuqL5RZQkSVK7NbxCSkrpSuDKFpRFkiRJXWLeazdLkiRp8Zo1JEbEsoiYjIjvRsTWcxz33Yi4crbjJEmS1Bvmakl8LfBM4EMppZrzH+ZrNX8QGMIVVyRJknreXCHx5cBvUkrfmOtCKaVvAdcBr2hGwXpRRIxExNrp6elOF0WSJGlB5gqJTwcmGrje94GB+Ram16WUxlNKx/b393e6KJIkSQsyV0jcGfhDA9f7A/Co+RdHkiRJ3WCukHgPc6/XXGwH4N75F0eSJEndYK6QeCMw2MD1BoEb5l8cSZIkdYO5JtOeAI6LiMGU0lWzHRgRzwSeA3ykSWWTJEmq2+TkJGNjY8zMzGze1tfXx+joKENDQx0sWW+aKyR+FHgr8B8RcVhK6efVDoqIJwH/ATwInNvcIkqSJM1tbGyMdevWVd03Pj7e5tL0vllDYkrp2og4DTgFuCYiLgS+B9yUH/I44HnAEcA2wOqU0rWtK64kSVJ1hRbE/v5+BgYGmJqaYnp6uqRlUfWbc+3mlNJpEfEA8D7gNcCryw4J4H7gPSmlM5tfREmSpPoNDAwwMTHB8PAw69ev73RxetacIREgpXRGRHweeAPwXOAx+a6bgR8An0kpXd+aIkqSJKnd6gqJAHkIfF8LyyJJkqQuMdcUOJIkSVqC6m5JlCRJ6lXl0+M4Nc7cDImSJGnRqzU9jlPj1GZ3syRJWvSKp8fp7+8v2abqDImSJGnJGBgYYGBgoNPF6AmGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmq4BQ4kiRpUZuamqq5fXh4GHDexGoMiU0UESPAyIoVKzpdFEmSlry+vj4ApqenK7YVtq9fv77kHOdNfJghsYlSSuPA+ODg4DGdLoskSUvd6OgoQMkqK6tXryalVLJ9amqK6elp500sY0iUJEmL0tDQUM2WweLtw8PDFS2KcuCKJEmSqrAlUZIk9bxag1Mavcbw8HBdg1gmJycZGxsr6aJebINfDImSJKlnzTU4pdFrFHc7zzaIZWxsjHXr1lXdt1gGvxgSJUlSz6o1OGW+16h3EEthf39/PwMDA4ty8IshUZIk9azZBqfM5xqNDmIZGBhgYmJiUQ5+ceCKJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJM4hIk6KiBQRH+10WSRJktrFkDiLiHg2cCzwk06XRZIkqZ0MiTVERD/weeANwO0dLo4kSVJbdUVIjIgjI+IjEXFZRNyRd+9+bo5zHh8Rn46I30XEfRGxISLWRMROTSrWWuDClNKlTbqeJElSz9iq0wXIvRf4S+BO4CbgSbMdHBF7Az8EdgEuBn4BDAHvAA6NiOemlG6db2Ei4hhgBfDa+V5DkiSpl3VFSyLwTmAfYEfgrXUcfy5ZQHx7SunwlNK7U0oHA2cD+wLvLz44Ik7PWydnew3nx+4LnAG8JqV0f9M+oSRJUg/pipbE4i7diJj12LwV8RBgA/Cxst3vIxto8rqIOCGldFe+fQ0wa/c1cEP+vj+wM/A/RWXZEjgwIt4CbJ9Sum+Oa0mSJPW0rgiJDToof78kpfRQ8Y6U0kxEXE4WIp8NfDfffgtwS53Xvwi4qmzbZ4DryFoYN82v2JIkSb2jF0Pivvn7L2vsv44sJO5DHhIbkVLaCGws3hYRdwG3pZR+Wuu8iDiWrBWTXXfdlYmJiUZvXbeNGzdufm/Vfe68886WfoZeY32Usj5KWR+lrI9S1kepbq+Pev/Glh8337/N3VwfvRgS+/P36Rr7C9uXt74oD0sprSUbEc3g4GAaHh5u2b2WL1+++b1V95mYmGjZtXuR9VHK+ihlfZSyPkpZH6W6vT7q/Rtbftx8/zZ3c330Ykhsu5TScKfLIEmS1E7dMrq5EYWWwv4a+wvbN7a+KJIkSYtTL4bEa/P3fWrsf2L+XuuZRUmSJM2hF0NiYbqcQyKipPwR0Qc8F7gbuLLdBZMkSVosei4kppR+DVwC7Am8rWz3qcD2wAVFcyS2TUSMRMTa6elaY2okSZJ6Q1cMXImIw4HD8293y9/3j4jz8q9vSSm9q+iU48iW5ftwRDwP+DnwLLI5FH8JvKfFRa4qpTQOjA8ODh7TiftLkiQ1S1eERGAAeH3Ztr3yF8D1wOaQmFL6dUQMAqcBhwKHATcD5wCnppRub3WBJUmSFrOuCIkppVOAUxo850bg6FaUR5IkLW1TU1NV5y/s6+tjdHS0/QXqgK4IiZIkSd2gr68PgOnpadavX9/h0nSWIVGSJClXaCWcmZmp2Dc1NcX09HTVfYuRIbGJImIEGFmxYkWniyJJkuZhaGiI8fHxqvuGh4eXVOtiz02B081SSuMppWP7+2stBiNJktQbDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGxCaKiJGIWDs9Pd3pokiSJC2IIbGJnAJHkqSlrbCc38jICJOTk50uzoI4mbYkSdIC1VrOr9bE3L3AkChJkrRAxcv5LZbl++xuliRJWqDCcn4TExMMDAx0ujhNYUiUJElSBUOiJEmSKhgSJUmSVMGQ2ETOkyhJkhYLQ2ITOU+iJElaLAyJkiRJqmBIlCRJUgVDoiRJkioYEiVJklTBkChJkqQKhkRJkiRV2KrTBZAkSVqMpqamGB4eBqCvr4/R0VGGhoZqHj85OcnY2BgzMzObtw0MDLBmzZoWl7Q6Q2ITRcQIMLJixYpOF0WSJHVIX18fANPT06xfv75k3/j4eM3zxsbGWLduXUvL1ghDYhOllMaB8cHBwWNaeZ+BgYGSd0mS1D1GR0cBNrcITk1NMT09XdJCWE1hf39/f1f8rTck9qBONTtLkqS5DQ0NlbQYDg8PV7QozmZgYICJiYkWlKwxDlyRJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUNiE0XESESsnZ6e7nRRJEmSFsSQ2EQppfGU0rH9/f2dLookSdKCGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSaqwVacLIEmS1Eumpqaacp3JyUlOPvlkli1b1tTrNoshUZIkqQ59fX0AFC+aUdg2H2NjY1xxxRU179NphkRJkqQ6jI6OAjAzMwNkYW716tXzvl7hOv39/QwMDDTlms1kSJQkSarD0NAQ4+PjTb/uwMAAExMTTb/uQjlwRZIkSRUMiZIkSapgSJQkSVIFQ2ITRcRIRKwtHvUkSZLUiwyJTZRSGk8pHdvf39/pokiSJC2IIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiUJElSBUNiE0XESESsnZ6e7nRRJEmSFsSQ2EQppfGU0rH9/f2dLookSdKCGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSaqwVacLIEmStBRMTU0xPDxc8n03MyRKkiS1UF9fHwDT09OsX7++5v5uY0iUJElqodHRUQBmZmYq9m3atInVq1e3u0h1MSRKkiS10NDQEOPj41X3TUxMsN9++7W5RPVx4IokSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqGBIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSapgSJQkSVIFQ6IkSZIqREqp02VYdCLiT8BGYLqB0/rrOL7WMfVub+T7nYFb5ihPI+r5fI0eb33Ud4z1Ud++uba1sz5qlWchxze7Psq/tz6sD+tj9m3dXB9/llJ6dMXWlJKvFryAtc0+vtYx9W5v5HvgKuvD+liM9VFr31zb2lkfraiTZtfHbPVjfVgf1kdv1Uetl93NrTPeguNrHVPv9ka/bybrY2HXtj4aP362Y6rtm2tbO+tjPtef6/hm10f599aH9WF9zL6tm+ujKrubVVVEXJVSGux0ObqF9VHK+ihlfZSyPkpZH6Wsj1LdXB+2JKqWtZ0uQJexPkpZH6Wsj1LWRynro5T1Uapr68OWREmSJFWwJVGSJEkVDIlqqYg4KSJSRHy002XplIh4W0T8JCLuyF9XRMSLO12uTsp/Ln6c18efImI8Ip7a6XJ1SkQcGBFfi4j/zf9/WdXpMrVDRBwXEb+NiHsj4uqIOKDTZeqkpfpzUIu/J0p14m+JIVEtExHPBo4FftLpsnTYTcA/AM8ABoHvARdFxF90tFSdNQycCzwHOBh4APhORDyyk4XqoB2AnwLvAO7pcFnaIiJeCZwDnAE8Hfgh8M2I2KOjBeusJfdzMIdh/D1RrO1/S3wmUS0REf3A/wPeBLwP+GlK6W87W6ruERG3ASellD7R6bJ0g4jYgWzi18NTSq2eGqKrRcSdwN+mlM7rdFlaKSJ+BPwkpXRM0bbrgAtTSid1rmTdYan8HDTC3xOVWv23xJbERSAijoyIj0TEZXkTdIqIz81xzuMj4tMR8buIuC8iNkTEmojYqUnFWkv2y/7SJl2vbl1aH4X7bBkRryJrMfhhM689x327tk5yfWS/j25vwbUr9EB9dFwr6ygilgHPBC4pu8QlZK1GXcmfm1IdqI+2/p5oVDvro21/S5o9y7ev9r+AKSABM8DP868/N8vxewN/yI+7CDiLrNk6Ab8AHrXA8hwDXA1snX8/AXx0qdZHfo+nAXeSdZdsBF68lH9GqtzvS8A1wJZLvT7yn5NV7fz5aHcdAY/Ntx9Ydo3VwLWd/uzd8HPTLT8H3VIf+flt/T3RjfVBm/+WdLxSfTXhPyIcBDwRCLJnOOb6wfx2fszflW3/53z7v5RtPz3fPttrOD92X+BPwL5F50/Q3pDYNfVRdM4yYAVZ68mZZOt0PnUp10nZNX8H7GV9dE84aGUd0bshsaU/N934c9BF9dH23xPdWB+0+W9JxyvVV5P/g87xg0n2L5cE/BbYomxfX/6L6S5g+6LtOwNPmuO1XX7sqvz6DxS9EvBQ/vU2S6k+ZinXd4BPLcWfkbLrnQ3cDDxpqf4/U+V+XRcOml1HZH/oHgBeUXbsx4D1nf68nfq56fafg07VRzf8nuim+ig7tqV/S7ZCS81B+fslKaWHineklGYi4nLgEODZwHfz7beQ/WulHhcBV5Vt+wxwHdkoxk3zK3bLtLo+atkC2GaB12iVttRJRJwDvBI4KKX0iwWXunU69TPSSxqqo5TSpoi4GngB8B9Fh78A+HI7CtwGDf/cLHLzqo8e+j3RqGb9fLT0b4kDV5aeffP3X9bYf13+vs98Lp5S2phS+mnxi+xfQ7fl36f5XLeFWlofABFxVkQcEBF7RsTTIuJMsn9lfn6+12yxdtTJx4CjgdcAt0fEbvlrh/les4XaUR87RMRARAyQ/V7eI/++V6aDmU8d/TOwKiLeFBFPzsPAY4F/aVEZ263hOlkEPwezmU999NLviUbNpz7a/rfEkLj09Ofv0zX2F7Yvb31RukI76mM34HPAtWT/ItwPeFFK6ZsLuGYrtaNOjiPrUvkuWTdS4fWuBVyzVdpRH4NkD+RfAzwCODX/+rQFXLOdGq6jlNIXgeOB95I98P9XwGEppetbUsL2m8/PTa//HMxmPvXRS78nGjWf+mj73xK7m9VyKaXhTpehk1JKqzpdhm6TUopOl6GbpJQmyB52X1JSSueSTZYslu7PQS3+nijVib8ltiQuPYV/nfTX2F/YvrH1RekK1kcl66SU9TE366iSdVLK+ijVE/VhSFx6rs3faz0/9cT8vdZzEouN9VHJOillfczNOqpknZSyPkr1RH0YEpeeS/P3QyKi5L9/RPQBzwXuBq5sd8E6xPqoZJ2Usj7mZh1Vsk5KWR+leqI+DIlLTErp12RLX+0JvK1s96nA9sAFKaW72ly0jrA+KlknpayPuVlHlayTUtZHqV6pj+i+GUnUqIg4HDg8/3Y34IXAb4DL8m23pJTeVXT83mRrPe4CXEy2fNCzyOZt+iXwnJTSre0oeytYH5Wsk1LWx9yso0rWSSnro9SirI9WzdLtq30v4BRmX/5rQ5Vzdieb5PpmsgmurwfWADt1+vNYH9aJ9dH5l3VknVgf1octiZIkSargM4mSJEmqYEiUJElSBUOiJEmSKhgSJUmSVMGQKEmSpAqGREmSJFUwJEqSJKmCIVGSJEkVDImSJEmqYEiU1JMiItXxGu50OXtJRDwuIsYi4oqIuCUi7o+I6Yi4JiLOXWh9RsTn8/8ux9Vx7CX5sS9byD0lzZ/L8knqSRFR+OV16iyHnZdS2tCG4vS8iDgWOAfYFvgF8APgj8D2wL7AAfnX/5RSOnGe9xgGLgWuSSk9Y5bj9gR+A/we2COl9MB87idpYbbqdAEkaSFSSqd0ugy9LiKOAj4B3A68KqV0cZVjdgTeDOwx3/uklCYi4pfA0yPiGSml/1fj0DcCAXzGgCh1jt3NkpaEiDil0AUdEUdGxGRE3B0Rt0XEFyLicTXOe2REnBkRP4+Ie/Lu1+9GxCFVjl2V32NVRBwaERP58anomP6IWBMRN0XEvRHxi4j4vxGxV37ueUXH/nu+bWWNsh2R7//oAuqlH1iTf/vKagERIKV0R0rpg8A7q1xjq4g4LiKujIg78nq9JiL+NiLK/878a/5+TI3ybAkcDSTgk/P4SJKaxJAoaak5DvgcsAH4GPBT4JXAdyJim+IDI+LPgKuBdwN/Av4F+CLwZOBbEVE16ABHAuuAmaJziIhtge8B7yDryj0HmADeA3yoynU+nr8fW+M+b87f/6XG/nocCewE/DCl9J9zHVzeshcRW5N91o8By4F/A9aS/X35CHB+2SXOBzYBr46I7arc4kXA44DvpJR+29AnkdRUdjdL6mkRcUqNXfemlM6qsv1QYL+U0n8XXePfgFcDLwW+VHTs+cCfAa9OKX2h6PjlZOHuwxHxtZTSH8rucRhwWErpW2XbTwSeAXwBeE3KHwqPiPcDFV2vKaXvR8T/AEdExNtTSrcWlWEv4Plk4e6nNeqgHs/N3783z/PfA7wQ+ChwfErpwbx8W5KFxTdExIWFFsqU0p8i4iLgb/LXeWXXKwTvtfMsj6QmsSVRUq97X43Xu2sc/+HigJgrdIEOFTZExF8CK4EvFwdEgJTSxvwe2wJHVLnHxVUCIsDrgYeAkwoBMb/ejTzc5Vvu48A2wKqy7ceQPbf3iRrn1Wu3/P1/y3dExPK8m77kVbR/C+DvyAaYvLMQEAHyr08g6zb+P2WXLgTAN5Xd7zFkAfuPQNVub0ntY0uipJ6WUooGT7mqyrYb8/edirbtn7/312itfHT+/uQq+ybLN+QDP/YGbqwx4voH1QoLfBY4i6zL+UP5tbYmC423U9ry2WzLycJwuVPy932ARwLXAe+NqPqf4h4q6+h7wK+B50bEk1NKP8+3H032d+m8lNL9Cyq5pAUzJEpaajZW2VZ4zm7Lom2Pyt9fkL9q2aHKtt9X2bZj/l7eNc1s21NKMxHxOeAtEXFQSulS4K/JWgDXpJTunaVs9SiU9bFV7r2BrLUSgIi4iex5wYJCHT2R6mGyoKSOUkopIj4JnEnWmnhCZAnzjWQtj/9aeQlJ7WZ3syRVN52/vyOlFLO8jq5ybrUJaO/I33etcb9a2+HhASxvLntvxnN7l+fvz5vHuYU6+uocdfSEKud+BrgfOCoilgEHA3sBl6aUfjWPskhqMkOiJFV3Zf5+QDMullK6g2yC6Mflk0WX+6tZzv0JWZh7WUQ8i2zAyveLumkX4kKy1tXnRESjQfEX+bnPzrvA65YP9vkasDNwOA8/n+iAFalLGBIlqYqU0lXAZcDLI+IN1Y6JiKdFxC4NXPazZL93z4yiB/giYnfg+DnO/TiwDPgyWRdw1Wlv8nkgU0RM1FOglNJ00b2/FBEvqXHd7YCSIJhPh/MR4DFkI70fUeW8x0TEU2rcvtCtfALwMuAW4Kv1lFtS6/lMoqSeNssUOAAXpZSmFnD515ANsvhURLwd+BFZy9njgb8Anko2wOWPdV7vA2StZq8C9o2IS4B+sqlgvp/ve6jGuf8BnE32TOAtwFdqHFf4x3/dK5WklM7P54j8MDAeET8na7n8I9nzhI8HDsm//n7Z6WPAXwJvAUYi4ntkI6V3IXtW8blk0+T8rMqtLyGbr7IwqvyjKaVN9ZZbUmsZEiX1utkGTGwApuZ74ZTSTRHxTLJpXo4gm8plS7LBHj8ja0Urn05ntuvdExEHAaeRTWL9TuC3wBlkrZaH8/Czi+XnboqIz5O1+p2XUrqvxm2elr9/ocb+WmVbGxHfAN5K1p19BNAH3E1Wj58H/j2ltL7svPsj4nDgtWQjrl9CFib/lH+20fzcavcsDGA5Pd/kgBWpi0TRVF2SpA7JV29ZC7wlpVR17sO8C/lAYN+U0nU1jvkKsB+wt61ykhbCZxIlqY0iomKqmYjYg6zF7QFgvMZ5Q2STe397loAYZANtPmRAlLRQdjdLUnt9OR8JfDXZ8417knXRbke2Esvvig+OiLeSPYd4NNnzijW71/NVXB5da78kNcLuZklqo4g4Dngd2aCOfuBO4BqyQRsVg1EiYgPZwJHfAKeklP6tfaWVtJQZEiVJklTBZxIlSZJUwZAoSZKkCoZESZIkVTAkSpIkqYIhUZIkSRUMiZIkSarw/wHKLR0OB2iePgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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573XhhRfynve8h2uuuYb77rtvxrnbbrutYWWuhyFRLVdLGCsotCBWC3nF4bEwbvHyyy9fUPkGBgZ417veNR3MKo2HrGSuyTaQhbfi0Ffth2khAM52Dcz8WgIzus5tYZTUap26tEunlqvgS1/6Ei9+8YsZHBzkvPPOY7/99mPXXXflgQce4JhjjuHBBx9sS7kMiWqJ4tBSaCUsDWOlCq2FsykOj8PDw2zevLmsS3o+iu9bGA9ZqS7FCvUqjIMsPl4cMquFyUJovvzyyzn00EMrlmvNmjUVw3Dp+Mz5tDA6JlPSQjWjS7eTHXjggXzjG99g27ZtLF26dMa5n/zkJ+y5554sX74cmH0f5U9/+tPsuuuuXHbZZey2227Tx3/60582pdy1MiRWERGnAi8ADgbuBb4PnJpS+nFbC9alKoWWvr6+mrqBa1WtS7rR5moxXL169Yw6FU+6GRoaKguTxV3npSEXmB4TuWHDBlatWlU1DBePzyyYbQY4UFOrpl3XklTZcccdx9e+9jXOPfdczj333OnjX//617nmmmt42cteNj0ecY899gDg1ltvLbvPjjvuSETMaDFMKXHWWWc1uQazMyRWNwScD/wXEMCZwDcj4okppfLvsGZVOtu4GQFuIYGznoHWpXUpVqlexZNuioNYaZisFnJXrVo14361jM8sfo/SAFhLMCye9S1Jqmzt2rV88pOf5J/+6Z/YunUrRxxxBD/72c84//zz2WeffTj77LOnr33iE59IX18f559/PrvtthtLly5l77335qijjuL444/ni1/8IkcddRSveMUruO+++7jooou466672lg7Q2JVKaVnFX8eES8HJoHDAZtW5qkw27hTVJs1XUlpS2CtdSkNdYX3KA2TtYbcWsZnFr/HunXrZpS/WjBcs2YN27dv57zzzpue9V06a9yuZ0l6yM4778wll1zCWWedxec//3m+9KUvsXTpUl70ohdx1llnsd9++01f+7CHPYzPfe5zvP3tb+eUU07h3nvvZc2aNRx11FG85CUvYWpqive973285S1vYdmyZQwPD3Puuee2bSFt6KCQGBHHA2uAAeDPgD7gsymlqnvfRMSjyVr4jgH2Am4GLgLOSCk1eipQH7AD0J4pRmqK0mC1ffv2mlsCax3v2Mgu9fm8T7XyQ3lX9tjYGKtWrar6GrueJfWqtWvXsnbt2rLju+++O+eccw7nnHPOnPd4znOew3Oe85yK50488UROPPHEsuMppZqONUPHhETg7WTh8A7gJuAJs10cEY8DvgfsDVwM/BQYBN4IHBMRh6eU/tDA8p0HTABXznGdukhpsCqEpGK1tgR2qtnKX1rXSq+pdXa3JGlx6aSQ+CaycPgzshbFy+a4/nyygPiGlNIHCgcj4r35vd4JvLbo+FnA2+a455EppbHSg/k9/xz485TSA3PWRGUzgDtxcdVataolsFnmU/5Ks7vtepak3tIxITGlNB0KZ5smnp9/HHA0sBX4UMnpdwAnAS+PiDenlO7Mj28EPjNHMW6s8F7vA15CFiB/Mcfrlas2A3i+S9KofSp1PRcvfm5olKTFqWNCYp2OzJ8vTSnNWGEypTQVEVeQhcinAd/Kj98C3FLPm0TEecCLyQJiexcr6jKVZgB3UxetHlLc9Vw8PrF0fGM3t7ZKksp1a0g8OH++vsr5G8hC4kHkIbFeEfEh4OXAccBtEbFvfuqOlNId87nnYldtwexOms2s+hV3PVcaRuB4RUlanLo1JPbnz5NVzheOL13Ae5ycP5eGzDOA00svjoiTyLq52Weffbo2GN1xxx3zLvtpp53GlVfOnNezffv2rvpaLKT+i0Et9X/zm988/fEpp5zCD3/4Q66++moGBgbYbbfdePnLX84hhxzS5JI2h9//3q1/L9cd6qt/f3//ovvD8IEHHlh0dSq455575v1vu1tDYtOllGYfGFl+/SZgE8DKlSvT0NBQM4rVdGNjY8y37IXt3EoXzK42g7YTLaT+i0G99d9vv/344Q9/yJ133skPf/hDAPbaay9e97rXNamEzeX3v3fr38t1h/rqf+211y668eVTU1OLrk4Fu+66K09+8pPn9dpuDYmFlsL+KucLx7c1vygqZRdz73CpHKk3pZTmnGSq9lvoeoo7NKgcrXZd/nxQlfOPz5+rjVlUg4yPjzM8PDxjJxL1jsJ4xbGxsbItCiUtTkuWLOHuu+9udzFUg7vvvptddtll3q/v1pbEwnI5R0fEDsUznCOij2zrvLuA77ejcL2k0lI3i7XJXrVxPUVpcVu+fDk33XQTy5cvp6+vj5122slWxQ6SUuL+++9namqKW265hX322Wfe9+rKkJhS+nlEXEo2g/n1wAeKTp8B7A58pGiNRDVJ6VI3LnPTu9zKT+oN/f397LLLLvz+97/nD3/4A/fff3+7i7Rg99xzD7vuumu7i9EwO+20E7vuuiv777//gurVMSExIo4jW24GoLDczGERcUH+8S0ppbcUveRksm353h8RzwCuBQ4lW0PxeubeXaXhImIYGF6xYkWr37rtHIeoSuMTL7/8clsVpUVo1113Zb/99mt3MRpmbGxs3pM7FrOOCYnAAPDKkmMH5g+AXwHTITFvTVwJnAkcAzwHuJlsj+UzUkq3NbvApVJKo8DoypUry3folha54vUUh4eH2bx5s62KktTFOiYkppROp8L6g3O85tfACc0oj6T5c9azJHW/bp3dLKmDOetZkrqfIVGSJEllDImSJEkq0zFjEtU9xsfHGRkZmR5vJtWq+N9OgTOfJakzGRIbaDEvgVP8y714tmqBC2irFpUWXy9w5rMkdRZDYgMt5iVwqv1yX7NmjQtoqybFrc6Fxded+SxJncuQqJpU21ll1apVbS6ZOl3xTiwFq1evZnR0lKGhoYot05Kk9jMkqi7urKJ6Fa+ZCNjyLEldwpAoqamKd2KRJHUPQ6IqKp2F6ixmSZJ6iyFRFVWbqOIsZkmSeoMhURWVTlQBx5KpeSYmJhgaGnLNREnqIIbEBur2dRLHx8c57bTTWLJkyXT3shNV1EzFM5+LZzk7hlGS2s+Q2EDdvk7iyMgIV1555Yxjdi+rmYpnPrtmoiR1FkOiplVbC1FqluKZz66ZKEmdxZCoMnYxq50cnyhJncGQKKkjOD5RkjqLIVFSR3B8oiR1lh3aXQBJgofGJ46NjU0vuyRJah9DoiRJksrY3Sypo5VuEemEFklqDUNiA3XjYtrFv4Ddn1mdZmJigkMPPbTiOSe0SFJzGRIbqBsX0660R7MLaKvdimc6F+vv73dCiyS1iCGxB1VqPSwsoL19+3YX0FbbFc90hof2DV+3bp0LbktSixgSe1Cl1sPVq1dPzyxdtWpVm0omZYp3YpEktYchsQe5/Z4kSZqLIbGHuf2eJEmqxnUSJUmSVMaWREldZ2JigqGhIcB1EyWpWQyJkrpG8dI4pbOcnegiSY1lSJTUNUqXxpmYmHDdRElqEkOipK5RujTO0NCQ6yZKUpM4caWBImI4IjaV7hIhSZLUbQyJDZRSGk0pndTf39/uokiSJC2IIVGSJEllHJMoqesVL4lT4NI4krQwhkRJXWu2JXEKXBpHkubHkNgjxsfHGRkZYWpqiomJiXYXR2qI0iVxClwaR5IWzpDYI0ZGRti8efOMY4VWGKlblS6JU+DSOJK0cIbEHlFoUenv72dgYIC+vj42bNjQ5lJJUusU96iA41aluRgSF7FKXcwDAwOMjY21tVyS1A6VelTAcatSNYbERaT0r+RK3W12MUvqVcU9KoDjVqU5GBIXkWp/JQOsWbPGLmZJIutRgcp/SJeyi1q9zJC4iJSOOwSmg+GqVavaWDJJ6kyFNTa3bdvG0qVLp48XwqBd1OplhsRFyHGHkpSptvxXLWtsbt68ebpr2i5q9SJDYgNFxDAwvGLFinYXRZJE9eW/StfYLG5JLA6Nk5OTAKxevZqpqSmXVlJPMSQ2UEppFBhduXLlie0ui6SHuhIdR9a7qi3/tWrVqhldxmNjY9NbO1Yah7hhwwbWrVvX8vJL7WRIlLToVOtKdBxZ76pnGE61RdqLOaFFvcCQKGnRKe5KdIs+NYMTWtQLdmh3ASSp0QotQWNjY9Mz/bW4jI+PMzw8zNDQEENDQwwPDzM+Pt6y9y/uxi5MavEPES02tiRKkrrObC151WY0N0M9ay5K3caQKEnqOrPtnlJtRnOjNDt4Sp3CkNjlWvkXs9TNnOm8OBW35BW+x4WfhaUzmheqeEJU8bH5dDM78UXdwJDY5Zr9F7PU7ZzpvPhV+x6vXr26od/n0rUVS5fGqecPESe+qBsYErtctTXAJGWc6bz4lYY3oCk/C6stjTPbHyLVWgxn6y6XOoUhcZFwKz6psuJf7ENDQ04wWIRqWdewmWb7Q6RSi2Hxdn9OfFEncwkcSZIWYLYll0pbDAsK4xodHqROZkiUJHWF4rURu22i3sDAAFdddRXHHnssa9asYc2aNRx77LEOD1JHs7tZUs8qHS+2fft2Nm7c6AzTDtVNE/VKZ1rD3N3izsBXpzEkSupZlULHoYceypo1a/xF3Ua1TPbo1Il61SaxzBZmnYGvTmVIlNSzikNH8dp3/qJur2rLwxR08kS9+cy0dga+OpUhUVLPGxgY4F3vehennHIKS5Ys8Rd1m1VaHubyyy9vZ5FqNp+Z1s7AV6dy4koDRcRwRGwqbpGQ1B0GBwc5++yzK85QVXsMDAywevVqIAuKzgiWWsuWxAZKKY0CoytXrjyx3WWRpMWg2i4nkprPkChJ6ljtXihb6mWGRElSy5XOYC7WbWsgSouVIVFSz6m0hp1aa64ZzODYQ6ndDImSesZ81rBTc5SueVjKsYdS+xkSJfWM+axhp+bq5DUP26nQ2g24sLvaxpAoqWc4CUKdrlprN7iwu1rPkChJUocobe12YXe1kyGxCxXPCnTgvSQtHqWt3e7AonYyJHahSrMCHXgvNV5hXFgzxoRVWgLGsWeSOokhsQuVzgp04L3UWNXGhTVyTNhsS8A49kxSJzAkdjFnBUrNUTwurFljwkr/2FusY89KW0wLraWSOp8hUZJKFI8La/aYsMIfe4t17Fkti2ZL6kw7tLsAkqTFq7jFtL+/f8YxSZ3NkChJarqBgYGKO6tI6lyGREmSJJUxJEqSJKmMIVGSJEllDImSJEkq4xI4kqSWcjtRqTsYEiVJLVG8k03pMdWn2iLlbumoRjIkSlIHW0xhoHgnG8AtRetQuo94tUXK3dJRjWRIlKQOUxwMq+3C0o1hoHgnG9Wm2j7ixYuUF867SLkazZDYQBExDAyvWLGi3UWR1GClLTnNbMmr1krU399vGOgxc+0jXligfDFu6aj2c3ZzA6WURlNKJxX+spPU/UpbcjZv3szIyEhT37O4lWjNmjUce+yxjI+Pu2NJDyq0vo6NjU1//ycmJpz8o5awJVGSZjFXS04zDQwMMDY21pL3UuerNvHHlmU1iyFRkmZRPI5uaGjIbj21TbWJP+vWrWtnsbSIGRIlqU6tHJ8oFTjxR61mSJSkGlWbadrIX9yLYaxZ8ezsxVAfqVcZEiWpRs0cn7iYFpquNDu7W+si9TJDoiTVqJnjExfTQtPFs7MHBga6ui5SLzMkStICFMYnwsJ2Q1mM482cnS11N0OiJM1DtfGJ0J27oSxE6daBjkOUFgdDoiTNQ2n3cKvXUOwk1XaIcRxiaznrXo1mSJSkeSjtHu7lNRRLxyBCd4+p7DatmHWv3mRIlCQ1hGMQ26OduwJpcXPvZklqoEKX3/DwMOPj4+0uTtOMj48zPDzM0NCQYxDbrNL+zlIj2JIoSQ3Qa11+roUoLX6GRElqgF7r8nMtRGnxMyRKUgM0c6HtUp00i9VxiNLiZUiUpCYqXUOwEOzmo9e6tCW1lyFRkpqo2hqC89GqLu3Zgm3huJNVOlujdgJSbzMkSlITFY/dAxYU7FrVpT1bsHWySmdzJyA1kiFRklqgsDRJNyy4PVewdbJK53InIDWSIVGSmqTbu2SrBVsnq3QudwJSIxkSJanBirv8io/ZmiOpmxgSJanBSrv8Ct2y69ata2exFqTbW0Ul1c+QKEkNVtrl182qtYpKWvwMiZLUYt3UKletVVTS4mdIlKQW6cZWucXUKtrLOmmXHnUPQ6IktYitcmo1d+nRQhgSJalFmtkqV22XlFpbjMbHxznttNNYsmRJV3WHa3at2qVHi5MhUZIWgWq7pNQaSkdGRrjyyitnHOv0rnDNrVW79GhxMiRK0iKw0O3/il/vbiqSwJAoSV2tMCGh0EW80O3/3E1FUsG8QmJEPBp4FLBLpfMppe8spFCSpNlVm5Dgzi6SGqWukBgRRwPvA54wx6U7zrtEHSIiXg/8DXBAfui/gbNSSl9tW6EkKVc6UxoWx84ukjpHzSExIp4GbAZ+D3wQ+DtgC3AdsBo4BPgKcE3ji9kWNwH/CNwA7AC8ErgoIp6aUvpRW0smqefVMlPatfEkLUQ9LYmnAvcAq1JKv4mIvwMuSymdGREBnAH8PfC2JpSz5VJKF5cceltEvA44DDAkSupYro2n2fjHg2pVT0g8DPhKSuk3Rcd2AEgpJWBDRDybLCweX29BIuJ4YA0wAPwZ0Ad8NqX0slle82jgTOAYYC/gZuAi4IyU0m31lmGW99kReBGwB/C9Rt1XkprBtfFUiX88qF71hMR+4Maiz7cDu5dccwXw0nmW5e1k4fAOsq7eWcc9RsTjyALb3sDFwE+BQeCNwDERcXhK6Q/zLEvhPf4EuBLYNS/X81NK/28h95SkZqtlbbzSxbddQHvx848H1auekPg7YFnJ548ruWZn4GHzLMubyMLhz8haFC+b4/rzyQLiG1JKHygcjIj35vd6J/DaouNnMXdX+JEppbGiz68ja9nsJ2sd/WREDKWUflxDfSSpY1VbfNsFtBcvF9ZWveoJidczMxR+H3h2RByUUro+IvYFXkg20aNuKaXpUJgNcawub0U8GtgKfKjk9DuAk4CXR8SbU0p35sc3Ap+ZoxjFLaWklLaThVaAH0TEKrIA+uo57iNJHa108WyA7du3u4C2pGn1hMRvAGdFxMNTSrcC5wEvAK6JiJ8AjycbR/gPjS9mmSPz50tTSg8Wn0gpTUXEFWQh8mnAt/LjtwC3LPB9d6DK2pCS1MkKkxWKP4eZi2ePjY2xatWq1hdOUkeqJyR+BPgOcB9ASumKiHgRMAI8iaxV7x9SSp9qdCErODh/vr7K+RvIQuJB5CGxXhFxLvBV4Ndk4felwBDw3CrXn0TWgsk+++zT1B0Ltm3bNv3c6Pe54447enq3Betv/Rdb/bdv3w6UT1YoPl+o82Ksf616re6lv0d6rf6ler3+1dQcElNKtwNXlRz7MvDlRheqBv3582SV84XjSxfwHvuSdU/vm9/vR8CzU0qXVLo4pbQJ2ASwcuXKVPwXe6MtXbp0+rnR7zM2Ntbwe3YT62/9F1v9N27cOGOCSrHC4tuF1sPFWP9a9VrdS3+P9Fr9S/V6/atx7+YqUkpr210GSVqoWhbdlqRKdmh3Aeap0FLYX+V84fi25hdFkiRp8WlYSIyIfSPi4xHxsUbdcxbX5c8HVTn/+Py52phFSZIkzaKRLYn9wNr80WyF5XKOjogZdYiIPuBw4C6yZXokSZJUp0aOSbwZOKGB96sqpfTziLiUbAbz64EPFJ0+g2wnmI8UrZEoSZJKFJZG2rZt2/RkFvd0VkHDQmI++/mT8319RBwHHJd/um/+fFhEXJB/fEtK6S1FLzmZbFu+90fEM4BrgUPJ1lC8nrl3V2m4iBgGhlesWNHqt5YkqWbV9nEu5oQnddLs5gHglSXHDswfAL8CpkNi3pq4EjgTOAZ4Dllr5nnAGSml25pd4FIppVFgdOXKlSe2+r0lSapV8T7OwHRLons6q1jHhMSU0unA6XW+5te0qItbkqTFonRppMI6ge7prGI1h8SI+HiNl6aUknsbS5IkdbF6WhLXznE+AZE/GxIlSZK6WD0h8bFVji8FVgHrySaSvHWBZZIkSVKb1bN386+qnPoV8MOIuIRsf+NvAq1YUFuSJElN0rDFtPNJJKPAGxt1z24TEcMRsWlycnLuiyVJkjpYo/du/i0PbYnXc1JKoymlk/r7q20pLUmS1B0atgROROwIHAXYjCZJUhcr7MRSyt1Yeks9S+AcMcs99iNbr3AA+OjCiyVJklqtlp1YwN1YekU9LYljZMvbVBPAd4B1CymQJElqj9KdWIq5G0vvqScknknlkPggcBswnlIab0ipJElSy5XuxFLM3Vh6Tz1L4JzexHJIkiSpg3TM3s2SJKk7jI+PMzIyMt317ISWxcmQ2EARMQwMr1ixot1FkSSpaUZGRti8eXPZcSe0LC6NXiexp7lOoiSpFxRaEPv7+yn8znNCy+JjSJQkSfMyMDDAwMBAu4uhJjEkSpIkqYwhUZIkSWUMiZIkSSpjSJQkSVKZhi2BExGvAO4HvppSmmzUfSVJktR6jVwn8QKybfumIuLDwPtSSr9r4P0lSZLUIo3sbv4U8BngF8A6YGsD790VImI4IjZNTtqQKkmSulvDQmJKaW1K6ZUppacAewF/1ah7dwsX05YkSYtFUyaupJQmU0rl+/VIkqRFaWJigqGhIYaHhxkfH293cdQA7t0sSZLmra+vD4DJyUm2bNkyfdx9nLtfzSExIp4MHAZ8tjB7OSJ2B84HngfcBfxTSum8ZhRUkiR1nvXr1wPZ3s0TExNMTk66j/MiUU938z8CbytZ3uYc4OX5ffYC3hsRRzewfJIkqYMNDg4yOjrK2NiY+zgvMvWExJXAZYVPImJn4JXAOLA38FjgFuANjSygJEmSWq+ekLg3cFPR5yuBPuAjKaV7Ukq/AS4G/rSB5ZMkSVIb1BMSEzPHMP55fmxL0bHfA49oQLkkSZLURvWExBuBpxV9/jzgppTSL4qOPRK4rREFkyRJUvvUExIvBJ4eEV+IiM+QzXT+Qsk1hwA/b1Thuo07rkiSpMWinpD4PuBK4AXAS4EfAmcWTkbEY4FVzOx+7inuuCJJWuwmJiaYmJiY8xoX1u5+Na+TmFK6Azg8Ip6UH/pJSunB4kvIAuTVDSyfJEnqAMWLZpceq3SNC2t3v3oW094f2JZS+nGl8ymlrRHxB2BZowonSZI6Q/Gi2ZAFwg0bNlS9xoW1u1892/L9EjiDoi7mCt6Qn99xIYWSJEmdpbBodq3XDA0NzWhNVPepZ0xiNK0UkiRJ6ij1hMRa7Avc2eB7SpIkqcVm7W6OiFeUHBqocAyy7uX9gZcB/69BZZMkSVKbzDUm8QKyWcvkz8/LH6UKXdF3kY1blCRJUhebKySekD8H8HHgIrL9mUs9APwBuDKltK1RhZMkSVJ7zBoSU0qfLHwcEa8ELkopfarppZIkSVJb1bOY9pHNLIgkSZI6R6NnN0uSJGkRqCskRsSaiNgcEb+LiPsi4oEKj/ubVVhJktSdxsfHGR4eZmhoyH2du0Q92/I9l2ziyo7AjcB1gIGwSEQMA8MrVqxod1EkSeooIyMjbN68uey4+zp3rnq25TsduA94bkrp0uYUp7ullEaB0ZUrV57Y7rJIktRJCns49/f3A7ivcxeop7v5ScDnDYiSJGm+BgYGGBgYaHcxVIN6QuIdwK3NKogkSZI6Rz0h8VvAYc0qiCRJ6i0TExNOYulg9YxJ/EdgPCLeDrwzpZTmeoEkSVKpvr4+IBuXuGXLlunjTmLpLPWExHcA/022N/OrImIC2FbhupRSevXCiyZJkhaj9evXA9lklomJCSexdKh6QuLaoo8PyB+VJMCQKEmSKhocHJxuNRwaGprRmqjOUU9IfGzTSiFJkqSOUs/ezb9qZkEkSZLUOdy7WZIkNU1hBvPExES7i6I61bMt3/61XptSunF+xZEkSYtBtRnMhePqfPWMSdxKNillLqnO+0qSpEWmeAZzQV9fHxs2bGhXkVSnesLcp6gcEpcCA8BjgDHAsYuSJPW44hnM6k71TFxZW+1cROwArAdeC7xy4cWSJElSOzVk4kpK6cGU0hlkXdLnNuKekiRJap9Gz27+HnB0g+8pSZKkFmt0SHw4sHuD79k1ImI4IjZNTk62uyiSJEkL0rCQGBF/AbwY+HGj7tltUkqjKaWT+vv7210USZKkBalnncRvz3KP/YDCOopnLrRQkiRJaq96lsAZqnI8AbcBlwD/nFKqFiYlSZLUJepZAsct/CRJknqEwU+SJEll5h0SI6IvIvaLiD0bWSBJktR7JiYmGBoaYnh4mPHx8XYXR9S5x3JE7AS8BXgN8Nii478EPko2JvH+hpZQkiQtWn19fQBMTk6yZcuW6eNu6dd+9cxuXgJ8A1hDNlnl18DNwB8BBwDvBI6JiKNTStsbX1RJkrTYrF+/HoCpqSkmJiaYnJxkamqqzaUS1Nfd/PdkM5y/ChySUjogpXRYSukA4GBgFFidXydJkjSnwcFBRkdHGRsbY2BgoN3FUZF6QuJLyRbKPi6ldEPxiZTSz4EXAP8N/J/GFU+SJEntUE9IXAF8PaX0YKWT+fGvA49rRMEkSZLUPvWExO3AHnNcsztw3/yLI0mSpE5QT0j8EXB8RDyi0smIWA4cD/ywEQWTJElS+9QTEj8IPAIYj4hXR8SBEfGwiHhsRJwAXJWf/2AzCipJkqTWqWdbvgsjYgB4K7CpwiUBvCuldGGDyiZJkqQ2qWsx7ZTSaRHxFeDVwJOBfmASuAb4eErpysYXUZIkSa1WV0gESCl9H/h+E8oiSZKkDjHvvZslSZK0eM0aEiNiSUSMR8S3ImLnOa77VkR8f7brJEmS1B3makl8GfBU4D0pparrH+Z7Nb8bGMQdVyRJkrreXCHxBcAvUkpfm+tGKaVvADcAL2pEwSRJktQ+c4XEJwNjddzvO8DAfAsjSZKkzjBXSFwO/LaO+/0W2Gv+xZEkSVInmCsk3s3c+zUX2wO4Z/7F6W4RMRwRmyYnJ9tdFEmSpAWZKyT+GlhZx/1WAjfOvzjdLaU0mlI6qb+/v91FkSRJWpC5QuIYcFhEzBkUI+KpwNOByxpQLkmSJLXRXCHxg0AC/iMiDql2UUQ8AfgP4AHg/MYVT5IkSe0w67Z8KaXrIuJM4HTgmoj4AvBt4Kb8kkcBzwBeCOwCbEgpXde84kqSpF4wPj7OyMgIU1NT08f6+vpYv349g4ODbSxZ75hz7+aU0pkRcT/wDuClwF+XXBLAfcDbUkrnNL6IkiSp14yMjLB58+aK50ZHR1tcmt40Z0gESCmdHRGfBV4FHA78UX7qZuC7wCdSSr9qThElSVKvKbQg9vf3MzAwwMTEBJOTkzNaFtVcNYVEgDwEvqOJZZEkSZphYGCAsbExhoaG2LJlS7uL01PmmrgiSZKkHmRIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpzE7tLoAkSVKxiYmJdhdBGBIlSVKH6OvrA2BycrLsmFrPkChJkjrC+vXrAZiamgKygLhhw4Z2FqmnGRIlSVJHGBwcZHR0tN3FUM6JK5IkSSpjSJQkSVIZQ6IkSZLKGBIlSZJUxpAoSZKkMobEOUTEqRGRIuKD7S6LJElSqxgSZxERTwNOAn7U7rJIkiS1kiGxiojoBz4LvAq4rc3FkSRJaqmOCIkRcXxEfCAiLo+I2/Pu3c/M8ZpHR8THI+I3EXFvRGyNiI0RsaxBxdoEfCGldFmD7idJktQ1OmXHlbcDfwbcAdwEPGG2iyPiccD3gL2Bi4GfAoPAG4FjIuLwlNIf5luYiDgRWAG8bL73kCRJ6mYd0ZIIvAk4CNgTeF0N159PFhDfkFI6LqX01pTSUcD7gIOBdxZfHBFn5a2Tsz2G8msPBs4GXppSuq9hNZQkSeoiHdGSWNylGxGzXpu3Ih4NbAU+VHL6HWQTTV4eEW9OKd2ZH98IzNp9DdyYPx8GLAf+u6gsOwJHRMRrgd1TSvfOcS9JkqSu1hEhsU5H5s+XppQeLD6RUpqKiCvIQuTTgG/lx28Bbqnx/hcBV5cc+wRwA1kL4/b5FVuSJKl7dGNIPDh/vr7K+RvIQuJB5CGxHimlbcC24mMRcSdwa0rpx/XeT5IkNc7ExARDQ0MzjvX19bF+/XoARkZGmJqamnF8cHCw1cVcFLoxJPbnz5NVzheOL21+UR4SESeRdXWzzz77MDY21rT32rZt2/Rzo9/njjvuaGrZO531t/7Wf6zdxWiLXq47dEf9t2/POvImJyfZsmVL2fk//CGbr3rllVeWHT/77LNnvXc31L8dujEktlxKaaiGazaRLZvDypUrU+lfOY20dOnS6edGv8/Y2FjD79lNrL/1t/5D7S5GW/Ry3aE76r9x48YZrYQFExMTTE5OsmTJkulj/f1Ze1Lh+Fx164b6t0M3hsRCS2F/lfOF49uaXxRJktQKg4ODjI6Olh0fGhoqa1kcGBgAqNjiqNp1yhI49bgufz6oyvnH58/VxixKkiRpDt0YEgvL5RwdETPKHxF9wOHAXcD3W10wSZKkxaLrQmJK6efApcABwOtLTp8B7A58umiNREmSJNWpI8YkRsRxwHH5p/vmz4dFxAX5x7eklN5S9JKTybble39EPAO4FjiUbA3F64G3NbnIFUXEMDC8YsWKdry9JElSw3RESAQGgFeWHDswfwD8CpgOiSmln0fESuBM4BjgOcDNwHnAGSml25pd4EpSSqPA6MqVK09sx/tLkiQ1SkeExJTS6cDpdb7m18AJzSiPJElSr+u6MYmSJElqPkOiJEmSyhgSJUmSVMaQKEmSpDKGxAaKiOGI2DQ5OTn3xZIkSR3MkNhAKaXRlNJJhY3FJUmSupUhUZIkSWUMiZIkSSpjSJQkSVIZQ6IkSZLKGBIlSZJUxpAoSZKkMobEBnKdREmStFgYEhvIdRIlSdJisVO7CyBJktRpxsfHGRkZYWpqavpYX18f69evZ3BwsI0lax1DoiRJUomRkRE2b95c8dzo6GiLS9MedjdLkiSVKLQg9vf3s2bNGgpDyYpbFhc7Q6IkSVIVAwMDjI2NMTAw0O6itJwhUZIkSWUMiZIkSSpjSJQkSVIZQ2IDuZi2JElaLAyJDeRi2pIkabEwJEqSJKmMIVGSJEllDImSJEkqY0iUJElSGUOiJEmSyhgSJUmSVMaQKEmSpDKGREmSJJXZqd0FkCRJWqiJiYmqx4eGhgDo6+tj/fr1AIyMjDA1NQXA9u3b2bhx44zj1e7XSwyJDRQRw8DwihUr2l0USZJ6Ql9fHwDFW+IWjhWOb9mypex1mzdvnvH5yMhIxePF9+o1hsQGSimNAqMrV648sd1lkSSpFxRaBgutgn19fWzYsIGU0ozjExMTTE5OTn8OUNhGt9LxgYGB6Xv1KkOiJEnqWoODg4yOjlY8V3x8aGiorEVxYGAAoOLxsbGxhpazGzlxRZIkSWUMiZIkSSpjSJQkSVIZQ6IkSZLKGBIlSZJUxpAoSZKkMoZESZIklTEkSpIkqYwhUZIkSWUMiZIkSSpjSGygiBiOiE3Fm4xLkiR1I0NiA6WURlNKJxU2DJckSepWhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyO7W7AJIkSa0yMTHR0PuNj48zMjLC1NQUAH19faxfv57BwcGGvk87GBIlSdKi19fXB0Dx1rl9fX3T4W6+RkZG2Lx5c9nx0dHRBd23ExgSu9DAwMCMZ0mSNLv169cDzGjx27BhA+vWrVvQfQv3K2zJOzk5ueDg2SkMiV1o48aN7S6CJEldZXBwsKmte4WGmy1btjTtPVrNiSuSJEkqY0iUJElSGUOiJEmSyhgSGygihiNiU/HMKUmSpG5kSGyglNJoSumkwgwnSZKkbmVIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCGxgSJiOCI2TU5OtrsokiRJC2JIbKCU0mhK6aT+/v52F0WSJGlBDImSJEkqY0iUJElSGUOiJEmSyhgSJUmSVMaQKEmSpDKGREmSJJUxJEqSJKmMIVGSJElldmp3ASRJkhaTiYkJhoaG6OvrY/369QwODs44Pz4+zsjICFNTUwDT1wEzjgMMDAywcePGlpW9mCFRkiSpAfr6+gCYnJxky5Yt08dHR0dnXDcyMsLmzZsr3qPa8XYwJEqSJDVAoTVwamqKiYkJJicnZ7QKFhSOFbbxLb2uv7+fgYEBgOnndjAkSpIkNcDg4OB0q+HQ0NCM1sRKCgGw9LqBgQHGxsaaUcS6OHFFkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUhlDoiRJksoYEiVJklTGkChJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZSKl1O4yLDoR8XvgV/mn/cBkjS+d69pq5ysdLz022+fFHy8HbqmxvLXo5frXU/darl/M9Z9v3aud65X611L30mOzfS0WY/392dfZ//ZruX4x179TfvY9JqX0iLJ3SCn5aOID2NSoa6udr3S89Nhsn5d8fLX1b33de73+8617r9e/lrrPVt9eqL8/+zr7336v179TfvZVe9jd3HyjDby22vlKx0uPzfZ5PWWsVy/Xv9779nL951v3aud6pf611L302Fxfm0bplPr7s6/6553wva/l+sVc/47+2Wd3s2aIiKtTSivbXY52sf7W3/r3Zv17ue5g/Xu9/tXYkqhSm9pdgDaz/r3N+veuXq47WP9er39FtiRKkiSpjC2JkiRJKmNIVNNExKkRkSLig+0uS6tExOsj4kcRcXv+uDIintvucrVC/v3+r7zev4+I0Yh4UrvL1SoRcUREfCUi/if/d7+23WVqlog4OSJ+GRH3RMQPImJ1u8vUKr30fa6kl/+f9+LPd0OimiIingacBPyo3WVpsZuAfwSeAqwEvg1cFBF/2tZStcYQcD7wdOAo4H7gmxHx8HYWqoX2AH4MvBG4u81laZqIeDFwHnA28GTge8DXI2L/thasdXri+zyLIXr3/3nP/Xx3TKIaLiL6gf8LvAZ4B/DjlNLftrdU7RMRtwKnppQ+0u6ytFJE7EG2UOtxKaVmLjXScSLiDuBvU0oXtLssjRYRVwE/SimdWHTsBuALKaVT21ey1lvM3+da9fL/c1j8P99tSexyEXF8RHwgIi7Pm79TRHxmjtc8OiI+HhG/iYh7I2JrRGyMiGUNKtYmsl8YlzXoflV1aP0L77NjRLyErOXhe428d37/jq17ro/sZ8xtTbh3N9S/LZr5dYmIJcBTgUtLbnEpWctS2/X6v4s21L+p/8/r0cq6N/vne8do1ArjPtrzACaABEwB1+Yff2aW6x8H/Da/7iLgXLIm8wT8FNhrgeU5EfgBsHP++RjwwV6pf/4efwLcQdYNsw14bq/UveT9LgSuAXbstfrn3/+1zah3O78uwCPz40eU3GMDcF076tvOfxft/D53Qv3z1zf1/3mn1Z0W/XzvlEfbC+Bjgd9AOBJ4PBBkY0Xm+k9xSX7N35Ucf29+/F9Kjp+VH5/tMZRfezDwe+DgoteP0dyQ2DH1L3rNEmAFWYvLOWT7gT6pF+pecs/fAAf20ve+6LXtDIlN+7rQHSGxqf8uOuX73CH1b/r/806rOy36+d4pj7YXwEcDv5lz/Kcg+6spAb8Edig515f/wLsT2L3o+HLgCXM8dsuvXZvf//6iRwIezD/eZTHXf5ZyfRP4WK/UHXgfcDPwhF75t1/h/ToiPDT660L2C/J+4EUl134I2NLu+rbi30Unfp/bUf92/D/vlLqXXNv0n+/tfOyEesmR+fOlKaUHi0+klKYi4grgaOBpwLfy47eQ/aVUi4uAq0uOfQK4gWwm5Pb5Fbthml3/anYAdlngPRaqJXWPiPOAFwNHppR+uuBSN067vvedrq6vS0ppe0T8AHgm8B9Flz8T+GIrCtxgdf+7WGTmVf8O/n9ej0Z97zvh53vTOHGltxycP19f5fwN+fNB87l5SmlbSunHxQ+yv8RuzT9P87lvAzW1/gARcW5ErI6IAyLiTyLiHLK/aD8733s2SCvq/iHgBOClwG0RsW/+2GO+92ygVtR/j4gYiIgBsp+t++efd/LSMPP5urwXWBsRr4mIQ/LA8EjgX5pUxmaqu/5d+n2uZj717+T/5/WYT9079ed70xgSe0t//jxZ5Xzh+NLmF6UtWlH/fYHPANeR/fW5Cnh2SunrC7hnI7Si7ieTddN8i6wbqvB4ywLu2SitqP9KsgH81wAPA87IPz5zAfdstrq/LimlzwOnAG8nmyjw58BzUkq/akoJm2s+/y668ftczXzq38n/z+sxn7p36s/3prG7WU2VUhpqdxlaKaW0tt1laJeUUrS7DO2UUhojGzC/6KWUzidbULnn9NL3uZJe/n/eiz/fbUnsLYW/jPqrnC8c39b8orRFL9e/l+sO1r+aXv+6WP9ML9a/l+teM0Nib7kuf6427urx+XO1MRrdrpfr38t1B+tfTa9/Xax/phfr38t1r5khsbdclj8fHREzvvcR0QccDtwFfL/VBWuRXq5/L9cdrH81vf51sf6ZXqx/L9e9ZobEHpJS+jnZ9lkHAK8vOX0GsDvw6ZTSnS0uWkv0cv17ue5g/avp9a+L9e/d+vdy3esR7V+VRAsREccBx+Wf7gs8C/gFcHl+7JaU0luKrn8c2T6TewMXk21ddCjZmlHXA09PKf2hFWVvhF6ufy/XHax/Nb3+dbH+vVv/Xq5707R7NW8fC3sApzP7tmFbK7xmP7JFrm8mW+D6V8BGYFm762P9rbv19+ti/a2/de+Mhy2JkiRJKuOYREmSJJUxJEqSJKmMIVGSJEllDImSJEkqY0iUJElSGUOiJEmSyhgSJUmSVMaQKEmSpDKGREmSJJUxJErqShGRangMtbuc3SQiHhURIxFxZUTcEhH3RcRkRFwTEecv9OsZEZ/Nvy8n13Dtpfm1z1/Ie0qaP7flk9SVIqLww+uMWS67IKW0tQXF6XoRcRJwHrAr8FPgu8DvgN2Bg4HV+cf/nFJaN8/3GAIuA65JKT1llusOAH4B/C+wf0rp/vm8n6SF2andBZCkhUgpnd7uMnS7iHgF8BHgNuAlKaWLK1yzJ/A3wP7zfZ+U0lhEXA88OSKeklL6v1UufTUQwCcMiFL72N0sqSdExOmFLuiIOD4ixiPiroi4NSI+FxGPqvK6h0fEORFxbUTcnXe/fisijq5w7dr8PdZGxDERMZZfn4qu6Y+IjRFxU0TcExE/jYi/j4gD89deUHTtv+fH1lQp2wvz8x9cwNelH9iYf/riSgERIKV0e0rp3cCbKtxjp4g4OSK+HxG351/XayLibyOi9PfMv+bPJ1Ypz47ACUACPjqPKklqEEOipF5zMvAZYCvwIeDHwIuBb0bELsUXRsRjgB8AbwV+D/wL8HngEOAbEVEx6ADHA5uBqaLXEBG7At8G3kjWlXseMAa8DXhPhft8OH8+qcr7/E3+/C9VztfieGAZ8L2U0n/OdXFpy15E7ExW1w8BS4F/AzaR/X75APDJklt8EtgO/HVE7FbhLZ4NPAr4Zkrpl3XVRFJD2d0sqatFxOlVTt2TUjq3wvFjgFUppf9XdI9/A/4aeB5wYdG1nwQeA/x1SulzRdcvJQt374+Ir6SUflvyHs8BnpNS+kbJ8XXAU4DPAS9N+aDwiHgnUNb1mlL6TkT8N/DCiHhDSukPRWU4EPgLsnD34ypfg1ocnj9/e56vfxvwLOCDwCkppQfy8u1IFhZfFRFfKLRQppR+HxEXAX+VPy4ouV8heG+aZ3kkNYgtiZK63TuqPN5a5fr3FwfEXKELdLBwICL+DFgDfLE4IAKklLbl77Er8MIK73FxhYAI8ErgQeDUQkDM7/drHuryLfVhYBdgbcnxE8nG7X2kyutqtW/+/D+lJyJiad5NP+NRdH4H4O/IJpi8qRAQAfKP30zWbfx/Sm5dCICvKXm/PyIL2L8DKnZ7S2odWxIldbWUUtT5kqsrHPt1/rys6Nhh+XN/ldbKR+TPh1Q4N156IJ/48Tjg11VmXH+3UmGBTwHnknU5vye/185kofE2ZrZ8NtpSsjBc6vT8+SDg4cANwNsjKn4r7qb8a/Rt4OfA4RFxSErp2vz4CWS/ly5IKd23oJJLWjBDoqRes63CscI4ux2Lju2VPz8zf1SzR4Vj/1vh2J75c2nXNLMdTylNRcRngNdGxJEppcuAvyRrAdyYUrpnlrLVolDWR1Z4761krZUARMRNZOMFCwpfo8dTOUwWzPgapZRSRHwUOIesNfHNkSXMV5O1PP5r+S0ktZrdzZJU2WT+/MaUUszyOKHCaystQHt7/rxPlferdhwemsDyNyXPjRi3d0X+/Ix5vLbwNfryHF+jx1Z47SeA+4BXRMQS4CjgQOCylNLP5lEWSQ1mSJSkyr6fP69uxM1SSreTLRD9qHyx6FJ/Pstrf0QW5p4fEYeSTVj5TlE37UJ8gax19ekRUW9Q/Gn+2qflXeA1yyf7fAVYDhzHQ+MTnbAidQhDoiRVkFK6GrgceEFEvKrSNRHxJxGxdx23/RTZz91zomgAX0TsB5wyx2s/DCwBvkjWBVxx2Zt8HcgUEWO1FCilNFn03hdGxLFV7rsbMCMI5svhfAD4I7KZ3g+r8Lo/iognVnn7Qrfym4HnA7cAX66l3JKazzGJkrraLEvgAFyUUppYwO1fSjbJ4mMR8QbgKrKWs0cDfwo8iWyCy+9qvN+7yFrNXgIcHBGXAv1kS8F8Jz/3YJXX/gfwPrIxgbcAX6pyXeGP/5p3KkkpfTJfI/L9wGhEXEvWcvk7svGEjwaOzj/+TsnLR4A/A14LDEfEt8lmSu9NNlbxcLJlcn5S4a0vJVuvsjCr/IMppe21lltScxkSJXW72SZMbAUm5nvjlNJNEfFUsmVeXki2lMuOZJM9fkLWila6nM5s97s7Io4EziRbxPpNwC+Bs8laLY/jobGLpa/dHhGfJWv1uyCldG+Vt/mT/PlzVc5XK9umiPga8Dqy7uwXAn3AXWRfx88C/55S2lLyuvsi4jjgZWQzro8lC5O/z+u2Pn9tpfcsTGA5Kz/khBWpg0TRUl2SpDbJd2/ZBLw2pVRx7cO8C/kI4OCU0g1VrvkSsAp4nK1ykhbCMYmS1EIRUbbUTETsT9bidj8wWuV1g2SLe18yS0AMsok27zEgSloou5slqbW+mM8E/gHZ+MYDyLpodyPbieU3xRdHxOvIxiGeQDZesWr3er6LyyOqnZeketjdLEktFBEnAy8nm9TRD9wBXEM2aaNsMkpEbCWbOPIL4PSU0r+1rrSSepkhUZIkSWUckyhJkqQyhkRJkiSVMSRKkiSpjCFRkiRJZQyJkiRJKmNIlCRJUpn/D8nd5+Y+vLUHAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "all_files = [\"sac_001130.hst\", \"sac_001146.hst\", \"sac_001208.hst\", \"sac_001405.hst\", \"sac_001605.hst\", \n",
+    "\"sac_001907.hst\", \"sac_002158.hst\", \"sac_002503.hst\", \"sac_002776.hst\", \"sac_003140.hst\", \n",
+    "\"sac_003423.hst\", \"sac_003796.hst\", \"sac_004083.hst\", \"sac_004461.hst\", \"sac_004751.hst\", \n",
+    "\"sac_005131.hst\", \"sac_005422.hst\", \"sac_005802.hst\", \"sac_006093.hst\", \"sac_006474.hst\", \n",
+    "\"sac_006764.hst\", \"sac_007143.hst\", \"sac_007432.hst\", \"sac_007809.hst\", \"sac_008096.hst\", \n",
+    "\"sac_008469.hst\", \"sac_008753.hst\"]\n",
+    "\n",
+    "li = []\n",
+    "\n",
+    "for filename in all_files:\n",
+    "    df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                       delim_whitespace=True)\n",
+    "    n=60000\n",
+    "    plt.figure(figsize=(10,8))\n",
+    "    plt.step(df[\"p_in_bin\"], df[\"Total_per_bin\"]/n, \"k\", linewidth=2.5, label=\"Total\")\n",
+    "    plt.loglog()\n",
+    "    plt.xlabel(\"Energy, GeV\")\n",
+    "    plt.ylabel(\"Counts, u.a\")\n",
+    "    plt.title(filename, fontsize=20)\n",
+    "    plt.grid()\n",
+    "    plt.legend(fontsize=18)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f61bf20",
+   "metadata": {},
+   "source": [
+    "## Sierra Negra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "b1f792db",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:15: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  plt.figure(figsize=(10,8))\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n",
+      "/tmp/ipykernel_180986/2851438747.py:10: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\",\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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x4YcfZuvWrTz00EM897nPBeDb3/62SaI0HWMTlanWVjWT8G3ZsoVFixZNu+9ft9QCttrSpUsbJnxjy3fDhg2Mjo5y7bXXMjg4aK2iNAdt2LChI32kO+XHP/4xT3ziE9lrr73qjv3O7/wOGzZsYNOmTey7776T3uvTn/40f/M3f8NNN93Egw8+WHPs3nvvbVnMzTBJbKGIGAKGlixZ0ulQ5pWVK1eyfv36mn2N+shVm+kvsqn0/evV5K8VxiaQQ0NDrF+/ntHR0bq+jCaM0twwlaldOlWT2M0+97nP8bKXvYylS5dy6aWXcsABB7Dbbrvx8MMPc8IJJ/DII490JC6TxBbKzHXAuoGBgdM6HctcV11LVWna6OvrY3R0dMc5zSSBkyV8lZpEmN+J30ysWLECKPrfTDb4xaRR6k1TadLdunUrCxcubH8ws+Dggw/my1/+cs3fiIrvfe97PO5xj2OfffYBJl5H+YorrmC33Xbj6quvZvfdd9+x//vf/35b4p4qk0T1hLFNl+MlgMcccwwrVqxoar7AqSZ8w8PDDA4ONh23HlVds1j972nfRUm96qSTTuKLX/wil1xyCZdccsmO/V/60pe46aabeOUrX7mjP+Kee+4JwD333FN3n5133pmIqKkxzEwuuuiiNn+CiZkkqms1SiTGqjRXVpI9E4vu1yhhBPsuSuody5cv52Mf+xjvfve72bhxI8ceeyw/+MEPuPzyy1m8eDGrVq3ace5TnvIUFi5cyOWXX87uu+/OokWL2HfffTniiCM4+eST+exnP8tzn/tcXvWqV/Hggw9y5ZVX8stf/rKDn84kUV1kKrWFQE2TpM2+vW8qfRfBWkVJ3WeXXXbhK1/5ChdddBGf+tSn+NznPseiRYv4oz/6Iy666CIOOOCAHec+9rGP5ZOf/CTnnnsuZ511Fg888MCOybRf/vKXs3XrVt73vvfxlre8hb322ouhoSEuueSSjk2kDSaJ6rDp1hZq7qruuzi2VhHsryipM5YvX87y5cvr9u+xxx5cfPHFXHzxxZPe48QTT+TEE0+s2VepGDnttNM47bT6IQ2ZOaV97WCSqFk3lcTQ2sL5q7pmsVGtIlizKEntZpKoWTfelDVgbaHqVdcqgv0VJWk2mSSq7cYbmADFlDX9/f0mhmrI/oqS1DkmiWqLqTQpH3PMMf5xV1Mm6q9oraIktZZJ4jgi4ljgLcCzgCcCp2bm2o4G1WMmalKGR/saSs2YSn9F/8dDklrDJHF8ewLfBf6xfGkSNilrto1XqzjVSdQlSZMzSRxHZn4R+CJARKztbDS9oVHNoU3KapfqWsXBwUGuueYaNmzY4FQ5ktQiPZkkRsTJwDKgH3g6sBD4RGa+coJr9gcuBE4A9gbuBq4ELsjMe9sc8pzUaP3kykLqNilrtlTWgXWqHGl2ZOaEaxGrO8x0PsWeTBKBcymSw23AXcBvT3RyRBwCfBPYF/gC8H1gKfAm4ISIODozN7c14jlovNpDaw7VCY2myrH5WWq9BQsW8Ktf/Yrdd9+906FoEr/61a/Yddddp319ryaJb6ZIDn9AUaN49STnX06RIL4xMy+r7IyI95b3ehdwRntCnVsmqj205lCdMnaqnLHNzzY9S62zzz77cNddd7HPPvuwcOFCHvOYx1ir2EUyk4ceeoitW7eyadMmFi9ePO179WSSmJk7ksLJvphlLeLxwEbgg2MOvxM4HTglIs7OzPtbG+ncY+2hekGj5me/p9LM9fX1seuuu/KLX/yCzZs389BDDzV1/a9//Wt22223NkXXe9pRHo95zGPYbbfdOPDAA2d0755MEpt0XLm9KjMfqT6QmVsj4jqKJPIo4GuzHVyvqTTfWXuobubIZ6m9dtttNw444IBpXTs8PMwznvGMFkfUu7q5POZDknhYub2twfHbKZLEQymTxIjYE1hSHt8JODAi+oF7MvPO9oXafRpNbdPf38/w8HDnApMm4MhnSZq5+ZAk9pXb0QbHK/sXVe0boLaf4wXl62PA8vFuEhGnUzRds3jx4p5PoLZt28bw8DDnnHMO119/fd3x7du39/xnbEalPFTopfLYvn07UN/0vHnzZlatWtWSZ/RSecwGy6OW5VHL8qjVzeUxH5LEpmXmMNBUL9zMXAOsARgYGMhKjUUvGhkZ4ZxzzmHBggV873vfA8af2mY+TYw9PDxML/+btlovlcfq1avrasNHR0dZsGBByz5DL5XHbLA8alketSyPWt1cHvMhSazUFPY1OF7Zv6X9ofSGlStX1tUeOjhFvcqRz5I0PfMhSby13B7a4PiTy22jPotTFhFDwNCSJUsmPbebOThFc5kjnyVpauZDkljpW3h8ROxUPcI5IhYCRwO/BL410wdl5jpg3cDAwGkzvddscnCK5hNHPkvS1Mz5JDEzfxgRV1GMYH4DcFnV4QuAPYAPz+c5Ehutu1ypcZHmkolGPtv0LEmP6skkMSJOAk4q3+5Xbp8dEWvLnzdl5luqLjmTYlm+90fE84BbgCMp5lC8DXhHi+Lqyebmsc3LUIwItYlZc51Nz5LUWE8miUA/8Oox+w4uXwB3ADuSxLI2cQC4EDgBOBG4G7gUuCAz721FUL3U3Dze8nrVzcvDw8PzavSy5iebniWpsZ5MEjPzfOD8Jq/5CXBqO+LpReM1Mdu8rPnGSbclqbGeTBI1c45glmo1anoGm58lzU8miS3U7X0SJ2tiluaz6qZnwOZnSfOeSWILdXufRJuYpcacdFuSapkkziM2MUtT58hnSfOdSeIc5iTZ0vQ58lnSfGeS2ELd1ifRSbKl6Rtv5LMkzScmiS3UbX0Sx5sk2yZmafqcHkfSfGKSOA/YvCzNjNPjSJqPTBLnmPGmuZE0M06PI2k+MkmcY5zmRmq9yabH2b59O6tXr7bpWdKcYpLYQt0wcMVpbqT2G6/5eeXKlTY9S5pTTBJbqJsGrtgPUWofp8eRNB/s1OkAJKnXVJqfh4eHd8wcUGl6HhoaYmRkpLMBSlILWJPY4xpNmC1pdrgyi6S5yiSxxzlhttRZK1asYPPmzSxYsMCmZ0lziklij3PCbKmzli5dyqpVqxgcHHRlFklzikliC3VydLMDVaTu4coskuYCk8QW6qbRzZJmnyuzSJpLTBIlqUVcmUXSXGKS2INcek/qTo1WZpGkXmSS2INcek/qLZU+ivZPlNRLTBJ7kEvvSb3BORQl9TKTxB7miGapu7l8n6Re5rJ8ktQmEy3f5xJ+krqdNYkt1Ml5EiV1N6fHkdRrTBJbyHkSJTXi9DiSeo1JoiTNAqfHkdRr7JMoSR1U6aNo/0RJ3caaREnqAKfHkdTtTBIlqQOcHkdSt7O5WZI6YLzpcSSpm5gkSlKXsH+ipG5ic7MkdZj9EyV1I5NESeow+ydK6kY2N0tSh9k/UVI3siZRkrpQpX8iFM3RK1asYOnSpZ0NStK8YpLYQq7dLGmmXONZUrcwSWwh126WNFOu8SypW5gkSlIXcY1nSd3CgSuS1AOcQ1HSbLMmUZK6mHMoSuoUk0RJ6mLOoSipU2xulqQu5hyKkjrFmkRJ6jHOoShpNpgkSlKPcA5FSbPJJFGSeoRzKEqaTfZJbCAizoyIH0fEryPixog4ptMxSZrfqvsn2kdRUruZJI4jIl4GXAqsAp4BfBP4UkQc2NHAJGkczqEoqR1sbh7f/wHWZubfle//PCJOAF4PvL1zYUnSo5xDUVI79WRNYkScHBGXRcS1EXFfRGREfHySa/aPiI9ExE8j4oGI2BgRqyNirzHnLQCeBVw15hZXAc9p7SeRpOlbsWIFL37xi1m2bBl9fX0A9k+U1DI9mSQC5wJ/BvQD/z3ZyRFxCHAjcCowArwP+BHwJuD6iNi76vR9gJ2Bn425zc+A/WYauCS1inMoSmqnXk0S3wwcCjyOogl4MpcD+wJvzMyTMvNtmflcimTxMOBdbYtUkmZRpX+ifRQlzVRP9knMzKsrP0fEhOeWtYjHAxuBD445/E7gdOCUiDg7M+8HNgEPA4vHnLsY+J8ZBS5JbeIcipJarSeTxCYdV26vysxHqg9k5taIuI4iiTwK+Fpmbo+IG4EXAP9cdfoLgM/ORsCS1CznUJTUavMhSTys3N7W4PjtFEniocDXyn3vBa6IiBHgOuAM4InA37YxTkmatkr/xIrBwcG6GkVJasZ8SBL7yu1og+OV/YsqOzLzU+VglnOB3wC+C5yYmXc0ekhEnE7RdM3ixYsZHh6eWdQT2LJly45tu56zbdu2tn6GXmN51LI8anVjeVR+T9xwww309/ez++67c8opp3D44Ye3/dndWB6dZHnUsjxqdXN5zIckcVoy83KKAS9TPX8NsAZgYGAgBwcH2xQZLFq0aMe2Xc8ZHh5u2717keVRy/Ko1Y3lccABB3DzzTdz//33c/PNNwOw99578/rXT2Ws38x0Y3l0kuVRy/Ko1c3lMR+SxEpNYV+D45X9W9ofiiTNjuo+ivZPlDQdvToFTjNuLbeHNjj+5HLbqM/ilEXEUESsGR1t1LItSbPDORQlzdR8SBIr0+UcHxE1nzciFgJHA78EvjXTB2Xmusw8vbLygSR1E9d4ltSMOd/cnJk/jIirKEYwvwG4rOrwBcAewIfLORIlac5xjWdJ09GTSWJEnAScVL6tLJX37IhYW/68KTPfUnXJmcA3gfdHxPOAW4AjKeZQvA14R4viGgKGlixZ0orbSVJL2D9R0nT0anNzP/Dq8vXCct/BVftOrj45M38IDABrKZLDs4FDgEuBozJzcyuCsrlZUjeyf6Kk6ejJmsTMPB84v8lrfgKc2o54JKnXVPonQtEcvWLFCpYuXdrZoCR1lZ5MEiVJ0+Maz5KmyiSxheyTKKnbucazpKnq1T6JXck+iZK6XXX/RPsoSpqISaIkSZLqmCRKkpxoW1Id+yS2kH0SJfUaJ9qW1IhJYgtl5jpg3cDAwGmdjkWSpsKJtiU1YnOzJM1jTrQtqRGTREmSJNWxuVmSVMPVWCSBSWJLOXBFUi9zNRZJ1UwSW8iBK5J6mauxSKpmkihJAh4dxFIxODhYV6Moaf5w4IokaUJOtC3NT9YkSpLG5UTb0vxmkihJGpcTbUvzm83NkqRxOdG2NL+ZJLZQRAxFxJrR0dFOhyJJbWH/RGn+sLm5hZwCR9JcZf9Eaf4xSZQkTcr+idL8Y3OzJGlS9k+U5h+TREmSJNWxuVmSNC2VQSxQ9FlcsWIFS5cu7WxQklrGJFGS1JRGg1jAgSzSXGKSKElqSvUgFsCBLNIcZZLYQhExBAwtWbKk06FIUttUBrFUDA4O1tUoSup9Dlxpocxcl5mn9/X1dToUSZKkGbEmUZLUEpWBLNu3b2f16tUOYpF6nDWJkqQZGTuQ5frrr2flypUdjkrSTFmTKEmaEVdjkeYmaxIlSTPiaizS3GRNoiSp5ZxoW+p9JomSpJZxom1p7jBJlCS1zIoVK9i8eTMLFiwAnGhb6mX2SZQktczSpUtZtWoVw8PD9lGUepxJoiRJkuqYJLZQRAxFxJrR0dFOhyJJXaUykGVoaIiRkZFOhyNpCuyT2EKZuQ5YNzAwcFqnY5GkbtBoIIuDWKTuZ5IoSWobJ9qWepfNzZKktnGibal3mSRKkmaV/ROl3mBzsyRpVtg/UeotJomSpFlh/0Spt9jcLEmaFfZPlHqLSaIkSZLq2NwsSeqYyiAWKPosrlixgqVLl3Y2KEnANJPEiNgf+E1g1/GOZ+Y3ZhKUJGluazSIBRzIInWLppLEiDgeeB/w25OcuvO0I+oSEXEs8BbgWcATgVMzc21Hg5KkOaJ6EAvgQBapC005SYyIo4D1wC+ADwB/DlwD3AocAxwO/AtwU+vD7Ig9ge8C/1i+JEktUhnEUjE4OFhXoyips5oZuPJ24NfAEZn5pnLf1Zl5BvBU4CLg+cBnWhtiZ2TmFzPznMz8DPBIp+ORJEmaTc0kic8G/iUzfzr2+iycB9wCXDCdQCLi5Ii4LCKujYj7IiIj4uOTXLN/RHwkIn4aEQ9ExMaIWB0Re00nBklSZ7kai9Q9mumT2AfcWfV+O7DHmHOuA14xzVjOBZ4ObAPuYpJ+jxFxCPBNYF/gC8D3gaXAm4ATIuLozNw8zVgkSbPI1Vik7tNMkvhzYK8x7w8Zc84uwGOnGcubKZLDHwDLgKsnOf9yigTxjZl5WWVnRLy3vNe7gDOq9l8EvGOSex6XmcNNRy5JmhFXY5G6TzNJ4m3UJoXfAn4/Ig7NzNsiYj/gpcDt0wkkM3ckhREx4bllLeLxwEbgg2MOvxM4HTglIs7OzPvL/auBCZuvqa0plSTNkuqBLA5ikbpDM0nil4GLIuLxmXkPcCnwh8BNEfE94MnAQuAvWh9mnePK7VWZWTOoJDO3RsR1FEnkUcDXyv2bgE2zEJskqQWcaFvqrGaSxA8D3wAeBMjM6yLij4CVFKObNwJ/kZmzMV3MYeX2tgbHb6dIEg+lTBKbFRF7AkvKtzsBB0ZEP3BPZtbVOEbE6RQ1mCxevJjh4eHpPHZKtmzZsmPbruds27atrZ+h11getSyPWpZHrZmWx/bt24H6/ombN29m1apVMw1v1vn9qGV51Orm8phykpiZ9wHfHrPv88DnWx3UFPSV29EGxyv7F83gGQPU9ou8oHx9DFg+9uTMXAOsARgYGMjK//22w6JFi3Zs2/Wc4eHhtt27F1ketSyPWpZHrZmWx+rVq1m5cmXdRNsLFizoyXL2+1HL8qjVzeXh2s0NlANYJu4cKUlqOSfalrpDM/MkdpNKTWFfg+OV/VvaH8qjImIoItaMjjaq4JQkTZdzKEqzq2U1ieXo5lUUc2u/tlX3beDWcntog+NPLreN+iy2RWauA9YNDAycNpvPlaS5zDkUpc5oZXNzH0VfvQTanSRW+goeHxE7VY9wjoiFwNHALymm6ZEk9TDnUJQ6o5XNzXcDpwKvaeE9x5WZPwSuAg4C3jDm8AUUK8FcUTVHoiSpR1X6KA4PD9Pf39/pcKR5o2U1ieXo549N9/qIOAk4qXy7X7l9dkSsLX/elJlvqbrkTIpl+d4fEc+jWDf6SIo5FG9j8tVVWi4ihoChJUuWTHquJElSN+umgSv9wKvL1wvLfQdX7Tu5+uSyNnEAWEuRHJ5NsSLMpcBRnVi3OTPXZebpfX2NxtNIklrBQSxS+3XNFDiZeT5wfpPX/ISiiVuSNA84iEWaPVNOEiPiI1M8dTZGN3clm5slqb0cxCLNnmZqEpdPcjwpJp+ejdHNXckpcCSpvaon2naSbam9mkkSf6vB/kXAEcAKioEkb5thTJIkTVmlfyIUzdErVqxg6dKlnQ1KmgOaWbv5jgaH7gBujoivAN8Bvgr8QwtikySpoUb9E8E+ilIrtHIKnJ9ExDrgTZgktlVlnjDnC5M0n1X3TwTsoyi1WKtHN/+MR5fEm3dma+DK6tWr23p/SeoF1f0T4dE+ipXmZ5uepZlp5drNOwPPBUZbdc9e48AVSeocp8eRWquZKXCOneAeB1DMV9gP/P3Mw5IkqTlOjyO1VjM1icMU09s0EsA3gLfOJCBJkqbD6XGk1momSbyQ8ZPER4B7gZHMdG0kSVLXcHocafqamQLn/DbGMSe44ookdQenx5FmrmvWbp4LHLgiSd3B6XGkmTNJlCTNOY2mx5E0dTt1OgBJkiR1H5NESdK8URnIMjQ0xMiIYy2lidjcLEma85xoW2qeSWILObpZkrqTE21LzbO5uYUyc11mnt7X19fpUCRJVSoDWYaHh+nv7wdsepYmY02iJGleselZmpqWJYkR8SrgIeD/ZeZoq+4rSVIr2fQsTU0rm5vXAlcAd0TExRGxbwvvLUlSS0zU9Gzzs/SoVjY3/yMQwNOAtwJvAnZv4f0lSWopl++TGmtZkpiZyys/R0QfcEyr7i1JUju4fJ/UWFsGrpR9Ete3496SJLWKy/dJjTkFTgtFxFBErBkdddyOJPUyp8eRmkgSI+IZEXFm2ZRc2bdHRHwsIrZExE8j4k3tCbM3OE+iJPW2sX0U169fz8qVKzscldQZzTQ3/yVwTGZeXrXvYuAUYBuwN/DeiLglM69qYYySJM0Kp8eRHtVMc/MAcHXlTUTsArwaGAH2BX4L2AS8sZUBSpI0W8abHkear5pJEvcF7qp6PwAsBD6cmb/OzJ8CXwB+t4XxSZIkqQOaaW7OMef/XrmvehjYL4AntCAuSZK6QmUQCxR9FlesWMHSpUs7G5Q0C5pJEu8Ejqp6/xLgrsz8UdW+JwL3tiIwSZI6yYm2Nd81kyR+GrggIj4D/Bp4NrB6zDmHAz9sTWiSJHWOE21rvmumT+L7gOuBPwReAdwMXFg5GBG/BRxBbfOzJEk9qXoQy3jrPDuHoua6KdckZuY24OiIeGq563uZ+Uj1KRQJ5A0tjE+SpK7QqPnZpmfNVVNOEiPiQGBLZn53vOOZuTEiNgN7tSo4SZK6hXMoar5pprn5x8BZk5zzxvK8ecll+SRp7hpvDkWbnjWXNTNwJdoWxRyRmeuAdQMDA6d1OhZJUvvY9Kz5oJkkcSr2A+5v8T0lSeoqNj1rPpgwSYyIV43Z1T/OPoCdgQOBVwL/2aLYJEnqSpWmZ4DBwUGuueYaJ93WnDNZTeJailHLlNuXlK+xKk3RvwQuaElkkiT1ACfd1lw1WZJ4arkN4CPAlRTrM4/1MLAZuD4zt7QqOEmSup2TbmuumjBJzMyPVX6OiFcDV2bmP7Y9KkmSekR10zM82vws9bpmJtM+rp2BSJIkqXu0enSzJEni0TkUt2/fzurVqx3Eop7TVJIYEcuAtwJLKVZWGW8y7sxMk09J0rw03kCWI488kmXLlu047shn9YJmluV7EcXAlZ2BO4FbgYfaE5YkSb2peiBLdd9ERz6r1zRT43c+8CDwosy8qj3hdI+IeDvwh8BhwAPAt4C3N1q7WpIkqB3IMjIywllnncWCBQsARz6rtzSzdvNTgU/NhwSxNAhcDjwHeC5FrelXI+LxnQxKktQ7li5dyqpVqxgeHnbNZ/WcZmoStwH3tCuQbpOZL6x+HxGnAKPA0YBtBJKkprnms3pJM0ni14BntyuQiDgZWAb0A08HFgKfyMxXTnDN/sCFwAnA3sDdFP0mL8jMe1sc4kKKmtdW31eSNE+45rN6STPNzX8JHBIR50ZETHp2884F/owiSfzvyU6OiEOAGylWhRkB3gf8CHgTcH1E7N3i+C4FNgDXt/i+kqR5otJfsbrpWepWzdQkvhP4L4q1mV8TERuALeOcl5n52mnE8mbgLuAHFDWKV09y/uXAvsAbM/Oyys6IeG95r3cBZ1Ttvwh4xyT3PC4zh8fuLO/5e8DvZebDk34SSZKkHtdMkri86ueDytd4Emg6SczMHUnhZBWVZS3i8cBG4INjDr8TOB04JSLOzsz7y/2rgY9PEsad4zzrfcDLKRLIH01yvSRJTakMYnH+RHWbZpLE32pbFM2rLBF4VWY+Un0gM7dGxHUUSeRRFH0pycxNwKZmHhIRlwIvo0gQvz/jqCVJKjmIRd2umbWb72hnIE06rNze1uD47RRJ4qGUSWKzIuKDwCnAScC9EbFfeWhbZm6bzj0lSapwEIu6XWRmp2OoExGDFH0Sxx3dHBFrgNOA0zLz78c5/i7gHOCczLx4mjE0KpgLMvP8cc4/naKZm8WLFz/rk5/85HQe2zW2bdvGnnvu2ekwuoblUcvyqGV51LI8ak2lPM466yxuvvlm9thjD5YsWQLA7rvvzimnnMLhhx8+G2HOGr8ftbqhPI477rgbM3Ng7P5mluU7cKrnZmZd375ek5lNjeDOzDXAGoCBgYEcHBxsR1izZnh4mF7/DK1kedSyPGpZHrUsj1pTKY8DDjiAm2++mfvvv5+bb755x/69996b17/+9W2OcHb5/ajVzeXRTJ/EjRSDUiaTTd53OkbLbV+D45X9W9ochyRJM1bd9Awu36fu0Ewy94+MnyQuopjb8EnAMDAbfRdvLbeHNjj+5HLbqM9iW0TEEDBUaSqQJGkqqtd7BhgcHKwZzCJ1QjMDV5Y3OhYROwErKOYlfPXMw5pUZbqc4yNip+oRzhGxkGLpvF8C35qFWHbIzHXAuoGBgdNm87mSpLnJ6XHUSS1pFi6TtAsi4gTgEuB/t+K+EzzvhxFxFcUI5jcAl1UdvgDYA/hw1RyJkiT1DKfHUTdodd/BbwKvms6FEXESxXQzAJXpZp4dEWvLnzdl5luqLjmzfN77I+J5wC3AkRRzKN7G5KurtJzNzZKkVnB6HHWDZtZunorHU9TiTUc/RVP1q4EXlvsOrtp3cvXJmflDYABYS5Ecng0cQrHG8lGZuXmacUxbZq7LzNP7+hqNp5EkaXLjrfFcaXoeHBxkaGiIkZGRzgapOa9lNYkR8XyK1Um+O53ry7kHz2/ymp8Ap07neZIk9YJGTc/r169n2bJl9ldU2zQzT+LXJ7jHAUBlHsULZxqUJEkqjJ0epzpRtL+i2qmZmsTBBvsTuBf4CvDXmdkomZzz7JMoSWq1sdPjjIyMsHLlSvsrqu2m3CcxM3dq8No5M/fJzBPnc4II9kmUJLXfeP0VpXZo9cAVSZIkzQHTHrhSTlq9CBjNzPtaFpEkSZI6rqmaxIh4TES8LSJ+QLEu8kbg3oj4Qbm/3Ws2d7WIGIqINaOjo5OfLEmS1MWmnCRGxALgKuBdwEHAT4CRcntQuf+r5Xnzkn0SJUmdUJlD0fkT1UrN1Pz9H4oRzuuBszPz9sqBiDgE+BtgqDzvkhbGKEmSxjHeHIqV+RMrx51DUdPVTJL4CoqJsk8q12reoVxL+Q+BDRTrNpskSpLUZtVzKDaaPxGcQ1HT00ySuAS4bGyCWJGZj0TEl4A/b0lkkiRpQtVzKFbPnwg4h6JmrJkkcTuw5yTn7AE8OP1wepuTaUuSOmXspNuDg4N1NYpSM5oZ3fwd4OSIeMJ4ByNiH+Bk4OZWBNaLHLgiSeo2DmrRdDVTk/gB4JPASERcBFwN3A3sRzGg5VzgCcAbWxyjJElq0niDWsD+iZq6KSeJmfnpiOgH3gasGeeUAP4qMz/dotgkSdI0VQ9qqfRPvPbaaxkcHAQc+azJNTX5dWaeExH/ArwWeAbQB4wCNwEfyczrWx+iJElqVnUfxaGhIdavX19XqwjWLKqxpldIycxvAd9qQyySJKkNqmsVwZHPmpqmluXTxFyWT5LUjSq1isPDwwwPD9Pf3w84qEUTm7AmsVxi79+ArcAJmTnu9DbleV+imALnmEbnzXWZuQ5YNzAwcFqnY5EkqREHtWgqJmtufiXwLGBoosQvM7dHxHuAL1KsuLK2ZRFKkqSWGm9Qi03PGmuy5uY/BH6UmV+c7EaZ+WXgduCPWhGYJElqj+rm50rTszTWZEniM4DhJu73DaB/usFIkiSpO0yWJO4D/KyJ+/0M2Hv64UiSJKkbTJYk/orJ12uutifw6+mHI0mSpG4w2cCVnwADTdxvALhz+uFIkqROqEyHA67GosJkSeIwcGZEDGTmDROdGBHPAp4DXNai2HpORAwBQ0uWLOl0KJIkTUmj6XDAKXHmu8mSxA8Arwf+OSJOzMxbxjspIn4b+GfgYeDy1obYO5wnUZLUa1yNRY1MmCRm5q0RcSFwPnBTRHwG+DpwV3nKbwLPA14K7Aqcl5m3ti9cSZLUStVrPAMMDg7W1Shqfpp07ebMvDAiHgLeCbwC+JMxpwTwIPCOzLy49SFKkiRptk2aJAJk5qqI+ATwGuBo4DfKQ3dTLNv30cy8oz0hSpIkabZNKUkEKJPAd7YxFkmSJHWJyeZJlCRJ0jxkkihJkupU5k0cGhpiZGSk0+GoA0wSJUnSDmPnTVy/fj1HHnmkCeM8NOU+iZIkae6rnjexeiqc6p+dZHt+MEmUJEk7VM+bODIywsqVK9m6deuOSbavvfZal++bJ0wSJUnSuKoTxqGhIdavX+/yffOISWILuXazJGmucvm++ceBKy2Umesy8/S+vr5OhyJJUktVahWHh4cZHh6mv7+/0yGpzUwSJUmSVMckUZIkSXVMEiVJklTHJFGSJEl1TBIlSZJUxyRRkiRJdUwSJUmSVMckUZIkTduGDRsYHBxkaGiIkZGRToejFnLFlQYi4g3AnwIHlbv+C7goM/9fx4KSJKlLLFy4EKBmmb7169ezbNmyHcdd17m3mSQ2dhfwl8DtFDWurwaujIhnZeZ3OhqZJEkdVr1MX/VaztU/V5JGE8beZJLYQGZ+Ycyud0TE64FnAyaJkqR5rbJMH8DIyAgrV67csY5zo6Sxcr56Q9ckiRFxMrAM6AeeDiwEPpGZr5zgmv2BC4ETgL2Bu4ErgQsy894WxrYz8EfAnsA3W3VfSZLmguqEEWqTxg0bNjA6OrojgVTv6JokETiXIjncRtHU+9sTnRwRh1AkbPsCXwC+DywF3gScEBFHZ+bmmQQUEU8Drgd2K+P6g8z8z5ncU5Kkua46aRwcHKypTVTv6KbRzW8GDgUeB7x+CudfTpEgvjEzT8rMt2Xmc4H3AYcB76o+OSIuioic5DU45hm3UtRsHgl8CPhYRDx1Bp9RkiSpJ3RNTWJmXl35OSImPLesRTwe2Ah8cMzhdwKnA6dExNmZeX+5fzXw8UnCuHNMTNuBH5Rvb4yIIyiS2ddOch9JkqSe1jVJYpOOK7dXZeYj1Qcyc2tEXEeRRB4FfK3cvwnYNMPn7gTsOsN7SJIkdb1uam5uxmHl9rYGx28vt4dO9wERcUlEHBMRB0XE0yLiYmAQ+MR07ylJktQrerUmsa/cjjY4Xtm/aAbP2I+ieXq/8n7fAX4/M78y3skRcTpFMzeLFy9meHh4Bo/uvG3btvX8Z2gly6OW5VHL8qhledSa7+WxZcsWAG644Qb6+/tZsGABp556KocffnhnA+sS3fz96NUkse0yc3mT568B1gAMDAzk4OBgG6KaPcPDw/T6Z2gly6OW5VHL8qhledSa7+VxwAEHcPPNN3P//fdz8803A0VlyutfP5UxqnNfN38/ejVJrNQU9jU4Xtm/pf2hSJKkRqpXZnHOxN7Sq30Sby23jfocPrncNuqz2BYRMRQRa0ZHG7WCS5I0v1TmTBweHqa/vx+ADRs2MDg4yODgIENDQ4yMjHQ2SI2rV2sSK9PlHB8RO1WPcI6IhcDRwC+Bb81mUJm5Dlg3MDBw2mw+V5KkXrBw4UIARkdH6ybYdsm+7tOTSWJm/jAirqKY5uYNwGVVhy8A9gA+XDVHoiRJ6rAVK1awefNmFixYAGDzc5frmiQxIk4CTirf7ldunx0Ra8ufN2XmW6ouOZNiWb73R8TzgFsoVkY5jqKZ+R1tDrlORAwBQ0uWLJntR0uS1PWWLl3KqlWrdgzUcMm+7tY1SSLF8nevHrPv4PIFcAewI0ksaxMHgAuBE4ATgbuBS4ELMvPedgc8ls3NkiRpruiaJDEzzwfOb/KanwCntiMeSZKk+axXRzdLkiSpjUwSW8gpcCRJal5lShynw+kuXdPcPBfYJ1GSpKlrNCWO0+F0B5NESZLUEa7G0t1sbpYkSR0x3mos6h4miS1kn0RJkjRXmCS2UGauy8zT+/r6Oh2KJEk9bWRkhKGhIdd47iD7JEqSpK6zcuVK1q9fX7ffQS2zx5pESZLUdSoDWPr6+qi00DmoZXaZJEqSpK7V39/voJYOMUlsIQeuSJKkucIksYUcuCJJkuYKk0RJktQTXL5vdjm6WZIkdTWX7+sMk0RJktQ1KrWFGzZs2LHP5fs6w+ZmSZLUcWNrCyuDQBcuXOjyfR1iTWILRcQQMLRkyZJOhyJJUk+pri2sWLhwIeedd16nQpr3TBJbKDPXAesGBgZO63QskiT1kkptobqHSaIkSeo5lb6LUNQ4rlixgqVLl3Y2qDnGJFGSJPWMRiOdwdHOrWaSKEmSesbYvouOdm4fk0RJktQzxvZdHBwcrKtRVGuYJEqSpDlhZGSElStX1o2Qtr/i9JgkSpKkOWHlypWsX79+3GP2V2yek2m3UEQMRcSaygSgkiRp9lRqEPv6+li2bBl9fX01+9Uck8QWysx1mXl65UspSZJmX39/v6uztIBJoiRJkuqYJEqSJKmOSaIkSZLqmCRKkqQ5rbKE39DQECMjI50Op2c4BY4kSZqTGi3h53Q4U2OSKEmS5qTqJfxcvq95NjdLkqQ5qbKEn9PhTI9JoiRJkuqYJEqSJKmOSaIkSZLqmCS2kGs3S5KkucIksYVcu1mSJM0VJomSJEmqY5IoSZKkOk6mLUmSet6GDRs6HcKcY5IoSZJ6VvXSe2P3aWZMEiVJUs+qXnoPigTxvPPO62RIc4ZJoiRJ6lmVpffUeg5ckSRJUh2TREmSJNUxSZxERLw9IjIiPtDpWCRJ0syNjIwwNDTE4ODgjtfQ0BAjIyOdDq2r2CdxAhFxFHA68J1OxyJJklpj5cqVrF+/ftxj9m98lDWJDUREH/AJ4DXAvR0OR5IktUhlJHRfXx/Lli2jspxuZb8KXZEkRsTJEXFZRFwbEfeVzbsfn+Sa/SPiIxHx04h4ICI2RsTqiNirRWGtAT6TmVe36H6SJKmL9Pf3Mzw8TH9/f6dD6UpdkSQC5wJ/BvQD/z3ZyRFxCHAjcCowArwP+BHwJuD6iNh7JsFExGnAkjIuSZI0D2zYsMH+iVW6pU/im4G7gB8Ay4DJau8uB/YF3piZl1V2RsR7y3u9Czijav9FwDsmuedxmTkcEYcBq4Dfy8wHm/0gkiSpt1Sv2nLNNdfs2D/f+yd2RZJY3aQbEROeW9YiHg9sBD445vA7KQaanBIRZ2fm/eX+1cCEzdfAneX22cA+wH9VxbIzcGxEnAHskZkPTHIvSZLUI6pXbdmwYQOjo6P2T6RLksQmHVdur8rMR6oPZObWiLiOIok8CvhauX8TsGmK978SuGHMvo8Ct1PUMG6fXtiSJKkbVa/aMjg4WFObOJ/1YpJ4WLm9rcHx2ymSxEMpk8RmZOYWYEv1voi4H7gnM7/b7P0kSdLcMDIywsqVK2vWiV6xYgVLly7tcGTt0YtJYl+5HW1wvLJ/UftDeVREnE7R1M3ixYsZHh6ezce33LZt23r+M7SS5VHL8qhledSyPGpZHrU6VR5btmyp2VZ+HhtL9Xljj51zzjlcf/31Nfs2b97MqlWrph1XN38/ejFJnHWZOTiFc9ZQTJvDwMBADg5OeklXGx4eptc/QytZHrUsj1qWRy3Lo5blUatT5bFo0aKabeXnsbFUnzf22IIFCwB2zKs4OjrKggULZvR5uvn70S1T4DSjUlPY1+B4Zf+W9ociSZLmm/7+/nkxt2IvJom3lttDGxx/crlt1GexbSJiKCLWjI42agmXJEnqDb2YJFamyzk+Imrij4iFwNHAL4FvzXZgmbkuM0+vVENLkqTeVJlYez5Prt1zfRIz84cRcRXFCOY3AJdVHb4A2AP4cNUciZIkSVPSaGLt+agrksSIOAk4qXy7X7l9dkSsLX/elJlvqbrkTOCbwPsj4nnALcCRFHMo3sbkq6u0RUQMAUNLlizpxOMlSdIMVU+sDczrybW7IkmkWLP51WP2HVy+AO4AdiSJZW3iAHAhcAJwInA3cClwQWbe2+6Ax5OZ64B1AwMDp3Xi+ZIkaWaqJ9aG+T25dlckiZl5PnB+k9f8BDi1HfFIkiTNd704cEWSJElt1hU1iXOFfRIlSepuGzZs6HQIPcOaxBZyChxJkrpT9ajlynzGlX0anzWJkiRpzhs7annhwoWcd955nQyp65kkSpKkOW/sqGVNzubmFnJZPkmSNFeYJLaQfRIlSdJcYZIoSZKkOiaJkiRJquPAFUmSpEnMx/kVrUlsIQeuSJI0t8zn+RWtSWyhzFwHrBsYGDit07FIkqSZazS/4lvf+tZOhjUrTBIlSZIamM/zK9rcLEmSpDomiZIkSapjkihJkqQ6JomSJEmqY5LYQk6BI0mS5gqTxBZy7WZJkjRXmCRKkiSpjkmiJEmS6pgkSpIkqY5JoiRJkuqYJEqSJKmOSaIkSZLqmCS2kPMkSpKkucIksYWcJ1GSJM0VJomSJEmqY5IoSZKkOiaJkiRJqmOSKEmSpDomiZIkSapjkihJkqQ6JomSJEmqY5IoSZKkOiaJkiRJqmOS2EIuyydJkuYKk8QWclk+SZI0V5gkSpIkqY5JoiRJkuo8ptMBSJIk9aoNGzYwODg46XkLFy5kxYoVAKxcuZKtW7cCsGXLFhYtWtTwuv7+flavXt2CSJtnkihJktSkhQsXAjA6Oso111zT1LXr169vR0gtZ5IoSZLUpEqtYKVGcCIbNmxgdHS05ty+vj76+/unVJPYKSaJkiRJTVq6dCnr1q2b0rmDg4N1tY39/f0MDw8zPDw8pebqTnDgiiRJkuqYJEqSJKmOSaIkSZLqmCQ2EBHnR0SOef1Pp+OSJEmaDQ5cmditwGDV+4c7FIckSdKsMkmc2EOZae2hJEmad7qmuTkiTo6IyyLi2oi4r2ze/fgk1+wfER+JiJ9GxAMRsTEiVkfEXi0K6+Dy3j+OiE9GxMEtuq8kSVJX66aaxHOBpwPbgLuA357o5Ig4BPgmsC/wBeD7wFLgTcAJEXF0Zm6eQTzfBpaX9923jO+bEfE7M7yvJElS1+uamkTgzcChwOOA10/h/Mspkrc3ZuZJmfm2zHwu8D7gMOBd1SdHxEXjDEQZ+xqsnJ+ZX8rMT2fmdzLzq8CLKcrr1a34sJIkSd2sa2oSM/Pqys8RMeG5ZS3i8cBG4INjDr8TOB04JSLOzsz7y/2rgQmbr4E7J4hvW0T8F/DkSe4hSZLU87omSWzSceX2qsx8pPpAZm6NiOsoksijgK+V+zcBm6b7wIjYjaIJ/OrJzpUkSep1vZokHlZub2tw/HaKJPFQyiSxWRHx18A6itrFfYEVwB7AxxqcfzpFDSaLFy9meHh4Oo/tGtu2bev5z9BKlkcty6OW5VHL8qhledSaj+WxZcuWmm3l5+Hh4a4uj15NEvvK7WiD45X9i2bwjP2B/wvsA/wC+BZwVGbeMd7JmbkGWAMwMDCQ3bpY91R184LjnWB51LI8alketSyPWpZHrflYHosWLarZVn4eHBzs6vLo1SSx7TLz5Z2OQZIkqVO6aXRzMyo1hX0Njlf2b2l/KI+KiKGIWDM62qiCU5IkqTf0apJ4a7k9tMHxygjkRn0W2yIz12Xm6X19jXJXSZKk3tCrSWJlhPHxEVHzGSJiIXA08EuKfoSSJElqUmRmp2OoU05qfTXwicx8ZYNzvkIxgvmNmXlZ1f73UkzM/eHMPKP90Y4b2y8omrqbaXfum8L5jc6Z6v5m3u/DDKYMaiLGmZxveUztHMtjascm2zeb5dEonpmc3+ryGPve8rA8LI+J93VzeTwpM59Qtzczu+IFnASsLV9fBhL4YdW+vx5z/iHAz8rzrgQuBr5evr8V2LvDn2dNq89vdM5U9zfzHrjB8rA85mJ5NDo22b7ZLI92lEmry2Oi8rE8LA/Lo7fKo9Grm0Y391O/5N3B5QvgDuAtlQOZ+cOIGAAuBE4ATgTuBi4FLsjMe9sd8CTWteH8RudMdX+z71vJ8pjZvS2P5s+f6Jzxjk22bzbLYzr3n+z8VpfH2PeWh+VheUy8r5vLY1xd2dyszouIGzJzoNNxdAvLo5blUcvyqGV51LI8alketbq5PHp14Irab02nA+gylkcty6OW5VHL8qhledSyPGp1bXlYkyhJkqQ61iRKkiSpjkmi2ioi3h4RGREf6HQsnRIRb4iI70TEfeXr+oh4Uafj6qTye/HvZXn8IiLWRcRTOx1Xp0TEsRHxLxHx3+V/L8s7HdNsiIgzI+LHEfHriLgxIo7pdEydNF+/B434e6JWJ/6WmCSqbSLiKOB04DudjqXD7gL+EngmMEAxVdOVEfG7HY2qswaBy4HnAM8FHgK+GhGP72RQHbQn8F3gTcCvOhzLrIiIl1HMRrEKeAbwTeBLEXFgRwPrrHn3PZjEIP6eqDbrf0vsk6i2iIg+4D+A1wHvBL6bmX/W2ai6R0TcA7w9Mz/c6Vi6QUTsSTHx60mZ2e6pIbpaRGwD/iwz13Y6lnaKiG8D38nM06r23Q58JjPf3rnIusN8+R40w98T9dr9t8SaxDkgIk6OiMsi4tqyCjoj4uOTXLN/RHwkIn4aEQ9ExMaIWB0Re7UorDUUv+yvbtH9pqxLy6PynJ0j4uUUNQbfbOW9J3lu15ZJaSHF76NZmd+0B8qj49pZRhGxAHgWcNWYW1xFUWvUlfze1OpAeczq74lmzWZ5zNrfklbP8u1r9l/ABoqVZrYCt5Q/f3yC88euVnMJj65W831muFoNcBpwI7BL+X4Y+MB8LY/yGU8DtlE0l2wBXjSfvyPjPO/TwE3AzvO9PMrvyfLZ/H7MdhkBTyz3HzvmHucBt3b6s3fD96ZbvgfdUh7l9bP6e6Iby4NZ/lvS8UL11YJ/RDgOeDIQFH04JvtifqU858/H7H9vuf9vx+y/qNw/0WuwPPcw4BfAYVXXDzO7SWLXlEfVNQuAJRS1JxdTrNP51PlcJmPu+VPgYMuje5KDdpYRvZsktvV7043fgy4qj1n/PdGN5cEs/y3peKH6avE/6CRfTIr/c0ngx8BOY44tLH8x3Q/sUbV/H+C3J3ntXp67vLz/Q1WvBB4pf951PpXHBHF9FfiH+fgdGXO/91Esp/nb8/W/mXGe13XJQavLiOIP3UPAH40594PANZ3+vJ363nT796BT5dENvye6qTzGnNvWvyXdtHazZsdx5faqzHyk+kBmbo2I64DjgaOAr5X7N1H838pUXAncMGbfR4HbKUYxbp9e2G3T7vJoZCdg1xneo11mpUwi4lLgZcBxmfn9GUfdPp36jvSSpsooM7dHxI3AC4B/rjr9BcBnZyPgWdD092aOm1Z59NDviWa16vvR1r8lDlyZfw4rt7c1OH57uT10OjfPzC2Z+d3qF8X/Dd1Tvs/p3LeN2loeABFxSUQcExEHRcTTIuJiiv/L/MR079lms1EmHwROBV4B3BsR+5WvPad7zzaajfLYMyL6I6Kf4vfygeX7XpkOZjpl9F5geUS8LiIOL5OBJwJ/26YYZ1vTZTIHvgcTmU559NLviWZNpzxm/W+JSeL801duRxscr+xf1P5QusJslMd+wMeBWyn+j/AI4Pcz80szuGc7zUaZnEnRpPI1imakyustM7hnu8xGeQxQdMi/CXgscEH584UzuOdsarqMMvNTwFnAuRQd/n8PODEz72hLhLNvOt+bXv8eTGQ65dFLvyeaNZ3ymPW/JTY3q+0yc7DTMXRSZi7vdAzdJjOj0zF0k8wcpujsPq9k5uUUkyWL+fs9aMTfE7U68bfEmsT5p/J/J30Njlf2b2l/KF3B8qhnmdSyPCZnGdWzTGpZHrV6ojxMEuefW8tto/5TTy63jfpJzDWWRz3LpJblMTnLqJ5lUsvyqNUT5WGSOP9cXW6Pj4iaf/+IWAgcDfwS+NZsB9Yhlkc9y6SW5TE5y6ieZVLL8qjVE+VhkjjPZOYPKZa+Ogh4w5jDFwB7AFdk5v2zHFpHWB71LJNalsfkLKN6lkkty6NWr5RHdN+MJGpWRJwEnFS+3Q94IfAj4Npy36bMfEvV+YdQrPW4L/AFiuWDjqSYt+k24DmZuXk2Ym8Hy6OeZVLL8picZVTPMqlledSak+XRrlm6fc3eCzifiZf/2jjONQdQTHJ9N8UE13cAq4G9Ov15LA/LxPLo/MsyskwsD8vDmkRJkiTVsU+iJEmS6pgkSpIkqY5JoiRJkuqYJEqSJKmOSaIkSZLqmCRKkiSpjkmiJEmS6pgkSpIkqY5JoiRJkuqYJErqSRGRU3gNdjrOXhIRvxkRKyPi+ojYFBEPRsRoRNwUEZfPtDwj4hPlv8uZUzj3qvLcP5jJMyVNn8vySepJEVH55XXBBKetzcyNsxBOz4uI04FLgd2A7wP/Bvwc2AM4DDim/PmvM/Ot03zGIHA1cFNmPnOC8w4CfgT8D3BgZj40nedJmpnHdDoASZqJzDy/0zH0uoh4FfBh4F7g5Zn5hXHOeRzwp8CB031OZg5HxG3AMyLimZn5Hw1OfS0QwEdNEKXOsblZ0rwQEedXmqAj4uSIGImIX0bEPRHxyYj4zQbXPT4iLo6IWyLiV2Xz69ci4vhxzl1ePmN5RJwQEcPl+Vl1Tl9ErI6IuyLi1xHx/Yj4PxFxcHnt2qpz/2+5b1mD2F5aHv/ADMqlD1hdvn3ZeAkiQGbel5nvAd48zj0eExFnRsS3IuK+slxviog/i4ixf2f+rtye1iCenYFTgQT+fhofSVKLmCRKmm/OBD4ObAQ+CHwXeBnw1YjYtfrEiHgScCPwNuAXwN8CnwIOB74cEeMmOsDJwHpga9U1RMRuwNeBN1E05V4KDAPvAP5mnPt8qNye3uA5f1pu/7bB8ak4GdgL+GZm/utkJ4+t2YuIXSg+6weBRcA/AWso/r5cBnxszC0+BmwH/iQidh/nEb8P/Cbw1cz8cVOfRFJL2dwsqadFxPkNDv06My8ZZ/8JwBGZ+Z9V9/gn4E+AlwCfrjr3Y8CTgD/JzE9Wnb+IIrl7f0T8S2b+bMwzTgROzMwvj9n/VuCZwCeBV2TZKTwi3gXUNb1m5jci4r+Al0bEGzNzc1UMBwPPp0juvtugDKbi6HL79Wle/w7ghcAHgLMy8+Eyvp0pksXXRMRnKjWUmfmLiLgS+OPytXbM/SqJ95ppxiOpRaxJlNTr3tng9bYG57+/OkEsVZpAl1Z2RMTTgWXAZ6sTRIDM3FI+YzfgpeM84wvjJIgArwYeAd5eSRDL+/2ER5t8x/oQsCuwfMz+0yj67X24wXVTtV+5/e+xByJiUdlMX/OqOr4T8OcUA0zeXEkQAcqfz6ZoNv7fY25dSQBfN+Z5v0GRYP8cGLfZW9LssSZRUk/LzGjykhvG2feTcrtX1b5nl9u+BrWVTyi3h49zbGTsjnLgxyHATxqMuP638YIF/hG4hKLJ+W/Ke+1CkTTeS23NZ6stokiGxzq/3B4KPB64HTg3Ytx/il9RX0ZfB34IHB0Rh2fmLeX+Uyn+Lq3NzAdnFLmkGTNJlDTfbBlnX6Wf3c5V+/Yuty8oX43sOc6+/xln3+PK7dimaSban5lbI+LjwBkRcVxmXg38L4oawNWZ+esJYpuKSqxPHOfZGylqKwGIiLso+gtWVMroyYyfTFbUlFFmZkT8PXAxRW3i2VFkmK+lqHn8u/pbSJptNjdL0vhGy+2bMjMmeJ06zrXjTUB7X7ld3OB5jfbDowNY/nTMthX99q4rt8+bxrWVMvr8JGX0W+Nc+1HgQeBVEbEAeC5wMHB1Zv5gGrFIajGTREka37fK7TGtuFlm3kcxQfRvlpNFj/V7E1z7HYpk7g8i4kiKASvfqGqmnYnPUNSuPicimk0Uv19ee1TZBD5l5WCffwH2AU7i0f6JDliRuoRJoiSNIzNvAK4F/jAiXjPeORHxtIjYt4nb/iPF792Lo6oDX0QcAJw1ybUfAhYAn6VoAh532ptyHsiMiOGpBJSZo1XP/nREvLjBfXcHahLBcjqcy4DfoBjp/dhxrvuNiHhKg8dXmpXPBv4A2AR8fipxS2o/+yRK6mkTTIEDcGVmbpjB7V9BMcjiHyLijcC3KWrO9gd+F3gqxQCXn0/xfn9FUWv2cuCwiLgK6KOYCuYb5bFHGlz7z8D7KPoEbgI+1+C8yv/8T3mlksz8WDlH5PuBdRFxC0XN5c8p+hPuDxxf/vyNMZevBJ4OnAEMRcTXKUZK70vRV/FoimlyvjfOo6+imK+yMqr8A5m5fapxS2ovk0RJvW6iARMbgQ3TvXFm3hURz6KY5uWlFFO57Ewx2ON7FLVoY6fTmeh+v4qI44ALKSaxfjPwY2AVRa3lSTzad3Hstdsj4hMUtX5rM/OBBo95Wrn9ZIPjjWJbExFfBF5P0Zz9UmAh8EuKcvwE8H8z85ox1z0YEScBr6QYcf1iimTyF+VnW1FeO94zKwNYLip3OWBF6iJRNVWXJKlDytVb1gBnZOa4cx+WTcjHAodl5u0NzvkccARwiLVykmbCPomSNIsiom6qmYg4kKLG7SFgXYPrllJM7v2VCRLEoBho8zcmiJJmyuZmSZpdny1HAt9I0b/xIIom2t0pVmL5afXJEfF6in6Ip1L0V2zYvF6u4vKERsclqRk2N0vSLIqIM4FTKAZ19AHbgJsoBm3UDUaJiI0UA0d+BJyfmf80e9FKms9MEiVJklTHPomSJEmqY5IoSZKkOiaJkiRJqmOSKEmSpDomiZIkSapjkihJkqQ6/x+F14erLWLMFwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "all_files = [\"sng_003217.hst\", \"sng_003226.hst\", \"sng_003368.hst\", \"sng_003395.hst\", \"sng_003659.hst\",\n",
+    "\"sng_003700.hst\", \"sng_004060.hst\", \"sng_004113.hst\", \"sng_004534.hst\", \"sng_004543.hst\", \n",
+    "\"sng_004603.hst\", \"sng_005074.hst\", \"sng_005084.hst\", \"sng_005655.hst\", \"sng_005666.hst\", \n",
+    "\"sng_006267.hst\", \"sng_006278.hst\", \"sng_006900.hst\", \"sng_006912.hst\", \"sng_007550.hst\", \n",
+    "\"sng_007562.hst\", \"sng_008212.hst\", \"sng_008224.hst\", \"sng_008883.hst\", \"sng_008895.hst\"]\n",
+    "\n",
+    "li = []\n",
+    "\n",
+    "for filename in all_files:\n",
+    "    df = pd.read_csv(filename, skiprows=6, skipfooter=6, names=[\"p_in_bin\",\"N_phot\", \"N_e+\", \"N_e-\", \n",
+    "                                                               \"N_mu+\", \"N_mu-\", \"N_pi0\", \"N_pi+\",\"N_pi-\", \n",
+    "                                                               \"N_n\", \"N_p\", \"N_pbar\", \"N_others\", \"Total_per_bin\"],\n",
+    "                       delim_whitespace=True)\n",
+    "    n=60000\n",
+    "    plt.figure(figsize=(10,8))\n",
+    "    plt.step(df[\"p_in_bin\"], df[\"Total_per_bin\"]/n, \"k\", linewidth=2.5, label=\"Total\")\n",
+    "    plt.loglog()\n",
+    "    plt.xlabel(\"Energy, GeV\")\n",
+    "    plt.ylabel(\"Counts, u.a\")\n",
+    "    plt.title(filename, fontsize=20)\n",
+    "    plt.grid()\n",
+    "    plt.legend(fontsize=18)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3e01967",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab