From b746ca8591cbbd3bf4397f88a8eff52464e63d87 Mon Sep 17 00:00:00 2001 From: Andrzej Preibisz Date: Tue, 17 May 2022 20:01:51 +0200 Subject: [PATCH] Subplots for iris --- naive_bayes.ipynb | 131 ++++++++++++++++++++++++++++++++++++---------- 1 file changed, 103 insertions(+), 28 deletions(-) diff --git a/naive_bayes.ipynb b/naive_bayes.ipynb index 3579355..b10cfed 100644 --- a/naive_bayes.ipynb +++ b/naive_bayes.ipynb @@ -474,7 +474,16 @@ "metadata": { "id": "a3jkTMFLtjN6" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/andrzej/anaconda3/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3438: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n", + " return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n" + ] + } + ], "source": [ "# Trenowanie modelu klasyfikatora\n", "x = NaiveBayesClassifier()\n", @@ -521,7 +530,7 @@ { "data": { "text/plain": [ - "0.6280487804878049" + "6.280487804878049e-01" ] }, "execution_count": 7, @@ -591,7 +600,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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vLqn4z/zQoUMqKCgw17l8m5iYGMXExCg7O1tjxozRO++8o9GjR6t+/fpq1aqVtmzZolOnTnGUEABcqPCSCjc3t+v2scIbnxXXY67Wd+644w61bdtWK1as0IgRI7Rp0yb16dOn2LOSJOmll16Sp6eneafuSZMmOS0vS/+49dZbdfjwYYWFhcnHx+eGtgXKGxfIoNpzc3OTzWZz+kUwLy9PixYtKnb9wsCTkJAgLy8v8+6VhXcULTxN5fKjb+7u7urVq5f27NlT5G6k77zzTpF9fPvtt5o8ebLCwsL0+uuv3/AviJ07d1Zqaqo2bdrkVEfhKaSfffaZQkNDnZ7Z1L17d9WvX1+LFi3S2bNni8x58eJFZWZmXnfft99+u+rUqaNly5bpf//7n7l/Pz8/tW3bVu+++67Onz9f5HRRd3d32Ww2p1N2DcPQggULbui9SzLv9Hbl+6hfv77Cw8P1ySefaP/+/U77efvttyVJffv2lSSdP3++yGmr3t7e5ulFhaewDho0SJI0e/bsIqcb3+gRSQBA6bVt21ZBQUFatmyZeUro5fLy8sy+UL9+fbVv315bt27Vjz/+aK6Tk5Ojd99996r7uP/++3Xw4EG9/PLLunjxou6///6rrmuz2TRt2jQ9+uijWrRokV577TWn5WXpH0OGDFFBQYHmzJlT7PLrXeIBlCeOEKLaGzBggN544w09/vjj6tu3rzIzM7V27VrzcRFXatOmjerWrauDBw+qU6dO5sNiCx+h8N133+mWW24pcrOTZ599Vp999pnGjh2rhx9+WI0aNdInn3yijIyMIvt4+umnlZeXpwEDBmj9+vVOywovIr+WwtMzf/zxRz355JNO47m5uTp69KgGDhzotI3dbtfMmTM1btw4DRgwQMOHD9ett96qX3/9VYcOHdKmTZv01ltvOR35LI6bm5siIiK0ZcsWeXt7m4G5cP+FQfvKQNi/f39t2LBBjzzyiIYMGaK8vDxt3rzZ6VmQJRUWFqb33ntPL730ku666y55enqqXbt2at68uaZOnaqYmBiNHDlSDz30kG655RZ98skn+uKLLxQVFWUe8d2xY4emTZumfv36qVWrVvLx8dGePXu0YsUKhYWFmcFw4MCB2rhxo1atWqUjR46od+/euummm3T48GF98cUXWrt27Q3XDwC4cTabTbNmzdIjjzyi++67T8OHD1fr1q118eJFHTlyRJs2bdLvf/9782Y0kydPVkxMjB588EGNHDnSfOzElc+kvdx9992n2bNna82aNWratKnZM67lD3/4gzw9Pc3n3b7wwguSytY/BgwYoGHDhum9997T3r171atXL9188836+eef9e233+rIkSPasmXLDX6CQOkQCFHtjRkzRoZhaMWKFXr11Vd1yy23aODAgRo+fLjuueeeIuu7ubmpU6dO2rhxY5FQ06VLF3333XdFxqVLp6f861//0syZM/Xee+/Jy8tLPXr00KxZs4qc2lJ4V8vXX3+9yDxNmza9biDs1KmT3N3dlZ+f71RLQECA/P39lZ6eXmyNPXr00IoVK/T2229rzZo1OnPmjG666Sa1aNFCjz76qNM1f9fSpUsXbdmyReHh4U7PDuzSpYsWLVokf3//Ihe633vvvcrKytK7776rmTNnqk6dOurVq5eee+6564bQK0VFRSklJUXr1q3T+vXrVVBQoNdee03NmzfXHXfcoWXLlmnevHlaunSpHA6HmjdvrkmTJmn06NHmHMHBwerbt6927typpKQkFRQUqHHjxnryySed1pOkN954QxEREVqxYoXmz58vNzc3NWvWTAMGDLihugEAZdOmTRutXLlSf/vb37R161YtW7ZMPj4+atq0qYYOHeoU4MLDw5WYmKg33nhDb7/9tnx9fTVgwAA9+OCD5tG7K/n6+mrgwIH68MMPNXz48BKfwTNp0iR5eHhowYIFys3N1YsvviibzVam/vHaa68pMjJSH3zwgf72t78pNzdXt9xyi9q2bavnnnuuZB8YUA5sBudEAQAAwCJefPFFffDBB9q6dasaNWpU4ftLTk7Wo48+qlmzZl31BjaAK3ENIQAAACzh/PnzWrNmjXr27FkpYVCS0tPTJV267hGoijhlFAAAADXa/v379d///lerVq2Sw+Fwuj6/opw6dUqbNm3SP/7xD/n4+Kh9+/YVvk+gNDhCCAAAgBptw4YNev7553Xo0CFNnz5d4eHhFb7PgwcP6rXXXpPdbtfChQud7gwOVCVcQwgAAAAAFlXjTxktKChQVlaWPD09b/hZcACA6sMwDOXm5srHx0dubpwAcz30RwCwjmv1yBofCLOyspweYA0AqNmCgoLk5+fn6jKqPPojAFhPcT2yxgdCT09PSZfe/OXPUwMA1Cw5OTnav3+/+b2Pa6M/AoB1XKtH1vhAWHgajJeXl7y9vV1cDQCgonH6Y8nQHwHAeorrkVxkAQAAAAAWRSAEAAAAAIsiEAIAAACARdX4awgBoCbKzc3V8ePHdfHiRVeXUunc3d1Vt25dNWjQgMdLAACcFBQU6NSpUzp79qzy8/NdXU6lq1Wrlpo1a3ZDN1gjEAJANXT8+HH5+fmpZcuWlrqJSuFzlNLT03X8+HG1aNHC1SUBAKqQ48ePy2azqWXLlpZ7zqphGDp9+rSOHz+uVq1alXg7floFgGro4sWLql+/vqUanXTp7mheXl5q2rSpsrKyXF0OAKCKycrKUtOmTeXl5WXJHlm/fv0bPnuIQAgA1ZTVGt3lOFUUAHA1Vu4Rpfl/A+t+WgCAGzZ58mTNnTv3qsvDw8N17NixIuvu2rVL/fv3r5QaAQBwheraIwmEAFBD9O7dW+3atVN4eLi6du2qP/zhD9c9rbJ379766quvyq2G3bt3q3nz5kXGIyIitGHDhgrbLwAA10KPvDoCIQDUIAsXLtTu3bu1cuVK/fDDD1qwYIGrSwIAoEqgRxaPQAgANZC/v7969OihtLQ0bdmyRffee68iIiIUExOjgwcPSpLi4uL0008/aezYsQoPD9eiRYskSc8884y6deumDh06aOTIkUpLS3Oa+8yZMxo1apTCw8P18MMP68SJE+ay4OBgHTlypEg9O3bsUM+ePa+63yeeeEJLlixx2mbQoEHavHlzuX4uAADQI50RCAGgBjp58qQ+++wz+fj46LnnntOUKVOUnJysnj17auzYscrJydHs2bPVpEkT8xfTxx9/XJLUs2dPbdiwQcnJyWrbtq0mTZrkNHdSUpKefvpp7dixQyEhIUWWX09x+x0yZIjWrFljrpOamqpffvnFbJAAAJQXeqQzAiEA1CDjxo1TRESEHnroIXXs2FEBAQG666671K1bN3l6emrMmDG6ePGidu/efdU5RowYIV9fX3l5eSk2Nlapqak6f/68ufw3v/mNOnbsKC8vL02cOFHffvutTp48Waa6+/TpoyNHjujw4cOSpNWrV2vgwIHy8vIq07wAABSiRxaPB9MDQA0yf/58de3a1Xw9ffp0NWnSxHzt5uamxo0bKz09vdjt8/PzNXfuXK1fv14ZGRnmrbvPnDkjPz8/SVKjRo3M9X18fFSnTh398ssvaty4canr9vLy0oABA7RmzRqNHz9ea9eu1bx580o9HypfpiNbObn5ri4DNZSXp7t87d6uLgPVHD2yeARCAKjBGjZsqP3795uvDcPQyZMn5e/vX+z6SUlJ2rJlixITE9WsWTOdP39eHTt2lGEY5jo///yz+e9ZWVk6d+6cGjZsWOZahw4dqvj4eHXo0EG1a9dWeHh4medE5cnJzdfij3a6ugzUUGOGdXJ1CaiB6JGXcMooANRgAwcO1LZt25ScnKzc3Fz9/e9/l5eXl9lIGjRoYD4TSbrUvLy8vHTzzTfrwoULmjNnTpE5t23bpl27diknJ0dvvvmmwsLCbviXzyv3K116PpObm5tef/113XfffaV4twAAlBw98hICIQDUYLfddptmz56tl19+WZ07d9Ynn3yihQsXmtcdPPHEE1qwYIEiIiK0ePFiDRkyRE2aNFGPHj107733qn379kXmjIqK0vz58xUZGam9e/dq9uzZN1zXlfstNHjwYO3fv1+DBw8u9XsGAKAk6JGX2IzLj3HWQNnZ2dqzZ49CQ0Pl7c255wBqhpSUFLVp08bVZZS7VatWafny5Vq6dOl1173yM+D7/saU9+eVcc7BKaOoMGOGdVK9OnZXl4FqoKb2R6nkPbK4z+Ba3/kcIQQAVAkXLlzQ+++/rwceeMDVpQAAUKVUZI8kEAIAXO7zzz9Xly5dVL9+fUVFRbm6HAAAqoyK7pHcZRQA4HI9evTQt99+6+oyAACociq6R3KEEAAAAAAsikAIAAAAABZVaYFw0qRJ6t69u+688071799f//73v81lycnJGjBggMLCwhQTE6MTJ06YywzD0OzZsxUZGanIyEjNmjVLNfzGqAAAAABQKSotED755JPaunWr/vOf/+ivf/2r/vKXv2jPnj3KyMjQ+PHjNWHCBO3cuVOhoaGaOHGiud3y5cu1efNmrV69WmvWrNGnn36qZcuWVVbZAAAAAFBjVVogDAwMNB/yaLPZZLPZdPToUW3atEmBgYEaOHCgvL29FRsbq9TUVB08eFDSpedtjB49Wo0aNZK/v79GjRqllStXVlbZAAAAAFBjVepdRl988UWtXLlSFy9eVNu2bXXXXXdp7ty5Cg4ONtex2+1q0aKFDhw4oICAAKWlpSkkJMRcHhISorS0tMosGwBqhExHtnJy88t9Xi9Pd/naS/Zg8x9//FGTJ0/W2bNnVbduXc2cOVMtW7Ys95oAALgRru6RruyPlR4Ip02bpt27d2vnzp3y8vKSw+FQvXr1nNbz9fVVVlaWJMnhcMjX19dc5ufnJ4fDIcMwZLPZSrzvPXv2lM+bAIAqwMPDw/yeLKmLOYbe+XB7udfy2PDOshl5JVr3hRde0PDhw3Xvvfdq3bp1mjp1qt5+++1S7TcnJ0fffPNNqbbF/1de/dG/ya06d+5sucwFXMnhcOjHAymuLgPVQGn6o+T6HunK/ljpzyF0d3dXRESE1qxZo6VLl8putyszM9NpnaysLPn4+Ei6dMTw8j/UzMxM2e32GwqDkhQaGipv75L9gg0AVV1KSor5PVlS2XkOubuX/9e+m5ubfHzs113v9OnT2rdvn4YPHy53d3cNHz5cs2bNUnZ2dpEfBkvCy8tLYWFh5uvs7Gx+/CuF8uqPGeccqlOnbtkLAopht9vVoUMHV5eBaqA0/VFybY+s6P4oXbtHuuyxE/n5+Tp69KgCAwOVmppqjjscDh09elStW7eWpCLLU1NTFRgYWOn1AgDK5uTJk/L395e7u7ukSz8QNmzYUCdPnnRxZQAAuI6r+2OlBMLTp09r3bp1ysrKUn5+vj7//HOtW7dOnTt3Vt++fZWWlqYNGzYoOztb8+fPV3BwsAICAiRJgwcPVmJiotLT05Wenq7ExEQNHTq0MsoGAAAAgBqtUk4ZtdlsWrp0qaZPn66CggI1bdpUU6ZMUZ8+fSRJCQkJmjFjhuLi4hQWFqY5c+aY20ZHR+vYsWMaNGiQJGnEiBGKjo6ujLIBAOWocePGSk9PV35+vtzd3ZWfn69ffvlFjRs3dnVpAAC4jKv7Y6UEwnr16um999676vKuXbtq/fr1xS6z2WyKj49XfHx8RZUHAKgE9evXV5s2bbR27VoNHjxYa9euVZs2bUp1fQQAADWFq/tjpd9UBgBgXS+++KImT56sv/71r7rppps0c+ZMV5cEAIDLubI/EggBwCK8PN01ZlinCpm3pAICAvTvf/+73GsAAKAsXN0jXdkfCYQAYBElfXg8AABWY+Ue6bLHTgAAAAAAXItACAAAAAAWRSAEAAAAAIsiEAIAAACARREIAQAAAMCiuMsoAFhE3oUsFeTllPu8bh5e8qjtc931Zs6cqQ0bNujEiRNKSkpSUFBQudcCAEBpWLlHEggBwCIK8nJ0dOOScp+3Rb8YSddvdnfffbd+97vfaeTIkeVeAwAAZWHlHkkgBABUioiICFeXAABAleTKHsk1hAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAKgUr7zyinr27Kmff/5Zo0aN0r333uvqkgAAqBJc2SO5yygAWISbh9f/3f66/OctiRdeeEEvvPBCue8fAICysnKPJBACgEVcejDu9Z+FBACA1Vi5R3LKKAAAAABYFIEQAAAAACyKQAgA1ZRhGK4uwWUKCgpcXQIAoIqyco8ozf8bEAgBoBqqVauWTp8+bblQaBiGcnJydOLECfn4WPNaDwDA1fn4+OjEiRPKycmxZI88ffq0atWqdUPbcVMZAKiGmjVrpuPHj+t///ufq0updB4eHqpTp44aNGjg6lIAAFVMs2bNdOrUKR05ckR5eXmuLqfS1apVS82aNbuhbQiEAFANeXp6qlWrVq4uAwCAKsXNzU0NGzZUw4YNXV1KtcEpowAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFVUogzMnJ0ZQpU9SrVy+Fh4dryJAh2rZtmyTp+PHjCg4OVnh4uPnP/PnzzW0Nw9Ds2bMVGRmpyMhIzZo1S4ZhVEbZAAAAAFCjeVTGTvLy8tS4cWMtWbJETZo00bZt2/Tss88qKSnJXOfrr7+Wh0fRcpYvX67Nmzdr9erVstlsGjVqlJo3b64HH3ywMkoHAAAAgBqrUo4Q2u12xcbGqlmzZnJzc1OvXr3UrFkz7d2797rbrlq1SqNHj1ajRo3k7++vUaNGaeXKlZVQNQAAAADUbJVyhPBKp06d0uHDh9W6dWtzrFevXrLZbOrWrZvi4uJUr149SVJaWppCQkLM9UJCQpSWllbpNQMAAABATVPpgTA3N1eTJk3S0KFDFRAQoKysLK1YsUJt2rTR2bNnNWPGDMXFxWnx4sWSJIfDIV9fX3N7Pz8/ORwOGYYhm81W4v3u2bOn3N8LAADVXXn1R/8mt+rcubPlMhdwJYfDoR8PpLi6DKBGqtRAWFBQoPj4eHl6emratGmSJB8fH91xxx2SpAYNGmjatGnq3r27MjMz5evrK7vdrqysLHOOzMxM2e32GwqDkhQaGipvb+/yezMAgColOzubH/9Kobz6Y8Y5h+rUqVv2goBi2O12dejQwdVlANXWtXpkpT12wjAMTZ06VadOnVJCQoI8PT2LXa8w6BXeSTQwMFCpqanm8tTUVAUGBlZ8wQAAAABQw1VaIJw+fboOHjyohQsXqlatWub4d999p0OHDqmgoEBnzpzRK6+8ok6dOsnPz0+SNHjwYCUmJio9PV3p6elKTEzU0KFDK6tsAAAAAKixKuWU0RMnTmj58uXy8vJS9+7dzfGXXnpJbm5umjNnjjIyMuTr66uuXbtqzpw55jrR0dE6duyYBg0aJEkaMWKEoqOjK6NsAAAAAKjRKiUQNm3aVPv27bvq8qioqKsus9lsio+PV3x8fEWUBgAAAACWVWmnjAIAAAAAqhYCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRlRIIc3JyNGXKFPXq1Uvh4eEaMmSItm3bZi5PTk7WgAEDFBYWppiYGJ04ccJcZhiGZs+ercjISEVGRmrWrFkyDKMyygYAAACAGq1SAmFeXp4aN26sJUuW6JtvvtGECRP07LPP6vjx48rIyND48eM1YcIE7dy5U6GhoZo4caK57fLly7V582atXr1aa9as0aeffqply5ZVRtkAAAAAUKNVSiC02+2KjY1Vs2bN5Obmpl69eqlZs2bau3evNm3apMDAQA0cOFDe3t6KjY1VamqqDh48KElatWqVRo8erUaNGsnf31+jRo3SypUrK6NsAAAAAKjRPFyx01OnTunw4cNq3bq1li5dquDgYHOZ3W5XixYtdODAAQUEBCgtLU0hISHm8pCQEKWlpd3wPvfs2VMutfs3bibZ3MtlLqAII1/pJ4+7ugoAFlJu/bHJrTp37my5zAVcyeFw6McDKa4uA6iRKj0Q5ubmatKkSRo6dKgCAgLkcDhUr149p3V8fX2VlZUl6dIXgK+vr7nMz89PDodDhmHIZrOVeL+hoaHy9vYuc/0Z5xxa/NHOMs8DFGfMsE7q0KGDq8sAqqXs7OxyCzdWUp79sU6dumUvCCiG3W6nPwJlcK0eWal3GS0oKFB8fLw8PT01bdo0SZf+A8/MzHRaLysrSz4+PubywnAoSZmZmbLb7TcUBgEAAAAARVVaIDQMQ1OnTtWpU6eUkJAgT09PSVJgYKBSU1PN9RwOh44eParWrVsXuzw1NVWBgYGVVTYAAAAA1FiVFginT5+ugwcPauHChapVq5Y53rdvX6WlpWnDhg3Kzs7W/PnzFRwcrICAAEnS4MGDlZiYqPT0dKWnpysxMVFDhw6trLIBAAAAoMaqlGsIT5w4oeXLl8vLy0vdu3c3x1966SXdd999SkhI0IwZMxQXF6ewsDDNmTPHXCc6OlrHjh3ToEGDJEkjRoxQdHR0ZZQNAAAAADVapQTCpk2bat++fVdd3rVrV61fv77YZTabTfHx8YqPj6+o8gAAAADAkir1pjIAAAAAgKqDQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAokocCBcvXlzseGJiYrkVAwAAbhw9GgBQWiUOhPPnzy92fMGCBeVWDAAAuHH0aABAaXlcb4Xk5GRJUkFBgbZv3y7DMMxlx48fl4+PT8VVBwAArooeDQAoq+sGwqlTp0qSsrOzNWXKFHPcZrPplltu0QsvvFBx1QEAgKuiRwMAyuq6gXDr1q2SpPj4eM2aNavCCwIAACVDjwYAlNV1A2GhyxtNQUGB0zI3N25WCgCAq9CjAQClVeJAuHfvXs2YMUP79u1Tdna2JMkwDNlsNqWkpFRYgQAA4Nro0QCA0ipxIJw8ebJ69eqlP/3pT6pVq1ZF1gQAAG4APRoAUFolDoQnTpzQxIkTZbPZKrIeAABwg+jRAIDSKvGFBX379tUXX3xRkbUAAIBSoEcDAEqrxEcIs7OzNX78eHXo0EENGjRwWsadzQAAcB16NACgtEocCFu3bq3WrVtXZC0AAKAU6NEAgNIqcSAcP358RdYBAABKiR4NACitEgfC5OTkqy7r0qVLuRQDAABuHD0aAFBaJQ6EU6dOdXp95swZ5ebmyt/fX1u2bCn3wgAAQMnQowEApVXiQLh161an1/n5+VqwYIF8fHzKvSgAAFBy9GgAQGmV+LETV3J3d9fYsWP1zjvvlGc9AACgjOjRAICSKnUglKQvv/ySh+ACAFAF0aMBACVR4lNG77rrLqfGcuHCBeXk5Gj69OkVUhgAACgZejQAoLRKHAhnz57t9Lp27dpq1aqVfH19y70oAABQcvRoAEBplTgQdurUSZJUUFCgU6dOqUGDBnJzK9MZpwAAoBzQowEApVXibpGZman4+Hi1a9dOPXv2VLt27fT888/r/PnzFVkfAAC4Dno0AKC0ShwIX3nlFV24cEFJSUn6/vvvlZSUpAsXLuiVV16pyPoAAMB10KMBAKVV4lNGP//8c23evFm1a9eWJLVq1Uqvvfaa+vbtW2HFAQCA66NHAwBKq8RHCL29vZWRkeE0dubMGXl5eZV7UQAAoOTo0QCA0irxEcIRI0Zo9OjRevTRR9WkSRP99NNPevfdd3X//fdXZH0AAOA66NEAgNIqcSB86qmn5O/vr6SkJP3yyy9q2LChHnvssRI3m/fee08fffSR9u/fr6ioKL3++uuSpOPHj+vuu++W3W43133sscc0btw4SZJhGPrzn/+sFStWSJKGDx+uuLg4HrYLAMD/KWuPBgBYV4kD4auvvqp77rlH7777rjn2n//8R6+++qqmTp163e0bNmyop59+Wp9//rmys7OLLP/666/l4VG0nOXLl2vz5s1avXq1bDabRo0apebNm+vBBx8saekAANRoZe3RAADrKvE1hGvXrlVoaKjTWGhoqNauXVui7fv166c+ffqobt26N1TgqlWrNHr0aDVq1Ej+/v4aNWqUVq5ceUNzAABQk5W1RwMArKvERwhtNpsKCgqcxvLz84uMlVavXr1ks9nUrVs3xcXFqV69epKktLQ0hYSEmOuFhIQoLS2tXPYJAEBNUNE9GgBQc5U4EEZEROjNN99UXFyc3NzcVFBQoISEBEVERJSpgJtvvlkrVqxQmzZtdPbsWc2YMUNxcXFavHixJMnhcMjX19dc38/PTw6HQ4Zh3NB1hHv27ClTnYX8m9yqc+fOlstcwJUcDod+PJDi6jIAVDNl6dH0R1QH9Eeg4pQ4EE6dOlVPPvmkunfvriZNmujkyZO65ZZbtHDhwjIV4OPjozvuuEOS1KBBA02bNk3du3dXZmamfH19ZbfblZWVZa6fmZkpu91+wzeVCQ0Nlbe3d5lqlaSMcw7VqVO3zPMAxbHb7erQoYOrywCqpezs7HILN9VNWXo0/RHVAf0RKJtr9cgSB8JGjRpp5cqV+v7773Xy5Ek1btxY7dq1k5tbiS9DLJHCoGcYhiQpMDBQqampateunSQpNTVVgYGB5bpPAACqs8rq0QCAmqfEgVCS3Nzc1L59e7Vv3/6Gd5SXl2dez5Cfn6/s7Gy5u7tr79698vPzU8uWLXXu3Dm98sor6tSpk/z8/CRJgwcPVmJiou666y5JUmJioh5++OEb3j8AADVZWXo0AMC6bigQlsWCBQv01ltvma/XrFmj8ePHq1WrVpozZ44yMjLk6+urrl27as6cOeZ60dHROnbsmAYNGiTp0sN3o6OjK6tsAAAAAKixKi0QxsbGKjY2tthlUVFRV93OZrMpPj5e8fHxFVUaAAAAAFgSFxcAAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACL8nB1AQCqvrwLWSrIy3F1Gaih3Dy85FHbx9VlAABgSQRCANdVkJejoxuXuLoM1FAt+sVIIhACAOAKnDIKAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUZUWCN977z0NGzZMoaGhmjx5stOy5ORkDRgwQGFhYYqJidGJEyfMZYZhaPbs2YqMjFRkZKRmzZolwzAqq2wAAAAAqLEqLRA2bNhQTz/9tIYPH+40npGRofHjx2vChAnauXOnQkNDNXHiRHP58uXLtXnzZq1evVpr1qzRp59+qmXLllVW2QAAAABQY1VaIOzXr5/69OmjunXrOo1v2rRJgYGBGjhwoLy9vRUbG6vU1FQdPHhQkrRq1SqNHj1ajRo1kr+/v0aNGqWVK1dWVtkAAAAAUGO5/BrCtLQ0BQcHm6/tdrtatGihAwcOmMtDQkLM5SEhIUpLS6v0OgEAAACgpvFwdQEOh0P16tVzGvP19VVWVpa53NfX11zm5+cnh8MhwzBks9lKvJ89e/aUS73+TW7VuXNny2Uu4EoOh0M/HkhxdRlFBDRrpHPnzrm6DNRQDodDP+w/5OoyLIv+iOqgqvZHoCZweSC02+3KzMx0GsvKypKPj4+5vDAcSlJmZqbsdvsNhUFJCg0Nlbe3d5nrzTjnUJ06dcs8D1Acu92uDh06uLqMInLOn1GdOnVcXQZqqPL6e5+dnV1u4cZK6I+oDqpqfwSqi2v1SJefMhoYGKjU1FTztcPh0NGjR9W6detil6empiowMLDS6wQAAACAmqbSAmFeXp6ys7NVUFCg/Px8ZWdnKy8vT3379lVaWpo2bNig7OxszZ8/X8HBwQoICJAkDR48WImJiUpPT1d6eroSExM1dOjQyiobAAAAAGqsSjtldMGCBXrrrbfM12vWrNH48eMVGxurhIQEzZgxQ3FxcQoLC9OcOXPM9aKjo3Xs2DENGjRIkjRixAhFR0dXVtkAAAAAUGNVWiCMjY1VbGxsscu6du2q9evXF7vMZrMpPj5e8fHxFVkeAAAAAFiOy68hBAAAAAC4BoEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsKgqEwhjYmJ0xx13KDw8XOHh4erfv7+5LDk5WQMGDFBYWJhiYmJ04sQJF1YKAAAAADVDlQmEkvTHP/5Ru3fv1u7du7VhwwZJUkZGhsaPH68JEyZo586dCg0N1cSJE11cKQAAAABUf1UqEBZn06ZNCgwM1MCBA+Xt7a3Y2Filpqbq4MGDri4NAAAAAKq1KhUI33jjDUVGRio6Olo7duyQJKWlpSk4ONhcx263q0WLFjpw4ICrygQAAACAGsHD1QUUmjRpkgICAuTl5aV169Zp7NixWr16tRwOh+rVq+e0rq+vr7Kysm5o/j179pRLnf5NbtW5c2fLZS7gSg6HQz8eSHF1GUUENGukc+fOuboM1FAOh0M/7D/k6jIsi/6I6qCq9kegJqgygTAsLMz896FDh2rt2rXatm2b7Ha7MjMzndbNysqSj4/PDc0fGhoqb2/vMteZcc6hOnXqlnkeoDh2u10dOnRwdRlF5Jw/ozp16ri6DNRQ5fX3Pjs7u9zCjZXQH1EdVNX+CFQX1+qRVeqU0cvZbDYZhqHAwEClpqaa4w6HQ0ePHlXr1q1dWB0AAAAAVH9VIhD++uuv+vzzz5Wdna28vDytWbNGu3btUvfu3dW3b1+lpaVpw4YNys7O1vz58xUcHKyAgABXlw0AAAAA1VqVOGU0Ly9Pf/nLX3To0CG5u7vrtttu0/z583XbbbdJkhISEjRjxgzFxcUpLCxMc+bMcXHFAAAAAFD9VYlAWK9ePX344YdXXd61a1etX7++EisCAAAAgJqvSpwyCgAAAACofARCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABbl4eoCAAAAgOoo70KWCvJyXF0GajA3Dy951Pap0H0QCAEAAIBSKMjL0dGNS1xdBmqwFv1iJFVsIOSUUQAAAACwKAIhAAAAAFgUgRAAAAAALIpACAAAAAAWRSAEAAAAAIsiEAIAAACARREIAQAAAMCiCIQAAAAAYFHVIhCePXtW48aNU/v27dWrVy8lJSW5uiQAAAAAqPY8XF1AScyYMUOenp768ssvlZKSoieffFIhISEKDAx0dWkAAAAAUG1V+SOEDodDGzdu1IQJE+Tj46OIiAj17t1bq1evdnVpAAAAAFCtVfkjhIcPH5abm5tatWpljoWEhOjrr78u0faGYUiScnJyyqWe3Nwc1fK0lctcwJVyc3OUne3u6jKKyM3NVYGHt6vLQA2Vk5srIzu77PP83/d84fc+ro3+iOqE/girqoweWeUDocPhkJ+fn9OYn5+fsrKySrR9bm6uJGn//v3lVlPXNr7lNhdwueNHDuq4q4u4mmYRrq4ANdS+H49JOlZu8+Xm5qpWrVrlNl9NRX9EdUJ/hFVVRo+s8oHQbrcrMzPTaSwzM1M+Pj4l2t7Hx0dBQUHy9PSUzcYvlwBQUxmGodzc3BL3B6ujPwKAdVyrR1b5QNiyZUvl5+fr8OHDatmypSQpNTVVrVu3LtH2bm5uRY4wAgBqJo4Mlhz9EQCs5Wo9ssrfVMZut6tv376aN2+eHA6HvvnmG23ZskWDBw92dWkAAAAAUK3ZjGpw9f3Zs2c1ZcoUffXVV6pbt66ee+45DRo0yNVlAQAAAEC1Vi0CIQAAAACg/FX5U0YBAAAAABWDQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEqBBnz57VuHHj1L59e/Xq1UtJSUmuLgmoUO+9956GDRum0NBQTZ482dXlAKii6I+wInpk1ebh6gJQM82YMUOenp768ssvlZKSoieffFIhISEKDAx0dWlAhWjYsKGefvppff7558rOznZ1OQCqKPojrIgeWbVxhBDlzuFwaOPGjZowYYJ8fHwUERGh3r17a/Xq1a4uDagw/fr1U58+fVS3bl1XlwKgiqI/wqrokVUbgRDl7vDhw3Jzc1OrVq3MsZCQEB04cMCFVQEA4Fr0RwBVEYEQ5c7hcMjPz89pzM/PT1lZWS6qCAAA16M/AqiKCIQod3a7XZmZmU5jmZmZ8vHxcVFFAAC4Hv0RQFVEIES5a9mypfLz83X48GFzLDU1Va1bt3ZdUQAAuBj9EUBVRCBEubPb7erbt6/mzZsnh8Ohb775Rlu2bNHgwYNdXRpQYfLy8pSdna2CggLl5+crOztbeXl5ri4LQBVCf4RV0SOrNpthGIari0DNc/bsWU2ZMkVfffWV6tatq+eee06DBg1ydVlAhUlISNBbb73lNDZ+/HjFxsa6qCIAVRH9EVZEj6zaCIQAAAAAYFGcMgoAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIVDDTJ48WXPnzr3q8vDwcB07dqzIurt27VL//v0rpUYAAFyBHgkURSAEKlHv3r3Vrl07hYeHq2vXrvrDH/6grKys627z1VdflVsNu3fvVvPmzYuMR0REaMOGDRW2XwAAroUeCbgGgRCoZAsXLtTu3bu1cuVK/fDDD1qwYIGrSwIAoEqgRwKVj0AIuIi/v7969OihtLQ0bdmyRffee68iIiIUExOjgwcPSpLi4uL0008/aezYsQoPD9eiRYskSc8884y6deumDh06aOTIkUpLS3Oa+8yZMxo1apTCw8P18MMP68SJE+ay4OBgHTlypEg9O3bsUM+ePa+63yeeeEJLlixx2mbQoEHavHlzuX4uAADQI4HKQyAEXOTkyZP67LPP5OPjo+eee05TpkxRcnKyevbsqbFjxyonJ0ezZ89WkyZNzF9MH3/8cUlSz549tWHDBiUnJ6tt27aaNGmS09xJSUl6+umntWPHDoWEhBRZfj3F7XfIkCFas2aNuU5qaqp++eUXs0ECAFBe6JFA5SEQApVs3LhxioiI0EMPPaSOHTsqICBAd911l7p16yZPT0+NGTNGFy9e1O7du686x4gRI+Tr6ysvLy/FxsYqNTVV58+fN5f/5je/UceOHeXl5aWJEyfq22+/1cmTJ8tUd58+fXTkyBEdPnxYkrR69WoNHDhQXl5eZZoXAIBC9Eig8nm4ugDAaubPn6+uXbuar6dPn64mTZqYr93c3NS4cWOlp6cXu31+fr7mzp2r9evXKyMjQ25ul37XOXPmjPz8/CRJjRo1Mtf38fFRnTp19Msvv6hx48alrtvLy0sDBgzQmjVrNH78eK1du1bz5s0r9XwAAFyJHglUPo4QAi7WsGFD/fTTT+ZrwzB08uRJ+fv7F7t+UlKStmzZosTERH3zzTfaunWruV2hn3/+2fz3rKwsnTt3Tg0bNixzrUOHDlVSUpKSk5NVu3ZthYeHl3lOAACuhh4JVDwCIeBiAwcO1LZt25ScnKzc3Fz9/e9/l5eXl9lIGjRoYD4TSbrUvLy8vHTzzTfrwoULmjNnTpE5t23bpl27diknJ0dvvvmmwsLCbviXzyv3K116PpObm5tef/113XfffaV4twAAlBw9Eqh4BELAxW677TbNnj1bL7/8sjp37qxPPvlECxcuNK87eOKJJ7RgwQJFRERo8eLFGjJkiJo0aaIePXro3nvvVfv27YvMGRUVpfnz5ysyMlJ79+7V7Nmzb7iuK/dbaPDgwdq/f78GDx5c6vcMAEBJ0COBimczLj+GDgDXsWrVKi1fvlxLly51dSkAAFQp9EhURxwhBFBiFy5c0Pvvv68HHnjA1aUAAFCl0CNRXREIAZTI559/ri5duqh+/fqKiopydTkAAFQZ9EhUZ5wyCgAAAAAWxRFCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBF/T/vHnwYyN8NcQAAAABJRU5ErkJggg==\n", 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" ] @@ -611,19 +620,9 @@ "id": "aw8Tefprhjnn" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/python3/dist-packages/matplotlib/cbook/__init__.py:1377: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version. Convert to a numpy array before indexing instead.\n", - " x[:, None]\n", - "/usr/lib/python3/dist-packages/matplotlib/axes/_base.py:237: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version. Convert to a numpy array before indexing instead.\n", - " x = x[:, np.newaxis]\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -661,6 +660,7 @@ "axes[2, 1].plot(ch_val, predictions, 'bo')\n", "axes[2, 1].set_title(\"Chloramines\")\n", "\n", + "figure.tight_layout()\n", "plt.show()" ] }, @@ -672,7 +672,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -681,7 +681,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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uDoAZRRdJTIXxNKtcNl/7Fv+8DIPeiyfEg7DTLti58A/uvOtTUJOBWDB3yN3qRZg6g7kLa9duKtbfQbjyfycXg6KwMb9JcZE59g8++ICkpCQmTpyI0Rh+1qRx6Xh4zP1s/Gcr9ix7XlaMwaQnMjaCh9695xJbVwg8q8Jvk3ak6+8CHHv+CGGBhJ/AORtp/wVw+TOErHcglJgCj3fbducrnObMSc516gAZ4Jx5ynznIsj5CJ3I/6lAQ6MwFIlj37lzJxMmTKBy5cr069cPgPLly/Pxxx8XxfAaRUTJCiWYlDSG6R/MYvG0f0EIrrujNbc+eTOxiQU7rkuPmfDLQqJQMfCCEMIIllsRllvP+tgGbUrh9YYOsZitPlp1ycrnaDv4DlI+9iugQz77aWgUTJE49ho1arB9ez4ZBRrFhriSMQx8+x4Gvn0ZzNDPxNwRsl4NtxFh6X1RzTmTklXb0KHn+yyZHYnLcUreVtFJIqJUru+TXsAIHmItq5DS4X960NA4RzRJAY3LBqHEQdTTwBlOT1jA3BkMTS+JXXlmKJE8NaErPe7PxGz1YYnwYTCqNG6Tzfjfd2CJKLitnJQCNBkDjfNEkxS4SnHaXaz6Yz2ObAd1W9WkfM38FwbPFXu2g1mfzmP+5L9xOz206tGcPsN6klg+ocBjvR4vy35dxfqFm7BGW+l8dzuqNrwfqa+BzPkEfLtBSURE9Adzr2KR0aOPfYoHR0Vw7zOTOHFEITrWTXTJyuAt7BxKgSupOEzjkqA59quQhT8sYcyDn6HTKaiqiupTaXp9Q176aSgmS9FlJtkybTx6zQucOJSK2+EvjJr16XzmT/6bccveoFLdCmGPTTuWzpNtXiLjRBaOHCeKTmHmR3O5cUAnBo97ACWhTZHZCSClZMfq3Rzdc5zSVUpSq0X1c7pRCCEQkQ9jjniACuWPgIhC6BJQ058A1yJCa9+fxMwJW1fKCi35QOP80Bz7Vcb2VbsYM3ACLkdgBeraBRv54KHPeP7bx4vsXD+O+pXkAykB/Vi9Hi++LC9jHpzAuGVvhj327XvGk3wwBV9u3r3qU3E53Pzx1SIadaxP294twx4bCrfTzW+fzGP6+Fmobkm9trW5+8XbqNaoMsf2JfPizW+TfOAEiuK/2SWWT+DNOcMpU7XUOV27EEbQVz71d+z7SNsEsH2dqy4pAJmrYSP9/zbfwNHDfTjbZycpvf7wjRLlP6/GVY/m2K8yfnhnBm5ncONrt9PD4p9XMHhsf6ITikaqd97Xf4dssi0l7Fizh8yULGJKRAdtX/PnBtYvDJ2f67S5mPbeb7TpdQ3gRQhDgXa4XR6Gtn+F/ZsP5t3Qlv7yHyt/X8cr057ig0GfkXYkHVU9lap4aOdRhrZ/mSl7P0FvOP+fiRB6RORjyIjB/hx5YQE1HVx/Ax4wtkboKwJrCj2mlF5kzodg/wZydWyk5WZE1EuIfKtoNa50tMXTq4xda/eGzbU2mPQc2lF0Gj8ueyg1RT86vQ6nLXC7x+3hvQGf8HzX8HLBRrNKp54rkMlNkcfroya3QbVNzjd/fP7Xf7N/y6GApxSpSlx2F2/fPQ5bpj3AqZ/cbs92sOzXfHLnT+4rJbvW7WXl3HUkH8hfT0YIBaFE+P+vS0BYb0NY++U69bNDZj4Ltq9O6cvjAsdsZNqdmmDZVY7m2K8y4krHht1mz3Lw+u3vM/uz+fk6ysJS59qaYbf5e7YGLhK+878PWTBlcdhjhJC889NuutxxKNeZSb8wV/YYZNaIsMf9PunPsDcZh82FIzt03NuR7WTH6l1hxwXYm3SA/rWfYGj7l3nrrrH0r/0EL/V4G1uWPd/jzhfp3QvOPwmO2bvBdzA3nq9xtaI59quMW5+4GXNE+AXS1KPpfPb0N3zy5FdnNa6UKlGm9cicT5H275FqGveN6IvJGjrmG1MiKiAkdHTPcVbMWo3PE14oKyrOyycvleOb0aVJPnR6CMYBjulIX+inDYctnycHnYLeGDrUYjQbiCsVG/bYrLRsnmr/Cod3HsVpc2HLtON2eli7YBOv9n437HFFgmtp+G3SjnQuKJLTSClxOVxFcqPXuHhojv0qo8MdrWjVs0W+zt1pdzFn4oICwwonkb7jyJRuVIkfh8wZh8x6B5ncgVoNNnLf6/1CHnN0bzLvD/w07++kpdvQ6XUh9z1JVpqBXZus/PplCR7sWIvNq6ynbRXg+ifkcS26Nc43Tq4o4bNfOt3VNuy2P75chMcdvIbgcXnYumIne5MOhD32vBEG8hUSk9lI93qkDJZpLgyqqvLjqBncXmoAPaPv5ZaYe5kwbDIuR/ibpEbxQXPsVxmKovDUpEE8On4AJSsnht9PJ/hvztpCjSnTB4PvIDrFib+hhRNwQdYINv39X8hjvG4vy2euIuOEvxjHHGEqdHqh163gtOl486FKqAE1P6FnlbcP7Y7RErzIarKa6P3EzTz+yYOYLEYUnf/noOgUTFYjj304IN/G4Rv+Tgqpbw/+m8X2lfmHcc4L03Xk2zzEtRSZ/gAy+VpU23dnPfx7Az5hysjpZKVko/pUHDlOZn0yj+duGBm0HqFR/Ljqs2LcTjf/TPuXLcu3Y/fZKP1sWcpVL3OpzSI7PYcf3v6FPyf/g8vhpl7rWrS8q9F5KcL5vD4mPT+F2RP+RNGJoMXLACSF+gFLz07w7gRChVA87Nm4O+yxRpOBwzuPEZsYQ/OujfD5Cq7MPB17jo6ta6zUa2H3G2wKrbFSsmIiY/55nVH3fsjBHUcwGA1IKbn9qe7875U+KIpCrRbV+WX8HPYnHaRSvQr0HnIjVRpUyvf8sYkxCCFChikURSEq/sJlpghdaaT1vtxero4QezhP3edy3kUVkSjWWwo19uFdR/nnp+VB2VNup4c9G/eza+U+WrQ4PyVQjQvLVe3Yj+45zpNtX8KR4/QXwegVlk5Zxf9e7UO/5y6d7ogt08bg5s+RejgtT4Vx9fwNbPhnM+VLV6R5l0bnNO57Az9lyc//hp1lno6UkhbdGhc8qG8fCH2YybKPhFIejh8IPRP3uL3El4kFwBJp4fFPBjJ+8KRC2QegKJCdrgcsYOmF0JULu2+1RpWZuOF9/pz1F9UqVadcjdJ5xVgnDqXyzYip/DvTL2mclZZDy5uaFujYbxzYmX+m/RtyYVZSyPfvPBBRw8Bwsgr3MP4PIUQ2jHRAzhikpWehnopW/r4u7DZHjpOkhdvh0XO3W+PCc1WHYl7pNYr05EwcOf7MAtWr4nZ6mDJyOpuXXzpRsxnjfyftaHqeUz+Jx+VlzIOfntNCVvLBFP75aXmhnKbJauK6vm0oW610wQPryhF6tg6gcOvgEiHj+YoiqNKgIqUrxyG9e5C+43S59zre+eMlmndrTHzpWKo0rEjT6xsiwsTA3W5B1QZmiBqKiA4nDgZSuvPS/+LLxlK1YaU8p55xIpPBzZ9j2YyVeD0+VFVyaPsR3r5nHPMm559ZUq91Lbrcd13A9en0/jDOU58/gs8b/L5IKdm4eAvT3v+NPyZ9RdaBF1DTH0faf0bKUDPvYHw+H39++w+Pt36R+xsuYPSwHhxM+yP/g9QUkPmpS56iIOdfDJQbNArgqp2x79m4n2N7k5Ehwg1uh5tfxs6mXutal8Ay+PPbxSGLiACy03I4sPVQvuX4oUhashW9QReyYAj8jlboFKxRFvoM68EdzxTusR19HVDK+ZtTBMV8jbTr9zCrFy/n76n+m4qUEnOECUukmeFflEYmX+s/TnqR+hrUa/kOb//+Yt4Ix/Yl82CDp3HaAtP6dHqFFt2aU7rJc2FNk+5VyKy3wbsFEEjjtZj1vYBT4axfxs7BlmkLaj7isruZ8NRkrr+7fdhFXSEEQz4aQKsezfhl/O+kHk6jTJWSJB9M4Z27xwFQsW55HhlzP006NSAzJYtnr3+dI7uP4XW70BtUPlRh6HsH6XTrYsgZi0H3Sr5vt8/n49Xeo9mwKCkvlHZs3wmWTP+PGdv16HTh8tcliMLJRbS8uSmTnvs25DZzpJn6nWoXahyNS8dV69iP7z8R9gcrpeTwrmNFch63082S6f+xa/1eSpSLp9Nd7Ygrmb/2udcdvrhEURQ8rrMvPjGYjfnOxFrd0pxnvx6COcJ0Vt2vhBAQNwGZdic+b3buAqoBUCDqCRRTY576vBHdBnRm3lcLyU630eyGRnTqtQWz/PK0TkWAdzNq6p1s3fkh6Sf0VK4bQ/lqXt6c/Qhv9PsSp92FEAKPy02L68089/FRpGM2mLsEldJL17/I9EEE5Hm7l1MzcQ3S2xChrwLAP1P/Dft++rwquzfso2azavlef4tuTWjRrQl7N+3n8dYvBdyE9m48wMs93uH1355nyuvTOLD1EN7clE6vx/8+jx1Wgcq1d1K1biqV4z4EuoQ93/JfVwU4dciVW7C7WPBzLF36piCCwjEKGNsihDnsuKdTpmoprr+3A39NWRIQZjJajNRqVpVqLfIPUWlceq5ax16+ZpmwDlTRKVRpcPaVgGeyf+shhl33Ki6HG0eOE6PZwJfDv+epzx+h813twh53zU1NmPvFwpA53UIRVKpX/qxtad6lYdjFSXOkmW79O2ONOjcNcKGvCImLOLh1ApXLpYFSAmHphdD77RRCUK91rbwnIKnakcnDOHPRb+dGCyMeqEBO5niEIvF6fNRp6uLlzw/y/aZGbE4aRPbhr6heewsly2UDEpn1N+SMhYSpiNNUEWXW6wQX70gU4UJmf4CIG59rW35XJs9KCOyLF3/AZQ8udnI53IwfPIkTh1LznPrpeDzwy8QSDBt7CKtxD9J3FKELvYA/Z+KfYRe9vxtTjo69fRiNWfgrUQGMICIQMeFDVaF44pMHqVy3PD+Omkna0XQiYyPoMbgL97zch01JG89qLI2Lz1UbY69QqxzVGlcOOWs3GPXc/lSP8xpfVVVe6PYGmSlZeTF8t9OD2+lhzIMTOLzraNhj+z3XG5PFGOR0DGYD94/si8FYsD7KmVgiLTw6rn9QwZDRYqByvQpUrn92oZ0zEcJIuqMNSsxrKFGP5Tn1kHi3gQh839OSdTx1S3VOHDHisKnYsyVup8KG5WYe61YJ1bGaBnWG0rrzKkqWyyJvtVbawXcEmflS3lhSTQNf6BxyISS4T1W3XtevDQZT6PfTYNRTtWHhZ6frFmwk3PLH0T3H0RtCPyGqPoU9W/w3VSn1/mraMGSn28JvyzSwMeltiHwUdNVBVwUiBiBK/J7vwnIoFEWh9+M389Phiczz/sSMtK954I27MIZ5rzSKF1etYwd47ZdnKFejNJZIM4pOwWDWYzQbGPLJQKo1qnxeY2/8Zws56baQP3TV62PWp/PCHluqUiLjlr1JnWtrojfqMVmMxJaMoftTnen12E3nbNONAzrzxqwXaNihLpFxEVijLfg8Kge2HmJA3ScZ0mo4R/ccP+fxQ+G0u9i/9VBevjqQG+s99fQgJTx7ezV8IddgBccOGnn61kpINYvQsrdecC1Gqtl5xxSE2+km5Uga3R/uQmRcBDp94E/BZDVy/xv9mP7BbEbe8T4vdHuD57uMZMxDE9j6386QY+Y7uxeEXEz1HycpXdGd+28v6MI/LTa7oWHYG5HH5aVakwYokQ+jJP6OkjgPJWooQlew9n1+nG1jeo1LT5GFYkaNGsW8efM4fPgws2bNombN8DohxYW4UrF8nvQB6xYmsX3lLtJz0rjn6TuIjj9/dcNje5PD5oF7PT4ObD2c7/GV61Vg3LI3yUrNxmlzUqJ8AuvWhU9DO5Ptq3Yxe8J8ThxKpV6b2tz80PXEl46jUbsIGv6qcHDzLvYkeZkxKZ6tayIA2LFqF4+3Gs7XOz8kItpawBnyx+vxMunZb5kzcQGKXsHr9lGvTS2e/foxSpSrAyLCP9sGNv4bQVaaHl+YZhRGo2TXJis+r0QfbsIo9H61RCUKocQh9ZVz8+sDUaVg58YKDOvdH4E/tHVd3za4HG6W/rICr9tH5foV6HRnWyYOm4LP6wtacF74/VK6PdCRR8c9EODMW3ZvxtLpK0J+7vGlYv3FsY60oNRQo1ml94MpgIkMRwtKKLFhLhJueexGZn78R5BNJouRdn1akVAmfEHVmUg1299cWymlqUFeYRTZrbhz58589913lCt3do98lxohBE07N+DOF3rT8tbGReLUAcpUKxW2VF1v0FOpXuFCH9EJUZSsmHhWs6avXv6Bpzu+yrzJf7Pmz438+M4M7q/5OAc2fINMuQVp/5EKVZNpd3Ma7/y0m7ue9C8Uq6rEaXcxf/LfhT5XOEb3/4Q5kxb41xeynXhcHjb+s4XHWr6A0+ZCxLyDvzm1YNGMOKrVdyCU0DdCnUFijfRx/FA+WuNSBV3JvD/96Y+Bi4UScNkF7z0ucDvcuBxunDYXC39YQnZqNnPs3zPX/QPj/32LH96ZgdPmDJlF5LK7mPfVIlb9sT7g9QFv3YUlyhIyPTP1aDo56TYEIq8KVqeTGM0qfR5Jp0FLHxhbcCBjYPhrBBLKxPH+3yMoX7MM5ggTETFWjGYDne5ux1MTB4U9zmFzsnr+Btb8uQGnLdWfYpncCpl6u786NWMYUg0f5tG4vCiyGXvz5lol2uk0aFeH6IQonLZgASWdXqHnI10vyHm3rNjB9A/mBOSru50ejGYn5LyLr4QbXW6oV9GB2SrpOySZZXNj2L/dgtPmYtXcdfQecu4hn+P7T7DklxV4zkjZVH0q9iw7C75dTI9HukLCD8icj/C493Hz/06weVUkLkewUxRAheouFkxL4L5n0zi1MHgSM1j7BGR9COM1ED8Zmf0WeDYgJWSm6XihX1UO7AhM+3M7PGxauo0da/ZQq3k1/vl1ecg02NNx2lzMGD+Ha25skvda2Wql+XjVO4wfPIm1f20KmJlLVeYteiqKQqe725FQJoKudxqoWEsPhuYIQ03k3oL12Ks3rsKXW8exf8shstNyqFSvfL4Tkqnv/cY3r03NCzepPjsDXzxGj/vdcFJLxvkH0ncQ4n8sFi0GNc4PLXh2gVAUhXfmvURsyRgsUX6HY7IYMVqMPPP1Y+fcmacgZn06L68N3el43AqP3FCLvg3q8fOEEgGxf71e0u3OtLy/I2MjzsuGTUu2og+TSuq0uVj+22oAhKEeStyntOrzCpZIQff7UjBbff4FTkBvUDFZfDz70X4yU/XElK4PkUMAk79RBWb/v03tEFGB+ezSux9p+wrp2YyU/uyXP6fGsWdz6Mwft8PNS93f5vaSD/D1Kz8VWMgVk+ChXpO1fjVL14q8m/fu9fvYvHw74mSHpBAIIWh5YxMeencAlZrci7DehTCcXehSCEHlehX8E4h8nPq8yYv45rWpuOwu7FkO7FkOnDbBpJGlWPr76Wm3bvBuB0/hG31oFF+KTbpjUlLojjkXmzVrivaL/fSMB9nyz06O7kwmOiGChl3qEhFrPOfzFHTcni37QlamSlXgdgrcToVvRpcmJ0PP/c/7QzB6A8SX8s+ujRYDVduWPy/7Dh05iCrD677sWr+NQS2eokqTilx7WxOsFSzMf68KT7+3nmtvyGLmlyVIOWqgVmM7twxIISbeS052JKVa3sW67Wb0yniizWtQhIdsV31c3rLAprzxjbpj1Cr5IopwoAiZt5baa0Aq//wWy84NwTcuKSUZyf4F3syU7KDtp9P9vhQeevUIQiio2VtQpRGXryRbDz7HqPu+wu3woOhUpC/0vMmR42T14mXE1DITam5V2Pc+O9XG/E//YcP8rXjdXsrWLs2Nj11HteaV8q5p0vNTQkoeuBwKX48qTdubTi1qS9XBkX0zOJ5d8Iy9qH8nRU1xtw8urI1CFrHQcqdOnZgwYUKhF09dLhdJSUnUr18fk6noGimfC2vWrDkvka0LTWHs+2L4d0wdPRPVl//HajSr/Lh+MxHRKg6bwpdvlmb+tPK06NaEl6c+lfc47vP6OLL7GBv+3oLeqOfa7k2JTQxdYHXSPnu2gztKDyShdDbV6zvITNOx6d9IVPX0WazAaNahMxgZveAVylaLwWxvh04ffENwOXW4dCOIrXBHyPNK31FkzlhwzgfpAxEJMpVQM+atq6082bNGvu9NftRpZuOdn3Zjtp45tp709Jr0vzYKR7aTOs1y2L3ZitsZ7LjNVh/3DjvBbY/Y/emIEQ8jhH+/wn4Hs1KzeajxMDKOZwZk25gsRp6f8jhte7fEYXPSO+6+vL6xwUj+OLzxtLRaAyLqKUTEgHzPfSX8Ti41RWFjfr6z2MzYNYqG2MSYAp06gN4g2bImgmYdsvH5FPbuasrjn9xC57vbIYRgzZ8b+OyZb9i70Z8PrugEBpOBDx+V3PPy7dz5wq1hx7ZE+Pji32yio7fj9fi9hsclGDmwMkkrT2VfuJ0+cDp47dbRfLejD3isIHOCxjOZfZiMC4Bgxy59x5ApvXJ1UHIdnAzdEQmgZhM70fEestLyz8dWdBJVBYPRGLCA2mdwMkZzqPfXS3T0ThJK1eFQtuDme1P58PnwmUVZGYDMhpzPkL5jiJjX87XnTH4Z/ztZKVlBKZQuh5vxj35O61taYDQZUHRKWMdutqpn1EooYApf9apx+VBkMfY33niD9u3bc+zYMfr378/NN99cVENrFBJVVZk6emYh9xYYjEYUfVmiqsxgzOIx3PC/DiiKwvLfVvFqr3fznDqA6pO47G7cTg/fvfkLS2eE1lkHcCc/Qlz8TkxmSUSUSkSUSmwJH298t5fEcsGxa1uWnYPb9xEuJg3kpUYGvZzzYaBTLwBFgfufP0bJ8i50ehkkUNahZzpfLtvKnP0b+W3XJkZ8m01siVM56pVqOgmboCSMlKnoD3tIVfDiZ/swWVSMZr9jNZl9mK0+Xvh0P6nHDOxOMuPv/vQL0nd29QMLv18SVgrBmeNkX9JBdHod7W67NmQRnt6ocn2f9NNst4D1fwj9+RWqaRQPisyxv/TSSyxevJgtW7awbNky5syZU1RDaxSStKPp5GQUNmXNRL0u4xGJixCGU2JnUko+fPTzgMbPZ+Kyu5gy8ueQ2w7vWInqXIleH+xodXpJz/4pQa8LITh2qALI0AJlYAHz9aE3OedRWKcO/mKotjdl0q67neHfP8UjY+7HYPI/uPYamMxTYw5SroobRQGTRdLwmh2MmbkVo9nvRI/uN53R3OO061N8WOOrYTDpmf9TPA1b2fhm5RbufeYoN96VSv8XjvHtqq00aZvD2sVRHNmXe1MRenAvL/Q1AEGiZQGIU9sfHnM/8WViAyqOTVYTJcvHcP+LUSBiQF8PEfMOIuqZs7JBo/iiZcVcQRgtxkI1xzBZjTz20SBMUS2CUtsO7zpGTj5l66fvF4o5H43HG8Y/G02Sei2Cx/a6vVSo0wgsvTgz9xwUUCIQltuCjju08yguR+GkbgFcDsGoxypyf6um2Fy30qpnCxb+sBSP24vJ4qP/88eCYucGoyS+lIcb7vBnDU3/LBGXI9TPRgeG2gz9/C2adG7A9vWxrJgfg8ks6fNICk++d4hbBqRgNKl8/GI5bFm6vGpT/+ru2ZXqt+jaOKycsd6gz9M6iisZw6RNY+g/sh+1rqlO7ZY1ePDde5iw4RNiqv+GUmoVSokZCPONWprjFYQWYy+mZKfnsHv9PqzRFmo0rVqoH110fBQ1mlZl64odIbfr9P5OQfeN6EvT6xuGHacwq+mxJaKDXss4lsnujZkYjaFHkBKyM3QYjCpej0BKgcGk0LBDXcpWK42UI5AiFhzfAgKkF4xNIPp1pGMu0jnTb535Zg7ub8njrV9n2Bgr13bNzMvND8SAv+UFZGeV5LfJTShZ08OEkeUoVSWR37/6g20rd4GE+tfY8HlDpyharJJOt2Ywe3Ii65ZEMf2zRPo8koyilxgM4POZ0RniELHjidBZeXP2cJIPnGDF7NV8/NIH9Lz/OHGJXvZtM/PD+JJsWR1BhWouqjfIvSlJL5jCi8Kdyb7NB1n4w9KQufZGi4EH370nIPwSEW3ltqE9uG3o+ekfXS6Y9QdQ0z7NfQoSuemwwxD66pfatIuG5tiLGT6vj0+GfsUfXyzEYDKg+lQiYqy88N0TUIj08qETB/FEm5dwO1x5i2YGk564UrGMX/4mGxdvZd1fmziw9TAd72xDzBkOulz10kTFRYRMkTuJyWqk9xPBBUz2TCeH90Wiz6dAtFGbHH7bvQmvV/D3zFiW/9WZ5759CgAhdIjoYcioIeA7AkoM0pcOaXeBmkledyDPZiY8XhlHtpHJ75amaYdsLBFnhibMEDMGYboWgSQm0cU9T96Lz3MIneKFLCOzPqyAy27OPXf+N7TT76vfvleahb/E0fm2NOJKQsWGt9Lg+scCpINLVkyk5+AbAcHTvb9BSonH5cUS4SM+0cvr3+zNHdMCkY8ilBgyU7JY/8dm0rfaaHp9g7D9Vt/o9wGO7BBPKgK69e/EjQ90zudKrmykZys1E18Bt5u8T9S1COn+DxKmXTXOXXPsxYwJT09m3leL8pQgwZ/3/OJNb/HoN/ed3iMiJFXqV+Sz9aP58Z1f+W/OGvQGPdf/rz0tb27Gw02fwWXPlRC2GJn03BSe/fpROtzROu94IQRDPh7IW3eODRlnN1lNNO5Yj1se7Ra0LaFCHFVqZ+O0KyEcrd85WnJDHUad5IY+2XS5cxUiSpyxnwn0VVBtX0H2KM5s4OHzOVjztwEpYf8OM8NurcZjbx2mekM7qIITRw2UbTQGxXIqLq+mDgDfPr9TB8BLdsapkErSygj0+tCu3WkXLJoRG/Da4T0mvhldBpPFyMer+gTpwZ+k5+BueSGf9ONp1GywlzadF2DQA/oaiMghYOrK5Fd/4qd3ZyJ0Ap2i4PX46PFIFx5+/76Ap7VDO45wbM/x0CqSEravDt1jVlVVDu/0K4qWq1HmihX2kllvoogzJyUSpB2ZNQoRP+mS2HWx0Rx7McKWaeP3SQtCdk9yuzws/nYF3W69ocBxylQpxdDPTumGqKrKPVUGk3kiK88hnKxOHd3/Y2o2rxZQCdu6ZwtG/Posk56bwu71+xCKIKFMHHVa1aTHw11o3LF+yNCQyWqkWddrUNVdhbpeIby47YfJ2fM1Jao9ErBNuldB9ljOdOr7d5j48LnynF7/tGuTlSd71MAa5UNvkGSl6ajX5m9e+6UFsYkxSO8u8GzjzH6gdVvYWDzLgFQFTruOb94rzb3DAuPsHjekp/gXQ89Ep1eo2bxa2G5WUroAQWL5BPoGdKQKTG2cP/lvpr0/K0iX5vdJCyhVKZFbnziVYZaZko3OqIcwi9uZJ4Lb3y2d8R8fDfkCW4YdBFijLTw2fgDtbrs25BiXK1J6wLM6jMa+BPdSpDw7jf3LlSvztn2ZsnfTgbwMjTNRfSq714TWGC+IDX9vDish7POpzJowP+j1Zjc04sMVb9H/jX7El44lMyWbg1sPk5Wak+8Po8djz6HT5ROLOQOjycvhpM9Z9UegcqXMmcSZjTiOHTDyZPcaJK2MIJQ0rz1bR1aaHhBsW7mLZ69/3V+F693rzzw5g35DktHpTr0p0yeUZOwz5Tl6wIDqA7dTsPCXOB6/qSZOe3AQ3xJlYcSvzwa9Lt2rUFNuRR5vhDzeCDX1bqRna9j3YMrIaSFDX06bix/enhFQSVyhdtkgDZ6TKIqg9jWBoYbV8zfwzj3jST2SjtPuwmlzkXY0g1H3fhj0nl/+FLQ6JAuxz5WB5tiLEREx1nyqBMnTnDlbju5JRg2To+d1ezmw5VDQ66qq8uLNb/P9m7+QeiQdj8vDvs0HGd3/Y6aMnBb2XDqDCUvZMRw/ZOHYQUPezSS/+mafV+Xtu8fh9Zw2o/btCdrv+7ElcToUpCx4xqUoHvS6fWz9dwnoyhDcj9VfoHMmi2bEc/+1delZrQE9qzVgzFMVc28WwcSXjiMqLlDuVrpXItMGgDcp95w+8KxCpt2J9AQvakspObo3Oex1ZKflBLTai46PovPd7TBZgm+eBpOBfs/3Dnjt8+emhAypuRxuJj03Jex5L0eEMIKhfvgdjC3yKnyvdK6Oq7xMqFy/IrFh+qGaI0xce3uTkNsKokzVkmFjqnqjnop1g7sdrZ63ga3/7QxyCi67i+/fmhHYOOM0Ni3ZysBms+nfpjYD2tbm7mZ1mDU5AZ8Htq21MvqJCjx3R1W+GV2K1ON6HDb/rNjnU9n4z5ZTA+mCOxf991c0qq8gpy6556ljTNu0mXenbqZGxYeRGS+BiOfMWf78n+IhzE3C487/BiIUQdVGwTbKrDcI2QxEOpDZ75/6070eNeNJZOrtDBt7lEo1Q1fL6gw6jGc48SEfD6TVLS0wmAxYoy1Yoy1ExFh58cehAQ1ifD4fezbuD3sN+5IOBt5MrwBE1Iv41FBPjJYgobgrGS3GXowQQjD8+yd57obX8bg8ef0xzREmarWoTtOb8pmNAClH0pj7+V/s33KIinXKcdPAzpQol0Cj6+oRGRuB0+YMmjnrdAo9Hg4uI//ruyU4c8I7m5W/r6PLfdcFvH5o6zEmPfzDaWEFhdRjRj56oTwzJpYg5ZgRt0sgVcGWVRFM/yyRoe8dZOcGC4llXdgyT1WXiogBSPdqTg/HhE5pDETRSa7vk4Yl8uRsXAXfVsAKIgafz4FOcQF60pJNeL3hnLckXCemCtWd9H4wjXa9l7Fl4XE8ojOqLIXJ7KFW1V1hjpLgXua3KGcC5HyCX35Y0vk2QbubT/D24IqsmB+bd4TBqKfTXW3RnXHhRpOBF79/kuSDKWxfuQtLlIVG19UNapmoKAqKXgnZO9f/XikouitrbieMTdidOpyaZX4Gb274y1AfEfUSIr/Z/BWG5tgvEtKzDZk9Gtwr8OfWts/Nra0asF+dljWYuPF9fh4zi3V/bSIixkr3QV3odFdbNmzcEHb8FbPX8EbfMaiqxOPyYDDpmfruTF747gna9LqGt+e9FNhY22IEKXnmq0dDSgh73OGqQAFVhmzKPO/jv8OmSR7eGxhGcrv8DuXjl8ozYcE2/vsrhk1/jiR5Rxk69okhrmxriLgPbF/hryz1ct0tWcz8Kh6vO/xMWvUJFs+Kpe9jp/cNlYAbLH04dNhIpbKpoJSgXodY/pk5J2T83GCSlK3sZP92y2mv6elyRzqDXtvL37/F0b+FF5djBx73TkBgjdYxLcmHPp9flfTugZyPOV1TfsHPsXz9dmmy0vWcvKEYLUZKVy7Jw+/dG3askhVKULJCibDbhRC07tmcZTNWBhWuKYrg2h7Nzjo7RkoZUj20OGFz10Ip8QtStYMQCHFuTdovZzTHfhGQns3ItLtyxalO5tb+hXSvgISfg5x76coleWx8/gp7p5OdnsMb/T4ICJuc1BF5++5xfH9gApXqlOe7AxNY+st/7Nm4nxJl40PmsZ+kbe+WrP5jfV4j7tNRVZWm1zcIen3vuoP5WBl6Bux2Cga0q4MEnDYdRnM6X45M59kP/6NdDxXiPgf3KpBZ9B1ej4UzZ5N+LCOf8wiSVkSc4dgBPOBaSpp9JFVi/Dmj1/X5iy+Gg8shA8Iuik5SqrybZ8Yf4LGutTBaDNz+VA9KloMuPd5g5YIoPh5eLqgC1Z7l45fPSnDHo6GaUQswdUQ6fuF0CYRZX8czaWRZXI7Am4uiCN6Y/QIRMfkXL/h8Plb+vo6/pizG4/bSptc1XNe3NUazPxwx6L372PD3ZuxZjrybsc6gwxplYVA+N40z2b/lIBOf/ZY18zegqpImnRrw4Lv3UL1xlUKPUVikdCLt08AxFaQDjO0QkQPPuiG3UM6vvePlzJX1HFZMkVlv+L+gASvyEqQNmf3eeY//94/LyG+1f+EPSwH/I3ynO9sy8O276TXkxrBOHaDdbS1JKBuH3hDocExWE+37tKJ05ZJBx4R6rDdZfETFeQgX1nA6FBw2BafNfx63U8HtVBg9pBTJB7Ih+y2UqMcQkU8QW7Yln655i6j4/PpzSsyRYRagz5i5mSMTeX/mQcpUcmO2+rBG+jBZVKrVc/Duz7vJTtdTqV55XvxhKP1H3smN9zjQ6RS+fLtMGFkB+Oa90jjtgdcqpQARgYh6CtQUTqZdetyCr94Odurg7xk78+O5+Vyn/6nquetf5+27x/HPtH9ZPnMVHw75goH1nyIzxZ/2WKpSIp9teJ8ej3QloWwcCWXj6DGoCxM3vEeZKoVr9rJ/y0GGXDucVXPX4fOqSFWydsFGhrZ7mR1rQufNnytSOpCp/SB7tL/xh+8AOKYiU7ojPVsKHkAD0Bz7BUdKF3jWh9sKrn/O+xwnDqWG7fjjcrhJPhAsvFUQBqOBccvfpO2tLTGY9JgsRqxRFm4b2p1hXw4OeUyDzrXz2q8B3HRPClM3beaGPukYjGGcrYRQTl9V4fcpceDdg5raH5ncEnmiC3FKVzrenn9f2o69MkK8agFL38CX9A2oUMPKl8u2MWrqHp4ac5Cxs3by0R87SShloEn3d/h80we07tkCAJ/7KD6fi4M7w/cN8LgUnupVnfXLIvD5wOuF/xZE8eW7bfFRAXynZvN7t5rDZgt53T6WzViZ73X+/P4stq3cFfBU5cxxcuJgCuMf/TzvtRJl4xk8tj8/HprIj4cm8uj4ByhRLiHfsU9n4rPfhlyfcdpcfDr060KPUxikbQp493D6ArTL4WXaJxbur/0yfUoP4NXe77JzbXDWlMYptFDMBScfFb5Cbc8fKSXlqvsbG5/sqXk6lkhzniDU2RIdH8WLPwzFafcvbMaUiEJvCP+V6fJIe3at2EdOhp0m7dIZ9NoRzFbJrQ+l8PuUBDxn3HsUnUSqoVMhPW6FA7tMgBs8/5L3Pkm45X/LmTu5Kh7XmQdKYkt4adw2h5SjBmJLeNAbAMygr4aw9uL0TktCCIgdD+n3U7uph9pNcxdvhRVMnVAsp4rBbJk2vn1lA3c/oaA3SDz5xPl3J1l4rk91Tm8qYjIfxufszoMvH87bT6eX+aaB5vdeA8z8eF7IVEavx8eS6SvYt+UglXOLp+zZDuZ9tZDFP69Ap9fR+e72eNweZoz7nZQjaZSulMidL/Sm451tA+oUpJSsmb8hrJ1b/t2B2+XBaDo7EbOwOH7idKfudgmG3VqdfdtNuU1Lsvj3t9Ws+XMDr0wbFtBzVuMUl61jl1Kyb/NBnDYXVRpUxGy9tN2XwiGEBamveWqF/kyMLc9pXFVV+fn9WUwdPZPstBzUML88vVFP+9vPr8LQbDUV6v2NKRnFhPXv8f2b0+na69O8Cs7Esh7emLKXEQMq4/MIpARVFZSq4CL5kDHM4qVKpVon1yQCr618tSyGvneQscPK4lPB51EwGFXMESrV6ju4o349FAV0euj1oI17hjdHF/dcyLJ/YWyEjP8ZbF+AZwvoSiGs/cB0XYCDm/zaVOZ+I7j9IYV23TP457dYfN6wwuxn/B9cToXfv7XS/3lX7s0GqtRxYraqOGzB1280G7j+7tqoGU+CZxMoCQjrvWC+KS8XOys1fAs/qUoebzWcT1a/izXKzGMtXyArNSdvcXvT0q1I36mF0H2bD/LBoM/YsXYPD793X+BYBdb9FOFi6hm6+wumxXFghwm389R7JKW/N8Do/h/z05GJV6w8wvlwWTr2Df9s5t37PiIrNRtFp6D6VPoM68n/XulTLMuFRfRL/qKVoPxmyzlrYI8Z+Cl/T/03KAtF6AQ6nS4vfPLOvJcxWS7eTa9E2Xge//hB1GMfBbze4FobP23YzNolUWSm6qlaP4pKNY7xv+bVcYUoOvK6BT6vwOMGQ4i05M635dC0/R7+mm4h7biByrWcfDeuFBuWReL1nPqhT58QQcqRlTw9tiMyZhQQm7dNSjcy63VwzARhAOkGJQoMdYK+R/O//htnjsqwW6vzzLj9rF8aRVYGeN2Fdyo+nyD9hIHEsv6MI0WBx0cd4p3BlXCd1kJPb9QTW9JEjzs+A6cTf8rmQWTWdnD+CbFjEUJgMOmDZAhOx5Hj5LNh32Aw6kk7mhHQbUkNUQjntLmY9ck8bnm0W178XQhBo+vqse6vTUH7A0TGWvHlpw1/thiag2s+J5/Q5n6XgDPEGgSAy+Fix+rd1L7m3FsdXqlcdre6fZsP8uLNb5N8IAWnzZXbdd3FtNG/8f1bv1xq80IijC0Q8Z+Dvg7+e6keDI0Q8d8gDPXOerxDO4+y6MdlIVMLDQY9Nw7oxAtTnuDHQxMDClYuFG6Xh98+mccH/b7g7sqP8M69H7J/Z7AyoU4PLTpmc/3t2VRtUBFFZ6HfE8eJivNhspx0Ov7Zn5Tw04cl6VWjAUkrQ2U36IhLdHH7wyk89OpRhA4yTugDnDr4mzYv+jWK5IMOZMZQLIY9uVkXU5HJbcExDXDltuRzg2c1MrUPUgbKGZyMYx/eY+LJHjVILOemQjUXBpMKSExWI5XrlccaHT61TvVBRHRgmmjrblm8+f0e6rW0YTDpMUeZuOnBjnw8dyORMXYCQnXSAe5/wL2UlCNpYddVTu0PK39fw7+zVge10At7iCqDYvsPvfs/TGGe2OzZDkbcOrpQYxcGETkYOHUulyOfIjGhFPweXKVcdo79+zen43EGf5hOu4ufRv2KO8S2C4WqqqxbuIl5Xy9i8/Lt+eb3CuM1KCVm4otbzvZ9P7Fr3zuounMrmFg1N7zGh9vpQfWptOrRPGRLtKLG4/bwbOcRTHz2G47vPkHygRQW/bCEId0S2LA8VKqeAqjgWca+rS6+eKMMWWn63MyQ01MiBSDwehSev6MamalnXosPzN042Zhj2e8xIUM6ADqdZP2ySMBF6aifkSm9kFkjQWYQnE3kAzUbHLMCXq0UUJ0r2L4ugr1bLXhcCiCQqmTs0jfoNqATRlPwDFanV7mmc1ZI1cv6LW3c89RxjGYjbe+6hsGjqhIdH+a7JO1I+1QO7zga1NYvFKpPhhHFCo3Ppwa13KvepAp9nuoRsrGH1+0jaek29m4KX+EKIH1HkK7l/jz+fBCG2oi4CaCUAmGlRWcn+jAL7z6Pl6qNK7Hl3+2snLuO9OMZ+V/cVcRlF4rZ8M+WsF2ChCI4uP3IRZml7t20nxduegt7lt3f8EAISpSL5+25L4ZMBQT4/fMFTHzm29wiDzAYdQz5aCDX9W1TpLZdzHDUgm8Xs3vDvoCZk+qTuBwK7w6pyJTVW09zLGbARdIqMz+OK83uzeYzFiHDlfcLZn8Tz91DT2aUWCDqcYT1f0heAufvGEzhb2Jup8KsyQkklPbQqO3m3DTy/CYAdqTrH4T1VPPsO4ffylt3jg17hN6oZ8PfW8hJtxEd7yUnU5d3ozFbfcQkeBky6lBIJytV+O/PSGyZdv6Z/C91a+3i5jvziVurmSSUjcPrLlgOoHqTypw4mEqmK3w8/nQMJgNNbwhuwnJg++GQjT1OkrR0G1UahJBYUDORGUP9tQjCCNKD1FdDxH6I0AdLWQAIUytIXAzerdw67ARzv/8CrzvwCcpkNdH6luYMrDsUh82Joii4nR469G3NdQ9fU6hrvZIpshn73r176du3L127dqVv377s27evqIYOwBIZXgjL5/FhjbrwVWYOm5OnO75G6uE0HNlOnDYXzhwnR3YeZVjH1/D5gh97//5pGZ88+TW2TDv2LAeObAdZqTm898AnrJq3/qzO3/LmpmG3mSPNtLu91dle0jkz+7M/Q2bjANiydOzadPLzUMDQjJ8/LcNzfaqzamEUaceNuV2LCkIw5f0yfPlWeVSlDiL2fZSIAQhhRIl9F5H4N9ff1xdzROjMDFUV7Fhv5fUBlRn7dEmkLOipToAIzJWf/WmwAmYo1i9MIuWogetvT6N1twyad8zioVeP8Olf24mJD1faD+Wr+W3yOL3M+PQwUg0XOzeDqS3la5alQu1yKGHa4wGYLEYGvXcfd790e6EWv41mA3Vb1aRW82pB2yJirGEnDIpOwRzidymlRKb1B/d/+MNd2YATvFuRaX1zZY1DI4RAGOqSWKUDHyx5g+pNqmA0G7BEmbFEmuk2oBPLZ64i7VgGjmwntkw7HpeHJdP+ZcbbfxR4rVc6RebYX331Ve666y7mzZvHXXfdxSuvvFJUQwdw04PXh1S2AyhdpWTI8viiZtH3S0MuWqmqJCstm9XzAkv/pZR88cL3IWPiLoebL4d/f1bnL1utNJ3vbh8U9zSaDdRsVpUmnernnXfRj8t4sMFTdI+4m7srP8L0D2aFjLdKKdm0ZCufPvU1nz71NZuWbC1U6bg9VCefXBQFHLaTXzEVlz2NL95KyF1wDM4cCUfpii5ue/gE5ggfs7/yIjOGoSa3QU3ti3qsKfJEG5q3+p5azeLDfjfAr7m+ZHYs/y3IPw8eYUZYTqkk7k06wKal4WV3wR+SaNSxXu5nIpj9TSK7NlkpVd7Nrk1WprxXGqc99M/N5RQcP3jqppR82MLxo3U5PdYM/nUHr08Plj4AvDLtaWISo4NCMopOoXTVkrw6fRiNO9an15AbuXXozRjNp0TDjBYjtVpUw2g2YI4wYbIY6XLfdYz8LbRQVtf7O4Z9b31eH616NA/e4FkHvt3Amb8VFaQNnL+HHO9MqtSvyKdr3uWr7eMZt+xNfk7+Aq/Li9cd/D12OdxsmLclrEjd1UKRhGJSU1PZsmULX331FQDdu3dn5MiRpKWlER8f3KDgfOg5uCt/fbeYwzuP5j3+6/Q6jGYDz3z9WJGeKxzbVu0KO0t15DgZO+gzmndpxK1Du1OlfkWcNicnDqWGHW/3hn1n3QDgyc8eolK98vz07kwyjmdgjbbSc3BX7jktM+jrV39i+pjZeTeU5AMpfDH8e2ZPXMDtT/WgQ59WRMZG4HF7eLnHO2xevj1v398nLaBe61qMnPV8kLjU6VRvUoVD24+E3ObxCKrVO+X4j+z1ovrCjRVKckAy4MWj3PJACkKR6A3+xVCfV0Wnt6N6T2DPVshI1VO+6j7e/OY407/qxjdv7MHnCy1h4LTrmPllCSwRKkKR1GtuRxfwK7CAsX1AGupf3y3ONwwhFLjn5duIiLbS7YFOTH71J9wON8mHjcz51q/lYonwce8zx8Ne+oJpp34nQkDSpoGUrvon0jEXh01F0akcO2DivSercuLYM1SsVY7s9ByaXt+QstXLcHDbIaISomh5Y1OqNKxIYvmEvO+BEIL+I++kz9M92bh4Czq9joYd6mKJMGPP3ELG3veJi1mBybIOHCuQ+mcQhjoBJtZtVZP2fVqx+Od/A777JquRh8fcT2RsiPUUzzp/P9eQ12xHulcE3EALomSFEpDb02TTkq1hF4R1Rh17Nh6gaedg2YurhSJx7EePHqVUqVJ5KnQ6nY6SJUty9OjRQjv2pKSkQp+v/0e389+M9az6dQNup4caLavQ4d5ryREZrFmz5pyu4SSFOd6jc6MzKPg8IRZ1JKQcTmP+N3/z1w9LuPXFG2nQuXZuS+XQ6A061q5de9b2VW5XhufaPZzr6PyzwU1JGwHISslh6ru/Bs1qPC4vh7Yf4aMhn/Px41/Q57WbObozmQ2Lt+A9bdHMaXOxcfEWRg/+kK6PdAj/XijhHqclbpdgUKda3P5IMjffl8PsH0oDwR1+/AiEQkBnpLY3ZdLj/hRMllPvnSVC5aS0vKKA3iCZMSmRQ7vNvPL5Pu54aDazv2zKiUOOsCoL65dEkfSfP9TSqE02fR89QY2GDtJOmPn9h8ocPFyKNncuILGS/7u7dvHGsNcPEBEXQc0ulVizZg0Vrk0krmw0qYcyAt5Ph03HyIGVeOWLfQgBJovMVbqE94ZWIP3EqRue1+PFWMbMmp19mTgwhaiIZNJPKBzafTLckUnGcf+MdP+Wg+j0Ou54vTsNOtUGJAeT93MwOfRipqmcAki2bNuMWX+ImokvU6qUMy/2L11L8TlXsTPlVRyeQB2Yjo+2JKFmDEu/X0nWiRxKVUukY/9WlGkSH/J3E29Np3yMQigBSSkVkpM9HNl1br9XJZ/IkvRJDh07gFxTvDNmztdX5UexWTytX78+JlPh862vbXMtnL/MSgBr1qyhWbMCmooCFRIrsnjyitCOPRfVJ1F9Xn59ax53PnYbLW9qyn9z1qKekfPrrwJsV6jzhrJPqungmIX0HUEYaoL5RoSwMGfin+j0upCPq0De69Nfn4uiVwKc0Ek8Li8rf9nAC5OG5s3+ju1LZtOSrZgsRlp0a8ymqjvZWupfcjJ1uJ0Cnd5f/enI0WHP0XHiiJEv3yrLtvUqlRreAEwPe33la5Tl8U8f5NXeo7Fn2un7WDKWiGDvfHo9itkq6XxbBsNuq8aIByrz7vTj3PtCFd4fHD50oqoCt9N/Pav+imHVX4Ea+Dp9EuvmbuPV6cNo0bUxv5f/m53sDTueggj4XNxvST4b9g0ph9MQQiBVFSlhzT/R3N+qDl3vTKNKHQeH95j444cSJB865dQNZgN3DOvJdV3as3bBRo7v9bIvJ7yY1cnv2fTX59J38G1YIgrfjEVNm4B0uQIWdIUAnXBRo/TPGEr+GHRM8+bNadSlTqG+r1KtjkyeHHKbEEZKV36YMoaahbb3dO58xsEHD00I+eRsjbHQ466bimVNy0kK62vyw+VyhZ0QF4ljL1OmDMePH8fn86HT6fD5fCQnJ1OmTJmiGL7YUbJiIoPH9eeTJ7/E5/bg8wnCqRcKncKSX1by2PgH2LJ8O/ZsR146mcFsIKZEFA+8dfc52aE6/oTMp3P/ciKxQtbbED8Zj9ubb/jgJF6PD1+Y/pkA9kxHXjOGd+//mOW/rkSn1yGEwOf1MuAVO1//uxW3E5IPG0gs68NoVtEpsH5ZJOOeK8+Jw0aWzzXT/fGGCDE9dKGigJsH3UDj6+rzyJj7+fjxLyhdsXAzLqNZxedR2PhvJMvnZtP57mZ89uIBctJthTr+THxeHz6vjzf7fcC0459To2lVFk9bEXb/rNQchncdSLnKDpyuOBZNS8Pl8MeVz3xSSz9h4Mfxp9aBouIjiSulIysthzJVS9H2nmbcN9yvabN7/b6Q/W9DIRTByjlrAxqT54eUEuleihBhMsw865DSHbZJd+FsikFGvwpZr3NSe96PBaz/809EzpEOd7Ri0Y/LWL9wU55z1xv1GIx67nq7V7F26heDIlk8TUhIoE6dOsyePRuA2bNnU6dOnSKPrxcnbhrQko//2MVN/0shvpSbsOqFOU5WzFpFTGI0k5I+4PanelCuemnK1yzLXS/0ZuKG94kL0zUpP6TvWK5Td3KqotUOMhOZ9gBNr69XqMVPn9eXb757dEIkBqOBCU9P5t+Zq3A7PThynNizHbgcHr54Xcf2dVaiYiUVa7qJjvNhtkgMJkmT9tl8+PtOomK9eFxe1i7YyJ3DbwvOhxZQolw8Nw7oDEDnu9tStWElThwt+AnO5RAsn+t//6SEtx4uzf5dlflm14dUbVTpvH7gUkrWLthEx35tw67xxiR4+GDmTl6asIT/Pb2Gh19ewEd/bKJslfAZH6dTr3Utph79nLmOz/hiZSXuvu8TZHIr1IynKFMpJ2wP3DNRvSpZaTmFvTQAZJh2ieC/Ie3fkp8Mc+FQrLcjEqaAqSvoqvoleOM+Rokedl7j6nQ6XvtlGMO+fJTGnepTtWElbnm0K58njaFi/bLnbfflTpFlxbz22mtMmTKFrl27MmXKFEaMGFFUQxdLpOM3KtZw89hbR7j/2eOYreEr+1bOXc8TbV7CEmnmgTfv4usdH/LVtnHc83KfoJ6ZhT6/fRrhBcRcVKi8k1Jh8ulPR9EpVGtcCZM1eGZmshq5/emeOHIczPtyUZjemYLpnyUCYDhjXVSvB0ukj5vuSUVVVXwelf4j+/H0F4+QUDYOoQj0Rj2d727Pp2vezUtVNRgNvP3HiyyZWw+HLbxj9vn8sr+zJ59sNiHwuBU+e+ZXouKi+Gzde3y9YzxxpWMLfB9CIVVJdloOpSolUqtF9VB7MGrqHmo2tmO2SCKjVSwRKuWruhgzcycmS8Gl9od3HvXneqf2AtuXGPVpINPA+Tut2o2ieoPC5Z8jBHVaFr60XgjB3m0lCefbdydFsHNtcC/cc0EYGqLEjUdJ/AMl/guEqW2RjKvT6ejQpxWjF7zKZ+vf4+H376dkxcQiGftyp8gce7Vq1Zg2bRrz5s1j2rRpVK1ateCDLme8+zjZtq3DLemYLGrYx1qPy8PB7Yf5dXzh0rsKhW83YYtspAdH5r5CyfUajHqenDCINr2uwWQxojfo0Bt0mCxGWt/Sgobt67Dwx2Uo+nBfFRGy0vIkZouk7c2ZmK2mvPz7rvd15IeDnzEr+1tm26bw/DdDiE0MfGr5dOhkfvlUMu/HBFwOgdfjn5FL6S/Nd7sgaUUEj99Ug8wzmk1v/GdLXi1B2WqlqRaiN2lh8PlUaubmdD/79aNBs/aGrWyUquDOE/U6iaIDk1nSoWdGgedIPpjKnpXjkL4TBH6eKgIHr3+bjcliRGcI/1SlN+qp3rgy1ZucXdOLpX9el6uYGIjTIfjy7cpEJxSQFqpxzkgp2bl2D3//tIyt/+0s8q5UxWbx9HJDGKognRaQDsxWyZhfd/HSPVU4ut+fx3wmboeHORP/DOoif87oqwNGQjp3YWDPVgsGox53PvFzo9nAg+/eQ42mVXlhyhPs33KQFbP92TkxiVF89eIPrJi1BoTAkR26/ymA2Zr/zNTnVajVojr1Wtc6ZaIQYcXJslKz+eu7JXhcHj59uRyzJyfQoWcGJovKhuWRHNplIirey60PpvDR3J2oKiyZHcv340qReszg/5Gc9jvpPqhLUG1BQRhMeuq3rU3F2v6uPRVrl6d+29psXrotb42gZiN7WJ15a6RK/ZY5/obZ+aDTKxxIWkSVyqE/p4iIE0zc8AHTx61mz8b9xCREsmvdPjJTstDpdXhcHhq2r8uLPw49q+sDaNH9bl68ZxMPvLCP2k3sSGD3JgsTXivHgZ0xNAtRgXo2SCnZ8PdmZn82n/TjmTTsUJceD3chvnSwjtDVRPLBFMbd9SUZR7NQFAVVShLKxPLG7OGUr1E065KaYz9XzD38XV5yKV/NzYjJ+xhyY42QHXEA7Pk4x7NFWO5A5kwKtxFr/LX4vOGfEOJKxzJ++ZsB8geV6lagUt0K7N96iEdbPB+2f2nAqRTJvu1mkv6LoH7L4MVKp13h+LGmvPFdCvJEB6QSC5a7Edbb8Dd4Xu0XtzI0Quj8zR/2bjqA0WzIKwI7uMvMlDGlT9lZy8G70/ZgNKt5/UW73ZVKu+4ZPNq1JiWrNAxYNzi2LxmdXlcoISydQYeiU2jauQHDv38yYNuzXz/GkJYv4LC5cDvcZGXo8LoFBmPwbMvjhvQTfuNMFtWv3hhiUqb6VGITwqWAgk+FMpVjGPLhqVaJUkr2bNxP6pF0KtYpF1bCoiDqt6lN9RY9GX7XQlSfAyHA5/U/HYyYMbRAPfj8kFIybvBE/pqyJG9xc9t/O/nlgzm8u+CVMKGtKx+fz8dTHV4h+UBKQHLDkV3Hear9y0zZ+0leW8PzQXPs54hQoiH2M2TGoFw9agdlK+vQhXliFsJf5FFk59eVhNixyIwn/Q8I0gEiAjAi4r6iSmIVYkpE47QF9980WY387+XbwzqEH9+Zka8c7OlIVbBzg5Xhd1Xh5v+lMui1o6e2YcQUUYLrbl4JePxtkdRjkP0W0vEd+I7gF24RIN1Iyy2I6BFExkXk64Qfe+swZqsakPaoN/iVEx8Ynkz55oG9PDcs2lxodcPug26gz9M9KVUpOFZbpkopvtw2jt8n/cWKWSto0CoVJcznrfoES38vwxOjD1Oljp3n+lQLaqcnFEFcqRiy0/X4fIT87jhtEKmrEHicEFRrVLlINJEGj+1Pm17X8OtHc0k9nEbtljW49Ymbw1ZwSykx6o4jvbtBVxkhQr8Bq+dvCHDq4Beoczs9vHbbe3y//9OrMnNl9R/ryUrNDspYk1LitLlY/PMKrr+n/Xmf57JTdyxOCFNLROJSRPSLEDEIY4lX6Pt835C6HEazkf+92qdoz2/uiCi5BBH1AkQMRkSP9P9tqIUQguenPI45whTQi9RkNVK1YSW6PtAp7LhJS7YF5dufRG/SB7S/A39PT5dDx5xvE9m8phZgzm0M0R8hc/Cnup0+ngO820Bm+UvLT0rmOmYhs9+hasNKxIbJFDJZfNRtbiNUbwW9Aa7rlROkzx1TMjqkMmEoDCZDSKd+krSjGdgybfR8IIvOtyazZ4sZp0PgzS0DUH1+0bKfPi5D664nuP72DOo0tfPA8KMYTWpe6MYSqSO+dCz9nr+VnydUxO0KVSUr+PXL2mGdZ1EghKBxx/q8Nv0ZPlzxNo+OeyC8U3ctR6Z0pk7JZ5GptyGT26Dafw3ez7sPMl/ik/nr+XDuDrr0S0WnP+XIbBk2tq7YcYGuqHizc+3ekA3iwV+1vm3lriI5jzZjP0+EEgnWO/Ki6ne+IHG7JD+/NwudQYeUErPVxLAvH6Vms2BxpfM/fzRY+4XMxqvfpjafrnmXH0f9yvpFSVijLHQf1CVXWja8TEBknBX2hTkfAr3JgM8bHKZxOwWzf7iBBjc/DoB0rfDPzHN/04d2G/nqnTKs/CsaJDTrkE3/4UepVPPkWE6wT4XIJ3npp6cY1vHVoAIUvSG3OXSYslJFCS60umng9Sz6IbR+/Zks+mEpg0bfG/S6lJLPhk1m9oQ/8bi9TPx7C+uXGnlzUGXKV3XS/b4UqtRxkZ2pUK2uk9+/jeWLJdvyFpZ7DUihdddMFv4SR/oJPXWa2WnT9xHS0uvz8eMGhverxpPvHaR0Bbe/gMol+HpUWVRj+BvwxUS6NyDTHwac/puqdAN2yHoFVRhQLDfn7rcamTaAxq2dec588MjD3HB7Os/3q4bPKxA6hYwT4cNPVzIxJaIwWYwhdeQNJj1xpc8+9TkUmmMvYoQQ3D+iH32fuYWda/diship0azqJWvfVb5mWYZ9Ebr5dDh6PNyVT4Z+HdIRRsVF4LCFnnFICScOnZaJc1qbswM7TTxxcw0cdgWp+m9DK/6MZt2ySD6YuYuqdXPHFHrw7ePg9jR8XjWvQ9ZJvB4z9hwDMfHhFoVlUGFNnZY1uHFAJ/74Yj5Oe/4hmXBSuP/+tpo5ExfkpXy67IIRD1TG5dCxfX0E29f7tVL0BpWaje1UqO4MmKUClCzvod/jyadecI2hdMUbqNemNklLtvLQdRGULOfGaFY5ss+EEDra3+Fm89Jl1GlyEIELjC0Qhrr5XsOFQOaMIbgDGP7Xst9Fmm/y75fxNOAI0N+xREhqNLLT+fY05v+YgNfloWrDc8tUutzpcEdrJgz7JuQ2IQQ3/C+8fMfZoIViLhCWSAsN29elVovql11Pxi73X0ftFtUCVAP1Rj2WKDO3Dr05rAAa+HW5X7ttNGnH0sHQKHdmB5NGlsFhO+XUwT/zdtoUPnv1tIIS6eHwbjtjH/oMj8sT4NSFIogrHUd0fH6zGpN/QfYMBo/tzys/P0nzjtkoujCzfZ2gWZdGIbdNHT0z4Lp//LBkSMlhr0dh1yYre7aaw8bfT6EiHb/y8tSnqNGsKiarkfQUK0f2WVB9Ap9XpUTsdKqVfwDXiRGo2aORqf1Q0+5HyqJbiC8U7ny0jNRUUNP8fX1laFVFS4Tk5v+lYjDpadK5wTkv+F7uRCdE8dSkhzGcFtJUdIpfYvn9+/xCZ0WANmPXQFVVVs/bwF/fLcHr8dKm1zWMnP0CS6f/x+yJ87Fl2GnWpREtujVmxO3v5ytVcLK12r+/reamAZ3p9/hNlIj7gzWLooP6mvoRbFwRicct/L1N9VWYPm59nozBmWNnHE9hyyo7Sf+VoFPvTKLjvQjhlzPISNVTv6XCgW3H+H3y1xzfd4KaLapx44DOxJWMoUW3a0mo2I1t837mk5dKBS1mGi0m7nn59pDXdXx/4CL02sVRQW348uyUkJNhYPWiKFrekBV2Qd2/oHyCqLhIxi17k51r9/D+I5+wb/0h8Plo0Skrt7OSxL/InPu04V6DzHoNEfNOuIGLHmGEsPrpau72HCD83SwyWqVhh3pB2UZXG53vaofbaGfHX/vZm3SACjXL0uvxm4q0QZDm2K9yPG4PL970FltX7sKZu6izcu46vn19GuOWvcEN9556NHyx+1t5+xSE6lOZ8/kC/p5mZdyCnqhyW777S2kCYUTEjmHf5sn4QjRbBhCKhy/eLM3OjVa+fKssieU8qD5B6jEDJovKLf3T+PWrn/F5VHxeH6v+WMePb8/grd+HU79tHdId7bjxsetRjGP5cmQ69mwFVdVRqW5Fhk4cRIVa5UKet3ytsqQcTsv725alJ5w+kCd3IXTcs+WZsHA7sQm+0O3phBVhbJz3Z7XGlTmYdASfx+/A+z1+HLM11E3UBY45yKiX/Gs8FwNz99z+sGfecAUYGiOUKKS+dt4T2pmoqo648l1554+XLriplwMlq5Tgxk+7XrDxNcd+lfPz+7PY8u+OALkAZ46TY3uO89GQLxn+3RN5r69dELpTfTikKrFl2pkw3EL9NrXYtCR0JkT1hmCMH4iw3oXQlaB8zbJs+XdHyMwc1SfYvs6aN1t22hRKlPHgdglyMnVMm1AioPuQX0TLw6u3vsOPe+6kbPR8pKsWXR9+nS6PlCb5QAomi5G4UrEB59m1fi/zvlxExolMGnaox61P3MTWFTvPWHcIl2njfz0jxcD919Zm8optxAQ5dwHCAuabkKodPCtx5rgDYvzlq+Wz2Cv04DsKSuFlBM4HETkE6foL1HRONc7QgbAgov3yIUKJRlrvAPs0zozHKzoTkSUfvyi2amiO/apn5sfzQmrAeD0+lv7yHy6HK69C9FzSjqUqWfvXJkb/9Sov3PhGUDaAyWLk4bEvoUSdauzQa8iNLPphaZBdVes56HF/Cp+/XgajSfLE6IO07pqVG8aRrFoUxZinKpCTGfi1TijtYczMNZC5jlJRTsiZh8z5CCKfpHTlAZzJxGe/5beP//DH+FXJitlrMFlM9Hy0KzM/nAtC+B2w8Itv5XP1lKnk4cj+SGITJUgPCB2ggpKIiJuItP8E2e+D0GGSYI2sTE6mP5yRdsxAbEKYxV7pgdyCrouB0JWAEr8hbV/gzpyO0SjA1AkRMQihr3hqv6gXkAiw/wTCAPhAJCBi3w/YT+PCcnmt6mkUOVmp4UWmFEWQk3Eqs6V518bndhIBVRtWZNT8V6jRrCo6vQ6dQUfVhpV48/fhNGgX2K2nWqPKPDzmPoxmQ566YbUGftmGOk1tuN2CZ8bvp3XXLIxmSUS0itEsadEpi/d+2R2k2fPypH2UKO1Gpzs5i/QALsgZhzxjoXXtgo3M+tR/szvZNN1pc5GZmsXKOWuZvOsjHnznHu5/vR/v/vkK1ujwPXYr13Yz4a/91G17E6Lkv4iEHxAxbyLiJiNKzAfvdsh+D3CAzEGQw62DkvPEw6Z/lnhaa8HT0YPxWoRycdVThRKPEvUMm49/jFLyX5SYN4OctRB6lOiXECWXI+ImIuKnIhL/QhibXFRbr3a0GftVTrnqpdm3ObQ8q86gI6bEKSGoge/cw6o/1odNCQxHYvkErNFW6rWuxSerRmHL9EsPRMSEaKeWS/dBXWh5czMWTFlM2rEMbr3/T+b9mMC375VE9Sm8/UhlSldy8fQHB6ndxC/GZjRBqQpuml2XzepF0f7rq+qiSl1HkFCXHxfS9iXC6O/XmZ2ew6dDvw6d9SPh4PYjZKVm02vIjX7RLk8ST37YjLGPrsSec8aTiNVA/zf7Ikp2RSi576GhLi5vNTb9vQ2fZy11ao0jMjIwZNFvSDIHd5pZNjeWv39LpGkHG21uzMBoliiKBKygK4GIGVXwG38JEUoUGEP0QdW4KGiO/SrnnpdvZ/QDnwTlrJusRno/flOAXkjF2uUYt+wNnu74WqEXUQ0mPQ+OuiegfDw/h36SlMOprPpjPVFxkVzXtzUrfpjMl2+VytPh8XkFB3ZYeK5PNT6cu5OKNfz2WyNVGrfNyXPspSq48XoEWEItQspclU74b84aRvb9ALcjfFxb9amsnreKyhU+9jdiFkY6dJFcs17yxkPl2bI6Pm+/B9/9H617By6O/f75Aj4b9jX1W2YTW8LDVxsVrulcmvueO5YX5tLp4PmPD3BgZwqrV71MtsdEDlZKRCwFbAhjezDfcF4NMPLDaXex6Iel/DPtXwwmPdff04G2va/JV7Nfo/ihOfarnA53tGb7ql1MHzsHoQgUIZBA+9tbhZRAqNmsGj8e+ozv35zOvK8WYc924vWE69YkKV8jmva3twp41Wl3sXv9PoxmA9UaVw7I85dSMvHZb5n50R/o9ApSSlSfilRL+B30Gbhdgh/GleK5jw4A4PX4F1RPcmy/EYMhXHqmAH1V9m0+yOt93sXtLFg/vVrVyeDcD7jzMkAsVnhjygHWrx+I11eBRh3rB8lKrJy7jr++/pAvFp/SadfpJbuTLMz+Jp4e96UF7F+xhpdKbXsixMlHjQtfgZpxIpMh1w4nIzkz76llw6LN/DxmFu8tfDWsGmc4pHcXMmciuFeBEgWWOxHW2y7YTUnjFJpjv8r546uFzPx4Xp4ErGIyEBFtITIugnsqD8aW5aBGkyrcO+IOGnWoB0BEtJUHR/2PB0f9jz0b9zO03fPYs0OFZwTpx04gpQ8h/PIKP74zg+/f+gVFpyBViTnCxNNfDKblTX6t9nlfLWLWp/PxuDx4XIFjhUL1KaxdfCrlz+cV/PNbbN7fR/aZ2LXJQq0m9qBwjJRGPnleMvvLp1F9flExv+Z76HNFxXmp33wXefnkAdZ5aNLqP5SYXiGPnf7+14z4ejvWyMCbR82GdnQ6eYYImB7MXU9z6heHj4Z8wYlDqXnpluDXL9mzYR8/jvqV+17rW+ixpOs/ZPpD+GWlfX6poOy3kc5ZED/5ol/b1Ya2eHoVs2/zQT567AvcTneemqPH5SHzRBYzxv9OyuE0HNkONi7ewos3vcXCH5YEjRGdEInXHV4JMirOBx5/w90Z4+fw/Zu/4LS5sGc5cOQ4ST+eycg73mfbyp0AfPfm9EJpupyOyZw7IxcWDh/qwMFdgQ2d33ioMscPGrHnKEgJLqfA5RRMGpnI7C9OoPr8+eiqKpBSYDCqtL0pg1sfOkHLGzLzKlVrNPL6C3FC4gN3+K7z9ZqtRxei4tVggsq1ndhyM2F8qhGUkn5huYuIy+Fi+cxVAU79JG6nh9kT5hd6LClVZKZfWiDwJugEzzqkPXRJvUbRoc3Yr2JmfjQXT7iF0DN8kMvhZvzgz2l327UYjKdmWyXKJVC1vsr2dYFyAeBXYrzlgUzATU6GjS9e+D5kc2a3w803r07lrbkvBlV4Fozk+jscoG+AiHyQam27Uq3Rs+xN2p/rsCEt2cDA9rVp3jGb2k1tZGfoWTwrltRjhqALrdXExptT9qLTSwxGFY9bwWlXeL5vNXy+qDCLsLkogQ0kpJTg2YB0zqVrv1RMIeP8fuljc3QFMMRz5EQDKtZ8EqEUvA5RlNizHPnK6J6eHQXS33MXQCkVfJx3S24Vaih8kD0aabpBS3+8gJz3jH3mzJn06NGDunXrMmXKlKKwSSMXqWah5kxETemNmnIbiRG/I9XgZhbnyv6th8LK84a0R0qSlgZXkD47qSmRMT6M5lNjma0+6ja3c+Nd6eTYqvBwk2dCOnX/uLAlV8b1bHvACqFQrdUIlBLTEeZuCCF4a+5wKtWtgDnClNdSTlUFK/+K5pvRZZgxKTHXqQdijfTx9g97iIrzYY1SMZjAGqUSm+hl1LTdPDvlfYQujKSvsCCsd592TT5kxuPItPvA/jUlSrsJ1/1M6HSYEl9ESfiRFFu383Lq0vUfaupdqMcboSa3Rs3+oFDfmegSURgt4WPfFWqVzR1/GXVKDkWeuMH/X8r1SNc/gTurNvKTFgAVmfVGIa5G41w5b8dep04dPvjgA7p3714U9mjkIn3JyJSbIedD8G4G7ybKRP+ETO2JVDOC9j9xKJWje4+j5tN5/kwq1SkfpK1eEB5X8Ay/fIOH+HLZYe4eepx61+TQvGMWw8Yd5M3vj6KPG8R3b8wm9Wh6vuOaI/zhk56Pds3XwZyJlJK9mwLTNeNLx/HZ+vcY9ecrtOjaOHyB6Bl07J0eUiBMUcAaJUhM3IiIHZvX0CQPYQXjtWC++ZRd9m/BtRh/OEIiRPgCL6PZDMbWhbJRSsn6RUm8P+AT3rxzLAu/X4InNxSmOuYg0x8ET25XKjUFbF8i0/oWKBqm0+m445lbMIXoJWCymrj3tTuQ7lXI9EcwG47j19h3ge8gMn0I0rX81AGGOmGlBfJwL0HKwjVz0Th7zjsUU7OmvyvQ5aZgWNyRWW/5f5inxSh1iht8x5DZHyBi/GXcSUu38sGgzzi2NxmhCCJiIhj0/r106ldwJ/heQ27kz2/+wect4EeYi9ftDdkFSuhKElP9J7o/9Dj9huzxl7tjhMihCOt9zJ/8QL6573qjnm4D/Fkfd75wKxv/3sKOtXvyUir1Bh3eELFf8PdtjYwNnuEKIah7bU36PteL9YuS8lWkPEmVOk4sEaGn1UaTF7x7EOauUGJuruNeDkoMwtoPTDcENsSwfcXJZudnIiW5beh0KHojuvhPSDmcxcZ/tnDw8AFq16hDRLQ16Difz8eI295j3V+bcNldSOlP05z82lTGLxtBlPoKwdK6LvAeRNpnICLuzPf6+z57C2lH05kzcQF6ow4Q+Dw+7n3tDtr2boma2ifE+ABOZPYohGkmkCstYOkLjoJi6T5AW0S9EGgx9mKIlB5w/Umo7AvwgHMmxIxg59o9PN/tzYDFRpfdzZiBn6LT6ejQp1WI42Hdwk18+eIP7Fq7B0WvQ9EJdAY9HqcHS6QORXHTtH02K/+KzlNANFlN3PJYt5BOFEDoq7Az5TWaNqnqfxTXlUYI/9erIKdaqlIJ7hjWEwCjycDoha+yZv4GFv24DJ/XR4N2dfh06NchQzkSaH9H6OsEqNe6FjWaVmX7ql0Bx+uNOnR6PVL14nb63+djB4y4nOLUYuzp1ycsoPN3FhK60oioZyAqaLdTqKlhNwmhgL4BuohrUE13MWbwb/z13Tj0Bh2qqjJtxO88OOoeej12Y8BxsyfMZ+2CTQGftyPHiWf/CX5+9w36DwuX1ukAx89QgGNXFIVHxz3AnS/0Zv2izegNOprd0JCImAikVMGzMfzB3u0BOvgi+gWk83eQKaH311VGCHPobRrnTYGOvXfv3hw5ciTktuXLl6MLr0l6ViQlJRXJOOfLmjXhMxsuFopw0rBMGEVAQKp21qxZzVdPTMMVoqDGZXfz0ROfE1HFELSwtemvbUx9dfapkIrHh6JXMJgk3e9NoU5TB21uTMPr1eFxwfC7anFgVyQd7r2WJrfXLvD9WbtuT+6/jp+0llsHu+jUcweJZTwcP2jkx49K8s/MWEBgshp5cNKdbN2xJfA9SITOQ0457I4PtGbhl8v92Tu5M169SU+3R9uz/+he9h/dG9amPm/eyK/vzGf9/C3+fHspSayUQPt7ruHwjuNsXbQGR7aHI/vC57z7VJWkraVQZeG+H3VKxWHWHw+5zaca2LR/GBI9f3z8I8t+XI3H5Q3oMzvx2W+wq9nUanOq69YPo34JmTHk9fjYvnobOVkqFmvo3ql2eybbz+K7HVPTL5WwbdfJNRVJ47IKQoR+cpIS1q1dz+mx9Ujjw1RLGIWiBN6QVdXI3pTbyDpw4X5rxeF3XBAX0kYhZbglnbPj+eefp379+txzzz1ndZzL5SIpKYn69etjMp1dAURRs2bNGpo1a3ZJbQB/HFWeuA7Uo6F30FVHSfydHpH34AyTGmgwG/h298cklDmVqeHz+bij9IMh9WGMZpV7njpG38dOZaVIQJXxiIR/0BsL/mzWrFlN0wYCPOtBRIO5CzJ7ND7bTHTKabNMm2DONwl8+35VHv7gPm5+8IYCxwbYuHgLP4+ZxeGdR6lQuxx9nu5Jvda1CjzOlmXnidYvcmxfcoAImVAERpOB8jXL8soPXShdej54doBvJ/7lJzdgAqEgYj9FmAoXBwdQ7T9D1kiCwzFmsN6JEv0CbpeH2xIfCFvFm1ghgXa3XUvNZtVod1tLbi81EEd26PCOUEAIicEg6dwnjYEvHSUi6uR6iwkiHkKJGlJo+0NeU/pj4FpAYP9aAAHGdijxnwcdI52LkFmvwcl1ISUSol5GsXQ7L1vyo7j8jvOjKGzMz3dqoZhiiBACGfkEZI0glGMQUU8B/tg0YRy7VGWegNZJdq3dGza90e1UWPBzfIBjF4BOcSHkf0D+ndOlmkHNxBeR6cdzVQz1kPUaALozZmyWCEmvgSn06G/HZB6CeqIMWB9BWPvkm3LXsH1dGrY/+7ZwX774A0d2Hwta+JWqxOVws2fTfp7s+BPf7P4Yc6wJ6TuGdEz3yw3oayCstwcJbkk1DWn7Dlx/+XXkLbeBpRdC5CphWm5Derf5VQ79t0hAD6ZWiKinAUg9kkbYVBngxMFUfhk7B0ukmQlPT6ZUxRJhdX2kChKByyeY/1M8W1ZF8NEfOzEYhV/3PeLukMedDSLqWaR7BVLNQYiTzl0BEYGIHh76GHNHMF0Hvv2ABF0lfyhK44Jy3u/w7Nmzad++PX/88Qfjxo2jffv27NpVNJ22r2YU660Q9bhfs1tEgojEp5ohajjCfD3glwM4mc53JtWbVCE6PjAI7POp+Urv+kL5fOkD3+EC7ZUZQ7EYDuT2OfX4szLwcEq7OxCdAUxmO6D6x89+E5n9VoHnOVuklMz/elHIbJ68fVSJw+bk7x+XAf4YuhL5KErsaJTIh4KduvcA8sSNYJvoz9n2rEdmvYVMvcOvrY7/5qxEv4Qo8Tsi6mlE5FBEwk8ocZ/lxaGj4yPxefPvwQr+OHrmiSwyU7JCZq2cidetcOyAiWW/x4PxGkTCz0WiBCn0FRElZpJqbw8iJveprCciYQZCXzX8cUIg9JUR+iqaU79InPeMvXv37lqq4wVCiRiAtN4F7nWAwqYkSdOyp+LO977Wh+UzV5KdlpOXNaIoApPVxBOfPBg0XvUmVYIKj05iMKq0uzlEv0qhA13+hSTSewjcq1HCxF9DEXx/cYD9R2REf4SubIgjzg0pZaEyYpw5LtYtSqLbAwVrssisF3N7e54eknCAdw/S9gXitJCH0FcAff+Q40TERNCkcwPWzN8QtmNU4HVkc/3dzfnz23X4fGrIKtG867Er/P1HdzoOegac81BzPgQRibDcAoaG+T4Z5YfQleNgxiBKViveoY6rHe32WcwRwoIwtUaYrkUSmN99Ml+7+8NdiE2MJiougg59W/Pxqnf8TvwMjCYD/d+8M2jWpygCc4RKr4FnZjAI/6zM6L+Z7Fizm+e7juQmy130iLqHd+//iOSDKf7H7CIRdhLgXFgE45xCURTKVC1V8H46JU+i2GFzMvuzP3ntttG8N+ATNi3ZysmlKKlm5DZ2DuWIXeD46azse2rSI8SXiQtoHB4W6aFug+l8u6lyoQq5FCGRKd2QWS+D81dwfI9MuxeZ9QJFtLRWIFK6kM4FSMcMZK6SpsaFR4uxX+bElYrl0XEP8Oi4Bwq1f6/HbsQSZearF38kMyULpKRJpwY89kF94mJfwZ9X7PAX4QgrIv4rhFBIWrqV57ud6oDkccFf3y3hvzlrmbT+UWJ14atKpfQX+RSMSmiHedoeqsr2VbuxZdqp0bQKMSWiCxz13tfuYOzDE/PVoNEbdXS9vyPH95/g8VbDsWc7cNpcCAH/TF1Om94teW7yY6Dm+NcPwhXXyLOrDE4oE8cXW8ay8Lt/OLr9N3TKHg7v8rH8jyg8rsA3TQJlKzuJjfgZ1ds033FNViMdb9kOvmOc6lOq4k99nAvGNmDpcVa2ni2q40/Iehb/85kK0oc0XouIG+9PH9W4YFzRjv3wrqPkZNipWLsslsjL64sk1TSk4zfwHULoa/ibCRcRXe/rSJd7ryM7LQejxZgnMSvVTuCcC+oJ0Ff3tz7LVeEbN3hSUFs71adiy7Qz+fXVPPFmVVT31txmEKdw2gXb10dQr4Udg8mcW5EoCZ2jL8AUfpF24+ItvHXXWOzZDhRFwePy0Pme9jz+8cAA3fgzuf6e9pw4mMKUkT/jU1V87uBzK4oOvVHPm3eNJeNEVp7UgpT+PPxlM/5j0Y1N6NivJch8Go3o64XfFgazOZUbe78LvhRU1YXHJXniXcGIByqzYZn/KUIokoRSHuo088fwazTIYM0/4RPpy9csSavOfxLcfBrA4W8wcgEdu/RshcynCSpocq9AZr7gr+DVuGBckaGYXev3MqDeUAY1Gsaz14+gT6mBTHz2W3y+wseALyXSuQiZfB1kjwH7N/6FuRPtsBqKblFaCEF0QlSAbrhQohDWOxCRjyJOk41NO5bO4Z3HQo7j8/pY8vMKROyHZGX4FRQhVxfdIZjxeSLP9anG3c0akeH7GhJXgL4OcGboxgzmLgh95ZDnObTzKC/e9BapR9JxZDuxZdpxOz0s/H4JHw35osDrvfOFW5l6dBK3vXQjBnNwtaPL7uTpDq+wa+2ekPo5TpuLX8bNyW3MkU8YI6JwT04nkVIi0+4H3yHAgaKomCySiCiVN6bsJS7RjSXCR3xJD29+tzdv8fvuoccwWUL/fGu1qMaYhfehN+YTHlND59gXFdL2Of500TNxgXMB0hemcEmjSLjiZuzJB1N4usOr2E/m++b+77dP5uF1exk8NvRCVnFB+lKQGU8QONNxgIRqJd5Byt4XvVGBz1tANo3Ph9BX4NGbm9G4xUEatckhI1XPgqnx7N/hry70es0cO2Alvmw0Mv5bZPa74JiBv9mxGaz3ISIfDXuOqaNn5mminI7L7mb+5H944K27grKAziQiJgK33YNOpwTl6kgJTrsbkU/MKO1oOtL5K+EduxGhnqU6pWc1+I6EHNNglIycspfkQ0ZaXp+VpyypqlDvGjtPfxTL2CcdeSvRbpeHbv078diHD6AIGzI5H6kIfbXw24oCz0bChtWECby7QVfiwtpwFXPFOfZfxs3B7Qr+QrvsLuZM/JP/vdrnrBUELybSMZ1wjkPgA+cCsNx0UW0qUS6e2FIxJO8PnmUpiqBFN3+j4piSJVjws40FPwen1rmddkpWyC03VyIQMSOQ0S/50yNFZKDOSgg2Ld4aNnPEaDawd+MBGl1XcBjk6M5kXHYnzTpkc8Md6VgiVFbMj2LhjDjcTjeKEvoOJgRUaVAJ1HRCh5HAH0cOJ1cbGunZRriUUCGgen0nNRoEhjP8654mOtzRjjZ39WXD35txO9zUbV2LuJIxuXtFI803gvMP/IJdp2NBRDx8VnaeNUrJ3Nz1EEgP6BIu7Pmvcq64UMzqP9bjDRFDBTCYDOxcG770vFjg20fwD9GPEJ5C5ZQXNUIIBn/QH9MZqotRsV76DE7jiXe3oWaP5vr7a2KyBj9N6A0qjdtkE296OiAbQwgDQokp0KkDRMWHl7L1eX1ExhVO6ja+bBQjJu/n5Un76dg7g2u7ZDFoxFG+XLqdslUENZtXwmgKvrEazXrufKE3wtjSr+YYCmEEQ6NC2RFwTD5ICfYcBa8HHDYFl1P46w2ECWHphdFkoEXXxrTpdc1pTj136JjXwdgEMANGf00ERoh6AmFqc3Z2niUi4l4g1LqWAF0FhL76BT3/1c4VN2O3RodfJFVVFUtkMRce0lXH/0MMLjOX0gCXqDlBm17X8OKPQ5nw1GSSD6ZQo2EO7/y4G6NZh6IcANsSevWCeF0tPn5BYrfp8LoFlgiVUhXcPPvhfvAawbMBjI3P+vw9HunK3k0HQuakxybGULVhpUKNc/M9aVRIyMZsPTX7t0SoGIwqj7+zg0o1k3h/aHk2LI9ECImiA9UrGPzmYeq1KgmiCmS/B9JJYKjBALrKYDjL/G5TJ+DlsJtTj+l5d0glaja24bTpqH+tm463GhBxnyGU/J88hbAg4r9Berb4+44KC5ivL5JipQIxdQHzQnDNyy1Wk4DZf0OKG3fhz3+Vc8U59psfuiGsAzBbTdRqcYFji+eJsPZG2saHjMao0pDrCC4NrXo059ruzchOyyDC0xWBl1NZF14UAdf13EyH7rDh3wg2Lo+kfksbjdvm5KY7+vyx13Nw7J3ubMuiH5ayacnWvM9Wb9BjMOkZ/sOThS64qVB6EWaD3yEf2WckK01PhepOIqJVGrayoSjwxpS97N9hYvPKCCwRKtdcn0VElBFpn4oS+TAk/IRMfwy8u0AY/Jk+xhaI2DFnXfij6BJR9fX8mvtn4PMpLPqtGvt3JqKzlOTu52rSsEMjMDQ9q/MIQ10wnL0Uw/kghICYd8DdG+mY6teKMbbJlWeIKfB4jfPjinPsne9ux9wvFrJr3Z689DxFERjMRp77Zkix140XSjzEforMGJzr3O25jR0M7E55nrrlLq1+tRCCqMgNyAxP2DVEoUDjNjYatzkzp1sPSsF556HQ6XWMnPU8/0z9l9kT5pOdnkOTzg247cnulKoUpqtRCPRKFvt3mHh7cCWO7DGhM0i8bsENd6TxyMgjKEb/RVWq6aJSzdMnB06/uBn4K2MTfgbfAfAdBX2l86qWFXEfI1N6g8ziVPzehM5cn76vTqbfaxd3sbyoEEKA6VqE6dpLbcpVxxXn2PUGPaP/eoW5ny9k1qfzyMmw0aBdHe58obd/8esyQJhaQ+JS/8KXehR0VcDcBcehTZfaND++434NmbNGBdP153xanU5Hpzvb0unOgpuIhOPYsQo81VPBlq1DSpEX8VowLQ6XQ+GZ8aFFtvxiV6VQcyaB/Uu/3rqIAeu9CGPzc7YHcm8UiX8i7dPISZ1JZFSiX1TM3CVP0/5Mtq/axep5G9AZdLTp1YIKtcqdlw0aVxZXnGMHMBgN9BzclZ6Du15qU84ZoUSC9fZLbUZo9NX80/JCV6UrgBFi3iowLnyhmf5VfdzubX6nfhoup45/ZsXywPCjJJQOVdRjBPUI5PxKXg6tzATbJKRnA8RNOmf9FfB3HRKRA9i5vTHNKoWP07tdHl65ZRRJS7fhcXkQiuDb16dx/f/a8+SnD52XDRpXDlekY9e4wBia+Wer0l7Ajgroa4C+NiLiAYShzkUx7yS71u/lu5HT2bR0K5YIEzcO7Mymxdm4naHDcQaDZOvaCNredLoYWu5NydoP7D8SvKjtBM8qf5jG2OTCXMhpfP78FDYt2YLbkZsi6QOfx8fC75ZQs2lVbn6ocNr2Glc2mmPXOGuEEEilRPhGIAAYwHI7Sm5v1ovN2gUbeaXXKNwOD1JKMk/Ad2/+kn9jawGWCB9+Z24CQ0N//Nx6F7iWIUOW5wPSiXTOQ1xgx+5xe5j7+V+nnPppOG0ufnp3pubYNQDNsWucK749+W9XSuU1BLnYSCkZ3f/jIG0bt8ONTq+gN+pDNtcWAhq1dvk1cqJfQehK523zORajen3owv5iLrxaYnZaDqqaT2OOQ+H7rBY33E43B7YdxhploWy10gUfoHFWaI5d46yQUvpTFvOVfVUg4YdLlta2Z+N+stNDV4D6vCqWSCN6gy4vbVIoAqPZwLOTH8RQvlVeF6STSKmyeeka6jYOfc1ejwGD+dwXhQtLZFxkvtIO8aVjL7gN54uUku/enM5P785EEQKf10epSok8+80QajUv3qnIlxPFO/dPo1ghpQ+Z8Tgy7V4gXHxdAWNLFF3BGugXCpfDjdsZRlYXMFoMPPbhAKo3rULJiiVoe2tLxi55g9a3XBfk1AFk5jNUr7MkpPSw0yHYusYKhuZI6UU6fkdNewA1tR9qzkS/fnsRYTQZuOHe6zCGEDEzWU30GdazyM51oZgy8md+eudXnDlO7NkOXA7/zH1Yp9c4sju00JzG2aPN2IspG/7ezBfDv2P7qt0YzQauu6M1ze44e0nYokTap4BrMcF9WP34VCM6XSQipuhb3J0NeoMdmU/IQigKXe6pxg29JLj+A/4D0xGk9wnEGZW90rMF6fwTsyVYp0ZKWDg9jk9eKseoPzdSr+5o8CadWlT2bEHavoCEaUHjniuD3ruXvZv2s3vDflw2J0L4azRa39K82GeBOe0upo6eGbIBu8fpYeromTw5YdAlsOzKQ3PsxZDlv63irTvH4nL4Y8ROm4s/v13MslkrabKlSaGaS1wQbF8SzqmD4Fh2L8rXGIZQYi+iUYFI9xqchx/FYCyHxx36gbRidQ8ytXduU4xch+2cg3QtgoSfA/p3SuefiJDys+DzwfGDRjxuhX9/Gkbdl44jArJmnCDdyMxnEQk/Fsn1ma0mPlg8ko3/bGHFnDUYjHra394qZMesc0F69/qF5vCCqQ3C0LBIxgXYu+kAii70Z+Lz+lg9f0ORnetq57wd+4gRI/j3338xGo1YrVZefPFFGjRoUBS2XZWoqsq4RyblOfWT+Lw+7JlOpn8wmwfevOsSGZefhraRNHtHKlxKpy7dyPSHqVg9BwhTsCPgodeO5Kownj6rV0HakFlvIeI/P+11L+HkZxUBOoN/jBvvPoYIKd6mgicJ6TuB0BW+QjY/hBA0uq5eodQsC4uUEpn1Gjh+wV/9qkLOBKSxKSJuQsgQ1dlijjCF1Lo/iSWimOs4XUacd4y9ffv2zJo1i99++41BgwYxdOjQorDrquXA1sPYs8KEOjw+Fv6w9CJbdBq6MuG3CR1e9RLLIbv+AbxEx/u4rnc6RnOwEzGadVSve4jQWSwS3MuQp1XVClP7XFXEEKdzKqxe5NeAj4zOp6uSMOQ2vy6+SMfP/r6ouDh1M3OAezUye3SRnKNyvQphnzZNViM3DuxcJOfRKALH3rFjRwwG/2JO48aNOXbsGKqaf99KjfCovvybWuQ347ngRAwitBSrGSz9KMrInpQq0jELNbUP6olOqBlP+lUK88N3PK9t3ePvHObaLpkYTSrWSB/WSB8RMYI73+yJEPm9h5KAGbqhOejrA4EzVlfuoun2dX4J391bIvNJFFJBVz5/2y81tom5Koxn4gL7NKTMp2lHIRFC8OzkxzBZTQEhGZPFSPmaZbn5oQufWXS1IGQRtiv/6KOP2LZtGx999FGhj3G5XCQlJRWVCZc9qk/lja4fYs8M/pHp9ArX3t6EHk9fqiIUSfmYr0mIWITfAUqk1JHjqsfetKeQRebYVSrHjSXavBGd4g9vqFIgpYH96UPIdIbWZok0bqZqwnvolFNx7uRDBravt2KOUCjZ4AbSXL2pmfgSEcbdIcewuauy48SbAa8J3JSN+Y4E69943R5Un2Dud/F8+VaZvDh+4/Zu3vp+NzrljBCaauSErStHsy5R+KyQNCp7L4oInUmkqkY2H/8Ar1o0cr/Hd59g4Zf/snftAYxWAy1uaUSrO5qFzPbRKJj69etjMgVOPAp07L179+bIkSMhty1fvhydzt8kYc6cOYwfP57vvvuOEiUK3/LqpGMPZdzFZs2aNTRrdpZ62heAeZMX8eGjnwcU2AhFYI4w8eWWsZQod2m7z0jvAXAt8M+OTW39srAU3fsnnYuQmU+GnkGKSETJFSHbA0opkSldwHeQoLi4sCJK/MXa9fto2kBFpg0gWB7AjIj/HGG8JrRd0s2WZat46ZZP8LoFTpsLS6QZRafw1twXqd1oJ2S9RF55q/x/e/ceFNV5xnH8e1j2AqiAGhQljVUKo6bGW6pGmwAmgTiAkKbjpTpph+hUmzFpa6qOGR2vBHthtLE6iRe8UDpJE3HiLTIDzYwaKmNIR4qDSjSxgUURLAjIInv6x5rVlUWgLHsOy/OZcVxYZ88P1n327Hve931sEPAyyoC1nWomAtr9H7TfiH1EExcLypAi5zi7Xl4n7dF7PvBMxkfVzg5PsQ4dOtThAfLy8sjMzCQrK6tLRV24F/9qLJZAC7tWHnSuJpw4cxzPLf6R5kUdcEzd8+9a0+auUJs+aGdY4B7b52B+rm0uRYGBWag1rzou9KqtoPgDfo4LgIZBwFUU09MQuhO1bsO9NwHAMNyx2rSdou5gZMzkRj680ExL01X+WxNMRWUSY2KW3GsKHoVqeQFshY5GHMaJKL2lr2dgGtT/nraznswQMNsjF0+F93T7s3NBQQHp6ens3buXiAidjyP2Is/9dBrPvjKVxrpGjGYjJouJc+fOaR3LO+x1j7hTBfvD+7zfpxiGw+CTYPunoxGGIQzMsW3O8BXzMyiPHUdtrQbUTs1YUev/AI0H8aMJsxnCwusIC98LrXbAsX2CopjA/Gwnfkh9UQLno7YUw508wAbYHS0A/aNQ+q/SOp7oom4X9lWrVmE0Glm2bJnze1lZWYSGhnb3ofs8RVEICu5cL8/eRFVVviwo4cSefG7XNjDpxaeI/3nM/Z/VPONel3s30wfVu2B6dF9RRfED8zTHnw509oxavXsVGve7ydQEDXtRA17x2CIkLSiKH0rIH1Fb/o165wSoLSjmGDBNka2Ae6FuF/bCwkJP5BB9hKqqvLNwG2cOFzn3avnXZ6Vkb/qIbWc2MTwyHCVwjmPFpmrDdVqiBcwxjrNyb+duOsb97kYPszuaovRb7M1IPUIxjkUxarvCWXSf7BUjvOqzD864FHWA5sZm6mtus3FuJuBoD6gM+tv9xt5Kf8AEAbNQQjwzp7rL1AZob9teWlA73JteCO+RLQWEV3289ajbRuOqXeXahW+pKLcybNRQFP9IlMeOOpa422vAfySKn3bDe4p5KmpTtvvmIkpgBxddhfAuOWMXXlVjvdXuff4mf2qrXFdoKv7fRzFN0rSoA2Cafm+R0cNzrY1geAJMHY/nC+EtUtiFV/1g4sh2L8a1NLcQEfWIbQs0pCh+KAOz7814MYHSz/G3OQZl4AG5wCh0RYZihFfNXZlK0fHiNpucmSxGfvyTqdrtXNkJil8wSugOVHsNtFrBMBTFzzOrMYXwJDlj7wPqa29TWniRyitVWkchevIofrt7KZYgM4H9LViCzJgsRiY+P45fv9c79uJW/AaiGMdIURe6JWfsPsx2x8a2X+2iIOcURrORFttdnhgTweqcNxkeqd2QR+zc6UxLnkzRiS9pqm9izLQoIqKGaZZHCF8jhd2Hpf9sG2dPFGO70+JsFXe5+ArLnlnNvot/pl+IdoufLIFmfvzyFM2OL4Qvk6EYH1VRbuXs8S+wPTSWrdpVmhub+TSrQKNkQoieJoXdR5V+fhGDv/sdBZsbbRQdL/ZyIiGEt0hh91EB/Swofu1PwdNyGEYI0bOksPuoyfFPYbe732rfEmQmIU3akAnhq6Sw+yhzgJnfvPdLzAEml8UzliAzTydMYNILnus+L4TQF5kV48Ni505n2Kgh/HXzx1wuvkJIWDCpy2YRN3+GrJQUwodJYfdx0U9Hsu7Q77SOIYTwIinswqOuf3OD43vy+faSlZHjniD+F7GEhgVrHUuIPkUKu/CYLz8tZc2mP6G22mmx3eV07lmyN/6d9YdXMCHuh1rHE6LPkIunwiOqK2r4aMMxbE02WmyOhhS2Jht3GppZm7qFO41u2twJIXpEtwv7jh07SEpKIiUlhdmzZ3Ps2DFP5BK9zMmsf6Cq7qdXosLpQ2e9G0iIPqzbQzELFixgyZIlAFRVVfHSSy8xffp0goNlXLUvqbxSxV2b+56gtjs2bvznppcTCdF3dfuMvX///s7bjY2NKIqC3W7v7sOKXiZy/AiMloe7CzmYAkx8b7T3G1AL0Vd5ZIw9JyeHhIQEUlNT2bBhA6GhGrcxE173/IJn8TO0nRuvKBDQL4ApsyZqkEqIvklR2x0YdUhNTaWiosLtfWfOnMFguL/RVFlZGcuXL2f//v2dLu7Nzc2UlJR0IbLQq2/Of8veNz/EftfO3ZZWDEYDliATi/4yj8dGDNI6nhA+6cknn8RsNrt8r8Mx9kOHDnX6ANHR0YSFhXH27Fni4+O7Hc7bzp07x6RJkzTN8Ch6zwfw0fU9FB75ghvfVBMRPYxJL45zefPXmt5/h3rPB/rPqPd84JmMjzop7vbF0/LyckaNGgXAtWvXuHDhApGRkd19WNFLGU1GaaAhhMa6Xdi3bdvG5cuX8ff3x2Aw8PbbbzsLvRBCCO/rdmHfunWrJ3IIIYTwEFl5KoQQPkbzvWK+m5Rjs9k6+Jfe0dys76Xvkq/79J5R7/lA/xn1ng+6n/G7muluYmOH0x17Wn19PRcvXtQyghBC9FpRUVEuC0VBB4XdbrfT0NCA0WiU5g9CCNFJqqrS0tJCUFAQfn6uo+qaF3YhhBCeJRdPhRDCx0hhF0IIHyOFXQghfIwUdiGE8DFS2IUQwsdIYRdCCB8jhV0IIXyMFPaH6L0597p160hISCA5OZm5c+dy/vx5rSO5OHz4MElJSYwZM4aDBw9qHcfpypUrzJkzh/j4eObMmcPVq1e1juQiIyODuLg4oqOjdbkSu7a2lkWLFhEfH09SUhKvv/46NTU1WsdqY+nSpSQnJ5OSksL8+fO5cOGC1pHcevfdd3v2uVaFi7q6Oudtq9WqTpgwQb1165aGiVzl5+erNpvNeXvmzJkaJ3JVVlamXrp0SX3rrbfUAwcOaB3HaeHChWpubq6qqqqam5urLly4UONEroqKitSKigo1NjZWLSsr0zpOG7W1tWphYaHz63feeUddtWqVhonce/D1m5eXp6akpGiYxr2SkhI1LS1NjYmJ6bHnWs7YH6L35tyxsbEYjY6m0ePHj8dqteoqX1RUFJGRkW2WOGvp5s2blJaWkpiYCEBiYiKlpaW6OuOcPHky4eHhWsdoV0hICFOm3G+gMn78+HZbZmrpwdfv7du3dbdNic1mY/369axdu7ZHs2m+u6Me5eTksG/fPqxWK5s3b9Ztc+7s7GxiYmJ0VUT1qLKykiFDhjhb9BkMBsLCwqisrGTgwIEap+t97HY7OTk5xMXFaR3FrdWrV3P69GlUVWXXrl1ax3GxdetWkpOTefzxx3v0OH2usHemOfe8efOYN2+eszn3tGnTvFbcO9s8/OjRo3zyySdkZ2d7Jdd3utLcXPimDRs2EBgYyIIFC7SO4tamTZsAyM3NZcuWLbz//vsaJ3IoLi7m/PnzLF++vMeP1ecKu7eac/+/OpMvLy+PzMxMsrKyGDx4sBdS3deV359ehIeHU1VVRWtrKwaDgdbWVq5fv67roQ+9ysjI4Ouvv2bnzp26/6SYkpLCmjVrqK2t1cWn7qKiIr766itmzpwJgNVqJS0tjfT0dGbMmOHRY+n7mdFAeXm587Yem3MXFBSQnp7O7t27iYiI0DpOrzBo0CBGjx7NkSNHADhy5AijR4+WYZguyszMpKSkhO3bt2MymbSO00ZDQwOVlZXOr/Pz8wkODiYkJES7UA9YvHgxp06dIj8/n/z8fIYOHcru3bs9XtRBtu1t44033nBpzv3aa68xa9YsrWM5TZ06FaPR6FKUsrKydHFGAo6iuWXLFurq6jAajQQEBLBnzx7N3xzLy8tZuXIldXV1DBgwgIyMDEaOHKlppgdt3LiRkydPUl1dTWhoKCEhIRw9elTrWE6XLl0iMTGRESNGYLFYAIiIiGD79u0aJ7uvurqapUuX0tTUhJ+fH8HBwaxYsYKxY8dqHc2tuLg4du7cSVRUlMcfWwq7EEL4GBmKEUIIHyOFXQghfIwUdiGE8DFS2IUQwsdIYRdCCB8jhV0IIXyMFHYhhPAxUtiFEMLH/A+6WMas5NrNKgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -739,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -748,7 +748,15 @@ "text": [ "(105, 4) (105,)\n", "(45, 4) (45,)\n", - "0.9333333333333333\n" + "9.333333333333333e-01\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/andrzej/anaconda3/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3438: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n", + " return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n" ] } ], @@ -799,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -808,7 +816,7 @@ "0.9326599326599326" ] }, - "execution_count": 21, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -819,22 +827,42 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sepal.length sepal.width petal.length petal.width\n", + "106 -0.900681 0.558611 -1.169714 -0.920548\n", + "65 -1.143017 1.249201 -1.340227 -1.447076\n", + "49 1.038005 0.558611 1.103783 1.712096\n", + "74 2.128516 -0.131979 1.615320 1.185567\n", + "110 -0.173674 1.709595 -1.169714 -1.183812\n", + ".. ... ... ... ...\n", + "123 -1.021849 -0.131979 -1.226552 -1.315444\n", + "121 -0.052506 -1.052767 0.137547 0.000878\n", + "85 -0.537178 1.939791 -1.169714 -1.052180\n", + "13 -1.143017 -0.131979 -1.340227 -1.315444\n", + "125 -1.870024 -0.131979 -1.510739 -1.447076\n", + "\n", + "[105 rows x 4 columns]\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -852,6 +880,53 @@ "df_pred = np.array(df_pred).reshape(1, -1)\n", "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=df_pred[0], s=50, cmap='viridis')" ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sep_len = X_test[\"sepal.length\"]\n", + "sep_with = X_test[\"sepal.width\"]\n", + "pet_len = X_test[\"petal.length\"]\n", + "pet_with = X_test[\"petal.width\"]\n", + "\n", + "figure, axes = plt.subplots(nrows=2, ncols=2)\n", + "\n", + "axes[0, 0].plot(sep_len, predictions, 'bo')\n", + "axes[0, 0].set_title(\"Sepal lenght\")\n", + "\n", + "axes[0, 1].plot(sep_with, predictions, 'bo')\n", + "axes[0, 1].set_title(\"Sepal width\")\n", + "\n", + "axes[1, 0].plot(pet_len, predictions, 'bo')\n", + "axes[1, 0].set_title(\"Petal length\")\n", + "\n", + "axes[1, 1].plot(pet_with, predictions, 'bo')\n", + "axes[1, 1].set_title(\"Petal width\")\n", + "\n", + "figure.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -861,7 +936,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -875,7 +950,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.12" } }, "nbformat": 4,