mlearn

Mathematics of Machine Learning
git clone git://popovic.xyz/mlearn.git
Log | Files | Refs

commit 690691e3e4d64cfda36454586d42d7a4d6737455
parent 3c21fc157470b86814546fcea003a72d83a30776
Author: miksa <milutin@popovic.xyz>
Date:   Tue,  5 Apr 2022 11:32:26 +0200

done 1st predictin

Diffstat:
Mass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb | 358++++++++++++++++++++++++++++++++++++-------------------------------------------
Mass01/Analysis of Mystery Machine.ipynb | 358++++++++++++++++++++++++++++++++++++-------------------------------------------
Aass01/prediction.txt | 500+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
3 files changed, 824 insertions(+), 392 deletions(-)

diff --git a/ass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb b/ass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 244, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,6 @@ "import scipy.stats as stats\n", "\n", "from scipy.optimize import curve_fit\n", - "from scipy.optimize import fmin_tnc\n", "\n", "import sklearn.neighbors as neighbors\n", "from sklearn.model_selection import train_test_split" @@ -34,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": 71, "metadata": { "scrolled": true }, @@ -255,7 +254,7 @@ "[5 rows x 100 columns]" ] }, - "execution_count": 245, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -282,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -601,7 +600,7 @@ "[8 rows x 100 columns]" ] }, - "execution_count": 246, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -619,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 247, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -656,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -665,56 +664,48 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 5, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -765,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 252, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -788,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 253, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -797,7 +788,7 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 253, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, @@ -855,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -1280,7 +1271,7 @@ "[100 rows x 100 columns]" ] }, - "execution_count": 8, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -1291,33 +1282,29 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuQAAAGBCAYAAAAudaQRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABAR0lEQVR4nO3de3wU1cH/8W9CSLgukBBBlCgEjBgDqJGLKEHUcgmipqigAvqgVKPQQrnr48sWFPDyIELlIsGiFPGhYlRKsHgpsTzQ4hUNirIRA1gtJpANAllI9veHv926STZkk5nM7O7n/Xrx0szO7p7Zs2fnO2fOnInyeDweAQAAALBEtNUFAAAAACIZgRwAAACwEIEcAAAAsBCBHAAAALAQgRwAAACwEIEcAAAAsBCBHAAMNnjwYM2aNcvQ1/zHP/6hlJQU/eMf/zD0dc00duxYjR07tk7rLlmyRCkpKTp8+LDJpbLWwYMHlZKSoo0bN1pdFAA2EmN1AQDgTEpKSrR69Wq9++67OnTokDwej5KSkpSRkaGxY8eqQ4cOVhfRMMuXL1e3bt107bXXWl0Uw504cUKrVq1Snz591LdvX0Nfe8mSJVq6dKnv75iYGHXo0EGDBw/W5MmT5XA4DH0/ADASgRyArRUUFOiee+5RWVmZRowYodtvv13R0dHau3evNmzYoK1bt+rNN9+0upiGWbFihYYMGVItkF9++eXavXu3mjZtalHJgpeTk+P394kTJ7R06VI98MADhgdyr4cfflitWrXSiRMntGPHDr344osqKCjQSy+9ZMr7Beucc87R7t27FRPD7hfAf/CLAMC2ysrKdP/990uSNm7cqO7du/s9PnXqVD333HOGvNfx48fVokWLGh87ceKEmjdvbsj71Fd0dLTi4uIsLUOwYmNjG/09f/GLXygxMVGSNHr0aE2ZMkWbN2/W7t271bNnz0YvT1VRUVEhV48AzMcYcgC2tX79ev3rX//SzJkzq4VxSWrdurWmTp3qt+zNN99UVlaWevbsqb59+2rq1Kn69ttv/daZNWuW0tLSdPDgQd1777269NJL9atf/UrST+O/J0yYoB07dujmm29WWlqaVq1aJUlyu91aunSpfvGLX+jiiy/WVVddpccee0wnTpyodTvcbreeeeYZ/fKXv9Tll1+unj17atSoUXrrrbf81ktJSdHx48f16quvKiUlRSkpKb4x2IHGkP/zn//UHXfcod69e+uyyy7Tr371K3355Zd+63jHZxcWFmrWrFlKT0/XZZddptmzZ5+x7O+8845SUlL02Wef+Za99957SklJ0V133eW37m233aY77rjD9/fPx5AfPHhQ/fv3lyQtXbrUt31Vx9qXlZUFXcbapKenS5KKiop8ywKN8a865t37mW/atEnLly/XwIEDlZaWpvHjx+ubb76p9tyhQ4dq3759GjdunHr16qWrrrqq2gFjTWPIg6mfkydPat68eerbt68uueQS3Xvvvfruu++UkpKiJUuW1PtzAmAtesgB2NY777yjuLg4DRs2rE7rv/baa5oxY4ZSU1M1depUHTlyRC+88II++OADvfrqq4qPj/et6/F4NGHCBKWlpWnGjBlq0qSJ77GioiJNnjxZN998s0aNGqWzzz5bHo9H999/v3bt2qWbb75Z3bp1k9Pp1Lp167Rv3z7l5OQoKiqqxnIdO3ZML7/8soYPH66srCy53W698cYbuv/++7Vy5UplZGRIkh5//HE99NBD6tmzp2655RZJUvv27QNu786dOzVhwgSde+65euCBB1ReXq5169ZpzJgx+vOf/6wuXbr4rT916lR17txZU6dO1Z49e7RhwwbFx8dr+vTpAd/j0ksvVVRUlN5//31dfPHFkqT3339f0dHR+vjjj3X69GnFxMTI7Xbr008/1YQJE2p8nfj4eD3yyCN65JFHdN111+m6666TJCUlJTW4jLU5ePCgJDVoDPmqVasUHR2t//qv/9KxY8e0atUqTZs2TRs2bPBb79ixY7rnnnt07bXXaujQoXrzzTf15JNP6oILLvDVcW3qsu2zZs1SXl6eRo4cqd69e2vXrl2aOHFivbcNgD0QyAHYltPpVJcuXeo09OHUqVN6/PHHlZycrHXr1qlZs2aSpCuuuELjxo3Tc889p5kzZ/qtP2jQIM2ePbvaaxUVFenZZ5/VNddc41v2xhtv6L333tMLL7ygPn36+JZffPHFmj59urZv364rr7yyxrK1adNG7777rt923H777crKytLzzz/vC2s33HCDHnnkEXXu3Fk33HDDGbd54cKFatWqldavX6927dpJkjIzMzVixAgtWrRIzzzzjN/6PXr00Pz5831/Hz16VH/+859rDbtt27ZV9+7dtWvXLt15552SfgrkQ4YMUV5engoKCtSrVy/t3r1bbrdbl19+eY2v06JFCw0ZMkSPPPKIUlJSAm5ffcr4c6WlpWrSpIlOnDihnTt3at26dYqPjw9YrrooLy/Xa6+95qs/h8OhRx99VF9++aUuuOAC33qHDx/WwoULdeONN0qSRo0apcGDB+uVV16pUyA/07YXFBQoLy9Pd9xxh/77v/9b0k/fo9mzZ2vv3r313j4A1mPICgDbOnbsmFq2bFmndT/77DP98MMPGjNmjC+MS1Lfvn2Vmpqqv/3tb9Wec9ttt9X4Wh07dvQL45KUl5en888/X926dVNJSYnvX58+fRQVFVXrdIRNmjTxhTm3262jR4/q2LFjSk9PV0FBQZ22r6p///vf2rNnj2666SZfGJek888/X4MHD9Z7772niooKv+d4e9290tPTfWWpzWWXXaYPPvhAHo9Hbrdbu3fv1vDhw5WUlKRdu3ZJ+imkx8TEqHfv3vXanoaW0SszM1P9+/fX4MGDNWfOHJ133nl67rnnGnQNwI033uh3MOUdBnPgwAG/9Zo1a6aRI0f6/o6NjVVaWlq19QI507a/9957kqp/b38+TAhAaKKHHIBttWrVSj/++GOd1vWOE686TEOSkpOTq83EEh0drXPOOafG1+rcuXO1Zfv379fXX3/tGwddVXFxca3l27Bhg/74xz/K6XTK4/H4lgca5nImtW1v165d9eabb+rIkSN+Q146derkt553GEdpaalatWoV8L3S09P10ksvad++fSotLZXb7VZ6errS09P1/vvv6+6779b777+vHj161PkAKpD6ltHr6aefVps2bXTkyBG9+OKLOnjwYIMvyD377LNrLJPL5fJb3qFDB0VH+/dztWnTps6912fa9m+//VZRUVHVvp/nnXdenV4fgH0RyAHYVteuXbVnzx653W7DZ+yIiYkJOPVcTbNgVFZWqlu3bnrwwQdrfM5ZZ50V8L1ef/11PfTQQ7r66qt1zz33KD4+XjExMXrllVe0adOm+m1APVQNi14/P0CoiXe4x65du1RaWqrk5GTFx8crPT1dCxcu1OnTp/XRRx/p5ptvtqyMXunp6b5ZVgYPHqyRI0dq2rRpeuWVVwK+tldFRYXftQReNS2rqUxnev0zaei2AwhdBHIAtjV48GB99NFH2rJli99QgJp4exe//vrramO5CwsLA/aG11VSUpIKCgrUv3//oHu1t2zZos6dO2vZsmV+z33llVfqXZ6fb29VhYWFatGihd9Qlobo0KGDzj33XL3//vsqLS31Ddm4/PLLVVpaqtdff903BKc29T0bUF/NmzfXAw88oBkzZigvL0+ZmZmSfuq1rtq7Lf101qGmsyN20alTJ3k8Hh04cEDJycm+5VVnfAEQehhDDsC2Ro8erQ4dOmjhwoVyOp3VHj927JgWLVok6aeLK9u3b6+XX35Z5eXlvnXef/99ffbZZxo0aFCDyjJ8+HD98MMPWrduXbXH3G53rWOcvT2sP+/pPHDgQLVpD6WfLn4sLS09Y3nOOusspaamKjc3V0ePHvUtLyoq0jvvvKOrrroqYM9ufaSnp+uf//ynPvroI1+PeVJSks466yytXLlSUVFRZwzk3qEjddk+o2RmZqpTp05auXKlb1nnzp31ySefyO12+5a9++67+te//tVo5aoP74Fm1e/g2rVrrSgOAAPRQw7AthwOh/7whz9o4sSJuummmzRixAilpaUpOjpaX331lTZt2qQ2bdpoypQpatq0qaZPn66ZM2fqtttu08iRI1VSUqIXX3xRHTp00D333NOgsowcOVJbtmzR73//e+3atUuXXXaZPB6Pvv76a+Xl5Wnx4sUB7z45ePBg/fWvf9V9992nwYMH6/vvv9e6devUpUsXff75537rXnzxxdqxY4dycnLUsWNHxcfHBxy3PmPGDE2YMEG33nqrbrnlFt+0h3FxcZoyZUqDtreq9PR05ebmSpLfjCXp6enavHmzunfvrrZt29b6Gs2aNVP37t21efNmdenSRW3bttW5556rXr16GVrWn4uJidG4ceO0YMECbdu2TRkZGbr55pv15ptv6u6779awYcNUVFSkN954o9oUjHZz8cUXa8iQIVq7dq3KysrUq1cv7dq1S/v375fU+GcgABiHQA7A1tLS0rRp0yatXr1a7777rv7yl7/I4/HovPPO06233up3I5cbb7xRzZs314oVK/Tkk0+qefPmysjI0LRp0/zmIK+P6OhoLV26VGvWrFFubq7efvttNWvWTJ07d9Ztt92mlJSUgM+96aabVFxcrJdeekn/93//p/POO0+zZ89WUVFRtUA+e/ZsPfzww1q6dKmOHz+uPn36BAzk/fr10+rVq/XMM8/omWeeUZMmTZSenq7f/va3NV7s2RCXXXaZJOncc89Vx44dfcu9gfxMveNejz76qObNm6cFCxbI7XbrpptuMjWQS9LNN9+sP/zhD1qxYoUyMjJ01VVXadasWXr++ef12GOP6eKLL9by5cu1cOFCU8thhIULF6p9+/b6y1/+oq1bt+qKK67QokWLNHToUEvujArAGFEerhYBACBkff7557rxxhv1xBNPnPFaCwD2xBhyAABCxMmTJ6stW7NmjaKjoxt08yMA1mLICgAAIWLVqlX67LPP1K9fPzVp0kT5+fnKz8/XrbfeWm2+dAChgyErAACEiO3bt2vp0qVyOp06fvy4zj77bN1www269957A86rD8D+COQAAACAhUw7nN6/f7/mzp2rDz/8UHFxccrMzNS0adPOeAvjzZs3Ky8vT5988om+//5737ReVdU0o0GLFi300UcfGbYNAAAAgNlMCeQul0vjxo1Tp06dtHjxYpWUlGj+/PkqKSnx3cQjkC1btujAgQMaNGiQXn755VrXHTt2rEaMGOH7u6G3LQYAAAAamymBfP369XK5XMrNzfXN/dukSRNNmzZN2dnZ6t69e8DnPv30075gfaZAfvbZZ6t3794NLu+RIz+qstKckTsJCa1UXBz4Dn4IL9R3ZKG+Iw91Hlmo78hiZn1HR0epXbuWAR83JZDn5+erX79+fjfiGDJkiObMmaP8/PxaA7kVvdyVlR7TArn39RE5qO/IQn1HHuo8slDfkcWq+jYl/TqdTnXr1s1vWWxsrJKSklRYWGjY+6xcuVKpqalKT0/XpEmTVFRUZNhrAwAAAI3BtDHkDoej2nKHw6HS0lJD3uPGG2/UoEGDlJiYKKfTqWXLlmnMmDF67bXX1L59e0PeAwAAADBbyE5aunDhQt//p6enq0+fPrr++uv1pz/9Sb/+9a+Deq2EhFZGF89PYmJrU18f9kJ9RxbqO/JQ55GF+o4sVtW3KYHc4XDI5XJVW+5yudS1a1cz3lJdunRRjx49VFBQEPRzi4uPmTZmKDGxtQ4fLjPltWE/1Hdkob4jD3UeWajvyGJmfUdHR9XaAWzKGPLk5GQ5nU6/ZW63W0VFRaYFcgAAACAUmRLIBw4cqJ07d+rIkSO+ZVu3bpXb7VZGRoYZb6nCwkJ9/vnnSktLM+X1AQAAADOYMmRl9OjRWrt2rbKzs5Wdna3i4mItWLBAw4cP95t9Zc6cOcrNzdWePXt8y/bt26d9+/b5/v7yyy+1ZcsWSdLQoUMlSTk5OSoqKlLfvn0VHx8vp9Op5cuXq127drrtttvM2CQAAADAFKaNIV+zZo3mzZunSZMmKS4uTpmZmZo+fbrfepWVlaqoqPBblpeXp6VLl/r+zs3NVW5uriRp7969kn4aL/7Xv/5VW7Zs0bFjx9SuXTsNGDBAv/nNb5SQkGDGJgEAAACmiPJ4PBE/4z0XdcIo1Hdkob4jD3UeWajvyGLlRZ0hO+1hqNpR8J02bnOq2FWuBEecsjKS1T+1o9XFAgAAgEUI5I1oR8F3WpP3hdynKyVJxa5yrcn7QpII5QAAABHKlFlWULON25y+MO7lPl2pjducAZ4BAACAcEcgb0TFrvKglgMAACD8EcgbUYIjLqjlAAAACH8E8kaUlZGs2Bj/jzw2JlpZGckWlQgAAABW46LORuS9cJNZVgAAAOBFIG9k/VM7EsABAADgw5AVAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQqYF8v3792vChAm65JJL1K9fP82dO1cnTpw44/M2b96sSZMmaeDAgUpJSVFOTk6N6506dUpPPfWUrrzySvXq1Ut33HGHPv/8c6M3AwAAADCVKYHc5XJp3Lhx+vHHH7V48WLNmjVLmzZt0pw5c8743C1btujAgQMaNGhQrevNnz9ff/rTnzR58mQ9++yzatq0qe688059//33Bm0FAAAAYL4YM150/fr1crlcys3NVXx8vCSpSZMmmjZtmrKzs9W9e/eAz3366acVHf3TccLLL79c4zrff/+91q9frwcffFC33HKLJKlXr1665pprtGbNGs2YMcPgLQIAAADMYUoPeX5+vvr16+cL45I0ZMgQxcbGKj8/v/YCRZ+5SH//+99VUVGh4cOH+5a1atVKV1999RlfHwAAALATUwK50+lUt27d/JbFxsYqKSlJhYWFhrx++/bt1a5dO7/l3bp10/79+1VZWdng9wAAAAAag2ljyB0OR7XlDodDpaWlhrx+69atqy1v06aNTp06pePHjzf4PQAAAIDGYMoY8lCTkNDK1NdPTKx+8IDwRX1HFuo78lDnkYX6jixW1bcpgdzhcMjlclVb7nK51LVrV0Nev6ysrNry0tJSNW3aVC1atAjq9YqLj6my0tPgctUkMbG1Dh+uXlaEJ+o7slDfkYc6jyzUd2Qxs76jo6Nq7QA2ZchKcnKynE6n3zK3262ioiJDAnlycrKKi4t19OhRv+VOp1Pnn39+nS4MBQAAAOzAlOQ6cOBA7dy5U0eOHPEt27p1q9xutzIyMhr8+ldeeaWio6OVl5fnW/bjjz/qnXfe0cCBAxv8+gAAAEBjMWXIyujRo7V27VplZ2crOztbxcXFWrBggYYPH+43+8qcOXOUm5urPXv2+Jbt27dP+/bt8/395ZdfasuWLZKkoUOHSpI6dOig0aNH68knn1RMTIw6deqk1atXS5LGjx9vxiYBAAAApjBtDPmaNWs0b948TZo0SXFxccrMzNT06dP91qusrFRFRYXfsry8PC1dutT3d25urnJzcyVJe/fu9S2fPXu2WrRooaefflplZWVKS0vT888/rw4dOpixSQAAAIApojwejzlXM4YQLuqEUajvyEJ9Rx7qPLJQ35El7C7qBAAAAFA3BHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQgRyAAAAwEIEcgAAAMBCBHIAAADAQjFWFwCwox0F32njNqeKXeVKcMQpKyNZ/VM7Wl0sAAAQhgjkQBU7Cr7Tmrwv5D5dKUkqdpVrTd4XkkQoBwAAhmPIClDFxm1OXxj3cp+u1MZtTotKBAAAwhmBHKii2FUe1HIAAICGIJADVSQ44oJaDgAA0BAEcqCKrIxkxcb4N43YmGhlZSRbVCIAABDOuKgTqMJ74SazrAAAYK1ImfWMQA7UoH9qx7Bs8AAAhIpImvWMISsAAACwnUia9YwecgAAEPIiZWhDJImkWc/oIQcAACHNO7TBG9S8Qxt2FHxnccnQEJE06xmBHAAAhLRIGtoQSSJp1jOGrAAAgJAWSUMbIkkkzXpGIAcAACEtwRFXY/gOx6ENkSZSZj1jyAoAAAhpkTS0AeGJHnIAABDSImloA8ITgRwAAIS8SBnagPDEkBUAAADAQgRyAAAAwEKmDVnZv3+/5s6dqw8//FBxcXHKzMzUtGnT1Lx58zM+Nzc3V8uXL9ehQ4eUlJSk+++/X8OHD/dbJyUlpdrzWrRooY8++siwbQCswN3mAACILKYEcpfLpXHjxqlTp05avHixSkpKNH/+fJWUlGjRokW1PnfLli2aOXOmJk6cqAEDBuitt97S1KlT1bJlS2VkZPitO3bsWI0YMcL3d3Q0Hf4Ibd67zXlvcOG925wkQjkAAGHKlEC+fv16uVwu5ebmKj4+XpLUpEkTTZs2TdnZ2erevXvA5y5evFhDhw7Vb3/7W0lSv379VFhYqCVLllQL5GeffbZ69+5txiYAlqjtbnMEcgAAwpMpXcr5+fnq16+fL4xL0pAhQxQbG6v8/PyAzztw4IAKCwuVmZnpt3zEiBH69NNPVVJSYkZxAdvgbnMAAEQeUwK50+lUt27d/JbFxsYqKSlJhYWFAZ/nfSw52X8if+9rVX3uypUrlZqaqvT0dE2aNElFRUVGFB+wTKC7ynG3OQAAwpdpY8gdDke15Q6HQ6WlpQGf532s6nPbtGnj97gk3XjjjRo0aJASExPldDq1bNkyjRkzRq+99prat29vxGYAjS4rI9lvDLnE3eYAAAh3IXtjoIULF/r+Pz09XX369NH111+vP/3pT/r1r38d1GslJLQyunh+EhNbm/r6sJeG1PfIQa3laN1ML+R9rh+OnFD7ds01blgPDbqss4ElhJFo35GHOo8s1Hdksaq+TQnkDodDLper2nKXy6WuXbsGfJ63J9zlcikxMdG33Nsz7n28Jl26dFGPHj1UUFAQdHmLi4+pstIT9PPqIjGxtQ4fLjPltWE/RtR3alJbLfxVf79lfIfsifYdeajzyEJ9RxYz6zs6OqrWDmBTxpAnJyfL6XT6LXO73SoqKqo1kHsfqzpW3PtatT0XAAAACEWmBPKBAwdq586dOnLkiG/Z1q1b5Xa7q01d+HOdO3dW165dtXnzZr/lmzZtUlpamt+sLVUVFhbq888/V1paWsM3AAAAAGgkpgxZGT16tNauXavs7GxlZ2eruLhYCxYs0PDhw/1mX5kzZ45yc3O1Z88e37LJkydrypQpSkpK0hVXXKG3335b27dv14oVK3zr5OTkqKioSH379lV8fLycTqeWL1+udu3a6bbbbjNjkwAAAABTmDaGfM2aNZo3b54mTZqkuLg4ZWZmavr06X7rVVZWqqKiwm/ZsGHDdPLkSS1fvlw5OTlKSkrSU0895dez3qVLF/31r3/Vli1bdOzYMbVr104DBgzQb37zGyUkJJixSQAAAIApojwejzlXM4YQLuqEUajvyEJ9Rx7qPLJQ35HFyos6Q3baQ6CudhR8p43bnCp2lSvBEaesjGRuQw8AAGyDQI6wtqPgO78b7RS7yrUm7wtJIpQDaHR0EACoiSmzrAB2sXGb0++ul5LkPl2pjducAZ4BAObwdhAUu8ol/aeDYEfBdxaXDIDV6CFHWPPu+Oq6HNah5xDhrrYOAr7rQGSjhxxhLcERF9RyWIOeQ0QCOggABEIgR1jLykhWbIz/1zw2JlpZGckWlQg1YWgRIgEdBAACYcgKwpr3NDBDIezNrj2HDKOBkbIykv0uMpfoIADwEwI5wl7/1I6EKJtLcMTVGL6t7Dlkhh4YjQ4CAIEQyAFYzo49h1yABzPQQQCgJgRyAJazY89hbcNovENZSlzlirdBWQEAoY1ADsAW7NZzGGgYTctmTRjKAgAwFLOsAEANAs3QExUVxYwwAABD0UMOIOwYMTtKoGE0z72xp8b1rZ4RBkDNmC0JoYBADiCsGDk7Sk3DaLw79qqYSxqwH2ZLCh2RfuDEkBUAYcXsmwxxsykgdHDTsdDA3ZoJ5ADCjNk3Geqf2lHjh12oBEecovRTz/j4YRdGVE8OECrsetMx+OPAiSErAMJMY9xkyDuUJTGxtQ4fLjPsdQEYy443HUN1HDjRQw4gzDCkBIAXvwehIdABUiQdONFDDiCs2PEmQwCswe+BuYy6ENOOd2tubARyAGHHbjcZAmAdfg/MYfSMVlJkHzgRyGFbkT4FEgAAdlXbhZj12VdH+oETgRy2xNyxiHQckAKwMy7ENBaBHI0i2HBh9JE3EEo4ILUf729Yiatc8RwgAfWewYbOhpoRyFErIxpOfcJFYx1588MAO+KA1F44QAKqq8+FmLSlwAjkCMiohlOfcNEYc8fywwAzGHGQx6lge+EACaiuPhdi0pYCI5AjIKMaTn3CRWNMgcQPA4xm1EEeNzOxFw6QgJoFeyEmbSkwAjkCMqrh1CdcNMYUSPwwwGhGHeQxJ6+9cIAUvhi22LhoS4ERyBGQUQ2nvuHC7CmQwv2HgR1NdWZ/JkYd5DEnr71wgBSeGLbY+GhLgRHIEZBRDceu4SKcfxjY0VRX22ciGfP9NPIgL9ABKQda1Zn9mfz8N4xZVsIHwxYbn13zgB0QyEOAVTtgIxuOHSf8D+cfBnY01QX6TNZt3atTpz2GHLyYfZAXigdaZv9+NdZn4v0NS0xsrcOHywx7XViHYYvWsGMesAMCuc1ZvQMO94YTrtvHjqa6QNv+48mKasvqe/Bi9kFeqB1oNcbvV22fiffxcDvghjHCfdgiQguB3OZCbQcM8wTT08iOprpAn0kg9T14MfMgL9QOtBrj96u2zyTUziagcYXzsEU7YHhdcKKtLgBqF2o7YJjD29PorXdvuNhR8F2N62dlJCs2xr95R/qOJtBn0qp5zf0Sdjx4CVQmO5ZVapzfr0DbHh2lWnvOgf6pHTV+2IW+71CCI07jh11IaDRAsPss0ENuG4GOJOnphBR8T2M4j4+vr0CfiaSQ6SULtR69xvj9CvSZVG0vXnbtzKA30RrhOmzRapzdDx6B3AZqG2cZajtgmKM+PY3saKqr7TMJhTAUagdajfH7Fegz8f5dlR07M6y+VggwGmf3g0cgt4HajiSfyB7gWycUdsAwB2dKzBVKBy+hVlbJ/N+vQJ9JqHRm2Lk3kZ571Af7rOARyG3gTEeSobQDhjk4U4JQZdXvV2MdDBgRWO3am0jPPeqLfVbwCOQ2wJEkziTUhioAdmD2wYBRgdWu+wA799zD3thnBY9AbgMcSaIuOFMC2ItRgdWu+wC79twjNLDPCg6B3AY4kgx93tPW4XpbbcaRAtUZFVjtug+wa889EI4I5DbBkWToCvdxluG+fUB9GRlY7bgPsGvPfaSiYyS8EcgjCI3ZHOE+ztLo7Qv2e8j3tvHxmddNuAdWu/bcNwa7nfWkYyT8EcgjBI3ZPOE+ztLI7Qv2e8j3tvHxmdddJARWO/bcm82ObSDcO35AII8YNGbzhPs4SyO3L9jvId/bxhcJn7mRZwAiMbCGOzu2gXDv+IEUbXUB0DhozObJykhWbIx/Uwqn09ZGbl+w30O+t40v3D9zb++nd3u8vZ87Cr6zuGSwCzu2gUAdIOHS8QMCecSgMZunf2pHjR92oRIccYrST5/p+GEXhk2v2c+3T2rY9gX7PeR72/jC/TOvrfcTkOzZBsK94wcMWYkYtV18xAVcDec9bZ2Y2FqHD5dZXRzDGXVaPtiL4ML9ojk7CvfP3I69n7AXO7aBSLheIdIRyCNEoMYsyXYXr4QTDnb8BbtTYSfU+ML9Mw/3az7QcD9vA3aZZcVbLqvLAPNEeTwej9WFsFpx8TFVVprzMdi9x3T6s9sD7pyeyB5gQYnOzM4h9+f1XfVKfemnXpZwGs4S6ezevlFdQ9sldR5ZqO/IYmZ9R0dHKSGhVcDH6SGPcFafvq3PnNSh0qNvxyv1gUgXTmcA7Nw5ASA4BPIIZ+Xp2/qE61AKuWc62GFnClgjHE79h1LnBIAzI5BHuPpevGJEmKxPuLa6Rz8YtR3ssDNtOA5oEMlCqXMCwJkRyCNcfU7fGhUm6xOurb4gK5gQWNvBDjvThuGABpEulDonAJwZgRxBn741KkzWJ1xbOR1VsCGwtoOd597YU+N7sDOtGw5oYHdmn8GxunMC5uHsX2Qy7cZA+/fv14QJE3TJJZeoX79+mjt3rk6cOFGn5+bm5mro0KFKS0tTZmamNm/eXG2dU6dO6amnntKVV16pXr166Y477tDnn39u9GagBkb1zNTnRgdG3qQmWPW5oUj/1I56InuAVs8arCeyB/jKaccbT4QSegdhZ41xN1BuFBOeuJNs5DKlh9zlcmncuHHq1KmTFi9erJKSEs2fP18lJSVatGhRrc/dsmWLZs6cqYkTJ2rAgAF66623NHXqVLVs2VIZGRm+9ebPn6/c3FzNmjVL55xzjlatWqU777xTr7/+ujp06GDGZuH/M6pnpr6zHVh1QZaRIdCON54IJfQOws4a4wxOOM0Wg//g7F/kMiWQr1+/Xi6XS7m5uYqPj5ckNWnSRNOmTVN2dra6d+8e8LmLFy/W0KFD9dvf/laS1K9fPxUWFmrJkiW+QP79999r/fr1evDBB3XLLbdIknr16qVrrrlGa9as0YwZM8zYLPx/RobJUJrtwMgQyM60YTigqRmnuu2hsc7ghNLvJ+qGs3+Ry5RAnp+fr379+vnCuCQNGTJEc+bMUX5+fsBAfuDAARUWFmrKlCl+y0eMGKHZs2erpKRE8fHx+vvf/66KigoNHz7ct06rVq109dVXKz8/n0BuskgNk0aHQHam9Rep38HacKGrfRh9BifcD7TCffuCYdezf9SR+UwJ5E6nU7/85S/9lsXGxiopKUmFhYUBn+d9LDnZP+B069bN93h8fLycTqfat2+vdu3aVVtv06ZNqqysVHS0acPjocgMk4RAe4nE72BtONVtH0YevDfWgZZVgas+2xfO4dCOZ/842G8cpo0hdzgc1ZY7HA6VlpYGfJ73sarPbdOmjd/jLpdLrVu3rvb8Nm3a6NSpUzp+/LhatQp8e1KgvsIlBIbzDi1Scaq74YxqF0YevDfGgZaVgSvY7Qv3cGjHjh+7HuyH236MaQ8lJSSYG94TE6sfPCB82b2+//bBAb2wZa/KT1VI+mmH9sKWvXK0bqZBl3W2uHShxy71ndiuuQ4fqT6TVWK75rYpo50F0y7q8nmOHNRaIwcFvl6qrkoCHFCVuMoNq9fcv++oMXDl/v3rgNvwtw8O6IW8z/XDkRNq3665xg3rUa/fj2C3rz5lbajGbj9GfXeM0hjfwWCZuR+zaptMCeQOh0Mul6vacpfLpa5duwZ8nrcn3OVyKTEx0bfc2zPufdzhcKisrKza80tLS9W0aVO1aNEiqPIWFx9TZaUnqOfUVWJiax0+XL2sCE+hUN9/3FTg+xHzKj9VoT9uKlBqUltrChWi7FTfN17ZpcZT3Tde2cU2ZbSzuraLxq7z+ABjiuMdcYaVo6YDOe/ymt6jai/14SMntOR/P5ar7GTQPZTBbl+wZW0oO7XxxlBTr3NjfAeDZdZ+zMz6jo6OqrUD2JRAnpycLKfTf25mt9utoqIiZWVlBXyeN6wXFhb6jSP3vpb38eTkZBUXF+vo0aNq27at33rnn38+48eBWjC0ITzZ8VR3KLFru2iMMcXBXkho5BCGYLfPrhc92lWgYR01LZdU43CgAWkdtf3T72w1rt2u7bUhTAnkAwcO1LJly3TkyBHfhZdbt26V2+32m0u8qs6dO6tr167avHmzrrvuOt/yTZs2KS0tzTdry5VXXqno6Gjl5eVpzJgxkqQff/xR77zzTrWLScNZuI2fQuNghxa+wuUaByvYtV00xoFWsKHYyDAU7PbZ8aJHuwo03n7fwaN+Adu7PLZpdI0HWrudxRo/7EJb5Q27tteGMCWQjx49WmvXrlV2drays7NVXFysBQsWaPjw4b4ZUyRpzpw5ys3N1Z49/7mN+OTJkzVlyhQlJSXpiiuu0Ntvv63t27drxYoVvnU6dOig0aNH68knn1RMTIw6deqk1atXS5LGjx9vxibZTrhf2ALzsEMDqrNzuzD7QCvYUGx0GApm+6w+ExRKHWGBzmRs+/hbVR2l6z5dWW1dr2JXue0O9u3cXuvLtDHka9as0bx58zRp0iTFxcUpMzNT06dP91uvsrJSFRX+Y4CGDRumkydPavny5crJyVFSUpKeeuqpaj3rs2fPVosWLfT000+rrKxMaWlpev755yPmLp12verZSqH0Q2klq3dogB1FersIJnBZHYasCoeh1hEW6IxFsJfM2bHXORzba5TH4zHnasYQEooXdf7XgncCPrZ61mDD38/uqv5QSj/tIMYPu7BRG2ikXQAU6ajvyBMKdd4YnROR0gHy8/qe/uz2gGcGnsge0NhFO6NA5Y2OqjmUt2zWRKdOeyzfj1op7C7qhPnCcfxUQ3DGAABq78WVjOtRtNsQhsYQahcSBjqTEegizduuS5EUXr3OoYRAHqKsPmVoN6H2QwkAZgjUObFu616/3k+7D7ewo1DrCKttWEe3c9sGDN58H6xBIA9R4Th+qiFC7YcSAMwQqBPix5MV1ZZxFjE4odgRFuhMRiSe4bA7AnkIo0H9Ryj+UAKSteN9I2UccCQJ1DkRCGcR646OMJiJQI6wwA8lQlFjzNoQ7FzERr53fctLO66/QJ0TsU2jdezE6WrrcxYxOHSEwSwEcoQNfigRahrjYuRg5yK2cghDqE0rZ0eBOickcRYRsDECOQBYpDEuRg52LmIrhzAwW5Ixauuc4OwDYE8EchiK081A3TXGxciB3iPQXMT1fW8j2j6zJZmLs4iAfRHIYRhONwPBaYyLkYOdi7i2967t4lAj2j6zJSGS0IGFn4u2ugAIH7WdbgZQXf/Ujho/7EJf4ExwxBl+V7xA7zF2yIVBvbc3dHsDszd0e0OFEW0/KyNZsTH+uyXGOSMc1daeEJnoIYdhON0MBK8xhhEYMRdxbaHbqLbPbEmIFFwvgaoI5DAMp5uB8FVb6Day7TPOGZGADixUxZAVGIbTzUD4ChSuvb3YtH2g7mprT4hM9JDDMJxuhhcXK4Wf2i5Abay2z/cK4YK7S6MqAjkMxelmMNtOeDpT6Da77fO9QjihAwtVEcgBGIqLlcKXlQfcfK8QbujAws8xhhyAobhYCWbgewUgnBHIARiKi5VgBr5XAMIZgRyAoZhxA3Wxo+A7TX92u/5rwTua/uz2M94Qhe8VgHDGGHIAhuJiJZxJfS7Q5HsFIJwRyAEYjouVUJv6XqDJ9wpAuGLICgCgUXGBJgD4I5ADABoVF2gCgD+GrABAI+Auk//BXQoBwB+BPAyx448s1Lf9cZdJf1ygibrgtw2RhEAeZtjxRxbqOzRwl8nquEATteG3DZGGQB5m2PFHFqPrmx4pc3ARIxAc9mWINATyMMOOP7IYWd/16ZEiwNdNgiOuxjrhIkagZuzLEGmYZSXMMHtBZDGyvmvrkaqJN8B7d5DeAH+mOy5GIu4yCQSHfRkiDYE8zLDjjyxG1newPVLBBvhI1j+1o8YPu9AXJhIccRo/7ELOJgABsC9DpGHISphh9oLIYmR9BzusglPKweEiRqDu2JfVHUMHwwOBPAyx448sRtV3sHNDMy4aQF3VJzSyLzszZqMJHwxZASAp+GEVnFIGUBdcb2Iehg6GD3rIAfgE0yPFKWUAVdXUE84UhuZh6GD4IJADqDdOKQPwCjR8omoY9yI0NhxDB8MHQ1YAAECDBeoJj46qeX1CY8MxdDB80EMOAAAaLFCPd6Xnp5BY1wvGUXcMHQwfBHIAANBgtQ2f8I4lJzQaj6GD1YXiVJAEcgAA0GC1TZ1KaERjCdWpIBlDDgAAGow70sIOQnUqSHrIAQCAIegJh9VCdSpIesgBAAAQFgLN3mP3WX0I5AAAAAgLoToVJENWAAAAEBZCdSpIAjkAAADCRihey8CQFQAAAMBCBHIAAADAQgxZAQAAMEEo3jES1iCQAwAAGCxU7xgJazBkBQAAwGChesdIWINADgAAYLBQvWMkrEEgBwAAMFio3jES1iCQAwAAGCxU7xgJa5gWyHfv3q0xY8aoZ8+euuqqq/TMM8+ooqKiTs/NycnR4MGD1bNnT2VlZWnHjh1+jx88eFApKSnV/o0YMcKMTQEAAAhK/9SOGj/sQl+PeIIjTuOHXcgFnaiRKbOsHDhwQHfeeaf69OmjFStWqLCwUI8//rjcbremTZtW63NzcnK0aNEiTZkyRRdddJE2bNigiRMnasOGDbrwwgv91p06dar69u3r+7tZs2ZmbA4AAEDQQvGOkbCGKYF81apVcjgceuaZZxQbG6v+/furrKxMf/jDH3T33Xerbdu2NT7P7XZr2bJlGjdunCZMmCBJ6tOnj66//notW7ZMixcv9lv/vPPOU+/evc3YBAAAAKBRmDJkJT8/X9dee61iY2N9y0aMGCG3262dO3cGfN6HH36osrIyZWZm+pY1adJEw4YNU35+vjwejxnFBQAAACxjeCA/fvy4vv32WyUn+1+0cO6556p58+YqLCwM+Fyn86e5Oas+t1u3bjp+/Li+//57v+W/+93vdNFFF6lv376aPXu2iouLDdoKAAAAoHEYPmSlrKxMkuRwOKo95nA4VFpaGvC5LpdLsbGx1caCt2nTRpJ09OhRdezYUbGxsRozZoyuvPJKORwOFRQUaPny5fr444/16quvMpYcAAAAIaNOgbysrEz//ve/z7hep06dGlygujjrrLP0yCOP+P7u06ePUlNTNXbsWG3atEmjRo0K6vUSEloZXEJ/iYmtTX192Av1HVmo78hDnUcW6juyWFXfdQrkW7du1ezZs8+43gsvvKC0tDRJP/V2V+VyuXy93TVxOBxyu90qLy9XXNx/Js739qoHuhhU+imUJyQkqKCgIOhAXlx8TJWV5oxPT0xsrcOHy0x5bdgP9R1ZqO/IQ51HFuo7sphZ39HRUbV2ANcpkGdlZSkrK6vOb9qpUyffeHCvQ4cO6cSJE+ratWvA53nHjjudTl100UW+5U6nUy1btlSHDh3qXAYAAAAgFJgyy8rAgQP19ttvy+12+5b95S9/8U2BGMill16q1q1ba/Pmzb5lFRUVysvL01VXXaWoqKiAz925c6eKi4t9PfQAAABAKDBlHvK7775bb7zxhn7zm99o7NixKiws1LPPPqvx48f7DVkZP368vv32W23dulWSFBsbq/vuu0+LFi1SfHy878ZARUVFeuqpp3zPW7BggaKiotS7d285HA599tlnWrlypS644AK/KRMBAAAAuzMlkHfu3Fl//OMf9dhjj2nixIlq06aN7rrrLj3wwAN+61VWVqqiosJvmfeGQC+++KJ++OEHde/eXStXrvS7S2dycrJeeuklbdiwQSdOnNBZZ52lkSNHavLkyX5jzwEAAAC7i/Jwtx0u6oRhqO/IQn1HHuo8slDfkcXKizpNGUMOAAAAoG4I5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhQjkAAAAgIUI5AAAAICFCOQAAACAhWKsLgAAAEAo21HwnTZuc6rYVa4ER5yyMpLVP7Wj1cVCFXauJwI5AABAPe0o+E5r8r6Q+3SlJKnYVa41eV9Ikm3CHuxfTwxZAQAAqKeN25y+kOflPl2pjducFpUINbF7PRHIAQAA6qnYVR7UcljD7vVEIAcAAKinBEdcUMthDbvXE4EcAACgnrIykhUb4x+nYmOilZWRbFGJUBO71xMXdQIAANST94JAu87egZ/YvZ4I5AAAAA3QP7WjbYIdArNzPTFkBQAAALAQgRwAAACwEIEcAAAAsBCBHAAAALAQgRwAAACwEIEcAAAAsBCBHAAAALAQgRwAAACwEIEcAAAAsBB36pQUHR0V0q8Pe6G+Iwv1HXmo88hCfUcWs+r7TK8b5fF4PKa8MwAAAIAzYsgKAAAAYCECOQAAAGAhAjkAAABgIQI5AAAAYCECOQAAAGAhAjkAAABgIQI5AAAAYCECOQAAAGAhAjkAAABgIQK5Cfbv368JEybokksuUb9+/TR37lydOHHC6mLBAHl5ecrOzlZGRoZ69+6t66+/XuvWrVNlZaXfetu2bdNNN92ktLQ0XXvttXrxxRctKjGM8uOPP2rgwIFKSUnRp59+6vdYbm6uhg4dqrS0NGVmZmrz5s0WlRJGyM3NVVZWlnr27Km+ffvqrrvuUklJie9x2nf4eOuttzRq1ChdcsklGjBggCZNmqT9+/dXW482Hnq++eYbPfzww7rhhht00UUXacSIETWuV9f2nJOTo8GDB6tnz57KysrSjh07DC0vgdxgLpdL48aN048//qjFixdr1qxZ2rRpk+bMmWN10WCA559/XrGxsZoxY4aWL1+ua6+9Vo8++qieeOIJ3zofffSRsrOz1aNHDz333HPKysrSY489ppdeesnCkqOhli5dqoqKimrLt2zZopkzZ+q6667Tc889p/79+2vq1Knatm2bBaVEQy1btky/+93vfPX56KOPqlu3bjp16pQk2nc42bFjhx544AF17dpVS5cu1UMPPaTCwkLdddddOnbsmG892nho+uqrr7Rt2zadd955Sk5OrnGdurbnnJwcLVq0SLfffrtWrFih888/XxMnTtQXX3xhXIE9MNSKFSs8vXr18hQXF/uWvf76654LLrjA8+WXX1pYMhjh5/Xq9dhjj3nS0tI85eXlHo/H45kwYYJn1KhRfus89NBDngEDBngqKioapZww1t69ez29e/f2rF+/3nPBBRd4du/e7Xts6NChnsmTJ/utf9ddd3l++ctfNnYx0UBOp9Nz0UUXed55552A69C+w8ecOXM8V199taeystK37JNPPvFccMEFnr/97W++ZbTx0PTz9jhz5kxPZmZmtXXq0p7Ly8s9l112mWfhwoW+dU6fPu0ZNmxYte9FQ9BDbrD8/Hz169dP8fHxvmVDhgxRbGys8vPzLSwZjPDzevXq0aOHysvLdfToUbndbu3cuVPDhw/3W2fEiBE6fPiwCgoKGquoMNDvf/973X777Tr//PP9lh84cECFhYXKzMz0Wz5ixAh9+umnfsMcYH8bN25Up06ddPXVV9f4OO07vJw+fVotW7ZUVFSUb1nr1q391qGNh67o6Nojbl3b84cffqiysjK/70CTJk00bNgw5efny+PxGFNeQ14FPk6nU926dfNbFhsbq6SkJBUWFlpUKpjpgw8+UNu2bZWQkKCioiKdOnWq2umx7t27SxLfgRCUm5urb775Rvfdd1+1x7z1WbW+vb8B1Hdo+eSTT5SSkqJnn31WAwYMUGpqqkaNGqV//vOfkkT7DjM33XSTCgsL9eKLL8rlcungwYNauHChkpOT1b9/f0m08XBW1/bsdDol1fwdOH78uL7//ntDykMgN5jL5ZLD4ai23OFwqLS01IISwUyffvqpNm7cqPHjx6tJkya+Oq76HfD+zXcgtJSVlemJJ57Q9OnT1bJly2qPB6rvNm3a+D2O0HD48GFt375dGzdu1IMPPqhly5apVatWuvvuu3Xw4EHad5jp16+flixZokWLFunyyy/XNddco0OHDvmuFZJo4+Gsru3Z5XIpNjZWzZo181vP+x04evSoIeUhkAP1dPjwYU2ePFlpaWm65557rC4OTPD000/rvPPO08iRI60uChqBx+PR8ePHtWTJEg0fPlwDBw70hfKcnByriweDffjhh5o5c6ZGjRqlNWvWaPHixYqKitJ9992nkydPWl08RJgYqwsQbhwOh1wuV7XlLpdLXbt2taBEMENZWZnuueceNWvWTMuWLVPTpk0l/eeIuep3wPu393HY31dffaX169dr9erVvvo7fvy477/Hjh3zq+/ExETfc709K9R3aHE4HGrbtq169OjhW9a8eXP16tVLX331Fe07zMybN099+/b1mwWtd+/eGjRokF577TXdeuuttPEwVtf27HA45Ha7VV5erri4ON963u9A27ZtDSkPPeQGS05O9o038nK73SoqKiKQh4ny8nLdd999Ki4u1qpVq9SuXTvfY0lJSWratGm1cYX79u2TJL4DIeSbb77R6dOnNW7cOF1++eW6/PLLde+990qSxo0bp9tvv91Xn1Xr2/sbQH2HlqrX//xceXk57TvMOJ1OXXjhhX7LOnbsqHbt2qmoqEiSaONhrK7t2Tt2vGq2czqdatmypTp06GBIeQjkBhs4cKB27typI0eO+JZt3bpVbrdbGRkZFpYMRjh9+rR+/etfa+/evXruued0zjnn+D0eGxurfv36KS8vz2/5pk2blJiYqNTU1MYsLhrg0ksv1QsvvOD3b/bs2ZKk3/3ud5o3b546d+6srl27VrtJyKZNm5SWllbjrDywr6uvvlpHjx71my3l+PHj+vjjj5Wamkr7DjOdOnWqNjPOoUOHdOTIEd9vO208fNW1PV966aVq3bq133egoqJCeXl5uuqqq/xm6WkIhqwYbPTo0Vq7dq2ys7OVnZ2t4uJiLViwQMOHD6+19wWh4fe//73effddTZ8+XSdPntTHH3/se6xbt25q1aqV7r//ft1xxx166KGHdP311+vDDz/Uhg0b9PDDD59xGibYR3x8vPr27VvjY6mpqUpLS5MkTZ48WVOmTFFSUpKuuOIKvf3229q+fbtWrFjRmMWFAa699lr17NnTV6ctW7bU6tWrdfLkSd11112SRPsOI7fffrvmzp2ruXPn6pprrtHRo0e1bNkyJSQkaNiwYb71aOOh6cSJE76bNx06dEjHjh3Tli1bJElpaWk655xz6tSeY2Njdd9992nRokWKj4/XRRddpA0bNqioqEhPPfWUYeWN8hg1gSJ8vv76a82bN08ffPCB4uLilJmZqenTp6t58+ZWFw0NNHjwYB06dKjGx1544QVfgNu2bZv+53/+R06nU2eddZbuvPNOjRs3rjGLChP84x//0Lhx4/TnP//ZF8gl6dVXX9Xy5ct16NAhJSUl6f777682bzFCQ0lJiR5//HG9/fbbKi8vV69evTRjxgy/+qZ9hwePx6P//d//1bp161RUVKSWLVuqV69emjp1arUp7mjjoefgwYO65ppranxs/vz5ysrKklT39pyTk6O1a9fqhx9+UPfu3TV9+nTf9JhGIJADAAAAFuL8GgAAAGAhAjkAAABgIQI5AAAAYCECOQAAAGAhAjkAAABgIQI5AAAAYCECOQAAAGAhAjkAAABgIQI5AAAAYKH/B3fN+6eTsl3NAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1342,7 +1329,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -1351,20 +1338,18 @@ "Text(0.5, 1.0, 'Blue Switch On')" ] }, - "execution_count": 10, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1382,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -1391,7 +1376,7 @@ "[Text(0.5, 0, 'Blue Switch On'), Text(1.5, 0, 'Blue Switch Off')]" ] }, - "execution_count": 11, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, @@ -1436,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1468,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1489,7 +1474,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -1525,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1556,7 +1541,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -1569,21 +1554,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Classic Least Square prediction" + "**Classic Least Square prediction**" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8567839195979899" + "0.8668341708542714" ] }, - "execution_count": 17, + "execution_count": 133, "metadata": {}, "output_type": "execute_result" } @@ -1607,56 +1592,56 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**K-Nearest-Neighbor prediction**" + ] + }, + { "cell_type": "code", - "execution_count": 18, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ - "def linear(x, a, b):\n", - " return a*x + b\n", - "\n", - "new_train_db = pd.DataFrame(data_train)\n", - "#for i in range(2, data_train.shape[1]):\n", - "i = 18\n", - "for i in range(2, new_train_db.shape[1]):\n", - " if i==10:\n", - " continue\n", - " if i==39:\n", - " continue\n", - " new_train_db = new_train_db.sort_values(i)\n", - " y = np.array(new_train_db[i])\n", - " x = range(y.shape[0])\n", - " popt, pcov = curve_fit(linear, x, y)\n", - " #\n", - " fit = linear(x, *popt)\n", - " dist = y-fit\n", - " #dist[dist>0] = 1\n", - " #dist[dist<=0] = 0\n", - "\n", - " new_train_db[i] = dist\n", - "new_train = np.array(new_train_db)" + "#distance = {}\n", + "#for i in range(x_data.shape[0]):\n", + "# distance[i] = np.zeros(x_data.shape[0])\n", + "# for j in range(x_data.shape[0]):\n", + "# distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n", + "#k = 5 \n", + "#prediction = np.zeros(len(distance[0]))\n", + "#for i in range(len(distance)):\n", + "# if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n", + "# prediction[i] = 1\n", + "# elif x_data[:,1][i] == 0:\n", + "# prediction[i] = 0\n", + "# else:\n", + "# prediction[i] = 0\n", + "# \n", + "#np.count_nonzero(prediction == y_data)/y_data.shape[0]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f40054645b0>" + "<matplotlib.collections.PathCollection at 0x7fe61badfa60>" ] }, - "execution_count": 19, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 504x360 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, @@ -1664,172 +1649,141 @@ } ], "source": [ - "x_data = new_train[:, 1:]\n", - "y_data = new_train[:, 0]\n", - "\n", - "distance = np.zeros(len(x_data))\n", - "for i in range(len(x_data)):\n", - " distance[i] = np.linalg.norm(x_data[i])\n", - "\n", - "color = ['r' if c==0 else 'b' for c in y_data]\n", - "plt.figure(figsize=[7, 5])\n", - "plt.scatter(range(len(distance)), (distance), c=color, marker='.')\n", - "#plt.plot(range(len(distance)), [np.mean(distance)]*len(distance), c='black', lw=3.5)" + "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n", + "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 82], c=color)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# K-Nearest-Neighbor prediction" + "**Blue Switch Off & Row 82 > 3.5 & Random Forest classification**" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8261306532663316" + "DecisionTreeClassifier(criterion='entropy', max_depth=10, min_samples_leaf=2,\n", + " min_samples_split=7, random_state=100)" ] }, - "execution_count": 20, + "execution_count": 296, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "distance = {}\n", - "for i in range(x_data.shape[0]):\n", - " distance[i] = np.zeros(x_data.shape[0])\n", - " for j in range(x_data.shape[0]):\n", - " distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n", - "k = 5 \n", - "prediction = np.zeros(len(distance[0]))\n", - "for i in range(len(distance)):\n", - " if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n", - " prediction[i] = 1\n", - " elif x_data[:,1][i] == 0:\n", - " prediction[i] = 0\n", - " else:\n", - " prediction[i] = 0\n", - " \n", - "np.count_nonzero(prediction == y_data)/y_data.shape[0]" + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.tree import DecisionTreeClassifier \n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "dum2_train = data_train[data_train[:,1]==1]\n", + "d2_train = dum2_train[dum2_train[:,82] <= 3.5]\n", + "\n", + "Xfor_train = d2_train[:,1:]\n", + "yfor_train = d2_train[:,0]\n", + "\n", + "clf = DecisionTreeClassifier(criterion='entropy', random_state=100, \n", + " max_depth=10,\n", + " min_samples_leaf=2,\n", + " min_samples_split=7)\n", + "clf.fit(Xfor_train, yfor_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [], + "source": [ + "def predict(X_data, classifier, y_data=None):\n", + " failed = []; pred = []\n", + " for i in range(X_data.shape[0]):\n", + " if X_data[:,0][i] == 0:\n", + " pred.append(0)\n", + " elif X_data[:,0][i] not in [0, 1]:\n", + " pred.append(0)\n", + " elif X_data[:,81][i] > 3.5:\n", + " pred.append(0)\n", + " else:\n", + " clf_pred = int(classifier.predict(X_data[i:i+1]))\n", + " if np.all(y_data != None):\n", + " if clf_pred != y_data[i]:\n", + " failed.append(i)\n", + " pred.append(clf_pred)\n", + "\n", + " if np.all(y_data != None):\n", + " print(np.count_nonzero(pred == y_data)/y_data.shape[0]*100, \"%\")\n", + " return pred, failed\n", + " return pred" ] }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 299, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f3ff7f63a90>" - ] - }, - "execution_count": 267, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Data\n", + "98.54510184287099 %\n", + "Given Data all toghether\n", + "99.05000000000001 %\n" + ] } ], "source": [ - "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n", - "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 99], c=color)" + "print(\"Training Data\")\n", + "pred1, failed = predict(Xfor_train, clf, yfor_train)\n", + "print(\"Given Data all toghether\")\n", + "pred2, failed = predict(np.array(data_train_db)[:,1:], clf, np.array(data_train_db)[:,0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Blue Switch Off & Row 82 > 3.5 & Least square prediction" + "**Prediction**" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 322, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9227386934673367" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "dum2_train = data_train[data_train[:,1]==1]\n", - "d2_train = dum2_train[dum2_train[:,82]<3.5]\n", - "\n", - "A = d2_train[:,1:]\n", - "b = d2_train[:,0]\n", - "\n", - "x = lstsqr_classifier(A, b)\n", - "\n", - "pred = []\n", - "failed_k = []\n", - "failed_ls = []\n", - "failed = []\n", - "for i in range(X_train.shape[0]):\n", - " if X_train[:,0][i]==0:\n", - " pred.append(0)\n", - " elif X_train[:,81][i] > 3.5:\n", - " pred.append(0)\n", - " else:\n", - " dist = np.zeros(A.shape[0])\n", - " for j in range(A.shape[0]):\n", - " dist[j] = np.linalg.norm(X_train[i] - A[j])\n", - " k_nn = list(b[dist.argsort()][:5])\n", - " \n", - " k_nn_pred = max(set(k_nn), key=k_nn.count)\n", - " lstsq_pred = int(round(X_train[i] @ x))\n", - " if k_nn_pred != y_train[i]:\n", - " failed_k.append(i)\n", - " if lstsq_pred != y_train[i]:\n", - " failed_ls.append(i)\n", - " if lstsq_pred != k_nn_pred:\n", - " failed.append(i)\n", - " pred.append(lstsq_pred)\n", - " \n", - "np.count_nonzero(pred == y_train)/y_train.shape[0]" + "X_test = np.array(data_test)[:,1:]\n", + "pred3 = predict(X_test, clf)\n", + "np.savetxt('./prediction.txt', pred3, fmt='%1g')" ] }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 321, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f3ff5eaeb00>" + "Text(0.5, 1.0, 'y_train')" ] }, - "execution_count": 277, + "execution_count": 321, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 1152x720 with 4 Axes>" ] }, "metadata": {}, @@ -1837,14 +1791,26 @@ } ], "source": [ - "color_ls = ['r' if c==0 else 'b' for c in y_train[failed_ls]]\n", - "color_k = ['red' if c==0 else 'blue' for c in y_train[failed_k]]\n", - "#plt.scatter(np.linalg.norm(X_train[failed_ls], axis=1), X_train[failed_ls]@x, c=color_ls)\n", - "plt.scatter(np.linalg.norm(X_train[failed_k], axis=1), X_train[failed_k][:, 82], c=color_k, alpha=0.3)" + "fig, ax = plt.subplots(2, 2, figsize=[16, 10])\n", + "ax[0][0].hist(pred3)\n", + "ax[0][0].set_title(\"Prediction of Test Data\")\n", + "ax[0][1].hist(data_train[:, 0])\n", + "ax[0][1].set_title(\"All Data\")\n", + "ax[1][0].hist(y_valid)\n", + "ax[1][0].set_title(\"y_valid\")\n", + "ax[1][1].hist(y_train)\n", + "ax[1][1].set_title(\"y_train\")" ] }, { "cell_type": "code", + "execution_count": 319, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], @@ -1860,7 +1826,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1874,7 +1840,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.10.3" } }, "nbformat": 4, diff --git a/ass01/Analysis of Mystery Machine.ipynb b/ass01/Analysis of Mystery Machine.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 244, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,6 @@ "import scipy.stats as stats\n", "\n", "from scipy.optimize import curve_fit\n", - "from scipy.optimize import fmin_tnc\n", "\n", "import sklearn.neighbors as neighbors\n", "from sklearn.model_selection import train_test_split" @@ -34,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": 71, "metadata": { "scrolled": true }, @@ -255,7 +254,7 @@ "[5 rows x 100 columns]" ] }, - "execution_count": 245, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -282,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -601,7 +600,7 @@ "[8 rows x 100 columns]" ] }, - "execution_count": 246, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -619,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 247, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -656,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -665,56 +664,48 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 5, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAEUCAYAAAAGFoa3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABCbUlEQVR4nO3dfVwU5f7/8TcgC4qAYWh5nwoquJhWgHl3RCpUyETLzLs6mCcxM9NSyzhlpXajViqkiR6zrBNfzbvAyizsRrMTnjTLSihJMw+CCIayiPv7w99urqCCwi6wr+fj4ePhXHMx1zUz18y1n5lrZlzMZrNZAAAAAOBEXB1dAQAAAACwNwIhAAAAAE6HQAgAAACA0yEQAgAAAOB0CIQAAAAAOB0CIQAAAABOh0CoGi1cuFAdOnSwS1lr165Vhw4ddPDgQWvaqFGjFBUVZZfyJSkiIkLTp0+3W3mX4+TJk0pISFDPnj3VoUMHPffcc46uUo1TG/ZjbXXw4EF16NBBa9eudXRVUEfQz9Q89DOXVhv2Iy6fPc9LV6qeoytQW6xdu1YzZsywThsMBvn6+qpDhw7q06ePYmNj1bBhwysu5+TJk1q2bJlCQ0MVFhZ2xcuraunp6dq9e7cmTpzo6KpclhUrVujdd9/V+PHj1aZNG7Vr187RVQIASfQzFvQzcEY1/bisq1z4oGrFWDqoiRMnqmXLljp9+rSOHj2qnTt36osvvlCzZs2UmJiojh07Wv/m9OnTKi0tlYeHR4XLycvLU/fu3fXggw9WqhMoLS3V6dOnZTAY5OLiIunslbqcnBxt3ry54it6CbNmzdJbb72lH3/8scw8k8kkFxcXubu7V1l5Ve3ee+9Vfn6+1q1b5+iq1FgREREKDQ3V3LlzHV2VOsdsNstkMqlevXpyc3NzdHVQw9DPnEU/U/fRz5R1ucdlTXQ55yVH4Y5QJfXs2VPXX3+9dfof//iHtm/frgceeEDx8fFKTU2Vp6enJKlevXqqV696N3FRUZEaNGggNzc3h/+wMhgMDi2/InJzc9WoUSNHVwMOcPLkSdWvX9+hdXBxcakVHQMci37mwuhngAsrLS1VaWmpw48Te5yXqgrPCFWB7t27Kz4+XocOHdKGDRus6eWNkdy7d6/uv/9+hYeHy2g0qm/fvnr00Ud16tQpHTx4UN27d5ckLVq0SB06dFCHDh2s42gty/vpp5/06KOPKjQ0VNHR0ZLKH7ttsW/fPt1zzz3q0qWL/va3vyk5Odlm/ldffaUOHTroq6++skk//3mG6dOn66233pIka93OLbO8Mb95eXl68skn1aNHDxmNRkVHR+vdd98tt5ylS5fq3XffVWRkpDp37qwhQ4Zo9+7dFdgDly7Hso4//fSTdu7cWabu5YmIiFBcXJy++uorxcbGKiQkRNHR0dq+fbskacuWLYqJiZHRaNTgwYP13Xff2fz9vn37NGPGDEVGRspoNCosLEyTJ0/W77//bs1jNps1atQohYWF6X//+581vbS0VHfddZd69uyp/Pz8cutXUlKi0NBQPfroo2XmnTp1St26dbPuD5PJpFdffVVDhgzRTTfdpJCQEA0dOlRbtmy55La9UNu6ULvZvXu37r//ft1www0KCQnR8OHDtWPHjkuWU5Uszy388MMPGjVqlK6//no9/fTTki48Nn3UqFEaNWqUddqyfps2bdJrr72m3r17y2g0asyYMTpw4EC55e3fv1+jR49Wly5d1KtXL73++us2+cp7RshyXGdlZWn69Om68cYbdcMNN2jGjBk6efKkzd+fOnVKzz77rMLCwtS1a1c98MAD+uOPP9ShQwctXLjwircbai76GfoZ+pm/1KR+5lLnfenSbedSx2V5zm3Tb775pm699VYZjUbt2rWrwsebdPaYMxqNOnLkiOLj49W1a1eFh4fr+eefV2lpabnlXeoYKu+8ZGnr//nPfzR06FAZjUb169ev3Dun+/bt08iRIxUSEqLevXsrMTFR//d//3fJ4+ly1I5wrRYYNGiQ5s+fr88//1x33XVXuXny8vL097//XY0aNdLYsWPl6+urw4cPa+vWrSoqKpKfn5+eeuopPfXUU7rlllt0yy23SJJatWpls5zJkyerRYsWmjRpkkpKSi5arxMnTiguLk6RkZEaMGCAPv74Y73wwgsqLS3VuHHjKrWOw4YN0//+9z998cUXeuGFF6zpfn5+5eYvLi7WmDFjlJWVpXvuuUetWrXSli1b9OSTTyo/P79M+ampqSoqKtKwYcPk4uKiZcuWaeLEidqyZctFh0FUpJx27drphRde0Pz589WgQQM98MADF627xcGDBzVlyhTdddddGjRokJKTkxUfH69Zs2Zp3rx5uueee+Ti4qIlS5Zo0qRJ+vDDD61XTL/88kv98ssvuuOOO9SkSRNlZ2frnXfe0e7du7Vp0ybVr19fLi4umjt3rmJiYvTkk09qyZIlkqSlS5fq22+/1dKlSy94ZdHd3V233HKL0tLSVFxcbHOnIT09XX/++acGDBgg6Ww7+Pe//60BAwYoNjZWJpNJGzdu1IQJE7R06VL16dPnotuhonbu3Km4uDh16tRJEyZMUL169bR+/XrFxcVp+fLldh33XFhYqLi4ON16662Kjo6Wt7f3ZS1n2bJlcnV11d///nedOHFCy5Yt09SpU5WSkmKT78SJE7r//vsVGRmpqKgoffDBB3rppZcUGBhYoe37yCOPqGXLlnrkkUf0/fffKyUlRX5+fjY/QKZPn660tDTdfvvtuv766/X1119X+jhG7UU/Uxb9DP2MI/uZipz3K9J2Knpclmf9+vU6efKk7rrrLnl5ecnf3185OTmVWg+z2ayxY8fKaDTqscce0/bt27V8+XK1bNlS99xzj03eyz2GpLNtfdKkSRo6dKgGDx6sNWvWaPr06QoODlZAQIAk6ciRIxozZowkady4cWrQoIFSUlKqbzisGRWyZs0ac2BgoHnXrl0XzHPDDTeY77jjDuv0q6++ag4MDLROf/TRR+bAwEDz7t27L7iM3Nxcc2BgoPnVV18tM8+yvAcffPCC9fvtt9+saSNHjjQHBgaaX3vtNWva6dOnzSNHjjR36dLFXFBQYDabzeYdO3aYAwMDzTt27LBZ5m+//WYODAw0r1mzxpr29NNP26zTufr27WueNm2adXrlypXmwMBA89q1a23KHzNmjLlz587mvLw8m3JCQ0PN+fn51rxbtmwxBwYGmrdu3Vr+xqpkOWaz2Txw4EDzyJEjL7q8c9cnMDDQ/PXXX1vTPvvsM3NgYKC5c+fO5uzsbGv6O++8Yw4MDDR/8cUX1rSioqIyy/zmm2/MgYGB5nXr1tmkp6SkmAMDA83vvvuu+fvvvzcHBwebn3jiiUvW8YsvvjAHBgaaP/zwQ5v0hx56yBwWFmYuKSkxm81nt0dxcbFNnuLiYvPAgQPNY8aMKbPe5+7H8tqW2Vy23Zw5c8Z82223mceMGWM+c+aMTTkDBgwwDxs27JLrU1UsbX/lypVl5p2/fuf+zbltw7J+UVFRNtvO0t5+/PHHMuW999571rTi4mJzjx49zBMnTrSmlXdMWY7r6dOn29RnwoQJ5tDQUOv0d999Zw4MDDTPmjXLJt/06dMveM5A7UI/cxb9DP2MRW3oZy513q9o27nYcVkeS5u+/vrrzUeOHLGZV5njbdq0aebAwEDzwoULbfLecccd5sGDB5f524ocQ+efl8zmv9r6zp07rWm5ubnmzp07m+fOnWtNe+aZZ8qcw44dO2YODQ0tt41cKYbGVaEGDRrozz//vOB8yxXpTz/99JJX2C5m+PDhFc7r6uqqESNGWKfd3Nw0YsQInTx5sswt06qWnp4uPz8/3X777TbljxkzRiaTyXrr3+K2226Tr6+vdfrGG2+UJP32229VWk5ltGnTxloPSerSpYskKTQ0VC1btiyTfm5dz30e5c8//9SxY8fUpk0b+fj4aO/evTblDB06VH379tXcuXM1ZcoUNWnSpEKvFg0LC9PVV1+t1NRUa1pRUZHS09N16623Wsfourm5WccMm0wm5efn68SJE7rxxhvL1OVy7du3T7/88ouio6N17Ngx5eXlKS8vTydOnNDNN9+sb7/9tsxQr+pUr149DRs27IqXc8cdd9iMt75Qu/T09LRpgwaDQUaj8ZLt1+L8K/w33nijdT9J0meffSZJZa7OjRw5soJrgrqAfsYW/Qz9jCP7mYqc96uz7UhSv3791KRJkytahlS2D7rhhhvKHYZ2uceQdLat33TTTdZpPz8/XXfddTZ/+9lnnykkJERGo9Ga1qhRI8XExFR8ZSqBoXFVqKioSI0bN77g/NDQUN12221atGiRVqxYodDQUEVERCg6OloNGjSocDnnnhgvpXHjxmVet9qmTRtJqvJxluc7dOiQWrduXebhWsurRM8v/9prr7WZthxoBQUFVVpOZTRr1sxm2vIj4/y6Wrbx8ePHrWnHjx/XvHnz9MEHH5QZf11YWFimrGeffVaRkZHKzMzUypUrK/SaXDc3N912221au3at9YHmrVu36uTJkxo4cKBN3pSUFP3rX/9SZmamzOe8LNLy9qcr9csvv0iSnnjiiQvmyc/Pl8FgUF5enk26r6+vDAZDmdv53t7e8vT0VF5ens1Y5QYNGsjLy+ui9WnSpEmVvJjg/H3t4+MjqWy7bNq0qVxdba8t+fr6lvvmq/Kc39Ys5Rw/flwNGzbU77//LhcXlzLHf+vWrSu0fNQN9DO26GfoZ85nz36mIuf96mw7UsWGz12Ku7t7mWDK19fXpq1ZXO4xJJVt6+WVc+jQIXXu3LlMvqpYz/IQCFWRP/74Q4WFhRfdUS4uLnr11Ve1e/duffLJJ/ryyy+t43Xffffdi3Zu57K8LaiqXOgEdebMmSot51Iu9DYiswPf8H7+Ce5S6ed6+OGHlZGRofvuu09BQUHy8vKSi4uLJk+eXO46/ec//7Feyfrpp58UHh5eoToOGDBAb731lj799FMNGDBAqampatKkic1Vlw0bNmjmzJnq27ev7r//fvn5+alevXpas2aNNm3adNHlV7R9WNZpypQp5Z7EpLNXfw4fPqx+/frZpL/xxhsKCwtTz549bdLnzJmj2NhYDR06VIcOHbKmV+T1opUNgkpLS8ttgxVtlxVpExdzob93ZPtHzUI/c+XoZ+hnqrKfudLzflUo71it7PFWmUD1So6hmrC9zkcgVEXWr18vSWUOsPKEhIQoJCREkyZNUnp6usaNG2f9+FpVXTWxyM3N1YkTJ2yu+vz666+SpBYtWkj668rz+VePzj0hWFSmfs2bN9f3339f5gdmVlaWTflXyl7lVMbx48f15ZdfauLEiXrwwQet6cXFxeVeNTl69KieeuophYaG6qqrrtL8+fPVu3dv61XVi7nhhht07bXXKjU1Vb1799Znn32mu+++2+aEs3nzZrVs2VJJSUk2+3DNmjWXXH5F24flCrKXl5duvvnmCy7P399fK1assEmzfBfl/PT27dtLkl588UUVFxeXKety+Pr6lrsPfv/99ytabnVr1qyZzGazfvvtN5sPNJ7/BjvUXfQzZdHP0M+Ux9H9zLkq2naq8riszPFW0zRv3lzZ2dll0stLqwo1LzSrhbZv367ExES1aNHCZgzo+Y4fP14mYg4ODpb01y1Fy3jf8m5HXo4zZ85YX0V67rSnp6f1zSrNmzeXm5ubvv76a5u/ffvtt8ssrzL1+9vf/qa8vDxt3LjRpvw33nhDBoPB+qrIK2WvcirDcrI7f3//61//KveKTEJCgoqLizV79mw99dRT8vLy0vTp0yt0tdTFxUX9+/fXtm3btG7dOplMpjLDFcqrz2+//Vah15parj6f2z5KS0vLvJ62c+fOat26tf71r39Zn2s5l2WYgoeHh26++Wabf5Zb6+enW27V33DDDTbpV9JBtWzZUt9++61MJpM17ZNPPtHhw4cve5n2YPnxu3r1apv0N9980xHVgZ3Rz5SPfoZ+5lw1pZ85V0XbTlUel5U53mqanj17avfu3dqzZ481LT8/32b7VSXuCFXS559/rgMHDqi0tFRHjx7VV199Zf3id1JS0kWH47z33ntavXq1IiMj1apVK506dUpr166Vm5uboqKiJJ29xRkQEKDU1FRdd911atSokVq0aGF9SLKy/P399cYbb+j3339XYGCgtmzZop07d+qRRx6xjkP29vZWVFSU3nzzTeszCJ9++qlyc3PLLM9yK3rWrFnq3bu36tWrp759+5Y79vyuu+7Su+++q5kzZ+qHH35Qy5YttWXLFm3fvl1TpkzRVVdddVnr5KhyKqNhw4YKDQ3VsmXLVFJSombNmumbb77R119/XeY1pe+9954+/vhjPf3009YT76xZsxQfH69ly5ZV6PWzAwYM0PLlyzV//nw1b97c5mOM0tn393/44YcaP368IiIidOTIEa1evVrXXXedfvjhh4suOyAgQNdff73mz5+v48ePy9fXV6mpqTp9+rRNPldXVz333HMaO3asBg4cqCFDhuiaa67R//73P+3cuVNms1mrVq269MarZnfeeac++OADjR07Vv3791d2drY2btxYbeOPq0rnzp1122236c0331RhYaG6dOmir7/+2nrlvaqv8sNx6GfoZyqCfqbm9jPnqmjbqcrjsjLHW00zduxYbdiwQWPHjtWoUaOsr8++9tprlZ+fX+V9HYFQJVk+Wuju7q5GjRopMDBQjz/+uGJjYy/50GFoaKj27NmjzZs3KycnRw0bNlRQUJCefPJJm4b+3HPP6dlnn9XcuXNlMpk0ePDgy+6gGjZsqJdfflmzZs3Se++9p6uuukpTp07V/fffb5Nv5syZOn36tN555x0ZDAZFRUXpscces35Iz+LWW2/VmDFj9P777+v999+X2WzWxx9/XG4H5eHhoZUrV2r+/PnauHGjCgoK1Lp1az3zzDMX/AbG5bBXOZU1b948Pffcc/r3v/+tkpIS3XTTTVq5cqXuu+8+a54//vhDzz33nHr27Km7777bmt6vXz/FxsZq4cKF+tvf/qbAwMCLlmU0GtW6dWsdOHCgzFvFJGnw4MHKzc3V22+/rS+//FKtW7fWjBkzlJ2dfckOSpJeeuklJSQkaOnSpfLx8dHQoUMVFhZmsy6SdNNNN+nf//63EhMTtXr1ap04cUL+/v4yGo0aOnToJcuxh169emn69OlasWKFZs+erc6dO+u1117T888/7+iqXdLzzz+vq6++Wu+//74++ugj3XzzzVqwYIGioqIc/iVxVB36GfqZiqKfqZn9zLkq03aq8ris6PFW01x77bV644039Oyzz2rJkiXy8/PTPffco/r16+u5556rkpcgncvFzJO4AFBr/fDDD7rjjjv04osvXnTIFAAAtZUl4N+1a9cFX9hwOXhGCABqiVOnTpVJW7lypVxdXW3e3gQAQG11fl937NgxbdiwQTfccEOVBkESQ+MAoNZYtmyZvvvuO4WHh8vNzU3btm3Ttm3bNGzYsDLfdgAAoDYaNmyYQkND1a5dOx09elRr1qzRiRMnFB8fX+VlMTQOAGqJL774QosWLVJmZqaKiop07bXXatCgQXrggQesX3cHAKA2mz9/vj744AP98ccfcnFxUVBQkB588MGLvjL9chEIAQBqtbVr12rGjBll0keMGKGEhATrdHp6ul5++WXt379fTZs21ZgxYzRq1Kgyf5ecnKy33npLR48eVfv27fXoo4865PXIAIDqxSVEAECdsGzZMuvrmiXp6quvtv5/165dio+P16BBgzRt2jRlZGRo9uzZqlevnoYPH27Nl5ycrAULFmjy5MkKCgpSSkqKxo0bp5SUFOsHGQEAdQN3hAAAtZrljtD27dvl5+dXbp6xY8fq+PHjSklJsaY9+eST+uSTT7Rt2za5urrKZDLp5ptv1l133aXHHntM0tmPOsbExCggIECvvPKKXdYHAGAftfqO0LFjf+rMmb/iuMaNGyo3t+yXhlF92Ob2xza3P7Z5+VxdXXTVVV6OrsYlmUwm7dixQ1OmTLFJj46O1rvvvqu9e/fKaDQqIyNDhYWFGjhwoDWPm5ub+vfvr+XLl8tsNlf6Y37n91P2RtutOdgXNQv7o+aozn1xqX6qVgdCZ86Yy3QwjuxwnBXb3P7Y5vbHNq/5YmJilJeXp2uvvVaxsbHWl0hkZ2erpKRE7dq1s8kfEBAgScrKypLRaFRmZqYklcnXvn17FRUV6ciRI7rmmmsqVafy+il7c3T5+Av7omZhf9QcjtoXtToQAgDA399fEydOVEhIiPW14omJiTp48KDmzp2r48ePS5J8fHxs/s4ybZlfUFAgg8EgT09Pm3y+vr6SpPz8/EoHQgCAmotACABQq/Xq1Uu9evWyTvfo0UPe3t5auHBhtXx3ojIaN27o0PIlyd/f+9KZYBfsi5qF/VFzOGpfEAgBAOqc/v37a+HChdq7d691CFxBQYFNHsu05Y6Pj4+PTCaTiouL5eHhYc1nuWPUqFGjStcjN/eEQ4ff+Pt7Kyen0GHl4y/si5qF/VFzVOe+cHV1uegFKddqKRUAgBqiVatWcnd3V1ZWlk36/v37JUlt27aV9NezQZZnhSwyMzPl5eWlpk2b2qG2AAB7IRACANQ577//vlxcXNS5c2cZDAaFh4crLS3NJs+mTZvk7++v4OBgSVK3bt3k7e2t1NRUa57S0lKlpaWpV69elX5jHACgZmNoHACgVouLi1NYWJgCAwPl4uKizz77TKtXr9bQoUPVsmVLSdKECRM0cuRIzZw5UzExMcrIyFBKSooSEhLk6nr2mqDBYND48eO1YMEC+fn5WT+omp2drXnz5jlyFQEA1YBACABQq7Vt21Zr1qzRkSNHdPr0abVp00ZTp07VmDFjrHm6du2qxMREzZ8/X+vWrVOTJk00Y8YMDR8+3GZZcXFxkqRVq1bp6NGjCggI0NKlS9WxY0e7rhMAoPq5mM3mWvsS9fMfQuXBN/tjm18+b5/68vRw7LWIU8WnVVhw0qF1qA1o5+W71EOo4GUJ+Av74vI4uq+kn6x+jnxZAneEAAfx9KinmCnrHVqHjfMGiW4ZAFBTObqvpJ+s23hZAgAAAACnQyAEAAAAwOkQCAEAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6BEIAAAAAnA6BEAAAAACnQyAEAAAAwOkQCAEAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6BEIAAAAAnA6BEAAAAACnU8/RFQAcxdunvjw9OAQAAACcEb8C4bQ8PeopZsp6h5W/cd4gh5UNAADg7BgaBwAAAMDpEAgBAAAAcDoEQgCAOuXPP/9U79691aFDB+3Zs8dm3rp16xQVFSWj0aiBAwcqNTW1zN+XlJRo3rx56tmzp7p06aKRI0fqhx9+sFf1AQB2UqFA6MCBA0pISNCgQYMUFBSk6OjoMnmmT5+uDh06lPm3efPmMnmTk5MVERGhkJAQxcbGavv27Ve+JgAASFq0aJFKS0vLpG/evFnTpk3TLbfcotdff13du3fXI488ovT0dJt8c+bM0VtvvaWHHnpIiYmJcnd317333qsjR47YaxUAAHZQoZcl/Pzzz0pPT1eXLl105swZmc3mcvO1bNlSL730kk1amzZtbKaTk5O1YMECTZ48WUFBQUpJSdG4ceOUkpKijh07Xt5aAAAg6aefftI777yj6dOnKyEhwWbeK6+8oqioKE2ZMkWSFB4erqysLC1cuFB9+vSRJB05ckTvvPOOnnjiCd11112SpC5duqhfv35auXKlHnvsMfuuEACg2lTojlBERITS09P16quvKjg4+IL5PD09df3119v8a9SokXW+yWRSUlKSRo8erbi4OHXv3l0vvviiWrZsqaSkpCteGQCAc5s1a5ZGjBhR5iLcb7/9pqysLA0cONAmPTo6Wnv27FFeXp4k6fPPP1dpaakGDBhgzdOwYUP17dtX27Ztq/b6AwDsp0KBkKtr1TxKlJGRocLCQpuOyM3NTf3799e2bdsueKcJAIBLWbdunQ4cOKDx48eXmZeVlSVJateunU16+/btbeZnZmbq6quv1lVXXVUm36+//qozZ85UR9UBAA5QpS9LyM7O1o033qjg4GDdcccdZR5CzczMlFR+R1RUVMT4awDAZSksLNSLL76oRx99VF5eXmXmHz9+XJLk4+Njk+7r62szv6CgQN7e3mX+3tfXVyUlJSoqKqrqqgMAHKTKPqjaqVMnGY1GtW/fXoWFhfq///s/TZ48WadOnVJsbKyksx2MwWCQp6enzd9aOqL8/Hxdc801VVUlAICTePnll9W6dWvdfvvtjq6KjcaNGzq6CvL3LxvYwTHYF7UT+636OWobV1kgNGbMGJvpyMhIjR49WgsXLrQGQlWtvA6Gxmp/bPPajf1XMWynmuvnn3/WO++8o+XLl6ugoECSrHduioqKdOLECesFt4KCAvn7+1v/1nInyDLfx8dHhYWFZco4fvy43N3d1aBBg0rVLTf3hM6ccdywb39/b+XklF0f2B/74vLUhHMv+616Veex4erqctELUlUWCJUnKipKTz/9tPLy8uTn5ycfHx+ZTCYVFxfLw8PDms/SEZ37YoWKOL+D4SRjf7V5m9eEk2tNUFv3nz3V5nZenS7VwdjLgQMHdPr0aY0ePbrMvNGjR6tjx45atGiRpLPPAp07PNsyZLtt27aSzg7dzs3NVX5+vk2flJmZqTZt2lTZM7MAAMer1kDofJbOJzMzU0FBQdb0zMxMeXl5qWnTpvasDuD0TCWlDg0ITxWfVmHBSYeVj7qhW7dueuONN2zSfvjhB82ZM0dPP/20goOD1bJlS7Vt21apqam65ZZbrPk2bdoko9EoPz8/SVLPnj3l6uqqtLQ0DR8+XNLZD7Ru3bpVQ4YMsd9KAQCqXbUFQmazWWlpaWrevLm1g+nWrZu8vb2VmppqDYRKS0uVlpamXr16ycXFpbqqA6AcBnc3xUxZ77DyN84bJO6z4Er5+fkpLCys3HnBwcEyGo2SpIceekiTJ09Wq1atdPPNN+vjjz/WF198oSVLlljzN23aVHfffbdeeukl1atXT82aNdPy5csllR0CDgCo3SoUCJ08edL65e1Dhw7pxIkT2rx5syRZO5jp06dr4MCBat26tQoKCpSSkqKdO3fqhRdesC7HYDBo/PjxWrBggfz8/KwfVM3Ozta8efOqet0AALDq37+/Tp06pddee03Jyclq1aqV5s2bZ/2YqsWMGTPUoEEDvfzyyyosLJTRaNSKFSsYtQAAdUyFAqHc3FxNmjTJJs0yPWfOHEVERKhhw4ZKSkpSbm6u3N3dFRQUpKSkJEVERNj8XVxcnCRp1apVOnr0qAICArR06VJ17NixKtYHAACFhYXpxx9/LJM+ePBgDR48+KJ/6+7urqlTp2rq1KnVVT0AQA1QoUCoRYsW5XYo50pKSqpwoXFxcdaACAAAAADsjdffAAAAAHA6BEIAAAAAnA6BEAAAAACnQyAEAAAAwOkQCAEAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6BEIAAAAAnA6BEAAAAACnQyAEAAAAwOnUc3QFAAAAgJrIVFIqf39vh5V/qvi0CgtOOqz8uo5ACAAAACiHwd1NMVPWO6z8jfMGqdBhpdd9DI0DAAAA4HQIhAAAAAA4HQIhAAAAAE6HQAgAAACA0yEQAgAAAOB0CIQAAAAAOB0CIQAAAABOh0AIAAAAgNMhEAIAAADgdAiEAAAAADgdAiEAAAAATodACABQq3344YcaPny4wsLCZDQaFRkZqeeff16FhYU2+dLT0zV48GBrnlWrVpW7vOTkZEVERCgkJESxsbHavn27PVYDAGBnBEIAgFrt+PHjuummm/TMM89o2bJlGj16tNasWaNJkyZZ8+zatUvx8fHq1KmTXn/9dcXGxmr27Nl6++23bZaVnJysBQsWaMSIEVqyZInatGmjcePGad++ffZeLQBANavn6AoAAHAl7rzzTpvpsLAweXh4KCEhQUeOHFHTpk21ePFiBQUFafbs2ZKk8PBwHT58WIsXL9awYcPk6uoqk8mkpKQkjR49WnFxcZKk0NBQxcTEKCkpSa+88ord1w0AUH24IwQAqHOuuuoqSVJJSYlMJpN27NihAQMG2OSJjo5WTk6O9u7dK0nKyMhQYWGhBg4caM3j5uam/v37a9u2bTKbzfZbAQBAtSMQAgDUCaWlpSouLtZ3332nxYsXKyIiQi1atFB2drZKSkrUrl07m/wBAQGSpKysLElSZmamJJXJ1759exUVFenIkSN2WAsAgL0wNA4AUCeEhYVZX5DQq1cvzZs3T9LZZ4gkycfHxya/Zdoyv6CgQAaDQZ6enjb5fH19JUn5+fm65pprKlWnxo0bVnItqp6/v7ejq4D/j32By+EM7cZR60ggBACoE1atWqWTJ0/q559/VlJSkh544AGtWLHCoXXKzT2hM2ccN6TO399bOTmFl86Iase+uDzOEARcSl1vN9V5bLi6ulz0ghSBEACgTujUqZMkqVu3bgoODtaQIUP00UcfqX379pLO3vE5l2XacsfHx8dHJpNJxcXF8vDwsOaz3DFq1KhRda8CAMCOeEYIAFDndOrUSa6ursrOzlarVq3k7u5ufRbIYv/+/ZKktm3bSvrr2SDLs0IWmZmZ8vLyUtOmTe1QcwCAvRAIAQDqnF27dunMmTNq0aKFDAaDwsPDlZaWZpNn06ZN8vf3V3BwsKSzd5K8vb2VmppqzVNaWqq0tDT16tVLLi4udl0HAED1YmgcAKBWi4uLU3h4uAICAuTh4aEffvhBycnJ6tChgyIjIyVJEyZM0MiRIzVz5kzFxMQoIyNDKSkpSkhIkKvr2WuCBoNB48eP14IFC+Tn56egoCClpKQoOzvb+uIFAEDdQSAEAKjVjEajNmzYoIMHD0qSWrRoobvvvlv33XefDAaDJKlr165KTEzU/PnztW7dOjVp0kQzZszQ8OHDbZZl+ZDqqlWrdPToUQUEBGjp0qXq2LGjfVcKAFDtCIQAALXaww8/rIcffviS+fr06aM+ffpcMl9cXJw1IAIA1F08IwQAAADA6VQoEDpw4IASEhI0aNAgBQUFKTo6utx86enpGjx4sIxGoyIjI7Vq1apy8yUnJysiIkIhISGKjY3V9u3bL38NAAAAAKCSKhQI/fzzz0pPT1fr1q2trxc9365duxQfH69OnTrp9ddfV2xsrGbPnq23337bJl9ycrIWLFigESNGaMmSJWrTpo3GjRunffv2XfnaAAAAAEAFVOgZoYiICOubd6ZPn67vvvuuTJ7FixcrKChIs2fPliSFh4fr8OHDWrx4sYYNGyZXV1eZTCYlJSVp9OjR1vHXoaGhiomJUVJSkl555ZWqWi8AAAAAuKAK3RGyvFr0Qkwmk3bs2KEBAwbYpEdHRysnJ0d79+6VJGVkZKiwsFADBw605nFzc1P//v21bds2mc3mytYfAAAAACqtSl6WkJ2drZKSkjLD5gICAiTJ+jVvy9e6z8/Xvn17FRUV6ciRI1VRHQAAAAC4qCoJhI4fPy5J8vHxsUm3TFvmFxQUyGAwyNPT0yafr6+vJCk/P78qqgMAAAAAF1WrvyPUuHHDMmn+/t4OqIlzY5vjStSW9lNb6gkAACqmSgIhyx2dgoICm3TLtGW+j4+PTCaTiouL5eHhYc1nuWPUqFGjSpWbm3tCZ8789VyRv7+3cnIKK11/XL7avM35YVsz1Ib2U5vbeXVydXUp94IUAAC1QZUEQq1atZK7u7uysrLUu3dva/r+/fslSW3btpX017NBmZmZCgoKsubLzMyUl5eXmjZtWhXVQS3h7VNfnh61+qYkAAAAaqkq+RVqMBgUHh6utLQ03Xvvvdb0TZs2yd/fX8HBwZKkbt26ydvbW6mpqdZAqLS0VGlpaerVq5dcXFyqojqoJTw96ilmynqHlb9x3iCHlQ0AAADHqlAgdPLkSaWnp0uSDh06pBMnTmjz5s2SJKPRqObNm2vChAkaOXKkZs6cqZiYGGVkZCglJUUJCQnW128bDAaNHz9eCxYskJ+fn4KCgpSSkqLs7GzNmzevmlYRAAAAAGxVKBDKzc3VpEmTbNIs03PmzFFsbKy6du2qxMREzZ8/X+vWrVOTJk00Y8YMDR8+3ObvLB9SXbVqlY4ePaqAgAAtXbpUHTt2rIr1AQAAAIBLqlAg1KJFC/3444+XzNenTx/16dPnkvni4uKsAREAAAAA2FuVfEcIAAAAAGoTXtkFAACAcvGGV9RltGwAAACUize8oi5jaBwAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6BEIAAAAAnA6BEAAAAACnU8/RFQDgvEwlpfL393ZY+aeKT6uw4KTDygcAAI5DIATAYQzuboqZst5h5W+cN0iFDisdAAA4EkPjAAAAADgdAiEAQK2Wlpam+Ph49enTR9dff71iYmK0evVqnTlzxiZfenq6Bg8eLKPRqMjISK1atarc5SUnJysiIkIhISGKjY3V9u3b7bEaAAA7IxACANRqK1askMFg0GOPPabXXntNkZGReu655/Tiiy9a8+zatUvx8fHq1KmTXn/9dcXGxmr27Nl6++23bZaVnJysBQsWaMSIEVqyZInatGmjcePGad++ffZeLQBANeMZIQBArfbaa6/Jz8/POh0eHq6ioiK99dZbmjx5sgwGgxYvXqygoCDNnj3bmufw4cNavHixhg0bJldXV5lMJiUlJWn06NGKi4uTJIWGhiomJkZJSUl65ZVXHLJ+AIDqwR0hAECtdm4QZNGpUycVFxcrPz9fJpNJO3bs0IABA2zyREdHKycnR3v37pUkZWRkqLCwUAMHDrTmcXNzU//+/bVt2zaZzebqXREAgF0RCAEA6pxvvvlGjRo1UuPGjZWdna2SkhK1a9fOJk9AQIAkKSsrS5KUmZkpSWXytW/fXkVFRTpy5Igdag4AsBcCIQBAnbJnzx6tXbtWY8aMkZubm44fPy5J8vHxsclnmbbMLygokMFgkKenp00+X19fSVJ+fn411xwAYE88IwQAqDNycnL00EMPyWg06v7773d0ddS4cUNHV8GhHy2GLfYFLocztBtHrSOBEACgTigsLNT9998vT09PJSUlyd3dXdJfd3QKCgps8lumLfN9fHxkMplUXFwsDw8Paz7LHaNGjRpVuk65uSd05ozjni3y9/dWTg6fDa4Jauu+cIYf4TVdbWw3lVGdx4arq8tFL0gxNA4AUOsVFxdr/Pjxys3N1bJly3TVVVdZ57Vq1Uru7u7WZ4Es9u/fL0lq27atpL+eDbI8K2SRmZkpLy8vNW3atDpXAQBgZwRCAIBa7fTp05o0aZJ+/PFHvf7662revLnNfIPBoPDwcKWlpdmkb9q0Sf7+/goODpYkdevWTd7e3kpNTbXmKS0tVVpamnr16iUXF5fqXxkAgN0wNA4AUKvNmjVLn3zyiR599FGdOnVK//3vf63z2rdvr4YNG2rChAkaOXKkZs6cqZiYGGVkZCglJUUJCQlydT17TdBgMGj8+PFasGCB/Pz8FBQUpJSUFGVnZ2vevHkOWjsAQHUhEAIA1Gqff/65JOnFF18sM++NN95QWFiYunbtqsTERM2fP1/r1q1TkyZNNGPGDA0fPtwmv+VDqqtWrdLRo0cVEBCgpUuXqmPHjtW/IgAAuyIQAgDUalu3bq1Qvj59+qhPnz6XzBcXF2cNiAAAdRfPCAEAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6BEIAAAAAnA6BEAAAAACnQyAEAAAAwOkQCAEAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpVFkgtHbtWnXo0KHMv1mzZtnkS09P1+DBg2U0GhUZGalVq1ZVVRUAAAAAoELqVfUCly1bJm9vb+v01Vdfbf3/rl27FB8fr0GDBmnatGnKyMjQ7NmzVa9ePQ0fPryqqwIAAAAA5aryQCg4OFh+fn7lzlu8eLGCgoI0e/ZsSVJ4eLgOHz6sxYsXa9iwYXJ1ZaQeAAAAgOpnt8jDZDJpx44dGjBggE16dHS0cnJytHfvXntVBQAAAICTq/JAKCYmRp06dVJERIQWLVqk06dPS5Kys7NVUlKidu3a2eQPCAiQJGVlZVV1VQAAAACgXFU2NM7f318TJ05USEiI3NzctG3bNiUmJurgwYOaO3eujh8/Lkny8fGx+TvLtGU+AAAAAFS3KguEevXqpV69elmne/ToIW9vby1cuFDx8fFVVYyNxo0blknz9/cuJyeqE9sctVlF2y/tHACAuqXKX5Zwrv79+2vhwoXau3evdQhcQUGBTR7LtK+vb6WXn5t7QmfOmK3T/v7eyskpvIIao7KuZJvzwxI1QUXaL+eW8rm6upR7QQoAgNrAbi9LaNWqldzd3cs8C7R//35JUtu2be1VFQAAAABOrloDoffff18uLi7q3LmzDAaDwsPDlZaWZpNn06ZN8vf3V3BwcHVWBQAAAACsqmxoXFxcnMLCwhQYGCgXFxd99tlnWr16tYYOHaqWLVtKkiZMmKCRI0dq5syZiomJUUZGhlJSUpSQkMA3hAAAAADYTZUFQm3bttWaNWt05MgRnT59Wm3atNHUqVM1ZswYa56uXbsqMTFR8+fP17p169SkSRPNmDFDw4cPr6pqAAAAAMAlVVkg9MQTT+iJJ564ZL4+ffqoT58+VVUsAAAAAFQa49EAAAAAOB0CIQBArXfgwAElJCRo0KBBCgoKUnR0dLn50tPTNXjwYBmNRkVGRmrVqlXl5ktOTlZERIRCQkIUGxur7du3V2f1AQAOQCAEAKj1fv75Z6Wnp6t169Zq165duXl27dql+Ph4derUSa+//rpiY2M1e/Zsvf322zb5kpOTtWDBAo0YMUJLlixRmzZtNG7cOO3bt88eqwIAsJNq/aAqAAD2EBERocjISEnS9OnT9d1335XJs3jxYgUFBWn27NmSpPDwcB0+fFiLFy/WsGHD5OrqKpPJpKSkJI0ePVpxcXGSpNDQUMXExCgpKUmvvPKK/VYKAFCtuCMEAKj1LvUJBpPJpB07dmjAgAE26dHR0crJydHevXslSRkZGSosLNTAgQOtedzc3NS/f39t27ZNZrO56isPAHAI7gg5MW+f+vL0uPIm4O/vXQW1AYDqk52drZKSkjLD5gICAiRJWVlZMhqNyszMlKQy+dq3b6+ioiIdOXJE11xzjX0qDQCoVgRCTszTo55ipqx3WPkb5w1yWNkAnMvx48clST4+PjbplmnL/IKCAhkMBnl6etrk8/X1lSTl5+cTCAFAHUEgBABANWncuKGjq8Bd+xqEfYHL4QztxlHrSCAEAKjzLHd0CgoKbNIt05b5Pj4+MplMKi4uloeHhzWf5Y5Ro0aNKlVubu4JnTnjuOeK/P29lZNT6LDy8Zfaui+c4Ud4TVcb201lVOex4erqctELUgRCAJyWqaS0wp18df0YOFV8WoUFJ6tl2fhLq1at5O7urqysLPXu3duavn//fklS27ZtJf31bFBmZqaCgoKs+TIzM+Xl5aWmTZvasdYAgOpEIATAaRnc3Rz6nJx09lm5un2tr2YwGAwKDw9XWlqa7r33Xmv6pk2b5O/vr+DgYElSt27d5O3trdTUVGsgVFpaqrS0NPXq1UsuLi6OqD4AoBoQCAEAar2TJ08qPT1dknTo0CGdOHFCmzdvliQZjUY1b95cEyZM0MiRIzVz5kzFxMQoIyNDKSkpSkhIsL5+22AwaPz48VqwYIH8/PwUFBSklJQUZWdna968eQ5bPwBA1SMQAgDUerm5uZo0aZJNmmV6zpw5io2NVdeuXZWYmKj58+dr3bp1atKkiWbMmKHhw4fb/J3lQ6qrVq3S0aNHFRAQoKVLl6pjx472WRkA+P8qM4S7utTlIdwEQgCAWq9Fixb68ccfL5mvT58+6tOnzyXzxcXFWQMiAHAUhnBXr4t/ihsAAAAA6iACIQAAAABOh0AIAAAAgNMhEAIAAADgdAiEAAAAADgdAiEAAAAATodACAAAAIDTIRACAAAA4HQIhAAAAAA4HQIhAAAAAE6HQAgAAACA0yEQAgAAAOB06jm6As7K26e+PD3Y/AAAAIAj8EvcQTw96ilmynqH1mHjvEEOLR8AAABwFIbGAQAAAHA6BEIAAAAAnA6BEAAAAACnQyAEAAAAwOkQCAEAAABwOgRCAAAAAJwOr88GAACogfjmIFC9OLoAAABqIL45CFQvhsYBAAAAcDoEQgAAAACcDkPjAMCBTCWl8vf3dlj5p4pPq7DgpMPKBwDAUQiEAMCBDO5uDn0GYOO8QSp0WOkAADgOQ+MAAAAAOB0CIQAAAABOh0AIAAAAgNMhEAIAAADgdBzysoRff/1VzzzzjDIyMuTh4aGBAwdq6tSpql+/vt3qwNeaAQAXUhP6KQCoCezxdtOLLb86325q90igoKBAo0ePVrNmzfTKK68oLy9Pc+bMUV5enhYsWGC3ejj6a818qRkAaqaa0k8BQE1Ql99uavdA6J133lFBQYHWrVsnPz8/SZKbm5umTp2q+Ph4BQQE2LtKAABY0U8BgHOweyC0bds2hYeHWzsXSbrtttv0+OOPa9u2bXQwAACHop+CRVUPo3fkx5MBlGX3QCgzM1NDhgyxSTMYDGrVqpWysrIqtSxXV5cKpV1Ik6scO9bb0eXXhDpQPm3A2cuvCXWozHmzKv6upqvufsreakIdaitPj3qKe/ZDh5WfPPNWh58fJMefoyifNlBd/ZSL2Ww2X9aSL1NwcLAmTZqkcePG2aQPHz5cjRs31qJFi+xZHQAAbNBPAYBz4PXZAAAAAJyO3QMhHx8fFRQUlEkvKCiQr6+vvasDAIAN+ikAcA52D4TatWunzMxMmzSTyaTs7Gy1bdvW3tUBAMAG/RQAOAe7B0K9e/fWjh07dOzYMWvaRx99JJPJpD59+ti7OgAA2KCfAgDnYPeXJRQUFCg6OlrNmzdXfHy8cnNzNXfuXHXv3p0P1QEAHI5+CgCcg90DIUn65Zdf9Oyzz+qbb76Rh4eHBg4cqEcffVT16zv+9YAAANBPAUDd55BACAAAAAAciddnAwAAAHA6BEIAAAAAnE6tCYRGjRqlDh06lPtv6dKl1ny7d+/W8OHDFRISol69eunVV19VaWmpA2tee1Vkmy9cuLDc+cnJyQ6ufe21ZcsWDR06VF27dlWPHj00ceJE/frrr2XyrVu3TlFRUTIajRo4cKBSU1PtX9k6pCLb/ULHxJ49exxTaUBnzwWxsbEKCQlRWFiY7rvvPuXl5Vnnp6ena/DgwTIajYqMjNSqVascWNu6i98pNQt9ac2xbds2DRkyREajUT179tScOXN06tSpMvkccWzUq9alV6F//vOfOnHihE3a+vXrtXr1avXu3VuS9Ntvv+nee+9VaGiolixZoqysLL3wwgsymUyaOnWqI6pdq1Vkm0uSp6enVq5caZOvWbNmdqljXbN9+3Y9+OCDuv322zV58mQVFBRo0aJFuu+++7Rx40Y1bNhQkrR582ZNmzZN48aNU48ePbRlyxY98sgj8vLy4vW+l6Gi212SunXrpmnTptn8fbt27exdZUCSlJSUpKVLl2rcuHGaNm2aCgsL9dVXX6mkpESStGvXLsXHx2vQoEGaNm2aMjIyNHv2bNWrV0/Dhw93cO3rFn6n1Bz0pTXHjh079I9//EMDBgzQww8/rMzMTL388svKycnR/PnzrfkcdmyYa7EhQ4aYo6OjrdMJCQnmPn36mIuLi61pSUlJ5s6dO5uPHTvmgBrWPedv81dffdV8/fXXO7BGdcvjjz9u7tu3r/nMmTPWtG+//dYcGBho/vTTT61pUVFR5oceesjmb++77z7zkCFD7FbXuqSi233kyJHmcePGOaKKQBmZmZnmoKAg89atWy+YJy4uzjx06FCbtJkzZ5p79OhhLi0tre4qOj1+pzgGfWnNMWrUKPPgwYNt0lasWGEODAw0f//999Y0Rx0btWZo3Pl+/fVX7dmzR7fffrs1bdu2bYqMjJTBYLCmRUdHy2QyaceOHY6oZp1S3jZH1Tp9+rS8vLzk4uJiTfP29rbJ89tvvykrK0sDBw60SY+OjtaePXtshsSgYiqy3YGaZu3atWrWrJn69u1b7nxL3zdgwACb9OjoaOXk5Gjv3r32qKbT4neK49CX1hx79uxRjx49bNIs01u3brWmOerYqLWB0IYNG+Tq6qqYmBhJUlFRkX7//fcyQ1RatGih+vXrKysryxHVrFPO3+YWp06dUvfu3RUUFKSoqCi99dZbDqph7Td48GBlZWVp1apVKigo0MGDB/X888+rXbt26t69uyRZ2/L5bb19+/Y281FxFdnuFjt37lTXrl1lNBo1fPhwbd++3UG1hrP79ttv1aFDByUmJqpHjx4KDg7W0KFDtXPnTklSdna2SkpKypwrAgICJHGuqG78TnEc+tKaw8XFxSa4kSR3d3dJUmZmpiTHHhu15hmh823cuFE33XSTrrnmGklSYWGhJMnHx6dMXh8fHx0/ftyu9auLzt/mktSqVStNnTpVQUFBMplM2rx5s2bNmqW8vDxNnDjRgbWtncLDw7Vw4UJNnTpVzz77rCQpMDBQK1assJ5ILG35/Lbu6+trMx8VV5HtLkk33XSTbr/9drVp00ZHjx7VypUr9fe//13Lly8vEzAB1S0nJ0ffffed9u3bpyeeeEINGzbU8uXLNXbsWKWmpl7wXGGZ5lxRvfid4jj0pTVHmzZttHv3bps0y7RlGzvy2KiVgdB///tfZWdn6x//+Iejq+I0LrTNBw0aZDNtebjw9ddfV1xcnBo0aGC3OtYFGRkZmjZtmoYOHaqIiAjl5+crMTFR48eP1+rVq+Xp6enoKtZJFd3uDz30kM3f9evXT7fffrsWLVpEIAS7M5vNKioq0urVq9WpUydJZ4P1fv36KTk5WdHR0Q6uofPid4pj0ZfWHPfcc4+eeOIJrVy5UoMGDVJWVpYWLFggNzc3m6GLjlIrh8Zt2LBBHh4eioqKsqZZxn4WFBSUyV9QUGCN8HF5ytvmFxIVFaXi4mLt37/fDjWrW5599lmFhYXp8ccfV3h4uKKiorR06VJ9//33Wr9+vaS/rlad39YtV0xo65VXke1eHoPBoH79+vGsBRzCx8dHjRo1sgZBklS/fn116dJFP//88wXPFZZpzhXVh98pjkVfWnPExsZqzJgxeuGFFxQWFqbRo0fr7rvvlq+vr/z9/SU59tiodYHQ6dOnlZqaqr59+9q80rZBgwZq1qyZdbyhxaFDh3Ty5Em1bdvW3lWtMy60zVH1MjMz1bFjR5u0a665RldddZWys7MlydqWzx8za2n7tPXKq8h2B2oay7MM5SkuLlarVq3k7u5e5lxhuUjFuaJ68DvF8ehLaw5XV1c9/vjj2rFjh9avX6/t27frzjvvVF5enrp27SrJscdGrQuEPv/8cx07dqzcN5f17t1bH3/8sUwmkzXt/fffl8FgYNjKFbjYNi9PamqqPD09rQ/kouKaNWtW5u7CoUOHdOzYMTVv3lyS1LJlS7Vt27bMR982bdoko9EoPz8/u9W3rqjIdi+PyWTSli1bZDQaq7uKQBl9+/ZVfn6+TdstKirSf//7XwUHB8tgMCg8PFxpaWk2f7dp0yb5+/srODjY3lV2CvxOcTz60prH29tbHTt2lLe3t1atWiUfHx+bO6aOOjZq3TNCGzZsUKNGjWw+6GkxduxYbdy4UQ8//LBGjRqlrKwsJSYmasyYMdzivAIX2+axsbG64447dN1116mkpESpqanWfVC/fn0H1LZ2GzFihJ555hk988wz6tevn/Lz85WUlKTGjRurf//+1nwPPfSQJk+erFatWunmm2/Wxx9/rC+++EJLlixxYO1rr4ps9//85z9atmyZbrnlFjVv3lxHjx7VG2+8oYMHD2rWrFkOXgM4o8jISIWEhFjPB15eXlq+fLlOnTql++67T5I0YcIEjRw5UjNnzlRMTIwyMjKUkpKihIQEubrWumuhtQK/UxyPvrTm2L17t3bs2KGgoCAVFxdr69atWrt2rV566SWblyM46thwMZvN5mpbehX7888/1aNHD91xxx166qmnys2ze/duzZ49W3v37pWvr6/uvPNOPfjgg3Jzc7NvZeuIS23zhx9+WHv27FFOTo6ks0M1RowYoSFDhti5pnWD2WzWu+++q9WrVys7O1teXl7q0qWLHnnkkTKvlXzvvff02muv6dChQ2rVqpUmTJhQ5nsIqJiKbPcDBw5o1qxZ+vHHH5Wfny9PT0916dJF8fHxuuGGGxy8BnBWeXl5euGFF/Txxx+ruLhYXbp00WOPPWZzlzI9PV3z589XZmammjRponvvvVejR492YK3rLn6n1Az0pTXHDz/8oH/+85/6+eefZTabFRwcrPHjx6tnz55l8jri2KhVgRAAAAAAVAXuiwMAAABwOgRCAAAAAJwOgRAAAAAAp0MgBAAAAMDpEAgBAAAAcDoEQgAAAACcDoEQAAAAAKdDIAQAAADA6RAIAQAAAHA6/w8qzP/pgV8whQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -765,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 252, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -788,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 253, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -797,7 +788,7 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 253, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, @@ -855,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -1280,7 +1271,7 @@ "[100 rows x 100 columns]" ] }, - "execution_count": 8, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -1291,33 +1282,29 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtEAAAF1CAYAAAAurLZiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAnNklEQVR4nO3df5RdZX3v8c/HSYCxtg4IVTOAiUpjoV5NPUVd+BPFYPWSLGor1bbo0svqvXqrtsabqBVFK/Hm1mqX3laKP/AnUKRpWtc1RVHastQyMSgCTaWgkgElAuPPEZPwvX+cPeTM5JyZec7Z5+xf79daWZmzz5nZz5k9e+/Pefb3ebYjQgAAAACW70FFNwAAAACoGkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQADsv0y2/86wPf/P9vn5tmmPNdv+yO23zHKNvXD9httX1x0OwA0AyEaQC3YfontKds/tn1nFgyfVnS7FrL9Vtsf71wWEc+PiEuKalPn+nP4QLDadmTb4ce2v2V7c36t7S0i3hkRrxzFugCAEA2g8mz/saT3SHqnpIdLOlHS/5W0oY+ftWI5y7CkiYh4iKQXSfpT22cU3SAAyBMhGkCl2X6opAskvSoiroyIn0TE/oj4h4jYlL3mSNvvsX1H9u89to/MnnuW7b22/5ft70r6cNZbfIXtj9v+oaSX2X6o7Q9mvdzTtt9he6xHm95r+3bbP7S9y/bTs+VnSnqjpBdnvbRfy5Z/0fYrs68fZPvNtr9t+y7bH83eY2cv77m2v2P7+7bf1KMNa2zP2H5Q9vhvbN/V8fzHbL+2c/22f1XSX0t6ata+mY4febTtz9j+ke2v2H7McrZPRExJulHSE7N1zeuJ73hPKzra8nbb12br+ifbxy7n/Xf+7GW8dtz2JbbvtX2z7TfY3ruc9wQAEiEaQPU9VdJRkv5ukde8SdJT1A5yT5B0qqQ3dzz/CEnHSHqUpPOyZRskXSFpQtInJH1E0gFJj5W0TtLzJPUqHbguW9cxkj4p6W9tHxURn1W7t/yyiHhIRDyhy/e+LPv3bEmPlvQQSe9b8JqnSVor6TmS3pKF33ki4jZJP8zaKknPkPTjjtc+U9I1C77nZkl/KOlLWfsmOp4+R9LbJB0t6RZJf9bjvc9j+ymSfi37nuV6iaSXS/plSUdIev2C55d8/8t47fmSVqv9Oz5D0u8ltA8ACNEAKu9hkr4fEQcWec1LJV0QEXdFxD61w+Dvdzx/v6TzI+K+iJjNln0pIrZHxP2SfknSb0p6bdbTfZekv1A7WB4mIj4eEXdHxIGI+HNJR6od5JbjpZLeHRG3RsSPJW2RdM6CkpK3RcRsRHxN0tfU/mDQzTWSnmn7EdnjK7LHa7L39LVltkmS/i4i/i37PX9CWc/yIr5ve1bSl9QurdmesK4PR8R/ZNvi8i7rWu77X+y1vyPpnRFxb0TslfSXCe0DAFHnB6Dq7pZ0rO0ViwTpVZK+3fH429myOfsi4mcLvuf2jq8fJWmlpDttzy170ILXPMD26yW9IltHqB1Yj136rfRs6wq1a73nfLfj65+q3VvdzTWSzpK0V9I/S/qi2h8efibpX7IPCMu13HXOOVbt9/4atXuWV0r6eU7rSmlLr9eu0vzt13VbAkAv9EQDqLovSbpP0sZFXnOH2kF4zonZsjnR5Xs6l92erePYiJjI/v1SRJyy8Juy+uc3qN3TeXRWEvEDSXPpu9u6lmrrAUnfW+L7urlG0tMlPSv7+l8lnaYupRwdlmrfskXEwYh4t9qh/X9ki38i6cEdL3vEYd84GndKOr7j8QkFtQNARRGiAVRaRPxA0lskvd/2RtsPtr3S9vNt/+/sZZ+S9Gbbx2WD1N4i6eO9fmaXddwp6Z8k/bntX8oG/z3G9jO7vPwX1Q69+yStsP0WtXui53xP0uq5AX9dfErS67KBgQ/RoRrqxcpVerX7m5Jm1a73vSYifpit/7fUO0R/T9Lxto9IXd8itkp6g+2jJF0v6Rm2T8wGTG7JcT0pLpe0xfbRticlvbqgdgCoKEI0gMrL6o7/WO3BgvvU7jl+tQ7V4b5D0pSkr0u6QdJXs2Up/kDtQW43SbpX7friR3Z53U5Jn5X0H2qXYvxM80sF/jb7/27bX+3y/R+S9DG1yy9uy77/fya2tdM1ku6OiNs7Hlvt30E3V6s9m8Z3bX9/gPV2+ozav7P/FhFXSbpM7W2xS9I/5rSOVBeoXeZym6TPqb097yuoLQAqyBG5XbkDAKCSbP93SedERLerCwBwGHqiAQCNY/uRtk/LSnPWSvoTLT5NIgDMw+wcAIAmOkLSByStkTQj6VK1p+IDgGWhnAMAAABIRDkHAAAAkIgQDQAAACSqZE30scceG6tXry66GQAAAKixXbt2fT8ijuv2XC4h2vaZkt4raUzSxRGxdcHzz5D0Hkn/Re0phK7oeO6g2vO2StJ3IuKspda3evVqTU1N5dF0AAAAoCvb3+713MAh2vaYpPdLOkPtieuvs70jIm7qeNl3JL1M0uu7/IjZiHjioO0AAAAARiWPnuhTJd0SEbdKku1LJW1Q+65ekqSI+Fb23P05rA8AAAAoVB4DCyc1/5a2e7Nly3WU7SnbX7a9sdeLbJ+XvW5q3759fTYVAAAAGFwZZud4VES0JL1E0ntsP6bbiyLioohoRUTruOO61ncDAAAAI5FHiJ6WdELH4+OzZcsSEdPZ/7dK+qKkdTm0CQAAABiaPEL0dZJOsr3G9hGSzpG0YznfaPto20dmXx8r6TR11FIDAAAAZTRwiI6IA5JeLWmnpJslXR4RN9q+wPZZkmT7N2zvlfTbkj5g+8bs239V0pTtr0n6gqStC2b1AAAAAErHEVF0G5K1Wq1gnmgAAAAMk+1d2di9w5RhYCEAAABQKZW87feobd89rW079+iOmVmtmhjXpvVrtXFdyix+AAAAqBNC9BK2757Wlitv0Oz+g5Kk6ZlZbbmyfZdygjQAAEAzUc6xhG079zwQoOfM7j+obTv3FNQiAAAAFI0QvYQ7ZmaTlgMAAKD+CNFLWDUxnrQcAAAA9UeIXsKm9Ws1vnJs3rLxlWPatH5tQS0CAABA0RhYuIS5wYPMzgEAAIA5hOhl2LhuktAMAACAB1DOAQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkCiXEG37TNt7bN9ie3OX559h+6u2D9h+0YLnzrX9zezfuXm0BwAAABimgUO07TFJ75f0fEknS/pd2ycveNl3JL1M0icXfO8xks6X9GRJp0o63/bRg7YJAAAAGKY8eqJPlXRLRNwaET+XdKmkDZ0viIhvRcTXJd2/4HvXS7oqIu6JiHslXSXpzBzaBAAAAAxNHiF6UtLtHY/3ZsuG/b0AAABAISozsND2ebanbE/t27ev6OYAAACgwfII0dOSTuh4fHy2LNfvjYiLIqIVEa3jjjuur4YCAAAAecgjRF8n6STba2wfIekcSTuW+b07JT3P9tHZgMLnZcsAAACA0ho4REfEAUmvVjv83izp8oi40fYFts+SJNu/YXuvpN+W9AHbN2bfe4+kt6sdxK+TdEG2DAAAACgtR0TRbUjWarViamqq6GYAAACgxmzviohWt+cqM7AQAAAAKAtCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQCJCNAAAAJCIEA0AAAAkIkQDAAAAiQjRAAAAQKIVRTcAyMv23dPatnOP7piZ1aqJcW1av1Yb100W3SwAAFBDhGjUwvbd09py5Q2a3X9QkjQ9M6stV94gSQRpAACQO8o5UAvbdu55IEDPmd1/UNt27imoRQAAoM4I0aiFO2Zmk5YDAAAMghCNWlg1MZ60HAAAYBCEaNTCpvVrNb5ybN6y8ZVj2rR+bUEtAgAAdcbAQtTC3OBBZucAAKBYTZktixCN2ti4brKWOykAAFXRpNmyKOcAAABALpo0WxY90QAAoBBNuezfJE2aLYueaAAAMHJzl/2nZ2YVOnTZf/vu6aKbhgE0abYsQjQAABi5Jl32b5ImzZZFOQcAABi5Jl32b5ImzZZFiAYAACO3amJc010Ccx0v+zdNU2bLopwDAACMXJMu+6Oe6IkGAAAj16TL/qgnQjQAAChEUy77o54o5wAAAAAS0RMN5IAbBgAA0CyEaGBAczcMmJvvdO6GAZII0gAA1BTlHMCAuGEAAADNk0uItn2m7T22b7G9ucvzR9q+LHv+K7ZXZ8tX2561fX3276/zaA8wStwwAACA5hm4nMP2mKT3SzpD0l5J19neERE3dbzsFZLujYjH2j5H0rskvTh77j8j4omDtgMoCjcMAACgefLoiT5V0i0RcWtE/FzSpZI2LHjNBkmXZF9fIek5tp3DuoHCccMAAACaJ48QPSnp9o7He7NlXV8TEQck/UDSw7Ln1tjebfsa20/vtRLb59mesj21b9++HJoN5GPjukldePbjNTkxLkuanBjXhWc/nkGFAADUWNGzc9wp6cSIuNv2kyRtt31KRPxw4Qsj4iJJF0lSq9WKEbcTWBQ3DAAAoFny6ImelnRCx+Pjs2VdX2N7haSHSro7Iu6LiLslKSJ2SfpPSb+SQ5sAAACAockjRF8n6STba2wfIekcSTsWvGaHpHOzr18k6eqICNvHZQMTZfvRkk6SdGsObQIAAACGZuByjog4YPvVknZKGpP0oYi40fYFkqYiYoekD0r6mO1bJN2jdtCWpGdIusD2fkn3S/rDiLhn0DYBAAAAw+SI6pUXt1qtmJqaKroZAAAAqDHbuyKi1e057lgIAAAAJCp6dg6gq+27p7Vt5x7dMTOrVRPj2rR+LbNfAACA0iBEo3S2757Wlitv0Oz+g5Kk6ZlZbbnyBkkiSAMAgFIgRKN0tu3c80CAnjO7/6C27dxDiAYwclwZA9ANIRqlc8fMbNJyFIdwgbrjyhiAXhhYiNJZNTGetBzFmAsX0zOzCh0KF9t3L7zXElBdi10ZA9BshGiUzqb1azW+cmzesvGVY9q0fm1BLUI3hAs0AVfGAPRCOQdKZ+4SKWUC5VbWcEGJCfK0amJc013+prkyBoAQjVLauG6S4FNyZQwX1K8ib5vWr533NyVxZQxAG+UcAPpSxrIbSkyQt43rJnXh2Y/X5MS4LGlyYlwXnv14PpQBoCcaQH/KWHZT1hITVBtXxgB0Q4gG0LeyhYvFSkyolQYA5IlyDgC10avE5NmPO47p+AAAuaInGkAp5NFT3KvEhLtgAtXClSNUASEaQOHynFWjW4nJ6y67vutrqZUGyodZdlAVlHMAKNywZ9XgLphAdTDLTnVs3z2t07ZerTWbP6PTtl7duBI5QjSAwg17Vo0yTscHoDtm2amGuSsGTR5rQogGULhh9xQz1y9QHVw5qgauGFATDaAERnFXuLJNxwegO+4SWQ1cMSBEAyiBMt64BUAxOB5Uw2Lz8jeFI6LoNiRrtVoxNTVVdDMAAAAqJa/pAxfOoiK1rxjUrVTO9q6IaHV7jp5oAACABsh7OlGp2VcMCNHIFRPkAwBQTnnfeKrpY00I0cgNE+Sj6fgQCaDM+h0MyLGtO0I0ekrdaUZ1a2V2ZpQRHyLLh2MFMF8/gwE5tvXGPNE1lMcdhPqZRH0U090wuTvKijlTy4VjBXC4fm48xbGtN0J0zeR14uhnpxnFBPnszBiGPD54MmdquXCsAA7Xz42nOLb1RjlHzeRVUtHPTjOKCfLZmZG3vC5VMmdquXCsALpLHQzIsa03eqJrJq8TRz+9yqO4tXLdbwebR49o3Qz7d5JXj2U/l0kxPHU/VjQZx8nR4tjWGz3RNZPXJ8Z+e5WHPd1NnW8Hy+CNw43id5LXB8/F5kxlgNvo1flY0WQcJ0eP+aB7I0QPSVEnzbxOHGXdacrarjyManaTKlmqlziPv4M8L1V2+xDJSb+7YR8j63ysaDKOk8Vo+nzQvRCih6DIk2aeJ46y7jRlbdegqOE8XK/3PrdP5bGPDbvHsoon/WEH3MWOkVJ+wbeux4om4ziJMiFED0HRJ01OHNXE4I3D9fqdjNm57WPD7rGs2kl/FJ0AvY6Rb91xo+47cD+99uiJ4+RwUXqWhoGFQ1C1kyaGJ2UADIM3Dtfrd3Iwouvr+93HNq6b1LWbT9dtW1+gazef3ujBsKOYGq7XdpqZ3c+0dFgUx8nhYW71dIToAfQKSFU7aWI4Ug9Io5jdpGp6/U4mK7SPVe2kP4pOgNTtRAcE5nCcHB7mVk9HOUefFrvkyahwSP2V9VCKc7hev5Oq7GNVG+A2isvlvY6RR618kO796f6hrjtPXPouBsfJ4eAqejpCdJ8WC0jXbj79gddwcG0uDkjDU7VgWqWT/ig6AXptP6k6H46YdQV1Q715OkJ0n5YKSFU6aWI4OCANF/vYcIzqA8pi268KH46KHkC+GHrI0Q+uoqcjRPeJgISlcEBCVRX5AWUU684jZJb1ShM95OhX1a7wlQEhuk8EJCyFAxJQPnmFzLJ2pJS5hxzlxxW+NIToPhGQsBwckIByyStklrUjpaw95EAdEaIHQECqtrrXDdb9/QH9yCtklrUjpaw95E3FcbjeCNFopLrXDdb9/QH9yjNklrEjpaw95E3Ecbj+CNElx6fY4ah73WDe7y/175C/29Hjd748dQ+ZZe0hH4Wy7QN1P8+AEF1qfIodnrrXDeb5/lL/Dvm7HT1+58vXhJBZxh7yYSvjPlD38wy47XepcQvO4an7rdnzfH+pf4f83Y5eE37n23dP67StV2vN5s/otK1Xa/vu6b5/1sZ1k7p28+m6besLdO3m0xsXOOuojPtA3c8zIESXGp9ih2fT+rUaXzk2b1mdLunm+f5S/w75ux29uv/O53oZp2dmFTrUyzhIkEa9lHEfqPt5BoToUuNT7PBsXDepC89+vCYnxmVJkxPjuvDsx9emRyrP95f6d8jf7ejV/Xdexl5GlEsZ94G6n2dATXSpLTYApmwDKKqo7nWDeb2/1IFYdR+4VUZ1/52XsZcR5VLWfaDu55mmI0SXWK8BMJJKN4CiTviAMl/qQKwmDNwqm7r/zpn7GEup+z6AcnJEFN2GZK1WK6ampopuRmFO23p11xPK5MS4rt18egEtWlpVgunCEd5SuzeDS3BAceq0X1blWAigzfauiGh1e46e6Aoq+tJmP3MGV6XnnHk9gfKpSy9jlY6FAJZGiK6gIi9t9nMSqFIwXeoDCr1Ig+H3h37Voba0SsdCAEtjdo4K6nfanDzmWe1nlHwZes6X+74XG+HNNFuD4feHpiv6WAggX4ToCupn2py8Akw/J4Eipx5Kfd+LfUBhmq3B8PtD05VxGjYA/aOco6JSL23mdRmxn1KSIqceSn3fi9Vevu6y67uug16k5aEXDmU37HKjsk7DhsFRqtZMhOiGyCvA9HMSKHJQUD/vu9cHFKbZGgy/P5TZKAb91WWAJOZjwGhzEaIbIq8A0+9JoKhBQXkGN3qRBsPvD2U2qkF/dRggifkYMNpcuYRo22dKeq+kMUkXR8TWBc8fKemjkp4k6W5JL46Ib2XPbZH0CkkHJf1RROzMo02YL88AU6WTQN7vW6IXqV/8/rrjMnA5UG6EfpX1b4djy/ANHKJtj0l6v6QzJO2VdJ3tHRFxU8fLXiHp3oh4rO1zJL1L0ottnyzpHEmnSFol6XO2fyUi5n+kw8CaGmDyft9V+gBRRvz+5uMycHnkXW40igBTZEgioB1SxlI1ji2jkUdP9KmSbomIWyXJ9qWSNkjqDNEbJL01+/oKSe+z7Wz5pRFxn6TbbN+S/bwv5dAuLNDUANPU943y4zLw4PIKc3letRpFgCkyJPWz7jqH7jKWqnFsGY08QvSkpNs7Hu+V9ORer4mIA7Z/IOlh2fIvL/jerlvX9nmSzpOkE088MYdmA9VS55NQU5X1MnBV5Bkk87xqNYoA08868jqGpK677r2iZbzSW9ZjS93OY5UZWBgRF0m6SJJarVYU3BxgpOp+EmqqMl4GrpK8w2peV61GEWBS15HnMSR13U3oFS3yime3YFrGY0sdz2N53GxlWtIJHY+Pz5Z1fY3tFZIeqvYAw+V8L9B43Kiknvq9+yjaytrbNoqbqqSuI89jSOq6y7qdyqrXXXa7Le91Q7FnP+640h1b6ngeyyNEXyfpJNtrbB+h9kDBHQtes0PSudnXL5J0dUREtvwc20faXiPpJEn/lkObgFrhJFRP/dx9FIeU9Q6Ao/hwlLqOPI8hqesu63Yqo16h+M3bb+i6/G3/cGPXYPqFf99XumNLHc9jA5dzZDXOr5a0U+0p7j4UETfavkDSVETskPRBSR/LBg7eo3bQVva6y9UehHhA0qvqPjNH3eqBMBplvDSHfDDwtX9lHNAljaZGNnUdeR5DUtdd9Haq0nm3V2/tp75yuw5GHLZ84Wvn3DEzW7pjSx3PY46oXnlxq9WKqampopuRbGE9kNQ+kBT96bBIVTq4FYm/HaA7jiHLU/QxpKjtVPT7TrVm82eURyqbnBjXtZtPz+En5adq22KO7V0R0er2XGUGFtZBEwZXpKjjIINhKePob6AMytbbVlZFH0OK2k5VO+/26q0dsw/riZakifGVuu/A/aW7GtNN0X+Dw0CIHqE61gMNomoHt6IRFoD6GkVPbROPIVU77/YqffmtJ03q07umD1v+1rNOkVSdYFq3v0FC9AjVsR5oEFU7uAHAMCx2VU6qTkAqo6qddxfrrW096piefwv8TRSDED1CRQ+uKJuqHdwAYBh6XZV7644b512qp+QtXRXPu716a+vWi1sHeUxxh2ViOqv5mCMXSNdrDllUV6+rbzOz+2s3r+6ocd7FMNETPWJ8kjykjoMM0AyjqF/ttg5JpRyMywwZg+l1Va4XSt7ScN7FsDDFHQAkGMU0Tb3WcdTKB+nen+4/7PVFTmdV1WmryqRK2xtomsWmuKOcAwASjOLWtb3W0S1QScX2TNbxVr6j1qvk4Pz/egolb0CJUc4BAAlGMatM6s8qcjAus+zkY7GSA0plgHIiRIN6RiDBKGaV6bWOfm6ssNj+nce+zyw7w0U9L1BelHM03Fwt3vTMrEKHBiox4h/obhSzyvRax1vPOiVppoHF9u+89n1m2UGTMDsOOjGwsOFO23p1114kBq4AvRU1O0fqOhbbvyXltu9zNQtNwCDaZlpsYCHlHA1HPSOQbhSX2PNYRz/7dz/7PiUHaILFBtHy999MlHM0XK+6ReoZgepbbP9m3wfS0OmEhQjRDUc9I+ZQ61c/i+3f7PtAGj54YiHKORqOuwZCOrzWryx3wsNglrN/V6G2GyiDTevXdq2J5oNnczGwEAADTDEUDMRC3fChsHkYWAhgUdT6YRgYiIW6YRAtOlETDYBaPwwFH84A1BkhGgCDzDAUfDgDUGeEaADauG4y6U54aKbUGVz4cAagzqiJBiCJWj8srp8ZXJj9B0CdEaIBAEvqd5AgH84A1BXlHACAJTFIEADmI0QDAJbEIEEAmI8QDQA9cCv0QxgkCADzURNdEtwFqVnY3uXHrdDnY5AgloNjG5qE236XALfGbRa2dzVwK3QgDcc21NFit/2mnKMEFhv1jvrJe3tTcjAcDKQD0nAuQ9NQzlECnKybJc/t3U/JAZdbl2fVxHjXnmgG0gHdcS5D09ATXQKMem+WPLd3as/PXOienplV6FDopvf6cAykA9JwLkPTEKJLgJN1s+S5vVN7frjcunzcCh1Iw7ls+SjDqwfKOUqAUe/Nkuf2Ti054HJrGu62hyZLLf3iXLY8zPxTH8zOAVRY6mh4ZpwAsBzMtDE8HIerhdk5gJpKLTngciuAhbqVFlD6NTxcEawPyjmAikspOeByK4BOvUoLFgboOQS9wTHzT30QooGGoc4XwJxePc5jtg52Kfck6A1u0/q1XUtluCJYPYRoAAAaqlfP8sEIja8cI+gNAVcE64MQDQBAQ/UqLZjMgh1Bbzi4Ini4Kt4IjBANAEBDLVZaQNDDqFR12j9m5wAAoKG4qRDKoKqzwdATDQBAg9HjjKJVddo/eqIBAABQmF6zvpR9NhhCNAAAAApT1RuBUc4BAACAwlR12j9CNAAAAApVxdp8yjkAAACARIRoAAAAIBEhGgAAAEhETTQAAECmirefRjEI0QAAAKru7adRDMo5AAAAVN3bT6MYhGgAAABV9/bTKAYhGgAAQNW9/TSKQYgGAABQdW8/jWIwsBAAAEDVvf00ikGIBgAAyFTx9tMoxkDlHLaPsX2V7W9m/x/d43XnZq/5pu1zO5Z/0fYe29dn/355kPYAAAAAozBoTfRmSZ+PiJMkfT57PI/tYySdL+nJkk6VdP6CsP3SiHhi9u+uAdsDAAAADN2gIXqDpEuyry+RtLHLa9ZLuioi7omIeyVdJenMAdcLAAAAFGbQEP3wiLgz+/q7kh7e5TWTkm7veLw3Wzbnw1kpx5/a9oDtAQAAAIZuyYGFtj8n6RFdnnpT54OICNuRuP6XRsS07V+U9GlJvy/poz3acZ6k8yTpxBNPTFwNAAAAkJ8lQ3REPLfXc7a/Z/uREXGn7UdK6lbTPC3pWR2Pj5f0xexnT2f//8j2J9Wume4aoiPiIkkXSVKr1UoN6wAAAEBuBi3n2CFpbraNcyX9fZfX7JT0PNtHZwMKnydpp+0Vto+VJNsrJb1Q0jcGbA8AAAAwdIOG6K2SzrD9TUnPzR7Ldsv2xZIUEfdIeruk67J/F2TLjlQ7TH9d0vVq91j/zYDtAQAAAIbOEdWrjGi1WjE1NVV0MwAAAFBjtndFRKvbc4P2RAMAAACNQ4gGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACDRiqIbAAAAMGrbd09r2849umNmVqsmxrVp/VptXDdZdLOwQJm3EyEaAAA0yvbd09py5Q2a3X9QkjQ9M6stV94gSaUJaCj/dqKcAwAANMq2nXseCGZzZvcf1LadewpqEbop+3YiRAMAgEa5Y2Y2aTmKUfbtRIgGAACNsmpiPGk5ilH27USIBgAAjbJp/VqNrxybt2x85Zg2rV9bUIvQTdm3EwMLAQBAo8wNSivrrA9oK/t2ckQU3YZkrVYrpqamim4GAAAAasz2rohodXuOcg4AAAAgESEaAAAASESIBgAAABIRogEAAIBEhGgAAAAgESEaAAAASESIBgAAABIRogEAAIBEhGgAAAAgESEaAAAASFTJ237b3ifp20NcxbGSvj/En49yYXs3C9u7edjmzcL2bpZhb+9HRcRx3Z6oZIgeNttTve6TjvphezcL27t52ObNwvZuliK3N+UcAAAAQCJCNAAAAJCIEN3dRUU3ACPF9m4WtnfzsM2bhe3dLIVtb2qiAQAAgET0RAMAAACJCNEdbJ9pe4/tW2xvLro9yJ/tE2x/wfZNtm+0/Zps+TG2r7L9zez/o4tuK/Jje8z2btv/mD1eY/sr2b5+me0jim4j8mF7wvYVtv/d9s22n8r+XV+2X5cdy79h+1O2j2L/rhfbH7J9l+1vdCzruk+77S+zbf91278+zLYRojO2xyS9X9LzJZ0s6Xdtn1xsqzAEByT9SUScLOkpkl6VbefNkj4fESdJ+nz2GPXxGkk3dzx+l6S/iIjHSrpX0isKaRWG4b2SPhsRj5P0BLW3O/t3DdmelPRHkloR8WuSxiSdI/bvuvmIpDMXLOu1Tz9f0knZv/Mk/dUwG0aIPuRUSbdExK0R8XNJl0raUHCbkLOIuDMivpp9/SO1T7CTam/rS7KXXSJpYyENRO5sHy/pBZIuzh5b0umSrshewvauCdsPlfQMSR+UpIj4eUTMiP27zlZIGre9QtKDJd0p9u9aiYh/lnTPgsW99ukNkj4abV+WNGH7kcNqGyH6kElJt3c83pstQ03ZXi1pnaSvSHp4RNyZPfVdSQ8vql3I3XskvUHS/dnjh0maiYgD2WP29fpYI2mfpA9n5TsX2/4FsX/XUkRMS/o/kr6jdnj+gaRdYv9ugl779EizHCEajWT7IZI+Lem1EfHDzueiPWUN09bUgO0XSrorInYV3RaMxApJvy7pryJinaSfaEHpBvt3fWR1sBvU/vC0StIv6PDL/qi5IvdpQvQh05JO6Hh8fLYMNWN7pdoB+hMRcWW2+Htzl3yy/+8qqn3I1WmSzrL9LbVLtE5Xu2Z2Irv8K7Gv18leSXsj4ivZ4yvUDtXs3/X0XEm3RcS+iNgv6Uq193n27/rrtU+PNMsRog+5TtJJ2ajeI9QenLCj4DYhZ1k97Acl3RwR7+54aoekc7Ovz5X096NuG/IXEVsi4viIWK32Pn11RLxU0hckvSh7Gdu7JiLiu5Jut702W/QcSTeJ/buuviPpKbYfnB3b57Y3+3f99dqnd0j6g2yWjqdI+kFH2UfuuNlKB9u/qXb95JikD0XEnxXbIuTN9tMk/YukG3SoRvaNatdFXy7pREnflvQ7EbFwIAMqzPazJL0+Il5o+9Fq90wfI2m3pN+LiPsKbB5yYvuJag8iPULSrZJernaHEft3Ddl+m6QXqz3z0m5Jr1S7Bpb9uyZsf0rSsyQdK+l7ks6XtF1d9unsw9T71C7r+amkl0fE1NDaRogGAAAA0lDOAQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkOj/A40Z3mSyaSEOAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1342,7 +1329,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -1351,20 +1338,18 @@ "Text(0.5, 1.0, 'Blue Switch On')" ] }, - "execution_count": 10, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1382,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -1391,7 +1376,7 @@ "[Text(0.5, 0, 'Blue Switch On'), Text(1.5, 0, 'Blue Switch Off')]" ] }, - "execution_count": 11, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, @@ -1436,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1468,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1489,7 +1474,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -1525,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1556,7 +1541,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -1569,21 +1554,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Classic Least Square prediction" + "**Classic Least Square prediction**" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8567839195979899" + "0.8668341708542714" ] }, - "execution_count": 17, + "execution_count": 133, "metadata": {}, "output_type": "execute_result" } @@ -1607,56 +1592,56 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**K-Nearest-Neighbor prediction**" + ] + }, + { "cell_type": "code", - "execution_count": 18, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ - "def linear(x, a, b):\n", - " return a*x + b\n", - "\n", - "new_train_db = pd.DataFrame(data_train)\n", - "#for i in range(2, data_train.shape[1]):\n", - "i = 18\n", - "for i in range(2, new_train_db.shape[1]):\n", - " if i==10:\n", - " continue\n", - " if i==39:\n", - " continue\n", - " new_train_db = new_train_db.sort_values(i)\n", - " y = np.array(new_train_db[i])\n", - " x = range(y.shape[0])\n", - " popt, pcov = curve_fit(linear, x, y)\n", - " #\n", - " fit = linear(x, *popt)\n", - " dist = y-fit\n", - " #dist[dist>0] = 1\n", - " #dist[dist<=0] = 0\n", - "\n", - " new_train_db[i] = dist\n", - "new_train = np.array(new_train_db)" + "#distance = {}\n", + "#for i in range(x_data.shape[0]):\n", + "# distance[i] = np.zeros(x_data.shape[0])\n", + "# for j in range(x_data.shape[0]):\n", + "# distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n", + "#k = 5 \n", + "#prediction = np.zeros(len(distance[0]))\n", + "#for i in range(len(distance)):\n", + "# if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n", + "# prediction[i] = 1\n", + "# elif x_data[:,1][i] == 0:\n", + "# prediction[i] = 0\n", + "# else:\n", + "# prediction[i] = 0\n", + "# \n", + "#np.count_nonzero(prediction == y_data)/y_data.shape[0]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f40054645b0>" + "<matplotlib.collections.PathCollection at 0x7fe61badfa60>" ] }, - "execution_count": 19, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 504x360 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, @@ -1664,172 +1649,141 @@ } ], "source": [ - "x_data = new_train[:, 1:]\n", - "y_data = new_train[:, 0]\n", - "\n", - "distance = np.zeros(len(x_data))\n", - "for i in range(len(x_data)):\n", - " distance[i] = np.linalg.norm(x_data[i])\n", - "\n", - "color = ['r' if c==0 else 'b' for c in y_data]\n", - "plt.figure(figsize=[7, 5])\n", - "plt.scatter(range(len(distance)), (distance), c=color, marker='.')\n", - "#plt.plot(range(len(distance)), [np.mean(distance)]*len(distance), c='black', lw=3.5)" + "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n", + "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 82], c=color)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# K-Nearest-Neighbor prediction" + "**Blue Switch Off & Row 82 > 3.5 & Random Forest classification**" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8261306532663316" + "DecisionTreeClassifier(criterion='entropy', max_depth=10, min_samples_leaf=2,\n", + " min_samples_split=7, random_state=100)" ] }, - "execution_count": 20, + "execution_count": 296, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "distance = {}\n", - "for i in range(x_data.shape[0]):\n", - " distance[i] = np.zeros(x_data.shape[0])\n", - " for j in range(x_data.shape[0]):\n", - " distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n", - "k = 5 \n", - "prediction = np.zeros(len(distance[0]))\n", - "for i in range(len(distance)):\n", - " if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n", - " prediction[i] = 1\n", - " elif x_data[:,1][i] == 0:\n", - " prediction[i] = 0\n", - " else:\n", - " prediction[i] = 0\n", - " \n", - "np.count_nonzero(prediction == y_data)/y_data.shape[0]" + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.tree import DecisionTreeClassifier \n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "dum2_train = data_train[data_train[:,1]==1]\n", + "d2_train = dum2_train[dum2_train[:,82] <= 3.5]\n", + "\n", + "Xfor_train = d2_train[:,1:]\n", + "yfor_train = d2_train[:,0]\n", + "\n", + "clf = DecisionTreeClassifier(criterion='entropy', random_state=100, \n", + " max_depth=10,\n", + " min_samples_leaf=2,\n", + " min_samples_split=7)\n", + "clf.fit(Xfor_train, yfor_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [], + "source": [ + "def predict(X_data, classifier, y_data=None):\n", + " failed = []; pred = []\n", + " for i in range(X_data.shape[0]):\n", + " if X_data[:,0][i] == 0:\n", + " pred.append(0)\n", + " elif X_data[:,0][i] not in [0, 1]:\n", + " pred.append(0)\n", + " elif X_data[:,81][i] > 3.5:\n", + " pred.append(0)\n", + " else:\n", + " clf_pred = int(classifier.predict(X_data[i:i+1]))\n", + " if np.all(y_data != None):\n", + " if clf_pred != y_data[i]:\n", + " failed.append(i)\n", + " pred.append(clf_pred)\n", + "\n", + " if np.all(y_data != None):\n", + " print(np.count_nonzero(pred == y_data)/y_data.shape[0]*100, \"%\")\n", + " return pred, failed\n", + " return pred" ] }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 299, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f3ff7f63a90>" - ] - }, - "execution_count": 267, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Data\n", + "98.54510184287099 %\n", + "Given Data all toghether\n", + "99.05000000000001 %\n" + ] } ], "source": [ - "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n", - "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 99], c=color)" + "print(\"Training Data\")\n", + "pred1, failed = predict(Xfor_train, clf, yfor_train)\n", + "print(\"Given Data all toghether\")\n", + "pred2, failed = predict(np.array(data_train_db)[:,1:], clf, np.array(data_train_db)[:,0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Blue Switch Off & Row 82 > 3.5 & Least square prediction" + "**Prediction**" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 322, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9227386934673367" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "dum2_train = data_train[data_train[:,1]==1]\n", - "d2_train = dum2_train[dum2_train[:,82]<3.5]\n", - "\n", - "A = d2_train[:,1:]\n", - "b = d2_train[:,0]\n", - "\n", - "x = lstsqr_classifier(A, b)\n", - "\n", - "pred = []\n", - "failed_k = []\n", - "failed_ls = []\n", - "failed = []\n", - "for i in range(X_train.shape[0]):\n", - " if X_train[:,0][i]==0:\n", - " pred.append(0)\n", - " elif X_train[:,81][i] > 3.5:\n", - " pred.append(0)\n", - " else:\n", - " dist = np.zeros(A.shape[0])\n", - " for j in range(A.shape[0]):\n", - " dist[j] = np.linalg.norm(X_train[i] - A[j])\n", - " k_nn = list(b[dist.argsort()][:5])\n", - " \n", - " k_nn_pred = max(set(k_nn), key=k_nn.count)\n", - " lstsq_pred = int(round(X_train[i] @ x))\n", - " if k_nn_pred != y_train[i]:\n", - " failed_k.append(i)\n", - " if lstsq_pred != y_train[i]:\n", - " failed_ls.append(i)\n", - " if lstsq_pred != k_nn_pred:\n", - " failed.append(i)\n", - " pred.append(lstsq_pred)\n", - " \n", - "np.count_nonzero(pred == y_train)/y_train.shape[0]" + "X_test = np.array(data_test)[:,1:]\n", + "pred3 = predict(X_test, clf)\n", + "np.savetxt('./prediction.txt', pred3, fmt='%1g')" ] }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 321, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f3ff5eaeb00>" + "Text(0.5, 1.0, 'y_train')" ] }, - "execution_count": 277, + "execution_count": 321, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 1152x720 with 4 Axes>" ] }, "metadata": {}, @@ -1837,14 +1791,26 @@ } ], "source": [ - "color_ls = ['r' if c==0 else 'b' for c in y_train[failed_ls]]\n", - "color_k = ['red' if c==0 else 'blue' for c in y_train[failed_k]]\n", - "#plt.scatter(np.linalg.norm(X_train[failed_ls], axis=1), X_train[failed_ls]@x, c=color_ls)\n", - "plt.scatter(np.linalg.norm(X_train[failed_k], axis=1), X_train[failed_k][:, 82], c=color_k, alpha=0.3)" + "fig, ax = plt.subplots(2, 2, figsize=[16, 10])\n", + "ax[0][0].hist(pred3)\n", + "ax[0][0].set_title(\"Prediction of Test Data\")\n", + "ax[0][1].hist(data_train[:, 0])\n", + "ax[0][1].set_title(\"All Data\")\n", + "ax[1][0].hist(y_valid)\n", + "ax[1][0].set_title(\"y_valid\")\n", + "ax[1][1].hist(y_train)\n", + "ax[1][1].set_title(\"y_train\")" ] }, { "cell_type": "code", + "execution_count": 319, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], @@ -1860,7 +1826,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1874,7 +1840,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.10.3" } }, "nbformat": 4, diff --git a/ass01/prediction.txt b/ass01/prediction.txt @@ -0,0 +1,500 @@ +1 +1 +0 +1 +1 +0 +0 +1 +1 +0 +1 +1 +0 +1 +1 +0 +0 +0 +0 +1 +1 +0 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +1 +1 +1 +0 +1 +1 +1 +1 +0 +1 +0 +0 +0 +0 +0 +0 +0 +0 +1 +1 +0 +0 +0 +0 +0 +1 +0 +1 +0 +1 +1 +0 +1 +0 +1 +1 +0 +0 +0 +1 +1 +0 +1 +1 +1 +1 +0 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +1 +0 +1 +1 +0 +1 +0 +1 +1 +0 +0 +0 +1 +1 +0 +0 +0 +0 +1 +1 +0 +1 +0 +0 +0 +0 +0 +1 +1 +0 +0 +0 +0 +0 +0 +0 +1 +1 +0 +0 +0 +0 +0 +0 +1 +0 +0 +1 +1 +0 +0 +1 +1 +0 +1 +0 +0 +0 +0 +0 +0 +0 +1 +1 +0 +0 +1 +0 +1 +1 +0 +0 +1 +0 +0 +1 +0 +1 +0 +0 +0 +0 +1 +1 +1 +0 +0 +1 +1 +1 +1 +1 +0 +0 +1 +0 +1 +0 +1 +0 +0 +0 +0 +1 +0 +1 +0 +0 +1 +0 +1 +0 +1 +0 +0 +1 +1 +0 +0 +1 +0 +0 +1 +1 +0 +1 +0 +0 +1 +1 +0 +1 +0 +1 +0 +1 +1 +0 +0 +0 +1 +0 +1 +1 +0 +0 +1 +1 +0 +0 +1 +1 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +0 +1 +1 +0 +1 +1 +0 +0 +1 +0 +0 +1 +1 +1 +1 +0 +0 +0 +1 +0 +0 +0 +0 +1 +0 +1 +0 +0 +0 +0 +1 +0 +0 +0 +0 +0 +1 +1 +0 +1 +0 +1 +0 +0 +1 +0 +0 +1 +1 +1 +1 +0 +1 +0 +1 +1 +0 +1 +0 +0 +0 +0 +1 +1 +1 +0 +1 +1 +1 +1 +0 +1 +0 +1 +1 +0 +0 +0 +0 +1 +0 +0 +1 +1 +1 +1 +0 +1 +0 +1 +0 +1 +0 +0 +1 +0 +0 +1 +1 +0 +1 +0 +0 +1 +1 +0 +0 +0 +1 +1 +1 +1 +1 +0 +0 +0 +0 +1 +1 +0 +0 +1 +0 +0 +0 +1 +0 +1 +0 +0 +1 +0 +1 +0 +1 +0 +1 +1 +0 +0 +1 +1 +0 +0 +0 +1 +1 +1 +0 +0 +1 +0 +0 +0 +1 +1 +0 +0 +0 +0 +1 +1 +1 +1 +0 +0 +0 +0 +1 +1 +0 +1 +0 +1 +0 +1 +0 +0 +0 +1 +1 +0 +1 +0 +1 +0 +0 +0 +1 +0 +1 +1 +0 +1 +0 +0 +1 +0 +0 +1 +1 +0 +0 +1 +0 +0 +0 +0 +0 +0 +1 +1 +0 +0 +0 +1 +0 +0 +1 +1 +0 +0 +1 +0 +0 +1 +0 +1 +0 +1 +1 +1 +1 +0 +1 +1 +0 +0 +0 +0