diff --git a/lab_7/lab7.ipynb b/lab_7/lab7.ipynb
index 709d82c..5f0b1c6 100644
--- a/lab_7/lab7.ipynb
+++ b/lab_7/lab7.ipynb
@@ -1,16 +1,625 @@
{
"cells": [
{
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "## Начало лабораторной\n",
+ "\n",
+ "Цены на кофе - https://www.kaggle.com/datasets/mayankanand2701/starbucks-stock-price-dataset"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Выгрузка данных"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Open | \n",
+ " High | \n",
+ " Low | \n",
+ " Close | \n",
+ " Adj Close | \n",
+ " Volume | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1992-06-26 | \n",
+ " 0.328125 | \n",
+ " 0.347656 | \n",
+ " 0.320313 | \n",
+ " 0.335938 | \n",
+ " 0.260703 | \n",
+ " 224358400 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1992-06-29 | \n",
+ " 0.339844 | \n",
+ " 0.367188 | \n",
+ " 0.332031 | \n",
+ " 0.359375 | \n",
+ " 0.278891 | \n",
+ " 58732800 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1992-06-30 | \n",
+ " 0.367188 | \n",
+ " 0.371094 | \n",
+ " 0.343750 | \n",
+ " 0.347656 | \n",
+ " 0.269797 | \n",
+ " 34777600 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1992-07-01 | \n",
+ " 0.351563 | \n",
+ " 0.359375 | \n",
+ " 0.339844 | \n",
+ " 0.355469 | \n",
+ " 0.275860 | \n",
+ " 18316800 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 1992-07-02 | \n",
+ " 0.359375 | \n",
+ " 0.359375 | \n",
+ " 0.347656 | \n",
+ " 0.355469 | \n",
+ " 0.275860 | \n",
+ " 13996800 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 8031 | \n",
+ " 2024-05-17 | \n",
+ " 75.269997 | \n",
+ " 78.000000 | \n",
+ " 74.919998 | \n",
+ " 77.849998 | \n",
+ " 77.849998 | \n",
+ " 14436500 | \n",
+ "
\n",
+ " \n",
+ " 8032 | \n",
+ " 2024-05-20 | \n",
+ " 77.680000 | \n",
+ " 78.320000 | \n",
+ " 76.709999 | \n",
+ " 77.540001 | \n",
+ " 77.540001 | \n",
+ " 11183800 | \n",
+ "
\n",
+ " \n",
+ " 8033 | \n",
+ " 2024-05-21 | \n",
+ " 77.559998 | \n",
+ " 78.220001 | \n",
+ " 77.500000 | \n",
+ " 77.720001 | \n",
+ " 77.720001 | \n",
+ " 8916600 | \n",
+ "
\n",
+ " \n",
+ " 8034 | \n",
+ " 2024-05-22 | \n",
+ " 77.699997 | \n",
+ " 81.019997 | \n",
+ " 77.440002 | \n",
+ " 80.720001 | \n",
+ " 80.720001 | \n",
+ " 22063400 | \n",
+ "
\n",
+ " \n",
+ " 8035 | \n",
+ " 2024-05-23 | \n",
+ " 80.099998 | \n",
+ " 80.699997 | \n",
+ " 79.169998 | \n",
+ " 79.260002 | \n",
+ " 79.260002 | \n",
+ " 4651418 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
8036 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Open High Low Close Adj Close \\\n",
+ "0 1992-06-26 0.328125 0.347656 0.320313 0.335938 0.260703 \n",
+ "1 1992-06-29 0.339844 0.367188 0.332031 0.359375 0.278891 \n",
+ "2 1992-06-30 0.367188 0.371094 0.343750 0.347656 0.269797 \n",
+ "3 1992-07-01 0.351563 0.359375 0.339844 0.355469 0.275860 \n",
+ "4 1992-07-02 0.359375 0.359375 0.347656 0.355469 0.275860 \n",
+ "... ... ... ... ... ... ... \n",
+ "8031 2024-05-17 75.269997 78.000000 74.919998 77.849998 77.849998 \n",
+ "8032 2024-05-20 77.680000 78.320000 76.709999 77.540001 77.540001 \n",
+ "8033 2024-05-21 77.559998 78.220001 77.500000 77.720001 77.720001 \n",
+ "8034 2024-05-22 77.699997 81.019997 77.440002 80.720001 80.720001 \n",
+ "8035 2024-05-23 80.099998 80.699997 79.169998 79.260002 79.260002 \n",
+ "\n",
+ " Volume \n",
+ "0 224358400 \n",
+ "1 58732800 \n",
+ "2 34777600 \n",
+ "3 18316800 \n",
+ "4 13996800 \n",
+ "... ... \n",
+ "8031 14436500 \n",
+ "8032 11183800 \n",
+ "8033 8916600 \n",
+ "8034 22063400 \n",
+ "8035 4651418 \n",
+ "\n",
+ "[8036 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd \n",
+ "df = pd.read_csv(\"./static/csv/Starbucks Dataset.csv\")\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Атрибуты\n",
+ "\n",
+ "Date — Дата\n",
+ "\n",
+ "Open — Цена открытия\n",
+ "\n",
+ "High — Макс. цена\n",
+ "\n",
+ "Low — Мин. цена\n",
+ "\n",
+ "Close — Цена закрытия\n",
+ "\n",
+ "Adj Close — Скорректированная цена закрытия\n",
+ "\n",
+ "Volume — Объем торгов"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Выбор входных и выходных переменных"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Входные переменные будут Open (цена открытия) и Volume (объем торгов)\n",
+ "\n",
+ "Выходная переменная - Close (цена закрытия)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Настройка параметров лингвистических переменных"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Термы: \n",
+ "Низкий (Low)\n",
+ "Средний (Medium)\n",
+ "Высокий (High)\n",
+ "\n",
+ "\n",
+ "Параметры:\n",
+ "\n",
+ "\n",
+ "Низкий (Low):\n",
+ "Нижняя граница: 0\n",
+ "Средняя граница: 3000\n",
+ "Верхняя граница: 6000\n",
+ "\n",
+ "\n",
+ "Средний (Medium):\n",
+ "Нижняя граница: 4000\n",
+ "Средняя граница: 8000\n",
+ "Верхняя граница: 10000\n",
+ "\n",
+ "\n",
+ "Высокий (High):\n",
+ "Нижняя граница: 9000\n",
+ "Средняя граница: 10000\n",
+ "Верхняя граница: 12000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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dOnUiLCyMpUuX5nt/Qjg7ucZJCCfVvXt3Fi5cyCeffMILL7yQ7TKXLl1i+fLlBAUFcd9991nmP/3004wePZovv/ySV199lRUrVtC0adNs/+hPnjyZ1q1bW83r0aNHtvs7cOAAa9euZdiwYQwaNIjffvutEM/wP1FRUSxbtowVK1bk2cXrk08+ISYmhp9//tku+7aHuLg4IiIimDRpktV1ZXcaNGgQTzzxhNW8F1980erzFStW0L9/f3r16sX48eMpX748BoOBd999N9tCOiYmBldXVypWrJhnztjYWEB905UTk8mETqfjf//7HwaDIcvX73xjn5SUxJgxY+jduzchISHMmjXLkmvt2rU89thjzJ8/n1GjRmXZVtWqVa0aDoBa5N95zZWW8ntss3N7o4n8iI2NpXPnzrkuM3r0aI4ePcr06dOZNm1agfLk1+1nbwrC/P2dmZlJVFQU06ZNo1evXvz777+A+r3VsWNHJkyYkO36tWrVyjLv2WefZcKECfzxxx8sX76c119/Pdt1hw8fzmeffcaoUaO4//778fPzQ6fT8fTTT1s1niip8nvWtFOnTowfPx6Ac+fO8f7779O+fXv27dtn83EVwplI4SSEk3r99ddZs2YNgwcP5siRIzzzzDOWYV1nzpxh8+bNTJ48mWvXrrFy5UqrIT4BAQF069aNL7/8kj59+rBz584sF16b3X333VYXzAPZvmEGWLp0KT179sRgMNC9e/dci7qCmDRpEo0aNeKpp57Kdbnk5GSmTZvGkCFDivxGnMePH6d9+/aWz5OSkrh48WK2DQ7eeustypQpw8iRI3PdZs2aNbO81t7e3lafr1q1iurVq7N69WqrN0t3nokx27dvH/fcc0+WswPZMQ8lMv+HPDs1atRAURSqVauW7RvZO02ZMoXExERmzpxJhQoV+Pfff/n5559Zs2YNLVq0YOTIkUyZMoWnnnrK6oJ3UJ/7na9HZGSk1efm43z06FGrIWbp6emWTpPm3ACHDh3Kss3CyO+xzY65wUJODT1ud+7cORITE3M9NqAWNR9//DEHDx7Ez8+PKVOm8NdffzFu3Lhc1wsKCsLLy4ujR49m+dqRI0fQ6/WEhYUBUK1aNQ4cOIDJZLL6vjKfHc2pELz9+7tz586kpKTw6quvcubMGSpXrkyNGjVISkoq0PEpV64cPXv25KWXXuLy5cuWIaR3WrVqFc899xwzZ860zEtNTc2286KtqlSpkuPrZ/767W4/2wZq19MTJ04U6Ex5lSpVMJlMHD9+3Op749KlS1y/fj3LPkNCQqxe39q1a9OiRQvWrFlD7969871fIZyVDNUTwkkFBweze/duunTpwsyZM7nnnntYsWIFN2/epEqVKjz//PN4enqyfv36bP8g9u3bl8OHDzN+/HgMBgNPP/10oTOZz0x169aNp59+mvHjx3Pp0qVCbXP37t2sXbuW9957L8//qs6dO5ebN28WunNdfixZsgSj0Wj5fPHixWRkZNClSxer5czdu6ZOnWqX/+iai9bbrxH5888/2b17d5ZlDx8+zOHDh7NtP5+db775hpCQkFzfnD/66KMYDAamTZuW5ToVRVG4evWq5fNDhw4xb948pk2bRkhICHq93nLms0WLFoDaEa9MmTJZrtHIrw4dOuDm5sa8efOs8nzyySfcuHGDbt26Aer1MNWqVWPOnDlZ3ixnd71NfhTm2Kanp7Nu3ToeeOCBPIffgTrECuCBBx7Ic9lJkyZx5swZVqxYQYcOHbLtunkng8FAp06dWLt2rdVQsUuXLrFy5UpatWqFr68vAF27diU2NpZvvvnGspzJZGLu3Lm4u7vnu/AxX+Nl/p5+8skn2b17d7Zni69fv57j8N/nn3+ev//+myeeeCLH19JgMGQ5zvPnz89yDWFhdO3alT179lj9LN68eZMlS5ZQtWpV6tWrZ7X8559/TmJiouXzVatWcfHixSy/Q/LaJ5DlH1/mM7vm7/+cpKSkAGRpXS5EaSVnnIRwYmFhYaxdu5aLFy+yc+dOIiIiiIyM5MMPP6RRo0Y0atQox2KjW7dulCtXju+++44uXbrkq9FEQcydO5e6desyfPhwvv32W6uv7d692+q/wuaLzk+cOMGePXu49957LV/75Zdf6NixY77ejP3yyy+8/fbbdm1KkZP09HQefPBBnnzySY4ePcqiRYto1aoVPXv2tFpu69at1K1blwEDBthlv927d2f16tU88sgjdOvWjejoaD788EPq1atHUlKSZbmff/7ZcpbB09OTFStWWL52/vx5bt68yYoVK3j22WfZt28fb7zxBj/99BMffvhhrgVqjRo1eOutt5g0aRIxMTH06tWLMmXKEB0dzQ8//MCgQYMs+x0yZAh33XUXw4cPz3F7Pj4+zJ49myeffJIXX3wxX4XB7YKCgpg0aRLTpk3joYceomfPnpbj0axZM0t7fb1ez+LFi+nRoweNGjViwIABhISEcOTIEctZsIKy9dj+/fffTJs2jXPnztGtWzerY2NuVHD7GYApU6awdOlSnn76aerUqZPrtn/99Vdmz57NF198UeCzrm+99RabNm2iVatWDBkyBBcXFz766CPS0tL44IMPLMu98MILLF68mP79+7Nv3z6qVavGmjVr2Lx5M++9916OP38HDhxgxYoVmEwmDh8+zLx582jWrJnl+svx48ezbt06unfvTv/+/WnSpAk3b97kn3/+YdWqVcTExBAYGJhluw899BBXrlzJtQDt3r07X3zxBX5+ftSrV4/du3fz66+/2vV3xcSJE/nqq6/o0qULI0aMICAggOXLlxMdHc3333+f5axvQEAArVq1YsCAAVy6dIk5c+YQHh6eZXhubho2bGi5yfn169dp27Yte/bsYfny5fTq1cvqrDio95kyf7+dP3+eBQsW4OvrKw0ihDDTqJufEEID2bUjz82QIUMUQFm5cmWWr9najvx2y5cvVwBl3bp1Vsvl9nF7621A0el0yv79+62227Zt22zbkYeEhCg3b960WpYiake+detWZdCgQUrZsmUVHx8fpU+fPsrVq1et1jW3bf7hhx+s5j/33HM2tyM3mUzKO++8o1SpUkVxd3dXGjdurPz4449Zttm2bds8X2vzn4j3339fadasmfLll19m2X9Ox/b7779XWrVqpXh7eyve3t5KnTp1lKFDhypHjx5VFEU99jqdTtm5c6fVejm1c+7YsaNSp04dS6v1/LYjN1uwYIFSp04dxdXVValQoYIyePDgLG3HFUVRduzYoXTs2FEpU6aM4u3trTRo0ECZP39+luUUJe925Pk5ttkxvwZ5ffz+++/Kzp07lfDwcGXq1KlZ2tDf2Y48Li5OqVixotK7d2+r5fLbjlxRFOXAgQNK586dFR8fH8XLy0tp3769smvXrizLXb58WXn++eeVwMBAxc3NTalfv77y8ccfZ7tNc07zh16vVypVqqQ899xzyrlz56yWTUxMVCZNmqSEh4crbm5uSmBgoNKiRQtlxowZlvb/ebU3z+7r165dUwYMGKAEBgYqPj4+SufOnZUjR45k26I7N7m1I1cURTl58qTy+OOPK/7+/oqHh4dy7733Kj/++KPVMubj8dVXXymTJk1Sypcvr3h6eirdunVTTp8+bbVsXu3IFUW9jcC0adOUatWqKa6urkpYWJgyadIkJTU11Wo58/es+SMwMFDp1KmTsnv37nw/fyGcnU5RbByDIIRweqNHj+aTTz4hNjY2xxtAFqepU6eyZcsWtmzZonWUHC1btowBAwawd+9emjZtqnWcHLVr14527doxderUbL8eExNDtWrVbB6mJmyXn+/zqlWrsmzZMtq1a1dsuUTx2LJlC+3bt+e7777j8ccf1zqOEOI2co2TECJbqamprFixgscee8whiiYhhBBCCC3JNU5CCCuXL1/m119/ZdWqVVy9etWmbmBFJTw8PMsNToVtOnbsmGuTBx8fH/r06VOMiYRZgwYN8myr/8gjj1huXi2EEKJ4SOEkhLBy+PBh+vTpQ/ny5Zk3b16+WiEXF/OF/KLw8uosGBgYaNWUQBSfRx99NM9lZs+eXQxJhBBC3E6ucRJCCCGEEEKIPMg1TkIIIYQQQgiRBymchBBCCCGEECIPpe4aJ5PJxIULFyhTpkyuN3EUQgghhBBCODdFUUhMTKRixYpZbkR9p1JXOF24cIGwsDCtYwghhBBCCCEcxNmzZ6lUqVKuy5S6wqlMmTKA+uL4+vpqnAaMRiOdOnXil19+ybP9rCgZjEYjv/zyC506dZJj6iTkmDonOa7OR46pc5Lj6nwc6ZgmJCQQFhZmqRFyU+oKJ/PwPF9fX4cpnAwGA76+vpp/4wj7MBqNeHl5yTF1InJMnZMcV+cjx9Q5yXF1Po54TPNzCY80hxBCCCGEEEKIPEjhJIQQQgghhBB5kMJJCCGEEEIIIfJQ6q5xEkIIR6YoChkZGWRmZmodxekZjUZcXFxITU2V17uIGQwGXFxc5DYgQogSTQonIYRwEOnp6Vy8eJHk5GSto5QKiqIQHBzM2bNn5Q19MfDy8iIkJAQ3NzetowghhE2kcBJCCAdgMpmIjo7GYDBQsWJF3Nzc5M18ETOZTCQlJeHj45PnTQ+F7RRFIT09nStXrhAdHU3NmjXl9RZClEhSOAkhhANIT0/HZDIRFhaGl5eX1nFKBZPJRHp6Oh4eHvJGvoh5enri6urK6dOnLa+5EEKUNPKXQgghHIi8gRfOSr63hRAlnfwWE0IIIYQQQog8SOEkhBBCCCGEEHmQwkkIIYQQQggh8iCFkxBCiFLp7rvvJi4ujhs3blCzZk0SExPzXOfq1auUL1+emJiYog+Yjfvuu4/vv/9ek30LIURpJ4WTEEKIQunfvz+9evXKMn/Lli3odDquX79e7Jnyo1+/ftStW5fAwEC6du1KmTJl8lzn7bff5uGHH6Zq1aoAxMTEoNPpiIyMLNqwt7z++utMnDgRk8lULPsTQgjxH2lHLoQQDkpRQKt74Xp5gbPfRmr8+PH07t0bLy8vAgMD81w+OTmZTz75hJ9//rkY0mWvS5cuDBw4kP/9739069ZNsxxCCFEayRknIYRwUMnJ4OOjzUdRFGzLli3D39/fal6bNm2szths27aNunXr4uXlhZ+fH507d+b48eOW5atWrcqcOXMsn7/++utUqlTJMnQuP/u4/UyYr68vAQEB9O3bF51Ox5o1a3LMv3HjRtzd3bnvvvvy/ZzT0tIYMWIE5cuXx8PDg1atWrF3717L15s2bcqMGTMsn/fq1QtXV1eSkpIAOHfuHDqdjhMnTgBgMBjo2rUrX3/9db4zCCGEsA8pnIQQQmhi9erVHDx40GpeaGgoCxYs4N9//2XHjh3o9XpeeumlbNefOXMmH330EZs2bbIMncvPPu60f/9+1q1bl2fe7du306RJkzyXu92ECRP4/vvvWb58OQcOHCA8PJzOnTsTHx8PQNu2bdmyZQsAiqKwfft2/P392bFjBwBbt24lNDSU8PBwyzbvvfdetm/fXqAcQgghCk8KJyGEcFBeXpCUpM2Hl1fBsv7444/4+PhYfXTp0iXH5Y1GI6+88gqvvPKK1fwaNWrw4IMPUq1aNWrWrElISAiZmZlZ1l+6dClvvvkmP/30E3Xr1i3QPu40btw4xo8fn+dzPH36NBUrVsxzObObN2+yePFiIiIi6NKlC/Xq1ePjjz/G09OTTz75BIB27dqxY8cOMjMz+fvvv3Fzc6NPnz6WYmrLli20bdvWarsVK1bk7Nmzcp2TEEIUMymchBDCQel04O2tzUdBr29q3749kZGRVh9Lly7NcfmFCxfi5+dHnz59snztzJkz+Pj44O3tzZ49e1i2bJnV19euXctLL71ExYoVqV+/vk37MNuwYQOnTp1i7NixeT7HlJQUPDw88lzO7OTJkxiNRlq2bGmZ5+rqyr333ktUVBQArVu3JjExkYMHD7J161batm1Lu3btLIXT1q1badeundV2PT09MZlMpKWl5TuLEEKIwpPCSQghRKF5e3sTHh5u9REaGprtsteuXWP69OnMmjULXTYVWsWKFYmMjGTr1q2ULVuW9957z+rrO3fu5JtvvkGn0zF16lSb9gHqGakpU6Ywffp0PD0983yOgYGBXLt2Lc/lCsLf35+GDRuyZcsWS5HUpk0bDh48yLFjxzh+/HiWM07x8fF4e3vnK7MQQgj7kcJJCCFEsZo+fTqtW7emTZs22X7dxcWF8PBwWrVqxbhx4/jyyy+tvj5x4kQef/xxli1bxuzZs62aLeR3HwAffvgh3t7e9O3bN1+5GzduzOHDh/O1LKjDDt3c3Ni5c6dlntFoZO/evdSrV88yr23btvz+++9s27aNdu3aERAQQN26dXn77bcJCQmhVq1aVts9dOgQjRs3zncOIYQQ9iHtyIUQQhSb5ORklixZwoEDB7L9+o8//kjZsmUJCwvj3LlzfPDBB1mKhICAAEBtkjBq1CgGDBjAgQMHcHNzy9c+zCIiIvjqq69yPCN1p86dOzNp0iSuXbtG2bJlrb529OjRLMvfddddDB48mPHjxxMQEEDlypX54IMPSE5O5oUXXrAs165dO+bPn09QUBB16tSxzFuwYAFPPPFElu1u376dTp065SuzEEII+5EzTkIIIYqN0WhkwIABWc6imJ07d47nnnuOmjVr8sgjjxAaGprljNPtpk2bhslkshqyl9c+zNq1a0fr1q3znf3uu+/mnnvu4dtvv83ytaeffprGjRtbfVy6dIn33nuPxx57jL59+3LPPfdw4sQJfv75Z6vCq3Xr1phMJqshee3atSMzMzPL9U3nz59n165dDBgwIN+5hRBC2IdOURRF6xDFKSEhAT8/P27cuIGvr6/WcSwXDu/cuRNXV1et4wg7MBqNbNy4ka5du8oxdRLFcUxTU1OJjo6mWrVqBWpAIGxnMplISEjA19cXvT5//0fcsGED48eP59ChQ/lex55eeeUVrl27xpIlS4p934VVHN/j8vvXOclxdT6OdEwLUhvIUD0hhBAin7p168bx48c5f/48YWFhxb7/8uXLM2bMmGLfrxBCCCmchBBCiAIZNWqUZvvOT9t0IYQQRUOucRJCCCGEEEKIPEjhJIQQQgghhBB5kMJJCCGEEEIIIfIghZMQQgghhBBC5EEKJyGEEEIIIYTIgxROQgghhBBCCJEHKZyEEEKIXMyfP5/p06cDsHDhQsaNG5ev9d544w0GDRpUlNGy2LJlCzqdjuvXrwOwbNky/P39i3y/hw8fplKlSty8ebPI9yWEEFrRtHDatm0bPXr0oGLFiuh0OtasWZPnOlu2bOGee+7B3d2d8PBwli1bVuQ5hRBC5C42Npbhw4dTvXp13N3dCQsLo0ePHmzevFnraIX25JNPsnz5clxdXXnrrbd44YUX8lwnNjaWuXPn8tprr1nm9e/fH51Ox8svv5xl+aFDh6LT6ejfv789o/PUU09x7Ngxu24zO/Xq1eO+++5j1qxZRb4vIYTQiqaF082bN2nYsCELFy7M1/LR0dF069aN9u3bExkZyahRoxg4cCA///xzEScVQgiRk5iYGJo0acJvv/1GREQE//zzDz/99BPt27dn6NChWscrtAoVKnDs2DFOnz7N2bNnqVu3bp7rLF26lBYtWlClShWr+WFhYXz99dekpKRY5qWmprJy5UoqV65s9+yenp6UL1/e7tvNzoABA1i8eDEZGRnFsj8hhChuLlruvEuXLnTp0iXfy3/44YdUq1aNmTNnAlC3bl127NjB7Nmz6dy5c7brpKWlkZaWZvk8ISEBAKPRiNFoLET6wnvrLT2LFrlw/Xp5KlZ0QadTNM0j7ENRXDAaH8LV1fmPqYsLTJ6cyQsvOPfzNP+uKMrfGUajEUVRMJlMmEwmdaaiQGZyke0zVwYv0OnytejgwYPR6XT88ccfeHt7W+bXrVuX/v37W56PwWBgwYIFrF+/nq1btxISEsJ7773H448/blnn7NmzjBs3jk2bNqHX62nVqhVz5syhatWqlmViYmKoUaNGlhxXr161DEszGAx8//339OrVy/L1Bx54gIYNGzJ79mwAqlevzksvvcSECRMwmUxs3ryZTp060bNnT3744Ycs6wQHB3P06FEaNGjAXXfdxYEDB3J8Tb7++mtefvnl/44loCgKjRs35tSpU6xatYo+ffoAsGrVKipXrkzVqlUt3wMAJpOJDz74gI8//pjY2Fhq1arFa6+9ZvV6bdy4kTFjxnD27Fnuu+8++vbta1nXZDKxbNkyxowZQ3x8PKAWN9evX7c8P4DRo0fz119/8dtvv1mec/369TEYDHz++ee4ubnx5ptv8swzzzB8+HC+//57KlSowNy5c63+hj/44IPEx8fz+++/8+CDD2Z5TUwmE4qiYDQaMRgMOb52haEcepvWKV9hTGoEPhWLZB+ieF1KukTXr7py5toZXI+5oiN/v5eEY1NQMKYbiWwRSah/qKZZCvK3XdPCqaB2795Nhw4drOZ17tyZUaNG5bjOu+++y7Rp07LM/+WXX/Dy8rJ3xAL55596xMXVBPTExckvAufirnWAYjNhgomyZX/BwyNT6yhFbtOmTUW2bRcXF4KDg0lKSiI9PV2dmXET/18qFdk+c3O90zlw8c5zuWvXrvHzzz/z+uuvk5mZafnnlJler7eaN3nyZKZMmcJbb73FN998wzPPPEOVKlWoXbs2RqORzp0706xZMzZs2ICLiwszZszgoYceYseOHbi5uQGQlJQEwJo1a6hTpw579uyhX79+JCYmotf/N5AiJSXFat8ZGRmkp6db5pkLlMTEREwmE2PGjMHHx4eMjAzLMneuM2bMGDw8PLJ9rre/JocPH6ZOnTpWyxiNRjIyMujduzeffPIJPXr0ANSzU08//TQ7duzAaDRa1pkxYwbfffcdM2bMoEaNGuzatYt+/frh7e1Ny5YtOXfuHI8//jgDBw7kueee4+DBg0yaNMnynPR6PampqSiKYvVPw9ufH0B6enqW5/z5558zYsQIfv31V3744QeGDh3KqlWr6N69O8OHD2fRokX069ePf/75x+pv6d13383mzZtp1qxZltclPT2dlJQUtm3bViRnpcpmHqV16psEoPDP5jc55drT7vsQxe/Xq7/yz5V/1E/kZKbT2bJ1C2Vdy2qaITk5//+gLFGFU2xsLBUqVLCaV6FCBRISEkhJScHT0zPLOpMmTWLMmDGWzxMSEggLC6NTp074+voWeebc3HMPTJqUwvPPx/Hppym4uJSowyFykJGRwe7du7n//vud+pgqCjz1lAsnTrhx8WIXhg415b1SCWU0Gtm0aRMdO3bE1dW1SPaRmprK2bNn8fHxwcPDQ52ZUTT/lc8PX1/ffBVOR44cQVEUGjZsmK/fqU888QTDhg0D4J577mH79u0sW7aMhQsXsmLFCkBtaKC7dbbriy++ICAggAMHDtCpUycAyzGoXr06NWvW5Pz58wCUKVPGKoOnp6fV5y4uLri5uVnmmYusMmXKsGzZMjIyMujZsydJSUmWZW5f5/fff2fv3r288MILbNmyJcfne+rUKRRFoWbNmlbLuLq64uLiwgsvvMCbb77JtWvXAPjzzz/59ttv+eOPP3B1dcXX15e0tDRmz57NL7/8wv333w9AgwYN2L9/PytWrKBLly58+eWX1KhRg3nz5gHQpEkTTp48yQcffGB5LTw8PNDpdJYc5gy353Jzc7Oa5+LiQsOGDXnzzTct+50zZw7BwcEMHz4cgOnTp/Ppp58SExPDfffdZ9lWpUqViI2Nzfa1SU1NxdPTkzZt2vz3PW4vpgxcNk9Bl6qe/a7ne4I67bvadx9CE9t/2w5noW3ZtkQ8HOHUf1dLE/N7pUc6P4KXh7YnMnL6J1h2nP67z93dHXf3rP/9d3V1LbI3QPkVFgbBweDpmUGjRi6a5xH2YTTChQuJpeKYjh0LgwfD3LkGhg0z4Ox/z4ry90ZmZiY6nQ69Xv/fWRNXH3gyqUj2lxd9PofqmQscq9y5aNGihdVy999/P5GRkej1ev755x9OnDiBn5+f1TqpqalER0db1jMXHP7+/lb7vTNDnz59rIaEpaSk0KhRoyw5U1JSmDx5Mh9++CHff/+95Tjc/hx1Oh3jx49nypQpXL161bK/7JiHh3t5eWW7nQoVKtCtWzc+//xzFEWhW7dulC9f3vJ1vV7PqVOnSE5OzjIMPT09ncaNG6PX6zly5AjNmze32keLFi2sXovbX5vbM9yZ687n06BBA6t1y5UrZzUvJCQEgLi4OKv1vLy8SElJyfa10ev16HS6ovk5OroYrv+F4uKDLiMJ/dWdGEyJ4B5g3/2IYnfi2gkAanrVpFHFRk7/d7W0MBqNXPC8gJeHl+bHtCD7L1Fvc4KDg7l06ZLVvEuXLuHr65vt2SYhRNF67jmYPBliYmDVKnj6aa0TORmdLl9nfbRUs2ZNdDodR44cKfS2kpKSaNKkCV9++WWWrwUFBVmmT506hZubGxUr5n4Ny+zZs62Gd5uvKbrTjBkzqF27Nj169OD777/PdpnPP/+cmzdv8vLLL/P222/nut/AwEBALfBuz327559/3nLmLbsGSebhiBs2bCA01Hr8f3b/DMwvvV6Polhfk5jd+P4730iYC57bPwesruECiI+Pz/b6syKVchH+el3N0+B9kg5+gJ9yGi5shGrPFm8WYXdHrx4FINRd2+tghIASdh+n+++/P0tr202bNlmGMQghipenJ9x670dEhDp8T5QuAQEBdO7cmYULF2Z7Dx/z/YTM/vjjjyyfm7vU3XPPPRw/fpzy5csTHh5u9XH7WaitW7fSokWLPBsMBAcHW20ju3+wxcbGMmvWLEvToewkJyfz2muv8f777+frP5M1atTA19eXw4cP57jMQw89RHp6uuW6rjvVq1cPd3d3zpw5k+W1CAsLA9TmG3v27LFa787X905BQUFcvHjRal5kZGSezym/Dh06ROPGje22vXw5MBYyEqHcvZiqP0+sy73q/PPrijeHsLsMUwYn408CEOohhZPQnqaFU1JSEpGRkZZf2tHR0URGRnLmzBlAvT6pX79+luVffvllTp06xYQJEzhy5AiLFi3i22+/ZfTo0VrEF0IAQ4aoBdSBA/D771qnEVpYuHAhmZmZ3HvvvXz//fccP36cqKgo5s2bl+UfW9999x2ffvopx44dY8qUKezZs8dy5qVPnz4EBgby8MMPs337dqKjo9myZQsjRozg3LlzZGZmsm3bNlauXMmjjz5KbGwssbGxlo5xly9fLnD2Tz75hF69euX6Zn/lypXUqFHDqkNfbvR6PR06dGDHjh05LmMwGIiKiuLw4cPZFoBlypRh3LhxjB49muXLl3Py5EkOHDjA/PnzWb58OaD+TTx+/Djjx4/n6NGjrFy5Ms97Gz7wwAPs27ePzz//nOPHjzNlyhQOHTqUr+eVl5iYGM6fP5+liVORit0Mp78CnR6aLQKdgVjDrcYUF36CzLTc1xcOLfpaNEaTEU8XTwJdA7WOI4S2hdO+ffto3Lix5Q/WmDFjaNy4MZMnTwbg4sWLliIKoFq1amzYsIFNmzbRsGFDZs6cydKlS3NsRS6EKHqBgWC+H2hEhLZZhDaqV6/OgQMHaN++PWPHjqV+/fp07NiRzZs3s3jxYqtlp02bxtdff02DBg34/PPP+eqrr6hXrx6gXh+zbds2KleuzKOPPkrdunV54YUXSE1NxdfXl7Nnz9K2bVuSk5MZMWIEISEhhISE8NhjjwFQu3btAmc3mUy89dZbuS6TnJyc6xmp7AwcOJCvv/46y1C22/n6+ubaUGP69Om88cYbvPvuu9StW5eHHnqIDRs2UK1aNQAqV67M999/z5o1a2jYsCEffvgh77zzTq65OnfuzBtvvMGECRNo1qwZiYmJVv+gLIyvvvqKTp06Zbl3VZHJTIN9t+4TVnMIBDQB4Lo+HMUjWD0LdXlr8WQRRcI8TC88IBy9rkQNkhJOSqfcOdjZySUkJODn58eNGzc076oH6tjyli1bsnPnTs0vjhP2YTQa2bhxI127di01xzQ6GsLDwWSCv/6CBg20TmRfxXFMzQ0QqlWrZv+OYw5Cp9Pxww8/5PvMzZ1iYmJo164dMTEx2X7d398/y9DA3JhMJhISEvD19c1XY4uCUBSF5s2bM3r0aHr37m3XbTui9PR0atasycqVK2nZsmW2y9j9e/zQ2/D36+BRAbofATd/y89qj/Lr0Ud/AjWHQrMFhd+X0MTMXTMZt2kcj9V5jL4efUvV31Vn50jvlQpSG0j5LoQotGrVwHxPzhkztM0inJfBYMix2QKQ5XYVWtLpdCxZsqRI7lfkiM6cOcOrr76aY9Fkd0nR8O+tM4X3zAI3f6svmyp2VyfOr5OLL0sw8xmnWuVqaZxECJUUTkIIuxg/Xn386is4e1bbLMI5hYWFsXfv3hy/fvTo0WJMk7dGjRrRt29frWMUi/DwcF566aXi2ZmiwL7hkJkKFdpDlaxn9JQKD4DBC5LPwvW/iieXsDtz4VS7XMGH4QpRFKRwEkLYRdOm0K4dZGTA3LlapxGOSFEUm4fpCWFxfh1c2AB6V2i6MPv7jRk8IUS9YTLn1hZvPmE3R+OkcBKORQonIYTdTJigPn70ERTgUhMhhMifjJuwb4Q6XWcc+NXNednQnurjOWlLXhJdT73OpZvqvTtrBtTUOI0QKimchBB289BDUL8+JCWpxZMQQtjVobcg+Qx4V4H6r+e+bGg3QAfXDkDyuWKJJ+zHfLYpxCcEX3ftm3kJAVI4CSHsSKeDcePU6blzIU1uoSKEsJcbhyHqVveZJvPBxSv35T3KQ+Ct+4idX1+02YTdWa5vCpRhesJxSOEkhLCr3r0hNBQuXoSVK7VOI4RwCooCe4eAkqEOwavUI3/rVZLheiWVXN8kHJEUTkIIu3Jzg5Ej1ekZM9R7OwkhRKHEfKnezNbgCU0K0H3GfJ3Tpd/AmFg02USRkI56whFJ4SSEsLtBg8DXFw4fho0btU4jhCjR0q/DwbHqdP03wKdq/tf1rQM+4WBKh4u/FEU6UURkqJ5wRFI4CSHszs8PzLd0iYjQNosQhZGQkECjRo1ISkri3LlzhIeH52u9o0ePEhwcTGJiwc9y6HQ61qxZk+/lt2zZgk6n43ourSw//PBDevTI5/A2R/PX65B6WS2C6owt2Lo63X/D9c7LcL2SItOUyfGrxwE54yQcixROQogiMXIkuLrCtm2wZ4/WaURR6t+/PzqdzvJRrlw5HnroIf7++2+toxWar68vrVq1wt/fn6pVqzJ48OB8rTdp0iSGDx9OmTJlgNyLm6pVqzJnzhzL5xcvXqRLly72iG/x/PPPc+DAAbZv327X7Ra5+P1wfJE63XQhGNwKvo1KD6uP538EU4b9sokic+bGGdIy03AzuFHVv6rWcYSwkMJJCFEkQkPhmWfUaTnr5PweeughLl68yMWLF9m8eTMuLi50795d61h2sWDBAi5fvkx8fDxjx+Z9xuPMmTP8+OOP9O/f36b9BQcH4+7ubtO6OXFzc+OZZ55h3rx5dt1ukTJlwp6XAQWq9oHgB2zbTmALcAuA9HiI22XXiKJomIfphQeEY9AbNE4jxH+kcBJCFBlza/LVq+HECW2zlESKonAz/aYmH4qiFCiru7s7wcHBBAcH06hRIyZOnMjZs2e5cuUKADExMeh0OiIjI7Nd39/fn2XLllk+P3fuHL179yYgIABvb2+aNm3Kn3/+afn64sWLqVGjBm5ubtSuXZsvvvjCanu3D3dTFIV+/frRoEEDrl27BsDUqVO55557LMunp6cTHh5udVZo2bJl+Pv7AxAQEICvry9t2rTJ9XkAfPvttzRs2JDQ0NB8vHJZ3TlUb9euXTRq1AgPDw+aNm3KmjVrss2wf/9+mjZtipeXFy1atODo0aNWX+/Rowfr1q0jJSXFplzF7uQSiN8Hrr7QeIbt29G7QMVu6rR01ysRpKOecFQuWgcQQjiv+vWha1e1QcSsWbBokdaJSpZkYzI+7/posu+kSUl4u3nbtm5SEitWrCA8PJxy5crZtH7btm0JDQ1l3bp1BAcHc+DAAUy3WjT+8MMPjBw5kjlz5tChQwd+/PFHBgwYQKVKlWjfvn2W7Y0YMYJdu3axY8cOypYtm+0+FyxYwKVLl3LNtXr1ag4ePJhn/u3bt9O0adN8PNO8JSQk0KNHD7p27crKlSs5ffo0o0aNynbZ1157jZkzZxIUFMTLL7/M888/z86dOy1fb9q0KRkZGfz555+0a9fOLvmKTMoliJykTjd4GzyDC7e9Sj0h5gs4txYaR6jXPgmHZT7jVCewjsZJhLAmhZMQokiNH68WTp99BtOmQVCQ1olEUfjxxx/x8VGLvJs3bxISEsKPP/6IXl/wgQ0rV67kypUr7N27l4CAAACrpgwzZsygf//+DBkyBIAxY8bwxx9/MGPGjCyF0+uvv84PP/zAjh07CA7O/s13fHw8b731Fq+88gpvvPFGtssYjUZeeeWVXJcxO336dI6FU6VKlbLMS05OznFbK1euRKfT8fHHH+Ph4UG9evU4f/48L774YpZl3377bdq2bQvAxIkT6datG6mpqXh4eADg5eWFn58fp0+fzjW/Q4icAMYbULYx1MzfdWW5CukMejdIOgEJR8FP3pA7MmlFLhyVFE5CiCLVti00bQr79sHChTB1qtaJSg4vVy+SJiVptu+CaN++PYsXLwbg2rVrLFq0iC5durBnzx6qVKliWa5FixYYDAb8/f1p0aIFM2fOzFJMREZG0rhxY0vRdKeoqCgGDRpkNa9ly5bMnWt9f58FCxawefNmHnjgAapWrZpj9unTp9O+fXtatWqV4zILFy7Ez8+PPn365Fk4paSkWIqVO23fvt3SMMIst7M/R48epUGDBlbbu/fee7NdtkGDBpbpkJAQAC5fvkzlypUt8z09PXMt1BzCpa0Q/Tmgg2aLwR7XuLiWgQrt4eLPanc9KZwcmmWonrQiFw5GrnESQhQpnU496wSwYAE4+ns2R6LT6fB289bkQ1fAoUze3t6Eh4cTHh5Os2bNWLp0KTdv3uTjjz+2Wu6bb77h4MGDfPXVVxw/fpyXX345y7Y8PT0L9bqZ7dmzh40bN3Lo0CE++uijbJc5efIkn3zyCe+//36O27l27RrTp09n1qxZ+XpdAgMDLddS3alatWqW18n84eJin/9hurq6WqbNOU133IE6Pj6eIEc+7Wsywj71TCLhgyCwuf22HSptyUuCxLREzieeB+SMk3A8UjgJIYrco49C9epw9Srcdv2/cGI6nQ69Xp+lEUFYWBjh4eG0atWKF154IdsmCw0aNCAyMpL4+Phst123bl2ra3cAdu7cSb169azmzZkzhy5durBo0SLGjx/PmTNnsmxr6tSpvPDCC7nen2n69Om0bt2aNm3a5LjM7Ro3bszhw4fztWxeateuzT///ENaWppl3t69e23a1smTJ0lNTaVx48Z2yVYkjsyGG4fBPQgavWvfbYfeuo/VlV2QesW+2xZ2c+zqMQCCvIIo65n9NYlCaEUKJyFEkXNxgTFj1OmZMyEzU9s8wv7S0tKIjY0lNjaWqKgohg8fTlJSUpabrqanp5Oamsrp06dZtWoV9evXz7Kt3r17ExwcTK9evdi5cyenTp3i+++/Z/fu3QCMHz+eZcuWsXjxYo4fP86sWbNYvXo148xtHG8xD/V77LHH6Nq1KwMHDrT6+okTJ9ixY0euQ++Sk5NZsmQJH3zwQb5fi86dO7N7924y7fCN/swzz2AymRg0aBBRUVH8/PPPzJihdpgr6FnB7du3U716dWrUqFHoXEXi5hn4Z5o63TgC3Oz8ptk7DMreAyjqPZ2EQ7Jc3yTD9IQDksJJCFEsBgyAcuXg1Cm1PblwLj/99BMhISGEhITQvHlz9u7dy3fffZfl+p3mzZvj6elJo0aN8PHxyXYInZubG7/88gvly5ena9eu3H333bz33nsYDOq1Lr169WLu3LnMmDGDu+66i48++ojPPvss12uFFixYwF9//cWSJUss827evMnYsWNzvJYK1KYQAwYMoFatWvl+Lbp06YKLiwu//vprvtfJia+vL+vXrycyMpJGjRrx2muvMXnyZIAcr6PKyVdffZVtUwmHsX8UZCZDUGuo1q9o9lFJhus5OmlFLhyZTinozTpKuISEBPz8/Lhx4wa+vr5ax8FoNNKyZUt27txpNT5dlFxGo5GNGzfStWtXOaZ3mDIF3nwTmjWDP/8sOR2Bi+OYpqamEh0dTbVq1Qr8hljYxmQykZCQgK+vr03d/3KzcOFC1q1bx88//2zX7QJ8+eWXDBgwgBs3buT7erB///2XBx54gGPHjuHn52f3TPmR6/f4+Q2wtTvoDNAlEvyznonMjzx/VuMPwk/3gMELHosDF/tcTyfs5+lVT/PNv9/wQYcPGN9SvUBW/q46H0c6pgWpDeSMkxCi2AwbBh4esHcvbNumdRohis5LL71EmzZtSExMLPS2Pv/8c3bs2EF0dDRr1qzhlVde4cknnyxQE42LFy/y+eefa1Y05SojBfYNV6frjLa5aMqXso3Aq5J6ZuvSb0W3H2EzGaonHJkUTkKIYhMUpA7ZA4iI0DaLEEXJxcWF1157LUvrcVvExsby7LPPUrduXUaPHs0TTzxhNeQwPzp06EDnzp0LnaVIHH4XbkarBU39KUW7L51Ouus5MJNisjSHkKF6whFJ4SSEKFZjxqjvXTZsgH//1TqNEI5vwoQJxMTEWIa6zZ49Gy+vgt1ny2ElHIPDt1rBN5kLrj5Fv09L4bQeFFPuy4pidT7hPMnGZFz0LlQvW13rOEJkIYWTEKJYhYer7ckBbjUHE0KURooC+4aCKR1CukClR4pnvxXagYsPpFyE+P3Fs0+RL+ZhetXLVsfVINcyCccjhZMQotiZb4j75Zdw/ry2WRxNKevXI0qRLN/bZ76F2F9B7w5N5xdftxiDO4Q8pE6fk+F6jkQ66glHJ4WTEKLYNW8OrVuD0Qjz5mmdxjGYuwolJydrnESIomH+3nZ1dQVjAhwYrX7hrlehTDHfW6rSw+rj+bXFu1+RK/MZpzqBdTROIkT2XLQOIIQonSZMgO3b4cMP4bXXwAHuDqApg8GAv78/ly9fBsDLy6vANzgVBWMymSw35LV3O3LxH0VRSE5O5vLly/j7+6v344qcog6V8wmHehOKP1TFrmrr8+v/QFI0+FQr/gwiC0tHPTnjJByUFE5CCE107Qp160JUFCxZAuPGaZ1Ie8HBwQCW4kkULUVRSElJwdPTU4rUYuDv769+j1+LhGO3TjU3WwgGDe5b5h4AQa3g8la1SUTtEcWfQWRxJO4IIK3IheOSwkkIoQm9Xi2WXngB5syBESPAzU3rVNrS6XSEhIRQvnx5jEaj1nGcntFoZNu2bbRp00bzGzA6O1dXV/VMk2KCvUPUx8pPQkgn7UKF9lQLp3PrpHByAMnGZM7cOAPIGSfhuKRwEkJopk8feP11tUHE119Dv35aJ3IMBoNBfZMpipTBYCAjIwMPDw8pnIrLyU8hbrfa1e6eWdpmCe0BB8eqxVP6dXDz1zZPKXf86nEAynqUJdArUOM0QmRPBnULITTj7q6eaQL1hrjSUE4IJ5YaB5GvqNMN3gSvUG3z+NYE37qgZMCFn7TNIv67vimwtgydFQ5LCichhKZefhl8fODQIfhJ3rsI4bz+mgjp8eDfAGoN1zqNqpL5ZrjSllxr0opclARSOAkhNOXvD4MGqdMREZpGEUIUlSu74OQn6nSzRaB3kCsFQm8VThc2gkmuK9SSdNQTJYEUTkIIzY0aBS4u8PvvsH+/1mmEEHZlyoC9g9XpGi9AUEtt89yuXHPwKA/GG3B5m9ZpSrXbh+oJ4aikcBJCaC4sDJ5+Wp2Ws05COJlj8+H63+AWAA3f0zqNNb0BKnZXp8/JcD2tKIoiQ/VEiSCFkxDCIZjv4/TddxAdrW0WIYSdJJ+Hvyer043eBw8H7JZ2+3VO0qFGE7FJsSSmJ6LX6QkPCNc6jhA5ksJJCOEQGjaEzp3BZIJZGncpFkLYyYExkJEE5e6DGs9rnSZ7wR3Um/DejIEbh7ROUyqZh+lV9a+Ku4u7xmmEyJkUTkIIhzF+vPr46adw9aq2WYQQhXTxFzjzLej0cO9i9dERuXhDhQ7qtAzX04R5mF6dwDoaJxEidw76W0wIURo98AA0bgzJybBokdZphBA2y0yFvUPV6VrDoWwjTePkSdqSa0o66omSQgonIYTD0On+O+s0fz6kpGibRwhho8MfQNIJ8AxRb3br6EJvNYi4ugdSLmqbpRQ6EncEkMJJOD4pnIQQDuWJJ6BKFbhyBT7/XOs0QogCSzwJ/76jTt8zG1x9tc2TH54hUO5edfr8j9pmKYWkFbkoKaRwEkI4FBcXGDNGnZ4xAzIztc0jhCgARYF9w8CUpjZdqPyk1onyr9LD6uO5tdrmKGXSMtKIuR4DyBkn4fikcBJCOJznn4eyZeHECVgr72GEKDnO/QAXfwK9GzRdqI6/LSlCb13nFPsrZNzUNkspciL+BCbFRBm3MgT7BGsdR4hcSeEkhHA4Pj4wZIg6HREht1YRokQwJsH+kep03QngW0vbPAXldxd4V1PPll3cpHWaUuP2YXq6klRoi1JJCichhEMaPhzc3eGPP2DnTq3TCCHydOhNSD6nFh93vap1moLT6aS7ngbMrchlmJ4oCaRwEkI4pAoVoF8/dToiQtssQog8XD8ER2ar000XgIuntnlsZR6ud/5HMMkFlsVBWpGLkkQKJyGEwxo7Vv0n8Lp1EBWldRohRLYUBfYOBiUDKj0CoV21TmS78q3B1Q/SrsDVP7VOUypIRz1RkkjhJIRwWLVrw8O3Gl3NnKltFiFEDqI/hys7wOAFTeZonaZw9K5Q8VbhJ8P1ipyiKDJUT5QoUjgJIRya+Ya4X3wBF+W+lEI4lrR4OHjrh/TuKeBdWds89mAerndOCqeiFpccx7XUawDULFdT4zRC5E0KJyGEQ2vRQv1IT4f587VOI4Sw8tdr6rA2v3pQe5TWaeyjYhfQuUBCFCQc1zqNUzMP06viVwUvVy+N0wiRNymchBAOb8IE9XHRIkhM1DaLEOKWuD1w4iN1uukiMLhpm8de3PygQjt1WobrFSnLMD25vkmUEFI4CSEcXo8e6vVON27A0qVapxFCYMpUG0KgQLV+UKGt1onsK1TakheHI3FHALm+SZQcUjgJIRyeXq922AOYPRuMRm3zCFHqHV8M1w6Aqz80+kDrNPYX2kN9vLID0q5qm8WJSStyUdJI4SSEKBH69lXv7XT2LHz7rdZphCjFUmLh79fU6UbvgGcFbfMUBZ+q4N8AFBNc2Kh1GqclrchFSSOFkxCiRPDwgOHD1emICPXWMUIIDRwcB8YECGgKNQZpnaboSHe9ImXMNHLq2ilAzjiJkkMKJyFEiTF4MHh7w19/waZNWqcRohS69DvEfAnooNli0Bu0TlR0Kt0qnC7+BJlp2mZxQqeunSLDlIGXqxehvqFaxxEiX6RwEkKUGAEBMHCgOh0RoW0WIUqdzHTYO0SdrjkEyjXVNk9RC2gCniGQkQSXtmidxumYh+nVKlcLvU7ejoqSQb5ThRAlyujRYDDAr7/CwYNapxGiFDkyExKOgEd5aPiW1mmKnk5/W3e9tdpmcUKWVuQyTE+UIFI4CSFKlCpV4Mkn1ekZM7TNIkSpkRQDh6ar041ngpu/lmmKz+3XOcmFlXYlHfVESSSFkxCixBk/Xn385hs4fVrbLEKUCvtHQmYKlG8LVftonab4BD8ABi9IOQ/X5BS3PUlHPVESSeEkhChxGjeGDh0gM1O9r5MQogidW6feCFbnAs0WgU6ndaLiY/CAkM7qtHTXsysZqidKIimchBAlkvms09KlcO2atlmEcFoZybB/hDpddyz41dM2jxbM3fXOS+FkL9dSrnEl+QogZ5xEySKFkxCiROrYERo2hJs3YfFirdMI4aT+fRtungavylD/Da3TaKNiN0CnDtW7eVbrNE7BPEwvtEwoPm4+GqcRIv+kcBJClEg6HYwbp07PmwepqdrmEcLp3IiCqFt9/5vOAxdvbfNoxSMIglqo0+fXa5vFSViG6cnZJlHCSOEkhCixnnoKwsLg0iVYsULrNEI4EUWBfUPBZISK3f/rLldahcpwPXs6EncEkOubRMmjeeG0cOFCqlatioeHB82bN2fPnj25Lj9nzhxq166Np6cnYWFhjB49mlT5V7MQpZKrq3pfJ1Bbk5tM2uYRwmmc/gou/a42R2g6r3Q1hMhOpYfVx0u/gTFB2yxOQFqRi5JK08Lpm2++YcyYMUyZMoUDBw7QsGFDOnfuzOXLl7NdfuXKlUycOJEpU6YQFRXFJ598wjfffMOrr75azMmFEI5i4EDw84OjR2G9jKIRovDSb8CBMer0Xa+DTzVt8zgC39pQppZ6Bu7iz1qnKfGkFbkoqVy03PmsWbN48cUXGTBgAAAffvghGzZs4NNPP2XixIlZlt+1axctW7bkmWeeAaBq1ar07t2bP//8M8d9pKWlkZaWZvk8IUH9T5HRaMRoNNrz6djEnMERsgj7kGNavDw8YNAgPRERBj74wETXrpl234ccU+ckxzV7+sjXMKReQilTi4zwkVCCXp+iPKb6kO4YEmdhOrOGzJBedt9+aZFpyuRE/AkAqvtVz9exkp9V5+NIx7QgGTQrnNLT09m/fz+TJk2yzNPr9XTo0IHdu3dnu06LFi1YsWIFe/bs4d577+XUqVNs3LiRvn375rifd999l2nTpmWZ/8svv+Dl5VX4J2InmzZt0jqCsDM5psWnbl13XFw6smuXgVmzdlCnTtH0J5dj6pzkuP7HL/MkbVPVNpW7jH2I+3mzxolsUxTHNCCzHK2BjDPr+CluPYrOYPd9lAYX0y6SnpmOq86VQzsPEaWLyve68rPqfBzhmCYnJ+d7Wc0Kp7i4ODIzM6lQoYLV/AoVKnDkyJFs13nmmWeIi4ujVatWKIpCRkYGL7/8cq5D9SZNmsSYMWMsnyckJBAWFkanTp3w9fW1z5MpBKPRyNtvv03Hjh1xdXXVOo6wA6PRyKZNm+SYFrNt23QsWwa7drVizBj7nnWSY+qc5LjeQcnE8FsbdKkmTGFPce99k/Jex8EU6TE1dUJZPwu39Kt0vdcPJaiNfbdfSvzvxP8gCmoF1qJHtx75Wkd+Vp2PIx1T82i0/NB0qF5BbdmyhXfeeYdFixbRvHlzTpw4wciRI5k+fTpvvJH9/SXc3d1xd3fPMt/V1VXzA3U7R8sjCk+OafGaMAGWLYP16/VER+upVcv++5Bj6pzkuN5y/FOI3wsuZdA3nY2+BL8mRXNMXSG0G0R/jkvsRqj4oJ23XzqcvH4SgDqBdQp8jORn1fk4wjEtyP41aw4RGBiIwWDg0qVLVvMvXbpEcHBwtuu88cYb9O3bl4EDB3L33XfzyCOP8M477/Duu+9iknZaQpRqdetCjx5qF+WZM7VOI0QJk3oZ/rp1hqnhW+AZom0eR2VuS35urfrLRhSYdNQTJZlmhZObmxtNmjRh8+b/xk+bTCY2b97M/fffn+06ycnJ6PXWkQ0GdYyxIr/AhCj1xo9XH5cvV+/tJITIp8hXIP0alG0ENYdoncZxhXQCvRsknYSE7C8rELmTjnqiJNO0HfmYMWP4+OOPWb58OVFRUQwePJibN29auuz169fPqnlEjx49WLx4MV9//TXR0dFs2rSJN954gx49elgKKCFE6dWqFTRvDmlpsGCB1mmEKCEub4dTywAdNFsM+hI1ir94uZaBCreG6J1bq22WEuponFo41Qmso3ESIQpO09+OTz31FFeuXGHy5MnExsbSqFEjfvrpJ0vDiDNnzlidYXr99dfR6XS8/vrrnD9/nqCgIHr06MHbb7+t1VMQQjgQnU496/T447BwIbzyCvj4aJ1KCAdmMsLeW2eYwl+EwPu0zVMSVOoJF/8H59fBXVlvnSJylpCWwMWki4AM1RMlk+b/Vho2bBjDhg3L9mtbtmyx+tzFxYUpU6YwZcqUYkgmhCiJevWC8HA4cQI+/RRGjNA6kRAO7OhcuHEI3AOh4TtapykZQrvD3sEQ9wekXALPCnmvIwA4dvUYABW8K+Dn4adxGiEKTtOhekIIYW8GA4wdq07Png0ZGdrmEcJh3TwL/0xVpxt9AO7lNI1TYnhVgoAmgAIXNmidpkQ5EqdeFybXN4mSSgonIYTTee45CAqCmBhYtUrrNEI4qAOjIeMmBLWE6s9pnaZkMXfXO79O2xwljPn6JhmmJ0oqKZyEEE7H0xPMI4AjIqRrsBBZXPgfnP0edAZough08nagQCrdKpwu/gIZKdpmKUGkFbko6eQ3pRDCKQ0dCl5ecOAA/Pab1mmEcCAZKbDv1n8Wao+Esg20zVMS+TcErzDITIFLm/NeXgDSilyUfFI4CSGcUrly8Pzz6nREhLZZhHAoh9+DpFPgGQp3T9U6Tcmk0912M1wZrpcfJsXE8avHATnjJEouKZyEEE5rzBjQ6+Hnn+Hvv7VOI4QDSDiuFk4ATeao9yUStqn0sPp4fj0oJm2zlABnb5wlJSMFV70r1cpW0zqOEDaRwkkI4bSqVVPv6QQwY4a2WYTQnKKoQ/RM6RDSGcIe0zpRyVa+LbiUgdRYuLpX6zQOzzxMr0ZADVzkJsuihJLCSQjh1MaPVx+/+grOntU2ixCaOrsKYn8BvTs0XaAONxO2M7hBxS7qtHTXy5N01BPOQAonIYRTa9oU2rdX7+c0Z47WaYTQiDER9o9Sp+tNhDLhmsZxGnKdU75JRz3hDKRwEkI4PfNZpyVL4Pp1TaMIoY1/pkLKBfCpAXdN1DqN86jYRW3pfuOQ2nBD5MhcONUJrKNxEiFsJ4WTEMLpPfQQ1K8PSUnw0UdapxGimF37G47OVaebLgCDh7Z5nIl7AAS1VqfPrdc2i4OzDNWTVuSiBJPCSQjh9HQ6GDdOnZ47F9LStM0jRLFRTLB3MCiZEPY4VHxI60TOx3wzXLnOKUc3029yNkG9yFSG6omSTAonIUSp0Ls3hIbCxYuwcqXWaYQoJqeWQdwucPGGJrO1TuOczNc5Xd4K6de0zeKgjl09BkA5z3KU8yqncRohbCeFkxCiVHBzg1Gj1OmICDDJbVeEs0u7CpET1Om7p4FXJW3zOKsyNcDvLvWs3oWftE7jkCyNIWSYnijhpHASQpQagwaBry9ERcHGjVqnEaKIRU5Siye/+lB7hNZpnJulu95abXM4KGlFLpyFFE5CiFLD1xdeekmdjojQNosQRSruDzj5sTrdbDHoXbXN4+zM1zld/B9kpmubxQFJK3LhLKRwEkKUKiNHgqsrbNsGf/6pdRohioApA/a8rE5XHwDlW2mbpzQody94lAdjAlzZpnUahyND9YSzkMJJCFGqhIbCM8+o03LWSTilYwvh+l/gVhYava91mtJBp4fQHuq03AzXiqIoluYQcsZJlHRSOAkhSh1za/LVq+HECW2zCGFXyRfg7zfU6UbvgUeQtnlKk9Db2pIrirZZHMiFxAskpSdh0BmoEVBD6zhCFIoUTkKIUqd+fejaVX1vM2uW1mmEsKODYyEjUR06VmOg1mlKl+AO6s2Fb56G6/9oncZhmIfpVStbDTeDm8ZphCgcKZyEEKXS+PHq42efwZUr2mYRwi5if4XTX6vDxpp9qD6K4uPiBcEd1Wm5Ga6FdNQTzkR+qwohSqW2baFpU0hNhYULtU4jRCFlpsHeoep0zWEQ0FjbPKVVpYfVR7nOyUI66glnIoWTEKJU0un+O+u0YAEkJ2ubR4hCiYqAxGPgEQwN3tQ6TelVsTugg/i96vVmwlI41Qmso3ESIQpPCichRKn16KNQvTpcvaoO2ROiREo6Bf++rU7fMwvc/LTNU5p5VoByzdXp8+u1zeIgLEP1pBW5cAJSOAkhSi0XFxgzRp2eNQsyM7XNI0SBKQrsGw6ZqVDhAajytNaJRKXbuuuVcinGFGKuxwAyVE84BymchBCl2oABUK4cnDqlticXokQ5txYubAS9KzRdqI5BFdoytyWP3QzGJG2zaOxE/AkUFPzc/SjvXV7rOEIUmhROQohSzcsLht66pj4iQm6/IkqQjJuwf4Q6XXc8+Mk1JA7Brx74VAdTGsRu0jqNpiyNIQJro5OiXjgBKZyEEKXesGHg4QF798LWrVqnESKfDk2H5LPgXRXuek3rNMJMp7O+GW4pJq3IhbORwkkIUeoFBalD9kA96ySEw7v+L0TNVKebzlfvISQch+U6px/BVHovnpRW5MLZSOEkhBCoTSJ0Oti4Ef79V+s0QuRCUWDfEFAy1PsGhXbXOpG4U1ArcCsLaXFw9Q+t02jm9qF6QjgDKZyEEAIID1fbkwPMmKFtFiFyFbMCLm8Dgyc0mat1GpEdvStU7KpOn1urbRaNKIoiQ/WE05HCSQghbjHfEPfLL+H8eW2zCJGt9GtwcJw6XX8yeFfRNo/IWSm/zunyzcvcSLuBDh3hAeFaxxHCLqRwEkKIW5o3h9atwWiEufKPfOGI/nodUi+Db12oM0brNCI3IZ3VM08JR9WPUsY8TK+KfxU8XT01TiOEfUjhJIQQt5kwQX386CNISNA2ixBWru6D44vV6WaLwOCmbR6ROzc/KN9OnT6/XtMoWpBhesIZSeEkhBC36doV6tZVi6YlS7ROI8QtpkzY+zKgQNVnoUI7rROJ/DAP1ztX+obrmc841QmU+4sJ5yGFkxBC3Eavh3G3LiGZMwfS0zWNI4TqxEcQvx9c/aCx9MwvMSr1UB/jdkJqnLZZipm0IhfOSAonIYS4Q58+EBKiNoj4+mut04hSL+US/PWqOt3wbfAM1jaPyD/vKuDfEBQTXNiodZpidSTuCCCtyIVzkcJJCCHu4O4OI0eq0xER6m1zhNDMwfFgvAEBTSD8Za3TiIKq9LD6WIq666VnphN9LRqQM07CuUjhJIQQ2XjpJfDxgUOH4OefdVrHEaXVpa0Q8wWgg2aLQW/QOpEoqEq3rnO6+BNkpmqbpZicjD9JppKJj5sPFctU1DqOEHYjhZMQQmTD3x8GDVKnZ82SX5VCA5npsHewOl3zZSjXTNs8wjZl7wHPipBxEy79rnWaYmG+vqlWuVrodPKPJ+E85N2AEELkYNQocHGBLVv0nDjhr3UcUdocnQ0JUeAepF7bJEomna7UddeTVuTCWUnhJIQQOQgLg6efVqd/+CFc2zCidLl5Gv55U51uPAPcymqbRxSOebje+XWl4qJJ6agnnJUUTkIIkYvx49XH3bsrcuqUtllEKbJ/FGQmQ1BrqNZX6zSisCq0BxdvSLkA1w5onabIWQon6agnnIwUTkIIkYsGDaBTJxMmk4558+RXpigG53+Ec2tA56I2hJBrREo+gweEdFanS8FwPRmqJ5yVvAsQQog8jBljAmDZMj1Xr2ocRji3jGTYN1ydrjMG/O/SNo+wn9Dbhus5savJV7maov6irFWulsZphLAvKZyEECIP7dsrVK9+neRkHYsWaZ1GOLV/34GbMeAVBvXf0DqNsKeK3UCnh2uRcPOM1mmKjHmYXiXfSni7eWucRgj7ksJJCCHyoNNBr14nAJg/H1JSNA4knFPCUYj6QJ1uMhdcfbTNI+zLIxACW6rTTjxczzxMr05gHY2TCGF/UjgJIUQ+tGx5gSpVFK5cgeXLtU4jnI6iwN6hYDJCxa5QqZfWiURRqOT8w/Wko55wZnYpnPbv38+nn37Knj177LE5IYRwOAaDwsiR6rVOM2dCZqbGgYRzOf0NXNqsNhFoOl8aQjgr83VOl7dA+g1NoxSVI3FHACmchHMqdOH02Wefce+99zJx4kRatGjBhx9+aI9cQgjhcPr3N1G2LJw4AWvXap1GOI30G3BgtDpd71Xwqa5tHlF0fGuBb231zOLFn7VOUySkFblwZoUunObOncuMGTO4fPkyX375JbNnz7ZHLiGEcDg+PjBkiDr9wQel4j6Wojj8MwVSY6FMTag3Qes0oqg5cXe9DFMGJ+NPAnLGSTinQhdOZ86coWvXrgB069aNmJiYwm5SCCEc1vDh4O4Of/4JO3ZonUaUePEH4dh8dbrpQjC4a5tHFD1L4bRBPfPkRKKvRWM0GfF08STML0zrOELYXaELJ6PRiJubGwCurq5kZGQUOpQQQjiqChXguefU6YgIbbOIEk4xwd7B6mPlpyCko9aJRHEIvB/cA8F4Ha7s1DqNXZmH6dUsVxO9TvqPCefjYstKjz76qGU6NTWVl19+GW9vb0wmk92CCSGEoxo7Fj7+GNavh6goqFtX60SiRDr5CVz9E1zKwD2ztE4jioveAKHd4dQytS15hXZaJ7IbcytyGaYnnJVN/w7w9fXFz88PPz8/nn32WSpWrIifnx9ly5alX79+9s4ohBAOpVYtePhhdXrmTG2ziBIq9QpEvqJON3gTvCpqm0cUL8twvbVOdbGktCIXzs6mM07Lli2zcwwhhChZxo+HNWvgiy9g+nQICdE6kShRIidC+jXwbwi1hmmdRhS34I6gd4ekU3DjMPjfpXUiu5COesLZ2XTG6YEHHuD69et2jiKEECVHixbqR3o6zJundRpRolzZCac+VaebLQa9Tf/DFCWZqw8EP6hOO1F3PRmqJ5ydTYXTli1bSE9Pt3cWIYQoUSbc6hy9eDEkJmqbRZQQJqPaEAKgxkAIul/bPEI75uF655yjcLqReoNLNy8BcsZJOC+bW57o5K7mQohSrkcPqF0bbtyApUu1TiNKhKPz4fo/4F4OGr2ndRqhpdDu6uPVPyElVtssdmAephfiE4Kvu6/GaYQoGjaPD3jkkUcsbcjv9Ntvv9kcSAghSgq9Xu2wN2gQzJ4Nw4aBq6vWqYTDSj6n3uwWoNH7avEkSi+vUAhoCvH74MIGqPGC1okKxTJMT842CSdmc+F0//334+PjY88sQghR4vTtC2+8AWfPwjffwLPPap1IOKwDYyAjSb2PT/UBWqcRjiC0p1o4nVtX8gsn6agnSgGbCiedTsf48eMpX768vfMIIUSJ4uEBw4fD66+rN8Tt0wdkJLPI4sLPcOY70Bmg2YcgNwcVAJUehn8mQ+wmyEgGFy+tE9nsSNwRQAon4dxs+s2tONE9B4QQorAGDwZvb/j7b9i0Ses0wuFkpsK+Wy3Ha42Asg20zSMch//d4F0FMlMg9let0xSKtCIXpYFNhdOUKVNkmJ4QQtwSEAADB6rTERHaZhEO6PD7kHQCPCtCg6lapxGORKe77Wa4Jbe7XqYpk+NXjwNyxkk4N5sKp379+nH+/Pks848fP05MTExhMwkhRIkzejQYDPDrr3DwoNZphMNIPAH/vqtO3zMbXKXbmLhDJXPhtB4Uk7ZZbHTmxhnSMtNwM7hR1b+q1nGEKDI2FU79+/dn165dWeb/+eef9O/fv7CZhBCixKlSBZ58Up2Ws04CAEVRh+iZ0iC4I1R+QutEwhEFtVEL6tTLcHWP1mlsYh6mFx4QjkFv0DiNEEXHpsLp4MGDtGzZMsv8++67j8jIyAJta+HChVStWhUPDw+aN2/Onj25/9K4fv06Q4cOJSQkBHd3d2rVqsXGjRsLtE8hhCgK48erj99+C6dPa5tFOICzq+Hiz6B3g6YLpGuIyJ7BDUK6qNMl9Ga4llbkMkxPODmbCiedTkdiYmKW+Tdu3CAzMzPf2/nmm28YM2YMU6ZM4cCBAzRs2JDOnTtz+fLlbJdPT0+nY8eOxMTEsGrVKo4ePcrHH39MaGioLU9DCCHsqnFj6NABMjPV+zqJUsyYCPtHqtP1JoJvLW3zCMdWqWRf5yStyEVpYVM78jZt2vDuu+/y1VdfYTCop2QzMzN59913adWqVb63M2vWLF588UUGDFDvZ/Hhhx+yYcMGPv30UyZOnJhl+U8//ZT4+Hh27dqF6627TFatWjXXfaSlpZGWlmb5PCEhAQCj0YjRaMx31qJizuAIWYR9yDF1PgU5pqNH6/j1VxeWLlV49dUMypYt6nTCVkX5s6r/ayqGlPMo3tXJqDUW5PdBsSixv3+DOuCiM6C78S/Ga0fAp4bWiQrkyBW1FXl42fAiee1L7HEVOXKkY1qQDDrFht7ihw8fpk2bNvj7+9O6dWsAtm/fTkJCAr/99hv169fPcxvp6el4eXmxatUqevXqZZn/3HPPcf36ddauXZtlna5duxIQEICXlxdr164lKCiIZ555hldeecVSwN1p6tSpTJs2Lcv8lStX4uXlGPdLePvtt3nttde0jiGEsANFgdGj2xET40efPod54onjWkcSxayMKYZ2KWPQY2K3+xtcdmmidSRRArRIeYMg0z/84/Y8p1x7ah2nQF749wWuGq/yXs33qONdR+s4QhRIcnIyzzzzDDdu3MDXN/cGPjYVTgAXLlxgwYIF/PXXX3h6etKgQQOGDRtGQEBAvtcPDQ1l165d3H///Zb5EyZMYOvWrfz5559Z1qlTpw4xMTH06dOHIUOGcOLECYYMGcKIESOYMmVKtvvJ7oxTWFgYcXFxeb44xcFoNNKuXTu2bNliOYsmSjaj0cimTZvo2LGjHFMnUdBj+uWXOgYMcKFCBYXjxzPw8CiGkKLAiuRnVTFh+P0B9Fd3YQrtRWaLb+2zXZEvJfn3r/74fAyRYzEFtSWzXcm5IVxSehIBM9T3frGjYwnwzN/7wIIoycdVZM+RjmlCQgKBgYH5KpxsGqoHULFiRd555x1bV7eJyWSifPnyLFmyBIPBQJMmTTh//jwRERE5Fk7u7u64u7tnme/q6qr5gbqdo+URhSfH1Pnk95j26QOTJ8PZszq+/tqVF18shnDCZnb9WT21DK7uAhdv9E3noZffAZookb9/K/eCyLHo43agNyWCu/0LkKIQHRcNQJBXEBV8KxTpvkrkcRW5coRjWpD929QcAtTudjNnzmTgwIEMHDiQ2bNnc+PGjXyvHxgYiMFg4NKlS1bzL126RHBwcLbrhISEUKtWLatheXXr1iU2Npb09HTbnogQQtiZq6t6XyeAmTPBVDJvzSIKKi0eDt5qrVh/CniHaZtHlCw+1cGvPiiZcOF/WqfJN0tHvUBpDCGcn02F0759+6hRowazZ88mPj6e+Ph4Zs2aRY0aNThw4EC+tuHm5kaTJk3YvHmzZZ7JZGLz5s1WQ/du17JlS06cOIHptnchx44dIyQkBDc3N1ueihBCFImBA8HPD44ehfXrtU4jisVfr0JaHPjdBXVGaZ1GlEQlsLvekTi1MYR01BOlgU2F0+jRo+nZsycxMTGsXr2a1atXEx0dTffu3Rk1alS+tzNmzBg+/vhjli9fTlRUFIMHD+bmzZuWLnv9+vVj0qRJluUHDx5MfHw8I0eO5NixY2zYsIF33nmHoUOH2vI0hBCiyJQpA4MHq9NyQ9xSIO5POLFEnW62GPQynEjYIPRW4XThf5BZMkbSSCtyUZrYdI3Tvn37+Pjjj3Fx+W91FxcXJkyYQNOmTfO9naeeeoorV64wefJkYmNjadSoET/99BMVKqhjZM+cOYNe/19tFxYWxs8//8zo0aNp0KABoaGhjBw5kldeecWWpyGEEEVqxAiYNQt27oRdu6BFC60TiSJhyoC9gwEFqj0H5VtrnUiUVOWagUcFSL0El7dCSEetE+XJUjjJUD1RCthUOPn6+nLmzBnq1LFuOXn27FnKlClToG0NGzaMYcOGZfu1LVu2ZJl3//3388cffxRoH0IIoYWQEOjbFz75RD3r9MMPWicSReL4Yrh2EFz9ofEHWqcRJZlOD6E94ORSdbiegxdOJsXEsavHADnjJEoHm4bqPfXUU7zwwgt88803nD17lrNnz/L1118zcOBAevfube+MQghRYo0dqz6uXQvHjmmbRRSBlIvw9+vqdKN3waO8tnlEyVfpYfXx3Dr1xnAO7HzCeZKNybjoXahetrrWcYQocjadcZoxYwY6nY5+/fqRkZEBqK38Bg8ezHvvvWfXgEIIUZLVrQs9eqgNImbOhI8+0jqRsKsD48CYAAHNoIb0nRd2UOFBMHhC8hm4/heUbaR1ohyZh+lVL1sdV4Nc1yecn01nnNzc3Jg7dy7Xrl0jMjKSyMhI4uPjmT17drb3TBJCiNJs/K0O1cuXwx13YBAlWexvcHqlOrzq3sWgN+S9jhB5cfGEkE7q9DnH7q5naUUuw/REKWHzfZwAvLy8uPvuu7n77rvx8vKyVyYhhHAqrVpB8+aQlgbz52udRthFZhrsG6JO1xwCAU20zSOcS2jJaEsuHfVEaWPTUL1HH30016+vXr3apjBCCOGMdDqYMAEeewwWLYKJE8HHR+tUolCOzISEo2oHtAbTtU4jnE3FboAO4vdD8jnwqqR1omxJRz1R2th0xsnPz8/ysWHDBvR6vdU8IYQQ1h5+GMLD4do1+PRTrdOIQkmKhkO3iqXGM8HNX9M4wgl5VoDA+9Tp8z9qmyUX5qF6dQLr5LGkEM7BpjNOn332mWV61apVfPDBB1SvLt1UhBAiJwaD2mFv8GD13k5DhoCLTb+Bheb2j4TMVCjfDqo+o3Ua4axCe0LcbvU6p5ova50mixRjCmdunAFkqJ4oPQp1jZMQQoj8e+45CAqC06fhu++0TiNscm4dnF8PeldotkgdhylEUTC3Jb+0GYxJ2mbJxvH44ygolPUoS6BXoNZxhCgWUjgJIUQx8fQE8/2+IyIc/hYt4k4ZN2H/CHW6zjjwq6ttHuHcfOuATziY0iH2F63TZHEk7gigXt+kk38giFLCpoEi8+bNs0xnZGSwbNkyAgP/+2/DiBEjCp9MCCGc0NCh8P77cPAg/PYbPPig1olEvh16C26eBu8qUP91rdMIZ6fTQaWecGQWnFsLYbk35ipu0opclEY2FU6zZ8+2TAcHB/PFF19YPtfpdFI4CSFEDsqVg+efhwUL1LNOUjiVEDcOQ9QMdbrJPHCRW3CIYhB6q3C6sAFMGaB3nAsjpRW5KI1s+gmMjo62dw4hhCg1xoxR25L//DP8/Tc0aKB1IpErRYG9Q0HJgNAe6lkAIYpDUEtwKwtpV9VGEeVba53IQlqRi9LI7tc4Xblyxd6bFEIIp1KtGjz+uDodEaFtFpEPMSvh8hYweKpnm4QoLnqXW/d0wqFuhqsoigzVE6WSTYXT1KlTs52/dOlS6tSRXv5CCJGX8ePVx6+/hrNntc0icpF+HQ6OVafrvwE+VbVMI0oj8xnOc45TOMUmxZKYnohepyc8IFzrOEIUG5sKp5UrVzJw4EBMJhMAx44do127dkyfPp3ly5fbNaAQQjijpk2hfXvIyIA5c7ROI3L09xuQekntcFZnrNZpRGkU0lltf594DBKOap0G+G+YXlX/qri7uGucRojiY1PhtHPnTg4dOkS3bt2YNm0ajRs3pmHDhvz77790797d3hmFEMIpmc86LVkC169rGkVkJ34/HF+kTjddCAY3bfOI0snVFyo8oE47yFknGaYnSiubCqegoCB+//13XF1defPNN/n666+ZO3cuPj4+9s4nhBBO66GHoH59SEqCjz7SOo2wYsqEPYNBMUGVZyD4Aa0TidIs9NZwPQe5zkk66onSyqbC6e+//+b48eNMnTqVNm3aMHLkSLZt28bff//N33//be+MQgjhlHQ6GDdOnZ4zB9LSNI0jbnfyY4jfq/63/54ZWqcRpV1oD/Uxbhekat+Ey1w41QmU69pF6WJTO/JGjRpZ3SVaURTatWsHqPdxyszMtEs4IYRwdr17w2uvwfnz8OWX6j2ehMZSL0PkJHW6wVvgGaJtHiG8w6BsY7h2UL2nU/X+msaxDNWTVuSilLHpjFN0dDSnTp3iyJEjtGnThjp16nDgwAHLfCGEEPnj5gajRqnTM2bArZ47QksHJ4DxuvpGteYQrdMIoQp1jO56aRlpRF9X7+cpQ/VEaWNT4VSlShUCAgJ4+eWX2bZtG9OnT6dRo0ZUqVKFKlWq2DujEEI4tUGDwNcXoqJg40at05Ryl7dB9HJAB80Wg96gdSIhVOa25Bd/hsxUzWKciD+BSTFRxq0MwT7BmuUQQgs2FU4XLlygVatWlC1blpkzZzJgwACef/55rl27Zu98Qgjh9Hx94aWX1Gm5Ia6GTEbYe+sMU/ggCGyubR4hble2MXiGQmYyxP6mWQxLY4jA2laXbQhRGthUODVv3pwHHniA7777jlGjRnHo0CGuXLlCnTp1WLlypb0zCiGE0xs5ElxdYds2+PNPrdOUUkfmwI1/wT0QGr6jdRohrOl0/5110rC7nrQiF6WZTYXT6NGjmT17tuU/DZUrV2b9+vXMnz+f8eYbkwghhMi30FDo00edlrNOGrh5Fv6Zqk43jgD3AE3jCJGt0IfVx/Pr1Vb5GpBW5KI0s6lwGjNmTLbzn3zySQ4fPlyoQEIIUVqZW5OvXg0nTmibpdQ5MEodAhXUCqr10zqNENmr0A5cfCDlAsQf0CTC7UP1hChtbCqcAK5fv87SpUuZNGkS8fHxABw4cICkpCS7hRNCiNLkrruga1dQFJg1S+s0pYfu4v/g7GrQGdSGEDqb/zQKUbQM7hDykDp9bm2x715RFBmqJ0o1m2+AW6tWLd5//31mzJjB9evXAVi9ejWTJk2yZz4hhChVzKOdP/sMrmh/n0unp1fSMBwcrX5SZzT419c2kBB50fA6p7jkOK6lqo3AaparWez7F0JrNg/V69+/P8ePH8fDw8Myv2vXrmzbts1u4YQQorRp2xaaNoXUVFiwQOs0zq+W8Xt0N0+p3crqT9E6jhB5q9hVPSt6/W9IiinWXZuH6VX2q4yXq1ex7lsIR2BT4bR3715eMvfOvU1oaCixsbGFDiWEEKWVTgcTJqjTCxdCcrK2eZxa4jHCjavV6SZzwdVH2zxC5Id7OfVaPFCbRBQjGaYnSjubCid3d3cSEhKyzD927BhBQUGFDiWEEKXZo49C9epw9ao6ZE8UAUXBcGAkBjIwBXeGsEe1TiRE/oVqM1xPOuqJ0s6mwqlnz568+eabGI1GAHQ6HWfOnOGVV17hscces2tAIYQobQwGMDcvnTULMjK0zeOUznyH/vJmMnEls/Fs9VSfECWFuXC6tAXSbxTbbs2FU53AOsW2TyEciU2F08yZM0lKSqJ8+fKkpKTQtm1bwsPDKVOmDG+//ba9MwohRKkzYACUKwenTqntyYUdGRPU9uPAMdfHwSdc2zxCFJRvTfCtC0oGXPyp2HZrGaonrchFKWVT4eTn58emTZtYv3498+bNY9iwYWzcuJGtW7fi7e1t74xCCFHqeHnB0KHqdESE2qJc2MnfUyHlIopPOCdcH9E6jRC2MXfXO1c8w/WMmUZOXjsJyFA9UXq5FGblVq1a0apVK3tlEUIIcZthw+CDD2DfPti6Fdq10zqRE7j2FxybB0Bm47mYDhg1DiSEjUJ7wuH34cJGMBlB71qkuzt17RQZpgy8XL0I9Q0t0n0J4ahsKpzGmAff52CW3LlRCCEKLShIHbK3eLF61kkKp0JSTLB3MCiZUPkJlOCOwEatUwlhm3LNwT0I0q7A5e0Q/ECR7s58fVOtcrXQy02iRSllU+E0Z84c7r//ftzc3LJ8TScX2AohhN2MGQMffggbN8KhQ1Bf7s9qu1OfQdxucPGBe2ZrnUaIwtEbILS7+n19fl3RF07SilwI24fq/fDDD5QvX96eWYQQQtwhPFxtT/799zBjBixbpnWiEio1Dg7eukHW3dPAKxSMMkxPlHChPdXC6dw69Z8BRfjPa2lFLoSNzSF0Op2cWRJCiGIyfrz6uHIlnD+vbZYS669JkB4P/g2g9git0whhHyEdQe8ON6Phxr9FuitL4SQd9UQpZtMZJ0VR6N+/Pz4+Pnh7e1OxYkUaN25Mly5d8PLysndGIYQo1Zo3hzZtYNs2mDtXbRghCuDKbji5VJ1utgj0heqLJITjcPGG4A5wYYM6XM+/6MbyylA9IWw849SvXz+CgoJwcXHhypUr/O9//6Nv377UrFmTqKgoe2cUQohSz3zW6aOPICFB2ywliilDbQgBUP15CGqpbR4h7K3Sw+pjEbYlv5ZyjSvJVwC1OYQQpZVN/3Zbls0g+5s3b9K7d2/Gjx/Pjz/+WNhcQgghbtO1K9StC1FRsGQJjBundaIS4tgCuP4XuAVAo/e1TiOE/YV2Vx+v/gkpseAZbPddmIfpVSxTkTLuZey+fSFKCrv1k/T29iYiIoIyZeQHSggh7E2v/69YmjMH0tM1jVMyJJ+Hv99Qpxu9Bx6B2uYRoih4hkC5e9Xp80Xzj2sZpieEyq6N+GvXrs1XX31lz00KIYS4pU8fCAlRG0TIr9p8ODAWMpKg3H1Q4wWt0whRdEJ7qo/n1hbJ5s1nnOoE1imS7QtRUthUOCUkJGT7ceLECQwGAwEBAdStW9feWYUQolRzd4eRI9XpGTNAUbTN49AuboIz34BOD/cuVh+FcFaVbhVOl36FjJt237y0IhdCZdNfEn9/f8qWLZvlo1Yt9YLB+Ph4aRIhhBBF4KWXwMdHvRnuTz9pncZBZabCvqHqdK3hULaRpnGEKHJ+9cG7qvq9H/ur3Td/JO4IIK3IhbC5J+uqVasICAiwmnf16lWeeOKJQocSQgiRPX9/GDQIZs2CiAjo0kXrRA7ocAQkHlev/WjwptZphCh6Op06XO/YPLW7nrnTnh1kmjI5EX8CkDNOQthcOLVs2ZLy5ctbzbt06VKhAwkhhMjdqFEwbx78/jvs2wdNm2qdyIEknoR/31anG88CV19t8whRXCrdKpzOrwdTJugNdtlszPUY0jPTcTe4U9mvsl22KURJZfOg78OHDxMVFcX58+dRZKC9EEIUm7AwePppdToiQtssDkVRYP8IMKVBhQehylNaJxKi+JRvA65+kHYFru6x22bN1zfVLFcTg52KMSFKKpsLpwcffJD69etTuXJlvLy8ePDBB1m1apU9swkhhMiB+Ya4q1bBqVPaZnEY59bAhY2gd4Nmi9ThS0KUFnpXqNhVnT5vv5vhSityIf5jU+EUHR3NqVOniIqKYseOHSxdupQaNWrwyiuv2DufEEKIbDRoAJ07g8kEs2drncYBGJNg/62Wg3UngG8tbfMIoQVzW3J7Fk7SUU8IC5sKpypVqlClShVq1arF/fffT58+fViyZAkbN25EURSqV69O8+bN7Z1VCCHEbcxnnT75BOLitM2iuUNvQvJZ8K4Gd72qdRohtFHxIdC5wI3DkHjCLpu0FE7SUU8I+94At1WrVkRHR/P777/z/fff23PTQggh7vDAA9C4MaSkwKJFWqfR0PVDcOTWabem88DFU9s8QmjFzR/Kt1Wnz9nnrJMM1RPiP3YtnPR6veVsVKVKley5aSGEEHfQ6WDCBHV6wQK1gCp1FAX2DgElAyr1gtDuWicSQluV7DdcLyEtgYtJFwE54yQEFKJwWrVqFU8++ST33Xcf99xzj9WHEEKI4vH441C1Kly5AsuXa51GA9FfwJXtYPCCJnO1TiOE9kJ7qI9XdkDa1UJt6tjVYwCU9y6Pv4d/IYMJUfLZVDjNmzePAQMGUKFCBQ4ePMi9995LuXLlOHXqFF3kboxCCFFsXFxg9Gh1euZMyMzUNk+xSr8GB8ep03dPAW+5x4wQ+FQD/7tByYQL/yvUpszD9OoE1rFHMiFKPJsKp0WLFrFkyRLmz5+Pm5sbEyZMYNOmTYwYMYIbN27YO6MQQohcPP88lC0LJ07AmjVapylGf72m3rPGrx7UHqV1GiEcR+jD6mMhh+tJRz0hrNlUOJ05c4YWLVoA4OnpSWJiIgB9+/blq6++sl86IYQQefLxgSFD1OmICPWyH6cXtweOf6hON10EBjdt8wjhSMzXOV34CTLTbN6MFE5CWLOpcAoODiY+Ph6AypUr88cffwDq/Z2UUvEXWwghHMvw4eDuDn/+CTt2aJ2miJkyYe9gQIGqfaFCW60TCeFYApqAZwhkJMLlrTZv5kjcEUAaQwhhZlPh9MADD7BunXr6d8CAAYwePZqOHTvy1FNP8cgjj9g1oBBCiLxVqADPPadOR0Rom6XInfgQrh0AVz9o7OxPVggb6PT/NYk4t9amTZgUE8evHgfkjJMQZi62rLRkyRJMJhMAQ4cOpVy5cuzatYuePXvy0ksv2TWgEEKI/Bk7Fj7+GNavh6goqFtX60RFICVWvbYJoOE74FlB2zxCOKrQnnBiiXqdU9MF6v0LCuDsjbOkZKTgqnelWtlqRRRSiJLFpjNOer0eF5f/aq6nn36aefPmMXz4cNzcZJy5EEJooVYtePjWNeEzZmibpcgcHA/GGxDQFMLlH3VC5KjCA2qb/uRzcC2ywKubr2+qEVADF71N/2cXwunY9JPw999/5/r1Bg0a2BRGCCFE4Ywfr3bWW7EC3noLQkK0TmRHl7ZAzApAB80Wg96gdSIhHJeLJ4R0gnNr1LNOAY0LtLq5FbkM0xPiPzYVTo0aNUKn06EoCrpbp37NTSF0Oh2ZpepGIkII4ThatICWLWHnTpg3D959V+tEdpKZDntvtQ6sORjKNdU2jxAlQWhPtXA6t06911kBSEc9IbKyaahedHQ0p06d4tSpU3h6evL7778THR1tmS+EEEI748erj4sXw627RZR8R2ZBQhR4lIeGb2mdRoiSIbQ7oFObqSSfK9CqlsJJOuoJYWFT4VSlShWqVKlC1apV0el0VKpUyTKvSpUq9s4ohBCiAHr0gNq14cYNWLpU6zR2cPM0HHpTnW48A9zKaptHiJLCIwiC1Ptucn59gVaVoXpCZGVT4SSEEMJx6fVqhz2A2bPBaNQ2T6HtHwmZKVC+LVR9Vus0QpQsobduhntuXb5XuZl+k7MJZwE54yTE7QpdOOl0Ost1TrZauHAhVatWxcPDg+bNm7Nnz558rff111+j0+no1atXofYvhBDOpm9f9d5OZ8/CN99onaYQzq1X70Ojc4FmiwrcUlmIUs9cOF36DYz5G7t7PF69f1M5z3IEegUWVTIhShybCqeyZcsSEBBAQEAASUlJNG7c2PJ5QEBAgbb1zTffMGbMGKZMmcKBAwdo2LAhnTt35vLly7muFxMTw7hx42jdurUtT0EIIZyahweMGKFOR0TArf49JUtGMuy/9STqjgW/etrmEaIk8q0NZWqCKR0u/pyvVSzD9ORskxBWbOqqN2fOHLsFmDVrFi+++CIDBgwA4MMPP2TDhg18+umnTJw4Mdt1MjMz6dOnD9OmTWP79u1cv349x+2npaWRlpZm+TwhIQEAo9GI0QHGr5gzOEIWYR9yTJ1PST2mAwfCO++48PffOv73vww6dixZ1ZP+nzcx3IxB8Qwjo/ZEu485LKnHVeRMjmn29CHdMSTOxnR2DZkhD+e5/OHLhwGoWbamQ7yWclydjyMd04JksKlweu6552xZLYv09HT279/PpEmTLPP0ej0dOnRg9+7dOa735ptvUr58eV544QW2b9+e6z7effddpk2blmX+L7/8gpeXl+3h7WzTpk1aRxB2JsfU+ZTEY9q+fX1+/LEGr74aj9GY8+9VR+NjOkf7lJkA7DH1IfaXrUW2r5J4XEXu5JhaK5cZSCsg4/Q6frqyHkWX+z3Qfo/5HQDlisLGjRuLIWH+yHF1Po5wTJOTk/O9rE2Fk/msTU58fX3ztZ24uDgyMzOpUKGC1fwKFSpw5MiRbNfZsWMHn3zyCZGRkfnax6RJkxgzZozl84SEBMLCwujUqVO+cxYlo9HI22+/TceOHXF1ddU6jrADo9HIpk2b5Jg6kZJ8TO+6C/73P4W//ipPSEhXGhfsHpjaUBQM2x5Cn5KBKaQr97ScViTXNpXk4yqyJ8c0B6ZOKOtn4pYeT9d7/VGCcr/MYdqn6j+ce7ToQdfaXYsjYa7kuDofRzqmedU1t7OpcPL398+2IYT5hrhFdQPcxMRE+vbty8cff0xgYP4uVnR3d8fd3T3LfFdXV80P1O0cLY8oPDmmzqckHtPwcHjySfjqK5gzx5WVK7VOlA8xX8Hl38Hggb7ZAvRubkW6u5J4XEXu5JjeyVW9p1P057jEboSKD+S4pKIoluYQd1W4y6FeRzmuzscRjmlB9m9T4VS9enUuX77MxIkTadmypS2bACAwMBCDwcClS5es5l+6dIng4OAsy588eZKYmBh69OhhmWcymQBwcXHh6NGj1KhRw+Y8QgjhjMaPVwunb7+Fd98Fh77dXvoNOHBrlMBdr4NPNW3zCOEsQntC9Odql8rGETmexb2QeIGk9CQMOgM1AuQ9lRC3s6mrXlRUFFOnTmXmzJksWLCAypUr07ZtW8tHfrm5udGkSRM2b95smWcymdi8eTP3339/luXr1KnDP//8Q2RkpOWjZ8+etG/fnsjISMLCwmx5OkII4dQaN4YOHSAzU72vk0P7ezKkxkKZWlB3nNZphHAeIZ1A7wZJJyDhaI6LHb2qfq1a2Wq4GYr2bK8QJY1NhZOrqytjxozh+PHjhIaG0qBBA8aOHZtrd7ucjBkzho8//pjly5cTFRXF4MGDuXnzpqXLXr9+/SzNIzw8PKhfv77Vh7+/P2XKlKF+/fq4FfFwDiGEKKnGj1cfP/4Y4uO1zZKj+ANwfIE63WwhGLIOsxZC2Mi1DFS4NUTv/NocF7O0Ii8nrciFuFOhboAbEBDAnDlzOHjwIDExMYSHhxe4VflTTz3FjBkzmDx5Mo0aNSIyMpKffvrJ0jDizJkzXLx4sTAxhRCi1OvYERo2hORkWLxY6zTZUEywd7D6WOVpCO6gdSIhnE+lWzfDPbcux0XMZ5ykcBIiK5uucWrcuHGW5hCKopCWlsbYsWMZNWpUgbY3bNgwhg0blu3XtmzZkuu6y5YtK9C+hBCiNNLpYNw46NsX5s+HsWPVm+Q6jJNL4eoecCkDjWdqnUYI5xTaA/YOgbjdkHoZPMpnWcRSOMnNb4XIwqbCqVevXnaOIYQQoqg99RS8+iqcPQtffAEvvqh1oltSr0DkrRueN3wLvCpqm0cIZ+VVCcreA9cOwPkNUGNAlkVkqJ4QObOpcJoyZYq9cwghhChirq4wejSMGQMzZsALL4C+UAO27STyFUi/BmUbQc0hWqcRwrlV6nmrcFqXpXBKzUgl5noMAHUC62gQTgjHVqg/mfv27eOLL77giy++YP/+/fbKJIQQoogMHAh+fnDsGKzL+TKH4nN5B5z6TJ1uthj0Nv0/TwiRX5UeVh8v/gIZKVZfOhF/AgUFP3c/yntnHcYnRGlnU+F07tw5Wrduzb333svIkSMZOXIkzZo1o1WrVpw7d87eGYUQQthJmTIweLA6HRGhbRZMRrUhBECNFyHwPm3zCFEa+DcErzDITIZLv1l9yTJML7B2lmvZhRA2Fk4DBw7EaDQSFRVFfHw88fHxREVFYTKZGDhwoL0zCiGEsKMRI8DNDXbtUj80c3Qe3DgE7uWg0bsaBhGiFNHp1Jvhgjpc7zZH4o4Acn2TEDmxqXDaunUrixcvpnbt/36wateuzfz589m2bZvdwgkhhLC/kBC1ux5oeNYp+Rz8c+t62UYfqMWTEKJ43N6WXDFZZksrciFyZ1PhFBYWhtFozDI/MzOTihWlG5IQQji6sWPVx7Vr4ehRDQLsHw0ZNyGoJVTvr0EAIUqx8m3V1v+psXB1n2W2tCIXInc2FU4REREMHz6cffv++2Hbt28fI0eOZMaMGXYLJ4QQomjUrQs9eoCiwMzivm3ShZ/g7CrQGaDpItA5Qms/IUoRgztUfEidvjVcT1EUaUUuRB5s+mvVv39/IiMjad68Oe7u7ri7u9O8eXMOHDjA888/T0BAgOVDCCGEYxo/Xn38/HO4dKmYdpqRAvtu3fC89kgo26CYdiyEsHLHdU6Xb17mRtoNdOgIDwjXMJgQjsumvq+zZ8+WbitCCFHCtWoF990Hf/wB8+fDW28Vw04Pvw9JJ8GzItw9tRh2KITIVsWu6lnf6/9AUjRHr54FoIp/FTxdPTUOJ4RjKlDhlJCQAMCjjz6a63K+vr62JxJCCFEsdDr1rNNjj8GiRTBxIvj4FOEOE47D4ffU6SZzwLVMEe5MCJEr9wAIag2Xt8D59RxNUoslGaYnRM4KVDj5+/vn60xTZmamzYGEEEIUn4cfhvBwOHECPv1UbVVeJBQF9g8HUxoEd4Kwx4toR0KIfKvUUy2czq3jaGYjQAonIXJT4KF6q1atkmuXhBDCSRgMaoe9wYNh1iwYMgRcbBrEnYez38PFn0HvDs0Wqqe7hBDaCu0JB8bA5a0cNak/+NJRT4icFfjPY8uWLSlfvnxRZBFCCKGB556DyZPh9Gn47jvo3dvOOzAmwv5R6nS9iVBGLjwXwiGUqQF+9eDGYY5e/guAOoF1NA4lhOOSHrBCCFHKeXrC8OHqdESEOqrOrv6ZCinnwacG1HvFzhsXQhRKaE/SFTiVqLbWlKF6QuRMCichhBAMGQJeXnDwIPz2mx03fO1vODpXnW46H1ykW5cQDiW0J6eMkKko+Lj5ULFMRa0TCeGwClQ46XQ6aUMuhBBOqFw5eP55dToiwk4bVUywdzAomRD2GFTsYqcNCyHspty9HFH8AKjlGyLv84TIRYGucVIUhf79++Pu7p7rcqtXry5UKCGEEMVvzBi1LfnPP8Nff0HDhoXc4KnlELcLXLzV9uNCCMejN3DUvSawj9puUjQJkZsCFU7PPfdcUeUQQgihsWrV4PHH4dtvYcYM+OKLQmws7SpEjlen754GXpXsklEIYX9HUc841TZdVi9ylLNOQmSrQIXTZ599VlQ5hBBCOIDx49XC6euv4Z13ICzMxg399apaPPnVh9pFdXMoIYQ9HE25CUBtrsONQ+B/t7aBhHBQ0hxCCCGERdOm0L49ZGTAnDk2biTuDzixRJ1uthj0rvaKJ4QoAkevHgegtitwbp22YYRwYFI4CSGEsDL+1gi7JUvg+vUCrmzKUBtCAFTvD+Vb2TGZEMLeriZf5WrKVQBquQHn1mobSAgHJoWTEEIIKw89BPXrQ1ISfPhhAVc+vgiuRYJbWWj0QVHEE0LY0dGrRwGoVKYi3nogfi8kX9A2lBAOSgonIYQQVnQ6GDdOnZ47F9LS8rliykX463V1utF74BFUJPmEEPZzNE4tnGoH1oVyzdWZF37UMJEQjksKJyGEEFn07g2hoRAbC19+mc+VDoyFjEQody/UGFik+YQQ9mE+41S7XG2o1FOdKdc5CZEtKZyEEEJk4eYGo0ap0zNmgMmUxwqxm+H0V6DTqw0hdPLnRYiSwFI4BdaG0FuFU+yvkHFTw1RCOCb5yyaEECJbgwaBry9ERcGGDbksmJkGe4eo0zWHQsA9xZJPCFF45qF6dQLrgN9d4FMdTGlwcZPGyYRwPFI4CSGEyJavL7z0kjodEZHLglEzIPEYeFSABtOLJZsQovAyTBmciD8B3Bqqp9P9d9bpvAzXE+JOUjgJIYTI0ciR4OoK27fDn39ms0BSNPz7ljp9zyxw8yvWfEII20Vfi8ZoMuLp4kmY3627XZuvczr/I5gytQsnhAOSwkkIIUSOQkOhTx91OstZJ0WBfcMhMxUqPABVehd7PiGE7czXN9UsVxO9+brEoFbg6g9pV+DqH9qFE8IBSeEkhBAiV+bW5KtXw4kTt33h/Dq4sAH0rtB0oTrMRwhRYlhakZer/d9MvStU7KpOS3c9IaxI4SSEECJXd90FXbuqJ5hmzrw1M+Mm7BuhTtcdD351NMsnhLCNVSvy21WS65yEyI4UTkIIIfI0frz6uGwZXL4MHJoOyWfAuwrc9ZqW0YQQNrJqRX67kIdA5wL/b+/O46Oq7v+Pv2ayhxCSEEhICIsEDAqyi+CCVhDEWqhVKF++StW6sAiIIlIX6s9S+AqiFlmU1roUi9qquCCLCCiKsoPsqyyBhCWQsCaTzPn9cZkxkUAgTHJnJu/n45FHTu6cufd9OTrkwz333LxNkLfFhmQi/kmFk4iIlKlTJ2jbFk6fhvenbYCNZy49tZkIodH2hhORcil1qh5Yi7wk3Wi1Mz+t3FAifkyFk4iIlMnhgCeeADC0KhwAptBatrju7XZHE5FyyD2dS/aJbKCUK04AqT2s75quJ+KlwklERC7IHXfAo7+dzrWNF+EyUdD2b3ZHEpFy8kzTS45JJjYi9uwOnn8UObgY8g9XYjIR/6XCSURELkhI0VH+csdjALw071kKI+rbnEhEyuuc0/Q8qtWHuBZg3LBvViUmE/FfKpxEROTCrHmaaOcBtmRl8PS/hvHhh3YHEpHyOueKesV5VtfbO7MSEon4PxVOIiJStsPLYetkAL4tmIyrKJxx46wlykUk8HgKp4zE8zxKIPVM4bR/tvWga5EqToWTiIicn7sIlvUHDDToy6/vv4nISFi+HBYtsjuciJSHd6peaQtDeCS0hqgU67lt2QsrJ5iIH1PhJCIi57f9dchZDmE1oNV4atWCe++1Xho3zt5oInLxitxFbDlsPZ/pvFP1HE5IPbNIhFbXE1HhJCIi53EqG1aPtNotRkNUMgDDhllLlM+aBevW2ZhPRC7a7tzd5BflEx4SToO4Bufv7Jmut/cTzc2VKk+Fk4iInNvqJ8CVC/GtIf1h7+b0dGt5coDx423KJiLl4rm/KT0hnRBnyPk7J/8KQqvBqUw4sqoS0on4LxVOIiJSuuxFsPNtwAHtpsAvfsEaPtz6/u67kJlZ+fFEpHzKXIq8uJBIqNPVau/VdD2p2lQ4iYjI2YoKYPkAq53+ECRefVaX9u3hhhvA5YJXXqnkfCJSbhe0FHlxnul6us9JqjgVTiIicrbNL0PuBoioBS3/es5unqtOU6dCbm7lRBORS+MtnM63ol5xKd2thSKOrIITuyswmYh/U+EkIiIlndgNPz5ntVuNh/D4c3bt3h2aNoVjx+D11yspn4hckouaqgcQWQsSO1rtzE8rKJWI/1PhJCIiJa0YCkUnodb10PDu83Z1OuHxx632K69AQUHFxxOR8jtecJzMY9ZNiRd8xQlKrq4nUkWpcBIRkZ9lfg57PwJHKLSbbK05Xoa+faFOHWuBiH//uxIyiki5eZ7flBidSEJUwoW/se6ZwunAAnDlVUAyEf+nwklERCyFJ2H5I1Y741GIa3ZBb4uIgCFDrPa4cXrUi4g/u+hpeh6xl0P1JuB2wf45FZBMxP+pcBIREcv6MXBiJ0TXhWbPXtRbH3oIYmJg/Xr44osKyicil8yzMERGYsbFv7luD+u7putJFaXCSUREIG8zbHzBard5BcJiLurtcXHw4INWe9w430YTEd+56KXIi/Pc57Tvc3AX+jCVSGBQ4SQiUtUZA8sHgbvAWna47m/LtZuhQyE0FBYuhOXLfZpQRHzEO1XvYhaG8EjsABE1oeAIHPzWx8lE/J8KJxGRqm73+5D1JYREQtuJF7QgRGnS0qBPH6utq04i/sdt3Jd2xckZAim/ttp7Z/owmUhgUOEkIlKVufJg5aNW+4o/Qcxll7Q7z9Lk//kP7NhxidlExKcy8zI56TpJqDOUy+LL+f+6Z3W9zE+0EoxUOSqcRESqsrXPwqn9UL0xXDH8knd31VXQtSu43TBhgg/yiYjPeK42XRZ/GWEhYeXbSfIt4AyH49shb6MP04n4PxVOIiJV1ZHVsGWi1W77qjVVzweGn6m/3ngDDh3yyS5FxAfKvRR5cWExkHSz1dbqelLFqHASEamKjBuW9re+1+sFdW7x2a5/9Sto1QpOnYLJk322WxG5RJd0f1NxxafriVQhKpxERKqi7W/A4e8htDq0fsmnu3Y44IknrParr1oFlIjYz1s4lWdFveJSb7e+H/oeTmVfYiqRwKHCSUSkqjl9CFaPsNpX/T+ITvH5Ie68Exo0gIMH4a23fL57ESkHn0zVA4hOhYS2gLGe6SRSRahwEhGpatY8CQU5EHcVNBlUIYcIDYVHzyzWN348FBVVyGFE5AKdcp1id+5uwAdXnODnh+Fqup5UISqcRESqkoPfwvZ/WO12U8AZWmGHuu8+iI+H7dvh448r7DAicgG25mzFYIiLjKNWdK1L36HnPqf9c6Hw5KXvTyQAqHASEakq3IWwrL/VbnQ/1OpYoYeLiYEBA6z2uHF65IuInTzT9DISM3CU8yHXJcRdBdH1oOgUZM2/9P2JBAAVTiIiVcWWiXD0RwhPgBZjK+WQjzwCERHwww+weHGlHFJESuGzFfU8HA6tridVjgonEZGq4GSm9bBbgFYvQGRipRw2KQn69bPaL7xQKYcUkVL4vHCCYvc5fWo92kAkyKlwEhGpClYOg8LjkNgBLru3Ug/92GPWP05/9hls2FCphxaRMzYd2gT4aGEIj9qdICwWTmfD4WW+26+In/KLwmnSpEk0aNCAyMhI2rdvz9KlS8/Zd9q0aVx//fXEx8cTHx9P586dz9tfRKTK2z8Xdr8PDqe1IISjcj/6mzSBHj2s9osvVuqhRQQwxvhuKfLiQsKhzq1WW9P1pAqwvXB67733GDZsGKNGjWLlypW0aNGCrl27cuDAgVL7L1y4kD59+rBgwQKWLFlCWloat9xyC5mZmZWcXEQkABSdhmUDrXaTwRDfwpYYw4db3//1L9i/35YIIlVW1vEsjhUcw+lwkp6Q7tude+5z2qvCSYJfxa1De4EmTJjAAw88wL33WlNHpk6dyueff84bb7zBk08+eVb/6dOnl/j573//O//973+ZP38+99xzz1n98/Pzyc/P9/6cl5cHgMvlwuVy+fJUysWTwR+yiG9oTINPII+pc8MYQo5vw0SmUNj0abDpHNq1g44dQ/juOycvvVTE6NH23w8RyOMqpdOYlm599noAGtRogNM4ffvnU6szoY4QHLnrcB3ZDDGX+W7fZ2hcg48/jenFZLC1cCooKGDFihWMHDnSu83pdNK5c2eWLFlyQfs4efIkLpeLhISEUl8fM2YMzz333Fnb586dS3R0dPmCV4B58+bZHUF8TGMafAJtTKPd+/nVqTEALDf/w7559i5r16lTMt99155Jk9y0bj2XqKhCW/N4BNq4Stk0piXNOTQHgLiiOGbNmuXz/Xd0XEEt8yOb5o9jR9jtPt+/h8Y1+PjDmJ48eeHPIbO1cDp06BBFRUUkJSWV2J6UlMSmTZsuaB8jRowgJSWFzp07l/r6yJEjGTZsmPfnvLw87/S+2NjY8of3EZfLxejRo+nSpQthYWF2xxEfcLlczJs3T2MaRAJyTI0hZPFvcJ5y4U7qTMvrR9PSF89uuQTdusF//2vYsiWMPXu6MXSovVedAnJc5bw0pqVb8OUC2AvXZVxH9y7dfb5/55ZtsOZxrqyxnYwbfb9/jWvw8acx9cxGuxC2T9W7FGPHjmXGjBksXLiQyMjIUvtEREQQERFx1vawsDDbB6o4f8sjl05jGnwCakz3fAhZc8AZjrPdJJzh4XYnAuDxx+HBB2HixBCGDg3BH/44A2pc5YJoTEvaemQrAE1rN62YP5d6PWHN4zgPfYPTHIfweN8fA41rMPKHMb2Y49u6OERiYiIhISFkZ2eX2J6dnU1ycvJ53zt+/HjGjh3L3LlzueqqqyoypohIYHEdhxVDrPYVIyC2ib15irn7buvZTnv2wHvv2Z1GpGqokBX1iqveCGpcCaYI9n1RMccQ8QO2Fk7h4eG0adOG+fPne7e53W7mz59Phw4dzvm+F154geeff57Zs2fTtm3byogqIhI41j0HJ/dCtYZwxciy+1eiyEgYPNhqjxsHxtibRyTY5Rfms/PoTsDHz3D6pVStrifBz/blyIcNG8a0adN466232LhxI/379+fEiRPeVfbuueeeEotH/N///R/PPPMMb7zxBg0aNCArK4usrCyOHz9u1ymIiPiPo+tg00tWu+2rEBplb55S9O8P1arB2rUwd67daUSC2/Yj23EbN9XDq1Mnpk7FHajumYe17f8Cigoq7jgiNrK9cOrduzfjx4/n2WefpWXLlqxevZrZs2d7F4zYvXs3+4s99GPKlCkUFBRw5513UqdOHe/X+PHj7ToFERH/YAws629Nl0m7A1J9f5O2L8THwx//aLXHjbM3i0iw807TS7wcR0UuEFOzHUQmgSsPDn5dcccRsZFfLA4xaNAgBg0aVOprCxcuLPHzTz/9VPGBREQC0c634eBiCK0GrV+2O815PfoovPoqzJ8PK1dC69Z2JxIJTpsPV/D9TR4OJ6TeDtv/bk3XSy59tWORQGb7FScREfGB/BxYNdxqNxsF1dLszVOG+vWhd2+rrQkDIhVn0yHr8S4VXjjBz/c5ZX6iGxglKKlwEhEJBmuegvyDUOMKyBhqd5oLMvxMnff++6DJBCIVw3vFqSIXhvBIvhlCouDELji6tuKPJ1LJVDiJiAS6Q0th22tWu90UcAbGc05atoTOnaGoCF56ye40IsHHGFPxS5EXFxoNyV2stlbXkyCkwklEJJC5i2DZw4CBhvdA7RvsTnRRPFed/v53yMmxN4tIsDl08hBHTh8BoHHNxpVz0LrFpuuJBBkVTiIigWzrFDiyCsLioFXgLVHXpQu0aAEnT8KUKXanEQkunml69WrUIzosunIOmvJrwAE5y+FkZuUcU6SSqHASEQlUp7Jg7VNWu+UYiKxtb55ycDh+vuo0cSKcPm1vHpFgUqnT9DyikiDxGqud+VnlHVekEqhwEhEJVKset56ZktAOGj1gd5py69UL0tIgOxveecfuNCLBo9KWIv+lVE3Xk+CkwklEJBBlL4CfpgMOuHoKOEPsTlRuYWHWc53AWprc7bY3j0iwqNQV9Yrz3OeUNR9cxyv32CIVSIWTiEigKSqAZQOsduMBkNDG3jw+8Mc/Qo0asGULfKJ/pBbxCVum6gHENoWYRuDOh6x5lXtskQqkwklEJNBsehHyNkFkErT4i91pfKJ6dejf32qPC7w1LkT8jqvIxfYj2wHISMyo3IM7HD9P19s7s3KPLVKBVDiJiASS4z/BuuetdqsXITzOzjQ+NXgwhIfDd9/Bt9/anUYksO08upNCdyHRYdGkxqZWfgDPdL19n1mPTRAJAiqcREQCyYohUHQKat8IDf7H7jQ+VacO3H231dZVJ5FL45mm16RmE5wOG37dq3UthMdD/mE4tKTyjy9SAVQ4iYgEir2fWKtUOUKh3WRrOkyQeewx6/snn8DmzfZmEQlkmw5tAmy4v8nDGQYp3a22VteTIKHCSUQkEBSegBWDrXbTx6FGU3vzVJCmTeH228EYePFFu9OIBC7bliIvrm4P67sKJwkSKpxERALButFwYhdE14NmT9udpkJ5Hoj79tvWs51E5OLZthR5cXW6Wlee8jZbXyIBToWTiIi/y90Im8Zb7bZ/g9Bq9uapYNddB9dcA/n5MHGi3WlEApNtS5EXFxYLtW+y2pmf2pdDxEdUOImI+DNjYPlAcLsg9fafp74EMYfj56tOkyfDcT0/U+SiHDl1hIMnDwLW4hC28qyut1fT9STwqXASEfFnu/4N2QsgJAravGJ3mkrTowekp8ORI/CPf9idRiSweKbppVRPoXpEdXvDpN5ufT/0LZw+ZG8WkUukwklExF8V5MLKYVa72dMQ09DePJUoJOTnFfZeegkKC+3NIxJI/GKanke1ehDfEowb9n1udxqRS6LCSUTEX619Gk5nQ+zlkPGY3WkqXb9+UKsW7NoFH3xgdxqRwOEXK+oVl3pmup5W15MAp8JJRMQf5ayArZOtdtvJEBJhbx4bREXBI49Y7XHjrNu9RKRsfrGiXnGe+5z2z4Gi0/ZmEbkEKpxERPyNuwiW9remttT/H0j+ld2JbDNgAERHw6pVMH++3WlEAoNfTdUDiG8NUanW8+iyF9idRqTcVDiJiPib7X+HnGXWUr6tx9udxlY1a8J991ntcePszSISCIrcRWzL2QZARmKGzWnOcDi0up4EBRVOIiL+5PQBWDPSal/1F4iqY28ePzBsGDidMHcurFljdxoR/7Yrdxf5RflEhERQr0Y9u+P8rPh9Tpp3KwFKhZOIiD9ZPQIKjkB8K2jc3+40fqFhQ7jzTqs9vmpfgBMp06ZDmwBoXLMxIc4Qm9MUk3QThMbAqX1wZKXdaUTKRYWTiIi/OPAN7HgTcEC7KeAMtTuR3/A8EHfGDNi9294sIv7M7+5v8giJgDpdrfbemfZmESknFU4iIv7A7YJlZ64wpT8Aie3tzeNn2raFm26ynuf08st2pxHxX363FHlxqbrPSQKbCicREX+w+RXIXQ8RidBijN1p/JLnqtO0aXD0qK1RRPyW3y1FXlxKd3A44egaOLHL7jQiF02Fk4iI3U7sgR//bLVbjYOIBFvj+Ktu3aBZMzh+HKZOtTuNiH/y26l6AJGJkHit1d77qb1ZRMpBhZOIiN1WPmo936TWddDwHrvT+C2H4+erTq+8Avn59uYR8Td5+XnsP74f8NMrTgB1e1jfMzVdTwKPCicRETvt+wL2/BccIdBusjWNRc7p97+H1FTIyoLp0+1OI+JfthzeAkDtarWJi4yzN8y5eO5zOrAQCnJtjSJysfQ3tIiIXQpPwfJBVvvyoRDX3NY4gSA8HIYOtdrjxoHbbWscEb/i19P0PGIbQ2yGtSDO/jl2pxG5KCqcRETssmEsHN8BUanQfJTdaQLGgw9CbCxs2gSff253GhH/4dcr6hVX/GG4IgFEhZOIiB3ytlqFE0CbVyCsur15AkhsLDz0kNUeN87eLCL+xK9X1Cuurqdw+ty68iQSIFQ4iYhUNmOsKXruAqjTDdLusDtRwBkyBMLC4Jtv4Pvv7U4j4h88U/UyEjNsTlKGmtdYj15wHYWDi+1OI3LBVDiJiFS2Pf+BrLngjIC2E63l4uSipKZC375WW1edRMBt3N7FIfx+qp4zBFJ/bbX1MFwJICqcREQqk+sYrBhqta8cCdXTbY0TyB5/3Pr+0Uewdau9WUTstid3D6cKTxHmDKNhfEO745TNc5/T3pnWVXiRAKDCSUSkMq0dBaf2QUwjuGKE3WkC2pVXQvfu1u9cEybYnUbEXp77mxolNCLUGWpzmgtQ5xbrqvuJnZC7we40IhdEhZOISGU5sga2/M1qt50EIZH25gkCngfivvkmHDhgaxQRWwXEUuTFhVaD5M5WW6vrSYBQ4SQiUhmMG5YNAFME9e6ClK52JwoKnTpBu3Zw+jRMmmR3GhH7BMxS5MV5VtfTfU4SIFQ4iYhUhh1vwqHvIDQGWr9kd5qg4XD8fNXp1VfhxAl784jYJWCWIi8u5cwCEYd/gFNZ9mYRuQAqnEREKlr+YVj9hNVu/hxEp9qbJ8jccQdcdhnk5MA//2l3GhF7BNxUPYDoFEhoBxjI/MzuNCJlUuEkIlLRVo+0iqe45nD5I3anCTohITBsmNWeMAEKC+3NI1LZThScYE/eHiDArjhBsYfharqe+D8VTiIiFengEtg+zWq3mwLOMHvzBKl774WaNWHnTvjwQ7vTiFSurTnWevwJUQkkRifanOYieZYlz5oHhSftzSJSBhVOIiIVxV0Iy/pb7cvug1rX2psniEVHw6BBVvuFF/RYGKlaAnKankdcc6hWH4pOQ9aXdqcROS8VTiIiFWXLJDi6BsIToOX/2Z0m6A0cCJGRsGIFLFxodxqRyhOQC0N4OByQ2sNqa7qe+DkVTiIiFeHkPlj7jNVuORYiA2z6TACqVcuasgcwbpy9WUQqk6dwyqiZYXOScvLe5/Sp9egGET+lwklEpCKsegwKj0HN9tDofrvTVBnDhln/gP3FF7Bund1pRCqHd6peIF5xAqh9A4TVgNMH4PBSu9OInJMKJxERX8v6EnbNAIfTWhDCoY/aypKebi1PDjB+vL1ZRCqDMSYwH35bnDMMUm612noYrvgx/W0uIuJLRfmwbKDVbjwIElrZm6cK8jwQ9913Ye9ee7OIVLR9x/ZxvOA4IY4QGiU0sjtO+XlW18ucaW8OkfNQ4SQi4ksbx8GxLRBVB1o8b3eaKql9e7jhBnC54JVX7E4jUrE8V5saxjckPCTc5jSXIKUbOEIhdwMc22Z3GpFSqXASEfGV4ztg/Wir3WoChMXam6cK81x1eu01yM21N4tIRQropciLC4+37nUCa5EIET+kwklExBeMgeWPWM8iSboZ6ve2O1GV1r07NG0Kx47B66/bnUak4gT8/U3Feabr6T4n8VMqnEREfGHvTNg3y7rJud0ka2k3sY3TCY8/brVffhkKCmyNI1JhAvoZTr/kWZb84DeQn2NvFpFSqHASEblUruOwYrDVbvoExAbBLzBBoG9fqFMH9u2zFooQCUZBM1UPIKYhxDUHUwT7vrA7jchZVDiJiFyqdc/DyT1QrQFc+Se708gZEREwZIjVHj/emk0pEkxOF57mp6M/AUFyxQmKra6n6Xrif1Q4iYhciqPrYdMEq912IoRG25tHSnjoIYiJgfXrrYfiigSTbTnbMBhiI2JJqpZkdxzf8BRO+76AIs2xFf+iwklEpLyMgeUDwBRC3Z6Q+mu7E8kvxMXBgw9a7XHjbI0i4nPFp+k5guW+ypptITIZCo/BgYV2pxEpQYWTiEh5/fQvOPA1hERDm5ftTiPnMHQohIbCwoWwbJndaUR8x7MwREZihs1JfMjhhNTbrbZW1xM/o8JJRKQ8Co7AqjPLtjV/FqrVtzePnFNaGvTpY7V11UmCSVAtRV5c3WL3OenmRPEjKpxERMpjzVNw+gDENoXLH7U7jZTBszT5f/8LO3bYm0XEV7xT9YJlYQiPpJutK/kn98DRNXanEfFS4SQicrEOL4OtU612u8kQEm5vHinTVVdB167gdsOECXanEbl0xhg2HdoEBOEVp9AoqHOL1dZ0PfEjKpxERC6GuwiW9QcMNLgbkm60O5FcoOHDre9vvAGHDtmbReRSHThxgNz8XBw4SE9ItzuO72lZcvFDKpxERC7GttcgZwWE1YBWumEmkPzqV9C6NZw6BZMn251G5NJ47m+qH1efqLAom9NUgNTbAIf1eXtyr91pRAAVTiIiF+50Nqw584DbFn+FqCB5bkoV4XD8fNVp4kQ4edLePCKXovhS5EEpsjYkdgDAuX+WzWFELCqcREQuUMjaJ8GVCwltIP0hu+NIOdx5JzRoYE3Ve+cd/RUogStoV9Qr7szqeo59n9ocRMTiF39rTJo0iQYNGhAZGUn79u1ZunTpeft/8MEHZGRkEBkZSfPmzZk1S/8SISIVq2bRjzh3TQcc0G4KOEPsjiTlEBoKj55ZBPHll50UFdmbR6S8vIVTsK2oV9yZ+5wcBxYQak7ZHEbEDwqn9957j2HDhjFq1ChWrlxJixYt6Nq1KwcOHCi1/3fffUefPn24//77WbVqFT179qRnz56sW7eukpOLiF8z5gK/3GV/FeXTIv81a7+NH4aa7ew9N7kk990H8fGwfbuDH36oY3cckXIJ+ql6ALEZEJOOw11AraJVdqcRwWGMvU8Wa9++Pe3atePVV18FwO12k5aWxiOPPMKTTz55Vv/evXtz4sQJPvvsM++2a665hpYtWzJ16tSz+ufn55Ofn+/9OS8vj7S0NA4dOkRsbGwFnNGFG/1hFyZv/Zrcfxlq/K/D1izBSQ/NE19zQHiC9WR7CWgnTvx8j5NDH78SgEz0QQAS3txNyIm6NqepOM/1eIz+N73EifxoThZUszuO+Nipm5ZSp2GqrRny8vJITEwkNze3zNogtJIylaqgoIAVK1YwcuRI7zan00nnzp1ZsmRJqe9ZsmQJw4YNK7Gta9eufPzxx6X2HzNmDM8999xZ22+55RZCQuydapN9agMHCwxkwsF39Eu+iP8zwGG7Q4iP6dNXAlZBNXJ+Gmh3igr15PRcZq0Ah+MkoBVdgs2+qb/DGWbv7+NFFzFn29bC6dChQxQVFZGUVHJlqqSkJDZt2lTqe7Kyskrtn5WVVWr/kSNHlii0PFec5s6da/sVp6zDa8nO2cof736Gv7/zPCEh5xgOn/5z6AXu64KOeaG5LqBfpZ+jD7P/ok9RUSErV66kdevWJce0ss8x6MfwQo956X0KCwtZumw1V3fsRGiorR+b4kNHjhQyd95aWrZoYfs/pIlvFBUVsXrNmiozpnWrNSIyJAiXIv+l03tZv/KrKjOuVYHn/9Xb/+dOomOibc3iueJ0IYL+N4CIiAgiIiLO2h4WFkZYWJgNiX6WltyG5JpXER4ygRaNf2d7HvENl8tF5iZDi8tu1ZgGCZfLxb71J2iZ0lJjGkRctV0c276P7te30LgGCZfLRdSxTI1pkHG56rL7QCKXt9e4BguXy8X2w5lEx0TbPqYXc3xbJ+onJiYSEhJCdnZ2ie3Z2dkkJyeX+p7k5OSL6i8iIiIiInKpbC2cwsPDadOmDfPnz/duc7vdzJ8/nw4dOpT6ng4dOpToDzBv3rxz9hcREREREblUtk/VGzZsGP369aNt27ZcffXVvPzyy5w4cYJ7770XgHvuuYfU1FTGjBkDwJAhQ+jUqRMvvvgit912GzNmzGD58uW8/vrrdp6GiIiIiIgEMdsLp969e3Pw4EGeffZZsrKyaNmyJbNnz/YuALF7926czp8vjHXs2JF3332Xp59+mj/96U80btyYjz/+mGbNmtl1CiIiIiIiEuRsL5wABg0axKBBg0p9beHChWdtu+uuu7jrrrsqOJWIiIiIiIhFT3EUEREREREpgwonERERERGRMqhwEhERERERKYMKJxERERERkTKocBIRERERESmDCicREREREZEyqHASEREREREpgwonERERERGRMqhwEhERERERKYMKJxERERERkTKocBIRERERESmDCicREREREZEyqHASEREREREpgwonERERERGRMqhwEhERERERKYMKJxERERERkTKocBIRERERESmDCicREREREZEyqHASEREREREpgwonERERERGRMqhwEhERERERKYMKJxERERERkTKocBIRERERESmDCicREREREZEyqHASEREREREpgwonERERERGRMqhwEhERERERKYMKJxERERERkTKocBIRERERESmDCicREREREZEyhNodoLIZYwDIy8uzOYnF5XJRVFREXl4eYWFhdscRH3C5XJw8eVJjGkQ0psFJ4xp8NKbBSeMafPxpTD01gadGOJ8qVzgdO3YMgLS0NJuTlJSYmGh3BBERERGRKunYsWPUqFHjvH0c5kLKqyDidrvZt28f1atXx+Fw2B2HvLw80tLS2LNnD7GxsXbHER/QmAYfjWlw0rgGH41pcNK4Bh9/GlNjDMeOHSMlJQWn8/x3MVW5K05Op5O6devaHeMssbGxtv+HI76lMQ0+GtPgpHENPhrT4KRxDT7+MqZlXWny0OIQIiIiIiIiZVDhJCIiIiIiUgYVTjaLiIhg1KhRRERE2B1FfERjGnw0psFJ4xp8NKbBSeMafAJ1TKvc4hAiIiIiIiIXS1ecREREREREyqDCSUREREREpAwqnERERERERMqgwklERERERKQMKpxsNGnSJBo0aEBkZCTt27dn6dKldkcSYMyYMbRr147q1atTu3ZtevbsyebNm0v0OX36NAMHDqRmzZrExMTwu9/9juzs7BJ9du/ezW233UZ0dDS1a9dm+PDhFBYWluizcOFCWrduTUREBOnp6bz55psVfXpyxtixY3E4HAwdOtS7TeMaeDIzM/nf//1fatasSVRUFM2bN2f58uXe140xPPvss9SpU4eoqCg6d+7M1q1bS+wjJyeHvn37EhsbS1xcHPfffz/Hjx8v0Wft2rVcf/31REZGkpaWxgsvvFAp51cVFRUV8cwzz9CwYUOioqJo1KgRzz//PMXXstK4+revv/6a22+/nZSUFBwOBx9//HGJ1ytz/D744AMyMjKIjIykefPmzJo1y+fnW1Wcb1xdLhcjRoygefPmVKtWjZSUFO655x727dtXYh8BP65GbDFjxgwTHh5u3njjDbN+/XrzwAMPmLi4OJOdnW13tCqva9eu5p///KdZt26dWb16tenevbupV6+eOX78uLfPww8/bNLS0sz8+fPN8uXLzTXXXGM6duzofb2wsNA0a9bMdO7c2axatcrMmjXLJCYmmpEjR3r77Nixw0RHR5thw4aZDRs2mIkTJ5qQkBAze/bsSj3fqmjp0qWmQYMG5qqrrjJDhgzxbte4BpacnBxTv35984c//MH88MMPZseOHWbOnDlm27Zt3j5jx441NWrUMB9//LFZs2aN+c1vfmMaNmxoTp065e3TrVs306JFC/P999+bb775xqSnp5s+ffp4X8/NzTVJSUmmb9++Zt26debf//63iYqKMq+99lqlnm9VMXr0aFOzZk3z2WefmZ07d5oPPvjAxMTEmFdeecXbR+Pq32bNmmWeeuop8+GHHxrAfPTRRyVer6zx+/bbb01ISIh54YUXzIYNG8zTTz9twsLCzI8//ljhfwbB6HzjevToUdO5c2fz3nvvmU2bNpklS5aYq6++2rRp06bEPgJ9XFU42eTqq682AwcO9P5cVFRkUlJSzJgxY2xMJaU5cOCAAcyiRYuMMdaHQ1hYmPnggw+8fTZu3GgAs2TJEmOM9eHidDpNVlaWt8+UKVNMbGysyc/PN8YY88QTT5grr7yyxLF69+5tunbtWtGnVKUdO3bMNG7c2MybN8906tTJWzhpXAPPiBEjzHXXXXfO191ut0lOTjbjxo3zbjt69KiJiIgw//73v40xxmzYsMEAZtmyZd4+X3zxhXE4HCYzM9MYY8zkyZNNfHy8d4w9x7788st9fUpijLntttvMfffdV2LbHXfcYfr27WuM0bgGml/+gl2Z49erVy9z2223lcjTvn1789BDD/n0HKui0griX1q6dKkBzK5du4wxwTGumqpng4KCAlasWEHnzp2925xOJ507d2bJkiU2JpPS5ObmApCQkADAihUrcLlcJcYvIyODevXqecdvyZIlNG/enKSkJG+frl27kpeXx/r16719iu/D00f/DVSsgQMHctttt531Z69xDTyffPIJbdu25a677qJ27dq0atWKadOmeV/fuXMnWVlZJcajRo0atG/fvsSYxsXF0bZtW2+fzp0743Q6+eGHH7x9brjhBsLDw719unbtyubNmzly5EhFn2aV07FjR+bPn8+WLVsAWLNmDYsXL+bWW28FNK6BrjLHT5/H9srNzcXhcBAXFwcEx7iqcLLBoUOHKCoqKvHLF0BSUhJZWVk2pZLSuN1uhg4dyrXXXkuzZs0AyMrKIjw83PtB4FF8/LKyskodX89r5+uTl5fHqVOnKuJ0qrwZM2awcuVKxowZc9ZrGtfAs2PHDqZMmULjxo2ZM2cO/fv3Z/Dgwbz11lvAz2Nyvs/arKwsateuXeL10NBQEhISLmrcxXeefPJJfv/735ORkUFYWBitWrVi6NCh9O3bF9C4BrrKHL9z9dH4VrzTp08zYsQI+vTpQ2xsLBAc4xpa4UcQCWADBw5k3bp1LF682O4ocon27NnDkCFDmDdvHpGRkXbHER9wu920bduWv/71rwC0atWKdevWMXXqVPr162dzOimv999/n+nTp/Puu+9y5ZVXsnr1aoYOHUpKSorGVSQAuFwuevXqhTGGKVOm2B3Hp3TFyQaJiYmEhISctVpXdnY2ycnJNqWSXxo0aBCfffYZCxYsoG7dut7tycnJFBQUcPTo0RL9i49fcnJyqePree18fWJjY4mKivL16VR5K1as4MCBA7Ru3ZrQ0FBCQ0NZtGgRf/vb3wgNDSUpKUnjGmDq1KnDFVdcUWJb06ZN2b17N/DzmJzvszY5OZkDBw6UeL2wsJCcnJyLGnfxneHDh3uvOjVv3py7776bRx991HulWOMa2Cpz/M7VR+NbcTxF065du5g3b573ahMEx7iqcLJBeHg4bdq0Yf78+d5tbreb+fPn06FDBxuTCVjLpA4aNIiPPvqIr776ioYNG5Z4vU2bNoSFhZUYv82bN7N7927v+HXo0IEff/yxxAeE5wPE84tehw4dSuzD00f/DVSMm2++mR9//JHVq1d7v9q2bUvfvn29bY1rYLn22mvPelTAli1bqF+/PgANGzYkOTm5xHjk5eXxww8/lBjTo0ePsmLFCm+fr776CrfbTfv27b19vv76a1wul7fPvHnzuPzyy4mPj6+w86uqTp48idNZ8teTkJAQ3G43oHENdJU5fvo8rlyeomnr1q18+eWX1KxZs8TrQTGuFb78hJRqxowZJiIiwrz55ptmw4YN5sEHHzRxcXElVusSe/Tv39/UqFHDLFy40Ozfv9/7dfLkSW+fhx9+2NSrV8989dVXZvny5aZDhw6mQ4cO3tc9y1bfcsstZvXq1Wb27NmmVq1apS5bPXz4cLNx40YzadIkLVtdyYqvqmeMxjXQLF261ISGhprRo0ebrVu3munTp5vo6Gjzr3/9y9tn7NixJi4uzsycOdOsXbvW9OjRo9Rlj1u1amV++OEHs3jxYtO4ceMSy+MePXrUJCUlmbvvvtusW7fOzJgxw0RHR2vZ6grSr18/k5qa6l2O/MMPPzSJiYnmiSee8PbRuPq3Y8eOmVWrVplVq1YZwEyYMMGsWrXKu7paZY3ft99+a0JDQ8348ePNxo0bzahRo7Qc+SU437gWFBSY3/zmN6Zu3bpm9erVJX5/Kr5CXqCPqwonG02cONHUq1fPhIeHm6uvvtp8//33dkcSYy2xWdrXP//5T2+fU6dOmQEDBpj4+HgTHR1tfvvb35r9+/eX2M9PP/1kbr31VhMVFWUSExPNY489ZlwuV4k+CxYsMC1btjTh4eHmsssuK3EMqXi/LJw0roHn008/Nc2aNTMREREmIyPDvP766yVed7vd5plnnjFJSUkmIiLC3HzzzWbz5s0l+hw+fNj06dPHxMTEmNjYWHPvvfeaY8eOleizZs0ac91115mIiAiTmppqxo4dW+HnVlXl5eWZIUOGmHr16pnIyEhz2WWXmaeeeqrEL18aV/+2YMGCUv8e7devnzGmcsfv/fffN02aNDHh4eHmyiuvNJ9//nmFnXewO9+47ty585y/Py1YsMC7j0AfV4cxxR7FLSIiIiIiImfRPU4iIiIiIiJlUOEkIiIiIiJSBhVOIiIiIiIiZVDhJCIiIiIiUgYVTiIiIiIiImVQ4SQiIiIiIlIGFU4iIiIiIiJlUOEkIiKVzuVy2R1BRETkoqhwEhGRCrd69Wr69etHkyZNiI+PJzY2ltzcXLtjiYiIXDAVTiIiUi579uzhvvvuIyUlhfDwcOrXr8+QIUM4fPhwiX4LFy7kuuuuIzk5mRkzZrBs2TK2bdtGjRo1bEouIiJy8RzGGGN3CBERCSw7duygQ4cONGnShL/85S80bNiQ9evXM3z4cAoKCvj+++9JSEjAGEOTJk0YMWIEf/zjH+2OLSIiUm664iQiIhdt4MCBhIeHM3fuXDp16kS9evW49dZb+fLLL8nMzOSpp54CYNOmTezatYtt27ZRv359IiMjueaaa1i8eDEAhw4dwuFweL969ux53uMuXryY66+/nqioKNLS0hg8eDAnTpzwvt6gQQMcDgcrV670bnO5XCQlJeFwOPjpp59K3a/nfaV9vfnmmwDs3r2bHj16EBMTQ2xsLL169SI7O9u7jz//+c+0bNmS1157jbS0NKKjo+nVq1eJKYl/+MMfztp/27Ztva8vWrSIq6++moiICOrUqcOTTz5JYWGh9/Ubb7zR+76oqChatmzJ7Nmzzz9YIiLiEyqcRETkouTk5DBnzhwGDBhAVFRUideSk5Pp27cv7733HsYYDh48iMvl4p133mHKlCmsWrWKli1b0q1bN/bv30/NmjXZv38/+/fvp1evXuc97vbt2+nWrRu/+93vWLt2Le+99x6LFy9m0KBBJfqlpqby+uuve3/+6KOPCAsLO+++ly1b5s1Rt25dXn75Ze/PvXv3xu1206NHD3Jycli0aBHz5s1jx44d9O7du8R+tm3bxvvvv8+nn37K7NmzWbVqFQMGDCjRx3Punq85c+YAkJmZSffu3WnXrh1r1qxhypQp/OMf/+Avf/lLifc/8MAD7N+/n3Xr1tGsWTP69et33nMTERHfUOEkIiIXZevWrRhjaNq0aamvN23alCNHjnDw4EHcbjcA48aNo3v37jRt2pTJkyeTkpLCpEmTcDgcJCcnk5ycfFYR9ktjxoyhb9++DB06lMaNG9OxY0f+9re/8fbbb3P69Glvv7vvvpv//Oc/3itRr7/+Ovfdd995912rVi1vjpCQEGrUqFEi1/z58/nxxx959913adOmDe3bt+ftt99m0aJFLFu2zLuf06dP8/bbb9OyZUtuuOEGJk6cyIwZM8jKyvL2iYiI8O47OTmZmjVrAjB58mTS0tJ49dVXycjIoGfPnjz33HO8+OKL3j9HgOjoaJKTk6lfvz61a9fWvWIiIpVEhZOIiJTLxdwie+2113rbTqeTjh07smHDhrP6ffbZZ8TExBAXF0fz5s2ZNGmS97U1a9bw5ptvEhMT4/3q2rUrbrebnTt3evslJSVx4403MmPGDLZv386GDRu4/fbby3mWlo0bN5KWlkZaWpp32xVXXEFcXBwbN270bqtXrx6pqanenzt06IDb7Wbz5s0XdIwOHTrgcDi826699lqOHz/O3r17vdsmT55MTEwMUVFRvPPOO7z11luXdG4iInJhQu0OICIigSU9PR2Hw8HGjRv57W9/e9brGzduJD4+nlq1ahEfH3/O/RQvEDxuuukmpkyZQmFhIQsXLmTgwIFkZGRw8803c/z4cR566CEGDx581vvq1atX4ucHH3yQZ599li1bttCvX78yp+oFkr59+/LUU09x+vRp3nrrLe666y42bNhAbGys3dFERIKarjiJiMhFqVmzJl26dGHy5MmcOnWqxGtZWVlMnz6d3r1743A4aNSoEaGhoXz77bfePm63m++++44rrrjirH1Xq1aN9PR0MjIyePjhh2nYsCGrVq0CoHXr1mzYsIH09PSzvsLDw0vsp0uXLhw8eJCpU6f6ZDW/pk2bsmfPHvbs2ePdtmHDBo4ePVriPHbv3s2+ffu8P3///fc4nU4uv/zyCzrGkiVLSlzJ+/bbb6levTp169b1bqtRowbp6ek0a9aMUaNGkZmZydKlSy/1FEVEpAwqnERE5KK9+uqr5Ofn07VrV77++mv27NnD7Nmz6dKlC6mpqYwePRqAmJgYHnjgAYYPH86sWbPYuHEjAwYMYN++fWctmgCQn59PVlYWe/fu5d133+Wnn36iefPmAIwYMYLvvvuOQYMGsXr1arZu3crMmTPPWhwCrKtZU6dOZfz48TRq1OiSz7dz5840b96cvn37snLlSpYuXco999xDp06dSqyKFxkZSb9+/VizZg3ffPMNgwcPplevXiQnJ5d5jAEDBrBnzx4eeeQRNm3axMyZMxk1ahTDhg3D6fz5r+uTJ0+SlZXFrl27mDBhAqGhoaSnp1/yOYqIyPlpqp6IiFy0xo0bs3z5ckaNGkWvXr3IyckhOTmZnj17MmrUKBISErx9x48fj8PhoF+/fuTl5dG6dWvmzJlDnTp1ztrv7NmzqVOnDqGhodSrV4+xY8fStWtXAK666ioWLVrEU089xfXXX48xhkaNGp21sp1Hly5dfHa+DoeDmTNn8sgjj3DDDTfgdDrp1q0bEydOLNEvPT2dO+64g+7du5OTk8Ovf/1rJk+efEHHSE1NZdasWQwfPpwWLVqQkJDA/fffz9NPP12i37Rp05g2bRrh4eE0btyY6dOn06BBA1+dqoiInIMegCsiIuIDf/7zn/n4449ZvXq13VFERKQCaKqeiIiIiIhIGVQ4iYiIiIiIlEFT9URERERERMqgK04iIiIiIiJlUOEkIiIiIiJSBhVOIiIiIiIiZVDhJCIiIiIiUgYVTiIiIiIiImVQ4SQiIiIiIlIGFU4iIiIiIiJlUOEkIiIiIiJShv8PbRr3sm8at2oAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import skfuzzy as fuzz\n",
+ "\n",
+ "# Определяем диапазон значений для объема торгов\n",
+ "volume_range = np.arange(0, 12000, 1)\n",
+ "\n",
+ "# Определение функций принадлежности для термов\n",
+ "\n",
+ "# Низкий (Low)\n",
+ "low = fuzz.trapmf(volume_range, [0, 0, 3000, 6000])\n",
+ "\n",
+ "# Средний (Medium)\n",
+ "medium = fuzz.trimf(volume_range, [4000, 8000, 10000])\n",
+ "\n",
+ "# Высокий (High)\n",
+ "high = fuzz.trapmf(volume_range, [9000, 10000, 12000, 12000])\n",
+ "\n",
+ "# Визуализация функций принадлежности\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.plot(volume_range, low, label='Низкий (Low)', color='blue')\n",
+ "plt.plot(volume_range, medium, label='Средний (Medium)', color='orange')\n",
+ "plt.plot(volume_range, high, label='Высокий (High)', color='green')\n",
+ "plt.title('Функции принадлежности для объема торгов')\n",
+ "plt.xlabel('Объем торгов')\n",
+ "plt.ylabel('Принадлежность')\n",
+ "plt.ylim(-0.1, 1.1)\n",
+ "plt.axhline(0, color='black', lw=0.5)\n",
+ "plt.axvline(0, color='black', lw=0.5)\n",
+ "plt.legend()\n",
+ "plt.grid()\n",
+ "\n",
+ "# Отображаем график\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Формирование базы нечетких правил"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Нечеткие правила:\n",
+ "Если Цена открытия Низкая И Объем Низкий, Тогда Цена закрытия Низкая.\n",
+ "Если Цена открытия Низкая И Объем Средний, Тогда Цена закрытия Средняя.\n",
+ "Если Цена открытия Низкая И Объем Высокий, Тогда Цена закрытия Средняя.\n",
+ "Если Цена открытия Средняя И Объем Низкий, Тогда Цена закрытия Средняя.\n",
+ "Если Цена открытия Средняя И Объем Средний, Тогда Цена закрытия Высокая.\n",
+ "Если Цена открытия Средняя И Объем Высокий, Тогда Цена закрытия Высокая.\n",
+ "Если Цена открытия Высокая И Объем Низкий, Тогда Цена закрытия Средняя.\n",
+ "Если Цена открытия Высокая И Объем Средний, Тогда Цена закрытия Высокая.\n",
+ "Если Цена открытия Высокая И Объем Высокий, Тогда Цена закрытия Высокая.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import skfuzzy as fuzz\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Определяем диапазоны значений для входных переменных\n",
+ "x_open = np.linspace(0, 10000, 100) # Цена открытия\n",
+ "x_volume = np.arange(0, 5001, 1) # Объем торгов\n",
+ "x_close = np.linspace(0, 12000, 100) # Цена закрытия\n",
+ "\n",
+ "# Определение функций принадлежности для цены открытия\n",
+ "low_open = fuzz.trapmf(x_open, [0, 0, 2500, 4000])\n",
+ "medium_open = fuzz.trimf(x_open, [3000, 6000, 9000])\n",
+ "high_open = fuzz.trapmf(x_open, [8000, 9000, 10000, 10000])\n",
+ "\n",
+ "# Определение функций принадлежности для объема торгов\n",
+ "low_volume = fuzz.trapmf(x_volume, [0, 0, 1000, 2000])\n",
+ "medium_volume = fuzz.trimf(x_volume, [1500, 2500, 3500])\n",
+ "high_volume = fuzz.trapmf(x_volume, [3000, 4000, 5000, 5000])\n",
+ "\n",
+ "# Определение функций принадлежности для цены закрытия\n",
+ "low_close = fuzz.trapmf(x_close, [0, 0, 3500, 5500])\n",
+ "medium_close = fuzz.trimf(x_close, [4000, 8000, 11000])\n",
+ "high_close = fuzz.trapmf(x_close, [10000, 11000, 12000, 12000])\n",
+ "\n",
+ "# Определение нечетких правил\n",
+ "fuzzy_rules = [\n",
+ " (\"Низкая\", \"Низкий\", \"Низкая\"),\n",
+ " (\"Низкая\", \"Средний\", \"Средняя\"),\n",
+ " (\"Низкая\", \"Высокий\", \"Средняя\"),\n",
+ " (\"Средняя\", \"Низкий\", \"Средняя\"),\n",
+ " (\"Средняя\", \"Средний\", \"Высокая\"),\n",
+ " (\"Средняя\", \"Высокий\", \"Высокая\"),\n",
+ " (\"Высокая\", \"Низкий\", \"Средняя\"),\n",
+ " (\"Высокая\", \"Средний\", \"Высокая\"),\n",
+ " (\"Высокая\", \"Высокий\", \"Высокая\"),\n",
+ "]\n",
+ "\n",
+ "# Вывод правил\n",
+ "print(\"Нечеткие правила:\")\n",
+ "for rule in fuzzy_rules:\n",
+ " print(f\"Если Цена открытия {rule[0]} И Объем {rule[1]}, Тогда Цена закрытия {rule[2]}.\")\n",
+ "\n",
+ "# Визуализация функций принадлежности\n",
+ "fig, axs = plt.subplots(3, 1, figsize=(6, 12))\n",
+ "\n",
+ "# Цена открытия\n",
+ "axs[0].plot(x_open, low_open, label='Низкий (Low)', color='blue')\n",
+ "axs[0].plot(x_open, medium_open, label='Средний (Medium)', color='green')\n",
+ "axs[0].plot(x_open, high_open, label='Высокий (High)', color='red')\n",
+ "axs[0].set_title('Функции принадлежности для цены открытия')\n",
+ "axs[0].set_xlabel('Цена открытия')\n",
+ "axs[0].set_ylabel('Степень принадлежности')\n",
+ "axs[0].legend()\n",
+ "axs[0].grid()\n",
+ "\n",
+ "# Объем торгов\n",
+ "axs[1].plot(x_volume, low_volume, label='Низкий (Low)', color='blue')\n",
+ "axs[1].plot(x_volume, medium_volume, label='Средний (Medium)', color='orange')\n",
+ "axs[1].plot(x_volume, high_volume, label='Высокий (High)', color='green')\n",
+ "axs[1].set_title('Функции принадлежности для объема торгов')\n",
+ "axs[1].set_xlabel('Объем торгов')\n",
+ "axs[1].set_ylabel('Степень принадлежности')\n",
+ "axs[1].legend()\n",
+ "axs[1].grid()\n",
+ "\n",
+ "# Цена закрытия\n",
+ "axs[2].plot(x_close, low_close, label='Низкая', color='blue')\n",
+ "axs[2].plot(x_close, medium_close, label='Средняя', color='green')\n",
+ "axs[2].plot(x_close, high_close, label='Высокая', color='red')\n",
+ "axs[2].set_title('Функции принадлежности для цены закрытия')\n",
+ "axs[2].set_xlabel('Цена закрытия')\n",
+ "axs[2].set_ylabel('Степень принадлежности')\n",
+ "axs[2].legend()\n",
+ "axs[2].grid()\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# Визуализация нечетких правил\n",
+ "fig, ax = plt.subplots(figsize=(10, 6))\n",
+ "\n",
+ "# Пример нечеткого вывода для визуализации (примерные значения)\n",
+ "for rule in fuzzy_rules:\n",
+ " # Определение степени уверенности для каждого правила\n",
+ " if rule[0] == \"Низкая\" and rule[1] == \"Низкий\":\n",
+ " ax.fill_between(x_open, low_open, low_close, color='lightblue', alpha=0.5, label='Низкий #1')\n",
+ " elif rule[0] == \"Низкая\" and rule[1] == \"Средний\":\n",
+ " ax.fill_between(x_open, medium_open, medium_close, color='lightgreen', alpha=0.5, label='Средний #2')\n",
+ " elif rule[0] == \"Низкая\" and rule[1] == \"Высокий\":\n",
+ " ax.fill_between(x_open, low_open, medium_close, color='lightcoral', alpha=0.5, label='Высокий #3')\n",
+ " elif rule[0] == \"Средняя\" and rule[1] == \"Низкий\":\n",
+ " ax.fill_between(x_open, medium_open, medium_close, color='orange', alpha=0.5, label='Низкий #4')\n",
+ " elif rule[0] == \"Высокая\" and rule[1] == \"Высокий\":\n",
+ " ax.fill_between(x_open, high_open, high_close, color='salmon', alpha=0.5, label='Высокий #5')\n",
+ "\n",
+ "ax.set_title('Визуализация нечетких правил')\n",
+ "ax.set_xlabel('Цена открытия')\n",
+ "ax.set_ylabel('Цена закрытия')\n",
+ "ax.legend()\n",
+ "ax.grid()\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Оценка качества полученной нечеткой системы, используя метрики регрессии"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Цена открытия | Объем торгов | Фактическая цена закрытия | Полученная цена закрытия \n",
+ "============================================================================================\n",
+ "2500 | 800 | 3500 | 2333.77 \n",
+ "5000 | 1500 | 7000 | 7334.15 \n",
+ "9000 | 3500 | 11000 | 10732.93 \n",
+ "4000 | 1000 | 5000 | 7334.15 \n",
+ "\n",
+ "Средняя абсолютная ошибка (MAE): 1025.40\n",
+ "Среднеквадратичная ошибка (RMSE): 1322.06\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import skfuzzy as fuzz\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Определяем диапазоны значений для входных переменных\n",
+ "x_open = np.linspace(0, 10000, 100) # Цена открытия\n",
+ "x_volume = np.arange(0, 5001, 1) # Объем торгов\n",
+ "x_close = np.linspace(0, 12000, 100) # Цена закрытия\n",
+ "\n",
+ "# Определение функций принадлежности для цены открытия\n",
+ "low_open = fuzz.trapmf(x_open, [0, 0, 2000, 4000])\n",
+ "medium_open = fuzz.trimf(x_open, [3000, 6000, 8000])\n",
+ "high_open = fuzz.trapmf(x_open, [7000, 9000, 10000, 10000])\n",
+ "\n",
+ "# Определение функций принадлежности для объема торгов\n",
+ "low_volume = fuzz.trapmf(x_volume, [0, 0, 500, 1000])\n",
+ "medium_volume = fuzz.trimf(x_volume, [800, 2000, 3000])\n",
+ "high_volume = fuzz.trapmf(x_volume, [2500, 3500, 5000, 5000])\n",
+ "\n",
+ "# Определение функций принадлежности для цены закрытия\n",
+ "low_close = fuzz.trapmf(x_close, [0, 0, 3000, 6000])\n",
+ "medium_close = fuzz.trimf(x_close, [4000, 8000, 10000])\n",
+ "high_close = fuzz.trapmf(x_close, [9000, 10000, 12000, 12000])\n",
+ "\n",
+ "# Создаем тестовые данные (цена открытия, объем, эталонная цена закрытия)\n",
+ "test_data = [\n",
+ " (2500, 800, 3500), # Низкая цена открытия и объем\n",
+ " (5000, 1500, 7000), # Средняя цена открытия и объем\n",
+ " (9000, 3500, 11000), # Высокая цена открытия и объем\n",
+ " (4000, 1000, 5000), # Средняя цена открытия и низкий объем\n",
+ "]\n",
+ "\n",
+ "# Функция для вычисления нечеткой оценки\n",
+ "def fuzzy_inference(open_price, volume):\n",
+ " # Определяем степень принадлежности\n",
+ " open_low = fuzz.interp_membership(x_open, low_open, open_price)\n",
+ " open_medium = fuzz.interp_membership(x_open, medium_open, open_price)\n",
+ " open_high = fuzz.interp_membership(x_open, high_open, open_price)\n",
+ "\n",
+ " volume_low = fuzz.interp_membership(x_volume, low_volume, volume)\n",
+ " volume_medium = fuzz.interp_membership(x_volume, medium_volume, volume)\n",
+ " volume_high = fuzz.interp_membership(x_volume, high_volume, volume)\n",
+ "\n",
+ " # Применяем правила\n",
+ " close_low = np.fmin(open_low, volume_low)\n",
+ " close_medium = np.fmin(open_medium, volume_medium)\n",
+ " close_high = np.fmin(open_high, volume_high)\n",
+ "\n",
+ " # Вычисление выходных значений с учетом ненулевых областей\n",
+ " close0 = fuzz.defuzz(x_close, low_close * close_low, 'centroid') if close_low > 0 else 0\n",
+ " close1 = fuzz.defuzz(x_close, medium_close * close_medium, 'centroid') if close_medium > 0 else 0\n",
+ " close2 = fuzz.defuzz(x_close, high_close * close_high, 'centroid') if close_high > 0 else 0\n",
+ "\n",
+ " return max(close0, close1, close2)\n",
+ "\n",
+ "# Список для хранения результатов\n",
+ "results = []\n",
+ "\n",
+ "# Оценка системы на тестовом наборе данных\n",
+ "for open_price, volume, actual_close in test_data:\n",
+ " inferred_close = fuzzy_inference(open_price, volume)\n",
+ " results.append((open_price, volume, actual_close, inferred_close))\n",
+ "\n",
+ "# Вывод результатов с более структурированным оформлением\n",
+ "print(f\"{'Цена открытия':<18} | {'Объем торгов':<10} | {'Фактическая цена закрытия':<30} | {'Полученная цена закрытия':<30}\")\n",
+ "print(\"=\" * 92) # Строка-разделитель\n",
+ "\n",
+ "for open_price, volume, actual_close, inferred_close in results:\n",
+ " print(f\"{open_price:<18} | {volume:<10} | {actual_close:<30} | {inferred_close:<30.2f}\")\n",
+ "\n",
+ "# Вычисление метрик качества\n",
+ "actual_closes = [actual for _, _, actual, _ in results]\n",
+ "inferred_closes = [inferred for _, _, _, inferred in results]\n",
+ "\n",
+ "mae = np.mean(np.abs(np.array(actual_closes) - np.array(inferred_closes)))\n",
+ "rmse = np.sqrt(np.mean((np.array(actual_closes) - np.array(inferred_closes)) ** 2))\n",
+ "\n",
+ "# Вывод метрик\n",
+ "print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n",
+ "print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")"
+ ]
}
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