ai-station-code/fenglifadian/预测结果可视化.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "5bcd2239",
"metadata": {},
"source": [
"# 将原始数据的时区进行修改并保存"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "e748c456",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\n修改时区的数据集可以作为测试集使用\\n'"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"修改时区的数据集,可以作为测试集使用\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "de443c1c",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"data = pd.read_csv('./datasets/station08.csv')\n",
"data['date_time'] = pd.to_datetime(data['date_time'])\n",
"data['date_time'] = data['date_time'] + pd.Timedelta(hours=8)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e643a462",
"metadata": {},
"outputs": [],
"source": [
"data.to_csv('./datasets/station08_utf8.csv',index=False)"
]
},
{
"cell_type": "markdown",
"id": "ea36d529",
"metadata": {},
"source": [
"# 验证预测结果与真实结果的差别"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "f8ad23ae",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\n找到测试集中排名前十的好结果\\n\\n'"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"\"\"\n",
"找到测试集中,排名前十的好结果\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "87c09ab0",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"data_path = '/home/xiazj/project_test/Crossformer-master/results/Crossformer_station08_il192_ol96_sl6_win2_fa10_dm256_nh4_el3_itr0'"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "219373d9",
"metadata": {},
"outputs": [],
"source": [
"pred_data = np.load(os.path.join(data_path,'pred.npy'))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "a4d53dd8",
"metadata": {},
"outputs": [],
"source": [
"true_data = np.load(os.path.join(data_path,'true.npy'))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "8362e0c3",
"metadata": {},
"outputs": [],
"source": [
"mse_list= []\n",
"for i in range(len(pred_data)):\n",
" pred_data_ = np.array(pred_data[i,:,-1:]).reshape(96)\n",
" true_data_ = np.array(true_data[i,:,-1:]).reshape(96)\n",
" pred_data_ = np.clip(pred_data_, 0, None)\n",
" mse = np.mean((pred_data_ - true_data_) ** 2)\n",
" mse_list.append(mse)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "107e463a",
"metadata": {},
"outputs": [],
"source": [
"# 最大\n",
"top_10_indices = np.argpartition(mse_list, 10)[:10]\n",
"# 最小\n",
"# top_10_indices = np.argpartition(mse_list, -10)[-10:]"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "07adb13c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(6529, 96, 14)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"true_data.shape"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "19c1da5f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4717, 4703, 4735, 4702, 4701, 4740, 4736, 4712, 4711, 4716])"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top_10_indices"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "a1ef5195",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "3903716a",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4701\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4702\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4703\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4711\n"
]
},
{
"data": {
"image/png": 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fX1/b7c6dOwPX3v/nzp1j165djBw5Em9vb9t5vXv3LtJ7t6juvPNOW5N+ce3atYujR48ybNgwLl26ZKvb1NRUevbsyZo1a7Bardd9jPvvv5+MjAz+/PNPW1lOV2Xu7prifL5vxvLly0lISOC+++6ze58YDAbatWtne5+4urri7OzM6tWruXLlSomf92a+Q27UGpzX1KlTWb58ud3PkiVL7M4pSv0uWLAAq9XKW2+9Zfc9BPk/iw0bNrS9p0HtYq9Xr94Nv+ty3HHHHfli7tu3L4qi8Mcff3D77bejKIrd76pv374kJibaYi7uZ7I05P08Xb58mZUrVzJ06FCSk5NtsV66dIm+ffty9OjRfF2XZanKd2l5eXkB6niVojh58iR6vT7fCP+QkBB8fHw4efKkXXnupAawfXlHREQUWJ73S0Sv1+cbgFm3bl0Auz7zRYsW8e6777Jr1y67sRkF/VEsaMZCQT788ENGjhxJREQErVq14tZbb2XEiBG2eHJea7169fLdt379+qxbt86uzMXFJd8fF19f3xt+cRb2PM7OzkRFReWr8+L6448/8PLywmg0Uq1aNVtTe27h4eH5Bt8dPXqUgwcPFvoHM2eQZs57Ju/jFlRveeV0rzVu3LhIryWv8ogxxw8//MCUKVM4dOgQZrPZVl7Q+y3v5yIn+cl5L+T8TuvUqZPvvvXq1Su1L+yifhYKcvToUQDb2JSCJCYm2iV2efXv3x8/Pz/mzJljG9Pyyy+/0KxZM7uuj+J8vm9GzmvJSYTzyvmeNJlMTJ48meeff57g4GDat2/PbbfdxogRI25q2nRxv0OcnJyK3aXZtm3bGw5aLkr9RkdHo9fri5Rw531/Q9G+63JUq1atwJlscXFxJCQk8M033xQ6azjnMw3F+0yWhryPe+zYMRRF4c033+TNN98sNN7w8PAyiScvSXi8vAgLC2Pfvn3Ful9Rv2gKm3FTWLmSZzByUaxdu5aBAwfSpUsXvvrqK0JDQzEajcycOdP232JuRZ3eOHToUDp37sz8+fNZtmwZH330EZMnT+bPP/+8qamyjjr7qEuXLrZZWoUpqM6sVitNmjThk08+KfA+eZNaLZRXjLNnz2bUqFEMGjSIF198kaCgIAwGA5MmTbIlbbmV5vu/JAr6vRb22c47uD6n9eajjz7KN0Ypx42mvhuNRoYOHcq3337LhQsXiI2N5ejRo3z44Ye2c4r7+S7Ja/npp58KTFxyL1cxbtw4br/9dhYsWMDSpUt58803mTRpEitXrqRFixbXjaekTCZTvtaVkipJ/RamrN7fOb+n+++/v9BEO2f8TXE/kwXR6XQFxlzYRJO8n6eceF944QX69u1b4H3Kc3mAKp/wANx222188803bNy4sdBpyDlq1KiB1Wrl6NGjNGjQwFZ+4cIFEhISqFGjRqnGZrVaOX78uK1VB+DIkSMAtgGCf/zxBy4uLixdutRueuvMmTNL/PyhoaE88cQTPPHEE8TFxdGyZUvee+89+vfvb3uthw8fzvef4eHDh0utLnI/T+7WrqysLGJiYsp1TY/catWqxe7du+nZs+d1E+Cc90x0dLTdf7KHDx8u0nMA7Nu377pfDIU9f3nECPD7778TFRXFn3/+afc8ObPmiivnd57T8pBbUWO6WTktMnlXAc7bkpjzu/Hy8irRe3D48OFMnz6duXPnEhMTg06n47777rMdL8nnO/dryT34t7DXEhQUVKTXUqtWLZ5//nmef/55jh49SvPmzZkyZQqzZ8++4X1zK6/vkOspav3WqlULq9XKgQMHCk1wy1rODEqLxXLD31NRP5PX+17w9fUtsBuuqK3qOd/XRqNRs+/p3Kr8GB6Al156CXd3dx5++GEuXLiQ73h0dDSfffYZALfeeitAvlVtc/6DLq0ZE7l9+eWXtuuKovDll19iNBrp2bMnoP43odPp7LLuEydO2M3AKS6LxUJiYqJdWVBQEGFhYbYm39atWxMUFMT06dPtmoGXLFnCwYMHS60uevXqhbOzM59//rndfxvff/89iYmJZVLnRTF06FDOnDnDt99+m+9Yeno6qampALbWsM8//9zunKKsjNynTx88PT2ZNGkSGRkZdsdy14W7u3u+31d5xQjX/qPNHdPmzZvZuHFjke6fV2hoKM2bN+eHH36we13Lly+3TXUtKzl//NesWWMrs1gs+boQWrVqRa1atfj4449JSUnJ9zgXL14s0vN16tSJmjVrMnv2bObOnUvXrl3tum1K8vku6LWkpqbyww8/2J3Xt29fvLy8eP/99+26PvK+lrS0tHzvw1q1auHp6ZlvmYOiKK/vkOspav0OGjQIvV7PxIkT843NKq+WSYPBwJ133skff/xRYK9E7vdcUT+TOWMVC9rmo1atWhw6dMjucXfv3l2kZRdA/ZvRrVs3vv76a86dO3fdeMuDtPCg/lLnzJnDPffcQ4MGDexWWt6wYQO//fabrX+9WbNmjBw5km+++YaEhAS6du3Kli1b+OGHHxg0aBDdu3cv1dhcXFz4559/GDlyJO3atWPJkiUsXryY1157zTYuY8CAAXzyySf069ePYcOGERcXx9SpU6lduzZ79uy5qedNTk6mWrVq3HXXXTRr1gwPDw9WrFjB1q1bmTJlCqBm7ZMnT2b06NF07dqV++67zzaltGbNmjz77LOlUgeBgYG8+uqrTJgwgX79+jFw4EAOHz7MV199RZs2bTRboOuBBx5g3rx5PPbYY6xatYpOnTphsVg4dOgQ8+bNY+nSpbRu3ZrmzZtz33338dVXX5GYmEjHjh35999/OXbs2A2fw8vLi//97388/PDDtGnThmHDhuHr68vu3btJS0uz/eFq1aoVc+fO5bnnnqNNmzZ4eHhw++23l0uMoLaS/vnnnwwePJgBAwYQExPD9OnTadiwYYHJQFFMmjSJAQMGcMstt/Dggw9y+fJlvvjiCxo1anTTj1kUjRo1on379rz66qtcvnwZPz8/fv31V7Kzs+3O0+v1fPfdd/Tv359GjRoxevRowsPDOXPmDKtWrcLLy4u//vrrhs+n0+kYNmwY77//PoDdchNQss93nz59qF69Og899BAvvvgiBoOBGTNmEBgYSGxsrO08Ly8vpk2bxgMPPEDLli259957becsXryYTp068eWXX3LkyBF69uzJ0KFDadiwIU5OTsyfP58LFy5w7733FrWKbcrjO2TJkiUcOnQoX3nHjh2Jiooqcv3Wrl2b119/nXfeeYfOnTszZMgQTCYTW7duJSwsjEmTJpU41qL44IMPWLVqFe3atWPMmDE0bNiQy5cvs2PHDlasWMHly5eBon8mXV1dadiwIXPnzqVu3br4+fnRuHFjGjduzIMPPsgnn3xC3759eeihh4iLi2P69Ok0atSoyNvvTJ06lVtuuYUmTZowZswYoqKiuHDhAhs3buT06dPs3r27TOqpQOU6J8zBHTlyRBkzZoxSs2ZNxdnZWfH09FQ6deqkfPHFF3ZT6sxmszJhwgQlMjJSMRqNSkREhPLqq6/anaMo6vTEAQMG5HseIN9075xpfbmne44cOVJxd3dXoqOjlT59+ihubm5KcHCw8vbbb+ebFvn9998rderUUUwmk1K/fn1l5syZBU5JLei5cx/LmZqYmZmpvPjii0qzZs0UT09Pxd3dXWnWrJny1Vdf5bvf3LlzlRYtWigmk0nx8/NThg8frpw+fdrunJzXkldh02YL8uWXXyr169dXjEajEhwcrDz++OPKlStXCny84kxLv9G5Xbt2VRo1alTgsaysLGXy5MlKo0aNFJPJpPj6+iqtWrVSJkyYYDfVOD09XXn66acVf39/xd3dXbn99tuVU6dO3XBaeo6FCxcqHTt2VFxdXRUvLy+lbdu2yi+//GI7npKSogwbNkzx8fHJN227tGMsiNVqVd5//32lRo0aislkUlq0aKEsWrSo0OmrBU1rLuh5/vjjD6VBgwaKyWRSGjZsqPz555/5HrMoCpuWXtj06ujoaKVXr162JQpee+01Zfny5fmWjlAURdm5c6cyZMgQxd/fXzGZTEqNGjWUoUOHKv/++2+R49u/f79tunTe97SiFP3znXdauqIoyvbt25V27dopzs7OSvXq1ZVPPvnkulPv+/btq3h7eysuLi5KrVq1lFGjRinbtm1TFEVR4uPjlbFjxyr169dX3N3dFW9vb6Vdu3bKvHnzbvgaC5qWnqMk3yE3er7CfnKmeStK0etXURRlxowZtlh9fX2Vrl27KsuXL7cdL+x7v7Ap3nld7zs6x4ULF5SxY8cqERERitFoVEJCQpSePXsq33zzje2con4mFUVRNmzYoLRq1UpxdnbO9zmcPXu2EhUVpTg7OyvNmzdXli5dWqzPtaKon6cRI0YoISEhitFoVMLDw5XbbrtN+f33329YH6VJpyjlPEpQFNmoUaP4/fffy/S/WSGEEKIqkDE8QgghhKj0JOERQgghRKUnCY8QQgghKj0ZwyOEEEKISk9aeIQQQghR6UnCI4QQQohKr9IvPGi1Wjl79iyenp6lttGeEEIIIcqWoigkJycTFhZWKnuoVfqE5+zZsw6xiaMQQgghiu/UqVN2263crEqf8Hh6egJqhXl5ed3045jNZpYtW0afPn0wGo2lFZ4oAql77Ujda0PqXTtS99rJW/dJSUlERETY/o6XVKVPeHK6sby8vEqc8Li5ueHl5SUfgnImda8dqXttSL1rR+peO4XVfWkNR5FBy0IIIYSo9CThEUIIIUSlJwmPEEIIISq9Sj+GRwghqgKLxYLZbNY6jArPbDbj5ORERkYGFotF63AqNaPRiMFgKLfnk4RHCCEqMEVROH/+PAkJCVqHUikoikJISAinTp2StdvKgY+PDyEhIeVS15LwCCFEBZaT7AQFBeHm5iZ/pEvIarWSkpKCh4dHqSx2JwqmKAppaWnExcUBEBoaWubPqWnCs2bNGj766CO2b9/OuXPnmD9/PoMGDSrw3Mcee4yvv/6a//3vf4wbN65c4xRCCEdksVhsyY6/v7/W4VQKVquVrKwsXFxcJOEpY66urgDExcURFBRU5s+n6W8zNTWVZs2aMXXq1OueN3/+fDZt2kRYWFg5RSaEEI4vZ8yOm5ubxpEIcXNy3rvlMf5M0xae/v37079//+uec+bMGZ566imWLl3KgAEDyikyIYSoOKQbS1RU5fnedegxPFarlQceeIAXX3yRRo0aFek+mZmZZGZm2m4nJSUBavZYkgwy574yC6L8Sd1rR+peG0Wtd7PZjKIoWK1WrFZreYRW6SmKYruUOi17VqsVRVEwm822+i6r7x2HTngmT56Mk5MTTz/9dJHvM2nSJCZMmJCvfNmyZaXS7Lt8+fISP4a4OVL32pG618aN6t3JyYmQkBBSUlLIysoqp6gqnieeeILExER+/vlnAG677TaaNGnCpEmTCr1PcnJyqcexbt06br/9dk6cOIG3t3epP35FlJWVRXp6OmvWrCE7Oxu49r5PS0sr1edy2IRn+/btfPbZZ+zYsaNYTV6vvvoqzz33nO12zuZjffr0KfFeWsuXL6d3796yv0o5k7rXjtS9Nopa7xkZGZw6dQoPDw9cXFzKMcKSGz16ND/++COgrsdSvXp1HnjgAV599VWcnEr3T5PRaMTJycn2N2DBggUYjcYCN6VUFIXk5GQ8PT3R6XSsXr2anj17cunSJXx8fEoUR84/3Z6enoX+PYqKiuLkyZN2ZeHh4cTGxpbouXOMHj2ahIQE5s+fXyqPV1IZGRm4urrSpUsXDAaD3fs+p4emtDhswrN27Vri4uKoXr26rcxisfD888/z6aefcuLEiQLvZzKZMJlM+cqNRmOpfGGX1uOI4pO6106x696cAU4mkLElJXKjerdYLOh0OvR6fYWbUaTT6ejXrx8zZ84kMzOTv//+m7Fjx+Ls7Myrr76a7/ysrCycnZ1v+rly6gkgICCg0HNzulXy1mtp1HFRH2vixImMGTPGdttgMJTa7zdvXdys3O+9ktDr9eh0OrtFCHPe96X9fe+wn5AHHniAPXv2sGvXLttPWFgYL774IkuXLtU6PCFEYU5vhyn14IfbIat0m6RF5WIymQgJCaFGjRo8/vjj9OrVi4ULFwIwatQoBg0axHvvvUdYWBj16tUD4NSpUwwdOhQfHx/8/Py444477P4BtlgsPPfcc/j4+ODv789LL71kG5eTo1u3bnbLm2RmZvLyyy8TERGBq6srLVu25Pvvv+fEiRN0794dAF9fX3Q6HaNGjQLUxGjSpElERkbi6upKs2bN+P333+2e5++//6Zu3bq4urrSvXv3Qv9Rz8vT05OQkBDbT2BgYJGe02Kx8NBDD9mO16tXj88++8x2fPz48fzwww/83//9ny3xWb16NatXr0an09ktXrlr1y50Op0t5lmzZuHj48PChQtp2LAhJpOJ2NhYMjMzeeGFFwgPD8fd3Z127dqxevXqIr3O8qZpC09KSgrHjh2z3Y6JiWHXrl34+flRvXr1fOtKGI1GQkJCbG98IYSDSU+A30dBRgKcWAu/j4Z7fgaDwzYmV1ppWdmFHtPrdLgYDaV6rptzyX/Hrq6uXLp0yXb733//xcvLyzamw2w207dvXzp06MDatWtxcnLi3XffpV+/fuzZswdnZ2emTJnCrFmzmDFjBg0aNGDKlCnMnz+fHj16FPq8I0aMYOPGjXz++ec0adKE/fv3k5aWRkREBH/88Qd33nknhw8fxsvLy7Z2zKRJk5g9ezbTp0+nTp06rFmzhvvvv5/AwEC6du3KqVOnGDJkCGPHjuWRRx5h27ZtPP/88yWqnxs9p9VqpVq1avz222/4+/uzYcMGHnnkEUJDQxk6dCgvvPACBw8eJCkpiZkzZwLg5+fHhg0bivT8aWlpTJ48me+++w5/f3+CgoJ48sknOXDgAL/++ithYWHMnz+ffv36sXfvXurUqVOi11vaNP0W2rZtmy17Bmxjb0aOHMmsWbM0ikoIcVMUBRY+BQmx4BUOaZfgyD+w+Fm4/fOidW9dPAxXToBvJPjWULvFxE1p+FbhLeHd6wUyc3Rb2+1W76wg3VzwvlHtIv2Y+2gH2+1bJq/icmr+AdInPrj5ZUMUReHff/9l6dKlPPXUU7Zyd3d3vvvuO1tX1uzZs7FarXz33Xe2sZ0zZ87Ex8eH1atX06dPHz799FNeffVVhgwZAsD06dOv2ytw5MgR5s2bx/Lly+nVqxdWq5WAgAC8vLzQ6/X4+fkBEBQUZBvDk5mZyfvvv8+KFSvo0EGtm6ioKNatW8fXX39N165dmTZtGrVq1WLKlCkA1KtXj7179zJ58uQb1sfLL7/MG2+8Ybv9/vvv8+ijj97wOY1Go92kncjISDZu3Mi8efMYOnQoHh4euLq6kpmZSUhIyA3jyMtsNvPVV1/RrFkzAGJjY5k5cyaxsbG2dfJeeOEF/vnnH2bOnMn7779f7OcoS5omPN26dcvX1Hg9RW0OFEJoYOt3cHAh6I1wz0+QdA7mPQA7fgTPMOief1yGnTPbYeYAyE6/WqAD72rgFwltH4UGt5X5SxDla9GiRXh4eNimJA8bNozx48fbjjdp0sRu3M7u3bs5duxYvsHGGRkZREdHk5iYyLlz52jXrp3tmJOTE61bty70b82uXbswGAx07dq1yHEfO3aMtLQ0evfubVeelZVFixYtADh48KBdHIAtUbmRF1980dZ1BuqYo6I8J8DUqVOZMWMGsbGxpKenk5WVRfPmzYv82q7H2dmZpk2b2m7v3bsXi8VC3bp17c7LzMx0yJW/pZ1ZCFFy5/bA0tfU670nQngrCAdu/RgWPwf/fQBeodBqVMH3TzwNv9ynJjseIZCVov4knlJ/4g5Cvf6gL7+dlSu6AxP7FnpMn6e1bfubvYp87rqXuxdyZvF1796dadOm4ezsTFhYWL7ZWe7u7na3U1JSaNWqlW16eW4541yKK6eLqjhSUlIAWLx4MeHh4XbHCpo0U1wBAQHUrl3bruzw4cM3fM5ff/2VF154gSlTptChQwc8PT356KOP2Lx583WfL2fgce6ksKA1cFxdXe1mTaekpGAwGNi+fXu+Xc89PDxu9DLLnSQ8QojCXT6O3nqDxb8yk+G3UWDJgnq3QvvHrx1r8xAkn4M1H8GiZ0GxQqvR9t1bmSnwy72QcgGCGsFDS8HZA1IvwuXjMGeoev30NqjeLt/Ti4IVZ0xNWZ17I+7u7vn+sF9Py5YtmTt3LkFBQYVO6w4NDWXz5s106dIFgOzsbLZv307Lli0LPL9JkyZYrVb+++8/evXKn/jltDBZLNe6/HIP2i2sZahBgwa2Adg5Nm3adOMXWYiiPOf69evp2LEjTzzxhK0sOjra7hxnZ2e71wLXksVz587h6+sLqC1fN9KiRQssFgtxcXF07ty5OC9HEw47S0sIobFlb2Kc1pb+e5/A8NsI2P6D2k0FkHYZjv8HG76An++Gy9HgVQ3umJp/rE7316HF/Wqys+hZ+HEgXI5Rj1kt8OcYOL8X3ANh2K9g8lQfwyMIqreHOn3Ucw8tKr/XLhzS8OHDCQgI4I477mDt2rXExMSwevVqnn76aU6fPg3AM888wwcffMCCBQs4dOgQTzzxhN3so7xq1qzJyJEjefDBB1mwYAExMTGsW7eOefPmAVCjRg10Oh2LFi3i4sWLpKSk4OnpyQsvvMCzzz7LDz/8QHR0NDt27OCLL77ghx9+ANQNr48ePcqLL77I4cOHmTNnTonGphblOevUqcO2bdtYunQpR44c4c0332Tr1q35Xu+ePXs4fPgw8fHxmM1mateuTUREBOPHj+fo0aMsXrzYNvboeurWrcvw4cMZMWIEf/75JzExMWzZsoVJkyaxePHim36tZUUSHiFEfhu+hA2fA+BkzUR/5G/462n4pD58VAc+jFQTl2VvQOxG0Bngru/BzS//Y+l06qDlvu+DkyvErIFpHWHjV7D8LTj8NxhMcO8c8Kme//71rw6GPbRYHRgtqiw3NzfWrFlD9erVGTJkCA0aNOChhx4iIyPD1uLz/PPP88ADDzBy5Ehbt87gwYOv+7jTpk3jrrvu4oknnqBhw4Y888wzpKamAuqifxMmTOCVV14hODiYJ598EoB33nmHN998k0mTJtGgQQP69evH4sWLiYyMBKB69er88ccfLFiwgGbNmjF9+vQSD+K90XM++uijDBkyhHvuuYd27dpx6dIlu9YegDFjxlCvXj1at25NYGAg69evx2g08ssvv3Do0CGaNm3K5MmTeffdd4sU08yZMxkxYgTPP/889erVY9CgQWzdutVuDT1HoVOKM2q4AkpKSsLb25vExMQSr7T8999/c+utt8rid+VM6r6c7fkN/nwYAEv3N1l71kjn4DQM0cvhzA7g6leGTw0IbQohzaBePwhpYvcw83ee5sDZJI7FpRB9MZW45Aw+7e1Fv+OT1Cnrud35PTS5q+B4MpPhwyi1y2zsFgis/MtSFPU9n5GRQUxMDJGRkRVupWVHZbVaSUpKss3SEmUr93vYYDDYve9L6+93DhnDI4S4JnolLLg6Bqfd41g7PE3ikiVYO9+KocerkHIRrsSgBNRB5+p73Yease4Ee88k2pW9tTadbi/Ox2XPbFj2JmQlQ9eXC092QO3iiuwKx5ar3VpVIOERQpQ+SV+FEKqzu2DuA2A1Q6Mh0Pd9ziRmsOKMjkdn71RncHgEQkRbnpwfwwdLDpGRa+2W84kZWK3XGoxvaxrK6E41eXdQY+aMaUeYtwtxyZn8tuMstB4NT22HUYuh2w2mq0Oubq2/S/lFCyGqCmnhEUKog5F/vludCh7ZFWXQND5beYzP/j2KohiAi+w+nUjzCB92xF5h8R518PKSfed4f3ATUjKzefG33TzSJYone6irqz7atZbdUzzatRZvL9zP2iMXeaB9DfAMVn+Kol5/WDQOzmxTY/UKLcUXL4SoCiThEaKqUxT46xlIjYPgxmTe9QOv/nmIP3eeAaC2l5VR3RsTGaCuidKyui/fjmjNmwv2cfJSGsO/u7bGx6rDF3msay2cDPkbj+9pE0F1fze61b2J9VI8Q6BaGzi9VR3k3Oahm3utQogqS7q0hKjqdv8CR5eCwZmkAdMZMVtNdgx6He/e0ZCnGlm5p3U1vF2vDZ7t3TCY5c91YUSHGrZZ6GM6R/LLmPYFJjsALkYD3esF2S1cViw53VqHpVtLCFF80sIjRFWWdBaWvKJe7/Yqz67MYHPMZTxMTnw1vCUdIn34++89Bd7V08XIxDsac1/b6mRlW2kW4VPkp03OMHM+MYM6wZ43PjlHvQGwYry6/k9GEriUfNaGEKLqkBYeIaoqRYG/xkFmIoS1hI5P88ZtDWkU5sXvj3egSxG7nhqEehUr2dl0/BK3TF7FU7/stBvkfEOBdcG/jjqo+tjyot9PCCGQhEeIKit5y09wdCnZOiMMmgYGJyID3Fn01C3UDym71pMGIV5YrAqHzifz76G44t1ZZmsJIW6SJDxCVDHZFivT/lqH9W+1K2tK1p1E66rZjt/0GJsi8nYz8kCHGgB8ufJo8Vp5chKeo8sgO6sMohNCVFaS8AhRhVxJzWLkjM3U3vIm3rpUjhjq0vyeN4n0d7/xnUvRQ7dE4mLUs/t0Is0mLuOB7zfz7ZrjN75jeGtwD4LMJDi5ruwDFUJUGpLwCFFFHDqfxMCp6zDG/Etvww6sOiN1HvmBvk2rodeXbatOXgEeJt6+vRGuRgPJGdmsPRrPxuOXbnxHvR7q36pe3/FT2QYpyoxOp7vuz/jx48stlm7dutk9t8FgwNfXl+zs7FJ5/PHjx9O8efNSeSxRMjJLS4gqwGyx8tCsbVxISGa26xxQQN/hcQhuqFlM97Wtzl2tqnH4fDI7TyUQ4lXEvaDaPKzu3L7/T+j4FIS3LNtARak7d+6c7frcuXN56623OHz4sK3Mw8PDdl1RFCwWC05OZffnasyYMUycOBFQ99JKTk4u0+e7GeVRD5WdtPAIUQUYDXo+uqsp40M3UUM5A24B0OUFrcPCaNDTONybB9rXoHdDddXlmPhUHvlxG4fPJxd8p5Am0Oxe9fryt2QH9QooJCTE9uPt7Y1Op7PdPnToEJ6enixZsoRWrVphMplYt24do0aNYtCgQXaPM27cOLp162a7bbVamTRpEpGRkbi6utKsWTN+//33G8bj5uZmF1Nw8LUVwL/77jsaNGiAi4sL9evX56uvvrK778svv0zdunVxc3MjKiqKN998E7PZDMCsWbOYMGECu3fvtrUgzZo1ixMnTqDT6di1a5ftcRISEtDpdKxevRqA1atXo9Pp8tXDzb5GIS08QlRqWdlWnJ3U/2s6hunpkD5HPdDjDXDx1jCywn289DDLDlwg3WzhxwfbFjyIuvvrsO9Pddf1o8uhbp/yD9RRKQqY07R5bqMblNKg91deeYWPP/6YqKgofH2vv1FtjkmTJjF79mymT59OnTp1WLNmDffffz+BgYF07dq12DH8/PPPvPXWW3z55Ze0aNGCnTt3MmbMGNzd3Rk5ciQAnp6ezJo1i7CwMPbu3cuYMWPw9PTkpZde4p577mHfvn38888/rFixAgBvb28uXLhw0/VQ2q+xKpGER4hKavvJyzz9yy6+HNaCFtV9YfUH6DISILgxtByhdXiFerlffZYfuMDao/GsPBRHzwYF7LflEwHtH4P1n6mtPLV7gt5Q/sE6InMavB+mzXO/dhacS2cA/MSJE+ndu3eRz8/MzOT9999nxYoVdOjQAYCoqCjWrVvH119/fd1k4KuvvuK7776z3R41ahSff/45b7/9NlOmTGHIkCEAREZGcuDAAb7++mtbwvPGG2/Y7lezZk1eeOEFfv31V1566SVcXV3x8PDAycmJkJCQYr3+HLnroSSvUUjCI0SldPJSKmN+3M7l1CxmrD/BFy4XYOvVL/S+7zt0clDd340Hb4lk+n/RvLv4IJ3rBNpaqezc8hzs+BEuHoRdc6DlA+UfrCgzrVu3Ltb5x44dIy0tLV+SlJWVRYsWLa573+HDh/P6668DareYwWAgNTWV6OhoHnroIcaMGWM7Nzs7G2/va62jc+fO5fPPPyc6OpqUlBSys7Px8iq9daxy10NJXqOQhEeISicxzczoWVu5nJpFk3BvJt/ZBObdA4oF6t8GUY7/X+DY7rX4fftpYuJT+XHjCR7uHJX/JFcf6PwCLHsdVr0Hje8EZ7dyj9XhGN3UlhatnruUuLvbtxTp9XqUPOO1csbKAKSkpACwePFiwsPD7c4zmUzXfS5vb29q164NqAlPUlKS7fG+/fZb2rVrZ3e+waD+w7Bx40aGDx/OhAkT6Nu3L97e3vz6669MmTLlus+n16sJfO7Xk/u15Ja7HkryGoUkPEJUKlnZVh6dvY3jF1MJ83bh+5GtcTu5Co6tAL0Rek/UOsQi8XQx8mLfurz8x14++/cog1uE4+9RwBd62zGw5WtIiIVNXznEQGzN6XSl1q3kSAIDA9m3b59d2a5duzAa1U1tGzZsiMlkIjY2tlS6doKDgwkLC+P48eMMHz68wHM2bNhAjRo1bK1DACdPnrQ7x9nZGYvFku+1gDpbLadlJvcA5sKU9musaiThEaKSyMq28tQvO9h0XN388/tRbQhyd4JlV8cYtH8M/GtpG2Qx3NUqgh82nOTAuSTWR19iYLMCxqU4maDHW/Dnw7DuU2g1CtwDyjtUUQ569OjBRx99xI8//kiHDh2YPXs2+/btsyUMnp6evPDCCzz77LNYrVZuueUWEhMTWb9+PV5eXrYxN8UxYcIEnn76aby9venXrx+ZmZls27aNK1eu8Nxzz1GnTh1iY2P59ddfadOmDYsXL2b+/Pl2j1GzZk1iYmLYtWsX1apVw9PTE1dXV9q3b88HH3xAZGQkcXFxdmOBClMWr7EqkWnpQlQS3649ztL9F3B20vPV8JY0CPWCXbPh4iFw9VW7fyoQg17H+IGNuLVJCLc3DS3wHEVRWKbvxGmXupCVDGs+LucoRXnp27cvb775Ji+99BJt2rQhOTmZESPsB9+/8847vPnmm0yaNIkGDRrQr18/Fi9eTGRk5E0958MPP8x3333HzJkzadKkCV27dmXWrFm2xxs4cCDPPvssTz75JM2bN2fDhg28+eabdo9x55130q9fP7p3705gYCC//PILADNmzCA7O5tWrVoxbtw43n333SLFVNqvsSrRKXk7RSuZpKQkvL29SUxMLNFAMrPZzN9//82tt95qa0IV5UPqvmgyzBaenLOTBzrUoGvdQMhKhc9bQMoF6PcBtH+82I/pCHVvsSoYrq4EnZRhZs2Ri9zWNIwT8alM+Gs/qw5f5Bb9XmY7TwKDMzy5DXxraBJraSlqvWdkZBATE0NkZCQuLkVcuFFcV84YHi8vL9tYG1F2cr+HDQaD3fu+tP5+55AuLSEqMLPFipNeXdDMxWjgu5G5ZrZsnKomO741ofVDmsVYUjnJjqIovPbnXhbtOcfPm2LZfvIKWRYrRoOOpp0HYTm/HsOJNbDqfRjytcZRCyEcjaSvQlRQ2RYrj/20nQ/+OZRv9gopceoaNQA93wIn5/IPsJQpCtQJ8kSvg43HL5FlsdK5TgD/jOvCS/3qQ68JAFj3zMV6bq/G0QohHI0kPEJUUL9sieXfQ3HMWn+CE5fyrKy7+gPISoGwltBoiDYBljK9Xsczverwy5j2DGgayrThLfnxwbbUClT3XUrxa8JS2qNHIe7/bjwAVAhRtUiXlhAVUGK6mf+tOArA6wMaEBmQaxpy/FHYPku93uedUlvq31G0i/KnXZR/vnJvNyNxrV4ke9vdhJxfTXbMepwiO2kQoRDCEUkLjxAV0FerjnE5NYvaQR4Ma1vd/uCK8eoig3X7Q81bNIlPK4P7dGOBvicACQtfqzIbi1byuSeiEivP964kPEJUMLGX0pi5/gQAr9/aACdDro9x7CY4tAh0eug1XpP4tORhciKr0wukK84EXNmF+eBirUMqUzkzuNLSNNosVIgSynnvlscsUOnSEqKCmfzPIduA3W71Au0Prvufetl8OATVL//gHMCQrm2Yu2EAI63zSVn8Fr71b4VKOr3YYDDg4+NDXFwcAG5ubgXvLi+KzGq1kpWVRUZGhkxLL0OKopCWlkZcXBw+Pj4YDAasVmuZPqckPEJUIOcTM/j30AX0OnXsjt0ft/ijcOQfQAedxmkVouZcjAZcuj9P0op/8E2Nxhz9H8Y63bUOq8zk7MKdk/SIklEUhfT0dFxdXSV5LAc+Pj43vZN8cUnCI0QFEuLtwsrnu7HuWDz1Q/IsxLXpK/WyXn8IqF3+wTmQwR0asXt3P9rEz0e/80eoxAmPTqcjNDSUoKCgQjegFEVnNptZs2YNXbp0kYVOy5jRaLRtxFoeJOERooIJ83FlaOsI+8LUS7BLXbKeDmPLPygH4+ykp82QcfDNfAyHF0HaZXDz0zqsMmUwGMr1j0dlZTAYyM7OxsXFRRKeSkY6KIWoABRF4WJyZuEnbJ8B2ekQ2gxqyFRsAMKaQ0gTsGTBnnlaRyOE0JimCc+aNWu4/fbbCQsLQ6fTsWDBAtsxs9nMyy+/TJMmTXB3dycsLIwRI0Zw9uxZ7QIWQiMHzyXT5r0V3D19Q/5pnNmZsOVb9Xr7sZVu3Z2SOFXzbgCyt82qMlPUhRAF0zThSU1NpVmzZkydOjXfsbS0NHbs2MGbb77Jjh07+PPPPzl8+DADBw7UIFIhtLXm6EUAvFyM+QdS7vtD3TPLMxQaDdYgOsf18pG6ZChGnOIPwtkdWocjhNCQpmN4+vfvT//+/Qs85u3tzfLly+3KvvzyS9q2bUtsbCzVq1cv8H5CVEb/HVYTni5180xDVxTYeHWwcttHKsWeWaWpdf0olqxty2DDetjxE4S30jokIYRGKtSg5cTERHQ6HT4+PoWek5mZSWbmtbEOSUlJgNpFVpIZDDn3lVkQ5a+q131qZjbbTl4GoGOUj1096E6swenCXhSjG9nN7odSrqOKXve31PLjk9XdGWxYj7L3N7J7jAdn9xvdTXMVvd4rMql77eSt+9L+HegUB1mTXKfTMX/+fAYNGlTg8YyMDDp16kT9+vX5+eefC32c8ePHM2HChHzlc+bMwc3NrbTCFaLc7Lui49tDBvxNCm+2sNgN0WkXPYWQpN0cD+jF3ogR2gXpoKwKvL5Vz9+G56mpv8CO6mM45d9Z67CEEEWQlpbGsGHDSExMxMvL68Z3uIEK0cJjNpsZOnQoiqIwbdq065776quv8txzz9luJyUlERERQZ8+fUpUYWazmeXLl9O7d2+ZqljOqnrdb1t0EDhFn6YRDBjQ8NqBy8cx7tyNgo6Iu98jwq9WqT93Zaj7FSl7mHewGy/p59Jc2UuTWydpHdINVYZ6r6ik7rWTt+5zemhKi8MnPDnJzsmTJ1m5cuUNkxaTyYTJZMpXbjQaS+XNW1qPI4qvqtb92mOXAOhWP9j+9R/+CwBdre4Yg8t2G4mKXPfd6gfx0b4uPG/8DcOpTegTYiCwrtZhFUlFrveKTupeOzl1X9r179Dr8OQkO0ePHmXFihX4+/trHZIQ5cpqVXimVx0GtwinY6087/+DC9XLhneUf2AVSNe6gcThy1paqAU7f9I2ICGEJjRt4UlJSeHYsWO22zExMezatQs/Pz9CQ0O566672LFjB4sWLcJisXD+/HkA/Pz8cHaW2Sii8tPrdQxuUY3BLarZH7hyAs7tVndFr3+bJrFVFEFeLix66hYaJFjgtwfg0GLo847WYQkhypmmCc+2bdvo3v3aHjc5Y29GjhzJ+PHjWbhQ/Q+2efPmdvdbtWoV3bp1K68whXA8B9XuLGp0AvcAbWOpABqHe4PP1RWoL0dDRhK4lHwQpBCi4tA04enWrVv+VWNzcZAJZEJoIivbyqwNMdxSO5AGoZ72Cw4ekO6sYnP3R/Guhi7xNJzfCzVlCw4hqhKHHsMjRFW2I/YK7/99iAe+32y/K0LSWTi9Rb0u3VlF9v7fB1mTHK7eOLdL01iEEOVPEh4hHNSaI+rqyp3rBKDX52rdyenOimgHXqEaRFYxnbyUyrbMq7vMn9utbTBCiHInCY8QDipn/6x820nkdGc1kH3liqNr3SD2KZEAKJLwCFHlSMIjhAOKT8lk3xl10a3OdXIlPCkXIXaDer3B7RpEVnH1aRTMUX2UeiP+CGSlahuQEKJcScIjhANadzQegIahXgR65lpI89AiUKwQ2hx8a2gTXAUV4GGie+umxCk+6BQrXNivdUhCiHIkCY8QDuiffeqaU13r5enOsi02KN1ZN+ORLlHsV2oCcPbgJm2DEUKUK0l4hHAwKZnZHIlLRqeD25rmGpScdhli1qjXG8h09JsR4edGZmBTAE7s26BxNEKI8iQJjxAOxsPkxJJnOjNjZBsahXlfO3B4CVizIagRBNTWLsAKrnFrdbf01s6xGkcihChPkvAI4YBMTga61w+yL5TurFJRrUEHAJwvHwZzhsbRCCHKiyQ8QjiI6IspfLf2ONkWa/6D6QkQvVK9LtPRS8a7Grj6qa1lcQdkRXchqghJeIRwAIqi8Pr8vby7+CDvLj6Y/4QD/weWLAhqCMENyz/AykSng9BmAMxe8BeT/zmscUBCiPIgCY8QDuDPHWfYdPwyLkY9D90Smf+Evb+pl03uLt/AKqurCY/u3G5mbzpJYrpZ44CEEGVNEh4hNHYlNYv3/lZbdZ7uWYcIPzf7ExLPwIl16vUmd5VzdJXU1YSntSmWlMxs5myWAcxCVHaS8AihsZ82neRyahZ1gz0Y0zkq/wn7fgcUqN4RfKqXe3yV0tWEp7ZyEiey+XVrLFarjOURojKThEcIjf299xwAYzpHYTQU8JHcc7U7q6l0Z5Ua30gweWGwZtHUdIGTl9LYFHNJ66iEEGVIEh4hNHT8YgqHzifjpNfRu2Fw/hPiDsKFvaA3QsNB5R5fpaXX21p5hlW/DMDcrae0jEgIUcYk4RFCQ9lWhf6NQ+jZIAgfN+f8J+yZp17W6Q1ufuUbXGV3NeHp5nkWgCX7zpOQlqVlREKIMuSkdQBCVGV1gz2Zdn+rgteCsVph7+/qdZmdVfquJjz+yYe4rekoWlb3xamgLkUhRKUgCY8QDkCn0+UvPLUZEmPB2RPq9S//oCq7nKnp5/fy5avNQG/QOCAhRFmSf2eE0MjO2Cscv5hS+Al7r3ZnNRwIRtfyCaoq8a8NRjcwp8GlY1pHI4QoY5LwCKGRiYsO0GPKf8zfeTr/wews2D9fvS7dWWVDb4CQJur1c7tJzcxm3tZTfLf2uLZxCSHKhCQ8QmjgXGI6O2MT0OmgY62A/CccWwHpV8AjBCK7lH+AVcXVbi3O7mL3qQRe+mMPn604SnqWRdu4hBClThIeITTwz77zALSq7kuwl0v+E3K2kmh8p4wtKUshTdXL83toH+VPdT83kjOzbWsjCSEqD0l4hNDAkr1qwtO/SWj+g1lpcOQf9XqTO8sxqioop4Xn/B70OrinTQQga/IIURlJwiNEOYtLzmDrSXWxu36NQ/KfcGy5OpDWpzqEtSzn6KqYwPrqoo4ZiZBwkrtaVUOvgy0nLhN9vQHlQogKRxIeIcrZ0v0XUBRoFuFDuE8Bs69yBis3HAQFTVcXpcfJGYIaqNfP7SbYy4Xu9YIA+GN7AYPJhRAVliQ8QpSzVYfiAOhfUOtOVhocWapebzS4HKOqwkKvjuM5tweAO1tVA2D+zjOyoagQlYgsPChEOftqeEvWHLlIk2re+Q8eXZarO6tF+QdXFYU2h52z4bya8PSoH4Svm5FagR5cTssiwMOkbXxCiFIhCY8Q5czFaKBPowJad+Bad1ajwdKdVV5C7Ft4XIwG1r7cAw+TfD0KUZlIl5YQjiIrVW3hAdkZvTwFNwJ0kHIeki8A2Cc7lmz4tid81wussj6PEBWVJDxClKNl+8/z3uIDrDlyMf9BW3dWDenOKk8mD3WbCbB1a+W4kJRB7J7/4Mw2OL0VEmI1CFAIURok4RGiHK09Gs+3a2PYEnM5/8H9C9TLRoOkO6u85azHc263rWjBzjN0mPQvO/+de+28y7LthBAVlSQ8QpSjc4kZAIR451ldOStVZmdpKfTaiss5WtXwxapA3aSN186ThEeICksSHiHK0fmkdABC8yY8R5dBdrranRXavPwDq+ryDFwGiPBz49YaFhroc3VjXY4p58CEEKVFEh4hytH5qy08od55FhyU2VnayunSuhKjrrp81YNB0fbnXc5zWwhRYUjCI0Q5ycy2EJ+SBeRp4clKhSNXZ2c1GlT+gQlw8wNvdR8tzu+1FTfP2AzAJuvV1ZilS0uICksSHiHKSVxSJgAmJz0+bsZrB6Q7yzHk7dbKzsTpxBoAZmb3U8uunJCp6UJUUJLwCFFOztm6s1zQ5e62OrpcvWxwu3RnaSnvwOWT68GcSqZrECusLcnCCSxZkHRGuxiFEDdN04RnzZo13H777YSFhaHT6ViwYIHdcUVReOuttwgNDcXV1ZVevXpx9OhRbYIVooRa1fBly2s9+W5km2uFigLRK9XrtXtpE5hQ2Vp4rk5Nv5qIGuv1YdZDHdD5Rqrl0q0lRIWkacKTmppKs2bNmDp1aoHHP/zwQz7//HOmT5/O5s2bcXd3p2/fvmRkZJRzpEKUnEGvI8jLhdpBHtcKLx6C5HPg5ALVO2gXnLg2cPniYTCn21a91tftS+c6gRgDa6nHJeERokLSdLOY/v37079//wKPKYrCp59+yhtvvMEdd9wBwI8//khwcDALFizg3nvvLc9QhSgbOa07NTqB0eX654qy5RUGbv6QdgkOLYZLx0DvBFHd1ON+UerlJZmpJURF5LC748XExHD+/Hl69brWzO/t7U27du3YuHFjoQlPZmYmmZmZtttJSUkAmM1mzGbzTceTc9+SPIa4OZWl7r9ff4K4pEwGNQ+jQagnAIaj/6IHLJFdsTrg66ssdV9UhuAm6GNWo6z5GB1gjWiPxeDKgdhLXDjnSh/AeikaSxnXR1Wrd0cida+dvHVf2r8Dh014zp8/D0BwcLBdeXBwsO1YQSZNmsSECRPylS9btgw3N7cSx7V8+fISP4a4ORW97ufsMRCbqkN/6Tgxfgp6axb9Y9aiB/477UTypb+1DrFQFb3ui6phqjt1AN3FgwAcMEcQ/fffbLuo48RxI32cISV2D6v+Lp/fVVWpd0ckda+dnLpPS0sr1cd12ITnZr366qs899xztttJSUlERETQp08fvLy8bvpxzWYzy5cvp3fv3hiNxhvfQZSaylL37+37D8hkQPdONA73QhezBqfdWSgewXQeMsYhZ2hVlrovKt2BTJi/2Ha73u1PUS+gLhFnEnnm63gAPLMvcWv/fqAruyGQVa3eHYnUvXby1n1OD01pcdiEJyQkBIALFy4QGhpqK79w4QLNmzcv9H4mkwmTyZSv3Gg0lsqbt7QeRxRfRa57s8XKxRS1q7Wav4f6Ok7+B4CuVk+Mzs5ahndDFbnuiyW85bXrPjUwhjQEnY46Id6cVQIwKwaM2RkY0+PBO7zMw6ky9e6ApO61k1P3pV3/DrsOT2RkJCEhIfz777+2sqSkJDZv3kyHDjKbRVQsccmZKAoYDTr83a8mNzkDlmv10C4wYc8vCpyvzqKr08fW6ubpYsTf041TSqB6TGZqCVHhaJrwpKSksGvXLnbt2gWoA5V37dpFbGwsOp2OcePG8e6777Jw4UL27t3LiBEjCAsLY9CgQVqGLUSxnU9UNw0N9nJBr9dBSty1LQxyZgEJ7en1ULOzej3PrvVRge6cVK6OKZQ9tYSocDTt0tq2bRvdu3e33c4ZezNy5EhmzZrFSy+9RGpqKo888ggJCQnccsst/PPPP7i4yPRdUbHkXmUZgOOr1cuQpuARqE1QomCDvoLE09dWXr4qKtCDE7EhwG5p4RGiAtI04enWrRuKohR6XKfTMXHiRCZOnFiOUQlR+nJ2SQ/J2SVdurMcl5uf+pNHVEDuFh5JeISoaBx20LIQlcmDnSIZ2DwMi1W5up3EKvWAJDwVxuAW4Vjc+sBfP8LlGK3DEUIUkyQ8QpQDvV5HkOfV7qwLByDlPDi5QvX22gYmiszfwwQ1G6o3Lh9XE1cHXEpACFEwh52lJUSlldOdVfMWcMq/hIJwYN4RoDOAOQ1SLmgdjRCiGCThEaIcvD5/L+8uOsDF5EwZv1OBzd52jngnGccjREUkCY8QZcxiVfh16ym+WxeD1ZwOJ9erByThqXDWHLnIgQx/9YZsIipEhSIJjxBlLD4lE4tVwaDXEXB5J2RngGcYBNbTOjRRTFGBHpxQ1FXgpYVHiIpFEh4hyljOGjzBniYMx3N1Z8mA1wrHfvFBSXiEqEgk4RGijOWsshzi7ZJrOnr369xDOKpage7ESAuPEBWSJDxClLGcFp567ulwQbaTqMiiAjxsLTxKztR0IUSFIAmPEGUsZ5XlduxRC0KbgXuAhhGJm+Xr7kyySzhWRYcuKwVS47UOSQhRRJLwCFHGziepCU+j9G1qgczOqtAignw5y9WZWrKJqBAVhiQ8QpSx/w1tzpbXelAreataIAlPhfb1A60Ii2qk3pBxPEJUGJLwCFHG9HodQenH0afGgdENItppHZIogQAPE3q/KPWGJDxCVBiS8AhRHnJWV67RSbaTqAz8a6mXkvAIUWFIwiNEGbqcmsXYn3cQvekvtUC6syq8hLQsvj+grqGkXDykcTRCiKKShEeIMnTmSjor9p4kPGmnWiAJT4Xn6mzg62hf9caFA5B+RduAhBBFIgmPEGXoXGI6bfSHcSFLtpOoJExOBlz9woi2hqJDgdjNWockhCgCSXiEKEPnkzLorL+6/k6t7rKdRCVRK9CDLdb66o2T67QNRghRJJLwCFGGziVm0Fm/T70h3VmVRlSAO5utDdQbJ9ZrG4wQokgk4RGiDKVeOkND/Un1hmwnUWlEBXpcS3jO7YbMZG0DEkLckCQ8QpShoIsbAUjwbijbSVQi9UI8OIc/ZwgCxQKnZByPEI5OEh4hylDdFHV15bSILhpHIkpT43Bv3JwNHDA2VgukW0sIhycJjxBlRVHo7XIQgIBm/TQORpQmk5OBLa/3ovetd6oFJzdoG5AQ4oYk4RGirFw8hC7lAji54Fyzg9bRiFLmYXKCGh3VG2e2Q1aatgEJIa5LEh4hysrx/9TL6u3B6KJtLKJs+EaieIaC1Qynt2odjRDiOiThEaKMbF01H4CEkI4aRyLKgqIoPPjDNhYlXt1IVLq1hHBokvAIUQbOXk6mXsZuAJxqddM2GFEmdDodWdlWNlpyFiCUgctCODJJeIQoAwe2rcFLl06KzgOPyNZahyPKSPsoPzbnrLh8eitkZ2obkBCiUJLwCFEGUo+sBOC8b2vQGzSORpSV9lH+RCthXMIbsjPgzA6tQxJCFEISHiFKmcWqEByvLkRnrNNN22BEmWpazQcXo4FNlqubwsq+WkI4LEl4hChl+09eoLlyCIDwFrL+TmXm7KSndQ0/2VdLiApAEh4hSln0jpW46MwkGPxxCq6vdTiijKnjeK4mPKe2gMWsbUBCiAJJwiNEKaufvhOAK8EdQKfTOBpR1jrVDiC8Tgsyjd5gTlU3ExVCOBxJeIQoZQ3S1YGrkW1u1TgSUR5aVPdlxoPtMUXdohYcXqJtQEKIAknCI0RpykiEs1dn6kR11TYWUb4aD1Ev138G5/ZoG4sQIh9JeIQoRbE7loNiBb9a4F1N63BEOTpb7VYuR/RWt5n442Ewp2sdkhAiF0l4hChFW1aq20lcCGircSSiPO06lUDHyau468x9KB7BEH8Ylr+ldVhCiFwcOuGxWCy8+eabREZG4urqSq1atXjnnXdQFEXr0ITIJ/ZSGo2z1AGrXg17aRyNKE8NQ71wNRo4nubCma5T1MIt38DR5doGJoSwceiEZ/LkyUybNo0vv/ySgwcPMnnyZD788EO++OILrUMTIp8t+w5RX38KANc63TWORpQnZyc9rWv6AvCvuQm0e0w9sOAJSLmoYWRCiBwOnfBs2LCBO+64gwEDBlCzZk3uuusu+vTpw5YtW7QOTYh8EvavAOCie11w99c4GlHe2kepv/O1R+Oh13gIbACpcbDwKZBWaSE059AJT8eOHfn33385cuQIALt372bdunX0799f48iEsGe1KvjFbVSvR8rsrKqoa91AADZEx5OlM8Gd34HBGY4skanqQjgAJ60DuJ5XXnmFpKQk6tevj8FgwGKx8N577zF8+PBC75OZmUlm5rUdi5OSkgAwm82YzTe/AmrOfUvyGOLmVIS63382idbWvaAHnwbdHTrW4qgIde8o6gS4EuDhTHxKFpui4+gQVQ99m0cwbPoS66ZpWGr1LvJjSb1rR+peO3nrvrR/BzrFgUcA//rrr7z44ot89NFHNGrUiF27djFu3Dg++eQTRo4cWeB9xo8fz4QJE/KVz5kzBzc3t7IOWVRRu07F83b8c2RjYGnTr8g2uGodktDAz8f0bLmop0eYlTtqWHHNiqf3/ufRobCy/vsku8pSBUIUVVpaGsOGDSMxMREvL68SP55DJzwRERG88sorjB071lb27rvvMnv2bA4dOlTgfQpq4YmIiCA+Pr5EFWY2m1m+fDm9e/fGaDTe9OOI4qsIdZ+4cRYBK1/gin8LPB6rPDNzKkLdO5KdpxI4m5BBx1p++Lo5A2D4YzT6Q39haTEC662fFOlxpN61I3Wvnbx1n5SUREBAQKklPA7dpZWWloZebz/MyGAwYLVaC72PyWTCZDLlKzcajaXy5i2txxHF58h1HxC/FQDfRr3AQWMsCUeue0fSNiowf2H7x+HQXxj2/oah9wRw8yvy40m9a0fqXjs5dV/a9e/Qg5Zvv/123nvvPRYvXsyJEyeYP38+n3zyCYMHD9Y6NCGuURSIWaNej+yibSzC8dToCMFNIDsddv6kdTRCVFkOnfB88cUX3HXXXTzxxBM0aNCAF154gUcffZR33nlH69CEsFm7eSMkn0MxmKCarLBc1Z1LTOfLlUf5ZLk6uxSdDto9ql7f8i1YsrULTogqzKETHk9PTz799FNOnjxJeno60dHRvPvuuzg7O2sdmhA20Zv/BuC8V1MwumgcjdDahaRMPl52hJnrYjBbrna/N7kLXP0g8ZQ6TV0IUe6KnfCcOnWK06dP225v2bKFcePG8c0335RqYEJUBJnZFkIuqwthGut00zYY4RCahnvj5+5McmY2O05eUQuNrtBqlHp989eaxSZEVVbshGfYsGGsWrUKgPPnz9O7d2+2bNnC66+/zsSJE0s9QCEc2a6Tl2nLfgD8G8v+WQL0eh2d6wQA8N+RXNtKtHkIdAY4sRbO79MoOiGqrmInPPv27aNtW3Wcwrx582jcuDEbNmzg559/ZtasWaUdnxAO7ejezfjpUsjUuaALb6V1OMJBdKunztZafThXwuNdDRoOVK9vkVYeIcpbsRMes9lsm/a9YsUKBg5UP8D169fn3LlzpRudEA7OEv0fAJcCWoNBprAKVec6asJz4FwScUkZ1w7kbCq6Zx6Y0zWITIiqq9gJT6NGjZg+fTpr165l+fLl9OvXD4CzZ8/i7y8bJoqqIz3LQkTiNgBcZHd0kUuAh4km4d5Anm6tiHbgFgDZGXBhv0bRCVE1FTvhmTx5Ml9//TXdunXjvvvuo1mzZgAsXLjQ1tUlRFVw+NwV2ugOAuDbqKfG0QhH061eIO7OBhLScu0HpNNBWHP1+tmdmsQlRFVV7JWWu3XrRnx8PElJSfj6+trKH3nkEdmrSlQpzQ0nQZeOxdkbQ2hTrcMRDuaRLlE81aMOzk55/q8MbQ7HVsC5XVqEJUSVdVPr8CiKwvbt2/n6669JTk4GwNnZWRIeUbXEqON3DFGdQW/QOBjhaDxdjPmTHcjVwrO7XOMRoqordgvPyZMn6devH7GxsWRmZtK7d288PT2ZPHkymZmZTJ8+vSziFMLxyHYSoggUReFcYgZhPq5qQWhz9fLiQTBnyGKVQpSTYrfwPPPMM7Ru3ZorV67g6upqKx88eDD//vtvqQYnhKP678ApMo9vUG9IwiMKcSYhnV6f/Ef/z9aSmW1RC72rgZs/WLNl4LIQ5ajYCc/atWt544038m3vULNmTc6cOVNqgQnhyM7uX4eJTJINvhBYX+twhIMK8XIhNdNCYrqZlQfj1EKd7lorzzkZuCxEeSl2wmO1WrFYLPnKT58+jaenZ6kEJYSjM51aD8CloHbqHzAhCmDQ6xjcMhyAP3bk+ofQNo5nV7nHJERVVeyEp0+fPnz66ae22zqdjpSUFN5++21uvfXW0oxNCIekKAphSbsAMEZ21jYY4fCGtFATntWH47iUkqkWhrVQL2WmlhDlptgJz5QpU1i/fj0NGzYkIyODYcOG2bqzJk+eXBYxCuFQTl1MoqlyBICgxt20DUY4vDrBnjSt5k22VWHh7rNqYU6XVtzVgctCiDJX7ISnWrVq7N69m9dee41nn32WFi1a8MEHH7Bz506CgoLKIkYhHErsgQ246TJJ0nliDGmodTiiArizZTUA/thxWi2QgctClLtiT0sHcHJy4v777y/tWISoELKi1wFwxrMZXvqbWspKVDG3NwvjnUUH2HcmiSMXkqkb7Km28kT/qw5criYbzwpR1oqd8Pz444/XPT5ixIibDkaIiqBGirpgXGZ4e40jERWFn7szr/SvT70QT2oFeqiFYc3VhEcGLgtRLoqd8DzzzDN2t81mM2lpabaVliXhEZWa1Uqt9L0ANO3YX+NgREXycOco+wLb1PRd5R2KEFVSsdvjr1y5YveTkpLC4cOHueWWW/jll1/KIkYhHMfFg5CRAEZ39GHNtI5GVGQ5U9Nl4LIQ5aJUBiDUqVOHDz74IF/rjxCVjTlGHb9DRBswGLUNRlQ4py6n8d7iA0z86wB4R4CrnzpwOU4GLgtR1kptxKWTkxNnz54trYcTwiEd3rwMgF36RhpHIiqiS6lZfLs2hjlbTpKRbZUFCIUoR8Uew7Nw4UK724qicO7cOb788ks6depUaoEJ4XAUhbDEHQAkBrbWOBhRETWr5o2vm5EraWYOn0+mWWhziF4p43iEKAfFTngGDRpkd1un0xEYGEiPHj2YMmVKacUlhMOxXIrBz3qZLMVAeONbtA5HVEA6nY4m1XxYc+Qie88k0kxaeIQoN8VOeKxWa1nEIYTDu7h/JSHAPmrRLDRQ63BEBdUk3EtNeE4nQq+rW0zEHYTsTHAyaRucEJWYrJomRBGlH1MHLJ/0aI5BLxuGipvTJNwHgL1nEnMNXDbListClLEitfA899xzRX7ATz755KaDEcKReV3YAkBGaDuNIxEVWZNq3gAcuZBMRrYVl7Dm18bxhLfUNDYhKrMiJTw7d+4s0oPpdPJfr6ikks7hn3UGq6LDq56M3xE3L8zbBX93Z5wMOs4lZhCZM3BZxvEIUaaKlPCsWrWqrOMQwrHFbgDgpDGKRpERGgcjKjKdTsfKF7rh7Xp1HSfbwOUdmsUkRFVwU5uHClHlnNwIQGSr3hDgrnEwoqKzJTsA1dqqlxf2Q2YymDy1CUqISu6mEp5t27Yxb948YmNjycrKsjv2559/lkpgQjiUk2oLD9U7aBuHqHy8QsGnBiSchNNboVYPrSMSolIq9iytX3/9lY4dO3Lw4EHmz5+P2Wxm//79rFy5Em9v77KIUQhtpV9BiTugXq/RUdtYRKWQlpXN6JlbaP/+v2SYLVC9vXogdpO2gQlRiRU74Xn//ff53//+x19//YWzszOfffYZhw4dYujQoVSvXr0sYhRCW6e2okPhuDWElacVraMRlYCr0cDeM4mcT8rgwLkkiLg6808SHiHKTLETnujoaAYMGACAs7Mzqamp6HQ6nn32Wb755ptSD1AIrWVf/SO0U6lDnSAZXyFKTqfT0SRcbRHfdybxWgvP6W1gydYwMiEqr2InPL6+viQnJwMQHh7Ovn37AEhISCAtLa10oxPCAaRFqwnPQaf6VPN11TgaUVnkJDx7TidCYAMweYM5FS7s0zgyISqnIic8OYlNly5dWL58OQB33303zzzzDGPGjOG+++6jZ8+eZROlEFqxWnC5oK5DpaveTtaaEqWmSTUf4GoLj14PEVdna0m3lhBlosgJT9OmTWnXrh1NmjTh7rvvBuD111/nueee48KFC9x55518//33ZRaoEJqIO4izNY1kxZV6TdpqHY2oRHJaeI5cSCY9ywLVr47jOSUJjxBlocjT0v/77z9mzpzJpEmTeO+997jzzjt5+OGHeeWVV8oyPiE0lXRsA17AbmsU3eqHaB2OqESCvUwEepq4mJzJgXOJtIrImam1GRQZHC9EaStyC0/nzp2ZMWMG586d44svvuDEiRN07dqVunXrMnnyZM6fP1+WcQqhiUuH1A1Dz3g0IcBDdrIWpUen09E+yp+2kX5YrEB4K9A7QfJZSDqtdXhCVDrFHrTs7u7O6NGj+e+//zhy5Ah33303U6dOpXr16gwcOLDUAzxz5gz3338//v7+uLq60qRJE7Zt21bqzyNEQSJS9gJQs3k3bQMRldIX97Vg3qMdaBvpB85uENoMAJ10awlR6oqd8ORWu3ZtXnvtNd544w08PT1ZvHhxacUFwJUrV+jUqRNGo5ElS5Zw4MABpkyZgq+vb6k+jxAFSr2EU8JxANp17qtxMKJKuNqtpTu1ReNAhKh8bnovrTVr1jBjxgz++OMP9Ho9Q4cO5aGHHirN2Jg8eTIRERHMnDnTVhYZGVmqzyFEoU5vVS/964Cbn7axiEotOcOMi9GAsXo72DQV/ektEN5d67CEqFSKlfCcPXuWWbNmMWvWLI4dO0bHjh35/PPPGTp0KO7upb+h4sKFC+nbty933303//33H+Hh4TzxxBOMGTOm0PtkZmaSmZlpu52UlASA2WzGbDbfdCw59y3JY4ibo1XdH9mynEZAalALnKvo713e92Vv+Pdb2XLiCr8+3IZWoa0wAsQdwCkkTepdA/Ke107eui/t34FOUYo2HaB///6sWLGCgIAARowYwYMPPki9evVKNZi8XFxcAHjuuee4++672bp1K8888wzTp09n5MiRBd5n/PjxTJgwIV/5nDlzcHNzK9N4ReUSvvMDWnOAv3xHY60p/22LsvHtIT37rugZUtNC11CFnvtfwCMrjo21XiDOq6nW4QmhmbS0NIYNG0ZiYiJeXl4lfrwiJzwDBw7koYce4rbbbsNgMJT4iYvC2dmZ1q1bs2HDBlvZ008/zdatW9m4cWOB9ymohSciIoL4+PgSVZjZbGb58uX07t0bo9F4048jik+Luj99KZmgafVx12Vy5YGVeFSvmn945H1f9r5YGc3nq6IZ1CyUj+5qgmHhWPR753I4eCARI7+Wei9n8p7XTt66T0pKIiAgoNQSniJ3aS1cuLDET1ZcoaGhNGzY0K6sQYMG/PHHH4Xex2QyYTLlnz5sNBpL5c1bWo8jiq88637/7i1E6jJJ07nhG9kc9OWT5Dsqed+XnZY1/YBoNsVcwWBwQl+jA+ydi1/qUal3DUndayen7ku7/ks0S6usderUicOHD9uVHTlyhBo1amgUkagqLh9eD8AlnyZVPtkRZatDLX88XZw4n5TBlhOXoXoHAHzTosEi40iEKC0OnfA8++yzbNq0iffff59jx44xZ84cvvnmG8aOHat1aKISyzBb8IpX989yjWqvcTSisjM5GejfWF3F+/92nYWAuiguPjhZs9Bd2KtxdEJUHg6d8LRp04b58+fzyy+/0LhxY9555x0+/fRThg8frnVoohLbePwSzTgCgH+9WzSORlQFA5uFA7Bk3zmyrKBUawOA7tRmLcMSolK56XV4ysttt93GbbfdpnUYogo5d/YU3fUXANBFtNE4GlEVdKjlz12tqtGzfhA6HSg1OsGx5eiOr4RbntY6PCEqBYdu4RFCC8PC4gDI9qsDrrKqtyh7Br2Oj+9uRv8moRgNeqx11JW9dSfWQUaSxtEJUTlIwiNEXleX9Xeq3k7jQESV5V+HFFMIOqsZoldqHY0QlYIkPELkoijKtS0lpDtLlLMT8al8uuIIa47Gc967hVp4eIm2QQlRSUjCI0Qur/+xk/QTVxOeam21DUZUOb9vP82nK44yZ8upawnP0WVgydY2MCEqAUl4hMjl7LGduJJBttEDAutrHY6oYu5oHgbAmqPxnHKug+LqC+mX4bTsni5ESUnCI8RVp6+kEZa8X70R3gr08vEQ5atOsCf1QzwxWxR2X3FCqdVLPSDdWkKUmHyjC3HV5uOXaaE7CoBTdenOEtq4o7m6Js/2eB3Wuv3UQkl4hCgxSXiEuGrT8Uu00B9Tb4S31jYYUWXd3iwUgGNJOi4EdgS9ES4dhfhjGkcmRMUmCY8QV+0/Hktt/Vn1RjVJeIQ2qvm60aq6Dwo6lhxNg5pXV/s+Iq08QpSEJDxCAGcS0vFP3AeA1ScS3AM0jkhUZR1r+eHupJCUkQ31blULpVtLiBKRhEcIICvbyr2h6nYSell/R2jsqe61eL+Nhae614J6V8fxxG6EtMvaBiZEBSYJjxBAZIA7A3xPqzeqScIjtKXT6a7d8KkOwY1BscLR5doFJUQFJwmPEAC5V1iW8TvC0dhma/2tbRxCVGCS8IgqLzHdzIkjeyAjAZxc1P+mhdBQZraVrw7o6ff5elIzc43jOfYvZGdpG5wQFZQkPKLKW3noAp/98It6I7QZODlrG5Co8kxOek6k6Ii+mMr5pAwIawEewZCVDKc2aR2eEBWSJDyiytsUffna+jsyfkc4CN+refe5hAx11e8andSCnK5XIUSxSMIjqrxNMZdooVdXWJbxO8JR+DgrAJxLTFcLwlupl2d2aBSREBWbJDyiSjubkM6FS1dooItVC6SFRzgIH5N6eS4xQ71iS3i2axOQEBWcJDyiStscc4kmuhicdFbwDAWvcK1DEgIAn5wurZyEJ7Qp6AyQfA6SzmoXmBAVlCQ8okrbEnPZvjsr9/onQmgoX5eWszsENVSvn96mUVRCVFyS8Igq7eSlNJrro9Ub0p0lHIiPCXzdjLg5G64VVpNuLSFulpPWAQihpZEda9Lp4gnIQnZIFw6lvrfClle7YzQarxWGt4LtsyThEeImSMIjqrS+1SyQFaeOjQhrrnU4QtgU2LuaM3D57C6wWkBvKOAkIURBpEtLVG05a5oEN1LHSAjhyALrg9FdXYAw/qjW0QhRoUjCI6qs1MxsTu1do96Q8TvCAb3xfwfo9cl/bIy+pBboc7VESreWEMUiCY+osqIvpnDhwFr1hiQ8wgGdTUjnWFwKp66kXSsMb6lenpGZWkIUhyQ8osq6dCWRprqrM7Sqt9c2GCEKEOLtAsD5nLV44NrgemnhEaJYJOERVZb1zA6cdRYSDH7gW1PrcITIJ9RLTXhsa/HAtYHLF/aDOb2AewkhCiIJj6iyXM+rA5Zj3ZvKgoPCIYV4q/tLnMvdwuNdDdyDwJoN5/dqFJkQFY8kPKLKCrisbsIY79dS40iEKFhOl9a5hFwJj04n+2oJcRMk4RFVk9VKtRT1v+PUEBmwLBxTSEFdWiAJjxA3QRIeUTVdPISbNYVUxYRTaBOtoxGiQKHeLvi6Ganm60ZmtuXagZyZWrKnlhBFJisti6opdiMAV3yb0bCan8bBCFEwD5MTO9/qk/9ATsJzJQbSLoObvIeFuBFp4RFVU+wmAKo160ENf1lhWVQwrr7gX1u9fmaHtrEIUUFIwiOqpqsJj6y/IyosGccjRLFIwiOqnsQzkBiLojNwxFhP62iEuK7v1h6n55TVfLMm2v6AJDxCFIskPKLqOaW27uyzRPDwr4c1DkaI60vJzCb6Yiox8an2B2wJzzZQlPIPTIgKpkIlPB988AE6nY5x48ZpHYqoyK52Z22z1iPQ06RxMEJcX+jVtXjO5l6LByC4Mej0kHYJUi9qEJkQFUuFSXi2bt3K119/TdOmTbUORVR0V2dobbXWI8DDWeNghLi+UG9XIM9+WgBGF/COUK9fOlbOUQlR8VSIhCclJYXhw4fz7bff4uvrq3U4oiLLSFL3IEJaeETFYGvhybv4IFybqSUJjxA3VCESnrFjxzJgwAB69eqldSiioju9FRQrl5zDiMOXQA8XrSMS4rpCfdQWnuSMbFIys+0PSsIjRJE5/MKDv/76Kzt27GDr1q1FOj8zM5PMzEzb7aSkJADMZjNms/mm48i5b0keQ9yc0qx7/Yn1GIDDxoYA+Lk5ye/0OuR9r43c9W4yGvEwOZGSmc2p+GRqB3nYztP7RGIArBePYpHfUamQ97x28tZ9af8OHDrhOXXqFM888wzLly/HxaVo/4lPmjSJCRMm5CtftmwZbm5uJY5p+fLlJX4McXNKo+47Hv2bQGB9Wg0ATh7ey98X95T4cSs7ed9rI6feg50N+DjByv/WcCTXOpmBSZfoCKTE7mbV339rE2QlJe957eTUfVpaWqk+rk5RHHc+44IFCxg8eDAGg8FWZrFY0Ol06PV6MjMz7Y5BwS08ERERxMfH4+XlddOxmM1mli9fTu/evTEajTf9OKL4Sq3uLWacPo5Cl53O6h7/x/7sMG5tHEI1X9fSC7aSkfe9Nopc7wmxGKe2RDE4k/3SKdAbCj9XFIm857WTt+6TkpIICAggMTGxRH+/czh0C0/Pnj3Zu3evXdno0aOpX78+L7/8cr5kB8BkMmEy5R+IajQaS+XNW1qPI4qvxHUftwey08HVl263dKGbvkIMYXMI8r7Xxg3r3b8mGEzoLJkY086Db83yCq3Sk/e8dnLqvrTr36ETHk9PTxo3bmxX5u7ujr+/f75yIW7opDodnYh2IMmOqAz0BvCLgosH1YHLkvAIUSj51hdVx9X1d9JD27LqcByHzidpHJAQRbP6cBw9pqzm8dkFbCPhX0u9vBSd/5gQwsahW3gKsnr1aq1DEBWRotgSnqOuTRg9cyu1At359/lu2sYlRBEY9DqOX0zFWFDLpExNF6JIpIVHVA3xR9Ql+J1cOeFcB0AWHRQVhiw+KETJScIjqoaTG9TLaq25eHWmY6CnLDooKoYQb1l8UIiSkoRHVA1Xu7Oo3oGLyeqyBbKPlqgoPExOeLqoIxDO523lyUl4Ek6BOc9+W0IIG0l4RNWQM0OrxrWER7q0REUSfnWLiZj4PIuxuQeAyRtQ4EpM+QcmRAUhCY+o/BJPQ2Is6AxQrS0XU64mPB6S8IiKo2UNdePk9cfi7Q/odLlmakm3lhCFkYRHVH45rTuhTcHkIS08okLqUieQOkEetgHMdmQcjxA3VOGmpQtRbLFXByxX7wjAUz1qc+pyGvVCPDUMSoji6dsomH6NQwo+KAmPEDckCY+o/HKN3wG4tUmohsEIcXN0Ol3hB2XxQSFuSLq0ROWWdllddh+gegdtYxGiFGSYLRw4m2eVcGnhEeKGJOERlVvsJvUyoC64B3AlNYtVh2RbCVExnYhPpfnEZQz9eiNmi/XagZwWntSLkJ6gSWxCODpJeETlZhu/o7bu7DmTyOhZWxn36y7tYhLiJlX3c8Pd2YmUzGx2nLxy7YDJEzyuju+5LN1aQhREEh5RudnG76gDlmWGlqjI9HodnesEAPDfkYv2B23dWpLwCFEQSXhE5ZWVCud2qdevtvBIwiMqui51AwFYczRvwiNr8QhxPZLwiMrr9DawZoNXOPhUByA+RRIeUbF1rqMmPPvOJNnez4AMXBbiBiThEZVXrv2zuDql19bCI6ssiwoq0NNEozAvANbmbuXJSXjij2oQlRCOTxIeUXmdXK9e1rg2HV26tERl0DWnW+tIrm0mco/hURQNohLCscnCg6JyspjVLi2wrbAMyD5aolIY0DQUL1cjPeoHXSv0rQk6PZhTIfk8eMkCm0LkJgmPqJzO7ABzGrj4QGB9W/Fzvety6nIatYM8tItNiBJqFOZNozBv+0InZ/Cpoe6YfumYJDxC5CEJj6icjq1QL2t1B/21nlvZVkJUav61ryU8kZ21jkYIhyJjeETldGy5elm7l7ZxCFFGkjPMzN95ms//zTVIWWZqCVEoaeERlU/KRTi7U72eK+G5lJLJ7tMJhPm4Uj/ES6PghCgdCWlmnp27G4Nexz1tIgj2crm2Fs/ZnerA5ettOCpEFSMtPKLyiV6pXoY0Ac8QW/HO2AQenLWNl37fo1FgQpSeCD83WtfwxWJV+HnTSbWw5i3qwOWT6+HfCdoGKISDkYRHVD6FdGedT8oAZIaWqDxGd4oE4OfNsWSYLRDUAG7/TD247n+wcaqG0QnhWCThEZWL1QLH/lWv1+5td2j1YXWRtoZh0p0lKoc+jYIJ9XbhUmoWi/acUwtbjoCeb6vXl74Gu+dqF6AQDkQSHlG5nN0F6ZfB5AURbW3FCWlZ/HckDoDbm4VpFJwQpcto0PNAhxoAzFwfg5Kz4OAtz0L7J9Tr//cEHF2uUYRCOA5JeETlktOdFdUVDEZb8T/7zmO2KNQP8aRusKdGwQlR+u5rUx2Tk579Z5PYeuKKWqjTQZ/3oMlQdT+5eSPgnIxdE1WbJDyicslZfydPd9b/7ToLwB3Nw8s7IiHKlK+7M4NbhNOmpi+G3N/oej3cMRWiuqmLcG6erlWIQjgEmZYuKo+0y9e2k8g1YDkpw8yuUwkA3N5MFh4Ulc/EOxrj7FTA/69Ozmr31vHVareW1Wq3EKcQVYkkPKLyiF4JKBDUELyvteR4uRjZ/HpPthy/TDVfN+3iE6KMFJjs5KjeEZw9IDUOzu2C8JblFpcQjkRSfVF52Lqz8q+u7OVipFfD4HIOSIjydTk1i+n/RZOeZblW6OSsdmuBDF4WVZokPKJysFoLTHisVkWjgIQoX4qicO83G/lgySHm7zxjf7BuX/Xy6LLyD0wIByEJj6gczu+B1Itq0331DrbiL1cdY+CX61i6/7yGwQlR9nQ6HUNbRwAwd9sp+4M5g/jPbIfU+HKOTAjHIAmPqBxypqNHdlWb8FH/412w6wx7TieSkpGtYXBClI/bmqprTO05ncDl1KxrB7xC1a1WUK61hApRxUjCIyqHozndWT1tRfvPJnH8YiomJz19Gsn4HVH5hXi7UC/YE0WBdcfytOTUudqtdWRp+QcmhAOQhEdUfKnxcHqLer3OtfV3Fu5W197p2SAITxdjQfcUotLpUjcAgDVHLtofqNNHvYz+FyzS4imqHkl4RMV3+G9QrBDaDHyqA+pg5YVXFxsc2EwWGxRVR5e6gQCsPXrx2lYTANVag6svZCTC6a0aRSeEdiThERXfwb/Uywa324q2nbzC+aQMPE1OdKsXqFFgQpS/NjX9cDHqiU/JIvZy2rUDesO1GYxHpVtLVD2S8IiKLSNRXUUWoMFAW/GiPWrrTp9GIbgYDRoEJoQ2XIwGfnqoHTvf6k0Nf3f7gznjeGQ9HlEFOXTCM2nSJNq0aYOnpydBQUEMGjSIw4cPax2WcCRHl4MlCwLqQmA9W3G3eoH0bxzCHc1lZ3RR9bSp6YdXQePWavcEdHBhHySeLve4hNCSQyc8//33H2PHjmXTpk0sX74cs9lMnz59SE1N1To04SgOLlQvc3VnAfSoH8y0+1vZxjMIIQA3P6jWRr0urTyiinHovbT++ecfu9uzZs0iKCiI7du306VLF42iEg7DnH7tSztPwiNEVTdrfQwLdp3l2d516Zo78a/bR53VeHQ5tB6tXYBClDOHTnjySkxMBMDPz6/QczIzM8nMzLTdTkpKAsBsNmM2m2/6uXPuW5LHEDensLrXHV6GkzkNxasa2QGNwGwm22Ll+/Un6d0giKhA94IeThSDvO+1URr1fuBsIrtOJbDy4Hk6RvpcOxDZAyPvohxfTXZ6CjiZShht5SLvee3krfvS/h3oFLt5i47LarUycOBAEhISWLduXaHnjR8/ngkTJuQrnzNnDm5uslN2ZdLi5NdUv7ye6MC+7Ks2HIDDCTq+OmjA3UnhndYWDDqNgxRCI7su6Zh5xECwq8JrzXNtJqoo9Nk/DlfzFTZHjeO8t+yeLhxTWloaw4YNIzExES8vrxI/XoVJeB5//HGWLFnCunXrqFatWqHnFdTCExERQXx8fIkqzGw2s3z5cnr37o3RKIvYlacC695ixunT+ugyEskesQgloj0Ary/Yz7ztZ7i3TTXeGdhQw6grB3nfa6M06j0x3UzbSauwKvDf850J83G1HdP/+zaGTVOx1u6N5Z5fSivsSkHe89rJW/dJSUkEBASUWsJTIbq0nnzySRYtWsSaNWuum+wAmEwmTKb8TbRGo7FU3ryl9Tii+OzqPnatOiXdPQinmh1Bb8BssbLsYBygLjYov6fSI+97bZSk3gOMRlpU92X7yStsiEngvra5/mC0eQg2TUV/bAX61HO2BTvFNfKe105O3Zd2/Tv0LC1FUXjyySeZP38+K1euJDIyUuuQhKPIWWyw/gB1QTVg/bF4EtLMBHg40y7KX8PghHAMXeqog5XzbTPhX0vdaBcFdvxY/oEJoQGHTnjGjh3L7NmzmTNnDp6enpw/f57z58+Tnp6udWhCS1YLHFykXs81O2vRnnMA9G8cikEvg3eEyNlXa92xeLItVvuDrR9UL3f8CBYZoCsqP4dOeKZNm0ZiYiLdunUjNDTU9jN37lytQxNaOr0VUuPAxRtqdgYgK9vK0v3nAbitaaiW0QnhMJpW86GGvxud6wSQlJFnw9D6A8A9CFIuwOEl2gQoRDly6DE8FWQ8tShvB/5PvazbH5ycATgal4yiQJCniTY1C1+2QIiqxKDXsfqFbuh0BbR4GozQ8gFYOwW2zYCGA/OfI0Ql4tAtPELkY86A3b+q1xsNthU3CvNm2xu9+PGhtuilO0sImwKTnRwtRwI6OL4KLkWXW0xCaEESHlGxHPg/SL8MXtWgTm+7Qy5GA/VDSj51UYjKaN+ZROZujbUv9K1xbQf1HT+Uf1BClCNJeETFsm2GetlqlG12VkpmtnR/CnEdB88lcdsX63hzwX7OJeaZ9JEzeHnnbMjOzH9nISoJSXhExRF3AE5tAr2TOvbgqhfm7abnlP9YdzRew+CEcFz1QzxpF+lHlsXK1FXH7A/W6QNe4ZB26dpyD0JUQpLwiApDv32meqX+APAMAdTVZFcejuN4fCr+Hs4aRieE49LpdDzbuy4Ac7ee4vSVtGsHDU7QcoR6PacFVYhKSBIeUSE4WdLR75un3mj9kK186f7zZGVbqRvsQf0QT42iE8LxtY/yp1Ntf8wWJX8rT8sRoDPAyfVwfq82AQpRxiThERVCtSsb0WWlgn9tiOxiK1+46ywAdzQPv/5sFCEEz11t5flt22liL+Vq5fEKg0aD1Osbvyr/wIQoB5LwCMenKNSMX6leb/0gXE1s4pIy2BCtjtsZ2CxMq+iEqDBa1fCja91Asq0KX6w8an+w/Vj1cu9vkHSu/IMTooxJwiMcnu7MNrzTY1GcXKDZfbbyRXvOYVWgZXUfIvzcNIxQiIrj2d51CfI00TTCx/5AtVZQvQNYzbD1W01iE6IsScIjHJ5+hzpYWWk4GNyuraL8f7uvdWcJIYqmeYQP617uwQPta+Q/2OFqK8+2GZCVWr6BCVHGJOERji3tMrqrW0lYW462O/RCn7rc1aoatzaRvbOEKA5np0K++uvdCr6RkH4Fdv9SvkEJUcYk4RGObet36CyZJLjWRAlrYXeoc51APr67GYGeJo2CE6Liysq28tfus6w9evFaod4A7Z9Qr2/8CqzWgu8sRAUkCY9wXOlXYMOXABwL6m8brCyEKLkZ62N46pedfLoiz+Dl5sPAxRsuR8ORf7QJTogyIAmPcFwbvoDMRJSghpzxbWcrPnQ+iXcXHWDfmUQNgxOiYhvSIhwnvY7tJ69w8FzStQMmD2h1tft441RtghOiDEjCIxxTykXYNB0AS5dXQHftrfrbttN8ty6Gr1YfK+zeQogbCPJyoU+jYABmbzppf7DtI+oWLifXwdmdGkQnROmThEc4pvWfgjkVwlqg1O1vK76YnMmczeqOz3e1qqZRcEJUDve3U2dqLdh5hpTM7GsHvMOh8Z3q9XWfln9gQpQBSXiE40k6C1uurgPS4w27sTtfrT5GutlCswgfutcL0ihAISqHDrX8iQpwJzXLwoKdZ+wPdnwa0MGBBXBinRbhCVGqJOERjmfNx2DJhOodoVZPW/HZhHR+3qS27rzYp55sJSFECel0Ooa1qw7Az5tjURTl2sGQxtD66liev18ES3YBjyBExSEJj3AsV07Ajh/V63lad6auPk6WxUr7KD861fbXJj4hKpm7WlXD5KTHw2QgKT1PUtPjTXD1hbgDsvqyqPAk4RGO5b8P1aXto7pDzU624rh0+GOnurLyi32ldUeI0uLj5szal7rz22Md8XYzkphmJsNsUQ+6+UHPt9Xrq96HlDjtAhWihJy0DkAIm3O7r63u2uNNu0NeRniiayQnL2fQqoZfAXcWQtysIC8X2/VP/z3CDxtOUMPfnTpBHjzZbSBNQ2fBuV2w/G0YPE2zOIUoCUl4hGZi4lOJS8qgXZQ/ZGfBgidAsUKjwepGhrm4OMHTPWpjNBo1ilaIquH0lXSsivr5jIlPZUdsAmuGTcbtx76wew60GgXV293wcYRwNNKlJTSRlpXNkK/Wc++3m9RFz9ZOgQv7wM0f+n9kd67dQEohRJn65oFWbHm9Jz8/3I4a/m7Ep2QyPdoPWtyvnvD382C1aBukEDdBEh6hCTdnJ9xNTigKbFy/GtZ+rB649WPwCLSdt/tUAnd/s4XDiTJmR4jyoNPpCPJ0oVPtAF7uVx+Ab9cc52K7V9UtJ87vlRWYRYUkCY/QzKv9G+BENp33vwnWbGgwUO3OyuXHjSfZfTqRrXGS8AhR3vo3DqFFdR/SzRZ+3pcGvSaoB1aMh5MbNI1NiOKSMTyiXJ2ITyXbqlA7yIPu9QN5xvkv6ignyDb54jRgit009JTMbP7eew6AjsGya7MQ5U2n0/HWbQ05fjGVwS3CQVdHXYRw3+/w22h4dA14BmsdphBFIi08otxkW6yMm7uLAZ+vZen+87hdPsgT+j8B+Cv8WfCwXzn57z3nSDdbiPR3I9JTi4iFEC2q+3Jnq2ro9Tr1H5LbP4PA+pByHn5/UBYkFBWGJDyi3ExbHc2uUwk4O+lpEuIGC57AgIV/LG346HSjfIOTf9t+CoAhLcKQZXeE0F56loWTKToY+hM4e6ibi66cqHVYQhSJJDyiXOw7k8hn/x4FYOIdjQjb9zWc34Pi6ssk3cOcS87kyIUU2/kx8alsPXEFvQ4GtQjTKmwhxFXbT16m28ereHLOTqz+deCOL9UD6z+Dg39pG5wQRSBjeESZS0jL4omfd5BtVbi1SQiDwhLhr8kA6Pp/yESX7jQI8bRb/Oz3q607XeoGEpKrXAihjRr+7qRmWtiblMhfe85yR/PBcGorbJqqrqEVUBcC62kdphCFkhYeUaYsVoVnft1F7OU0qvm68v4dDdD931h1+4h6t0KTu+laN9Au2QFoFOZN6xq+DG0doVHkQojcAjxMPNY1CoApy46QlW2F3hPUTX4zk+Dnu2TrCeHQJOERZWr+zjP8d+QiLkY9Xz/QCp+d0+HsTnU9j9v+R97BOTnjeG5tEsrvj3ekf+MQLcIWQhTgwVsiCfAwEXs5jbnbToHBCPfMBr8oSIiFOUMhK1XrMIUokCQ8okwNbhHOUz1q88GQpjRyOgerJ6kH+k0Gz2vJzMboSwz/bhMTFx2wu79sEiqE43BzduLpnrUB+Pzfo6RlZYO7Pwz/HVz91H9m/hgjKzELhyQJjyhTBr2O5/vUY1CzEPi/sWDJgjp9oNm9dudlmC2sP3aJhbvOMmNdDJdTszSKWAhxPfe2qU6EnysXkzOZuf6EWuhfC+77BQwmOLwYlr6uaYxCFEQSHlHq4pIz+GjpITLMV//Ls1phxdtwZhuYvNV1PPK03HSqHYC3q5FLqVlMXHSAkTO2aBC5EOJGnJ30PNe7LgAnL+XqvqreHgZPV69vnibbTwiHI7O0RKmxWhV+2RrL5CWHSMrI5uiFFL65twHMf/TatNX+H4BX/mnmzk56+jUKUccFAINahJdn6EKIYhjYLJw6QZ40Dve2P9B4iDqWZ8XbsPQ1SDqrbkdhkD81QnvSwiNKxYGzSdw5fQOvz99HUkY2jcO9eLWjO3zfV012DM5wx1fQfFihjzGgaSgATnodg5rL2jtCOCqDXpc/2cnR6Rno+rJ6feOXMOduSL9SfsEJUQhJu0WJZGZb+GTZEb5bF4PFquBhcuKFPnV5IPw8hnm3QVo8uAfCPT9D9XbXfaxbagcwrlcdqvu54e9hKqdXIIQoiTMJ6WyJucTgFtXUAp0Our8GQQ3U9XmiV8K3PeC+X2WdHqGpCtHCM3XqVGrWrImLiwvt2rVjyxYZ3+EoPlhyiK/XHMdiVRjQJJR/n2nHKPNcDD/eriY7wU1gzKobJjsAer2Ocb3qMqRltXKIXAhRUqevpNH949W88NseZqyLIduSa5PfRoPhwaXgHQGXj8O3PWH3r+qYPiE04PAJz9y5c3nuued4++232bFjB82aNaNv377ExckCV45gbPfa1A/x5LsRrZna9jLBP3VTp55bzdBgIDy0FHxk8UAhKqNqvm70axSCxaowcdEB7pi6nl2nEq6dENoUHlkNNTpBVrI6nu/rznBkGeTZOy+H1arw3drjnL6SVi6vQVQdDt+l9cknnzBmzBhGjx4NwPTp01m8eDEzZszglVde0S6wtMskJl5R16EoRICHCaNBzSmTMrJJzTQXeq6fuwmTk3pucmY2KRmFn+vrbsLl6rkpmdkkF/HctCwLiemFT/f2cXPG1WgAIN1sISEt/7kWK+w6lcBtV8fbBAB/3+uPfs2LcOD/1JM8QqDf+9BoSL7ZWEKIyuXTe5rTPsqfD5YcZP/ZJAZ/tZ7h7arz8C1R1AxwB/cAeGAByas+wX3rl+gv7IM5d5MZ1pYTTcex8KQzNf3duPvqquq7YhOYuXgHs/6GVjV86d8klKbh3ravkpv9/kvNspB0ne8/XzcTLkY9ZGdjSI/nfOxRnJwMBZ7r7eqMm7N6LMNs5UpaZqGP6+XqjHvOudlWrqQWfq6nixEPk/pnOTPbyuXrnOtuMuLlop6blW3l0vXOdTbi5aqea7ZYiU8p/Fw3Zye8XY0AZFusXLzeuUYnvN3Uc3H1BZNnoec6AodOeLKysti+fTuvvvqqrUyv19OrVy82btxY4H0yMzPJzLz2C0pKSgLAbDZjNhf+wbiRnPvmXOqXj8d75w8UMmwvH6+rP0XhefWnKDyu/hSF29WfonC9+lOQagArr93OaSZUdAasbcZg7fKy+sbPLjwZLI68dS/Kj9S9Nipavd/dMpTudf2Y/M8RFuw+x+xNsWw/cYWFYztcPUPHrTvakpz0MY85/cUow1Jczm6h3tlhvJjzIOvUi5bA+pydZs5f/SlEcb7/3K/+3IgRuA3gUNEe1wUILWIMxTnXVIxznYtxrrEY5zoV49zs/lNQWo4s4tkFy/u+L+33v0MnPPHx8VgsFoKDg+3Kg4ODOXSo4HfjpEmTmDBhQr7yPn36YDAYeO655/jpp5+4ePEi1atXZ8CAAUybNg2A3r17Y7FYWLlS/Wv+1FNP8eeff3LmzBlCQ0O5++676datGwAjmuiolq7w3fYMAD691Z3vt2ey90I21bz0vN/bnZF/JANwdyMTQR56vtycDsCHfdyZty+TbWezCXTX8+UAd+6dp547sL4ztf0NTFmvnvtOTzeWHDWzIdaMp0nHzMGe3DcvmWyrQp/azrQOc+K9NWrT7+td3dh4yszK42acDTrm3O3JqD+TSc1S6FLTSM8oI2+tVM99vpMrB+IsLDmq/sfz+71ePLowhctpVtpHGBnc0JmXlqprbDzd3pVTiVbmH1QTydl3e/Ly0lTOJllpHurEgy1MPL4MklzC6W11IW3VJP777z8Axo0bxy+//MKFCxeoVq0ad9xxB1Onqutz9OzZE4B///0XgLFjx/J///d/nD59muDgYO677z4+/fRTALp27cqOHTtYsmQJAI888ggrVqzg+PHj+Pv78+CDD/LRRx8B0LFjRwICAli4cCEAo0ePZsOGDRw+fBhPT0+efvpp3nvvPQBat25NjRo1+OOPPwAYPnw4u3btYv/+/bi4uPD888/z4YcfYjabadasGQ0aNODXX38FYOjQoRw9epSdO3diMBh45ZVX+N///kdaWhoNGzakdevW/PjjjwAMHjyYM2fO2MafvfLKK0ybNo3ExETq1KlD586dmTFjBgC33XYbV65cYf369QC88MILzJo1i/j4eGrWrEnfvn35+uuvAejbty+ZmZmsXr1a/V09/TS//fYb586dIzw8nCFDhvDFF18A0KNHDwwGA8uXLwfg8ccfZ/HixcTGxhIYGMgDDzzAJ598AkDnzp3x9PTk77//BuDChQusXr2aY8eO4evryyOPPMLkyeoGsO3btyckJIQFCxYAMHLkSLZs2cLBgwfx8PDgmWee4f3330dRFFq1akVUVBS//fYbAPfddx/79u1j7969ODs78+KLL/LRRx+RlZVFkyZNaNy4Mb/88ov6Obr7bo4fP8727dvR6XS89tprfPbZZ6SkpNCgQQPatm3LDz/8AMCgQYM4f/48mzZtAuDll1/mm2++4cqVK9SuXZtu3brx3XffAXDrrbeSnJzM2rVrAUr8HfH5558D0K1bN0wmE0uXLgXg0UcfZenSpZw4cYKAgABGjRrFxx9/DECnTp3w9fVl0aJFADz44IOsXbuW9957D29vbx5//HE++OADANq2bUt4eDjz588HYMSIEWzbto0DBw7g5ubGs88+ywcffIDFYqFFixbUqVOHefPmAXDvvfdy8OBBdu/ejdFo5KWXXmLKlClkZGTQqFEjmjdvzs8//wzAnXfeycmTJ9m2bRsAr7/+Op9//jnJycnUq1ePjh07MnPmTAAGDhxIfHw8GzZswM0M3re9wu45U+k0J56oqCh69erFvhnfkmWFiS1v5dNMb9wPzCdYd5lZg915d3U6MVcs1A808GwHVx5dmKK+thYuKMCPO9Xv2am3efDl5nQOXbQQ5WvgzW6ujJqvnntPExPeJh3fbFPP/aS/Oz/uymT3uWzCvfR81Ned+35Tv2cHNzAR4a3n803q9+wHvd1ZcCiLzafM+Lvp+XaQB4PnqP8s96/jTMOga9/J47u7sTLGzNoTZjycdfx4lyf3zE0my6LQI8pIhwgj7/2nfs++0tmNHWezWR6dhZNex7x7PRnxRzLJmQodqxvpX8fIm/+q5z7b0ZXoSxb+OpzznezJY3+lcjHVSuswJ4Y2NvHSMvU7eWxbVy6kWvljv/qd/PNdnry0LJXTSVaaBDvxUCsT4/5Wz32opQsZ2Qpz9qjnfj/Ig3f/S+f4FQt1/A0838mVx67W9/3NTDgbdMzckbu+MzhwMZsIbwMTe7gxev7Vv2uNTQS46Zi+RT33Mbf/b+/eg6Iq/z+Av5c7uMDKbQEVpbyggoSQhtjXCkLMMQwHjCFalclRQUGnzMlEHcdrY1Oao8VM6pQpWd4nNQYFFAEBFSUMzbyQ3CRFbiK4+/z+6OeZNtAwwEOn92tmZ9jnPJzz4b26+5lnz+7JwY5Pj3XJc8SlS5ewe/du6PVd+43dKiEe8UZqD1BeXo4+ffrg1KlTCAwMlMYXLlyIzMxM5OXltfmd9lZ4+vXrh5qaGtjZdXSNpa3W1lakpaXh1Vdfhbm5+T/eDz05Zi8fZi8P5i4fZi+fv2ZfV1cHJycn3L17t1Ov3w/16BUeJycnmJqaoqqqymi8qqoKrq7tX1TS0tISlpZtP9Jsbm7eJf94u2o/9OSYvXyYvTyYu3yYvXweZt/V+ffoT2lZWFjA399fessDAAwGA9LT041WfIiIiIgep0ev8AB/vJ+u0+kQEBCAUaNG4ZNPPkFjY6P0qS0iIiKiv9PjG56pU6fi1q1bSE5ORmVlJZ577jkcOXKkzYnMRERERI/S4xseAEhISEBCQoLcZRAREdG/VI8+h4eIiIioK7DhISIiIsVjw0NERESKx4aHiIiIFI8NDxERESkeGx4iIiJSPDY8REREpHhseIiIiEjx2PAQERGR4v0rvmm5M4QQAIC6urpO7ae1tRVNTU2oq6vjFXSfMmYvH2YvD+YuH2Yvn79m//B1++HreGcpvuGpr68HAPTr10/mSoiIiOhJ1dfXw97evtP7UYmuap16KIPBgPLyctja2kKlUv3j/dTV1aFfv34oKyuDnZ1dF1ZIf4fZy4fZy4O5y4fZy+ev2QshUF9fD3d3d5iYdP4MHMWv8JiYmKBv375dtj87Ozv+J5AJs5cPs5cHc5cPs5fPn7PvipWdh3jSMhERESkeGx4iIiJSPDY8HWRpaYmlS5fC0tJS7lL+c5i9fJi9PJi7fJi9fLo7e8WftExERETEFR4iIiJSPDY8REREpHhseIiIiEjx2PAQERGR4rHh6YBNmzZhwIABsLKywujRo3H69Gm5S1Kc1atX4/nnn4etrS1cXFwwefJklJaWGs1pbm5GfHw8HB0doVarMWXKFFRVVclUsTKtWbMGKpUKSUlJ0hhz7143b97EW2+9BUdHR1hbW8PHxwcFBQXSdiEEkpOT4ebmBmtra4SEhODy5csyVqwMer0eS5YsgaenJ6ytrfHss89ixYoVRtdtYvZdIysrC5MmTYK7uztUKhX27dtntL0jOd++fRsxMTGws7ODRqNBXFwcGhoanqgONjx/IzU1FQsWLMDSpUtx5swZ+Pr6Yvz48aiurpa7NEXJzMxEfHw8cnNzkZaWhtbWVoSGhqKxsVGaM3/+fBw8eBC7d+9GZmYmysvLERERIWPVypKfn4/PP/8cI0aMMBpn7t3nzp07CAoKgrm5OQ4fPoySkhKsX78evXv3luasW7cOGzZswJYtW5CXl4devXph/PjxaG5ulrHyf7+1a9di8+bN+Oyzz3Dx4kWsXbsW69atw8aNG6U5zL5rNDY2wtfXF5s2bWp3e0dyjomJwU8//YS0tDQcOnQIWVlZmDlz5pMVIuixRo0aJeLj46X7er1euLu7i9WrV8tYlfJVV1cLACIzM1MIIURtba0wNzcXu3fvluZcvHhRABA5OTlylakY9fX1YtCgQSItLU2MGzdOJCYmCiGYe3d7//33xdixYx+53WAwCFdXV/HRRx9JY7W1tcLS0lLs3LnzaZSoWBMnThQzZswwGouIiBAxMTFCCGbfXQCIvXv3Svc7knNJSYkAIPLz86U5hw8fFiqVSty8ebPDx+YKz2O0tLSgsLAQISEh0piJiQlCQkKQk5MjY2XKd/fuXQCAg4MDAKCwsBCtra1Gj4WXlxc8PDz4WHSB+Ph4TJw40ShfgLl3twMHDiAgIACRkZFwcXGBn58fUlJSpO1Xr15FZWWlUf729vYYPXo08++kMWPGID09HZcuXQIAFBUV4eTJk5gwYQIAZv+0dCTnnJwcaDQaBAQESHNCQkJgYmKCvLy8Dh9L8RcP7Yyamhro9XpotVqjca1Wi59//lmmqpTPYDAgKSkJQUFB8Pb2BgBUVlbCwsICGo3GaK5Wq0VlZaUMVSrHrl27cObMGeTn57fZxty716+//orNmzdjwYIF+OCDD5Cfn4958+bBwsICOp1Oyri95yDm3zmLFi1CXV0dvLy8YGpqCr1ej5UrVyImJgYAmP1T0pGcKysr4eLiYrTdzMwMDg4OT/RYsOGhHic+Ph7FxcU4efKk3KUoXllZGRITE5GWlgYrKyu5y/nPMRgMCAgIwKpVqwAAfn5+KC4uxpYtW6DT6WSuTtm+/fZb7NixA9988w2GDx+Oc+fOISkpCe7u7sxeofiW1mM4OTnB1NS0zSdSqqqq4OrqKlNVypaQkIBDhw7h+PHj6Nu3rzTu6uqKlpYW1NbWGs3nY9E5hYWFqK6uxsiRI2FmZgYzMzNkZmZiw4YNMDMzg1arZe7dyM3NDcOGDTMaGzp0KG7cuAEAUsZ8Dup67733HhYtWoQ333wTPj4+iI2Nxfz587F69WoAzP5p6UjOrq6ubT4o9ODBA9y+ffuJHgs2PI9hYWEBf39/pKenS2MGgwHp6ekIDAyUsTLlEUIgISEBe/fuxbFjx+Dp6Wm03d/fH+bm5kaPRWlpKW7cuMHHohOCg4Nx4cIFnDt3TroFBAQgJiZG+pm5d5+goKA2X79w6dIl9O/fHwDg6ekJV1dXo/zr6uqQl5fH/DupqakJJibGL4GmpqYwGAwAmP3T0pGcAwMDUVtbi8LCQmnOsWPHYDAYMHr06I4frNOnXCvcrl27hKWlpdi2bZsoKSkRM2fOFBqNRlRWVspdmqLMnj1b2Nvbi4yMDFFRUSHdmpqapDmzZs0SHh4e4tixY6KgoEAEBgaKwMBAGatWpj9/SksI5t6dTp8+LczMzMTKlSvF5cuXxY4dO4SNjY34+uuvpTlr1qwRGo1G7N+/X5w/f16Eh4cLT09Pce/ePRkr//fT6XSiT58+4tChQ+Lq1atiz549wsnJSSxcuFCaw+y7Rn19vTh79qw4e/asACA+/vhjcfbsWXH9+nUhRMdyDgsLE35+fiIvL0+cPHlSDBo0SERHRz9RHWx4OmDjxo3Cw8NDWFhYiFGjRonc3Fy5S1IcAO3etm7dKs25d++emDNnjujdu7ewsbERb7zxhqioqJCvaIX6a8PD3LvXwYMHhbe3t7C0tBReXl7iiy++MNpuMBjEkiVLhFarFZaWliI4OFiUlpbKVK1y1NXVicTEROHh4SGsrKzEM888IxYvXizu378vzWH2XeP48ePtPr/rdDohRMdy/v3330V0dLRQq9XCzs5OTJ8+XdTX1z9RHSoh/vS1kkREREQKxHN4iIiISPHY8BAREZHiseEhIiIixWPDQ0RERIrHhoeIiIgUjw0PERERKR4bHiIiIlI8NjxE1CWmTZuGyZMny10GEVG72PAQ0d9SqVSPvS1btgyffvoptm3bJkt9KSkp8PX1hVqthkajgZ+fn3QRSIDNGBEBZnIXQEQ9X0VFhfRzamoqkpOTjS56qVaroVar5SgNX375JZKSkrBhwwaMGzcO9+/fx/nz51FcXCxLPUTUM3GFh4j+lqurq3Szt7eHSqUyGlOr1W1WUV566SXMnTsXSUlJ6N27N7RaLVJSUtDY2Ijp06fD1tYWAwcOxOHDh42OVVxcjAkTJkCtVkOr1SI2NhY1NTWPrO3AgQOIiopCXFwcBg4ciOHDhyM6OhorV64EACxbtgzbt2/H/v37pRWpjIwMAEBZWRmioqKg0Wjg4OCA8PBwXLt2Tdr3w79p+fLlcHZ2hp2dHWbNmoWWlhZpznfffQcfHx9YW1vD0dERISEhaGxs7HzoRNSl2PAQUbfZvn07nJyccPr0acydOxezZ89GZGQkxowZgzNnziA0NBSxsbFoamoCANTW1uKVV16Bn58fCgoKcOTIEVRVVSEqKuqRx3B1dUVubi6uX7/e7vZ3330XUVFRCAsLQ0VFBSoqKjBmzBi0trZi/PjxsLW1xYkTJ5CdnQ21Wo2wsDCjhiY9PR0XL15ERkYGdu7ciT179mD58uUA/lj5io6OxowZM6Q5ERER4CUKiXqgLrkUKhH9Z2zdulXY29u3GdfpdCI8PFy6P27cODF27Fjp/oMHD0SvXr1EbGysNFZRUSEAiJycHCGEECtWrBChoaFG+y0rKxMAHnmV6vLycvHCCy8IAGLw4MFCp9OJ1NRUodfrH1mbEEJ89dVXYsiQIcJgMEhj9+/fF9bW1uLo0aPS7zk4OIjGxkZpzubNm4VarRZ6vV4UFhYKAOLatWuPSIuIegqu8BBRtxkxYoT0s6mpKRwdHeHj4yONabVaAEB1dTUAoKioCMePH5fOCVKr1fDy8gIAXLlypd1juLm5IScnBxcuXEBiYiIePHgAnU6HsLAwGAyGR9ZWVFSEX375Bba2ttKxHBwc0NzcbHQsX19f2NjYSPcDAwPR0NCAsrIy+Pr6Ijg4GD4+PoiMjERKSgru3LnzD5Iiou7Gk5aJqNuYm5sb3VepVEZjKpUKAKTGpKGhAZMmTcLatWvb7MvNze2xx/L29oa3tzfmzJmDWbNm4cUXX0RmZiZefvnlduc3NDTA398fO3bsaLPN2dn58X/Y/zM1NUVaWhpOnTqFH3/8ERs3bsTixYuRl5cHT0/PDu2DiJ4ONjxE1GOMHDkS33//PQYMGAAzs3/+9DRs2DAAkE4etrCwgF6vb3Os1NRUuLi4wM7O7pH7Kioqwr1792BtbQ0AyM3NhVqtRr9+/QD80bQFBQUhKCgIycnJ6N+/P/bu3YsFCxb84/qJqOvxLS0i6jHi4+Nx+/ZtREdHIz8/H1euXMHRo0cxffr0Ng3LQ7Nnz8aKFSuQnZ2N69evIzc3F2+//TacnZ0RGBgIABgwYADOnz+P0tJS1NTUoLW1FTExMXByckJ4eDhOnDiBq1evIiMjA/PmzcNvv/0m7b+lpQVxcXEoKSnBDz/8gKVLlyIhIQEmJibIy8vDqlWrUFBQgBs3bmDPnj24desWhg4d+lTyIqKOY8NDRD2Gu7s7srOzodfrERoaCh8fHyQlJUGj0cDEpP2nq5CQEOTm5iIyMhKDBw/GlClTYGVlhfT0dDg6OgIA3nnnHQwZMgQBAQFwdnZGdnY2bGxskJWVBQ8PD0RERGDo0KGIi4tDc3Oz0YpPcHAwBg0ahP/973+YOnUqXn/9dSxbtgwAYGdnh6ysLLz22msYPHgwPvzwQ6xfvx4TJkzo9qyI6MmohODnJ4mI2jNt2jTU1tZi3759cpdCRJ3EFR4iIiJSPDY8REREpHh8S4uIiIgUjys8REREpHhseIiIiEjx2PAQERGR4rHhISIiIsVjw0NERESKx4aHiIiIFI8NDxERESkeGx4iIiJSPDY8REREpHj/B6bKIVW83T0+AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4712\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4716\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4717\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4735\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4736\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"4740\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in range(len(pred_data)):\n",
" if i in top_10_indices:\n",
" print(i)\n",
" pred_data_ = np.array(pred_data[i,:,-1:]).reshape(96)\n",
" true_data_ = np.array(true_data[i,:,-1:]).reshape(96)\n",
" pred_data_ = np.clip(pred_data_, 0, None)\n",
" # 设置 x 轴范围\n",
" x = np.arange(1, 97) # x 轴从 1 到 14\n",
" # 遍历每个特征\n",
"\n",
" plt.plot(x,pred_data_, label=f'Predicted Feature ', linestyle='--')\n",
" plt.plot(x,true_data_, label=f'True Feature ')\n",
"\n",
" # 添加图例\n",
" plt.legend()\n",
" plt.title('Comparison of Predicted and True Values for Each Feature')\n",
" plt.xlabel('Time Steps')\n",
" plt.ylabel('Values')\n",
" plt.axhline(0, color='black', linewidth=0.5, ls='--') # 添加水平线表示零偏差\n",
" plt.grid()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ef736de6",
"metadata": {},
"source": [
"# 推理结果可视化"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "5a953efb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"real = [[0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.1170799999999999], [0.226425], [0.556652], [1.090384], [1.735596], [2.418046], [2.505163], [3.456932], [1.469682], [4.7706230000000005], [5.965847], [6.104462], [7.312792], [6.203876], [4.957963], [3.701485], [4.493279], [5.98692], [6.851398], [6.898161], [11.08569], [10.24586], [9.231687], [12.13076], [11.30536], [12.62044], [13.02087], [11.04955], [13.152729999999998], [8.404561], [11.72761], [9.320998], [4.060809], [3.344008], [4.563134], [5.036594], [9.309683], [7.437724], [5.168396], [4.341616999999999], [3.589081], [1.63901], [1.266235], [1.411258], [1.906713], [2.103406], [1.811167], [1.492544], [1.77341], [1.549872], [1.45219], [0.498169], [0.423753], [0.120082], [0.2112409999999999], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0], [0.0]]\n",
"Predictions = [[-2.86124706e-01], [-1.85412407e-01], [-1.23522758e-01], [-2.36801863e-01], [-1.44170523e-01], [-1.88258648e-01], [-2.88140297e-01], [-3.10372591e-01], [-3.25312853e-01], [-3.01664591e-01], [-3.51567268e-01], [-3.99164915e-01], [-1.98129177e-01], [-2.40688801e-01], [-1.31866693e-01], [-1.35723829e-01], [-1.25133514e-01], [-5.73484898e-02], [-4.16159391e-01], [-3.20464611e-01], [-1.97598696e-01], [3.75599861e-02], [1.71803951e-01], [2.54544497e-01], [-8.46397877e-02], [2.03914165e-01], [4.66168642e-01], [9.69486117e-01], [1.44746566e+00], [1.93339133e+00], [3.05528426e+00], [3.98479152e+00], [4.61557865e+00], [5.74502182e+00], [6.33362198e+00], [7.41310310e+00], [7.41493511e+00], [8.36355972e+00], [8.93667889e+00], [9.44896412e+00], [1.04542589e+01], [1.08695698e+01], [1.06164064e+01], [1.12903938e+01], [1.15168724e+01], [1.20199852e+01], [1.21539640e+01], [1.24546432e+01], [1.18046064e+01], [1.19759865e+01], [1.18456869e+01], [1.18761501e+01], [1.18272791e+01], [1.17170534e+01], [1.13529377e+01], [1.10521955e+01], [1.06786232e+01], [1.05224686e+01], [9.81320190e+00], [9.53697395e+00], [8.66638947e+00], [7.97475529e+00], [7.41621113e+00], [6.65187836e+00], [5.92018986e+00], [5.26671886e+00], [4.15544462e+00], [3.40540767e+00], [2.59274578e+00], [2.10804391e+00], [1.37592804e+00], [1.06501186e+00], [1.13409483e+00], [6.22718215e-01], [1.52500153e-01], [-7.96604156e-03], [-3.04882288e-01], [-6.02218390e-01], [1.50711298e-01], [-1.30321026e-01], [-3.54492903e-01], [-4.41823721e-01], [-3.99953127e-01], [-5.66465855e-01], [-2.37069845e-01], [-3.53769541e-01], [-3.37545872e-01], [-4.05787230e-01], [-3.33610773e-01], [-3.95320892e-01], [-4.33113575e-01], [-3.90184402e-01], [-3.61282110e-01], [-2.99006939e-01], [-2.87155390e-01], [-2.05773354e-01]]\n",
"\n",
"# 将数据转换为一维数组\n",
"real = np.array(real).flatten()\n",
"Predictions = np.array(Predictions).flatten()\n",
"Predictions = np.clip(Predictions, 0, None)\n",
"# 创建 x 轴数据(索引)\n",
"x = np.arange(len(real))\n",
"\n",
"# 绘制折线图\n",
"plt.figure(figsize=(12, 6))\n",
"plt.plot(x, real, label='Real', marker='o', linestyle='-', color='blue')\n",
"plt.plot(x, Predictions, label='Predictions', marker='x', linestyle='--', color='red')\n",
"\n",
"# 添加标题和标签\n",
"plt.title('Real vs Predictions', fontsize=16)\n",
"plt.xlabel('Index', fontsize=12)\n",
"plt.ylabel('Value', fontsize=12)\n",
"\n",
"# 添加图例\n",
"plt.legend()\n",
"\n",
"# 显示网格\n",
"plt.grid(True)\n",
"\n",
"# 显示图表\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "544f9ff7",
"metadata": {},
"source": [
"# 定位好的测试集的开始时间"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "bdf83b68",
"metadata": {},
"outputs": [],
"source": [
"good_data = true_data[4717]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "56f3e4cd",
"metadata": {},
"outputs": [],
"source": [
"good_data_first = true_data[4717][0]"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "66438d10",
"metadata": {},
"outputs": [],
"source": [
"ori_data = pd.read_csv('./datasets/station08_utf8.csv')"
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "1f43f9cf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['date_time', 'nwp_globalirrad', 'nwp_directirrad', 'nwp_temperature',\n",
" 'nwp_humidity', 'nwp_windspeed', 'nwp_winddirection', 'nwp_pressure',\n",
" 'lmd_totalirrad', 'lmd_diffuseirrad', 'lmd_temperature', 'lmd_pressure',\n",
" 'lmd_winddirection', 'lmd_windspeed', 'power'],\n",
" dtype='object')"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ori_data.columns"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "19d1003c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.0000000e+00, -7.6293945e-06, 2.0690001e+01, 5.8049999e+01,\n",
" 5.9600000e+00, 2.8688000e+02, 9.4463000e+02, -1.5258789e-05,\n",
" 0.0000000e+00, 2.2600000e+01, 9.4320001e+02, 2.1600000e+02,\n",
" 1.1000000e+00, 0.0000000e+00], dtype=float32)"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"good_data_first"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "d67846f5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date_time</th>\n",
" <th>nwp_globalirrad</th>\n",
" <th>nwp_directirrad</th>\n",
" <th>nwp_temperature</th>\n",
" <th>nwp_humidity</th>\n",
" <th>nwp_windspeed</th>\n",
" <th>nwp_winddirection</th>\n",
" <th>nwp_pressure</th>\n",
" <th>lmd_totalirrad</th>\n",
" <th>lmd_diffuseirrad</th>\n",
" <th>lmd_temperature</th>\n",
" <th>lmd_pressure</th>\n",
" <th>lmd_winddirection</th>\n",
" <th>lmd_windspeed</th>\n",
" <th>power</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>31213</th>\n",
" <td>2019-05-25 03:15:00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>20.69</td>\n",
" <td>58.05</td>\n",
" <td>5.96</td>\n",
" <td>286.88</td>\n",
" <td>944.63</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22.6</td>\n",
" <td>943.200012</td>\n",
" <td>216</td>\n",
" <td>1.1</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date_time nwp_globalirrad nwp_directirrad nwp_temperature \\\n",
"31213 2019-05-25 03:15:00 0.0 0.0 20.69 \n",
"\n",
" nwp_humidity nwp_windspeed nwp_winddirection nwp_pressure \\\n",
"31213 58.05 5.96 286.88 944.63 \n",
"\n",
" lmd_totalirrad lmd_diffuseirrad lmd_temperature lmd_pressure \\\n",
"31213 0 0 22.6 943.200012 \n",
"\n",
" lmd_winddirection lmd_windspeed power \n",
"31213 216 1.1 0.0 "
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ori_data[(ori_data['nwp_globalirrad'] == good_data_first[0]) &\n",
"# (ori_data['nwp_directirrad'] == good_data_first[1]) &\n",
"# (ori_data['nwp_temperature'] == good_data_first[2]) &\n",
"# (ori_data['nwp_humidity'] == good_data_first[3]) &\n",
"# (ori_data['nwp_windspeed'] == good_data_first[4]) &\n",
"# (ori_data['nwp_winddirection'] == good_data_first[5]) &\n",
"# (ori_data['nwp_pressure'] == good_data_first[6]) &\n",
"# (ori_data['lmd_totalirrad'] == good_data_first[7]) &\n",
" (ori_data['lmd_diffuseirrad'] == 0) &\n",
" (ori_data['lmd_temperature'] == 22.6) &\n",
"# (ori_data['lmd_pressure'] == good_data_first[10]) &\n",
" (ori_data['lmd_winddirection'] == 216) &\n",
" (ori_data['lmd_windspeed'] == 1.1) &\n",
" (ori_data['power'] == good_data_first[13])]"
]
},
{
"cell_type": "code",
"execution_count": 129,
"id": "b5b51352",
"metadata": {},
"outputs": [],
"source": [
"data_1 = ori_data.loc[31213 - 192 : 31213 + 95]"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "8a205fd4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(288, 15)"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_1.shape"
]
},
{
"cell_type": "code",
"execution_count": 131,
"id": "eb839b10",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"real = data_1['power']\n",
"# 创建 x 轴数据(索引)\n",
"x = np.arange(288)\n",
"\n",
"# 绘制折线图\n",
"plt.figure(figsize=(12, 6))\n",
"plt.plot(x, real, label='Real', marker='o', linestyle='-', color='blue')\n",
"\n",
"# 添加标题和标签\n",
"plt.title('Real vs Predictions', fontsize=16)\n",
"plt.xlabel('Index', fontsize=12)\n",
"plt.ylabel('Value', fontsize=12)\n",
"\n",
"# 添加图例\n",
"plt.legend()\n",
"\n",
"# 显示网格\n",
"plt.grid(True)\n",
"\n",
"# 显示图表\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "5befd862",
"metadata": {},
"outputs": [],
"source": [
"data_1.to_csv('./datasets/run_test.csv',index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5a5193b4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "data_ana",
"language": "python",
"name": "data_ana"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.0"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}