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diff --git a/01_Emulation/MPC_emulation/TCLab/01Generate_MIMO.ipynb b/01_Emulation/MPC_emulation/TCLab/01Generate_MIMO.ipynb
index f54f550..1c6df02 100644
--- a/01_Emulation/MPC_emulation/TCLab/01Generate_MIMO.ipynb
+++ b/01_Emulation/MPC_emulation/TCLab/01Generate_MIMO.ipynb
@@ -129,7 +129,7 @@
"#########################################################\n",
"# Initialize Model\n",
"#########################################################\n",
- "m = GEKKO(name='tclab-mpc',remote=True)\n",
+ "m = GEKKO(name='tclab-mpc',remote=False)\n",
"\n",
"# 60 second time horizon, steps of 3 sec\n",
"m.time = np.linspace(0,60,21)\n",
diff --git a/01_Emulation/MPC_emulation/TCLab/03Emulate_MIMO.ipynb b/01_Emulation/MPC_emulation/TCLab/03Emulate_MIMO.ipynb
index 0b7e386..71ff21e 100644
--- a/01_Emulation/MPC_emulation/TCLab/03Emulate_MIMO.ipynb
+++ b/01_Emulation/MPC_emulation/TCLab/03Emulate_MIMO.ipynb
@@ -1 +1,907 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"hide_input":false,"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"},"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},"varInspector":{"cols":{"lenName":16,"lenType":16,"lenVar":40},"kernels_config":{"python":{"delete_cmd_postfix":"","delete_cmd_prefix":"del ","library":"var_list.py","varRefreshCmd":"print(var_dic_list())"},"r":{"delete_cmd_postfix":") ","delete_cmd_prefix":"rm(","library":"var_list.r","varRefreshCmd":"cat(var_dic_list()) "}},"types_to_exclude":["module","function","builtin_function_or_method","instance","_Feature"],"window_display":false},"colab":{"name":"03Emulate_MIMO.ipynb","provenance":[],"collapsed_sections":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"P9wM2J97Awzp"},"source":["# Emulate MIMO controller with LSTM\n","With the trained model saved from 02Train_MIMO.ipynb, run the TCLab with the set point data. The LSTM model will emulate the behavior it learned from the controller and predict the heater output to achieve the given setpoint.\n","\n","Of particular significance is the fact that the LSTM is able to predict the behavior of the controller every second, whereas the original controller took 3 seconds for each new heater output. The data is formatted such that it still only takes every 3 seconds of data for the past 15 seconds as input, but it can constantly update this every second (or faster if desired). This shows a distinct advantage of using the LSTM to emulate controller behavior as the controller becomes more computationally complex. \n","\n","Features:\n","* Creates a movie of the images if make_mp4 = True\n","* Uses the set point profile stored in 30min_SP_data.csv file for consistency\n"," * This is 30 minutes of set point data\n","* Saves final plots as .eps files"]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:26:39.059646Z","start_time":"2021-05-07T14:26:28.650553Z"},"id":"V69SJbJXAwzu"},"source":["import tclab\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","import random\n","import time\n","from tqdm import tqdm # Progress bar\n","import pickle\n","from gekko import GEKKO\n","\n","# For LSTM model\n","from keras.models import load_model"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:26:40.129093Z","start_time":"2021-05-07T14:26:40.053887Z"},"id":"wTSJYZE-Awzx"},"source":["# Make an MP4 animation?\n","make_mp4 = True\n","if make_mp4:\n"," import imageio # required to make animation\n"," import os\n"," try:\n"," os.mkdir('./figures')\n"," except:\n"," pass"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:26:44.213620Z","start_time":"2021-05-07T14:26:40.130887Z"},"scrolled":true,"id":"zSR-_RSsAwzy","outputId":"be162cae-adc1-45c2-ddc9-d010e03d1924"},"source":["# Connect to Arduino\n","a = tclab.TCLab()\n","# Find current T1, T2\n","print('Temperature 1: {0:0.2f} °C'.format(a.T1))\n","print('Temperature 2: {0:0.2f} °C'.format(a.T2))"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["TCLab version 0.4.9\n","Arduino Leonardo connected on port COM3 at 115200 baud.\n","TCLab Firmware Version 1.01.\n","Temperature 1: 27.34 °C\n","Temperature 2: 28.31 °C\n"]}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:26:44.447633Z","start_time":"2021-05-07T14:26:44.215610Z"},"id":"KafhBLarAwzz","outputId":"86444bd0-4865-42d2-8054-63bf9c48ea74"},"source":["# Run time in minutes\n","run_time = 60.0\n","window = 20\n","\n","# Number of cycles\n","loops = int(20.0*run_time)\n","tm = np.zeros(loops)\n","\n","# Temperature and heater data arrays\n","T1 = np.ones(loops) * a.T1 \n","Tsp1 = np.ones(loops) * a.T1 \n","T2 = np.ones(loops) * a.T2 \n","Tsp2 = np.ones(loops) * a.T2 \n","Q1_mpc = np.zeros(loops)\n","Q2_mpc = np.zeros(loops)\n","\n","Q1_lstm = np.zeros(loops)\n","Q2_lstm = np.zeros(loops)\n","\n","# Heater set point steps\n","end = window # leave 1st window seconds of Q1s as T.ambient\n","while end <= loops:\n"," start = end\n"," end += random.randint(200,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n"," Tsp1[start:end] = random.randint(40,50)\n"," \n","end = window # leave 1st window seconds of Q1s as T.ambient\n","while end <= loops:\n"," start = end\n"," end += random.randint(200,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n"," Tsp2[start:end] = random.randint(40,50)\n","\n","plt.plot(Tsp1)\n","plt.plot(Tsp2)\n","# plt.ylim([0,100]);"],"execution_count":null,"outputs":[{"data":{"text/plain":["[]"]},"execution_count":4,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:26:40.051101Z","start_time":"2021-05-07T14:26:39.061605Z"},"id":"NPVKbELNAwz1"},"source":["# gekko_dict = pickle.load(open('mpc_240.pkl', 'rb'))\n","# mpc_m = gekko_dict['model']\n","# TC1 = gekko_dict['TC1']\n","# TC2 = gekko_dict['TC2']\n","# Q1 = gekko_dict['Q1']\n","# Q2 = gekko_dict['Q2']\n","\n","#########################################################\n","# Initialize Model\n","#########################################################\n","m = GEKKO(name='tclab-mpc',remote=True)\n","\n","# 60 second time horizon, steps of 3 sec\n","m.time = np.linspace(0,60,21)\n","\n","# Parameters\n","U = m.FV(value=2.55,name='u')\n","tau = m.FV(value=19.55,name='tau')\n","alpha1 = m.FV(value=0.0081) # W / % heater\n","alpha2 = m.FV(value=0.0058) # W / % heater\n","\n","# Manipulated variables\n","Q1 = m.MV(value=0,name='Q1')\n","Q1.STATUS = 1 # use to control temperature\n","Q1.FSTATUS = 0 # no feedback measurement\n","Q1.LOWER = 0.0\n","Q1.UPPER = 100.0\n","Q1.DMAX = 40.0\n","Q1.COST = 0.0\n","Q1.DCOST = 1.0\n","\n","Q2 = m.MV(value=0,name='Q2')\n","Q2.STATUS = 1 # use to control temperature\n","Q2.FSTATUS = 0 # no feedback measurement\n","Q2.LOWER = 0.0\n","Q2.UPPER = 100.0\n","Q2.DMAX = 40.0 # 5-10\n","Q2.COST = 0.0\n","Q2.DCOST = 1.0 # increase\n","\n","# Controlled variable\n","TC1 = m.CV(value=T1[0],name='TC1')\n","TC1.STATUS = 1 # minimize error with setpoint range\n","TC1.FSTATUS = 1 # receive measurement\n","TC1.TR_INIT = 1 # reference trajectory\n","TC1.TAU = 10 # time constant for response\n","\n","# Controlled variable\n","TC2 = m.CV(value=T2[0],name='TC2')\n","TC2.STATUS = 1 # minimize error with setpoint range\n","TC2.FSTATUS = 1 # receive measurement\n","TC2.TR_INIT = 1 # reference trajectory\n","TC2.TAU = 10 # time constant for response\n","\n","# State variables\n","TH1 = m.SV(value=T1[0])\n","TH2 = m.SV(value=T2[0])\n","\n","Ta = m.Param(value=23.0+273.15) # K\n","mass = m.Param(value=4.0/1000.0) # kg\n","Cp = m.Param(value=0.5*1000.0) # J/kg-K \n","A = m.Param(value=10.0/100.0**2) # Area not between heaters in m^2\n","As = m.Param(value=2.0/100.0**2) # Area between heaters in m^2\n","eps = m.Param(value=0.9) # Emissivity\n","sigma = m.Const(5.67e-8) # Stefan-Boltzmann\n","\n","# Heater temperatures\n","T1i = m.Intermediate(TH1+273.15)\n","T2i = m.Intermediate(TH2+273.15)\n","\n","# Heat transfer between two heaters\n","Q_C12 = m.Intermediate(U*As*(T2i-T1i)) # Convective\n","Q_R12 = m.Intermediate(eps*sigma*As*(T2i**4-T1i**4)) # Radiative\n","\n","# Semi-fundamental correlations (energy balances)\n","m.Equation(TH1.dt() == (1.0/(mass*Cp))*(U*A*(Ta-T1i) \\\n"," + eps * sigma * A * (Ta**4 - T1i**4) \\\n"," + Q_C12 + Q_R12 \\\n"," + alpha1*Q1))\n","\n","m.Equation(TH2.dt() == (1.0/(mass*Cp))*(U*A*(Ta-T2i) \\\n"," + eps * sigma * A * (Ta**4 - T2i**4) \\\n"," - Q_C12 - Q_R12 \\\n"," + alpha2*Q2))\n","\n","# Empirical correlations (lag equations to emulate conduction)\n","m.Equation(tau * TC1.dt() == -TC1 + TH1)\n","m.Equation(tau * TC2.dt() == -TC2 + TH2)\n","\n","# Global Options\n","m.options.IMODE = 6 # MPC\n","m.options.CV_TYPE = 1 # Objective type\n","m.options.NODES = 3 # Collocation nodes\n","m.options.SOLVER = 3 # 1=APOPT, 3=IPOPT\n","\n","m_lstm = load_model('MIMO_240min_model.h5')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:46.268000Z","start_time":"2021-05-07T14:26:44.449649Z"},"id":"PapgUo9_Awz2","outputId":"f51d33d6-9db7-49a1-c970-e54571e0f131"},"source":["# Main Loop\n","start_time = time.time()\n","prev_time = start_time\n","try:\n"," for i in range(1,loops):\n"," # Sleep time\n"," sleep_max = 3.0\n"," sleep = sleep_max - (time.time() - prev_time)\n"," if sleep>=0.01:\n"," time.sleep(sleep)\n"," else:\n"," time.sleep(0.01)\n","\n"," # Record time and change in time\n"," t = time.time()\n"," dt = t - prev_time\n"," prev_time = t\n"," tm[i] = t - start_time\n","\n"," # Read temperatures in Kelvin \n"," T1[i] = a.T1\n"," T2[i] = a.T2\n","\n"," ###############################\n"," ### MPC CONTROLLER ###\n"," ###############################\n"," TC1.MEAS = T1[i]\n"," TC2.MEAS = T2[i]\n"," # input setpoint with deadband +/- DT\n"," DT = 0.1\n"," TC1.SPHI = Tsp1[i] + DT\n"," TC1.SPLO = Tsp1[i] - DT\n"," TC2.SPHI = Tsp2[i] + DT\n"," TC2.SPLO = Tsp2[i] - DT\n"," # solve MPC\n"," try:\n"," m.solve(disp=False) \n"," except:\n"," print('No Solution (t = %i)'%tm[i])\n"," # test for successful solution\n"," if (m.options.APPSTATUS==1):\n"," # retrieve the first Q value\n"," Q1_mpc[i] = Q1.NEWVAL\n"," Q2_mpc[i] = Q2.NEWVAL\n"," else:\n"," # not successful, set heater to zero\n"," Q1_mpc[i] = 0 \n"," Q2_mpc[i] = 0 \n","\n"," # Write output (0-100)\n"," a.Q1(Q1_mpc[i])\n"," a.Q2(Q2_mpc[i])\n"," \n"," # LSTM model\n"," # Run LSTM model to get Q1 and Q2 value for control\n"," if i >= window:\n"," # Load data for model and scale\n"," # Model only uses every 3 seconds of data, so need to only take every 3 data points\n"," T1m = T1[i-window:i]/100.0\n"," Tspm1 = Tsp1[i-window:i]/100.0\n"," err1 = Tspm1-T1m\n"," T2m = T2[i-window:i]/100.0\n"," Tspm2 = Tsp2[i-window:i]/100.0\n"," err2 = Tspm2-T2m\n"," X = np.vstack((Tspm1,err1,Tspm2,err2)).T\n"," X = np.reshape(X, (1, X.shape[0], X.shape[1]))\n"," # Predict Q for controller\n"," Q1c, Q2c = m_lstm.predict(X)[0] * 100.0\n"," # Ensure Q1c is between 0 and 100\n"," Q1c = np.clip(Q1c,0.0,100.0)\n"," Q2c = np.clip(Q2c,0.0,100.0)\n","\n"," # Update TCLab heater to Q value and store Q value\n"," Q1_lstm[i] = Q1c\n"," Q2_lstm[i] = Q2c\n"," \n","\n"," # Turn off heaters\n"," a.Q1(0)\n"," a.Q2(0)\n"," a.close()\n"," print('Shutting down') \n","\n","# Allow user to end loop with Ctrl-C \n","except KeyboardInterrupt:\n"," # Disconnect from Arduino\n"," a.Q1(0)\n"," a.Q2(0)\n"," print('Shutting down')\n"," a.close()\n","\n","# Make sure serial connection still closes when there's an error\n","except: \n"," # Disconnect from Arduino\n"," a.Q1(0)\n"," a.Q2(0)\n"," print('Error: Shutting down')\n"," a.close()\n"," raise"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["TCLab disconnected successfully.\n","Shutting down\n"]}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:46.283843Z","start_time":"2021-05-07T14:56:46.272811Z"},"id":"ngcFCNVoAwz4"},"source":["# if make_mp4:\n","# images = []\n","# for i in range(0,loops,5):\n","# num = str(i)\n","# num = num.zfill(len(str(loops)))\n","# filename='./figures/plot_'+num+'.png'\n","# images.append(imageio.imread(filename))\n","# imageio.mimsave('emulate_results.mp4', images)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:46.499927Z","start_time":"2021-05-07T14:56:46.288814Z"},"scrolled":false,"id":"92ah87eBAwz5","outputId":"3cb3215b-6184-4866-bc12-cd0f03ed4de7"},"source":["data = pd.DataFrame()\n","# data['time'] = tm\n","data['Q1_lstm'] = Q1_lstm\n","data['T1'] = T1\n","data['Tsp1'] = Tsp1\n","data['Q1_mpc'] = Q1_mpc\n","\n","data['Q2_lstm'] = Q2_lstm\n","data['T2'] = T2\n","data['Tsp2'] = Tsp2\n","data['Q2_mpc'] = Q2_mpc\n","\n","data[['Tsp1','T1','Tsp2','T2']].plot()"],"execution_count":null,"outputs":[{"data":{"text/plain":[""]},"execution_count":8,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:46.641920Z","start_time":"2021-05-07T14:56:46.501843Z"},"scrolled":true,"id":"E-SRJQnUAwz6","outputId":"f0bdb40b-a50c-4a45-8d5e-d3aae38bce49"},"source":["# plt.plot(Q1_mpc)\n","# plt.plot(Q1_lstm)\n","plt.plot(data['Q1_mpc'],label='MPC')\n","plt.plot(data['Q1_mpc'].rolling(30).mean()[15:].reset_index(drop=True),label='MPC moving average')\n","plt.plot(data['Q1_lstm'],'r-',label='LSTM')\n","plt.legend()\n","plt.title('Q1')"],"execution_count":null,"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Q1')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:46.782020Z","start_time":"2021-05-07T14:56:46.647875Z"},"scrolled":true,"id":"RN6ogwGjAwz6","outputId":"56d82b57-7cc8-4257-8a5f-9f51d69b0b98"},"source":["plt.plot(Q2_mpc)\n","plt.plot(Q2_lstm)"],"execution_count":null,"outputs":[{"data":{"text/plain":["[]"]},"execution_count":10,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2021-04-22T14:48:59.720781Z","start_time":"2021-04-22T14:48:59.548781Z"},"id":"10cApF0uAwz7"},"source":["# Run with LSTM emulator controller"]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:50.848560Z","start_time":"2021-05-07T14:56:46.785812Z"},"id":"2WuwWCqCAwz7","outputId":"528f0c77-3d84-4272-859f-5f6a3826490d"},"source":["# Connect to Arduino\n","a = tclab.TCLab()\n","# Find current T1, T2\n","print('Temperature 1: {0:0.2f} °C'.format(a.T1))\n","print('Temperature 2: {0:0.2f} °C'.format(a.T2))"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["TCLab version 0.4.9\n","Arduino Leonardo connected on port COM3 at 115200 baud.\n","TCLab Firmware Version 1.01.\n","Temperature 1: 47.00 °C\n","Temperature 2: 49.26 °C\n"]}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T14:56:50.976733Z","start_time":"2021-05-07T14:56:50.851558Z"},"id":"JW9aV-0iAwz8","outputId":"40fae3a5-9b96-4849-d464-0b718acbe3d9"},"source":["# Run time in minutes\n","run_time = 60.0\n","window = 60\n","\n","# Number of cycles\n","loops = int(60.0*run_time)\n","tm = np.zeros(loops)\n","\n","# Temperature and heater data arrays\n","T1 = np.ones(loops) * a.T1 \n","Tsp1 = np.ones(loops) * a.T1 \n","T2 = np.ones(loops) * a.T2 \n","Tsp2 = np.ones(loops) * a.T2 \n","Q1_mpc = np.zeros(loops)\n","Q2_mpc = np.zeros(loops)\n","\n","Q1_lstm = np.zeros(loops)\n","Q2_lstm = np.zeros(loops)\n","\n","# Heater set point steps\n","end = window # leave 1st window seconds of Q1s as T.ambient\n","while end <= loops:\n"," start = end\n"," end += random.randint(300,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n"," Tsp1[start:end] = random.randint(40,50)\n"," \n","end = window # leave 1st window seconds of Q1s as T.ambient\n","while end <= loops:\n"," start = end\n"," end += random.randint(300,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n"," Tsp2[start:end] = random.randint(40,50)\n","\n","plt.plot(Tsp1)\n","plt.plot(Tsp2)\n","# plt.ylim([0,100]);"],"execution_count":null,"outputs":[{"data":{"text/plain":["[]"]},"execution_count":12,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T15:28:23.888669Z","start_time":"2021-05-07T14:56:50.978558Z"},"scrolled":true,"id":"2NphBvLSAwz8","outputId":"2ea79cb7-123e-4650-c358-79b3da6d0cd1"},"source":["# Run TCLab with LSTM model emulating controller\n","\n","for i in tqdm(range(loops)):\n"," # Read temperature and store it\n"," T1[i] = a.T1\n"," T2[i] = a.T2\n"," \n"," # Run LSTM model to get Q1 value for control\n"," if i >= window:\n"," # Load data for model and scale\n"," # Model only uses every 3 seconds of data, so need to only take every 3 data points\n"," T1m = T1[i-window:i][::3]/100.0\n"," Tspm1 = Tsp1[i-window:i][::3]/100.0\n"," err1 = Tspm1-T1m\n"," T2m = T2[i-window:i][::3]/100.0\n"," Tspm2 = Tsp2[i-window:i][::3]/100.0\n"," err2 = Tspm2-T2m\n"," X = np.vstack((Tspm1,err1,Tspm2,err2)).T\n"," X = np.reshape(X, (1, X.shape[0], X.shape[1]))\n"," # Predict Q for controller\n"," Q1c, Q2c = m_lstm.predict(X)[0] * 100.0\n"," # Ensure Q1c is between 0 and 100\n"," Q1c = np.clip(Q1c,0.0,100.0)\n"," Q2c = np.clip(Q2c,0.0,100.0)\n","\n"," # Update TCLab heater to Q value and store Q value\n"," a.Q1(Q1c)\n"," Q1_lstm[i] = Q1c\n"," a.Q2(Q2c)\n"," Q2_lstm[i] = Q2c\n","\n","# fig = plt.figure()\n","# plt.clf()\n","# plt.figure(figsize=(12,4))\n","# plt.subplot(121)\n","# plt.plot(Tsp1,'k-',label='$SP_1$')\n","# plt.plot(T1[:i],'r-',label='$T_1$')\n","# plt.plot(Q1[:i],'b:',label='$Q_1$')\n","# plt.legend()\n","# plt.ylim((0,100))\n","# plt.subplot(122)\n","# plt.plot(Tsp2,'k-',label='$SP_2$')\n","# plt.plot(T2[:i],'r-',label='$T_2$')\n","# plt.plot(Q2[:i],'b:',label='$Q_2$')\n","# plt.legend()\n","# plt.ylim((0,100))\n","# plt.draw\n"," \n","# if make_mp4:\n","# num = str(i)\n","# num = num.zfill(len(str(loops)))\n","# filename='./figures/plot_'+num+'.png'\n","# plt.savefig(filename);\n"," \n","# plt.close('all') \n"," # 1 second delay \n"," time.sleep(1)\n"," \n","# Turn off heaters and close\n","a.Q1(0)\n","a.Q2(0)\n","a.close()"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["100%|███████████████████████████████████████████████████| 3600/3600 [1:03:40<00:00, 1.06s/it]"]},{"name":"stdout","output_type":"stream","text":["TCLab disconnected successfully.\n"]},{"name":"stderr","output_type":"stream","text":["\n"]}]},{"cell_type":"code","metadata":{"ExecuteTime":{"end_time":"2021-05-07T15:28:24.062671Z","start_time":"2021-05-07T15:28:23.890634Z"},"id":"ah-Q00KQAwz9","outputId":"b966a03e-11db-4e8d-b349-1a11c294e77d"},"source":["data2 = pd.DataFrame()\n","# data['time'] = tm\n","data2['Q1_lstm'] = Q1_lstm\n","data2['T1'] = T1\n","data2['Tsp1'] = Tsp1\n","data2['Q2_lstm'] = Q2_lstm\n","data2['T2'] = T2\n","data2['Tsp2'] = Tsp2\n","\n","data2[['Tsp1','T1','Tsp2','T2']].plot()"],"execution_count":null,"outputs":[{"data":{"text/plain":[""]},"execution_count":14,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "hide_input": false,
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
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+ "toc": {
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+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
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+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
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+ "toc_window_display": false
+ },
+ "varInspector": {
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+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
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+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ },
+ "colab": {
+ "name": "03Emulate_MIMO.ipynb",
+ "provenance": [],
+ "collapsed_sections": []
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "P9wM2J97Awzp"
+ },
+ "source": [
+ "# Emulate MIMO controller with LSTM\n",
+ "With the trained model saved from 02Train_MIMO.ipynb, run the TCLab with the set point data. The LSTM model will emulate the behavior it learned from the controller and predict the heater output to achieve the given setpoint.\n",
+ "\n",
+ "Of particular significance is the fact that the LSTM is able to predict the behavior of the controller every second, whereas the original controller took 3 seconds for each new heater output. The data is formatted such that it still only takes every 3 seconds of data for the past 15 seconds as input, but it can constantly update this every second (or faster if desired). This shows a distinct advantage of using the LSTM to emulate controller behavior as the controller becomes more computationally complex. \n",
+ "\n",
+ "Features:\n",
+ "* Creates a movie of the images if make_mp4 = True\n",
+ "* Uses the set point profile stored in 30min_SP_data.csv file for consistency\n",
+ " * This is 30 minutes of set point data\n",
+ "* Saves final plots as .eps files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:26:39.059646Z",
+ "start_time": "2021-05-07T14:26:28.650553Z"
+ },
+ "id": "V69SJbJXAwzu"
+ },
+ "source": [
+ "import tclab\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline\n",
+ "import random\n",
+ "import time\n",
+ "from tqdm import tqdm # Progress bar\n",
+ "import pickle\n",
+ "from gekko import GEKKO\n",
+ "\n",
+ "# For LSTM model\n",
+ "from keras.models import load_model"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:26:40.129093Z",
+ "start_time": "2021-05-07T14:26:40.053887Z"
+ },
+ "id": "wTSJYZE-Awzx"
+ },
+ "source": [
+ "# Make an MP4 animation?\n",
+ "make_mp4 = True\n",
+ "if make_mp4:\n",
+ " import imageio # required to make animation\n",
+ " import os\n",
+ " try:\n",
+ " os.mkdir('./figures')\n",
+ " except:\n",
+ " pass"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:26:44.213620Z",
+ "start_time": "2021-05-07T14:26:40.130887Z"
+ },
+ "scrolled": true,
+ "id": "zSR-_RSsAwzy",
+ "outputId": "be162cae-adc1-45c2-ddc9-d010e03d1924"
+ },
+ "source": [
+ "# Connect to Arduino\n",
+ "a = tclab.TCLab()\n",
+ "# Find current T1, T2\n",
+ "print('Temperature 1: {0:0.2f} °C'.format(a.T1))\n",
+ "print('Temperature 2: {0:0.2f} °C'.format(a.T2))"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TCLab version 0.4.9\n",
+ "Arduino Leonardo connected on port COM3 at 115200 baud.\n",
+ "TCLab Firmware Version 1.01.\n",
+ "Temperature 1: 27.34 °C\n",
+ "Temperature 2: 28.31 °C\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:26:44.447633Z",
+ "start_time": "2021-05-07T14:26:44.215610Z"
+ },
+ "id": "KafhBLarAwzz",
+ "outputId": "86444bd0-4865-42d2-8054-63bf9c48ea74"
+ },
+ "source": [
+ "# Run time in minutes\n",
+ "run_time = 60.0\n",
+ "window = 20\n",
+ "\n",
+ "# Number of cycles\n",
+ "loops = int(20.0*run_time)\n",
+ "tm = np.zeros(loops)\n",
+ "\n",
+ "# Temperature and heater data arrays\n",
+ "T1 = np.ones(loops) * a.T1 \n",
+ "Tsp1 = np.ones(loops) * a.T1 \n",
+ "T2 = np.ones(loops) * a.T2 \n",
+ "Tsp2 = np.ones(loops) * a.T2 \n",
+ "Q1_mpc = np.zeros(loops)\n",
+ "Q2_mpc = np.zeros(loops)\n",
+ "\n",
+ "Q1_lstm = np.zeros(loops)\n",
+ "Q2_lstm = np.zeros(loops)\n",
+ "\n",
+ "# Heater set point steps\n",
+ "end = window # leave 1st window seconds of Q1s as T.ambient\n",
+ "while end <= loops:\n",
+ " start = end\n",
+ " end += random.randint(200,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n",
+ " Tsp1[start:end] = random.randint(40,50)\n",
+ " \n",
+ "end = window # leave 1st window seconds of Q1s as T.ambient\n",
+ "while end <= loops:\n",
+ " start = end\n",
+ " end += random.randint(200,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n",
+ " Tsp2[start:end] = random.randint(40,50)\n",
+ "\n",
+ "plt.plot(Tsp1)\n",
+ "plt.plot(Tsp2)\n",
+ "# plt.ylim([0,100]);"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:26:40.051101Z",
+ "start_time": "2021-05-07T14:26:39.061605Z"
+ },
+ "id": "NPVKbELNAwz1"
+ },
+ "source": [
+ "# gekko_dict = pickle.load(open('mpc_240.pkl', 'rb'))\n",
+ "# mpc_m = gekko_dict['model']\n",
+ "# TC1 = gekko_dict['TC1']\n",
+ "# TC2 = gekko_dict['TC2']\n",
+ "# Q1 = gekko_dict['Q1']\n",
+ "# Q2 = gekko_dict['Q2']\n",
+ "\n",
+ "#########################################################\n",
+ "# Initialize Model\n",
+ "#########################################################\n",
+ "m = GEKKO(name='tclab-mpc',remote=False)\n",
+ "\n",
+ "# 60 second time horizon, steps of 3 sec\n",
+ "m.time = np.linspace(0,60,21)\n",
+ "\n",
+ "# Parameters\n",
+ "U = m.FV(value=2.55,name='u')\n",
+ "tau = m.FV(value=19.55,name='tau')\n",
+ "alpha1 = m.FV(value=0.0081) # W / % heater\n",
+ "alpha2 = m.FV(value=0.0058) # W / % heater\n",
+ "\n",
+ "# Manipulated variables\n",
+ "Q1 = m.MV(value=0,name='Q1')\n",
+ "Q1.STATUS = 1 # use to control temperature\n",
+ "Q1.FSTATUS = 0 # no feedback measurement\n",
+ "Q1.LOWER = 0.0\n",
+ "Q1.UPPER = 100.0\n",
+ "Q1.DMAX = 40.0\n",
+ "Q1.COST = 0.0\n",
+ "Q1.DCOST = 1.0\n",
+ "\n",
+ "Q2 = m.MV(value=0,name='Q2')\n",
+ "Q2.STATUS = 1 # use to control temperature\n",
+ "Q2.FSTATUS = 0 # no feedback measurement\n",
+ "Q2.LOWER = 0.0\n",
+ "Q2.UPPER = 100.0\n",
+ "Q2.DMAX = 40.0 # 5-10\n",
+ "Q2.COST = 0.0\n",
+ "Q2.DCOST = 1.0 # increase\n",
+ "\n",
+ "# Controlled variable\n",
+ "TC1 = m.CV(value=T1[0],name='TC1')\n",
+ "TC1.STATUS = 1 # minimize error with setpoint range\n",
+ "TC1.FSTATUS = 1 # receive measurement\n",
+ "TC1.TR_INIT = 1 # reference trajectory\n",
+ "TC1.TAU = 10 # time constant for response\n",
+ "\n",
+ "# Controlled variable\n",
+ "TC2 = m.CV(value=T2[0],name='TC2')\n",
+ "TC2.STATUS = 1 # minimize error with setpoint range\n",
+ "TC2.FSTATUS = 1 # receive measurement\n",
+ "TC2.TR_INIT = 1 # reference trajectory\n",
+ "TC2.TAU = 10 # time constant for response\n",
+ "\n",
+ "# State variables\n",
+ "TH1 = m.SV(value=T1[0])\n",
+ "TH2 = m.SV(value=T2[0])\n",
+ "\n",
+ "Ta = m.Param(value=23.0+273.15) # K\n",
+ "mass = m.Param(value=4.0/1000.0) # kg\n",
+ "Cp = m.Param(value=0.5*1000.0) # J/kg-K \n",
+ "A = m.Param(value=10.0/100.0**2) # Area not between heaters in m^2\n",
+ "As = m.Param(value=2.0/100.0**2) # Area between heaters in m^2\n",
+ "eps = m.Param(value=0.9) # Emissivity\n",
+ "sigma = m.Const(5.67e-8) # Stefan-Boltzmann\n",
+ "\n",
+ "# Heater temperatures\n",
+ "T1i = m.Intermediate(TH1+273.15)\n",
+ "T2i = m.Intermediate(TH2+273.15)\n",
+ "\n",
+ "# Heat transfer between two heaters\n",
+ "Q_C12 = m.Intermediate(U*As*(T2i-T1i)) # Convective\n",
+ "Q_R12 = m.Intermediate(eps*sigma*As*(T2i**4-T1i**4)) # Radiative\n",
+ "\n",
+ "# Semi-fundamental correlations (energy balances)\n",
+ "m.Equation(TH1.dt() == (1.0/(mass*Cp))*(U*A*(Ta-T1i) \\\n",
+ " + eps * sigma * A * (Ta**4 - T1i**4) \\\n",
+ " + Q_C12 + Q_R12 \\\n",
+ " + alpha1*Q1))\n",
+ "\n",
+ "m.Equation(TH2.dt() == (1.0/(mass*Cp))*(U*A*(Ta-T2i) \\\n",
+ " + eps * sigma * A * (Ta**4 - T2i**4) \\\n",
+ " - Q_C12 - Q_R12 \\\n",
+ " + alpha2*Q2))\n",
+ "\n",
+ "# Empirical correlations (lag equations to emulate conduction)\n",
+ "m.Equation(tau * TC1.dt() == -TC1 + TH1)\n",
+ "m.Equation(tau * TC2.dt() == -TC2 + TH2)\n",
+ "\n",
+ "# Global Options\n",
+ "m.options.IMODE = 6 # MPC\n",
+ "m.options.CV_TYPE = 1 # Objective type\n",
+ "m.options.NODES = 3 # Collocation nodes\n",
+ "m.options.SOLVER = 3 # 1=APOPT, 3=IPOPT\n",
+ "\n",
+ "m_lstm = load_model('MIMO_240min_model.h5')"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:46.268000Z",
+ "start_time": "2021-05-07T14:26:44.449649Z"
+ },
+ "id": "PapgUo9_Awz2",
+ "outputId": "f51d33d6-9db7-49a1-c970-e54571e0f131"
+ },
+ "source": [
+ "# Main Loop\n",
+ "start_time = time.time()\n",
+ "prev_time = start_time\n",
+ "try:\n",
+ " for i in range(1,loops):\n",
+ " # Sleep time\n",
+ " sleep_max = 3.0\n",
+ " sleep = sleep_max - (time.time() - prev_time)\n",
+ " if sleep>=0.01:\n",
+ " time.sleep(sleep)\n",
+ " else:\n",
+ " time.sleep(0.01)\n",
+ "\n",
+ " # Record time and change in time\n",
+ " t = time.time()\n",
+ " dt = t - prev_time\n",
+ " prev_time = t\n",
+ " tm[i] = t - start_time\n",
+ "\n",
+ " # Read temperatures in Kelvin \n",
+ " T1[i] = a.T1\n",
+ " T2[i] = a.T2\n",
+ "\n",
+ " ###############################\n",
+ " ### MPC CONTROLLER ###\n",
+ " ###############################\n",
+ " TC1.MEAS = T1[i]\n",
+ " TC2.MEAS = T2[i]\n",
+ " # input setpoint with deadband +/- DT\n",
+ " DT = 0.1\n",
+ " TC1.SPHI = Tsp1[i] + DT\n",
+ " TC1.SPLO = Tsp1[i] - DT\n",
+ " TC2.SPHI = Tsp2[i] + DT\n",
+ " TC2.SPLO = Tsp2[i] - DT\n",
+ " # solve MPC\n",
+ " try:\n",
+ " m.solve(disp=False) \n",
+ " except:\n",
+ " print('No Solution (t = %i)'%tm[i])\n",
+ " # test for successful solution\n",
+ " if (m.options.APPSTATUS==1):\n",
+ " # retrieve the first Q value\n",
+ " Q1_mpc[i] = Q1.NEWVAL\n",
+ " Q2_mpc[i] = Q2.NEWVAL\n",
+ " else:\n",
+ " # not successful, set heater to zero\n",
+ " Q1_mpc[i] = 0 \n",
+ " Q2_mpc[i] = 0 \n",
+ "\n",
+ " # Write output (0-100)\n",
+ " a.Q1(Q1_mpc[i])\n",
+ " a.Q2(Q2_mpc[i])\n",
+ " \n",
+ " # LSTM model\n",
+ " # Run LSTM model to get Q1 and Q2 value for control\n",
+ " if i >= window:\n",
+ " # Load data for model and scale\n",
+ " # Model only uses every 3 seconds of data, so need to only take every 3 data points\n",
+ " T1m = T1[i-window:i]/100.0\n",
+ " Tspm1 = Tsp1[i-window:i]/100.0\n",
+ " err1 = Tspm1-T1m\n",
+ " T2m = T2[i-window:i]/100.0\n",
+ " Tspm2 = Tsp2[i-window:i]/100.0\n",
+ " err2 = Tspm2-T2m\n",
+ " X = np.vstack((Tspm1,err1,Tspm2,err2)).T\n",
+ " X = np.reshape(X, (1, X.shape[0], X.shape[1]))\n",
+ " # Predict Q for controller\n",
+ " Q1c, Q2c = m_lstm.predict(X)[0] * 100.0\n",
+ " # Ensure Q1c is between 0 and 100\n",
+ " Q1c = np.clip(Q1c,0.0,100.0)\n",
+ " Q2c = np.clip(Q2c,0.0,100.0)\n",
+ "\n",
+ " # Update TCLab heater to Q value and store Q value\n",
+ " Q1_lstm[i] = Q1c\n",
+ " Q2_lstm[i] = Q2c\n",
+ " \n",
+ "\n",
+ " # Turn off heaters\n",
+ " a.Q1(0)\n",
+ " a.Q2(0)\n",
+ " a.close()\n",
+ " print('Shutting down') \n",
+ "\n",
+ "# Allow user to end loop with Ctrl-C \n",
+ "except KeyboardInterrupt:\n",
+ " # Disconnect from Arduino\n",
+ " a.Q1(0)\n",
+ " a.Q2(0)\n",
+ " print('Shutting down')\n",
+ " a.close()\n",
+ "\n",
+ "# Make sure serial connection still closes when there's an error\n",
+ "except: \n",
+ " # Disconnect from Arduino\n",
+ " a.Q1(0)\n",
+ " a.Q2(0)\n",
+ " print('Error: Shutting down')\n",
+ " a.close()\n",
+ " raise"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TCLab disconnected successfully.\n",
+ "Shutting down\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:46.283843Z",
+ "start_time": "2021-05-07T14:56:46.272811Z"
+ },
+ "id": "ngcFCNVoAwz4"
+ },
+ "source": [
+ "# if make_mp4:\n",
+ "# images = []\n",
+ "# for i in range(0,loops,5):\n",
+ "# num = str(i)\n",
+ "# num = num.zfill(len(str(loops)))\n",
+ "# filename='./figures/plot_'+num+'.png'\n",
+ "# images.append(imageio.imread(filename))\n",
+ "# imageio.mimsave('emulate_results.mp4', images)"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:46.499927Z",
+ "start_time": "2021-05-07T14:56:46.288814Z"
+ },
+ "scrolled": false,
+ "id": "92ah87eBAwz5",
+ "outputId": "3cb3215b-6184-4866-bc12-cd0f03ed4de7"
+ },
+ "source": [
+ "data = pd.DataFrame()\n",
+ "# data['time'] = tm\n",
+ "data['Q1_lstm'] = Q1_lstm\n",
+ "data['T1'] = T1\n",
+ "data['Tsp1'] = Tsp1\n",
+ "data['Q1_mpc'] = Q1_mpc\n",
+ "\n",
+ "data['Q2_lstm'] = Q2_lstm\n",
+ "data['T2'] = T2\n",
+ "data['Tsp2'] = Tsp2\n",
+ "data['Q2_mpc'] = Q2_mpc\n",
+ "\n",
+ "data[['Tsp1','T1','Tsp2','T2']].plot()"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:46.641920Z",
+ "start_time": "2021-05-07T14:56:46.501843Z"
+ },
+ "scrolled": true,
+ "id": "E-SRJQnUAwz6",
+ "outputId": "f0bdb40b-a50c-4a45-8d5e-d3aae38bce49"
+ },
+ "source": [
+ "# plt.plot(Q1_mpc)\n",
+ "# plt.plot(Q1_lstm)\n",
+ "plt.plot(data['Q1_mpc'],label='MPC')\n",
+ "plt.plot(data['Q1_mpc'].rolling(30).mean()[15:].reset_index(drop=True),label='MPC moving average')\n",
+ "plt.plot(data['Q1_lstm'],'r-',label='LSTM')\n",
+ "plt.legend()\n",
+ "plt.title('Q1')"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Q1')"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:46.782020Z",
+ "start_time": "2021-05-07T14:56:46.647875Z"
+ },
+ "scrolled": true,
+ "id": "RN6ogwGjAwz6",
+ "outputId": "56d82b57-7cc8-4257-8a5f-9f51d69b0b98"
+ },
+ "source": [
+ "plt.plot(Q2_mpc)\n",
+ "plt.plot(Q2_lstm)"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-04-22T14:48:59.720781Z",
+ "start_time": "2021-04-22T14:48:59.548781Z"
+ },
+ "id": "10cApF0uAwz7"
+ },
+ "source": [
+ "# Run with LSTM emulator controller"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:50.848560Z",
+ "start_time": "2021-05-07T14:56:46.785812Z"
+ },
+ "id": "2WuwWCqCAwz7",
+ "outputId": "528f0c77-3d84-4272-859f-5f6a3826490d"
+ },
+ "source": [
+ "# Connect to Arduino\n",
+ "a = tclab.TCLab()\n",
+ "# Find current T1, T2\n",
+ "print('Temperature 1: {0:0.2f} °C'.format(a.T1))\n",
+ "print('Temperature 2: {0:0.2f} °C'.format(a.T2))"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TCLab version 0.4.9\n",
+ "Arduino Leonardo connected on port COM3 at 115200 baud.\n",
+ "TCLab Firmware Version 1.01.\n",
+ "Temperature 1: 47.00 °C\n",
+ "Temperature 2: 49.26 °C\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T14:56:50.976733Z",
+ "start_time": "2021-05-07T14:56:50.851558Z"
+ },
+ "id": "JW9aV-0iAwz8",
+ "outputId": "40fae3a5-9b96-4849-d464-0b718acbe3d9"
+ },
+ "source": [
+ "# Run time in minutes\n",
+ "run_time = 60.0\n",
+ "window = 60\n",
+ "\n",
+ "# Number of cycles\n",
+ "loops = int(60.0*run_time)\n",
+ "tm = np.zeros(loops)\n",
+ "\n",
+ "# Temperature and heater data arrays\n",
+ "T1 = np.ones(loops) * a.T1 \n",
+ "Tsp1 = np.ones(loops) * a.T1 \n",
+ "T2 = np.ones(loops) * a.T2 \n",
+ "Tsp2 = np.ones(loops) * a.T2 \n",
+ "Q1_mpc = np.zeros(loops)\n",
+ "Q2_mpc = np.zeros(loops)\n",
+ "\n",
+ "Q1_lstm = np.zeros(loops)\n",
+ "Q2_lstm = np.zeros(loops)\n",
+ "\n",
+ "# Heater set point steps\n",
+ "end = window # leave 1st window seconds of Q1s as T.ambient\n",
+ "while end <= loops:\n",
+ " start = end\n",
+ " end += random.randint(300,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n",
+ " Tsp1[start:end] = random.randint(40,50)\n",
+ " \n",
+ "end = window # leave 1st window seconds of Q1s as T.ambient\n",
+ "while end <= loops:\n",
+ " start = end\n",
+ " end += random.randint(300,600) # keep new Q1s value for anywhere from 5 to 10 minutes\n",
+ " Tsp2[start:end] = random.randint(40,50)\n",
+ "\n",
+ "plt.plot(Tsp1)\n",
+ "plt.plot(Tsp2)\n",
+ "# plt.ylim([0,100]);"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T15:28:23.888669Z",
+ "start_time": "2021-05-07T14:56:50.978558Z"
+ },
+ "scrolled": true,
+ "id": "2NphBvLSAwz8",
+ "outputId": "2ea79cb7-123e-4650-c358-79b3da6d0cd1"
+ },
+ "source": [
+ "# Run TCLab with LSTM model emulating controller\n",
+ "\n",
+ "for i in tqdm(range(loops)):\n",
+ " # Read temperature and store it\n",
+ " T1[i] = a.T1\n",
+ " T2[i] = a.T2\n",
+ " \n",
+ " # Run LSTM model to get Q1 value for control\n",
+ " if i >= window:\n",
+ " # Load data for model and scale\n",
+ " # Model only uses every 3 seconds of data, so need to only take every 3 data points\n",
+ " T1m = T1[i-window:i][::3]/100.0\n",
+ " Tspm1 = Tsp1[i-window:i][::3]/100.0\n",
+ " err1 = Tspm1-T1m\n",
+ " T2m = T2[i-window:i][::3]/100.0\n",
+ " Tspm2 = Tsp2[i-window:i][::3]/100.0\n",
+ " err2 = Tspm2-T2m\n",
+ " X = np.vstack((Tspm1,err1,Tspm2,err2)).T\n",
+ " X = np.reshape(X, (1, X.shape[0], X.shape[1]))\n",
+ " # Predict Q for controller\n",
+ " Q1c, Q2c = m_lstm.predict(X)[0] * 100.0\n",
+ " # Ensure Q1c is between 0 and 100\n",
+ " Q1c = np.clip(Q1c,0.0,100.0)\n",
+ " Q2c = np.clip(Q2c,0.0,100.0)\n",
+ "\n",
+ " # Update TCLab heater to Q value and store Q value\n",
+ " a.Q1(Q1c)\n",
+ " Q1_lstm[i] = Q1c\n",
+ " a.Q2(Q2c)\n",
+ " Q2_lstm[i] = Q2c\n",
+ "\n",
+ "# fig = plt.figure()\n",
+ "# plt.clf()\n",
+ "# plt.figure(figsize=(12,4))\n",
+ "# plt.subplot(121)\n",
+ "# plt.plot(Tsp1,'k-',label='$SP_1$')\n",
+ "# plt.plot(T1[:i],'r-',label='$T_1$')\n",
+ "# plt.plot(Q1[:i],'b:',label='$Q_1$')\n",
+ "# plt.legend()\n",
+ "# plt.ylim((0,100))\n",
+ "# plt.subplot(122)\n",
+ "# plt.plot(Tsp2,'k-',label='$SP_2$')\n",
+ "# plt.plot(T2[:i],'r-',label='$T_2$')\n",
+ "# plt.plot(Q2[:i],'b:',label='$Q_2$')\n",
+ "# plt.legend()\n",
+ "# plt.ylim((0,100))\n",
+ "# plt.draw\n",
+ " \n",
+ "# if make_mp4:\n",
+ "# num = str(i)\n",
+ "# num = num.zfill(len(str(loops)))\n",
+ "# filename='./figures/plot_'+num+'.png'\n",
+ "# plt.savefig(filename);\n",
+ " \n",
+ "# plt.close('all') \n",
+ " # 1 second delay \n",
+ " time.sleep(1)\n",
+ " \n",
+ "# Turn off heaters and close\n",
+ "a.Q1(0)\n",
+ "a.Q2(0)\n",
+ "a.close()"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|███████████████████████████████████████████████████| 3600/3600 [1:03:40<00:00, 1.06s/it]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TCLab disconnected successfully.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-07T15:28:24.062671Z",
+ "start_time": "2021-05-07T15:28:23.890634Z"
+ },
+ "id": "ah-Q00KQAwz9",
+ "outputId": "b966a03e-11db-4e8d-b349-1a11c294e77d"
+ },
+ "source": [
+ "data2 = pd.DataFrame()\n",
+ "# data['time'] = tm\n",
+ "data2['Q1_lstm'] = Q1_lstm\n",
+ "data2['T1'] = T1\n",
+ "data2['Tsp1'] = Tsp1\n",
+ "data2['Q2_lstm'] = Q2_lstm\n",
+ "data2['T2'] = T2\n",
+ "data2['Tsp2'] = Tsp2\n",
+ "\n",
+ "data2[['Tsp1','T1','Tsp2','T2']].plot()"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ]
+ }
+ ]
+}
diff --git a/02_Surrogate/FOPDT/MIMO/00_FOPDT_MIMO_OpenLoop_Data.ipynb b/02_Surrogate/FOPDT/MIMO/00_FOPDT_MIMO_OpenLoop_Data.ipynb
index 27cf3db..68045bb 100644
--- a/02_Surrogate/FOPDT/MIMO/00_FOPDT_MIMO_OpenLoop_Data.ipynb
+++ b/02_Surrogate/FOPDT/MIMO/00_FOPDT_MIMO_OpenLoop_Data.ipynb
@@ -65,8 +65,13 @@
]
}
],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
"source": [
- "#%% Mount Google drive if you use colab for save and load LSTM models\n",
"if 'google.colab' in str(get_ipython()):\n",
" print('Running on Colab')\n",
" from google.colab import drive\n",
@@ -74,53 +79,27 @@
" \n",
"else:\n",
" print('Not running on Colab')"
- ]
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% Mount Google drive if you use colab for save and load LSTM models\n"
+ }
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "oPIg223Oxcyq"
- },
"source": [
"## 1. Create *MIMO* FOPDT Gekko model"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 265
- },
- "executionInfo": {
- "elapsed": 54553,
- "status": "ok",
- "timestamp": 1636743199188,
- "user": {
- "displayName": "Junho Park",
- "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhWH0H954i4D0PPc6sNLVFrvhJj0CKnJSQoAJisShY=s64",
- "userId": "07513182812079543524"
- },
- "user_tz": 420
- },
- "id": "xJli4-3fbdsD",
- "outputId": "96dd420e-7119-4742-ecc0-ed932119f913"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "outputs": [],
"source": [
"tf = 60 # fianl time\n",
"P = 20 # Prediction Horizon\n",
@@ -209,53 +188,24 @@
"plt.plot(u2_store, drawstyle='steps')\n",
"plt.legend(['u1', 'u2'])\n",
"plt.show()"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "Q2onyT7qwnDc"
- },
"source": [
"## 2. Generating Setpoint Sequence (Full Random or Latin Hypercube Sampling)"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
},
{
"cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 265
- },
- "executionInfo": {
- "elapsed": 449,
- "status": "ok",
- "timestamp": 1636743199635,
- "user": {
- "displayName": "Junho Park",
- "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhWH0H954i4D0PPc6sNLVFrvhJj0CKnJSQoAJisShY=s64",
- "userId": "07513182812079543524"
- },
- "user_tz": 420
- },
- "id": "V2s6r4eGwM-u",
- "outputId": "fd628ec9-1791-4d62-a331-0690c3b4abe3"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "outputs": [],
"source": [
"nstep = 3000 # Choose length of training data \n",
"\n",
@@ -293,38 +243,25 @@
"plt.plot(random_signal[1], drawstyle='steps',label='Random Signal 2')\n",
"plt.legend()\n",
"plt.show()"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "_0EDzC_65ABx"
- },
"source": [
"## 3. Evaluating the Random Inputs"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 231
- },
- "executionInfo": {
- "elapsed": 5140135,
- "status": "error",
- "timestamp": 1636748339765,
- "user": {
- "displayName": "Junho Park",
- "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhWH0H954i4D0PPc6sNLVFrvhJj0CKnJSQoAJisShY=s64",
- "userId": "07513182812079543524"
- },
- "user_tz": 420
- },
- "id": "ywxIavzJ4_tU",
- "outputId": "effb67e0-a087-44fd-9cd8-5c65a8b907fd"
+ "id": "ESnMUK0nejHR"
},
"outputs": [],
"source": [
@@ -350,10 +287,8 @@
},
{
"cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "id": "ESnMUK0nejHR"
- },
+ "execution_count": 8,
+ "metadata": {},
"outputs": [],
"source": [
"file = open(file='MIMO_open_loop_data_narrow.pkl',mode='wb')\n",
@@ -361,16 +296,6 @@
"file.close()"
]
},
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "# data = pd.read_pickle('MIMO_open_loop_data_2000.pkl')\n",
- "# data = pd.DataFrame(np.array(data).T, columns=['u1_store', 'u2_store', 'y1_store', 'y2_store'])"
- ]
- },
{
"cell_type": "code",
"execution_count": 9,
@@ -515,12 +440,12 @@
0.0016328347083,
0.0013606955917,
0.0011339129917,
- 0.00094492749167,
- 0.00078743957667,
- 0.0006561996475,
- 0.00054683304,
- 0.0004556942,
- 0.00037974516667,
+ 9.4492749167E-4,
+ 7.8743957667E-4,
+ 6.561996475E-4,
+ 5.4683304E-4,
+ 4.556942E-4,
+ 3.7974516667E-4,
0.079496860984,
0.14542779084,
0.20037023251,
@@ -3460,20 +3385,20 @@
0.00148359995,
0.0012363332917,
0.0010302777417,
- 0.00085856478333,
- 0.0007154706525,
- 0.00059622554417,
- 0.00049685462,
- 0.00041404551667,
- 0.00034503793083,
- 0.00028753160917,
- 0.00023960967417,
- 0.00019967472833,
- 0.00016639560667,
- 0.00013866300583,
- 0.000115552505,
- 9.6293754167e-05,
- 8.0244795167e-05
+ 8.5856478333E-4,
+ 7.154706525E-4,
+ 5.9622554417E-4,
+ 4.9685462E-4,
+ 4.1404551667E-4,
+ 3.4503793083E-4,
+ 2.8753160917E-4,
+ 2.3960967417E-4,
+ 1.9967472833E-4,
+ 1.6639560667E-4,
+ 1.3866300583E-4,
+ 1.15552505E-4,
+ 9.6293754167E-5,
+ 8.0244795167E-5
],
"yaxis": "y"
},
@@ -3516,15 +3441,15 @@
0.001462350125,
0.0012186251,
0.0010155209167,
- 0.00084626743333,
- 0.00070522286083,
- 0.0005876857175,
- 0.0004897380975,
- 0.00040811508083,
- 0.00034009590083,
- 0.00028341325083,
- 0.00023617770917,
- 0.0001968147575,
+ 8.4626743333E-4,
+ 7.0522286083E-4,
+ 5.876857175E-4,
+ 4.897380975E-4,
+ 4.0811508083E-4,
+ 3.4009590083E-4,
+ 2.8341325083E-4,
+ 2.3617770917E-4,
+ 1.968147575E-4,
0.11197456243,
0.20512268513,
0.28274612096,
@@ -6457,31 +6382,31 @@
0.0017224021,
0.0014353350833,
0.0011961125667,
- 0.000996760475,
- 0.00083063372917,
- 0.00069219477417,
- 0.00057682897833,
- 0.000480690815,
- 0.00040057567917,
- 0.00033381306583,
- 0.000278177555,
- 0.00023181462917,
- 0.0001931788575,
- 0.00016098238167,
- 0.000134151985,
- 0.00011179332083,
- 9.3161100833e-05,
- 7.7634250667e-05,
- 6.4695208917e-05,
- 5.3912674083e-05,
- 4.4927228417e-05,
- 3.7439357e-05,
- 3.1199464167e-05,
- 2.59995535e-05,
- 2.1666294583e-05,
- 1.80552455e-05,
- 1.5046037917e-05,
- 1.2538364917e-05
+ 9.96760475E-4,
+ 8.3063372917E-4,
+ 6.9219477417E-4,
+ 5.7682897833E-4,
+ 4.80690815E-4,
+ 4.0057567917E-4,
+ 3.3381306583E-4,
+ 2.78177555E-4,
+ 2.3181462917E-4,
+ 1.931788575E-4,
+ 1.6098238167E-4,
+ 1.34151985E-4,
+ 1.1179332083E-4,
+ 9.3161100833E-5,
+ 7.7634250667E-5,
+ 6.4695208917E-5,
+ 5.3912674083E-5,
+ 4.4927228417E-5,
+ 3.7439357E-5,
+ 3.1199464167E-5,
+ 2.59995535E-5,
+ 2.1666294583E-5,
+ 1.80552455E-5,
+ 1.5046037917E-5,
+ 1.2538364917E-5
],
"yaxis": "y"
},
@@ -7946,39 +7871,39 @@
0.95557414493,
0.95557414493,
0.95557414493,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
- 1.2033569485e-05,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
+ 1.2033569485E-5,
0.24697870099,
0.24697870099,
0.24697870099,
@@ -13412,6 +13337,15 @@
"output_type": "display_data"
}
],
+ "source": [
+ "# data = pd.read_pickle('MIMO_open_loop_data_2000.pkl')\n",
+ "# data = pd.DataFrame(np.array(data).T, columns=['u1_store', 'u2_store', 'y1_store', 'y2_store'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "outputs": [],
"source": [
"fig = make_subplots(rows=2, cols=1, shared_xaxes=True)\n",
"fig.add_trace(go.Scatter(y=y1_store,name=\"y1\"), row=1, col=1)\n",
@@ -13432,7 +13366,10 @@
"fig.show()\n",
"\n",
"# fig.write_image(\"fig1.eps\")\n"
- ]
+ ],
+ "metadata": {
+ "collapsed": false
+ }
}
],
"metadata": {
diff --git a/02_Surrogate/FOPDT/MIMO/02_FOPDT_MIMO_MPC_Gekko.ipynb b/02_Surrogate/FOPDT/MIMO/02_FOPDT_MIMO_MPC_Gekko.ipynb
index 55f1adb..885bed2 100644
--- a/02_Surrogate/FOPDT/MIMO/02_FOPDT_MIMO_MPC_Gekko.ipynb
+++ b/02_Surrogate/FOPDT/MIMO/02_FOPDT_MIMO_MPC_Gekko.ipynb
@@ -150,7 +150,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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96rCkAWU1hu7uS4Gl1dpmZry/JOS4JEbyTsrj272/zcJNC7lp4E10bdc16pCaPa+q4uD7W1lR8CkbP/yIBy56QMW8GdCj/xKK6/tfD8Dj6x+POBIB+GTrFjh0mLfb7ubeC+5lRI8RUYckjSB2j/5L09S1XVeuOPsKfvvX39KxTUfNvR2xfS++yBXA2ItvYnTh6KjDkUaigi6hmXLOFF7c+iK/fPeXUYfS7F1Zlv566fDrow1EGpUKuoSmR4ce/OXqv+DU7xEDCc+OdT/is66raHHyyVGHIo0odgV9/+uv88GP7406DAGsTRvaXXghHcZeRm7v3uk2M90W1wRUbd5CG82B3uzErqDntG9P7lf7Rh2GAIcqPqTiV7+iYs4c2vTqRYexY+kwZjQt8/KiDq1Zc4fKv/2NU/9bcdShSCOLXUE/qaiI7kVFUYchgUN79rBv2XL2Pf885Q8+SPmDD0YdkgT0OaLNT+wKujQtLfPyOO2ayZx2zWSqtm/nv/78Z/yzA1GH1exZ69Z0uGxs1GFII1NBl9C06t6d0yZNqr2jiDQIPVgkIpIQKugiIglh7tHcM2xm5UB9P3c0D9gTYjhRUz5NV5JygWTlk6RcIPt8znT3zjWtiKygnwgzK3H3xNyTpXyariTlAsnKJ0m5QDj5aMhFRCQhVNBFRBIirgV9btQBhEz5NF1JygWSlU+ScoEQ8onlGLqIiHxZXM/QRUSkGhV0EZGEiF1BN7PRZrbJzMrMbEbU8dSVmT1mZrvNbF1G22lm9pKZvRd8PTXKGLNlZj3M7FUzKzWz9Wb2g6A9rvnkmtlbZvZukM/dQXuhmb0ZHHPPmlnrqGPNlpnlmNk7ZrYkWI5zLlvNbK2ZrTazkqAtrsdaRzNbZGYbzWyDmQ0LI5dYFXQzywEeBsYA/YCrzaxftFHV2Xyg+meCzQBecfdewCvBchwcAm5z937AUODm4OcR13wqgYvdfRBQBIw2s6HA/cAD7n428BFwY4Qx1tUPgA0Zy3HOBeAidy/KuF87rsfabGCZu/cFBpH+GZ14Lu4emxcwDFiesXw7cHvUcdUjjwJgXcbyJqBr8L4rsCnqGOuZ1x+BUUnIB2gLvA2cR/rpvZZB+xeOwab8AvKDwnAxsASwuOYSxLsVyKvWFrtjDTgF+BvBTSlh5hKrM3SgO7AtYzkVtMXdGe6+M3i/CzgjymDqw8wKgMHAm8Q4n2CIYjWwG3gJ2AzsdfdDQZc4HXMPAv8CHAmWOxHfXAAceNHMVpnZ1KAtjsdaIVAOPB4Mh80zs5MJIZe4FfTE8/Sf51jdS2pm7YDfAre6+77MdXHLx90Pu3sR6bPbIUAsPx7LzMYBu919VdSxhOgb7n4u6SHXm81seObKGB1rLYFzgV+6+2DgE6oNr9Q3l7gV9O1Aj4zl/KAt7j4ws64AwdfdEceTNTNrRbqYP+3uvwuaY5vPUe6+F3iV9LBERzM7+tkBcTnmzgeuMLOtwDOkh11mE89cAHD37cHX3cDvSf/BjeOxlgJS7v5msLyIdIE/4VziVtBXAr2CK/WtgYnA4ohjCsNi4Lrg/XWkx6KbPDMz4FFgg7v/LGNVXPPpbGYdg/cnkb4esIF0Yb8y6BaLfNz9dnfPd/cC0r8n/+Huk4lhLgBmdrKZtT/6HvgmsI4YHmvuvgvYZmZ9gqaRQClh5BL1BYJ6XFC4DPgr6bHNO6KOpx7xLwB2AlWk/1LfSHps8xXgPeBl4LSo48wyl2+Q/rdwDbA6eF0W43wGAu8E+awDZgbtXwHeAsqAhUCbqGOtY14jgCVxziWI+93gtf7o736Mj7UioCQ41v4AnBpGLnr0X0QkIeI25CIiIseggi4ikhAq6CIiCdGy9i4NIy8vzwsKCqLavYhILK1atWqPH+MzRSMr6AUFBZSUlES1exGRWDKz94+1TkMuIiIJEdkZuog0oJLHYe2iqKOQY+kyAMbcF/pmdYYukkRrF8GutVFHIY1MZ+giSdVlAFz/fNRRRKaqqopUKsWBAweiDqVmGzYcd3Vubi75+fm0atUq602qoItIIqVSKdq3b09BQQHpaYfiw92pqKgglUpRWFiY9fdpyEVEEunAgQN06tQpdsUcwMzo1KlTnf+7UEEXkcSKYzE/qj6xq6CLiCSECrqISCNbuHAh/fv3p0WLFqE+YFlrQTezx8xst5mtO8b6EWb2sZmtDl4zQ4tORCSBzjnnHH73u98xfPjw2jvXQTZ3ucwHHgKePE6f1919XCgRiYiE7O7n1lO6Y1/tHeugX7cO3Hl5/+P22bp1K+PGjWPduvT58E9/+lP279/PXXfdFWosR9V6hu7urwEfNsjeRUQkNGHdhz7MzN4FdgA/dPf1NXUys6nAVICePXuGtGsRkeOr7Uw6KcK4KPo2cKa7DwJ+Qfrz8Wrk7nPdvdjdizt3rnH2RxGRxGjZsiVHjhz5fLmhn1o94YLu7vvcfX/wfinQyszyTjgyEZGYO+OMM9i9ezcVFRVUVlayZMmSBt3fCRd0M+tiwR3wZjYk2GbFiW5XRCTuWrVqxcyZMxkyZAijRo2ib9++APz+978nPz+fFStWMHbsWC699NJQ9lfrGLqZLQBGAHlmlgLuBFoBuPsjwJXAP5nZIeAzYKK7eyjRiYjE3LRp05g2bdqX2idMmBD6vmot6O5+dS3rHyJ9W6OIiERIT4qKiCSECrqISEKooIuIJIQKuohIQqigi4gkhAq6iEgjmz59On379mXgwIFMmDCBvXv3hrJdFXQRkUY2atQo1q1bx5o1a+jduzf33ntvKNvVh0SLSPK9MAN2rQ13m10GwJj7jtslm+lzhw4dyqJFi0IJSWfoIiIReuyxxxgzZkwo29IZuogkXy1n0lG55557aNmyJZMnTw5leyroIiIN5HjT586fP58lS5bwyiuvEMxveMI05CIi0kCONX3usmXL+MlPfsLixYtp27ZtaPvTGbqISAPJnD63e/fun0+fe8stt1BZWcmoUaOA9IXRRx555IT3p4IuItKAapo+N7IPiRYRkXhQQRcRSQgVdBFJrDh/eFp9YldBF5FEys3NpaKiIpZF3d2pqKggNze3Tt+ni6Iikkj5+fmkUinKy8ujDqVecnNzyc/Pr9P3qKCLSCK1atWKwsLCqMNoVBpyERFJCBV0EZGEUEEXEUkIFXQRkYRQQRcRSYhaC7qZPWZmu81s3THWm5n93MzKzGyNmZ0bfpgiIlKbbG5bnA88BDx5jPVjgF7B6zzgl8HXBnH3c+sp3bGvoTYvdTC+qDuTzusZdRgiEqj1DN3dXwM+PE6X8cCTnvYG0NHMuoYVoDRNpTv38cfV26MOQ0QyhPFgUXdgW8ZyKmjbWb2jmU0FpgL07Fm/M7s7L+9fr++TcF01Z0XUIYhINY16UdTd57p7sbsXd+7cuTF3LSKSeGEU9O1Aj4zl/KBNREQaURgFfTFwbXC3y1DgY3f/0nCLiIg0rFrH0M1sATACyDOzFHAn0ArA3R8BlgKXAWXAp8D1DRWsiIgcW60F3d2vrmW9AzeHFpGIiNSLnhQVEUkIFXQRkYRQQRcRSQgVdBGRhFBBFxFJCBV0EZGEUEEXEUkIFXQRkYRQQRcRSQgVdBGRhFBBFxFJCBV0EZGEUEEXEUkIFXQRkYRQQRcRSQgVdBGRhFBBFxFJCBV0EZGEUEEXEUkIFXQRkYRQQRcRSYiWUQcg8VW6cx9XzVkRdRhSg5kVH5PXrg1nRB2INCoVdKmX8UXdow5BjuPTg4fZs79SBb2ZUUGXepl0Xk8mndcz6jDkGNb/OCfqECQCGkMXEUkIFXQRkYTIqqCb2Wgz22RmZWY2o4b13zWzcjNbHbymhB+qiIgcT61j6GaWAzwMjAJSwEozW+zupdW6PuvutzRAjCIikoVsLooOAcrcfQuAmT0DjAeqF3QRaUI+PXhYt5U2Uf26deDOy/uHvt1shly6A9syllNBW3XfNrM1ZrbIzHrUtCEzm2pmJWZWUl5eXo9wRSQbee3a0La17nRpbsK6bfE5YIG7V5rZ/wSeAC6u3snd5wJzAYqLiz2kfYtINWe0z+WM9rk8e/2wqEORRpTNGfp2IPOMOz9o+5y7V7h7ZbA4D/haOOGJiEi2sinoK4FeZlZoZq2BicDizA5m1jVj8QpgQ3ghiohINmodcnH3Q2Z2C7AcyAEec/f1ZjYLKHH3xcA0M7sCOAR8CHy3AWMWEZEaZDWG7u5LgaXV2mZmvL8duD3c0EREpC70pKiISEKooIuIJIRmW5T6KXkc1i6KOgo5ll1rocuAqKOQRqYzdKmftYvSRUOapi4DYMCVUUchjSx+Z+gvzFAhaQqOngFe/3zUkYhIQGfoUj86AxRpcuJ3hj7mvqgjEBFpknSGLiKSECroIiIJoYIuIpIQ5h7NLLZmVg68X89vzwP2hBhO1JRP05WkXCBZ+SQpF8g+nzPdvXNNKyIr6CfCzErcvTjqOMKifJquJOUCyconSblAOPloyEVEJCFU0EVEEiKuBX1u1AGETPk0XUnKBZKVT5JygRDyieUYuoiIfFlcz9BFRKQaFXQRkYSIXUE3s9FmtsnMysxsRtTx1JWZPWZmu81sXUbbaWb2kpm9F3w9NcoYs2VmPczsVTMrNbP1ZvaDoD2u+eSa2Vtm9m6Qz91Be6GZvRkcc88GH5YeC2aWY2bvmNmSYDnOuWw1s7VmttrMSoK2uB5rHc1skZltNLMNZjYsjFxiVdDNLAd4GBgD9AOuNrN+0UZVZ/OB0dXaZgCvuHsv4JVgOQ4OAbe5ez9gKHBz8POIaz6VwMXuPggoAkab2VDgfuABdz8b+Ai4McIY6+oHwIaM5TjnAnCRuxdl3K8d12NtNrDM3fsCg0j/jE48F3ePzQsYBizPWL4duD3quOqRRwGwLmN5E9A1eN8V2BR1jPXM64/AqCTkA7QF3gbOI/30Xsug/QvHYFN+AflBYbgYWAJYXHMJ4t0K5FVri92xBpwC/I3gppQwc4nVGTrQHdiWsZwK2uLuDHffGbzfBZwRZTD1YWYFwGDgTWKcTzBEsRrYDbwEbAb2uvuhoEucjrkHgX8BjgTLnYhvLgAOvGhmq8xsatAWx2OtECgHHg+Gw+aZ2cmEkEvcCnriefrPc6zuJTWzdsBvgVvdfV/murjl4+6H3b2I9NntEKBvxCHVi5mNA3a7+6qoYwnRN9z9XNJDrjeb2fDMlTE61loC5wK/dPfBwCdUG16pby5xK+jbgR4Zy/lBW9x9YGZdAYKvuyOOJ2tm1op0MX/a3X8XNMc2n6PcfS/wKulhiY5mdvTDYOJyzJ0PXGFmW4FnSA+7zCaeuQDg7tuDr7uB35P+gxvHYy0FpNz9zWB5EekCf8K5xK2grwR6BVfqWwMTgcURxxSGxcB1wfvrSI9FN3lmZsCjwAZ3/1nGqrjm09nMOgbvTyJ9PWAD6cJ+9PP2YpGPu9/u7vnuXkD69+Q/3H0yMcwFwMxONrP2R98D3wTWEcNjzd13AdvMrE/QNBIoJYxcor5AUI8LCpcBfyU9tnlH1PHUI/4FwE6givRf6htJj22+ArwHvAycFnWcWebyDdL/Fq4BVgevy2Kcz0DgnSCfdcDMoP0rwFtAGbAQaBN1rHXMawSwJM65BHG/G7zWH/3dj/GxVgSUBMfaH4BTw8hFj/6LiCRE3IZcRETkGFTQRUQSQgVdRCQhVNBFRBJCBV1EJCFU0EVEEkIFXUQkIf4/NNyjziBEun0AAAAASUVORK5CYII=",
"text/plain": [
""
]
@@ -164,7 +164,7 @@
"source": [
"tf = 60 # fianl time\n",
"P = 20 # Prediction Horizon\n",
- "m=GEKKO(remote=True)\n",
+ "m=GEKKO(remote=False)\n",
"m.time = np.linspace(0,P-1,P)\n",
"\n",
"# Process Gain\n",
@@ -286,7 +286,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
""
]
diff --git a/02_Surrogate/Roaster/Roaster_model_v2.2/Gekko_Roaster_model.py b/02_Surrogate/Roaster/Roaster_model_v2.2/Gekko_Roaster_model.py
index 1ad3dab..c5ef35a 100644
--- a/02_Surrogate/Roaster/Roaster_model_v2.2/Gekko_Roaster_model.py
+++ b/02_Surrogate/Roaster/Roaster_model_v2.2/Gekko_Roaster_model.py
@@ -124,7 +124,7 @@
#%% GEKKO
-m = GEKKO(remote=True)
+m = GEKKO(remote=False)
m.time = [0,tstep] # for animated version
# m.time = np.linspace(0, tsim, nstep)
@@ -864,24 +864,24 @@ def process(input):
H_Out2_offgas[key] = np.array(list(delH_Out2_offgas[key]))*(np.array(list(yog2[key])))
# # %% plotting
-# t_minute = m.time/60
-
+# t_minute = np.array(m.time)/60
+#
# plt.figure(1)
# plt.subplot(3,1,1)
# plt.plot(t_minute,data_input["Ore_amps"], color='tab:blue', linestyle='-', LineWidth=3,label='Ore_amps')
# plt.ylabel('Amps')
# plt.xlabel('time[min]')
-# plt.legend(loc='best')
+# plt.legend(loc='best')
# plt.subplot(3,1,2)
# plt.plot(t_minute,data_input["Sulfur_tph"], color='tab:blue', linestyle='-', LineWidth=3,label='Sulfur_tph')
# plt.ylabel('t/h')
# plt.xlabel('time[min]')
-# plt.legend(loc='best')
+# plt.legend(loc='best')
# plt.subplot(3,1,3)
# plt.plot(t_minute,data_input["O2_scfm"], color='tab:blue', linestyle='-', LineWidth=3,label='O2_scfm')
# plt.ylabel('SCFM[kg/h]')
# plt.xlabel('time[min]')
-# plt.legend(loc='best')
+# plt.legend(loc='best')
# plt.figure(2)
# plt.subplot(3,1,1)
diff --git a/03_HybridModel/TCLab_parameter_est_gekko.ipynb b/03_HybridModel/TCLab_parameter_est_gekko.ipynb
index 826ec39..278a96b 100644
--- a/03_HybridModel/TCLab_parameter_est_gekko.ipynb
+++ b/03_HybridModel/TCLab_parameter_est_gekko.ipynb
@@ -44,7 +44,7 @@
},
{
"data": {
- "image/png": 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FMa4f/LT6zVQcLqK892548KewbANUxmDzNU2JcRLBwGChrBRiIbNSNNuPaGGd0Iv+4RecxD//78b5GehK9V901u2Qpsp7jGKxzC1kyPAnj6mqR1vO5sq/PY8r//Y83nn+cUgJlZo3q+3NO/FZJOSuGWac2qmJCh4qdvXH7fs0UVVouM25Ip5FrPXtH66sFCblWKOXtnkBL4ZgwBhiPt8FDr6LxP09tihJg9a+9Mtw5htmvAUzjlowK8ViONsLl5suFY36hHgfuIie08OETDHOkGEB4ViCU9f2AHD/HpWLdL4IzLyphAsYqS8jao5ILmuwfkC2WtyDWjnMYxz1eOpFqWiqGMe+dIjP1aysFIfeuiAQAbnxUm7iOsV4Ub1v0wZMCxR8p3+a+7jl8zIdwZtmQ+PlWizQzbYFnYUWKUBL93vr52/r6FauH/wWTmcn2wefymhJlSbu7cjPy+xZarsONSFt6UK2npUi2Q/Oj2AsY1kp7u+/n4O97+dI+Um1QqYeAxkxzpBhwSCRsT7RkIq52B9E7Pe5ko/Ei3dxMRlgNoqxYQL1XwqIScrXksF3CzXdmCRNM4Vp5qG0LiQJLzRRjCOHsWgV4wUmA2bAMtNZgcaYfhu/vH8f//d7d9Ut/8pfPJHnnrpq5ruUkpkOJKKX/zVXvoaSW6JtHbzsklOC5Uvac9z14YuCmYh5QfRaH+6sFLPAfPY90fHraGWU1/3ydWDBTv/nwIUNv/d4Q0aMM2RYIDTO4znL7c2xPfUbPAzEJeYxnr4ZUq9X8Sr4VJFymi6szkohUxalq53Tp2s7tGrjjPh/4m9fTOAmj+unb4dt16vf25fBm34N+Y65NDG0UqT4RKMDvgW1d7aEFBVxoSrf1f3dsmSsfsyCKO0dKQHwD889gaJjU6p5fOY3D7NvtNT6vpvtd4bTVSU33O9nX3UqtrC5euMBfnn//kNX8GMxZKWIjuxbPF9CQBtljvj1m0BOhB9YDlz4cTjiiTPYvQyyUvxm+2+C5S6T8TY+zrEI7pQMGR4/iHvsDKmYn45IZWubh23Nfx6peYPqswUv+umL2Nb5LjzK032DZhSzUYa7tJLQ9duNbGSeMB+JQcaqY+zsej+bxX/FP9j6B8i1Qe9RsP8+GN8/uzaa4DERZqKYLrPAocySMSssQFv2j5a5Zesgt2wdZM9ISASDktAL+IyZfb7h3CN503lH8/onr2/+hWZItnsGx2FW7S30BsuedkKRl515RGAxS7PlzA0LZKVoue9t0UoR2dyR4iBdO65WpcDtHAgbtt8A2/4wsxZGTsVQeShY7snp+tHHFzLFOEOGBUR0WsyamXAw7faQkqI3oTpPUJWxnEL6F1OR9DAeevIQ9fsGQso035C47JvcB8Ae63LgGU1W97VSFJ7sZEnetPPvy/i5TX2VHYL3bJoveCaDHYHgyi1XAjAuNtWvcOSfwVFPgx03zbqNUZhMFI08xuYULTrBOEaWDs39/pffvJVHDiiFb+2SNm764LPUXqJWipls8BAEkc2s70nst853PM2Tqz/2fI/x2jjH9hzLltEt9Jf6WdmxEqfJvTQnBJtbyLuw0X7kjC9fbPVnfghOfjHUyvCJlTN+eahnUgIWN++9mZOXnczm/S5ezqSsXJyCyEIjU4wzZFggJEnPdP7MmeIvyv/DxdtfAp9er/59dgNUJ6f/YthA9XORqsWgmjjqbQ3+rjE8/ReaHI8QogHxlMHA5VsPfIv93vwQyVYx0ysQvbcOTqkKc47sSa6kN24GCbPLkxVNsTddVgoDy1qsivGhu9eHJmtccOIKnnvKKsbKtXDXZs/zZeWfkWI7y+Ota+TsG91f6sf1Xc5YcQYQ3q+2peiI+5hVjFuAbD34LoAQ1EUMiNkN5kxft82qctfBuzij7wyEzLcw8/b4QkaMM2RYQET7ZvP7bAlD8msr/YNMWl3wnE/CyS9RynF5bCZbnFU75oKQZIlIlH7jdkigwoj+QyCwp9sD8QCruMe4uWIMZbfMf9z5H2zyvoq3AD68qLg12/e4IRp+o5fdPBa0sEVjlU/5wdXnjc7z4UP0Jjg0hKnieqxb2s7a3raYXSp6z/vSReLObMON2tv0uYl/NtvgzgYNmsE5FOwe3w0QEOOB0gAQseXMu2J8OGInWtnnXNrV0vRaHXwtWH+ioPqIglPAksUEMV5UD+phQWalyJBhgZDUCuYafJeEEFCyOuh4yjuUl3Tjz5ldJ7cIlJUGkFJS8tWLtOgfTdUanO4LdUE3kZCwhh5jKVWBj6/f//VgWa3wAPCCyFoi8bN1/HHzQJCuD6Atb/Oqs9elrjuj97qA+wbuA8AXFWp+jZwVSX8VtQ7MVjGObMpqcfpbLLYCH2mK8TwTqKrrU8hZSBl/xqMe7Wsrb4IVReDZLWxx7u1L3qkzc1LM/n6PYu/kXgBOX346lrBCxVjXiJ5/j7HGoa560yoZbjEIMHVOI1rBJ7ZWawhsPPrvt572Vi6/8z34eIntPr6REeMMGRYIyX7TTNX33HMp1PaEH6w5E878i5a2GSPa8TwA6TttpYELWCI3bLHkcw/+Lbne45A8tcn6MOw9ytrOtUwMH8GkdXfdOpf8YTO/f0i9bN/tH+S8GBmsV84aKcb9tfv56X1fDZZNdH8X+ECkJbPHB39yPzuHpmLL1i1tp+jYQbtmAykl+yb2IaSDFC4T1Ql6iybQyVxfk9N57iXH7GBwl+4xNlCcZDFR4zSP8TxuXUoqrk/Bsam4Xiw40fy6Z2KbaofVamaIRpi+/XWnfsaHLFP+THqMW9vCo8OP4giHI7qOYFlxGf2lfoBD5zFO3veHGynk8+6dw/zLlRvpyDt8+S/OoquYi61eP6ycXR/ta4/xuPB5xYZX0JnvREgbmF2RqT9VZMQ4Q4YFRDz4TlCgSt8fPw65dqXyViZUmdUWiXGTHelfFhEZ2Xs33P3dGAF3jn81ABV/gu0TGymu2gj8fcNNSAklf4gNnUfw8LCNTOnQf3rXHoYmqxRzNg9NjnFeQSS2ESp2iPTgNiklJTmNGj0H1Dyfl5+5ln972als3DvGK79yM64nYz3yTLiLOYKSN0nVr1KUR1AWuxmvjkeIsdnw/NwbAoG2hU5LZqxDLNbNGKke4/lrYNVTg46CY+F6fmxQYAYRP9zyrZltdFpf9MzbPy+DldgpnM7TDzfuuZGzVp5F3s7T194XKsbGljPfN8oC+MlTdtpgsUz9/dZtQ9y9cwSAHYNTQYaOhpj1M6zWn8KnM9cZbEsSGSQvqgf18GCRDKEyZPjTR1B1SMMSYJkO6RkfgH/YCmf9ZcsdU/NsBXNRfQ+R7/KOb8Lt31AWj40/h9u/Qfv93wVgyg290F5aUlwNKSVlOcyK9hWA1fAcnHvMMl58xhqCqcsGLxJRv0jvB3xUwNSTVz2ZVdafYXlL4yslz9EMzrUvJTnboj3vUMyFPunoNPtsMF5TKZgKcrX+ezzRPjFnxThKpsIA0pT1CFPe7S7fSeHoTzNVm6pf8bAgMTsyz6i4ITG2hEgdOOwY36Ka4C6t+2y+EbW/zG4DESNY2kZa3HBVjrB5ZDPnrT0PgBVtK+ifUopxkOHEO0SKcd3v841WfcUtXoTU/iRhZ5mFYuwjKQtJh85hLqQVJ8YZMmKcIcNCIdmHbRm/F1E4oP6YbWlakfrr7N6AKcUw5hW1ksqh+w9b1L/OFUFliE3jNwSrjVWHGmwAJD4lf5i+9j4EFqR06FF9yGpSmEBA0zzGQ95m2pw2vnLRVxAk1OmkT2CGkJJAbQ2XpZ/vmVyFsapSuYuoambj1fGUtebHKiNESGaaBZB6vsfvRj6NlR9m+9j2Oe1z3hBVEefROvTjO3dz4eeu4yVfVFlMCo6lM3Ikdy05WNJ5pEWrpKQBmZ/F/Tcv44G089UsAFBKyih1+ITeEwDoa+8LrRQ6+s5tMjCet3YeTqSc/GZNDMOS07YxU48xlHS/EyjGMYEh8xhDZqXIkGFBYfqzraNb+coj78c6ysbfAda8+99m03Ee4s6xVlJ2EQMREtuqHyqJ39/yRS44/mI+/auHuOFR9dJc0p7j0jecDWIKiceK9hUIdjdVOkQgBzcOsLI672HS7SQJCZT8AU5aehKO5WBhz4DATA9FlBIWj+A/Q9pbvw7msMZrw0BIjD/wk1tpq1UB+GHFpUvMg2Ic+f32wV/SdsRvqLhPSV1RCPjFll8EiyZrM0gfeEhxaBTj6x7pZ99IiWeesIInHNHDM09YwY/vUlkYfF9iWSoSQDijlD1zzx96tS6aCWPWmO3gPYIaKuB0WdsyQBHjofIQNa827+kr4zhEs2CN0OgYWkjXlvxqarNnOZiTSMopxDjzGMeREeMMGRYIepIcgO9s/I76y/LY7Tisj05TtmqlSHagEJo1ZtNx1iXsn2e4ZVV0JNiFFZCzkhcqm905NbV81f17qbmSvq4CN20eZPdwCWmVEEB3vhsaKMbR5osgK0V4POYwJ2pj2Kv+hxvHbwOeFvu6LyUlf4RlbafozaUFqMzlHIU2g1iNlsga/ZXtFFb+L1Je2PJWS54ini846VQueQSWdHqsFO1s3DdG1U1Gns+NgEgp+cnOi3G64Pq9v+W0ta9JXe+jf/xo8PtweXhO+5w3xHyn83evV1yPI3rb+dLrzwqWRQMULR3saRdVsG23OIpxBmbR5mafN0bVq/LpP36a1xz/V63tM9x4k8+i57B5G1xUwZOlRfWM97X1ASplmwm+m00e44s+dx2PHlTbti3Bf776DF78hDVhmxYioLjVbac8f6lxDk2/C6bHnwl8P1SMO3LaSkHSSrHIFPbDgMxKkSHDAiHab96x/w46nSUA7Mw5hyBieg7k51C9RGopxNgPifGyglI5lxZWBLt/6rHLeMf5xwIqwEsKVaGp3WlHxVenWCmClEQ6MX6MR4THtG9KKXk1We97lRLK/kjw4hYiGeg3s2nktFVNVpIwf3P4uRCCy3b+LfmlNzFWHW15u1OeIgevOuMJABzIXcGlf3k255+wIrLxuXqM1c+KH6q/I5X6QEWljQkKdlh9cXJRe4znfr9XXZ+8E3+Wg5R2+sT5EoSjBoJFqw85jzMR0+GBwfv4yaM/4eM3/+MctjL7vsVHPb9tjpo5UrEC8Nar38qOyQcBVBDqDPHowQmedPRS3nXBBjxfsrV/IvxwNkU1Dhlm3hYRfC/5gZjxMyyRTFlqW3ErhR9uM0NGjDNkWEiYfmegNMC6jg0AjFrR4LCZqQAx/UCk+F5nRG4PsVLgliEXJcYCo/hOeWOBUuzJeMGD6BSrtJQtoC3XpjzGonGbY1aKSIdv1Jl9k7vUtkR98JOkRk1OsbxtuWpDUyvFzF8mvpQp09ph8ZEDpd2xdaeHWqfkTpC38ixrW8b6rvVM1iaDAgpBWwNiPONmxzDphV7w8VrjQjI5K8cxbSoFX9ldJBW2DlGmgqqXQoxFfOAjpQyJsVjCjK0Us/G064u9e0Ld84+OPhpr0/QbaG5JarW/8VHPb1EPkE9edjIA28e286WH34vd+dCMrRRmIPzUY5fxdxcdjxDECqoccotYeqsaLE6PeYglq0gGCDdsduuzi9H9BIpxPlSMM5U4jowYZ8iwYFBGh8HSIBO1CVa1rwdgyoqQlXnZA8xK1ZlvhXh4O3zxHPjcKerfvnvBiXqMbfCVClvyxujK9wLgSS9sjkiUzhbqxdrutOsOHfyEamJe4eqfjJ/byDEemFKFBgpWT13Tpa2Ii/FCplop5qCuSELFWOKTW3IrNb8afP7I6D3B78mBQjOU3Am68l0APHWNIqNvu/ptiVyoZsezVCr1ZvaUHwwWbdx/gG/cuI1v3LiN79yyg4mKqwiLcJmoTdBhq/NY8appWzx8iFa+m4fbv+r6FOqIsfppMlNIQFgV2ux2LBxaJ8bTNXD6A7hfF3+pehWs4u5p1m4RM3gOfCrkrByOpVycy9uWc8kFlwSft639LqVabU5p5CwRD3aMk9FFRACnOcb0j6PR1jO3UkgJFb2JtqAvtlLTXgLw24/At1+i/n3nZbDjjzPa32MVmcc4Q4YFgumfHxp6CIATe87i9/t+zFTUA9soTcI0qPk1vrPkIKdWBe812zE7nSnmq0zuwGYYeAQ2PAc6lCWB018V2Y8VtK/kjtOdixNjUFPxYeYDAiuF6tStYP3U4EWh3HNSxOO6w0C1Mf13ir9PKGXTTDcKrRhLKVVQ3BwHEUrRkrzs5y9j88hmiqvh+gNLePFRbwDghv2/DNb1/NYDY6a88YAYv+S4l3D5w5fzyPAjnNwTIddijsQ42NcIAoFXXcojYwf513s3Bp91FdSrRVrKbtHpKOX9T10xrrg+HYX4a7Uuc4cErCptTjvCt5vOeswXzK77dc5ggI6jvwhc1PpG0kzx4YctbcKjGiFkCk874mm844x38KV7voSwXF733e/SZ5/OH97/zFgqw0ZIBhZaIm2WZSHUYpn6a/06M7VSiJQCH+oTpFT54Ye2xj9a/xToXlP3DV9KqoYY2+o6CBkKDBbE+7bbvgZtS2DJeth1G6w6DY5sXIDpTwUZMc6QYYExWlGe0eVFlWtWKcZz67hv23cbt7VPcFu7rYjxrJAkC3N9YevvP/39sO6c+o+FhZA+ICl543Q6PUhp1RFBc2o8X4JQuYWLTrGhYqy+o/x3nvCIv4jCYxooK5Lgad9jrOVWghgL9YL2pIcjTLdZb4VoFRIY83ezeWxz6rfHqmGQmtuCYmzeZSV3QgcmwqnLT+UT532Cf7rxnxj39xIEIc2Telb2xugp9HDMiqOYqpW49M0Xsn+0wvMuvoGq5yMBKQwxXqa/U3+uDzm2Xge3XQovvxT09HHcYzx/pKnq+uR1aeOKVwkHUgR2epWVwqrQ5rQhqoKWMwIElyvR3hn0HYPlQc7oO4N7+u8BZjIbkbxXZIPBYeN7SuUGrwQ2iije/oS30z81yBWPXM6pR+S49+EykxW3NWKsf5rTYAmRKBIS3vcS+PMv/5HRkupHVi9p45tvPBvHXsDJ82muV8uc3ijG334plEfin5325/CKr9d9RQIVS5HzgmO8/xGBIW1np/05PPtf4d9WNm33nxIyK0WGDAsEKdXof1QHU3Xnl4CfY3wuHmP9vYvvuhiAgp8gt7PJSrFQARgmK4VVwcejI9cN0gpe1opUhIqblBKpiXHBLgTEuE5R1Ydxx/h3+Y/jtlCLFfgID/Omfb9T35cpZE0r08aHZ6Fe0K5viITE9SVP+3+/48s3bOHmYoFnfOY3bNyrVGjfl1z3SD+/vH9f8M98Zto47D4a22WH0xO0bcqdoGB1pB9fE0StFABHdh8JwLXjHwhXmnO6Nq3ye2MsKSzh6J6jeGh4I/9+58foTKil0lJBUO12D9J3qLiHgRj/+kPw0JVxVS1VMZ7dQOHrN2zlr/77Nv7qv29j59AUecfiqq1XcfZ3z+ac753DF7e+EuGMBCqmL7WVwmnXFp15UoxbeNYHSgMcs+QYPvrkfwVg08Tv5mHHouWxhZ+iGBv8zRlvA+DYVWbAO7vWWCJR5j3qj5aSO3YM01V0yNkW1z/Sz3i5davSnDHXQMBkVgopVRrMs/4S3nGb+rf0WLUsdfehYmwGKEI0FhgWlfVkATEnYiyEeK8Q4kEhxANCiO8LIYpCiKVCiKuFEI/qn73z1dgMGR7LMJXAhspDCASduW5ErZu9jsNcOsv+qX42DW0CIGcWzkoVjK47D+R4OqJt2SB9hK1VxZxKwRa1UkDoMVaKsXqJqUwHzTp0uH/i5wBszqV5jMOXoSvjvlcpJSKpGBMqxsH3fMmuoRKjyyd46+qV7Leu5dGDypt8/55R3vjN2/i/37sr+PeX37wt+K4vpVZxQ1QDNVUy5U7QZnfX7XM61GQ1psidtPSk4PcDdui8jp+L2aHkj9Fb7OXc1ecCcNXWq2K3nZQgLZWFos3uApmj7B0GK0V1ImVh5N6c40Dwu7fs4J5dIwxPVtmwopOzj4MP3vDB4HNXVimu+lmgYkptpSg6bVg6gLTRPdywzbOCz3BliOVtyzlv7dMBqHhp5yZt1y0SumnuKY9KQ2LcU1Be/5Lf2OKUvku1nmmdJZIlyuu38/ZnHMurz1nX0vZbRlKlTl8ptW9OtXNFjiv1zBvFWPrQvhz6TlD/UhR5A18SEmNbE2OZFBianPfFVizlEGHWxFgIsRZ4F3C2lPJUwAZeA3wQuFZKuQG4Vv+dIUMGjZ1jO1ndsZq8nUNUl7DHiaRrm1FRB9VJvfcPoXmiFvw2F/IzP8Rp+t1YID2EpVVgqw2khW+C73RLYmWHdfBdwS6EHXoKcZSRKeJS4tUiAeGEqcaSirGUIGytGOcaKcYhulaobYvcSLjPmmrTv7/iNH7znqfz8jPXUqqG35VA2R9mXdc6Xn/82wGo+iX1SrKqSHzaNTGupeyzEWp+lbydD/7O23kuf+HlAPyyS0+dzlO6NqMYP+eo53DWCpW39+VXnY9VCAm/rxXjDrsH6eeoHpbgu5T7eIZV26bDM47v4+fvPI8fvP1sLnn07cHyFx/7YlYXj8cq9AeKsbJSKOU0bcA1c0zfZ0gpwS7hS5/eQq9Od1g/KJwZZhj4hcSnGhCyJHJWjq5cF2Wd03zWirEl4h7jIPgu/TwtPNWbxkqRXLvhO8HEOsh4gHFKDITvSzYfnGDX0BRVCyypzrdCpB9tWu57gWYSFwHmaqVwgDYhhAO0A3uBlwCX6c8vA146x31kyPAnAWWlgHv77+XEpSdiCbDcDnbnHF706H9z+/7bmfTdhD+uOYQIk+SfO9VJTUQ+UHudWQNj350rpglwMnk4tT0ib+WR0o5lpRAijOpXWSlCKwUBYY4TvJO9Tfz9tpcGf1di/kGtwjhaKfNzeMTJgS8lWHFiXLevyDXa7aoXubDqbQLrlrZzwqoulnXmYy96X0pKcpi+tj5efvQbkFJQ9ctarVbbKdrKEtGKlcJsuubXE49Tlp3CCuc0runIx45lrpSg5I2xtLgUIQRnrjhTL5uibd23kMZwIdSUbsHuAOkcHsXYIE3Rm2fb0ENDD1FyS6xoW8Gtr7uVT5z3CY7uOBORG6bqGosQSjG224Jp7JbsMtMGDDa/nkI/O+25dnK2g5QWrqw1/c70bQm23lIb/CaKMSjVuORpxbjF+zPNYxxvXlTt1s+/EIcvZe8MS0Invhz5NTLAneZgvnbDVi783HW85wf3UBVQwAoIt2jQj86wYX9SmDUxllLuAT4L7AT2AaNSyt8CK6WU+/Q6+4AVad8XQrxVCHGHEOKO/v7+2TYjQ4bHDJQaWGHPxB5O6ztNdc5uBxOWxfbqMG/6zZs4t//XfHxJ+4y26/ouG3o3sMx18IWIv2Rnm8d4Id4a2mMstD3CsfJAqBgbxKL6hYuFjW3ZxJSOCI7w9zEuQrI7deYbEx5jibAVMRbuUtykYgyBlcIoa80C/Xbr6WiTm1btI76OJUTsRW8KiKxoX6EKQEgHzyjDRhU3HuMZpGtzE4qxwZr8WezO2+z3K/PgMVb/l7ViDHDC0hOCz63cWFCa2njCHZFH+rnD4zFOI5Ixkjm3gUL0W4MlVejkixd8kfacuneWFVYjhM++yT3B+knFuDUrRWuouB5Dk9XgX0VXPBQ6B3gwcPKdGSjGsnGfMIO+wqOaGnxnsLRtKVPeiGpei5ej/llLWinq2xhzlh8K8jcP24wb21K2Z5Rh6ccV45Q4laGpKo4l+OLrzsQpOhQj6wvZeDaseav+dDEXK0UvSh0+GlgDdAgh/qLV70spL5VSni2lPLuvr2+2zciQ4TEF31bFFtZ3rccSkCvVp9T5bVs9sUmD6aJ2T+zmiM4jcHR370p3jqrgPGWlCPMoNdiNTtemiXHOyhMLvkMVwTCKhslKYYuC3mwYlBffr8+EFe60vPq0yGfGSqHJrLe0zkrha9XWEUVNwMODiBIYqdsVEuP6IhcCwcGpg+ys3Bx70Uug5A8FBUSQFq50gxy3AEVb+Ztn5DH2K7FKcwZFHeoxIWvBscwpXZtVxcOlt6i2+9yjnsuajvBeHq0dCIIli3YR27JA5qgcjqwUqfexuTfnJ/7c3G0Hpg4A0NcevtO6cuoaG9IsdT7utkgu7lYyjzTeefwBe+7nb+Csf706+Pesz14XqNQQ5q+VMoc3GytFs+n2Fgp8NLJSAKxqX8W2yXsAP1Gko5VmqTbYaVaKRJGfw4K6fioyUI4tjq/XuNUi8gxPf2y2JXjh6WvwbGLEuC5W47CkultcmEuvcCGwTUrZL6WsAT8BngocEEKsBtA/DzbZRoYMjxtICb6jZkeO7D4SSwic0hF16x1Xm9lLct/kPtZ2rsWRqgNTPs7HQlYKFXyHFVGMpV03rRxmpUATYzVwEA0UY4ApK+zaym6FZOce2B68LryIM/vaTQe44o7dYJfJW+GUb71ibM6rx4Cv7ALCGQ+rm0Vede+/7v3cOPafYIdlkyVlXFnRJXGFtpC4um1xxdj1p5/uNvut+dVUYmzrggo1GfEjzlLVUnYPdcwmA4YQgqtefhWffOoXAJh09XS4UAqhErecw0SMDZJkCXTlk3nDrvFdtDltLCsuC5Z1OT0AjFRGgl0rxbgY5N/2/ZkE3zVfa+9IifOOW87HX3wKTz++j32j+v6MpTpUsxQzs1IkMnjM8P6REiQuOTvXcB2TRcVu39ry5usrxYl6tTlB3KOXfcE00OCemxntiieiEPHfTX8U8xhTf20if5aBYuRaxvvR5M21wLOIiwRzIcY7gXOFEO1CDdUuADYBvwDeqNd5I/DzuTUxQ4Y/DUgk0h4FUFPoQiCkzVW79vKUzqP4szV/xtF2J96MOiCPydok3YXugBjX/NosFePpPIwzxXQeYwshvcBKYRRjn3SPsclK4Yic3mpje8NU5BzGyZjUs8KKEAjZhq+J8cBEhTdfdgcf+dkDirjYHcG3zL7qfI+aYC93PYRdoeLVp0naPaEqjNnLfxUutBVx7Gvv08HlmhhHlL2ibawUrSrGHj5+qpXC0inra9Ep8blM9wbXLCQ5juVwRIeu5uiNao+xIsaWEHDYgu/SkHJvznqgoH4+MvwI3930XTpznbGAqe68KjneX1Jqsue7CMudP8U40RAJnLq2hzc+9SiecESPyicNoINcA4+vdHD9Fq9H01PTuh1F4gVV79LwhpNVgZv2I78+a9uNLURcbW5wXTdP3IZV2D+rfUyPJuehxf492uzGBT68lG3WWymiqyhi3EQxrmuHDG0WjxPP8awLfEgpbxVC/Ai4C5X76G7gUqATuEII8WYUef7z+Whohgx/CjCV2zrznQgxhYVkvety6bGvgzNey7svv4hdjLS+Qe2F7c53M6oX1bzodPksFGNg/shxE5g8xhFiLIlaKVRnXvFKiNygDooLFWMaZKUQSEoRxbjiVupfRpokCL8IqI6/4qoXw4eedyK3ljoouT7c8hU4+CBPGtnMxg5CH7Dek7DV+T+tUuH3TjvbJ+8DjousI4Nqb1b7tnCpo66WCZwEGz+hGBctZaVozftHcB7TpqpNVo1azI84+5ec0Cp/koQvKSgSOOWq45NCTZ0bxfiwBt9FEZsdmZ97/av3fhWA1R2rY8u7c0uRbjs/efBOHn70CWwZGIAetMdYnceWPMYNg+8SfzewA4s6K4VNw1LATTH78yWJFsiph/GsA+yc2M6Glb3TbzM50eUcoOZ3x/YaJ++wceQWfrL3X+k4BsruK4H6WZYZY9q+Nvl5POag0VogqeaH6jcniCjGza9JdJsVIeMe40b54DU+PXYf//OdM7mXx0/hizlVvpNSfgz4WGJxBaUeZ8iQIQoJWCWKdpGclVOKse6yPnfNo1x34410OBXKLT6VUm8P1JT23BVjjflQFKPfbxi0Y4HvRxTjnPIYRzpoX3q86Q/PpvM4qHjPQIgajrFSNExMLxmLWimiZEzqfAmiphRqnfm56lWDymS9HXlqkyWVkeK3HwanwJGFHHR04ZfHoCs8NhOkd1a5wu872pnUhNCc9qHKAcaqYxStHkr2GK7n4thOEKjX194HVbRi7Km2aRU6b7XrJk9/HZS9IZ2sQmilcIUhCczaY6yUYL0vK76vNqeI9B0mvVGKEqSoKQIoBNLrYKSyfVb7nH+kkcw5DBSECM77Z57xmdhnp67tIX/3Esaqw2wcHMPTz+ySYgcClTZwJkVcZtQutIVB25BAE3IBSIGk1XsgwbZNmrBgR9OTZfWN5opxVGnfP7UHOLPF9imMVkaZXPkp7qs+CYhU2zQZGHSbN43eHnw0WZsAema0n2nR9Jmd2cDij/0/ZvcxP+HBPXlOiX1XQHDfJC0WjfdfAjoIKwqKZunapOR/JrcAsNu2WT+jlj92kZWEzpBhgSBRinFXXimBx/R1cNFJfbAVOgo5ejvylCcEldwMOk5DjHNdwcNc9WfpMZ53K8U00HmMEapzV+TNiqVr21G7Nlh979R2EG7EY6yD8lKsBrtyDu1WF5PehLZSJD3GNQp2kapUxLjm15D6d0sIJmoTLC32gl+Dp76fBx7dCNwVqLrBdmx1/pd7qg3JKP9dk6rk89rC6Wwp3cBYdZylbb2g8/suLSxluCaQkaDDwGNsK2LccsaCWPGTOGxtP6nJCMGZk5VCHW+ShCsC3E7Zm0Dp1jUKdpsiaG4Xw+UhPN+LBDXOP752/Vbu2TWiGwSfc32lB9YFZDEvvkljr+kv9fOEviewpjMeUHvcii5OWbWCbWPb+N1bn8mOsR288KfQme8ISo23ZqWYrs3GSiFTn+BgJiLICiHmJxtGHWFuDIk/7bV/94mXcvFDb2WoPDCzZiC4ee/NABzwQuKbVpxkqBJaKKotePjnBU3uuWap6TZP3A3AcLJsdSOPcQOY/nJCSFYKO/YJTN/PlKzZPSu/eXA/77n8HjxfUshZfP+vz+XUtfM8EJlnPF6U8QwZFgWkVQqqqRVzNh9+vqpM9rZnHMe3/s+TaLdtKjN5WRsrRaE7yEpR82apGMuZKUAtbNBsLP1jy1gpFMlyhA3SjqVrK8vh4PfhSj9YoWIceONSApcGbZtOawlIh0rM1yqDCH1VVloNJ6peNYhkt4RSnpbkdGllp4CVlpUCESi/R+gctbWEZ/NASfmLVxVOVMdQHtbqrlrPpPRSx+0GgVkAxRkTY50PuqnHOGKlmEOBD6Py1xFjUD5x6SpPfcRjLN1OfHzGq+P1G51HXPKHzdzwaD8PHxjnNw/sZ7KSpsZG7s15miEZLA2GWUYSuKf/HkYrowyUBii5ajDVZirfMb/p2qKHUZNlMFmlE1YKsGagGEPzAXNr/YU/jWIMsKK4DikFQ5XBpusZRI/3/93+/wDI0UHJLfGW37yFr00+qp0UYRuHq2GK2GRw656REn/cMhD8u2fXSIsp3Vq1UjQ7V34kgFehpAuetNVHFDawUtR7jKPtnxDQKaKKcWtFZqqzFEw2H5ygVPN48RlrGC+77BicmtV2FhIZMc6QYYGg0jSFxFgtjHdstrTCIh3TbQ+ZaqVQntQ5ENt5KgAx/X6MYqzOgS0cZaUIOmhVKctgtDqAEG6gfjbKSiGQlIUgJ/Lg56h45brTIYRLwS4ipCbGfkiMBYoY95jiHk4hkhounpXC5ENeo3PFmpesOXND5QN05brocpSXeLw6GRBzgU3Oymkyqa0UwWcCR6el81sgL5LQ95uuGEezUszD9U0JvlPLAemEqn80K4WvlMpDTYwl8LIz13LN3z2DY/o64qm7gpXmTzEGddgDpYGGxPjdZ70bgI2DG5nQJao7ch3zU+Aj5RiEgDsP3Ml39/8FXSd9SC9LKMbSitzPre6baQYS0ynGblOPMUDOssHPM1mbbLpeEqPuXvpLivDWmODyhy7n1v238uPSrrp1hysHabeVaqliMkK8/mu38Lqv3Rr8e+mXbuKuncN122iOFoLvounaJAhnjK6T/pEb9/8qtvpQdZ9qZ4LcN85KkW6lUIslB60mVopEuyqR46jOUjE2+KunHqU2/xjIhZwR4wwZFggSkFaZznyUGMdf0DaC2owU44iVwqRr86uzVMHm2UrRgsdYSB9hFGMrh4yWhJZQ8gdZ23EkUlqMVAfAqpITRd3KBpkiNDF2RF6lCItGt0u9dqpirFY5UNlK1a+yLB8qxkIa20aUSIhA3V3SwEoxVO1nVecq8rZS6SZqk5rEVsmJQqQClxUp5OHhWLkwldcMFeM0YmyJeVSMkQ0VY/W5FajfUtRos9uwBEhPnYOxWn2+50OFJW15qp46znjRh+i9Prf7XUrwZJWRykgkmDKO1574WgA2DW4KCF9XvqtpysFZNQQ9SEIEwYCgibflYgs7MpgRcyApM/+eeq5l/WAqASEE0s+rAW1LLVFt2Vd+EID2kgpx+tydnwOgQzjErrFVoeRN0JtXQZJJxXii4nHhSSu4/K3n8q8vOSVYNmdM0xfbHY8CcM/gzbHlZZ0nvVrXjwo8zw1+b2XX9/bfC0BbSh7jtHRtB5yQQFdm+ZgYtXq+QlcWAhkxzpBhASFFOa4YB75B9Sg60qImROvVmAwZcgqBxziWlWI2Vop5jNRvCpOVQkfGK1XTilV6K/uDrGxfjXS7GK0NIKxKJL9wY1JREUIH8+Wo+CkeY+EqAikViSy5peCcX7v/2wA8bfkZamWT95WIbcOcK63S5gDpO9T8SuzjocoBVrWvoqgD6SaqEzq7RhVHhNkjZBB8B0KoyH1rhlXRDFktOE2IsfTDczGX6XvjMbaSVgoBkZzMUlc6Ewjw1Dm4+Lo/8omrNvKpX21i5yGYVlWiuDrGYt/13FEQPJjPs3M4okAGvHh+gu9KUqViW9e1LvXzjlwHK9tXsnN8J+O18WCZ1eI0drP23Xzwbn7UFaYWlFLiySp3H7w7WObhIYQXkFITfNfKbESw74ZdQqt2FDMAbq4YWwKQecpuferDZpjwVOaGttrp9duL9GlWXnmXl+XVtar3GEtWdhc595hlnLxmBl7YlhlfmseYIJC3J9erNxffXjXRL/+izeGMyVu5vKuTX09sS2w/vS1bRlQg3UucvsjajS1p++2QGNemCeqbDpa+Rx4DvDgLvsuQYaGgFLRqxOMHycpFNqEdolki/AARgpKalWIuw/M5D+2nUaCDynfqHDiWHVgKzLdLcpC+ttOQtb2M1voRVpmcJsaNOnQhlWJc1GWIp2pR8hX1GHdhSUUohsvD9DnrsAp7eGjsVgCOadPV7O18SIwTZFIIl7y5atKp8xhP1MboLZ5EoRJRjKWa1s5ZkQp+2perFnjYltM0T3P6+dSFUlKmqm2dfUPlMZ5bgQ/1Fm+sGEf90giXnJXj2BWddIpj8PwCN+2+lRv611GqeXTkHd51wYbZtaNR8/RxfeiGD3H3xJXcvboArOIrpYMcHazUesWwVlDRKRZXdqxsuM7azrX8Yssv+MWWXwBzUIwTyuFbb/4wLF/GKyPLxr19lL0yfbkN9NcexfdrQDzoUWIhZ6VUz+6cGT+z8/Cv4ObvqIVOG7zsy7D0mHDrQqjy4S0WgzG38ZQ3zJLCEopemC6xK99F2YsMBgGhc4gvya0CmhfQ+fHWr1FY9QhSntNwnaaNii/UDUgXLcKg28j7IZJOL6kYf7xLPdOfWL4U9l/Dc6dpkgD2TOzBlrDWiqZ0rL8HH94/ztu+cwfvjgT8zb00j8Tpvpuqd/Kct3SokSnGGTIsEFQ36MUJb6Iakh21Q0y3vQRBcfSmav4sFeMAC5WVQle+Ex4WtlL5IlYKAFeWVXU1u8TOqfsQdpXB6nbdykZZKSQVS3mMpdfGRG2ijkwYxdiSSr0fKg+pUtC5UQCeVirDl5+qVs61hcQ4mfdVuOQDomnVfV71y7Q5bUEVO6MYKyuFJviCQGVVPnQPR+QC1bMVYqzuBTPASCHGVtRKMXfFuFFquOBYTJEWfBzL4YlH9nLvR5/HKX3HYvXcyp0ffTpAuv93HlDxx7lq61WxZWU/HoQZNHiOg0gpwUWpm/HZoDiGyvFctMuKy6bNITsTxAaUvvLEdjmKqHu4IHzsaDYCOQcrRTJdWwv9jTTZZ/bdB6VhyHfCrltg332x9SwB+HkqfqtWCoUpb5jlbcuxhGApZwNwfO/xVBJpyIQpdKJLrtcSxNjY8L9+/9f5353fId97K7t1yrI5oWEeao2AGIekVdjhoN4EZZeqHruGplKsFeZL9cqu+Wv/5H76JDjR8xFL16bWfmj/GNsHp+JWitkOiPTO7x+8g7a1P+Ca/d+a1XYWEhkxzpBhgSClREamM9XCePCdox/JZEBIw21qK0XOymG2WvWiHuMZNTDWlnlDo+1ZNsWB+3mzcxU53+Ws757KCkYjHmOJT402J483FSpKXXqqsZmiWtEeY/yizlOqIcMI/YJdxPKVj3i4PIzvg+WodT9qr4Gn/i2c/09w9NODacBoSWgJmhibl0dogTGEo+YpL7NJvTZp1GurimNFLA+RbBxCeNjCjhxfq7Ya1bY0D2eQlUJGFONZkiJ13F7qvgQEqedUvuh4eq7nH/18AL676btqW4eAF0tg0NuERPLt532b55fUeYkOuKYlKTOEK+MlstNw7upzg9//9sy/RQgxMx95SpujhHpUe3KlhElPZXToslfo9RQxNoMmob3VLWelSEl5FqDl/kJbKaSEE18Iz/+s2XhsLUsIpF+g5M4s+G7SEGMLjpZv5pILLuG4JccpYhxtp84TXrTVtUoSY4CanOTiuy4O/h6JZLGYM9LOl5RBcKSIFt9wwr6rputYv+bSm3naZ3/dbAekPdtCCPZP7We1b9Yxa9ffg6bPOeCEg+yqJs2zxWhV3ZP95fpgyMWGjBhnyLCgSKYrir/sbF3NrRXFGPRUvpVHCBF8N97Rzyb4jvkhx9OxnvPey9AZb+d+eSSW5WC7k3RTDnK6+vhIfLoKRb79kk8GX/u6fqEaRbU+KwXUENjCQXpFnQUhqRh75K0cFm0IbIYrw0rJddQ067L158GF/wzP+AcodNV7jIPtRIixtBKeTUnVr1CwC0q9loIpdzJIyZaPeowxZBJNJp0IaWpNTRRBPuj6PLFONPiuWY7riX742rPgi+eof5c+E8b2puxsOiuFaXO80tlfnvyX9BZ6ua//vvrvzRckTHgqkv/43uN5ZqXZtHbw35zgGcU431gx/odz/oHfv+r3XP3Kq/nr0/5a7d7kMdbVDUcro3zm9s+0bCPYOxlem0qkQuJUoBgrL6kna3omItL3zCQrxXRopcCHmdGIDc7SNyXdboYqrZFRMxgte2P0FnvVIFbmOW/teeStPGUZt1JYiZLrycqSSnFX6v55q56n1plJnum635PLGg0w9AAuMtiJKsbmSg1MVDl1/cxyL5tHfd/EPlbV1UOqt1K4nvrCHsdmia4K6DW4xsOTVT57y6WcdtlpfH/jDxu2Yaw2AkDB7mi4zmJBRowzZFggSEhRjBNWCv1IVr3WiDHCDchJkMc4aqWYlSQ3FxtGs+0pVeLNv3kzX7n3K3DE2Qw85cPcLjcgtKIqIEaqAHJ2jicfvYLLnnsZv3/V71nSpnP/NlKMpaQmVDCfTCrGxmOM8vFaCHJ06vzCIJwxlnoeucSLO0jXFiW+QoDwyAXdqEh4Nj0kPkWniG0J8AtM1iLBd8ZjHLFSmO85IkKMW0rXJjGvzth0uTlTwpSEnsZjPPgo7LkTOlZA50rYezcMPFK3WsM8xkIANp6sKU99oqCDEIKzVp7FQ0MP6fNzaDDh72dZcZmqXpiGVMV4dq35ZPXTXHDwEgDaP3UkfLxXDSoSg6icnWN523JWdawKBnUiEWD5X3f/F9/e+G1+u/236vv9j8DBh2ByIGxfhKAMlsJcv9XIvTfp9bO0uDTw47uyhqgrrjGTPMYy3G8z60mz/ka3L5fMvZv4jiUEfq2HkcogNb9G2S3zzB88k+9s/E7TFtZkmXannZxt8YeH+zn6Q7/k6zfsoiL9OHE3+Zy1lSLN313WxHhDz6l6nRbLsrcyyEpL1wYhMY5eEyt8D3iRTS9bUm8zCWYPmgTJDZYHWeYTOx91KQOl1Iqxz/2FPCeIJXX7j+JZX/gRlz38XwB86rZP1n1uWmL6YYv6/mmxISPGGTIsFCSAG1eM6/IYR8nt9JuTEWKc051hzEox66wU84H4vvdP7ucJ334Ct+2/jS/d86Vwl8ILsiZYUoRWCuLT9WetPCuWJ7ZZ4JIrtGLstzFZm6jXcoSPLRyEEOREFyOVEXwpsZwx+jy/7hzU+ZnNBq1aTDE2FgoV4BfmFbYsgfSLTFQngnRt+WgATCxgzQTfte4xRh8TpHuMLWFjSxn3GHsVcPU/k/bJ3APPeD+c/4/xZUT+bJDH2FgpwsGNX0fUT1t+GgemDtB10j/x4MSVrR3bDCCBCe9AkCFCRD8g8UfUYzxLHCN3MuwswUHgPO19cOSfqcFEC8+wKfBhFMko0eWPF8OXzoFLngwXnwEp9qp9k/uC36PZFYZqO9mwZAO2ttB4MmGl0Er57BXjpL+4lXMYsVI0OeeqGMwSJD79U/38/XV/z2B5MCje0aglNb9Me66dDzz3RN5z4Qbec+EGOvIFPCHxI20UOk+4SfuYJL1SyqCwUF9xVeo602KmgwYI7EnmeTdBusHXjf1FysC6E8V0s4wCj5Jbolsml9ena/N8sNu3MmFZnGotU8uoJ9zlWhV3zaeCvy2/p+H+p1yVjaVZsONiQUaMM2RYIEidgSFOJuauGJvt5easGKcF08wD9Evwnde+M1h0VPdRkY+9gDxZiJB8miwLDdI7JdW2EH5IjL0iPj5TJidqQP59HEtlk3DoCIixcMZZ4dYT7UZ+XyG8mMc4ansQ2v9dtIsq0t7tYqDcr4PvShStLr2eIMzGIRGGtM84K4WpIFh/vgQCR4KLDyb48+fvgH9bof59cg0c2Eh8urfJ4Ep4WISqdgzSwcdV7Rayztrx6hNezQm9JwCwrXRja8c2A0gpqclJlhSXxJdHjyNNMZ6l4VkgGcr1UMi1w7M+DMepPLq0EFCXvMYTWlUbq44pldguwKmvhOo4BFP+YZtNXlpQirGxFUx5g6ztWhsUwzHEOBl813q6tlbRQvAdxq/cIDuDAL+2BICrd1zNdbuvCz5L2h7AXDZJTVZoc9p40tFLec+Fx/OeC4+nq6AU81pMIVWDUtOveClpygwxXlZUwYt+yn5TG9J0kBXv6+u+SpwYA2CFJDI+F6WIcXvkXgjfGfUeYxVXoaukSrOOWbu+n/F8n1yvys5zuqXECDflnfC+694HQNHqpo+nQpP7adJV93ZNzj2/xaFGRowzZFgg+KQQvcQL2tF+r7QXQKOtGmIcTfXWQCZrDik5YNt8/v5LFQGca2RU5PtXPHwFDw8/zNrOtTxl9VOC4wsCtISDRCQU4wbV1TQaKaqGADnCAV1tbSyask1PE1rCBqGI8WhlFF+CcMZZ6sc9iUBQ4MOPkR2hBiYitFIYoiEhmAZVJZHVy/7g1AFqXg1hVyjaoR9VSju4P4wXdGaBWRBYKVI8xkKoGYWalNCzDl70Bbjgo+rf2W9S6vHYnvRZg7oId1Xgw0m5LsoWYumczFrBThD1znwn33/B9wFYlT91+mObBWqyFNgo0qnK/M6OVJFhYZVgBmF6YmwsLmYa++DUQbU9r6qItVOEVfocpTyP20e3h23wdeVEfEr+CMuKy8Lt46r82JG+R87EShELvput1UrfD/70HmO/qlTKz97x2dhn9w/c3+BLNUDS7rTHFpug02r0MuvA28BCkLhOEmWl6C30BqnTWvMYw5wEBcsQ48jgOmKl8CPx1K5UJPdKjuBdQyNAhBg3uqdtRaabK8YKni8R9gTrazWWUYzt36Dslrl+zx8A+Mt1X0KQQ4pGAxeYrBnFuEXR5zAiI8YZMiwQTIfX1GMsWg++M9Pu5mUXy2M8S4/xW1et4BsPfY/tzF/nJSX86y3/CsCK9hUc0XUEU240t3BopRAy0kE3yHwQbjidOPqREtO+q8jns294N7scB/MyF5Fp5RydjFXGkDqNWodff86sIF1boiR0IvgumpQ/WnDDEgJZ66G/dICxigrwa9NR8UJ/NygJPUsrhWhipVDHqQt8CAFPfCM87X3q3xNep9svCcnONBYDnWIvFdoWYlLXpRH1nJ1D+s4MPK6tQxGHUl3qtLiTokVlvMUd1kSEGJvjbWFwa2Y9zEDRpHRzfVd937Lr2veZLT/msgcvA1QZ6i5HDQCqhrxZFSQ+SwpLgudK+h4QzUoByDlYKaL9Sosp74xi7Jh7sInHWNZ6Wdeh8luftPQkLn/h5QgE/3HHf9QXP5IhgYzliAeCypaR+1lYVfJ2W2gzSVH2S/4wK9pXBIM/r2WhItKoukXJZVGPsQxmyKIqvpl1UssJjsFYKZZJwQpddTMWsJlmf7JUn9sliT/bMuExRuJJsJxxTqrUggF6mAxQ4Y4DdwAwtfP/qHuNXCBmpMEQ45rMiHGGDBk0ZKpibDzG6kfgMW4xXVs0y4XZ6qw9xki25tWLYH7oitr3I+M7giWf+LNP0O60U9JVrQIiKGwQAjtmR9DFS9IyH0BDxcfTLxhL5JBu6Hn7dUd72Co9raysFJ0cLB1UJYOtKh1pU6KmalOSSNSla6ufBi3aoWJc9so8PPwQAF3O8sim7ViBD0fYwfHN1GOcFnwnUN5ON+3KRu+VmGKcfg+ZnMlW6n5EJMNG4/aoDc0k+Kt1SKkDsXI6oFNGPgjX0g2eu2IskOmKccoUfRJhUGQN13cZqYwASWJsmqza/O091wZKaskt0ZPvBqCis5oYktieaw/Ovap8l/R7h574hYCMeoybKKsqNaLFP51xKff/5X1cccb7OWVoHy9f8WTu7b83Zh8Jv9ScGNesePBd0SpG1PSEYiyVlWJF+4pgtqM1j/F0VgrTqPR1RNJjjIwF3/nRNH2U6JBgSUkhGluitkRqv2+sFJHbcvd73stnL/4YYGYazcyYspUt97wghWgyK8XDQw+r5aUjydmWGiiLxrMkxkqRKcYZMmQI4KUpxnXp2lRn3Wq6NiJZLiztI52tYlyOkPGKiKqHc8Ptw5sAuOaV17Cuex1tuTZKbil4ARhPLajgu/BFNZ2VIp04GkXJEQ6y1h0sv7NYiJwPTYyFYJKdAFy954cI4dOWQmiMYuxF9iW1lcIQYxnxbEopA7WnYBcQQuDXlgLw482XA7A0vzbS6EhJaOLp2lohj+qompTcFUJbKdK2Fb1XUhTj1NtAphJj9U529OCmuUcc4sVc5g8uPjU6nGRGCn0gU0Ow6za9bO7Bd9BAMW7FSqGJm+u7DJQGwu35NfV9y4kNXEateFvLbpkenTu5ZjzGEZJoFGNf1ojmlFa+9hnkMU7LShFDKwPxaPCdRSNybA7RlxIGHoVvXAjfewX/944fA+iMJtGWydhgILatqGJsWipq5KJWilTFeIgV7SvCgcW8WClSfO0xpFkpakHf6EceU1cTY6QfBF1Pm+LP0rm2tcfYHRhg/NcqH/KJu2Ts+yW3jLArLPe8sO9LbG73xG568r3gF8k7VkPF2Ay+JoyVIlOMM2TIYOCjiFKqx1h30kHKtVYV44QK5Ej93VkoxtdNhspubT4qL+ht7J46QEeugxXtqtiA8QGW3XJEMXYAgZCRF8N0VopkpgiNqJVCeiE5GressFmaJAhgGarc60+3f0O1L+XYDQkPFGG9jrBCYiySnk2jGDtFlYKqrIjwLftvwq91sbxgsiYInckhohhbuXAKcx6yUgDkpC4JXX9wGknFOB1qJtYLzkn9ChY+rSjGdqAiziekVsaSOYWDI7/24/A7Ze2h2BNZYfb3fE1ICk7SStEKMQ6tFAemDgTLlWLsafU5ZET3FQqx7yvFWBHjqp7uj9oK4oNHP+H3nn0e452OxZPu+lceyKfP5qQhiBlIWikSEAExRgUdAjz73+hb9xQKEnaP745vVwIiXTG2dNmjqhWZAREeOZELBnbJwZkvfSpyTKe7iwQvzgTNslKkDDhNP2j2H0BUKeiUe1pGAJSVokMCvhcqxn7EY5y2f/1cdOjPdrzxr4KP/uW7XpgJSUomPWXpWe55KnBY6tDAyHYPTB5gWVH16XnHQogcCL9hFUeTrq3mZ8F3GTJk0EimH1MLk+naZlLgQxIvGCJpkyayfeaK8a7aaPB7dR6nWPeU+lnTuSbI3WpeXoHPOJiWFzorhQ7MM8TYnkYxTii8ATG2coDF8458CQAly9ghVOYHRzgIAStQ5YmrugTt6ppLUtUJi4nUWylypFspooqxJUC6PZy7Uu3Lmzo6qKYnjMqKp14qOvguyJ08Q49xIytFTkqqM1GMm6qADawUAkxOZkM40jzGaqtWndp/2YOX8cW7v5i6fquQQr14zQAsOArzLFQnoWsNvPMOWH06yWs9G1TxZxd8Z4WKsQm8A60Y+x5Y0Ve0ZEdOPQvru9YDUPJCYlzx9YyDOf5ce1AK3Mcjmq5NbW4GJaEj9oey9HjB2pWU/BqvXbuKVlX3YKCUtFLUZXox3vrI8uXHI9qXsVKK2HkKvjOtxzi60MW2ckEGILeOyPmAVPnHRXh95g8tWim0dzpvG2Icfs+lTKcU4LsNrBQp29fBfXntMa5uiZe5dsfDQkjjtSgxBrCCPMZSSrb2T7BrbD8FlgCEVgoavbs8yp5SrF2ZpWvLkCGDhlEEUyvfJdK1tZLHGECKeEBNr6cCcmaqGEspuXjw9uDvyrwQY7WNfaV+1nSsCZaa6c5SraRfzJF0bTorhZSyhawU6R5jE/Rl1LH3nvlPvGD1eZQUa4sRNoEAAU8/QhFWKW3OKdd37PWBcOa6eeSN5UEmslJEFG9Dgle1H6G2U1saEAAA6SvlreZXCCrfYabBW70WjYmoEMqDXkv1GEdKREdVrWYBVUI2VIKlrnzXKCtFuKIVXCuDz97xWb5631cbqk6tQOiSv8niHgEJlBKcAizfkGzQ7PaHbBB817pivHNojA//703B8olKRXuMndh1uLug7pOeQg81X/mSu3NaMTbBm3qmos1pC7bvSy+WFlEELZ/5ed4TKdXc5dUX12kIE3xH0kpRH3ynNiUjH6llK3wRU9aDbxsrRTIrhTRZKUQoGAdZXxqke0xYoGSrlpOW07XVrxPtL2IKtlVT+c6lCIkpKo9xB8zMSmGK8jS4RnJoWB+G5OaRbwGEqSulFXiMf3LXHp71H9exdXgv9+pJxq5i2F+lPbvCDvMuu5linCFDBgO/mWJsPMYzzGMsEiWmez3oL/UH22tVMR7X/i+DapQkzRF7S/2s7lgd/G1eXkYxNh5jKUSgvaocuM2JcaPKd76OtjJqj5TQ7hSZsuIllpXHWH1+9sqzAfAmj6EzWSkLUtVbYynIBQQxMTUdKNd2sLmL1r2YJ618KrWRs0PLJoBUx1jxy8GLO1TOpicvxh4CjYmoIyVuKsmdmWJs8nGnWSnUsSgrRbOsFJj1Isc2WglnLFpPj5W22VAxDdpU19C5q8RRVMUs07VpMrF3dJLhsspW4rsdjJbL6vsxK4XPrpyZ2ve46n7ljffvH+YDV3jUqmrGI6qe2tHgsYRinKbYt4IRrQie1L46mIVpTXVvtcCHbl/drSpYKeuJMYRqa3J2Seg8ztE8xuY8WA2Cd6Plzk0hlNbPUyuCRINjb5CVIm8VUIMYgvPmUlKKsQytFAExTrFSqNkSU3lQtaHzWc8C4DfnvUKtM6beAfdSYqD2KAAbajpeRVrBEGp4qgrCxXImef5JJ/Dff3UOTz56GSLwY9cHM5qBi+92PCYU40ZRERkyZJhnBFkpbr4ErlclZCmpUbrp8HI6+K7s1pf8TN1mJF2bUYx3zUIxHphSgT+vHhvnB91d82OlkJIxSzDuTrG2Mww0M9OdJbeEo7110cp3oDpXOY3HuFGe36jHONinXVCKsZRBcJ9RzyTw+pNej1taxyd+NgT5P9Tty5zNeKcvUEF8qh1ChtPF6vSFQYBGBVvTsZ5PPOVizv3DtQHZRoSKcdUr11kpZpKVwsKOKdFhSwU5qab8U75I0OiAF09HdBpZKQRIc17VC7ChxxgLiZoduG3bEHf13xZ84vpuSDRnjLDiYBShbSAxld9CqrFmEKiKgvWKcStZKaLEtYoj8lRlTlUHM4oxitJ8dc81bNKKcalW470/vI3ODXDqFfdw0gHJxi1DOpNBaCWJKsYkS0LPKCtISGZHNTFeletmk9iHj2xJYZNmwKqJWbN0bQB/d8W9nGVt5r/17/+4psoKX+V6VnaoiLJs1OiEvz7wGMeIsYfdxGNs7p+8pf3T0mq9EEqz5ybhMf7erdu57c67OXFVtxabk1kpTFsdlcYyGJxrjzGqPzPEeNq4FF2JM6+fA39sjPazz2bHWlVsp/uBnbAadungOL+8GqEDk5UEE7QKoQP5zj1yPeefuEKvoUl7iu3E2Mqk147r9Meu32JEphhnyLBACBTjnTfD6C7ldbTzcOyzoO8kAPLaY1z2pifGqj+sV4yHSkMzmH5X2DSkMkecU1L7nS+P8T5HtW11Z0QxzsUV4yBdGyIopKE61+Ye48aKsSHG6nsSaLOLlIVSfsyL0LEcPVWq1KFju04Dr4M64gQIaewSkel4AOGz7r4R9t6yBJIKnH7RWcLC0TLYcz9/A+f9++/0/iP78PUL3K8AnrZ5zDBdWwOyCgQFPty0bTVSjENzbmx1o043DL7DKEfqBdtcMfa5f88or770Fj533XXBR3PydCYGVKGmGbl28/xSrgnlSVU70uelBcVYEKpswq6Qs4oEVRB9X5FsIbizWODLe38ffM/1PUzAmdWlLCNyqqp9qRErhWUGKaF3HQiU0NmkaxvXNq92XVK53qPbCOres4BmBT6OX9nF255+DM8/bRXnHNULwOBUjdFSjZVSUPNrDFeG418y11wkS5RHC3yYgairFeN0hTOqGJutJH3+t+y7hdf/8vUcmIyq18louiTiy67eeIAr79vHf179SGy/yT5EtdOKfTsafFdvpRB1+5J6+7aw1R0nwBsbw+rpoX+p6psL+4dACAb0wMDd8/Zwa9KOp2uzdSBfPrQricD6ldLHWIYYq/VNus7FikwxzjBvGK2McnDqIMf0HNP4Zfg4RlD5TkpVcezkl9St4zAzxTiarg2g1xO40mWwNsGtHe3077qGvzr6GdOOzvdM7AHglKp62SpiPHdyvFcT41TFuFai2wGluiovpblrXOlOa6Vo7DE2lgJNjKWkzS4ghaDs14KO22SlMMfZTOBrtC+Ez9mX72CU9rpgJkPEHMvhzzYs4+8uOp5yTQfAOBYXnrxSrydCxdgvB1O9whIx33IzqGp0XtPnLodksmnwnZ9QtRrPOohGijHqJQrg65Cnhh5jrRhPVdU5efqJBW7TfKfuPM8E5r5JDKhkym9hq+cClcc4UBhn4TH2pIsQFfKiyISU6v6PFPi4pa0YfOesng0ccKuBZaLoquPxtN/XeKzbnEgRixQrxYzStUUC5u7cPQwdcM+2cegFV3rkWynwoc+7hUyc8vh38o7Fh56vhAJ2VUDHiPnAKj1wfnT4UZ68+snBt4V55hOKcVrwnSnuY5lnOnGdpKgh0B5jBMh6K8UX7voC9w/cz5aRLazsWBnb4/QI11nVXeTgeFmdG03uZfTeN+XhJdpjrGeRqFFUU00U9OlrZqVQcFVfKiv4VY/q9u0UTzmFaqGD7SssCiPKO75H1siJDnxd8U7qvNJB+Q8Z3mPRIjqN+khlOVNXQNZ6ABUgnkytt5iQEeMM84bzLj8PgH9+yj/ziuNfcZhbs/gQZKUAGnWg+ckqp5Y9yqe0SIzxIwE1kl5PqQVvvffzbF6xHLb/nLu8Ub5w/heakuOJ6gR5YdOpq77Nl2K811Fta+gxdtCELqx8B+plJaclxulWg0AxtrWC4UtW37MfUZSU/GqoGOusFOYd4kfV4KTH2Ng2ovRKiJgqKPxEcv5IlojuYo53XZAM9jLbJvAY17TH2A6UL1GXdaMh6go4RD7CpGubpsBHTDFuFnznB1aW+mMx50orxk0KfPj4IRd3Qp/7XBTjZPaXOuG7YYGJ2d/znpAhEZ9RVgpLEy8XrCo5qw1kRVkptMdYSsmvO9qxEfxs1x4uWfEk9lb3BipcrqauqeeadH9hmsDQLuQjklaKWaZrm6yp/XQ5aiDQcjrBgBhD64MRGfwvJZzmqu9d/tDlITHWdizQgyG3AvvvB+lzTG072wqJktDGniBMmsT6TDMQVYzr1zFCQp0XfgZWCgA/tw+RrwJHB8cQPZ8iMptm7k4fiY9LDifmMY7FpaQ+s15wj+782j3IahW7WwVujnXYrB0tMVmxeMCfpCpWxGe0pFCyTpCmUivGkQBX4zFOfXaNYuyq/Y1Xx4P0nYsRmZUiw7wgOqW0e2J3kzUfvwiyUqQQr6k772T4iis4/vt/5KPflS1NNZkXQlQlWaHfxZun9gbL/rDrD4FVohHGa+N0WrkgYjndizpDSMlex6Fo5VlaXBosDrJSuKUwp7BWFY2Gq1SH5h7jRgqFF+TPVd9zr/oFR1/8W86/T1LyqqHHWAfFBS+cxLtE1mr0/9cX8SYmQxIeKZvqA/nIl3JeIspfE+M0ApmEUYwrvvYYB0UiWlOMzf6aWSnyUlJOJWsRAhy8vKfbmd+kJLRJEaY9xg1VbCumjo3pFFGQHtmeho2DG/nCXV9g70R4v4tG3vTYFPX8WSmU01yGyvgMSkKrdqn0dsKq6gwEtipBrD3GE7LGrlyOd629gKNcF0eoAYXxbeY1UfVdN+gTLFRwmYgo0qFliVkU+Ajh6vu6K6c81a70SM4u3H3wbj53x+di19Hsy5LglWr0f+N76pI0s31JQ4wFUkpWSMHytuX1/aMIB7vc+Hn4+gXwjYv4wNAnAag5hcg194JBMVLU5SiW5rxGrRSJ82RKd8d8vbHjaDbICs/VxPJPUzjqc2qpUYyDIkEQzKYhAo+xSSeX04pxUd/X8XOSZn9y9ayGpLRTBbp6ExMgoJyzsKouJddnUvgsa+/lg887KWyvtPAjz8xMFGO1vgm+UwWXxqvjdessJmTEOMO84IGBB4Lf5zfn458OAiUr5UWw4/V/wf6Pfiz4u1xr1YMVnx49OiIanFip8oUT3wzA9tHtTbfyq22/okPkgrZVVYPnjL2Ow+q2vphabTrTsaqKwo++sE3wnSprPTuPsUxkZ/AeVR6+9gpMepV4Vgr9woWIf1g1itGrrmLgS1+i/wsXh6+kyL48CfnIe9HxkttoXnAj3BOQSNemgu/UMbbiMTYv0ca2BejwfSbTsj00UowbZqWgIQk3xUoAvOmsFNLGxwum2Eerg8FHrfQhd+y/g1df+Wq+dv/XeM6PnxP0QcmgzXoKnFCM5xh8B2oIFwwAZlASWg24VHo7YVXIW+0gbW2l8MCyGdbxBssd9dzYQnuQzX2uibGrFWMR+FLDNvkoK0V8sDATj3E4mDfEOCeNTaOeCH3g+g/w3w/+d0IkCa0UB35wCwPf/D7DW1qbTreFCKjpsT3HhvEJmNmZSPBdZQycIvzFj/nKkg8BUHriX4Ub0wV00K1p5DFW6dpIV5U16tNqtjDgShuURVTvpMfYtmyEFKrynRDhsSJ0gQ+wpB32pw3360XIvt5tRT2jNcfGrrggJSVLctrqlbz2nPWRNe3QShEJ8IwS48AWlBzUShnMYsiMGGd4POHr938dUNPkZjSdIY7QYwzRDtQbHa1b152arFuWilhWComN4JpXXsMLVp7Lu4ZHOG/JibQ77dxx4I6mm5FS0mY5OCiFszLLiliJrbLLcViTmDIrOkXanXYGS4PBS82oIjk/Enw4y6wUnn4BB+naKqoTtyQcrI1Fgu+UYry5f4JP/XITP75LTY+aSUtZVoSktnsPxdEpkDKmHHlC0BYZiOS80N8cTZ82nWKspnRN8J1O12aFVorWC3x4TRRjQacvmUwlnGmK8eysFGr9uMe4uWIcHtuUO4El1Yu7lXRtP370x7G/Hx1+VP+WbsEJ9jTH4Lv9k/tjfys9UYbnYwYloVVzLKVaWhU6pE8RF1kdg8o4CJthnfd1iS70YAsL31dE93W/91gyPAIoK4V5ngxJMT+lrnwXt7XMzkrhar+TIcYqEDB+r+yb3AfAVG0q8s3QSuEOq/7twJ1LOPiD3zXZm5m6F3rTkvZcO5O1eP9oitsEg1DLgeMu5OHiuaoduUiGksBKAUirzgpiLFyBZzwygBiarHL9o+HsRB0xbsVKYWafhBv5KCT3forHGMKBgZllyRH6wAp+Pkx3mJauDQnCeIzDz5wVqm+uORa2HmCVLUlHrpPAxrLlAD/6jwMUxgmWCVvnCo8F3+mCKSnPrrDrrRSLGRkxXuTYOLiRHz3yI37y6E9azm270BgoDfDA4ANcdORFPKHvCTwy/MjhbtKihNQdRo74i7m6u956Iida6zhkJNLcYGXHSj59ylt5WqlMzrI5e9XZ3Hngzobb8KVPyS1xfvs6BJC3cumlg2eIUbfEI/kcT+g9oe6zZW3LggGUiATf5bRirIIPW8tj3LAktPmePpS/+L3PzspQpMCHw6lre+gfr3DZzdu5cXM/q3tMZgGB1IrfxO9+xxO/9ms+/l0vfIlKiSfgzb8JX6qOm6h8N11J5FijtZXCU0QieMFLEfM1N0UTjzEoxbiMN83LfHrFWH0qU60UalOGGE+Trk0KlaklCB4qYaPI33RWCs/3uGnPTbzwmBdy3atVNosgk0si+C48Ohn5GTOdNt1XFNfvvp6LfnQR1+++Pljmq0NJsVK0GECos1B02mMcc/CPnCW2kh+8H/bdA/kOSiYLhD4e21LrCzxeekt4bTzPC2YOAsVYRCvfxYMz5UzStUXIlIdP3pdB8JrbZBtxZVdnaZHglcJ32eBPb5x2v7YQQRPac+1xwh1RWx3LibVV4IC0NZE2uYD9mGLsJweLSSuFLjoE8O7L7+aN374mWLXsNihW0bTQibaL2eE5qFFB6AFHWCRIBoNdgQitDOb+FgJGVTq1nF9gpDISHHX6ft3gmKyCjdPXR9+734UAqjkbu6r2W7FkrFCKf98uANbuEMGhpXmMGxZMgSD47rFipciC7xYxxqpjvPrKVwd/33PwHv7lz/6l6Xeu3Holnu/xomNf1JK3cT7ww4d/CMCrTngVt+27jW8+8E3KbjlMX5QBiKRrSyjGlYceql93YqpuWRKmalxAooTy4sVXkixvW85Dg/X7MJiqTSGRdOqXRc7OU/XSO/bRyijf2/Q93nr6W6e1CNw6vg0pBGcvPSW2fP+/fYJX7ZrkxlcMhp5I3ak6RjF2I4rxdCWhk4qPJkCde/fxgq33wLqQoPTv24u/KrRSfPJlp/HJl50W3/A/mw3Fz8FJu+HB8fC6uAieuCXcd84LFeVYwY0WrBTSV0n8R6v9um2mwIegpQIfQOhHTEevzlowMDUQS5/XUDFuuC/Z1M+cVIwbH78d8WRLyl6JAquoMTqtYvzg4IMMV4Y5b+15FG3VzwSZXBrONESCK2eJq3dcDcC+iX3BMnMEdVaKn/0NnPxiuKhxn20GEr508YVLUfps9o6id6kN5/07rD2b6p0q53kBQ3Z1Xl2RmCkxVcqEH+RHti1bZTbR1ov4tZipxzi0UuSRWLF4gHTECKwIFePy9v7kZpvv2QoV0zanLeanVVuN5yY3G7WEwKKoiXEbHiCEDPKEyxTF2GyrYBf00C60UkxUXI5b7WLmDKqx3MGNgjrjLTVwrZAYV/2J4Pd4f6aFD2mOX4TE+MQXwZHP5cpNI1TYESuQk+qDCzIYSaTr0/PSl2AVlJJecxyKJRd31Ke6FIrR0tqd6vkqRN19VgVb2BFVHQKhIpnlAyLBd5oY1xY3Mc4U40WMX2/7dezvn27+acLDWI8P3fAhPnzTh7lmxzVN15tPXLXtKk5ffjrnrj6XU5efiic9HhpqTMQer4h5jCPEY98/fbhuXb/Sosc44huMdckR32jyRRLFtoFJnvWf6j677ZFhACpVm7KKiomt2z/Vz3mXn8eX7/0y9w/cP23T/nPvteR9ySlLwmwMU3fdzfB3v8uTrzvI0ORAcAxrtw+x94YOHP1OiBLjRh7VhgUwNGE47itf5Z33/RTvql8EHx3344eDALrmSq6oj8YDxER4Hr3EO9BxiRONlq0UgMyxNLeWPSVlBwgVY2vaZz66v2bBdxuq6uVUN6Mzm6wUNLZSGI+xL1vISiG1Hi5qSHwclFI1nWJs/MTnrDonGIAnibFRx8L8xZENxAo+tK4Ybx3dCsDytuXBMi+otKiPc/UT4PRXg1eFjb+o20YdpPK5+sInL6FfLqWS64RTXgZL1lHV93deE+8Tf7Od82+douDGZxB9z9OpsbyEmm9pG1fcgy5mTIwVasKn6IfEOJ7HWLJjbEfw16QbtTxoapcYdBePWk1j6HNrWTrNtiK19dkgfCzMYDKqGAssWQisF66+1uEAIc1jHJaEVk2In6dCMSSx1WRRjVbuJf3clAohkY0T47iVwijG4VL9Hll1Olz0L/xq2V+B3xWJ2UixUkgAl5ydU+NfTyLyob0kp7N9jF8/iS+gYOWDbQQVOPWG1D3m6sqA4fGaey7VSiFq6pz7BWyRW/SKcUaMNa7ffT0/fuTH/PCRHwaqwOHGQ0MP0VPo4Z433BMsq0tsHsHrr3p98PuW0S2HsmkBxqvj7Bjbwfnrzwfg1OWnAvCGX71hQfZvcH///Zx22WlsG922oPudCQKPsVYWvNHRVBsFgFduNV1bo9y1Iakp2kVKXjox3j44yUD5IAAndvcA8N1PDfCaT/Tju/HO9S2/fUvwu/2/74GvX6j+feuFMLwjtm7Fq7C7OsJLJyZoj8wc7Hjd64Lfj//dFkaqQyA8nnfp9YzvyPO065QSV/JKINzIyy7tCBvlMdZtWBHmF7U61ZTf1uV+oNynKpnRF0qEcA9tOELtc8pcFzXMuf6UsG05P0nSZ2ClAPoKx7BzUhE+Q2AkIjUd1kBpIMUS4TXcl0CwTnsI67PGNFKMZxF8JwgVY9GCx9iQJa2e2ZoY1wc1xbFtdBvtTjt9bX1YwqJgF8J7XCtqyQFV/CjSAqCmH4BsG1H9Sy1S1tbcfcH91LYEXn4pHHVe3V5TobNS+EKqvkH/bVDR93deE4+TfvEIb/hNmXyClEnXC7yqVvTYTentFCsFtFpAJhzMV4RHp+9jSeMp9WOEMDpojtr/zABP6NxpK9/7dvJdLvlVvU12q1XmSPCdYzmx4ExTNS7t3hcCLNoolcc58KNb2f6jlSAltpWLeIzTrRThTFWoGEsJLiHZdxvepynXPeExruZCNb0qJyOrxWedbK0Ym9nAuoqgAoRsb81KYeWRul8XeT1wFHDTaToOpEtd03ykaqRM/FRf8upmZEQDxRhAWKa0NeSt9owYP1bwjmvfwT/f/M/8y83/wt/94e8Od3MA2DKyhSO7j8S2bF59grJU7B5PJ1JSSu4buC/4+5dbf5mYWpk79k/u55J7Lol1diZNmyngEM1N+Ottv25d7Zoj/vHGfwTgy/d+eUH2NxvErBRC8MiTz2XLhRfF1hk6SZ1Hb6oFK4WUddOjgZVChEvanDZc300nGxKsnBpsvfCodTFu4FfCP0Yro4FaBjprRaFL7Wj7DbDv3thmB0pKDT6lUg1emlN33R1b59V/cLl38BaE8MmXVdvW7FbKiVL/Ei/4OqQrxsZK4beF04G9L38BABOyGrwIpytCI2uRF6Y+BmsyHLC4BLPDanteGKRjvIyWSC/RHD8K9fnR7eeExUmCa1offLdnYg/nX3E+b7/67YntTGOl8H0cBJ++7dPcuCfi65ytYpzy+lAFEVr1GJuS0IBlMlhoxbjJ9HzNr/HzLT/njBVnBOe2YBdiirHASrm+ESvFDIPvhsvD3H3w7mAKOPry9/WmWh0ARaG+GhLjnJRIaeNGiHdV36+FxPHkI8+zb0mktsrUec2lSosnUqwUMPNiKhXLo1P6oWIc/b6UQXl5SJAk/bAIPdVitbcjLIlfa26bAZXv2QTf5axcfdaSIIDX/B1RMmWBc//nfoZ+cx+yZrFyGHIinJGZPo9xXDGWIuINjvapDfNjByvE/4oE39X80KscTc8oTKAgQs1QCYE0sRcRD73wOxitjEbet8ngO3VceTsfjPdFIbRB7O1bxmiXjbvPJV+TFJyQGAelt2OH6ZGz4hkuGlUSDNdX7S1YHRkxfiwiaig/XBivjnNf/32cs/IcAJ5/9PMBVYghDSa46sNP/jDnrDqH7WPbg4Ib84WLfnQRX773y1x818XBsoGy6gSjU4sfOfcjALz/+vcvSCCe67tsH9sOqLRjixUyUvkujWsc/YufM3KiUiarpfTrHEW0UAWYKeO4KoGU9VPNCZiclF3CQUb8AX4t7KB/u+O3ALx+hYryrp77dnjDT+FFnw+OLgqj3K92Xb5/204+9ctNMbUYYOuRBe7qVwTNStgWKl4Fk4+1EUxVqjqFwgTflcOXjd3Rhm9LrJpHRU9bOmlEJqKY1vaG0edjR69Ri03QkA6+64oI8bYv41WrGpDHlAMBYEXh2GCRY+l0bSkv7g/fqKw3t+2/LdJs4/tN359SzsDV1+lvrvmbeKUsfUyteYxpatswBT7ktB5jK7iHhSYJ0wXf+dLnrO+cRcktceGRFwbLi06RildBShOwVL/P8JlrFHzXeBD/tqvfxl/+6i+Dv6PEzFydeiJeP6WdCmnhyRpSSDVolnbs+HePq5vs7m3x2cKCVoxvf84L8K3QSgHhc6Mynth4KYOUujLnLaIiXDp9v6FCOFQJsxLFB+P6TOlpe6tYQNgS6TYj5ppMR9Iq1inGgefdkN3E3IAscsJdoae5WIsE5qZYKQwJDgsAhXYmSeidrz8+IrdSk3Oq1/Gs8BhM+XT11fisk23FC3wk87sLIRB+BzW/pixzjZ5dTU7NTKBVLOrmCCwK9Ix7MO7zV9f4FKwCwfOg+2bLI1imrBTpinFqqsVI9qSi1bXoM1dlxJh4x3DKslOYqk2ldszbRrfxzmvfyWBpsO6z+cZDQw/hSpdzVilibIoiRKN8o/jj3j8CcO6ac3njyW8Mls9XJouoUh3NWTxSHgGIFXB41Qmv4lvP/RYA28YOvbUhmtwfWp0aXHgEaXakpP97v6z7vHj88UhdKc4vl+PJ49O218wSkPAYQ3p9epWTUpeWtWxKg2Fn59fC5+KWvbcAcFGvCqSbLs+sSZ11aqXKJddt5cBl3wk+29m1gkpnD7m1a7lz4AYADhynfIaerrZUcktI4TZVQIUuVVpX+c74EiN2FKu9HWmrvMOTriIYzbYtXY/h730PgGVveTPl1Xrg50VeZsCqYYnbqZQT20+qPXJGKmK3E1o/7IhiHN2m67vcdfAu/UnyBSgbE2P98y2dJwbLwkwlDRTjZlkphB9UA4wvBxkU+JjeYxwocTo4x9ZlaBvdX+a+6sp18efH/3mwPOajF15QCjl5dOqX5kQwSRSllHUFcmLEeC6KsQCkQ02qQYqjFePo9P4dO9X75uoHDsa+axTjUs8SNRZxtS2lLm2fTd5TRMTZeQul7/0T7qN3MiPFWKuhnu9x9NYJnv8HgR1kpYgX+JishgVx6ggsIGrqM9HWhrBA1prs32SlsAW+3mbOyilPdsxy4KYOhoQQWLJINRc+K7Yf9pnple/qZ22ivl+fCo7II6Vd5zG+vD3PZbqaXKNjCWa6RNQ1HL6n43mMJQJLlYQOlqnf2h7Yhjc+jgAsqfhBMEucmmJRKcZGnLZ7eiK7Ce1uawZlPN+xHrgYHh+mfksoxqQrxkBstqLHWcXO8Z317VtEyIgxqm43wPue+D6ed/TzkMg6AlrxKrz4Zy/mut3XBerZocS3N34bgKN7jgagw1EqdjJ/o8GOsR2s71rPkd1H8ox1z+Cpa54KwC+2tBD80QKMb8wWdsTLFLYnqbKftFRVzdk5Nn8PwMGpg8EUfRR3H4xP0Tc6R4cbgWIMDF6Rfg/5Oe3xcmG02twKk+aVlQhktYo7OoFbtkCGxLihYqynBovCoToebsud1CqJlME936m9Z9XghZc+3T5SGcERFp1SIqTP2+79afDZV854BW6hyHE3hIOmSl5tp1Z0graKaRRjtfe0FxsUqpK27eH2RbEAtiTnQclX03iOnUZk1HGUd4Xq3Iq//3ukXjeqbrlC0FkGr1udE9tPFgtpnFc41tyAWIXHGvpj4y/l/ZP78aXPirYVSGScxCXIavnhhxn9+c9j+/qbrlO46bU3AUoF3TS4qbFi3MBKofbZrPKdGlx5qPutmcfYFPgwVdwCYtwgK4XJx/2jF/8ottxYKcIsJ2n3TZAJNiEYh3985KaP8KKfvSh2Xg9MhVU9TUBWlPDVeYxj221NMXY1W8khkcStFDW9h48975RY8b7OqhoI+E4BaYH0fDzfj6mnZtZhWVkHdT56Ddv/9Sdse/2bkQ2yujTDA3f8mvf8zOXEe5wwK0VCRJp0J+kuqOwD8QGOPhdGMW5rQ1gS6U5vpVDKt7o/zXmOblvU5WgWwf+27GFbX3gdbA9ykZLr9cF3idiARMpEnyqOKIC0Ex5jySd62vjssiaeaeBvJx/g77v6kBHF2PUjxJi4YqwGu0KVoEcghUtbRdL93v/Hnve8V63maWJcHdVHnRIXoIMvTVbDKDG2KXJgifp9rF0oj7Hpy7TNzY6epiYe43RrW6gYdzor6J/qp+bVFkRknA0yYkzoh1zevjxVXZNS8u7fvzv4+1Arkg8OPMgfdv2Bo3uOZk2nmsI1inEj0rdzfCfru8NKNcbO8PGbPz4vPl8zEj13zbmxc2PaY9pn0J5rZ2X7SjYPb57zvkGlR7rghxdw/hXnc3AqrpxsGdlC3srzz0/5Z2Dx5kiUwkNI0fShk5b61PFCNb4RksTYTLbteuc7efRlb+XRn62iNjTSVDEGwKphC4ccgtJAqALs+rkaMEZnC3L6ZVGdRjEerYzSY7chgGc/cnvss5FiF6XePqxcnnP6nglAx6SeStc+SZWTdjqPMaROhUqfow6CXZqiqs+NvaQHYUvyNSh5Knq7qcJnJ66SJnciIMZKr8+5IDWZt71wGlat3KQIRgRRjtbhqJdq1asEwUF+5Pk1U5CrOlcBoTpjJnqNdaOyZQvbXvJS9n7gg9peYO4PQXe+O9iesmPMXDFulDNZANLT5BZjWWlU+S5SEjpQjJtbKe7tv5dVHauCftGg6BQVMQZM0GbQptTuLz347mebf8aOsR0xYv6HXX8A4Ecv+hHXvFJl+4l+7ieyUkjPY+yXv8SbclvjxdKh6iu2kpMoxThKvPX2l+RzDG8O+9njhtS9IHMFsCSOb7K5JD3GNjVTre7p6r3gjlUaEpkGraQq4MqvvD9YEnqMfVwkH+xbxgNDDzFZnaQnr0hX/NlMEOP2tpatFI5tsWekxI6hKT73W/VOMcRYXfNoXxGedCEg56+OvQMdX83IqLLYFvXpEMNsMkI/B4G9QUp8KuSEKt1dnSZINO1Yqvf28+av5TjyQCSIj1C0iF8PGbQjqhgv1a+4qdtvp1Ce4Nj96v08WhltYqXwsSwLM4lsdal+QAiwZJF/eW14zxSciBqs7WO6RofOY+zWVdET+p5rZKUw92S7tQRPerzlt2/hmVc8c9qZ0cOBjBgTIcZt6cR409AmbtpzE6ctV/lOD2WhjanaFK+56jUA/PVpfx0sN4psIyvF3om9QQAcwBFdR/Cq418F1Fdqmg2MSryqfVXs3Jj2RBOCG5zed3pLab1awY17w2ChaDogUFH2azrXsKSwBGidGF+59Up+tvln89K+VnBQXI0UMpb3f/23LwNA5NTo2yiTjk9MmU+DjHTgBt4NVSavvyH42+0fCTzGqVYKCcKqUrCLgGR0e/11fHj4YQA+/8zPk9P7qhliINLJ01h1jG6dX/aIsdDf1/2CF7CnZxX9x5+OrFR4x4YPU3r03SzboQY7livJiUKQrq2plUL/X2elEJDTPrrPn/nn8MrX0PmkM7FsSd6FKU+pwamEzagkFXV8VqcueWr8dJFpXw9V7Y6C2o6TzEoxQyuFlHBi91MAOFgyeXJDxVhKyY5hdS47bUWgk4qcUYy3v+a1wVJ/dDRmuyg98CA/LSqladf4rogy7LfuMaaRlULonMzgCUWMGyvGNj6+VnnVy9GZRjE+MHmAIzqPqFveZrcFBT5UwFJ97uvAxt5C8F20jz84dRBb2Bzfe3yqWumZEDp9nJM338Kev3sfA7+L91NpUOQsR8VXJMmREqQTs1J4wiPvq8GNVwnP5ZN2qn7dyxXAUhaBqdokcY8xIC2q+qoVRyPvLpkevNoID1s+L/9jRHk1PFe6bKkMclVnB++77d+YdCfpKShiHL8/jcdY/bCKWjFuwUrxuievZ8PKbrqLucDbGvP3Ch87OoMRubxdtXM5tbIcv8fM7MhIOkQ7ZRDmI4gGzVqBCKE+reJYBRUk2ULpcoP7Bjfyhd4eztyijmn52FTgx/ciMwTxdG3KShHmMVaWvKXjup+q1XjODz7PP/30cnI1GcYd1IlhKse6LeygIGM0+E7IIv1LBBMrLYpVggwSQECMi5XIdlMU41atFF05ZRkzlrD6LDmHHxkxJiTGfW19AcGLJib/6aNqGvhjT/kYQBi0cggQDah54TEvDH4v2AVsYSdKbCp4vsdYdSzm8wV4xrpnANBf6q/7zkwxWhmlI9dBd6E71oap2hQFu5Dqc13ZvnLeTPY37g6Jcf9U/HgGSgOsaF9BV155u6atGY/qVD90w4f4yE0fmZf2TYff7fxdEM08ui0kn+1PfCKFk09izX98FggVY9ujhawicaUKBHJnInXZ4B7axhXpbKgY6zQ+UdxwssDpVC8GkyLwlOWnkNdkcjrFeLI2Safe5lCbUibWXnwxaz77GQRQaVeE03roQY4cCF/MludTtNvVNUwof6lNlyl5SJHkdPP2dPYh3vlehOOQt3yKnmB/ReXYbkZa/Yp6Ua3/xtd1w3RX6UWsFFJiSQJibPtgXv6GPLZmpTBR35Lzlr8av9rLBeuerw8lzHTxzZu2894f3QzAHzYpEhh7MQuVKaD80EP44+HgsHZAXX+BxPcl21/5Smof+wwn9J6g/flplolpslI0I/2+IreeTmvV+DxH0rWJ1hTjwfJgLNDXIFCMdboyO5avN2DEkZ/1xHg8ktIw2sePVcfozncjhAj6uSgpM/GqjnDwJyfZ9RaV1tCdqkX22QR+nrKnzpXJShEnxpKCthFEb/XT9qm+1XcKICSOp2wMydRlEitQjFf8+i5zUmhUObIR9vlxAm0Gn5702FkdAWC8NkH/5CiVSr3lJJDua2q/VltReYybKsYKZ65byimru+ltd+jUhC5QjJMp6mKV7wCZwxkcpWOFej/aHhSttmBgnWaliM3rJXKJ+6JCTlsppksrGMV7b/1XvrakJygjP9I5gaXvdzealSLwTkuECK0UvrE3CZdX3hgq2Cv2qNSsK0eUB/+D/j7uFWnt0sTYZKVwwsGTpQeklbygvSIp2mHwnZzSxDjqxBNuXeGlRsGYxt5knp0jCmfEPp9OADocyIgxCcU4V68YmzRVxy45FlvYh1QxNjaBa155TSzNkxAitUY8hAqpGaUbmBfIfBDjseoYPfke2pw2qn41uPkna5MNs3gsLS5lyp2al4HEw8MPc9aKs4B61bx/qp/lbctnRIwve/Cy4PeFmMr53iYVyHXa1NOxjNSSyyFsm2N+8hO6n/1sAKQOPnP85jmrIQwSMveJSHkJezd9k+JP3gpAee9dKdswClu8lOpoB7g6XZsh6D2FnkAxDlM0pZOnydok7XqqrW9qBNnVTfdznq0iqAX0H6dmX/Jf/QJLy+p6dRzhIoBlYpnydTb0ikaREnwnlDIMULWcoGm2LenyHMZc5RktRlISRc6I2kZZK8btahAjjeppXuJSYrJjkQ+JsV9npUghhbd9DX79j/Drf2Ti829m1xNOo6einuHuXB+TWz7Amo51ujWhIn5wrIyTK+n1EoqxVNffEhY73/Tm2O7cgwcCjuuNhW+3kzuO5b6B+/Ai3tuHJ/dx2tHr2Tq5h1S7gTk0EuQhWA5gkRPFIN9rw6wU2kohIbBSOEK9oGsbf6byY3/rhfCDN0BNtXuoPFQnAICaUZuoTYRWihgxNvuT4c8UxfhAZKYp2sePVEaCvjVdMVZY8dGv8fATzw6Wj919ALfUipciT02q6+oApkS0eb494asy8kh8P+Wa5AoI2yjGU9prbofHLh0qmpQu/18VRGvlbfNpa4qxlAwl8po7+m/X9xjQYsl4bZJtQ4M8uLuKlILRWD52TbT0SEK0G4/x9FYK6Xp4JVcfU4rHOGV2SboubeVJuiaGkNUqTpe6txw/kqc31UrhBbNw6jYJA2CVu14pxkgn9u6o6fPYNSXr+sOp2hQHdQanJz2i4xhyYEs9ENTBdzJSTMTYNyxhIyKKMcLjpIjImqup9+u//NDm97t+z1VynL/Ij9bH42iSLXWBFUOMgSD4rlSAYpVYujajGLdHixgKr05MEU0KfEQ9xtE+8ZvP+SZnrjgzZf3Di4wYE6ZA68x1BopxlBhvHtnMKza8AsdyyNv5Q6oYH5g6gCUslrUtq/us3WlPtVKYIK2odxBU5DbMTzCaeTkkz8+kO5lqowDoLaqX93C5OcGbDlWvyr7JfZy87GS1z8jxSCkDFckEfLRipbhpz03B74c6dYzru2wc3MhS7xkcVzsd4aiOad0ll9StK+1QMW7ZStHkMfbP/Gvanqr88eVSg+MUns6CILELHtccfzI1B0z/NlYdI2flaHPasEVrKpNSjAvUShZn73kYMR4OVgSC8b415I87FoYH6dWkMNelzssylqj82MJNnRIPtmNeWinBHkbNqulKTwiBZUObF56rtlz6fQvgTujAsaWahJlAvUigUCCMBIqxjCXnrw8IQhG8X/493P41uOvb7Pqqug+PGttfJ8yGHuPwpWw76rnryumpahlX5ISw8LT31F6m+hD3YDgwntoUljJ+ettpjFZG+epD3+eGtiL7q2O88uFLAbhj8MGGinEY4NagwAeQE+2xICa/UmHyllviK+s8xup7iXRt22+C/odg4iBs+gUMb8fzPcar44FlKoqeQk/wvIhEVop6r3TaiYZ79odEItrH7xnfw+qO1cGxQDIrhdpe2+0b69pVG29OjJ1KmeP3hu8aJ5IH2uzDE15EMRaMt8cJicwVsbRiPFWbpK7Qi5+jpK/F1KkqmDu3tC2Yxk8+Pw8PPZxqvxuvxdfLaYLlSo/SQ7t48288kBKRG6RotysLRySLi+mv/LIFQnuMLRnPF56Evve2vevfeOTfbqEyJBEyTsBMYFmcGAsOfOrT/O3F/5ePXPYBAKwOY6VQM7BCKDU9XTGOerRFLA2jT5WcKCITivEEPmdu9vnGxR4T98cLbJkaAyKSltKSYOmCNq5J1ybtyPNuZgSVm1vPrSCFx0BK4ovO0bhgd/v+MLbD5IB2LCew0ESJsSPVu3Mip9LZmSBTKYEp9SwsG4mo+6LeY2wGE6mzPcIPAh6llJy3VqWSNckFFhvmRIyFEEuEED8SQjwkhNgkhHiKEGKpEOJqIcSj+mfzEM1FgCl3Sr30LTvwGBsCOlgaZKg8xHFLjgPUDXOoFePlxeWpKktHriOV5DbKDBGo37UWyws3wXh1nO58d935maxN1gXeGRhiPFfiuXtiN770OXGpSjUVtXJM1iYpuSX62voCxbgVYhzt+Kv+obueoGYcJmoTtPsbVD5OrZjk1q6tX1lP2RelPe2AwihKgbqRso7fexJtRz8TgJJXrvvcTPkbxVj6gqrViWupmU8pJaVaKbjGTpDiyczHpXuMJ2uTdFg53FI9ebKE6nC7nnUB1uAApwyqGZlcl9pmr1yiZk5ayEqRphhLJIWIYmwgbMnySFqidqeNwf/+FhM33EgS7ugU2DZ2r7qHjfdbuOG+zMyyKKoOP10xTnax+jyd/4/U/s/twUvKFTYy8nEoaCYKfFhTdOW7EKh9NvIYAxzzM2UB8yvlYNcD3w+tWme0Hw/Alx/+Hv931QoueuRrwWcFO01Nj0BbKaSUDH3ve1R374l9nLfCPsG2bAa+/GV2/tX/YerOO8NNYGmPsQwVY0OMhYQNz4bz/1G33QtmgswAOIqeQg/j1XFcz0MpftEBVRo5rX9a/veBXcHvJoPL8GSV7aN78KpL+NX9+/j1A/uxhUMtxWOchrFHmxPjJ/7PF/jkT++lW2eAMXmMIbRr+PgUfKUYS0/g2RYb10WOLp/HsiS2D5PuVOy5UdkccpRMcQ1j26n5NCqp/sr/fSUX/SheeAhgSg82J5fovkA/C570ecqXN/GcuyS9Ov26LYpA0oPrA4LycI7CEX1YeaV0B4VJmqCyVV2brT+opQd5xQZqqp0jV1wR24bdoRVjD/I6/iG1wEci44rECkiq+rQSZqWIDEzH8Tl5p1pv4pF4NiZj/zttKiTSjhdRjANi7AQKtmmXCQD0gk7BZbIIdDSvt1D3HjSKsSHnxkqBwJFKABi3JZaPUoP1QAxfsqeniOODO1ENrCtOXVYKO9ZuA6VLeJEUefCFZ32BH77oh6m2qMWAuSrGFwO/llKeCDwB2AR8ELhWSrkBuFb/vagxWZsMCF8y+G7ziIqAPa5XEeO8nT+kRKq/1E9fe1/qZ135rlTSZ4hiXWaIFPV7tqh4FQpOoe78lGqlplYKmLtibPImn7j0RIp2MTY4MGp5T6GHzlwnAjGtlUJKyUBpgL42dZ5nEkAxGxh7TF4uA2To8crn61e2FCPttNoYLDdPZZMWfEeboOs5z+G4668DwC9N0Wbug0YDOuGFJYh9cGlH2roTdl3KXpmifpHYLVgpLr1+CwOTY+wfrOFVtQL+n18MdycEvgS7RxGcZ++8A7+jE8PFemUXY9UxhF2a1kohqPf5RYlxzXL0S00gbEmHF4m8Lnkc/Pd/Z9df/3Xky+o4KruHyR9xBEIPVIySHyrGYRClyEcV4ygRSlGMI5+XN4YK42dvvISeh8PKlaGNSgRWB0Ugy3TluoLpZDOVK/VUe3T2QBS06lOtKoKUEHLaKvE4higm3CnqlVYif6vgu+rmzRz4139j/0c/Emt3ToR9kSMcKg+rQj/Vnbsim7GQmljUp2vT+zQWFt+LWXqSMCryWG0sxWNsWt3ISqEHe1Z4goz48V+/28x4ZZIbHxnnb753F3/zvbtwPcGe4bAAj5dIe7HsbW/jqMu/D8DQAzTFkl0qjVpB38IOIBPE2BNSWSn0wNV1bGp22H4vl8cSapZpqjZJtAKiEIDvUDbqvVb/FBmtL8hw7Y5rG7a1oq1VE0tUfEDgMa6G6vo5rhrs234v9eWWJQKBX7Wwu9U7w5pOMUYydTDRT8p0YlxnpajF+wVDjG1PF+/Q6nxdWedI2kM1ayOI5kyW1BQplHbMSjGOp2IOADdxTxhx6At7wtkbxyfwGBtiLKUd2jYSVopgi8Ij74LVUy8bf+bpn+E79pFAMrMW1HmMcyGxtWSRzlwn447KbmKsFL7OINKvbSjeZFWfF5d8MvhOxJX8GKLEGJWL2ghdixGzJsZCiG7g6cA3AKSUVSnlCPASwBg4LwNeOrcmHnpMuVMBiTTk0qisJofl2g71wOetQ2ulmKhOBMpnEg2JsVZvTa5jA5ONoFEmizQMlAbYOLixLlVY1atSsAv1VoomirFJ2dOK57cZbt13K21OGxt6N9Cei9tJjLLTlmvDEhad+c5pFePJ2iRlrxxMjx5qYmzUAlv2IFAvNwCRT7cJCEvSKYqx0qrpSFGMPYmzfDlOnyL93sAgRTNzkHLfmgAPY6WQvsC1cnTbuhNzXUZKk+REgb0jJcan9PRuA19iuebxyV9uoipLjE14+FV1rH3rQ3VcQEBWDfylyzDvtR5f3f924WDTrBQgEAmfH4AUkqJeVLVDj7Fly1hWCTHQeOBRPThG4eSTwgWWrV5XkeA7S4/3rB51fm1fBNYAZfptHnzn9sev7xmf+8eYMqVe3FZcMdZTmEbRqkWi2RE+tlag7WXLgoGXrFTVVKwb7+79iXE+9bRP8fYT/yJY9vuT3wXAuDvV0Eph9mUJm8rWbepYhkdiHycVY09baWQtOjhzdB5jwKphCRtb6MAqbZMhyCXrBVYJ069EYWxko5XRlMp3InEY8XvPIFpwwfTxU9Uawqrx2nOO5dfveRr/+eongLSoRO655MTxsje/CWsaNS8JR2+k2G/xi//+GSuHZWilsLSVAmXfcW0bN3J4MpfHFkoxnnIn6+47KfPUhPIE53aq95nv+gEBN/vxpc9/3f1fDdsoJ9V9WNFWDhMqISfC/viFK86jNnYKxcpZKVkblEpdnbSxOwogxPQeYynZfVN80tlU7DMDBzXOSVgphKDtzLh31e4MPcZdxnYoHWp1QlcyR3eiJDQq60nSSjGKHxLjxF0xXB7GETZdkcfV8cDRVoqgwId0IlaKqPCh07UJAWhivGQJSVy09Cm0fWYb5zzipwhi6cF3Bqs6VlG1wPLVbBqAr4ux9HeGxNgUVKlL12ayUjSwUkQV48WOuSjGxwD9wH8LIe4WQnxdCNEBrJRS7gPQP1fMQzsPKaZqU4HtIKmIGoLYU1Sd8aG2UjQLZuvKd6WSzCBlWoKgWsKiaBdbVox3ju3k/CvO59VXvpoX/iyuJJXdMgW7UBec2Mxj3JlXysJc8wpfufVKlrctxxJWnZ0kIMa2ald3vnva/ZlgxFUdKhfsTCKLZwOzP1v2YEFgpbAK6dPVwkIR45RiJlEYZSFQF30JVaXECh3BPH7NNRTsIkJKyskXQK1E355r6BND5KvjyAMPgRS4wmaZjjj++R07ueah3ewYrPHUT/+Of/lfVQFsrKK3lQhiMp2mED7POX5NoDh0LgkHe0LUd46ydxnG9bBUhlPlfor6IH2ffR/7Z9ZvewAaKMZHHZC4y/qY0oNDhFKM/WqNF634OKU9r8U9cCC2zeDbEqoHRmMJ8AE8m1jwnT2mp6c3qPRDticTJDYt168mOBWXg//5n3XHFnw18ltUrRKWq/yRpKhmSPJVte6yN70pJMZVfa0Sp9LTmSvecfJfcZYOklrmtONISblJH2eIiIVF/xe+AEBl0ybc/lANCxRjKdT07VRJtyV6rVRWCjU4q5Gz8uFxmZNgFGPpB31fmsfYLFN5XKfJStEg+C5NMfakC0JyxJIlnLiqm/VLO1KyRghO3KW2nT/qKOzubkRbY/96FEI/CEYxbt+snruzHw2JsY8kZzzGvrJSPHFzZGrfyWFbEseTuiRwePxCrQBAZxlEzQVLIl0fIeMZNn7w8A/YMqq8sXUBjlLy/CtVeypF1W852mNsDYTZc85oP57ynjfgyCVKMY6RJMnKYYlXthm/TaWAFLbyrTbLte+0xQfhbboiZ1wxdsPBgN5W6e67Y9+ztcfY2vN8OnT8jcohnbjXkx5jrJjvVxFjp05tHscPrqObUKuHK8MsyXfHZm1sHxzUOzJqpTB9SLR/F1IY1xUIlY892T8BTN56K37F56U3+/UFnXQe47SsFAAblmzAs9TAQc0ySnz9rjrYoQn8pD6utAIfDeJP1OXwyAWK8eJnxnMhxg5wFvBlKeWZwCQzsE0IId4qhLhDCHFHf6RDPRyo+lVdGzwkxqYa3mh1VCmROXUD5+38YSPGSwpLGCoP1XUigZUihaC259pbJsYv+OkLgt9HK6NBUCKEirFpmyGf+8dHuWdHibdcdjtvuex23nfFvZS1KmfO2VyC/ypeBV/6PGnVkwDlo456jM2xGXW8K9/FWKW5Qm2sHSva1ZhtIawUPYUeLHKAZEoX0UizUghACEk7ebaMbmHPxJ66dULoF5N5jCt6urRXvdSKJ5+MKBQQlk2nLxlN3gf3Xs6Zf3wHx9s7aB/djtx0FQA1y2aFVgN2Du0FUWPdkh7+/RWn8fQNy7GkZKqWPpiQSISl1LYOKx90rCIyCAiqWEU6SGtoMFCMV1mrg+Vjbn0QUPmBBxj5wQ8477ofKsU4hRi3VcDv6QUh+OxvH+YTV21SxQSqLmsKp+GOPQHvQFgoRpbCczO+W91LY1deFW5UCDyLkBgDVkW5Ju0uoxjLhOLbWDHe/90b8UcVobDy6rqVe5enqCmJ4EJRa0qMC5o0qMAmC3I5ZFUVC/F0mqzl73wnAINfvVT7BQWX7O/nF8e8AQG0+ZJybHYh3ijTHguL6pYwyOjRpz2dLS94IX2lEfKizZwlvLGxwDYiK5HtamLm+a5SlIQTnC/PqLrm/PkhMe7MdzI6VeO+3SPBv2pV9X2DpQGSQZv1FDihGGtm4Fv1irEhLMZKpGDHXv4+sHZQnaPq9u0AOH2hdzIYmDSBIVRaMOfknTIgbJ7wyUtA+khP4No2O6JuOyFwdIGPSR18F1eM1bko6GbYBZCuX+dlNlVKX3bcy1LFghGd0rvcqYPY9G3Rfs/28FyU1XNkWQISFfykkEFhivyaZYBSjJH1tocQkkK3usdzveoa5Nw4MZba2hMdDG39mWrjIyeeEywLFGOpLB3KZpJLUYzD86dmbeLPoI+rFOVE3zMuPTp1N1Jz48czVB5iaWFJIIqA9hgnFOOolcL8VPmZReBll75LsQZ2RDGu6IIcZnDqOSJupQjOkR2kk44qxhJ46YaX4tm6MqCeMQysFHoGpDZV1Z7hlOC7FGtOgMeRYrwb2C2lvFX//SMUUT4ghFgNoH8eTPuylPJSKeXZUsqz+/rSPbULBdcLc/JZwoops6OVUbrz3cF09aHOStGMGK/rWsdkbbIujVcjjzEoop+W+ziJKNn+5HmfBOCBwdAgV/Er5O08vQU1rTVSGcHzJVO1SYbGBftGyzx8YJwf37WbbQOTwb5tYc9JMTaq6el9pwP1mTlMUn9DjLvz3dNaN0yHkV62dP7RP9VPX1sfErCExNe+W5GqGFtgQZ9Ox/Xrbb9uuN06j3FZvaztpeq7xZNPUvlsLZsjXJddlUQQpLYL3SePorb8dOSbfgeAazks1c/DRGUfwqqxtqeHV5+znuNXdmGDKj2rjkI3JtLbWZpMWE6YmilGjFVH3P3c54bf8bxAHLSqVW5//Z2U9ryGC5f9Q91xV7ep6XtpWQhSiLGAnA/FtgInrOxia/8kv3rwAJYd9zO6B0LS7Zu0UspECMAynY82aKINRILvRBmmimBpS4wtifgDUYpxsriFPk9Tm8N9b3h5P7s7+5hcvT52jszBxImxR87O1RFjtT9JLiDGqi+wcjnlMSacqSieekpwHisPPQTCokNKjs4vASRF6avZhQZWCuMvby/VPzfVLVt4353fJ6etFAKL0f/93/DwI1YKERQ3cIPp/2A61pyEoA1eIEgU7AJv+fbtvPiLNwX/3vINFcC5e2J3SlYKvYkGStXUfRvZf2dPrIhDReeVdWW8fzGZQpJ5hsf0OGDZW1VqxOhskF9qLEyYLAVFfd2E/tqqYRn0277wlWKsg+9cx+b9b7b555et5tNv7NGDacj5gpI7FfMYIwT4Ob0PtcguoFJ2JawUA6UBjuo+iu58d0qfKNm3VDB8bB9ekGtd32ujofDhl9V5swRaUY1bKTr0q3PNO1+u1stpEjjZQDyRylrmLF3CsvPV85HX+41bKaKZOCSVYdXGbceeEWwq8Bj7XuTWduqFrmQe40TwXVQxriUU43Z9fG6izPWWkS2saV8RszPZniKTUloRxdgO08eZ4GpLVb7Tdwhtbo2cB87qVcG2RotKAXcHBvQ5Squ3IHXwnf4zYaU4c8WZeJbJx66/oYnxgM47X5k0M4Vevce4SYGPqML8GODFsyfGUsr9wC4hxAl60QXARuAXwBv1sjcCP59TCxcAU7UK0rfZN1pi32iJnvySINBjtDIam7o7lFYKKWVTYnxktzLVm5F90P4m1efanLaWFGMz3f/BJ32Qpx/xdECl7TEwinE0BZvn+2BVOX3NSq5619P4yAtUOjVPd/ZCiEDlNhguD3PBDy/gtMtO4/sPfb9heypehanaFEM6xdiyoko91ZnvjBFfM11kFJ1GdpMozPkw6ewONTEOAv2k9tf60H76CUFgVxLCkqwrrsQWdnO1XSaJsfrb0SnGrI5OvIkJEDZrXJf9teR50VOOOFj5Lvx2FepesXO0a8XArY2BVQ2IAUgcKZuna9NezbywU20jlhBIqbJyjP/3DwHwV61G5DSJrpTJWTncsTNYlj+ybvOl+1Q1xXJbJ8j6vOISie1BoS3Pb977dK7/h/PVdnX5Wal9wt7BcMyeRl66LrwgdqaUYhwG3wlXUs6DozNWKKIQDcBTL6LNFz2bga98NbZtU0Ck59xjEPgcaO8lNzkee2mYdFLRHKoIY6VIyeWKT0HPGog2xdREoYCvFUuj/tjd4RTs5B9vJlRP1XR9UUrtR08PvjPlinuG1Dnre897Yp9v71lNm6WzeYga5U2bgrR3MfU0SLtVA7RiHFgpAmO4PmFe4CXP23kGJ6ucc1Qv33jj2bz5vKORXjvduR52ju/UinFKHmONMenGrBQ73vY+hh/toL0cnktzT5k0WuH9r9odI8YIHE0mel78omD5qlcoj7o/1ViY8PRzsV7firZ+rJaNhf1UQIylmtr2bBuE4P4j82w5Ul9nS5LzhfYYpyvGRX3qnaLKNCB0rIMhd8OVYZYUluBYTl2fWJE+tiuxikV8U7beXKKBUYa0muyXyuSp8ZzqtXTLEmJ4M9zx31AeBSRdJXMPdoAQWDltLZqYoBGkL7A62rB0AKw518niNmmpHfetPz743ent1O3WKQKBhh7jaEBzJF2bGjcrYpz0UI/hk9cDHC+iGFe9KrvGd3HKkg141Yhi7IMl8nqgVe8xDqwUWAgZFpLpLuny4WvCsug7lqq+e/DLXwGgoyRjpN33fRASRzjqtWGJWJ0EKRVXWCYtHF8LZVIGRH4iX2SqoBVjCTPLSiFjWSkeC5LxXLNS/C3wPSHEfcAZwCeBTwMXCSEeBS7Sfy9a/P7hg9yze4A7to/xlE/9jqd86ncMjzvBdPvdB++OpQc6lFaKilfBk15TxRhQnb+G50uuuHMLSIfnX/xHLvrcdbzua7dQ0VO+rRLjuw8qP9bpy0+np9BDd75blYtFPSQVTynGnblOHMthqDxEyS0jhCRnFeEX7+IpV7+EX+Y/xLE/fi58+Ty4/eus7lgdbAfg+w99P8jS8MlbPxk2wPdg9x2w/SbYfhNv+9/X8uT/eTL39t8DhKnf+tr6YpXvzLEZC8zS4tJp08MFxDi/MMT4YOkgfe19qoOQKkm/yDUIKhPKYyw9r2F6PgOjYgTBdxWjGC9ldKrGzpqDLJW46cG9LPc8BhoFYWpPojcyAsBYoYM2/RKq1sYQohYqZqAU42A+Lk6ejHoDihj7nlb9cvGpbd8EE61czWfOei2Tf//RwEqR27cnLF6SaKo7PMzw91SxFNutpSrGvs7pGo26FjqPMYClyW1l06bwXAbEWKbbPxB4NohoaikXqg44WnkxRMGXviaxHjYWtV276P/852PnyelW92tx3TIEkv3tS2nr3xe8M4ISzgmfphA18na+QcqqiJVCe1xFsYicKqlMIGaQ0haSvNrevUzdfa/elyL2BSmpeNUYeYzCTI+f9juVRaP7Bc/nxE0bOeHuuxDFIq7l0GWHalZt+w7yRx2lSHrUShEoTK4OmLOVT1EKTCmHaPCdsRbkrByuJ1m7pI0LTlrJqWtV/7ymYz3X7rwaKz+Sms1EIvnZ5p/xZ+xkC5GqaRpLx0NPplHbXNRPE8MgUNPd0WviCYJKi9F7xtb5rRsRY1mt0jGwX+9btcPW1ygo1gH4eKzfDVL6SB9FjEEPAFTpYqG9oQ8Pb0zxGBtirPehL39OH4K5hyark3TmO7Gt+lLHo3jka2AVi0h9X1i+pG9EsuLu3QzoV6RfrvBkaxPvK13MKjGCPfAAXPkeuP9HSGRAzq1iARDY0xJjlf1F5HIIR8/aJtodPGsptqXRpasZae/Rx23SKvqRKug5qn5CWY14jNXgNCzwofanC8ikKMambV5kZiqorFvoxa+FlGv52EqW8xQ10DJWCt8JZgINwbRN5TvdJ7TrWZfcijB86741kUBhoLMUj52Jzi5KH4SdTv0udAv6FOiUcXowXbaLjLeBO1XVMQGybjbMvIfS36fKSmFmCxc75kSMpZT3aDvE6VLKl0oph6WUg1LKC6SUG/TPuSWxPcQ4OFYG4XFc3xI+/fLTOGl1N7K2lN0Tu7l6x9UcmDoQeGVBKcaV5IM0T2iUj9jgiM4jsITFjrEdwbLxco1dI8NYssCGlZ205W3+uGWQg2OqjY2KgiRhyOoRXUcAimAa1dyVLr70KdpFhBD0FnoZLg8H7c1bbfDAT3DcSXbL5VQ618LITnjkt5zedzq37b+NXWO7mKxN8uV7v5zegIeuhK9fAN96Pv3feSF3jqo0Rv9++/8DQmK8on0FQ+Wh4KFPWimWty1nqDxUl1UjCvMdQ4wPZfCdL30GpgYCP7MQako7StpiEOik97WgmldjhMo8EHqMe3r49K8f4lPb1PJLvv4blnseo145PqgLWJjqtAJinO+g3VHtq9UmwKrRZoeKsT2tYqw9gcJC+gKRzyeqOMY7x9+tfyJyyZIgXVtx2yMNO09TvAKgUCnV+fxMGx0/TowtoRRjAKtaoacyQeWBB1SREeKKcWD/yEesLkLgWxIR8RgLTxHjnLBByGBqOVBMhM+RO9IHpcUjlX2s9wJlaxgudpGbmohlvVCNCdXJIBrcyodFDqJWCiT5qvq+1a6InNPXh9vfr7Kh6JecKBY59te/QrS1Mfy977HjLe9QVoJqDaSs9xgnFJ6aLtqQr7hYHR3k161TA4+2NqxikYJXpcsJiXF1xw7yRx6JyOcTwXeRYzC2E6GWu8YfEAm+M/duzsrh+RLHNtlY1HEdv+QUxnT6RlPdMH4u4eodVwOwSw/eogGDnVPhC73iao+xn6YYx60UPmEJ8ug9I4qaGDewCQx89dLgdzMFLzdpP7ALUzrG48kPVXnBT/KM3vSQymNsgqYsV9tP0PcfbB59BGG55KywHYFibKwUCWJsnp+J2kQgfEhkjPxPSp0JoVBUpYlRnvpX3aDu9fX6NPplpRgD7PZXMn7En6kPPFUe21SktHRZ58BK0YgY61y6ViEfEGMT9NcwXZu+XzsvuAAh4N9f+RGOvfq34Kh7yfFNURkCxTiZZjEWGxApCS1Rymta8J1SjPXhRvqJgfG9ACwf3hWkrwRYMrmMvOjSwZzmBohkpUirfCcEBT2wdzq6gjiVyVwbyyJpJy0/fn4MMbYtG+kRnEu1yUjfrCuvmrKehhiX7CLjRXAna4HlyEkMPs2gNvV9qhXjp+++h/b9zeJmFgeyyncAwmNdbxevedJ6juhtw/HWsHt8N/92y78B8A/nhD7HvHXoFOMoMZZScs3GA/zkrt3Bv/t2j7OmYw27xkIFVkWqV2nPFbnk9U/kTX92NACutjN05bsCgtsMw+VhLGEFOUKD1HATB6nsU4pSXntSe4spxFj6DK57Nm+tvY/Nz7oUlh4NyCC6+fk/fT6/3PZLAD5y7kc4d/W5nNB7QtiA0oj6+YpvcMV5kbyyGv+fvf8Os+Qoz//hT3U6ceLubM4rrdIqooRQAARCEiBEzjbGgAGThAgiGIMB22AZMJgMxuSMiSJYJAUEKKCIAtJKm9PkmZM61ftHhe4+58zu6vtiW78L6rp2Z+acDtXV3VV33XU/92OOs6S6BIm0VmZfu1FpC8/652s44q0/5IqbVGdw9c6rF7xWY8X3v8EYT7WniGWsNMY6GF6mLGjVBo7aJop7Ag27i2WM9WssTKpP32e2HcFSFcS2ig6LNeCaaPWzKFMDgQEJM6UaFb1cGkdzkGOMQTGjPXZtduDASil8oTvhUpetj5ZS5HZT1+ELOlU/S79ML2lp2Dfh+wSdVl8f41RLKYSXb2MnA8ZRyKU3KhlPom3G0lamMc7kH8V6J06OMZYSLDBW98xYNSV2qVbywo/cWTiGueBw7wyV44+3cppQa7pF2O66bqcn+r7kljLJQcG1IyXQkyOjMfaXLSPS7huWMa5WCdatw1+ZLcVO/aHGxA+uBw4upTBgIGiFlDdvLnwnKhVKScSAq5w6/EgS799PsGa1Bsa9UgoFMvMOHo7Jh5cxxmli73PgBkRJiq+9fE1bPXvTi6lqy8qHj2YWdPZ0ZH1sVb8zM9/8pv2+3sqeo27GuACMyelAUa4UFvCVc5Kh4MCMceeeTKpWDVEOFe3sgZ+d0WTFuAbx0/M2+E5deKRZdrXKVJcZUPFFThOdFqUUZgJqtbpaojIXzlEP6lYLmn+2mqQKGJfLpBo1OCns1AlaP/wEB+lJ0nbHPjWp9ImtJEHiEFt/cVHyC1KK5ABSinDewx0ZQuj7HdiMexnrrwJd83ZtktLGjQgBjXLdTt4QElcmuRUZtU/BmaLHlUJYMGgkFUpKUZyUzyMp6+tLchn/pu76LgCj132sIKVw01RpsXFJ9WQirzHutmsz2cBLWqbhVqqIsk7l7JcZe+0lqk9xBV5CwcbSBvIJV5EVXhH6mTfcgGSRxKoGGhh33DLNsiBtx7YtuhljFajYa5+JlV54XHb9Fzjnn17JQ738yQNjs/RrOgNHQBBvQCKZbE/yupNfx8bhjXb7/wkpxXw4T5zGGTD2avxh3zwv+twNvPZrt9h/z/3Ub1g7uNaml4TcMpKuv6c7j0gP4Mtqy9jT2HNAOxxQUbPDpWG7HDIYDDLbmYYPHEfn0yoLUukX7+Fp//hFiIfY1djFU753EYDWdqmsW26aEOdARj4g8B+u+wdW1Fbw9E1PZ1FlUZENNQPN2kdwn4hZX13GV3Zm6WuNftowr8ZfeveM0s0+//TDOWxJnR071L36t5v+bcFrNYOeqVvBC/aPXOwyWnXMiA00Y7ywP69wJMTxQRnjtNBxYns34bpEcUqi3SlWz+xjTAfmbZ3bmjuCrpG2FYu2K4nOntoiq+eLkwbCiayGWyBx6ccYZ8+XsMDYUWxPl/uGWo6WXZ8JEJAEDiKOF5ShpQ0FMrwVywnClpJS9PEx7pVSaB9jQEQhS5JpdRz9eKatDLykxmc6tywuEaQq6jA7ZgyRZoyFtssCBYxN8N1CJdw7Q+nIIy3wi7Sm24mKfUveGkwiyfxDi44CAK5IGN55kzrO586Hf1qDu+NKkqlJ1eZ6kHP0YCrc4jMYTzWsxriddDLE2c0Yaz1k0A5x6vXCd06pRCmJcFD3fJGOu/WWL1fAOO8+YFnvRDHGQuVVFNLNgu+6GGNHOFoDK/Eck4RBBxW6VX76tGuYu/OfWVbKtKUGijRD5ckNmffw/n/7oN2uHCZIDSJNH5/KIjAWQvRqjEXGhOadZpyS1lwuAIwrJ56kzuV4VDpYttGUqfGdul76PS/7pKkgcY3NlpJSIByEIwnSDHQFTsX+LjX4y4Lv1HaerrMBmPPRPAP+gGUC8xOyllTA2K1USXV/46SJBcm3rhdIVyLb7SxMTDoZuJaSx6ZXUws7CEcifNWejmcY44UkY5Ko4VJatxJhGN8uQB8mIbgtO7GSqQSZrcoVdPsOeFZKIez9LgaqpRnZoGqZY4z1ioxwe6QU83ryAJDmGOPJcBqAkYs/QXr08xDlEsKRuKlUZ8hLKQquFGZ6qILvTG8S6GM7lbKN3Wj5JYQQrPvqV1h05lK8GKIcTilIKboY40IxQ4lmpS1j7FRIHCWBS1MzOeh3DL+vOYEjYoLblcuPWMAD/6FU/gyMAURsheQCgRtn2p0nbXxSYfuSW/qjulLMdGZ4+Jcfzgd/98EMGAc1ZjV7cfnTj+eXr38kLzhjHe0oZfPizeyc38mvdv1K1V+nZzRR2GawyAPjZtxkLjqwM8RUe8o6ToBhjGchbrFnvbJxK0lJ2pwi6Szmnql77LaBUwKZku6e5UO/+ABDTz6X1r6YpJPwrCOexUuPf6nd9qxVZyGEoO7Xi2yoTSPmqGC1YJgjcsuuZvBbM6Aik42cJBUdwOEtF2zm5LUjoFPl7m3utW3UXQw7YMD2/yRjbCQqJsue8THuBotZUXpBGUcHZYzpAcZ6CPB8oiRFVmuIUolzb/8FSz4/io/Dr3b2aRMNjOevuRYpHDpuYNmZOJ5XwNjvYox7NMamCjLHGDukiehx38j7GBedAgTSEYi4976bEu3coY49toT6/DSkTh+7NqXR7NYYG8bYDUM2LFfazmWbFGsnjSsF0s7RuuudOuB0SSkiV+A5LuSiubPnKWV8aW9ArJSQNDu4g4MW+EUm5bSuh73q7sh+bdfmdGmMJeCSEGh/aXH8xbD6FFw5QzI7R579MYF5pSMy8AgKeBnGuF1gjIvFtLffCnG7gLFijFUdVrVfw3FTz1XbLluO0A4ZuTMCxpUiKTDGkZ3l6WdbM8aGwIiS1JIAltfOAXjRp+7fumkH9+xV/WCOuMNfrn2oU21hJr0cY6zqazTG6jxOT/DdQEtCqWQZPADHaIwbC7zDGiDcO7yKUpSB6xuWqJW01k41UTXaYMdXKzCpZ8XyVkohdEpoe02OmcgKSEv6OOo7K6XQq4rRrV8j+spz6SQdamlmq5V/7po6qYRXqVqNsUglFb1J6AGaMXYy/jFbWZIpJdHBjx3VRhvPhZzGuPOHP/RvoiTRINdDeOq8vgbGph9/z01vQghp+0ETXCuCQLk5yKw+QjPG2Qk0Y5wUGeOilCLTGEuRMcaHCoyndEzL6KpTSWIPt14DR+KkiXXvkMZkPOdjnMkfHF0HAQgCDVpFqWyft2aufxaugwCSqBcYu3oVz/Gy61NBiCaSUn+ozyFTAY4gEQGpAzKRti1sMJ05jgAh+wNjQUJ5346ezx+q5U8eGAMoKxHN2DjgyCE+fO6H+eZF32S4PFzY9I/NGP9gi5pFfeb2z9gAuJpXo6W9gNcuqrJ2UY2hihoQnneUWiK8Yc8NhfobxjjwDGOsHnSTxGL3fMa+9itTnSmr4wXj7qDYytmhDerYUlIruSzyslSOza0vYX31FGScMv/Rq1k/q87zwBcn2fuj3fiuz9+e8Ld844nf4PJzLueVJ6pllKpfLQaW5VLA7mvuY3FpCA+oOAEnLTnJbrZqYBW+41sj+pQQF6VhFUKQppKVdZVl7bpd1/W91jt2TeLg8olfKnD9PwmMjdvHkuoSveSnTPoX1BiDMuDXUooHE3yX+VO6RInEdx28XIDGYcEIn7njMzzje89QE4uce4KLQ+vGGxE6cMwu8UdKhpMPPnKRhaVkdYgcwDUaYzKNceHyhOixzjIMTuoIiOOFrbWuV8+9v24tAEfsaPYyxmjGOGdHVNAYRx0FggR4pz9dNV2zqDEWntPjGpI6IOKszURiGGNHDbi6/e1gKVJi3yx7C51EREs1khRncMACP8sYm/S6Fu05vRpjN8Dp40qBSPFNcNPj3wUnPAc3UKsPbqdtAyHNs7fsLW8ptluaKsY4lVz43X1Mf//H9lrzJU6UFrk028BdvKjwnVMuU44VrK2lR7FkVp3LX75MAeMcY2ycNZI0sp7PaiKUl1KYSZ8CxoGj/VoTiecUpRSSDBzn51P94H3HbOs4DD7u0QpYJiobnMDL+Rh32bWBvic5H2MBI/PgLB4tTOScgwTfmUDEpl/GjzPgeu+w6r/iHYoxLmlgLONEZabUshvrvmGaKUk5cUz59pacTEohE/V7OVTXq5sw8wO++wfMb1XSs/rcXgt48qCvqZNXeJWaXdIXaUopliQOJK4AT+oJppn15ph1qfhPL3YQtQEIjJ2g2nbiE58opEg3RWqCR3ieZYz9RD0TnbhDJ+lww3412Z+JxvU+maSMrngG4Wi7NtM2GhgbdyM1sU9tcKveKwdW1fUYKUWYA4HzpFZrnuakFNNJi1KaUvGqpHNzOLWKll6l2qEnO1ddhkgk8oFfMTan2sMRCuiadjfA2KmU7epP088mbsLXE4TcJNTU33VcFcy4IGNsNMYJJqEMroOUPomj+oi8Xrmn9LG/kyhnlcr/nMvtH738yQNjJaWI8XVvIRCkEs5edTabRjb1bP/HBsZfu/tr9vcP/k4t69X8Gu1IPXxl3Rk4usMdCIYK2d0kFHw7DWMc6w5l3eA6AO6c7NI6dpVuWzrlB6zsozp6mCprY/RF7rGsG1zHize/nKS5AUc4JFEvkGntzsDGEaNH8Lh1j7Ma5ppXI0zDDNTogSZMY3Y3drOmogDd1ae9i0897lP2OJ7jsW5oHfdO3at2E6FdtjVBXd+7+HusH1rPfdNZ8oF8ufa+PSSpy9dvUCD+fzL4zjhoLK4sRi+cqY6ptABjLJTxvGGMDySlMJ1dIfMdSkoRJimeI1jxnvfY7Q8PhgH1LDz7B8/OnTOl3MndP4lljKNoGoBKTmPpSojtclgv7BAFjbHo0eqKrKrdmEvZCMVhXymFlJKZb38bgMUvfRkAyyfbPZmrpFDLlIXJh3CslMKJI0gkwnPswGISExiNcbfUxUgp8q4UTiyVKwWOHnDV53FqgH1K0Mk8SU0QVqLTrLoDA1ZKkWmMs9HDLNvntZQGGHcH35liBmanUgGETR7iNebUdQWefV7coSFqZ56ZXWOUgExZNCU5+9fz7H7Xv9q650ssY2ptcOPYph63bVIpU0oiawddbap+ylu8eGEphTRSCs2aS1dZU/WRUhi/+ThNbfCd6RtzFtQLlOzbjpDKiSRNcWpVhCvxUgnSRUg/y3zHwe3aUqDWAqcrE1nGGPef3MpOSOq4tLwSQYxlG3fXVHIQOa6SOVX04522Q5DCulII6/2smFAZp7zhpHfQ2fc41tdOyM6TamAcAZVyD/MaAfMblEVn3S31ZYxbSYKfgF+p5aQUCixH+njCzTTG4ZzLi66cgI653+qNMAF8+gJwvOye3P+Up/a2kX5eFDB2dL3Vd+2kzU17b7Lbbh4+S+2jvcYVY9xVHImXX8qXRekMoP0fjEwHkI4Fg5mUwgPpk8hM+96QibXbk7l+YjJpM5KmirgJOzglI6XQko406x9ff/NNnHp3SvKfF/C4e/5O10dJKcxUbFCvCjkDgxlj7OWCPvX9kO2sLzH1dnWfXAy+y7eP/sMyxoDrQBooYJxkpEhv8B0gPRvcbs8tFQlR7krE91AufwbGSPLm00JkVlL9SsktEfZEsf6/lXbcZsvMFl64+YWFzxUw1mDUz72gqMGx5tes04TxFDSMse8aKYWq36aRTSyuLObKrVcesC7z4bwNRgPFGMcypi0EoX4RfClxkLiU+d6Tv8cLjnmRrZvsA4zNzL1fMc4blhHVUorJaJZUpiwtKX1sSfg9qSePGDmCm7WNmyTEQVvMoP1xXZ8jR49ky8yWvueWIqbkBly4WTMz/8OM8XBp2GYJEkmMTBzrGtCvGL/dgwffLSSl8IiSlMBzqJ50ot3+iaW19vdTlp6CBQoipdZU7T9+2GZU9jotpdDexyYVuEDi5TXG3XZt6iKBnJSiW2OcC76zn+ljpY5A5Mzx8512Opv5MPtL1cRpqBn3zXzn9tEY510pRCJxfBenpHWIOVcKZafXFVgiQDoSJzfgeSG0ApEF9Zil6SRjjIMwUctQpv4yS/DiDGSMcctXbeQ15nV76MENx/oGSxIQUvkYd0sppMq650XoZWc1aLkGGLfmSWOBCIrXteZTn2T9N76M8FKb/KSeY3b+8O2lhHsyJ5Dx1jhv/s2LWaxvhb9sef5wiHKFIHc/gkgdTFQqPVKKzPc0tsDYaDp77NpyUgoppVoRMYyxPt5C/XYBHAm9dI+kdauK1XAqZc0YZ8DYSim6Mt+p57EXGPsJ0DUBPFjwnex0SH2fyPUYkiOcsV95nk2VlDzl/B/u566jjmbzNq1db6o6pTltuJpMCHAUGBstLyaceBQl1yRYyQHjEES1YucaxlosEoKmfn8rwrPAOM+Kt7U0IKjU1aoOmjGOtIwCEF6mMZ64s845v59j8y1T+mJTUiGU5VvOLhBg9aUX299bt91e+M5kmhS+Zy3GDDBuxS1Lfszf89YcMDb76Pc/iyxTsQC5BB8mXba53yY2wOkOvpNFYOwKL9Mnxx1laRpnz5+Mco4eSUg9TdWqUSdEBD7CUXZ3jsh0zkEkOe46n9d9KyV97tfZMXCcPpeSUiRCMPH1K3jur7cwVxG49RpOqYQUgraX07ZrMi0/CU27NcZd/ZuteT8phesi0xKpgDSVVvvsOA573vVutumkNmoHvw9jrM7thz3TlIds+TMw1sAyA8Zday/5DcMmZg7ak1/9/6E8MPsAEslRi47iO0/6Dn9x9F/w2pMuZaS0mGaoHsyybxhjtU8qlTbWePGagBxjVeN3Bd8JIThr5Vn8cscvrVSjX5mP5gs2cQYkzzkObQ1aK1Lq5ScNgqzMVNDXocVZ+EUw57KMqO6Ep7V8Y9ha5PXejNUDq5kL5/jozR+1UgpQbWTqtqK2gr3NvT1m4+qIMQ5+/+XoP2L54m+28ot77yWJBrjsm7eybaLJ4Tepe2BdEHpKkTFuxI0DTMK0ZtaCB5BC3Y9YSyny5fjpgEsedglAQTYDKaN71QTlvkdfrD4yVlg6w13JzRgJV/aauBcvwdi1LeRKYfij/JilnxWHAjDOlzzAEL5P5AVUO0mPlCKlj8YYkTHGYYjQg4MZIPL3QzEq3QOH0Bpjs0ws8UJoBo71kbXAOI30SlRK0E7wlikNazKn2FPLGOc0xrNl9bwP/L7rHc0xxomOXA+cwILKwqRASLxYZO0thAXG/vy8ZYy7S3nT4fiVhDSMQUrO/kYGXOK2S2d3Boxv3HsjAEun1bUGa1YXjuWUS5RivRwsJX4cIsplhOMgAn+B4LsYSHBtAgAX+wRYxlhlvgvcwCYQsnZtljTI5obd2nT1IRi9USwg2q105uUjN6n7lyiNscgFECX54Lt9d7Hxu0/hVHE3biuzeVPAWOJ0yaOE6yA8qbJP9iky7JB4AR3HJ0gEJ06pPrHj9l9NSps66UjObcURLsbiUSUAyVmRmfNECnCXQz1BcQ1jbNpCoB9JSsK1/Um+X+xoFrZUG7B2bSJVmloDjB1PKuCHxAnUjVjzgCY+tJQiiEGUisC4fuxa1n7h8wDMXVkkcEwQmPA8HJ0AyEsThPRoxS3GW+MqaUVSzdRHecZYiMIIIhzwkxgz9TRWdgVdrCgm+Mj7GOelFIZtbidtmnETL68uy9kutmVMWQENZKej6pVnjKUOVJ3N7b7+LBp6hc8RLo5Uk8V9n/gKAOND+tkvl4mCMmkOyhk2WORidKyUoo/GuFDMg6NdKWSCklIkZWIXZCqRacYYT33hCzSuMg5Qgrw+3xTDMAftPwPj/8+UVCYIkeZSQi/APFzxOtJ3rGDVv78XpKTTnvn/67ydpMNrfv4aADYNb2LD8AZOGfxL3vXlJWx664944zdvY6w5hfPz/0aGIa4W0kuU00OeSSxIKYybQJoBl5ef8HJqfo03XPWGviArSROacbPAGJukJrOOQ1t3BtVUavCJrQuAkJLGXgWcPnrsk4hHFul6LXz9CzHGMxooDwX1vvsBPOmwJwHwkVs+QurMFKQUZol+cWUxcRoz25ntPYCIcYTfE8D0xy6X//hu9jT202hW+Pnd+/BcwTodZBLv72/vLcwgpxnjVKYLJmix7W+GhBRLj+XtrD7x2L8BINw+yQs3v5BV9VWq88r5GC/arQbvqQ1HKlDnmkFIbVJM8CFzdm05VKJ/WCkFQoOxPsC4L9bvE3yX4/uM1+mSy96orqdUoRImGojm2BphGONc9jOBXbZ1Oy3ShsAbLCEcFZSXuVJo31S/d+CQDpYxlqnEi6EV6EHI0Uvx5MCqTPDD2LKqyewskGOM63X7ksyW1fuw/Iqvg56AKj1rlkzCeOr6bv9n1zLl1gpQ4JY0Yzw73Zcxtq3sGparz8pPGJGkCU/+zpN53S9fp+q+6xz1c2CgsK0oK7s2U4Kok7lgLMAYJzLKZAFCLR3HYGh+3d4J440mSeLym/vVu2OD74yUgv5aClH4TOtqyZxIghXLlZQikUgckL595xJCkL4CSjtvpLbvRoZlC+IM7KYCpWnvCagVeBVJvH8f/UqqGePQ9ZTuXQO6thfYALd8MYxx0sUYC+zCg2X6zHujgJfqm0uRsuozGuOqnqREAsxd8YWb2bXlgbFmQL1y1QJjJ5WUYujo98pxpQJ+YOMd1m3L2SACQSwR5WJQK0iqJ5+MOzLCxMc/Xpg85YExljGOcQhox232NfcxXFpEHspYXbLv9zjgOJ4kyD2fUgcmGoJGbZlnjAV5H2PykoSco0UjalgpTL4OAKFMCExCo05beTI7SmMshEBqKcUTrs/2SWWWoFwIgZCCOPdM3L1aE3nlEnG5Wgw81VIK8sA4Z7EWdwRuPXtWC0+alfRryzhj7ZaWlANJKg+iMe7HGKu6+X88Ber/ePmTB8ZmucgyxvQnjJncwr67lrP2mjIn3idpNvb32+qQyzU7r2HnvAquWD+0HoBtk02SVPKyR27kdedt4pO3fIbZt1zGXccdz9mXPIOx5hRSdiXtkCjG2OlmjLOrWFZbxgXrL2BPYw+3j3ctVQGNWIHTfCKTQV8B4zlH0NKMVUWmOEg7cTDvoitS9t6k9HW3Ld7IAx/5CvXDyqRx35YEcoy01kobxnhOA/4B46PVB0GtrK/kA4/8gLpO/wFcLaXIB3WZLIF59wxbRIyLh6sdLP6nNMYSGKqmPHrTGn7z5sfwmzc/huHVSpNZ2rB6wf2UVq9NTXuymnv9w/t/yBd+/4Xc8ftIKRz4yR17mG5GljG+d4XSysfzarDvdVZJ8cMEhCAp13TwnWY1dV+dj8pXrhTddm35C8hpjFNRSAcNFCLFM4ZP/ScdgYii4uemllqrWVqv3pdOuUq1kyCRBc9ViQ6E69IYexWt25+eIJkXBEsGQCgmWeYY4zShD7OqNcYa/KbaQqvtO5aNLum4gPjn7+a8HzyCNckEQoI/pQIG036MsbFrywUKDoZNZBQx9vF/ZWw2zNm1aZArPPqlhAaJG4OTmxD4NXUvRq+9Usta+tgEascOGcV937e0E7Jjfgf3Titd/3CwCK+tJ78/uQw+eJL952z5IdW4hcGoXhxm6an9BRjjLo0xaI0xwspQto7P8av79rJ9ssNzP/UbVQ+RsOtNb8admVaHy1V9wTm5ttCLyeQzitHONMaOrFnv95QOQprnSEsa8LOU1frTbntAU/y6tMx0d5GdkNQPiBwPJwwVY41Kyd449XS73av+xiXxJYlmjFO3yBjbyTTF5fPuUtbA2HStI9q6LkbQ0ddT0nZ40AWMdd2cUmBTQivGWBLq6jiuRLY7CKRNZGHAPlKSCIEfFTXG+ZJMKdnF1Je/krWRlvcI38PRTKibxDiUaCdtts5tZVl1ZeFwGWPsd51CPedBGqs2EwJ0YGIhlqNf8J3xMRZFjTEoSWQn6RTt9nLAuCNjStrEPpNSyMzHWAPs1fvVPWj7CpeYIzi4erKYXYzU/XP1YSezZ9PxhXY0q12iT/CdgyBuOnhDRSmf7W/7SikcQD1nJNL2/d2ZBpWirJcxtmy1icP8/wBx/GdgnEszCgpc9WWMZUqSqh6l3obZg9if9StRErF9bjupTNkyrfSvl516WcZ46NO++KwNvGLtdkp7d9l9nTTlcz95N9G+/QXG2Gg6TZ74QIOhy755K2f800950oevpR0l/M1xijX8/URv5O+8li/UcyxtQUphgHEoC6ysaaf8YtUDg8tIhcCvu6SdhcGTWcqf6mgNmma4m4kGb1v209gbMNsK+eFtu+2/Gx5QbNG5a8+1gYUh+hi5up287GRc4fKO695RyOCkimKMDWP1YBnjOI3ZNb+LZtQ8sAZYQizbBS/n8uHKbm7Rs5604H5uIEnn56kFWm6i788brnoD77k+C6brdqVw1GodL/n8jeyZbbOopliBto4An7lOPXNZAGnGGAdhqgK2hAKthjE2wSQ2+Eh2+Rh3aYxVyYCxsmvrJ6XoX1JPIMKOvbZ8iSfVfXZ1kFOzNsTwvOqEC3KKVOLkfExVGym2yK2XKU/tR8YCtxIAQi13tw4cfAcgHYmrJ3uGEYqMm40nKevBJNpzK5FfJ4m0t7iOOklm59Ryd9SrMXZJufHFbwZgRWOc6MbrGfrZFXzyy79G6GCbNMfUWBmQBc2A6NJWC2WHJcolyru2k0aiAJqzIvBKKfFsC5Ak9YTfbhKkm9aqY3ciq+Ucq4zx/kd82bJuzpYfg+vDihNhcAVOuI9K1NEOHOBHoQ4EpE/wndZe5xJ8CP15xhhrB4IwBhFzlChzxY/fxtfOHeW83Tcz81//xcoXPpmVc/t08J00l57d+33wlX+OGWi2EBYYS+tE4lTKCDfTGDtpjenONADz6VbcpOi8oSaGWUlRQY9O0MWECoFfk3Tuu6+QWdFefqdD6vk0vTJuHOFqVrbtBsy95u/sdntGBdKXpH00xsqxQORAoTFUNj/UL+/ZP8hYC/zagLJrEzDcUf1KlJNSBBwYGON5etKigXFOY+xaxjgDxr6VHqU5xthIKYqrTaZEuzMHJaMXJudK4SUxAsXqT7QmGC0tLlxrD2OcO7bjLsAY6z7WJgvJa4z7MMae8JGJ2ncunCOMI6vZVpvlgHGaUEol21/9OsL77lMrC47ESVOtAVf9447FmtRyIU2zJNSO4yCkQ5K7kquPV336or96Adc//eXFazSMcZQnC9TRKtvGkYmgtCxb6SnIjnpcKbAZAxWIlzbJyeiX/jvXjmYC1E9KoVfq4uw853/gKs7/wFV8+Of38lAsf/LA2AwsxpWCrmXe+8cbfOfmneyfbdHcrwao0+6Wh5RNrru86Zo3ceG3LuRdv34XE+0J6l6F5z5wK1zxerji9Rx374dxTEb0332h7zHaN91YsDozS9dGY7x+cY2XnL2Bxxy1lOXDFW7ZPs1UM2RpdSlVr8r9s/f3HNOwtnnG2ADjGcehkXY45Z6U6a8uZcnk/h59qCMkpaGI0nFrkMIhTiRO4JCGCzPGxjN5qq1BrZ5VtvRL1b70A2z7+WL+6+advOyLN9l/T//4dUxr5uRvT/xbAGpCsa8i581T82ucuuxUts1t44U/LgY3KsbYx3HUMtmDAcaNqMEjv/ZIHvfNx3Hal07jtC+dxq37b11w+5i29UsGFVnu+OmCueoRAsdPSebmqekAmkbcsKlsTR0A22amYxsMPFzP4fuvPJPvv/JM3vz4owDVsTqlFJqT8P5jKe27k3A2l5ZTpIxumySNogy0alaoR0ohlMZ4wZTQeSmFTvDR166tW46jv0t8F7cxn9lu5fbr3Ks60eCwwwGYGVnK2Ixqi0JUudk3p8WUuqvzFg1SnhpHxkL59gqVfSufkravlEJrG6yUwmTfoqQYV09S0oN4JCXTI8eRhGrg9OtaxzynZD2WTRsYsBpah5TGEpWJbsX8eGFQW78z0sF1GVNjpBT51Q4JPVIKgMFzTicY30trvLQAY+zg12PC/So40ElgrgLj73iBqncYc/eU8nv+7sXfpexWLbgQIoZjngJP+zSceQluoPovL2yrQNgDSSlEDtyLvMbYp6OWEEDrbTf9+o2c5t7Ow2+/G9FqsvI7/4GXW4n41E/fq3XNvZfn3aomjRv2TmE1xkDaaim22HVxHPCSFKSDkAoYz3RmmOU+StExul56gJcUGWNBTwpye+6KJJ2d5e4TTyLctq3wXRp2SPyAuUBNHALtXd9xA2S56H8t3YwxzmuMXc0Ym7SLVnrQVY91kcdYW+DUagjHwa36DLXncXALUooA0deuLTJplH3fyjwcqVJhhxqIuTkpRdJRz3hgxwCZTSBKvVIKgPJxKtgMIZi/9lqSmZmClCLTRsc4UkkpmlGTslcrHk1PMEy/U1hJcCVBorhXBUo1YxwWGWNDNlgbyW4fY8dFJmq8nGpP8YXf3NulMe5ljOd/cZVqt67gO6MxLunmrnaMs41uZ6GAsatnLx3PYfdYTgrRhf5N3ERBY2yA8S1Kylc7qhg0a4kIs/jYwxjrISHNSJHhL/zY7p9MTelJba+PsZVe5IbZtYuqjM+H/OSO/qsp/9flTx4Ym2XKTGNcjJh/4zdu5dVfuZl7d80Sj6ttT71HMhP20a4eoIRJyFU71Ivx9Xu+zhfv/CJuEsNvPga3fR1+90VO3PIJNopdirXu9F8Sk0IUpBTGVcMTJvOdw5svPIp/efrxPOPkVWobqcDTuqF13D/TC4wN0MozxkZjPOc43BHv5fk/VZ8vndyfgRr7LqnkASbCP5ESp+Qoa5ewv7BoUWURFa9il2eVlELQiotBaWGUsGywzI9ecxavOvdwpMwCQc5fdz6Dk6/lKE9FxXbrww1wvmnfTUUAIWIc4ekOxX1QwPi1v3htz6TouVc8l7sn7+7ZVkpJLDsFxlh2QhUEtqAAWwdMJQn1RA1QzahZkIQ89wfPzVmC5Za0pMRxYPPKITavHKJkltQETKxbS0oV1p1JELXptKdyI4ZkyT17IIrsgGqkFI4BxiYrAJLhecml/3QX7bvvpi/r4+R8jJN+UoqFHQRS38GJI1JtNZRvpmRqClGpKIN8oFUbpN5WWmkrLQKcvI+p+cwwYmNDDO7aqrRz+nl1fUnaMAOj1K4UfRhjF8Uqgl2aiIUO/PQkJcMY63NVtNzCq+kl+Fk1AU0jNdiIcjljjEVKY9FSpHBY0Rhn5pJX2fMOtPTSapoxxgIVqd4tpXDy2mrdeLVTc0utC0gpvEqK7MSknRCRCEIPpoX2du1EXLfrOo5edLTtI3x9XuFKyCUXMAkbvKZqTz8npXAWsGtLUuNK4Wk9ZUDL3PeB5XDBv7DtmJeyg1HCuo59uPKanuDeQnBm/vI0YElcx/5hNMbG1k5pjFE+xqmSUvzjb/4RkJSiowvncRdijHsAn2BgbbZluH174VsZhqSez5xe0SnNhCCyZA13feI1vOzlqo1KzsJSCnTwp7qwHEuYJIxe+V09iZEQS8veewM+w+05HDxiBKHuSwLHJdi6l+O2pIVnK4ozFjYxoDFNKeWC71xPQqeDICVuq22qIYQJIFPbTqLSX0qx5j/+A4DWjTey/a9fxK43vZm0pfuBIFCMsZB4aYSgpIBx3KRiHDhMV5R7/0VOXmdkU0ES5SwuVRKQgsZYJNauTX2Y8zG2KaF9ZKz6oanOFBPNll1di12JiPPAOFFSCl3c4UFMopG8xtholF0JabOROUngIKTA0VT9Zx+xulA/QVeAoQ2+62WM/T1TOH6KP9zfFclINIyEBe1KAeAJpUSSpD37te+4Qx+glzGmCxgLCR97zomcsHqY8ADOVf+X5U8eGMc6HXA+JXR+0G5FCadvGGXzogw03rMCpvNBXde8H7736uK/279VOM+t+2+lFbd4/tHPtzPyGRlBaRDe+AA8+WMAeCQgIGllgHLT9b+1D2wyM6uAcX4JP8cY54tZWjLXs35ofV9gbIDeYDBoPxvwFWN8e6nEb8NtLJvWHYOT14fqpfx2i6jh4ZTVC/7hn9/L/raq/8d+0J9N9RyP48aOy5wy0gQctwBwAESnQ8l3OHLZIMuHyoXrAfDidVmWp64l+uPHjucVJ7wCgF3zmSxFuXiYwcV9UBrjW/bfAsCnz/s0f3XMX9nPn/n9Z/ZINlSOoIiKl3VC4e5x3IqaBCxUDLiottXP+XCerbNbLQC+b+Y+bh+/PbdsrDuzlAwBdpUH6keSpCV48kcJyCz4UqAc5To6PTFcMPhOwuY7HAbnYqa/8c3C1ar/pQYfAheh9bpdQUm5+9StMU51MJvsE8mfzs/h1DN2qFOp4aWSUpTTqqOYLIDuzHcA1aPXUJlS8QFupQQoxjiZKzLG3XZGIFTwnVkxtOmftb49J6UwU5ayZq7cQOKUPMsYxx0Ht17WNm/qPI9ybmbj9NUki4d58parCmeuhIZByiLLVXFzdm3ooMPe5DFDj34EcW1At0n/4DuvpAHjbBORCCIP9sfTICRpGHHnxJ2FRDtBEiM9Pbn0MqBjfZObDSRFKQXdjLEBxjJGkNMYy4C2fh4QAk57CVuOey27GMZzM1lDPD4OQOMilaSFHdvsc1VYHtb3LHYcjGNKDMhmK5N52JTeChhLJFfcfwUOAUGyTh9IT0SBOBfRl6I0xo7f/ZwLyqNZnyC7SALZUcB4Sq/O1Xe3CEaUp7WU8OSz/4bPv+CHnHrv4wiclGRWyTHSLsYYlI+xOodh8gU7L30dKz/77zzjnp8hkIhYaYwRAq8eMNyeQwiXUAg6VkohGHjhW3nrV9OCbj+0YDPQ90VmrhS6Op6bQpzgJQlRM3vOJu+vKQmREPixzDTGtiF0u9ZrBOvX07pF9bHzP/sZW9/yUXXsoUF9n4zGOGA+mqeTdCh7XXpZo4fWPsb9GGN9ewCHslvt8osvZr577m8fYP0u1a5SPz8uLjJRfdFke5JURmjTGxIPG4tw/3iDmTCklGaVmN6xN8cYZ1KKvEY5npu1ky9HODgI+33ogci5ZuSdoiADxk7OMs7GJ+yfwq+mhUlJYRJppRTalSLFrm66QuLk7NpkbtUzmZrSRFNv8J0F+DkphQxDAk/YfAsPtfJnYKxBkfWZpcgYJ6mkXvLxcz69o3Mwo/1dCRtw5dvhtm/A3T9U/27+Mvwy04IC1nf3Jce+hN89/3e84JgX8OGhk7MHVDgKG0olyG/ep8Dqin+9HHdggNZrLwQgnZ1hqDREO2nTjtVypSADxg8869nceeRRtG67vWBjBMr/d3djN8d+9lh+sOUHzIVzbJ3dykdvUZ3P4spiZBgiU+XSsbK6jO8NFJephBBWx2tapP6AYjMrS4d4yokrWTVSgUCd/Gc39QJxU05eejJ3Td7Fz7b9TDHGwqUVt3LsJATzDWvg73Rdj/ndvG799OEnLDkByFIzq4tIcPBRCK1/Cst+JU5jwiTkBce8gFOXn8prT36t/S6RCbeN31bcQXeiQc5+KdwzTnkoPgBjjAUXlab6OR/Ns312O6cuO5UPn/thQHl4yhyjACBj2dciTwhBp1QhnVcShZKEjkxBL84bT9oVl1+eMcY20EX9nU9wsGS/XtJcsWKB6zCad53lr4tJcxYUGQsSDYwT7Vmcd6VI5udx65k2rl1Rz2a9XQyeMaxuPvOdqWb9+HXZdgNKU+34aWapJZVFUV8trvG6BaRljDNg3MMY6z7D8cGp+FZjHDdd/FF9HVUF9N7hf5Yn3XMZo9UdVKPi81jRS6uJsYrS8gtB92pHF2Oca7v9T1apmZ16FyjRjWPcK/Z87pfIBLxShfvnd+B4kqgd0k7ajJZH7S6lJEIagJZLLuD6mplqqwmuH3Wsb21P8N0CPsaKMTaL3fl6xjbZBcC+f7kcgPajzlNfb9/W13UnY4wFwlHnj1G6cqH9xLMEHw5uMmL3PVH8Y0FvGrUcDrsT4rwLCgtLKYQDG//7JwDM/ehHhe+Uj3HALp3Qw0klbl3YYwKsrK+ilFRoT2V9iHSy9naEt4ArRXa+sda0/k4qYAy4NZ9Nk1tZt8+hI4RNwR3kIEGBMdarFcLzVHCuoGDX5iAUYwzUW02Qgj8sGVLH8SXWri3qozHOlXymznxxBxUxJVylMXakz0RrAoByzrMZyHTJOvNdvliNcZoiGup9rHq1LGGWBOHkiJNOm6ffvJU3f8HYo+aD7wJKbpmp9hSJjGzfkHrSrlrdumOaUCbU29nzsu1Rj80F3wmb4CPIBatHMzM9Ugojtej4TpHRptidOr4BxrF9H4xlmrt/Cq/WC0bt49xPSqHHAk8TA4Y1T9auoHyMkhklM3oVta+UQk988q4dYYjnONZW9qFW/uSBcdLNGDtFRjKValaXtNRd3Tc6zMg8zJjOxthWPfIyeN09RK+9g9s2PRK6lud//MCPOWr0KJti+tKTL+XsYDEgaN12G/FMg7u/voIzt9yifGjnVb2qJ2mWxvdASJLZWRZXVEc60Z7QSz/Zi9y6+WYAJj//uZ6gvidseIKtz2VXX8YZXz6DJ/zXE2xWvPJ1t3LXccez5+/fDsAxOvPfgMg64iCOeti+8j4VLDF02ibe98wT+OKLTmflmAItftgbnBZPThLu2MmTD3syAK/++auZiVvgKGA8KHMg7Pd3ZXOHLgYc1EtngHM3OwDYTHsF2zbt+2w8JBeyQ+su2+e2E6URh48cbj/7xhO/wdse/jYc4XD1zquLOxitbS5BiQxjhCdZmDEWFlxUdTa6uXCOqc4UiyuLGasoVwvFrGvgpUdFmaTW67N4ROiUKpCmyGaTAGkZ41gIlkyr4/grV2Q7aYDtpwoUGJ207HQ47F4dNNXsk9IbEMZXO0lBHlhKIQufKikFZMA4X9KZ2YI9WKi9f+stCqmzdXxVl5RCHT9YMmw/C5YpAOT6kiSnMVbuDX00xjlgnCRmSV49q46bZsBYe5aWtZTC8cEteySGMW67eENaXnPYufDKm7ggeg+fOe6LRMessaecfLZKoFPuwxgLIQrAWOoZYnfwnSqSmdPPZtHRc9QfVZQF6A3xNDBu3L4NEIwsWcWv9l6PcCVhR0kqTNyBlFCJO0izJO5lQMf41/qtBkiJH3cOKqXINMZ5xlgUJ10ShEgYnu6VPSWr1qnIjB2ZhrcwXzNL3I6wk9VEKI2xU1EMqnBQjLF08cPNnL78dF514qsoiUW5ZpRM/L7OGT+Hk+7OWWuJBRhjvTTir1KStmS+mAEvmZ8jLpWZrAwijaSm2jsky66+QuazUFophX6fcoFl7qiayDxi120Qp4gUnFoVEHgDqq7v/tQ0LScnpcgxkXGUzUISE9AW+Bo8KsbY08DYF671CS9rZvzWlcq/uzPvgUyRUme+62PXZkqwdm3xK81KeksWASIDxlTY01T6VCOlsEfT76jTozFWsQBBEhFe+kqWP++JnLv9Rqpendm8NNIJCRzNQk9PAyirMjJg7Olndbg0wkR7goTIOviknpJzSak074lIGdTdy7tPeT6dsSWaMU5xHKyXchBBoh+2aG7aBtsJisA49OiSUnQp2XTGxWo7H5ybIqTE3T2uGOMFxh8rpdB9WZpSkFK4qbJ39WOJt2WHCoR2XeJ9+9T4nJZoxa2ijaRxxEiyc8owxHedgnvWQ6n8GRgbjbHIWJb8rZJSDapJS70QU0ODuBJa4/uzDYBIpnzqtk/xxP96Is9p38nbSiGX/PwSXnbly/jl9l9yz9Q9nLP6nOLJZUp7yuWBpz+DP7zg7QCcvO0uBRxC/QLqlKvCcXCDFDk3Z4Hx/uZ+NSA6vVKKaNt2qvfdpU6jr2isOsZnHveZwnYDwQDnrDqHzzzuM+x+xasBmP761wFYX1dBbUMix+BGoQU15mdp7y6EIzMWDHBLWhvX6U1k8YdzHsl9j3kMozMJbzr1TQBc19mnGOOoyZs/lWl43SiyoGbk6p8w2prpYYxtBLadCGQbDAUKGJsoc1WyiYRIgwM6S+SLcRLZOLTRfnbE6BE8fdPT2bx4MzfsuaFrD80YO9mAmYbRgTXGIgMX5abaf6Yzw1w4Rz2oW71yM2raJSpz3WksMw/LXHEc6OgAn2S+kTHGssgY+ytWZtXSv5xQfjrxjr/NGONWxgaks3N0d7DqfiQ4uCphBPR3pejXH4qMMTYMbr6Zwh07CuC9rb1/a21ZkFKYRBtZEFruQLkTB0uHge7guwO5UmQMekMD48RkXfQkQZrgpBKzYljREhXHU4yxai+9PGkM9oWARRv5g1zD/uphJEOZnKl11LFEjkMlVHZ0BWCsK2SBsWGyEhXcU6y4JB0YZMlxczhDRRBh6mBWKUw5bP1JjLcnCX0ItSvGYDAIv/siK696HafHdxA4+r0xjLEQOcZYgUA/CnHKObu2go+xsUsMMRpjBEWNsbkEJDgxi/e2CAYjVr72GQDUzz0XUSqxrzqMk5dS5He22k+s5CAirzFWQM+LJQIXpMMnz/skLz7uxT3PqQF/p95VlFJ0Z1rM11wIQe0Rj2D+pz8tyNDi/eN0hkZJhUOkpS5etdiHSXUEBlZnk/fEDZDa88q1dm36bMbeTGBBZS1uw06dRlgzxv5Q9k42haAjexnjJDfxjQ2AMaswQskFCsBYM8ZLJ5Vz0GxJtW14Wx1kmk1YF7BrAxi6+En291X//iGO/Mo7OepZu+zk2kgpXFm3SYbK3RpjE3zn+4UVJ9CMcRqTXq8s/150+/cYq6xgx9wOVdckRIiEY27bQ7hjJ+ltSgrYCsw9Mat06v1dWl3BzrmdJDKxwBhP2UW2k7aKDXAkw5OqXfdWR0nSVDHGUgNUbRlXimFKP4/RzAyprrpijAVlHcjY8SlIPdQCXPY8uhX1HA60cpkxSVk6Bc5ck8rionQwfxvscxRGqq/MBd/5mfUJNT2slzdvprJ5M83f3aw+SFX98/2xeZa7GePAE39mjB+qxUgp8gk+8sAqkRLXEZYx3j86DIDYaZbm1bZXNbbxbzf9m/Um/l4guXLblVyz8xpe8bNXkMqUI0ePLJ5cSmYf6B2AHSGQUYJwc8vBOno+mZ3JGOPWhLKX0Smh44kJe4zWzTez/m2vBDILM5qTnFxeyo1P+A7XXvgNvvuk73D1M6/m38/9d05ednJPPU4bO0HVJ6dBDaLQTvAl4KQJIz//CcFgjMjbCGmAU4r6ZHjTrNH9T38GzzzimVS8CreEEyAcKvfvZcVe9b1XSXDbIY6AzpYtrPrE5Xzxx+8kuvIn+Sa0nV8f7MNoRbEm+1p5KYXKfKfARalH17xQ2TGvOs81g2t6vjts+DC2zGzhjok7cp8WpRRSSmQY6dTE/YGxIEvjy3yTAX+A6c40jahB3a/bxCituJVp80wShAWAsUDQ1sA4nZ+jJCHUaCERgiUzktRz8cYWZ21pdGqpgPa67GC5jE7JfF4HnGt0IXGEmw3S/VwpyAACZPcu1Yx3Pv2zDEN2v/3tRNu2EaxcaT/vWGBcjCr39JJkXsLh5Hr/uy56Ln49xq1XrZRCttuWzZRpf1sz4aglcyklc6lhjNWgbEBBKVSgSwooGylFAG7Fs5nvkALhLpB5anGml4xWraPle1ZjbJZDTYyCwM0xQvpcBVCfMca5q+g9pxCaRcrK8ac9HoCdZZe9jWlAB+T+8p8Z3vI9RuM5PLcNiw6HJcfY/Rytj/ebTa0xzqQUaCmF7V81UxambShojH3FGHeVh9/TZN1dkyBh8JRNbLrhela9/304QrCzPobIMcamxOPjCP0opbnRLkbmNMZZ8B3SLRIjZBNPkKSa9RqekwUvbldSkO6YdrXtMqiAb6ytyNJGA9ls0hlS/VNUU6sfbrV7oqnOsfLhU9lnjmvbzhGuemc1Y2yD76Qknc4IBhp6Eq0tGavrchMwx7GMsTOTS40+MZm1lwXGmlDQjLGrNcaecOzk6uG3qj6wEeS1v9JqTLtTQuc77PJRR9nfBx7zmJw0TPdLVkqRSfzK1mNdTyqMlCoIevW3rsRPE8QK1Y8Mhw2Wl1aydXarSnd+7WUMz0su+tJVPPDUpxK/550AbFkmCqs26374IzaP38ea+jrunb6XRHYyYKyfpUbUUJM+YGhcgOty39AKklRmjLHAWsYFEUxpN5J4bsb4U9lg2/V71eF3jAZFxrjrXRGeQxzAQEvSiXWqaxILZo1squ8t0LElMtT7mQQfgFmMTJMOJT2/LW3cQHD4YYRbt6rHXQPjPANv2kzkNMbpn6UUD+2SECNSydJL/4V97/9AD5uVSolAEjc0Y6w7uHTKaGrUxlc3t1P369z0/Ju4beSR/G4i5oL1FwBw0pKTePjyh3Py0i7wKVMmbikOkG6asvPii5j41Th5RywhFGOczs0xVlUs8v7WfiI9I/SEx773v7/vNaZSwuwuuPxw+MBmgg+dyOCHT2X9Hd/vn70GmPvFLzhh0dFcNDfPK7wz7OelHGMspWT1/D7cTpvK4jCbbgJOSQPjTuYPy++/i/ztf9ptkokJXMdlzcAa7o8b4DjUdqjOeNFzn4wbpHidtmLsJ7NOuvO2N2VNKKUdfwz4yQ9sJbfE0upSywioxsxJKdJDB8YT7Ql8xy/Y2ply5OiRTHemedb3n8V4a1yfpwhkiCLlsXsAxliS6TTTuVlWDqzk5v03k0iVCc+kZlYaYwMqzfKXxHH7AGMBbd3hzv/yKnwyjXEMDDYhHKiotL1md23X5iRJkVHIRVvPfPNbhLv39tRfMcaOBca90fq5yVqxpqQmRbMBkUnCvve9n+mvfBUAd2TEbt2pZL7ieY2xb5ZSy7kBOHcNW88+n8OesE9bpWUsZzIzQ9pskUYOTq2PFjcHPuZMoJ3U4FoD40qopkOJxOphHV9oxljZoRUYY1M9oUGYk71DcmCAludTDk2aaaNvdLR7XF5KoZmsNMeU5wNsDqBpB3Bqgwxt0AyhkAwdeRxvPekSOh6Mt9QgNxgMQpoyveEJ3N1ZzfSaM+CVN8DYJtvIpi29tpZSREVXCmXubXSwHgKXKO1oy0kF8oQsqTTFSGZ/9CPi/coJ56QtqkGFJ0EmuPW6BT876ktwdmwjNQ+WUEHCfzjzLERoJs45wgMKGmPHMc+Nu2AMA2A9qMtRxsalmtrryxjrg408XQUIhttVPxTvUxN1A4z/8ITn0hoLKK9UfUUPOHdgw1suYHBtk8bgkM26Zhljy5bqdy5UE73JxzxRfdHUz45mjMvLa1y/YjM7llZo6rZeNJfywFtyCYS2ZwHLifGp9Q0wBpGkOKkg9AQJqWXTTQkdn136dY1nWpkrQWlhjbEo93nvAHORjqsYY08O2a9KXnEVROYcNETXMaxaZ1dmV7muM0KURrznt+/h59t/ynI91CQzM9BWaLLjG/s6dY0bv/Ut/uWaj3LU8Gbmo3mmkwcyYOxLgkhN1o2/ehAKnHqd1HFJUjWxcLTG2ALjGKb0ZD+enSMtSCkEtbYERzBdLWqM+0kI04qSmBmZoCS1jLPjdY8/OYmDJlZSfd0yAan7KgOMw3iWsiadRaVCsGYtyfg4F7z/Ukbm1Dny0sV+dm0yUgmo4j9LKR6aJZExxz4gCe68j4mPf7wngCtNJcfe+FPGf6UG3qZ+ceOGWWaSdAT8fP4Bzhw5mc51vyVupJDGvPfs93LbX97GZy/4LJ847xNW75qV3odi+ewk0ZYtPZ9LvUwp5+YYKY3gCIfx1rhlvD3HZ6bgEqBKKQ7VS9OcULrnU14EF/07uCWYz0BNd9DKjpe+DN/xePf4JOsms0Hcj8KCXduF9/8agOENzSJDYqQUoZ6m7ruTxr//NXf9RTEoUaYpmxdv5uZ4ilS4bL5C2Z4tetZFOH6K1wkRQhDtzQGwPHgge63Nz+4AvCXVJTZQQ+0f4omyYlrkoUspptpTjJRH+oKMC9dfaH+3nVFX8J3pbA6kMRYiY92SmVlW1FbYpCyj5VF7LNVJdwffpQswxrB9pQIv+977Xi76kIfbMlpLQSmCpBzYbdUvulNO4mJNu5w35q/6FXGnOJsUSIRwCPeryWOvlCLvY5zVsSCl0IzxI156EZP/+Z9233yq1VgnVCjHToGhcC1jnA2yTu4qhFlb1xOW0pB6h1q33sr4J5RllJJZZEUissCUKGI+Na4eClj5dfX38kmplumFSoiTeK5a/q34JFqvmA9oyeok+MPeOaZbxWXOlu9njHGXK4WQPm1tb2hSdIvCkn62hCKKLd1bXnYt5b96KwDe0qXgBTxz48V4rkRqScxgMAgyIR5vM9aaQtZ6J4jChch1CVoNnCRWwcRGSmE0nzk5hUuJMO3QzRgDzLfa7HzNJfzhrLOREnbp2L/VZ04VnkMBbBtYgmi1SHbvsp+1bihKm8zkAbLgO6sx1iyfwC0sSysphD0AYUP3a1Gm37S+2T2rDFlb+3qlI9qpAJkBxo/e/T6uCl7NhfF7OfLRuwlGPXMqffbsOKXlg6x8+LRmjHViGe1KYSZmUkvXPL2aEy5X+mbmdV9RrdrjdbyAUiRpOoIOKW/6akrayAVO7Vd9ZpREOKa5XRepz+dpWVXoQZgm2UqXLpEosUIT3Y279thjHEhjbPpWp6YZ4a6+XGnBYwKZBekN+MN6X72L1UMHPU5FwsvqOPdcpeFf0VLA+ufbfw5ksR0AYvUatg0NEMRZn+vmwNyxP1Nj9Xh8p5VZuUFKkMBMc5JY6gRiIQg9KUkkICRuqp4t46UcxDCp4yaSuVmbSMURDo508BNUrJFDMfhOdCMJgSwLBnLAOJVpbqLeizts76BlE7LdARM8rT/TXTNxNGOBsVOtUdqwHoDhPds4/w4l38z3x8bFQiTCjisyjFi0dxtv+sVHad91V099/q/Ln4FxGnLSfepmeWNjOjAo+z6VcPjtv7J/R3r2lBjPTCn5fRAwmbR4zme3sf2vX8T9H/gVJMUBrm+Rh76MIHRgSzo3h+u4jJZHGW+NE5oZaW6ZYunbsqxJi1vTCvTqDqaVHsYfLvk0cVwqnD/tssdyxxZnndLPf2c/DwqMMdQi9eKVR6ICY+waxthIKeI2rf3dwSkw/Y7nctztt9KQCf/kBqwa17PaehU3kHjtDo6AeE8OGKcpsU4fajTgAI4jOHnvnXTuf6BwDkc4XLvrWqXrS2OEE+E7mmVIDz34bqo9VYjMz5eh0pDNxJf1MkWNcecPylz9wD7Gjlpmq1VJ5mZ54bEvtN9UvIoN5IuSKHOl0O2eJv2lFAhBGBSZmHd/JiZN1RFKIaTdAXJCAUGRJIWJgOha+tr7vg+z5QfZIGV0eA4O2/5ZWRaKLnsmtTranykQDiRBiWTv3l4aBLV0Z0rsqXYddersaWRG8UZKURiAzTXc9g0evfXf9GcqcKmyKATHoXnjjUx89osADJyU6cjN7tYSK46txjjWwLg8ot7D9XuVK0WCDpqrKHsrf6RM2miQzMxqC6QiYzxaC7jyzn1sn2pTfnzKqiuuABQw7g6+8xztREA5l+hHX3PcTx99cFbmC3elnHTjSl7xyEt49sNezj17VX/guqkN+hksDSKThImP3MhQ2CTtBsa6jdtBmaAxq2RXZEvnhjm2E0QBrgiI0w6IFNfxOObXP+Ti3yqXm1bOstK/7x6qYUriOnjVhPxymhCCPwyreIjGP72b03bfwcNecD673nhZV/2ydjAJPop2bSgphQS2/BJu+wYnzV9FmUwO1plR75+5J+qCjPyon5RCS0uWLwchiHYUGWO3mnC9PIKdgyfww/QUxk94WeEQhVfA9NdCQBdj7GjAJ1tqXHI1MI4XjRE6npVSOFUjQZC0vRKlMKUlHMI0Zc3+YvWZmAYgTMMseYWedDl+it9Q7RJ6KolFeaQYGBk52XsvAtdmPjuQxhhg/Xe/w8Yf/dDWU2+s/nfBSyLK6Tpc4VLxKiyvrirsn2eModiGfjV7bjonnQrAWFv1E52kw9LqMtxdZ2bb/+PltH0PXwNjKVKqublD9cY7qPt1ZtItljEO9KrJ9MxeolRt7EcCV4P9OEkRLtqBSiAjRZiVIpgPKirz3dycvfLKtp289ls3q1gQzwPSol1bLzKGspJSFBlj9ZV6VhZYsexmjFNs5jttNEUUz1Ey7HO1Qv2cc1jxr5cTliqMzar+qCilMH1Tthoqw5Chid2cuPdupucPzRXqf7P8aQPjxgRONMNSPatNGg3NZuUYYylZvk2xmNVHLiHSnZ/biqyu8SY9AJdvVh16PNPuYdb6FpkSDEPlhBPY9PUPaO1pVkYflunAhFCJH6S2RVkzsIZb9t9CM1YP4lG/VYkylrz+9Yw+5zms/MAHAGXVo4dzACb+6xfEe/cyfW+QdbSzu4g+8iQAlj6qhj/kUl673O4jw5iJ+iCVRSFBmHOlQDLamaO98XDVx+VfVr3uUjaMMRK3rDvnejag7vnqzRz1PuWKEd+p9t/1V+fZ6/XCDo4QxPuKS/bG61JqRieemuKs1z6Ld173abY/4fGFbY338LN/8Gyu3XktAL4o63Gr9KCAscnY16+85LiX2DqpRtCuFFq/vvW5zwOMxmsBYGxYgoEB0tk5jh87nk+f92kc4XDCkhNwhIMnPMI0LEgppJQkjcROSPLF6OYX/c3f2M8kEMqEWCgtbFrRjLFhXVCR+iJNijXVVkgfelK2bJyELvF0bmIlJCIXHOIE3YxxbvJpV76FvfjOqrU0v/l1RjrFydrh1/2K+qMfnZ1XuwAscgasth9yGuNypnFsiirbSofD5H1smPoVu+UoLNuMYdtqZz6C2e//IFfnXvbPLFREnRbN1ATfqcHOK6XMBRWWTUliJAmScgiJTiISLFITsXDXroJuz5QfX3I2P730HB595FLWrC4zoFmYludT6ciCxlhJKQSOrOQSE2RSCtve2c3MQP0CIHnrRAPfFZx5wRmM+3X2zLRBCAJXWmA8EAyQhtnEKC/7MG0EMF0foD6xl9FQIS3R3A1br8NJ1GCZ2tW2HGMsUrxU8PArPstTr7+VWkvSbuTey6lxah1JVPG1BCoPjOH+IZXJK/r1r3j7bz6jft+V8y4nt1IADO2NSGdmcAp2beBIh9F0Ej53EXzzr3n5/n/gMR2d3Qhp8XgpJ6WgOzAtXwybHAQ4AwPWbcUA44mxI7k0ejk/OvztXBq9nNnDn2rPRfdveTeeHGMsclIeqdNcu/PqPMnAILNBrYsxVqXtB5TChKYjqO8q9oGzFXB2bYd7fkLcGLfAWGqw6QYpXlMD47yCZO1q+2vLGeCXm40wNc2kFHbCmq1o5Et50yYbdG6L7h+EK1XSGBnw30/7b654yhU2EM0S+3nGGFF45oN6zttXTxIqYdbDveHkN1GZVxaK6772Vdz1G4hcFz/GJlWq5HCc3L6NI0aPUG2iX42yBn+z0/usxtgLMxY8kRIhdEpoAcgAkUr8BNpuifkyMDNrpRQj3/kRS2ZbnHGnBN8FUnrt2nJtKASirILvskRgCzPGhfmJWbSxwFjY4LuS3i5O5jLGuFJB+D5Dj3880yvWMaT3K0gpzGpWnAWWy7DDYu3stc3LgvYfKuVPGxhffhgPv+sdVELTqTTx4kwqMPvjn/D3//Uuu3nlYYtJHRfpSsqhZPvcdpCSayoVjtD52k0Zv7W3k4wnJpj9cS5wLJXETSgffRTuQB2ZszM58g3rWfqY7JhSOASDMXJ6mnh8nCdufCL3Tt/LT3eowfzUr14JZBrM8jHKlmlpc0oxvNo6Zu5XKsp2/40B4YTWZe79PTO/VsC6sn4pftBEzuakB802ewdHFUsQhXbikLTarJ3dQ2J0n3lg7DjgC8qh0RhnOHzjj3/EYT//WaFtHrv2sazbJ5lfVOHcN/4boIKiPB18F27dRrhiNc+64O0AhJoVTjX5uvdd71YWUX3Ku898NwB3TNzBK36mEn74oqq0WQdxpfjgTR/kUV97FCd/4WRuHb+VkfLCwNiULGW2ZvOdgHBHpnE21kr9i3oG3IG6HURPXX4qt/zFLSyrLVN1d42Jera0Pv3Vr5G0UsrLevW8RoO25JLXcNRddzK/NGX/kKAjYxIEpRCkifrOs8OO0hjnkbFhjCerCZVTT7GfT/7kd7mNUivvgPxAaOpTnHwWv5NUt6gJ5lPv/aX9fO2Xv4Q3UpSxSMclEQ6j1IrA2GqMs/OmTsA/rf44vP5ePvSwH3FO/BFYe4YdFepnnkms5TpLjp/pYbMkAlfft7DTomldKcqYBmp5AaVIpddNDTCuBIDAG1B1iScm+2qMhyo+G8fqDJR9E/+i5ABeiUqo2KzuBB+OrNjJeapdRvoH3xUnPP1KlEjKvstFJ6zQ26n9K25qM3L5jk/czK0y1fsPaHPVOpXZKV498wFVz998AD5zPs4v3q72y2Woc4VPmLYRImVgIvt82RQ0p7O/61d8S6XKrep72iWliJ0+oBTw16whOV+zVLmMXY//kp5QhCGQZY7zY0GgLTw563UABPo9llLaProAjLVDRH9Xiqw4lQqpZnTDnTtxSlmQsuVFu26PVFN/+1f2RcYYQwZ2pHaScBs6y2J9kJmgBu2M4bPMvlfCDxOaCJpzGu0JycbH72WmBt7OLfClpxNd9Z6MMfZ8FQcRyAJj7JkGfPz5tor7ykv4+pl6NasTmYSYRe3/wUpXP+EEUApbSJTLkglEz5fU+AG7bk97+nVdiXIZzGpBq8k7H/FOzl1zLg9ffgZVLU8qHaEAb+h4BLGanJKTJNw/uAy5fx9HDSmZmlFpVHVjzc7sI5KqXZ1Y4FTKyvo1F3xngp3fpldoOm6JyQEQ+6fs0yrS7Lk1tq3F4LvuZhJ4pX4aY9MsaW//ZoOgHaSrGWOpgk1NX2V60ziet8F3+YlWpz7EoH6+C4yxiX+IsbaQaavF5rmdMDrKMUdlk6mHSvnTBsYXvJdbl51vZz8A5cas7X52vfGNrJpWUcTVFS7gIKXyQiyHsHVuK7ube7i5XOKCmeILuv/mClNf/VohJfL2l/wNO1/9auuZmjRC0lB13uSC4NyREaUJ7AqeCQbUSx1u384TNz6RqlflS/d8qnBeo+f0V6wgGRjk6MkH9EsjScLiy7Dto0ofjExtbvvyK76I8CRpFFswzVyTRlDG8VUwTSpBpimdpz6e0c4cyfCwPnn+cRKIQFCJMsY4jXVAV7WKt2wZpVwE8uta5/Cw+11WPvoJ5oKVlCIMcWXK/C9+QVqrq05eCPa95z2knY6+NkHz+utZqFy08SL+/uF/zyNWPsJ+NuCp5X+RBspWpw/Df8nPL+GTt32S8da4NS1/5hHPXPA8PXZxWkrhuz6TOt0pQH15Z8FlRPOpAsYzfbcJ3EAt65klKuEw+4Mf4ASCoc19dJ+iyJrIktK/hjIhESqQKC33ylxUgE1RYyyNhMAVDL/+EqonnwSAN6gGGXWWtKDpzXeeqr7ZEG9Zb1VRBNBco2QMp+1W0e3L//EfqZ54Yt+2CL2AQVlmvDVu9bYZY5zTGBd0zbKHsM/7pwaDvV65gAXGnU4zA8Y5m8SOF1AJVRaxBBV8l2pw7g1qYLx3n+pD3AW63q5RrumVKIfK+inzUNVSCllmLtIACGkZq97gu4NLKZJU4jkZa698kQVLiS1jDLD1B+o6rl9yBPNPflZv3YFOEOC35inrd1+c+0Y441V2ud8A42Wz+6hEPp1E/b1kS+YcM9iUdLZkk/PqzTewZr8krujhuUtKASC75ClDT32KTTPcXcotowv2uWbPb2noJWQ/AZsqb0BNRI2GWK2WCBJXuVBEOnLfbC68fsA4a3unWqX1u5tp/Po3zP33lQRDrgW93fPEfBxHz4c4SO0BbdhSwxjTUkDIm1BsfTw6xmwpc3Cw76KUdDxtzpYKOrPqWtY/bj9h3We67uLLRTCwnDhsZM+WZsUdPzfJWP8kXl9TwYW/WnUkPzvjYSw9aYaOWyMs62DaVmSlFBYYP4jnE4QeE3IB3V3NYifNWqoghOgBjY4LnzjxIqr/8XlSHbxLs8nFh13MBx71ATzHpxa1ST3PBg13XA8/6ZVSbK8vgTTl7Orx6ti6SUr6OZ+fn7IxQE4CTqmM5zgkklyCD7XPhTPqoB1RYnJA4I7PkAIildR/eU12rb6WUnQH33W1llcWVENo6sBZxRjrZ947cHtLX5DMzqhATikQetWrpNs3zxgbeRQoYDzUmafklvpKKUSSJRKSrRbx3j1UDzuMWunAE8r/i/KnDYxPfTHXV8qUOo4V5ddmJrLgrdxS4dKz1UxbAp6nZo3bZrfxhT98EwGc82s1CJSPzgz09/z937P3Xe+2f3d0UJ3UnVfS0Mssi8dAOKw/Xw0MQxdfrOjVPNAUwuqj4j17KLklPvqYj9qvo2oVf80aBi9QThjCdYnWbmT13D7NGKekYfF2R4ahkSlpJAjWrkS4Ho4NuJF0pj1Es8P20SW4pZRqswFJQufee0HLOjrHbNZ1LNZXlAWD7SyjWBoJcBxEWaXDXfelL1pwPHPJZbhRTPVhJ9lDOIEyrBnUL3e4dqPqTNcpnanKzy5xZGqXJgH8I45k+pvfQuZm2k/b9DQ+9piP8ZUnfIXO9heyPNisAGOqOseZsBeEXrlNsfAfOfcjvOW0t/D5Cz7PSUtP6tnOXrIZ5AxjrKUUgRMQ71cD1eq3PF830wIaL6OXHhwgmZzqu43vKMbYnCf61W9pXn89A5tqNutRsV5dA6yrrIE6aUKMoBxhkzXYsUprjJ0kLgYbasY4cYDD17Pm3/9F/d3I2fKJlLo2oq2MdSgfnU2AzLEXcqUAuPeN/wzAqoZy93AGesG+Oowg8gIGdFrmXQ21dG41xjndtJJvZCcVXb9VTjwRHIdg7RrqKzr03B8hcIVhjBu0U9MOGRjruAHl2KGF0RhLknIJhMAbKuFUq3Tu3QKp6GGMi22Q1bPllamE0IpaBVcKUIxxpjFOLavXo3WV0hpqfOPGHZz/gas4/wNX8ZSPXMvOadUXxanEc52e+VrVVX3dEcObSFstEp07+F8f9mxEqZiK17ZDEOC3m5iMws76U2HJUTY4K5mZQcYx7/3OO3npN3fTSVUdahPZik+9DdF0C2/FcvvZmv0QVzWoyk1kDbiY+sSX7WeNDZtY8e53E6zK7P2kMdLNPQe7LjqVl117GR9crHSeftL7XprAxVT74yZ6Dhnr7H7CulIsbNcGEO3dS7hlC9te8AKS8XFqq1XgHGSSsJz6Jat3v74iB4yFUFIQtcSg6hTs240zOEhaH1BSCl3ywXdt7T9dDsHVem63lJIIn+m6R2kuAq/MZCvTGL/uv9RkNR9ot33vMn51o3r/v3z9dnYtH2N0UwMQpAMDpI4knmlbxrjHeWKB1aNCMf2iLxVjnJeVFEIUIe0k5BcQZNcxrl57PN6GjYhyhQSBaDULx6pHLWKdVVMIiFzPSinIuTvsGFDkyuGxijsxbWQmKfONKWItpXAStXLmOoI4UYyxmwuKNY+zYYz9iVkksqBnBpC+q1bkunyMu9vK5JoJZ6bVfjJRTHe1omVV3T1g7hwlQTI5RdrWExAtKyvroSWNG7ngu5w0pzZIvdNk2B3osWsTUhaAcdpqk843CrLKh1L5kwbGcRqzrfU7yqFLZZG600N7t2ez9dySX2mRkjNIBK4vGYp9ts5u5eo9v+GUVpuqDm5a/61vcsQHn2f3m/7a1+zvBhAbxiRp6s5oaAiEQ3k45oNPeBpLXntJH2DsWGDc+M1vSJtNTlp6Ev/x6O+Q7HkUfrPJ0MVPKuj+wg2bOHx6O3L7NpAQt3QWs1NV0EFpmX4oNTB2a9oo3ZU2OUN7Ur1hWxcvozrWIQhDlu7aYqUMbzv9rwmPP87WMV9E1WGkbV4QSdxy8IYHssjjSoXhnKE7gL9smdnbCvUHm+oY0ep16qs3quDCeM8epISH/fALhWNEd9/F7re8hZnvfpfucsyiY0iaR1hwQax03IWU0WAZ5Kce/lTOWnUWzzryWTa99EKlGxjnGePWrbcx+PjHUz9OB3UdhDHu3HMv4ZYttO+8s2ebwNGMsV6iCr/1fQBqa/sDlTxbCooxCGLlZZwIClKKQl1s8F3uM8sYKxZTeB6Ol5I2te+lVEBioKn1cRubPVpUBdSl3T7fHAJJUh/EyWkMg9ULL7WFrk9dLyvvnNuJlCrpABQH4Hwq82KYupau1Osc9rOfsv4Ln1wwLtIA46jTygHj7No6rk85FLSEtMF3ee22v24t4TYlqVnQxzgXRi9EBozbcavgSiGEYowbUYMkTZDkgbE5dsbInbxOSYAW1UusGa0yXPW5ads0d+7SmtckxXNEbg+1v1dOCGL4z1Pez7a/ygJBZ0r9BjTNGPsBjpSgWVkTfOfXVAWj7dutp/Pm++ZpJwoQV2azyVWtDdFMi13lNnIsC3iNRnTcRYExVj/jsWWUnq1SX8+cclb2vb5FQr8vh+ekx3enakUw0kAqSLJ3JZ5tsePaEUa2KomN8bmONeiIOnpS0sWmFkoewOXHkyOOYOy0kr1FxhauOyEF5B5X884gQKqLUomdtH1fybfn8PfuJli1CiFgV22RPZZjGT5ZAMYDUyGRJ/HKKYlwma37lGfaSGDPXNM+W/dOtlkyULZaUYC24zE2oO7xV150Gm+50Pj1C6r+AI2aupf2+bR9zQIv2gLtB+D4OmnUAQLXk3ZMljVb9OBuYaYaQqg2yCcy2bOHCx/4NcFcRpSErmtdKSTSSil21BUwLk2p/c3kMw+MjZRCJCoDqOcILaVQ27j6Oszj3HFKTAwIvPkWMkp7gbHXqzHuJ00ziTvbOca4HALdHtJdRUoJZWWPagLw0BM+s2ecNDIpRZ4xHhjCQbIkrhR85SUSX/fJbk5KkTYamfvIQ6z8SQPjr939NTppg3o7pTSk7lx5bhrSBBnHuFoi8K23fNJKG5RVTcpoWuaH9/+Q++e2cVarTfve3VRPPx1QA8HQ+qwTDB94gHDrVvv31uf/BQDJvAbGw0O2d49KgdKqybQgrxCoBB+Uy0x/5avseM1rAFhUXkJ9p9J6dgcsNC64GE+mcNMNgGRmm3qIl7zxDQysk0iDFGRKGjtWf+a4klRnvkkiVa9GUKa6RNV32d77mfjUp8B1uXXxRjvgFBGFwB1wWD4/rphbKVUqXDOw6TJ08cWFv23KX5EJ9QebupPS9lxyqdJBxuMqJfZR1yhgeMub38cP155mj2XssbpL3vuYRDFFBhhLKWlGTXbNq9HzmMXH9DtE39Jr46aXvidmiffupXL8cRxs2dCwQ9Eu5bLQz5s6cAPtj2m1AZQOP4yhzQP0HWxEDqwDwlXWQFZjHIHUS/4W3GslT0/wXajAQehjpQvClZZNUx+krNmjnpVgMO6ZBDgLjYdmSRzJ2I+uzK533Tr1y+wu2H69+rfndpCSyPMpx+o92T63nUQmBH0TfEC+7XvBr8RftixjQHppGDyrMW4SmgmC49ptO15AJYKmgEQPoGk50yD7y5bTuV/1A8I/RMbYreBIaLfm7ERI+WILhFTvcyNukEqZ81H1s0PpsnxIbfvUk1bxib84mXdcpFZ5QrMCkEo8V2TPsFRt4OmA2blPfsammy9UtU8JzXtq5Aq6DdxSilOrEj6wtZDAJdQBxJWJOaaWKIeBwZZEjDfZ4k/z7Yuyfm1uk5a8FKRPmfyj8ppLueDiy9n/+Gf0VkxPbAyAGXne87h76m4G/DpLtF5YufvopfBb72due4VVv1PxF8YjONHh+bFm1PqlID9QAx32y1+y4TvfLqwcdfcKfaUUZroiwAzdZpIE4JR8K6UIdm/H1xNK49gBKMs887z66j6VIli7O2ZikeoXE1ymBku4cUrSEsSkeKlEOvCTSx/Fi87aQGC0ukBUKuPql3rxQImqb3TTChi3S5C2I9yoS0rRdV39i/lOTRvcQLGsfpghxu7JdTzXwS3En/Y/vkBp+IVus3DrVnae99ie7ULHJ8gxxgYYbxtQKa93vOKVbPKfwSnzeiVHA+O5xqRljEUsEKUynitUrKZGXp4Bxlpm0nHLTOohMJiP+zDGDiq4uUtj3HVlWsFC1MiCc/1Y94mmc8/tn99XlgTx1CSypft3LXUwHEASN1Qf6/uFCX6nrsbSkZZLmGYSUknmbGOlFG0DjPtk4nwIlD9pYHzHxB2UQkkpSfAqKU414KgffYVvffN1tH//e5LpaT562nMIB4f1DNVBoh780aSsfQ3h2OmQzs4J6mdpmxfHY+lJ2YzzvvMvYNsLM7Yl3rcPGUW0dsyBA8H6DQqtAJ4FOwk90gSBjXxuXK10RxIY0XIFb3FR5yyXLKXjeLBDBQlGcy7+skVUjjkGtyIsME+ShCR02Cc9vnnTTvxaQjLTojUzZw3tO16AV06JfJ9F47uIx8dhbAkdL8DmiuqqrzviUo07WuYgiRou/tKi3Zk7NMSGK36AOzzM8LOfVZCiGMZ4QANjqaPt05rSGSfT08jcANlYt4nJcga8o53FqHTbLuhuVgBRBoxbcYuXXvlSTvvSaVz4X8qXeGV9Zd9jHLDYvlyb7d+7DYBg/freXryrmE83fPU/1TVddXXPNp5jXCn07HvXHvyVq3q2yx8zL11wNGPcSRNiCUFCFoiSZ4fdXimF1EuujTJad60Cl2ScDZSQsnhSvRvGI7hQHyEKln+qjno52shQpOSSs1/JfX/zxmwg/cSj4NOPUf8+9gg2tW4mcn2CSLKksoSb99/MTGeGIIbEk8VAQpG1QfcgUigHWNb1coxxrA+W5pY0O55PKYKWgCROGZuFtFLSjSqpnHAC8T4lqXEqvQy9rWheY6yzeoVzM9YPNAu+U+3SCBtFKUU3Gy1ldtW6TXwd4WcyT8WpxHMyZbjUb4mJa4h37V6wXQp1B0LjV9w0jHGWsjdYvYJw2zaS2ZzjiA6are2bYWZsJS2vxJG7JItmJBMDcMXyzJEmXKWlFX2kFJKFXq/iUoGxmhq88AJ2NXaxur4CT/c11TC1x5j88U1qL40ILDDW+DfpAsY9rhSiOMkpb1aTEW9k2NZHFiai4sDBdwZEQS7Bh2fvmVPyoNlkw/RO/L277crkfNBnJUlKOm7GrNJudQAAqsdJREFUGI/NwuwiVdcEl/0j+rmbUS4rXkIBLdSWZoitURvMGrwgcYBBf5iWDzJKrM+v6NEYH0Ixq4yBuYf9nYRkHNO8bxrHAOPiQboPR9MrgW6n3X/3tt7TIoicnJRCZEFsu2vZWLbev4gjm0VgPDm7h1aimVMtpfBchytu3Z0xxolO0KO7z9ANmBrUDO10pJJ65EqqNcZOt8ZYwos+ewMv+uwNXHvfhLVxbTb02EmKn9CThdS2W/40JUG0dRvhtu3qby2lsMN7GmqQXTxWp6bG0uEGOjjc1toG8BoJTtpskc7P4/5ZSvHQK/dM3cMxHRVR6pYl3mA2k23dfAsAu+qLcVTeRqTR9vmSepQ13fIp9bN0+OHql8GVuL60mmHoBWnx1BTTN+6FFNx6zT51jvHa7JJS2EFeD3qGWZUSRg0wHsv8ZAGE67Crvhh2bgcd/BYsU+DZrwmSZkTz+uu55y0fI5zzuG5W8OZv32Ejd39z/R9IIoEs+UjdaY8vW866rXcoO5fTVUY80Q8YA05V/R3t36+AecPFX9obRVzasIFNv76O5X//9zkwI+xLNKClFJYBdF2cwUGSmRlGdLraJW98I8JxuGLd6fa4U5//PBP/8RmiPXuY+d737UCRB2MyGcBzPLbObuVTt32KX+3KPKsBjlt8XE99TZFSFqynFpJStF7zFgC8RYsoMiB9ijBtstZ+NP2Nb9DZsoXGr1WwZOAGuuPRA9mevfgrMnu9nkMWx2c8R2mMm2lkAyKlAca5eggP3LBTrKk29W+UlJQCQDgSqW3cVGCbZKCZ4lQCvejROzz1x5+i8N1do2uZPP2R2dftGTjqiXDh5QCUk3lCL0B2Omwa3cTdk3dzwbcuIIgxEkxbnAIYl9mSdZ8BvX8RuDoOIWrOW2DcLaUohZIWUPnvHbkrUmUwx0Y55YUCTroZY23zNp8xxlZKoRMDzEVzpKRZgNQBU0Kr4uvgv05sgHGK64ie5ijpQMTOvffafWsvOqtw9GLdoWMZY32tlbJt52DVChrXXFNYzSnrpBLBbJN2fZhmUGWzCsfg2qMdZpJ5vv93f8EHn+jQPGaT6mf6Bd9JmXu7+kkS1LUa33qnXGa8Oc5YeRG+7mtqnTjTfWrdvGOSuViNsTp2YpaazeveL/gu91yt+fSnWPulLxbASX4ikq9xIViWPs+ozpbmars2dT0Bcn6OVfNq8lV/5DkAzPvdwNgwxqoe5UhSa8Oga5LWOIyP6uduBhJS3ARkLqumG0jai4cQjqRdqRVbOyf5GApGmS45JGGCZ4LvumVbB3r3ur7TzpeFADx7zwWE2xQJUVkq7Ge9h8+Y97YXWF22vyojF1qLl9rfO66a8EZpBDK1dm1tr4Rzugrolqm0JzJBpk6UsLOlk1ckAqdU5i0XHsUTjl+OsU9cOaC9lhPDGAdsXV0iLnksv2eOMc2vtTQ4TT2HbinF6RsWcezKIXZNt9g13WKuExPqZ/3+vXfqK1YTZxWYa6ih3iIBqa1Wd77p7QC4azWuMBAkVWRKN8iOtC67Fjo2WB2UY05gNMmuRPgOydwcMgwfslKK/h43fwJlPpxnx9wO/vHbagStLI4ZHF3N+A9VcEHrttsAmA1qKoGEVBYnJuuP24g5YewEKsKh3PgRAJ7Rxx77NNjwKMppTGX7i2jdkQ0qi1/1SsY/+CHiXbtI5nNsmgHGljHu1RgDWUpO+1BKljYn1VfLl5EvQgi2DSxj3R/uQqYpaSzwNFNVXe4AiZV1AJz+8CN5ykseiftmPeg3GipgrhTYznnfqtUcf921irvyHAbjeQIzSeiSUjg1zSDt3UelVkImDk71wBqnXOWtBdGABr8moiCVEn/pUmZ/8mMetloNTsHaNTgCJitDhcPse+972ffe9wJK17fqQx/sqqvLSUtO4j/v+E/WDa5jeW05H3z0B2lGTZbXllMP+s9o03abu084EYCNP/qhWu6341cRGJvir1kDf/hd1/l7LhyAl37hBo496+k8+uqvs/utWcKWo+66M9MYIxGpRM7O4o6MLnA8PQHIWVUFnsIV+5KQwDiV6AC3PDByPPDCTrGqzQ7SlcSeoBMrdw3hSmReSkFKvZngDvS/10LA7TtneM4nf82kDkAVlsLX5y+0Ru7TkXWwOpPLhK6PbLcZLa/kNw9czXN/kbJoDkpdwDifba+7dYpnXHiQ9jUTFM/NkhgJQp4xdn1KUUpTQPCHaQDcRHtWS5lJQgCn1J+5KV6woK0Z47gxj0SzhI7JfKe+mw/nSSW9wXf5m9l18SXto2wZ48S4UmS75N9Bk7Ftw4V7mdi4FMb7Vx+grYGP1HPGvA7RX6H6qPmrr7Kf1duwP5V4zTadWp1GqcKipmIbRo8+HmZu5Vv8kPnNDmd7JXADuOpf4Co1QToeuMS7GClP7luf7qfqwhv0fSx5bJvbxsMWHWOTMgx0QppA3HaIJtSE3NXxFiYDYKpvXaKzzJkUZb0a4+LT6w4NUT0pF7wrpXF6y8B11xH6SSkApK5EImM7CXCHqzC+H2dkPQC1h5+BmBOF4Lv8sdpaSlHtKGeaMR0dl+AwPTRI4nQxxla6rs634ylncP6ez5AKtwfWm/+HS6OEHjQbYR/t/6EwxrkGEAK3ov4emp+yH7tf/xLHjCe4E+vY8tdPA2BgndPvCNmh9LmbXgnRbJLe/n1mvvUtAO48bi2jFz3GbtvyS3gpxJ02UkgqoSQtlUiFg3jYKfDra/HbDaXAEdh8BF4C25q3IVKpAm7LZS4+cSWsajClw18sY2yD73xEqcbO44ZYe/0OTkgF0nHYPzTAmv1TChh3SSnOOGwx33tllpRk/mtfYGKnqsPx372LxovVipIfg6j1cR8q3AdBst7H/31I2mgwsLpFMqTHBiP/SMlkGbkSa9/4WohNha3aP2OMhSdxApdkQgdW98me+VAof7KMcT2oc9Uzr2LZDmUJFAymjF14DD//+48D0L5V+/2WBjN9onAA5a+bNlt87oLP8fEz/tFanRlNMgC1RTCwlHUffz9HPWsXiy4+k6Vv+zuqD1Odd/uuu4sV0oOdl4+c7pImAARvU2lb07k5u3y9dm4P8dCwZiRzhxSCm5ZsQkyM09myjVR7KQKUxno7pfqqFawcqtiloMGf/jcyEcggY0JmlmSM7+I7/4Nbyy/h4b/Qtk1u7qUTAqeiB18tHQF6kj0cqHiVhMR1WblH00caTJjBItk/zgtv+iZRqUz9UY+yzEn99Zcx/PSn9Ryvc/fd3Hfe43C1bnbx1rv4+ldfw2NTFSzywOwDPPOIZ3Lk6JGctPQklteX9xzDtsP3vmd/b9+jfHcXYozLjziD8rHHdi0b9R8UjlyuVgLiBH7Akp7v0zAs+BjX9NjsDukJQR/A7TjFAdbIW5thh1S7DDDY60nr+AIvbNu6yjRFjs9AVT2jijHWUgoDjCUgFDD26pW+dbro+BUcsWyAKEkZKHuce+QS1i3OMnLll8QL+0rNdAgju4DIC0g7HZ5/9PM553bJhTdITr1H4pR6BRPznZh7980x1Yx6m+lgjLEQBIYxnp/FGJ4kbuYs0PECgjClBXTWK0nP3mc+rnCYoYuUa4xh2PucqFCXlg6QSubnyPsYCzIpxXw0T0pifVQzgNbvGTNSCv1uxl0a44Lmtbi/v2IFwUAm8erR1Ou/mybDnV5FVpZO6rvhxyvWfOpzn7e7DbRU9L2Q0KnUaQSKrUyBE1afxoXrL2Q+VkDIc3x40ofh7DfA2a+Hs19PUh7lCLFD4/8FECaASKnklqb3JTO04habR49kMFD345VX/hYnTujMeCAhGIhw9bNtpBSpbxjjLo1x0G8V4EDPlbRtJunzqOvPZfeHQiA1Y9xOWnY/b6QGe3ZR1svYTrWCACbLXe+23sEE341qVYsFxsLFdYcZH3EJp1MSUvVsdQUHpCUfv9odBCdzkg/B2cseT8eHKEzwYmXz2JsY5mCrNVmdyyPq2MvH1TL//NXX4H3iQ1x+zUfw71P9sFv3KethqhCY1kdX2/LK0Goy/9E32O+ecvR1PPLed0JnDiG03AKIG3Ogg9jSstbGavlibXZSSdidLDRomTvCdLRXWwDmfNWFsFIKR4/hqdUY+5TdGrecpeJoHnGnRA4PW3Y/9gT9Enx0FzOhPe4Byb/99n1IEs0YdyX/0UXmJjPUsu+G1jWzV0nffzdRwXSO76q4j1g9b7FuE+O7bo/dxRg7gUu83wDjhyZj/CcLjAE8mXtRHLWEGQ6OAEqI7y5aRNMraSmFAqoSpSFKdYYhASSaMXUHesEFvhq8ljz9TEaf8xy8UXX8PW9/e3G7Q5VSHH4YKy6/HNnp0L7zLqRUGuNkpFeiIIAbliiT8vv/9u1EDc8CY7ebUgM4bIN6aTUwrl//W9JEgO9ZRqAxkGl4m6tP5R3R87nzhDfDEz4AG88tnF2TXYz/wz+QtnV07kJMWZ/aOy40hgZYvncrAOmYYptSKSkdeYTdslMbQghh++3yM57F8ne+k6PuupOBxz2u58jnbf0tY3fcwKP+XUkczrwlm90eN7awdCJfZM6fevqrynlEpJIVEzLXyegeMZd6NqOG+gPjI5aq9v3Qs4/nrtG1Pd/P/fjHOcY4pW6A8fDQguBOIApWZSXNaLTCDjJUz4HU9zUvMXD8ImO863WvQ96xFaEDKIx5vHBlAegJUuqNeEHG+PkPX8fXX3qG/ffpF5xCvaQCyg5cDJAwy6SS0AtIW02O/Nl7ecJMFvCatIvHqgYuN26d4jHvu4pv3LiDspkdLASQ+9wfXyPP1syklS0kuXe04/k4EqIUUk8wPghy0Sh5LcuyS17O4s2z1E86vP8lduleDDBOm02b+c4yxtpqcDacVW4cC9m19ZNSaMbYBN9FRmOcX/XQf4w+9lgAVv7r5Wpp+iDa0HapROK6yJYGfLnJsL9yWU/b1lsqSxdAWB2wwFgGDn957Au4aONFdtuyW1Urco9+i/0X1ZbhkpAa33WKtzU7nWSZJhp3LxY2yGlxeREXhpnmeag5Q9xWbezXE5vUxkz+Uiul6ALGfTXGh1aMvCcf+5g7EPlPBcJKKcI0JymQEppNnrBFycGMNl8KB/eMgNnH5YgTqd4dgKftVe+NUYIkuAQMc/eylLn7YmjHClS5xesp1LUPqpcIxirLwZPEUayAcT5l/aG0T7eUogQzg4tYsV9JJra/+MXZdzvVZxtfe4qta79TCPtTqOC7dhPHy1b33hkpZxOjY2+5qh3T+XlMBrnU9OcrlPxiYHKvZYzdcgKuw/GhkmMYUCiCXDCwBq6usUSzrhQKGP9hbfYsOZOTNuNu7EJ3AqV+V+jUsnb7/q1f1Rpj2Vdj3BtnLFhx+eWMPu9Z1JdlANcsjnmJ8vsWMw/A+46CL6lA11in+q6EdAXfSUrGQtOVCN9VMUr8GRg/JIu5OT9cexpGjCSDEnNak+UtXqyWlI2UgkxKQZrqtInan9d1ev0ZATz9ApnkA0uXFr7e8DzjwqDBtekS067gO32rZCqpna6Wkvf+8z8Tn3Mqh0/vIBkoSghA1XuyMkS6crWNPHJqhsVzWPfyDASuePgUzvAI5LS9ADJ2kLn0uFEtWxZtLz+RzyQXsP3wv4ST/wqCYoRpviON9qq2PmRgrN/WOBfpfcY1F3Jn6QUc/9kjWX74HdmxtbYp72pgSrC6NyjtVbd8k4d97J327+rqtTad8/qh9YdUvX6OF8Of+T4f+ERCqh0lhGaMZatdMNbXlT3g8YUQpKL39WzedBO+61sphWGMnX6TMnus4kBrIpbbndAyxs7QsN1W1dNIKdoIfd7ZK34IQHWj6sznwjkFoB1ZDL4TUgNj86wcOkAQSH54227ef6Vh4Xu3yE4jaQYV0rl52Pt7TnCzSdv0+k2Fvf75KcfxoWefaP997oWndh3vwKyVFJlxf2du2gLjNGeY2tErJkkMIkppBVmgnClOtcLY5vk+Kadz1yczDaRljJuNImMswJFqBWKqPUUq0yy4qZ+Uouv6AsMY6yyBSZoWpRSmLsDYkx7G6k99isqx2qFF9JlU57ZHOLQGtLTHV+mrLcsvBENPfUphr3pbgWOATjVjjINSwGAwyMnL1CpbGg1y2PCRdBcpXDyShe+g/SJlyYz64z+fFDDeUauFi8ojjOWkRtV2k7il2ieoJTgaGKeGMdbAONVSigWBMRyCflYfy27WxeTJfPCdBpxCWClFO27aiYq/RI0BG2dVPIuoVjPHivUu8SLT9xYZ45Wz6gKEDmxLcPGpc/MGtd0xn9jVE3ynjpKxjNncI3vWFAvuMCISiFIFjAs+631nAV0l31+q7fctXcvy8e022RDAnF/B27kNd/Fi3HJ2H4rTzJ4zq/ermXluL/rox5HmQjXz3dTkVtpoAsZtRgeULlKEVGVuWp1IM8b+ogGOTtSKn5UR5DJxmjHWZCi0GmPPp+LWmI8a/PRZasUyOedRxI4aByNPIJw2gbMwoBSa1DBl5QSU4nvwE3Am7upqAX2p+UYSMPSEx7P0kr9Vr7p9iNQPP4Egljijq2DZcTCnxjvp+YrxbstC8J0kY4yFC07JJdJZRv/sY/wQLPEedUOvW34M5hVyhGBKLz25w8MkUuJqYGx8jE3Wn7TRQFmaObjVUu/SIljGmEjnsB8cZOOPFMAYe/RySouMtZIBxkZK0Z8xljK17hOtG28E0NnnRnpObarT/quX2s+SuYY9X2V5lcELL0SuW87Q2pY6nxAE9YTZoSrtNWvVpNn3s8451/mLU9WA5fSdlitl6yc2PxGAB16lEp08GCkFQJxbntx9xHP4bHIereHDccZvZcllbyxcqFMcPwBY9KIX2d83fP97DD8v85g2JW00ecUJr+DKp13ZN8Vov9L41XV4K5ZTOflhNgCv+lOdfc8EookEBx/ZaikrPPXpgQ/cFf20+7RHFb5Lxsdtgg+QVDuaeThIB1OQUuhb2A5DUisDKj4/EuUZ6nXaCAGTn/2c2u5JpzO2QV3vTGdGVcvJNMYS8JKE+nyEP/Lg2ADHEQyUXG7ZPs13freT4arPYUty12U95DIw2woqKpBDSmQps/W69gXvKBx7zaIqTzx+hf23eWWX9MQ20MITl8CRJAKiuVlcAyhz72hbU25pBKIZ0yihjfjFIR0/q092s9qa1UubzczH2HEVayjLuMJlqj2l+gUbfNftY9x9/MyV4vu37ubSr93C3Xvm+wbfgXI7qJ/5CCuElBoYLzTdcYSkOaiAsXR7txp4jNJv/m61YqIVY6xOGFbrzOlMbY6+jpJb4s2bv0Ljvjf0TDTUhi4uaaHOhb44xxgbAD5Zlky0FDBeXC5K0GqdJuGch1uv4JYThFQTP7MqknoGGBcz3/W4UiwIy7L6dMk7s29kBi4L25ujGmCctuy1Dp6TTRqk5x/EPk7aiZzxtxe+uRynAIyBLsb4IIDW1t1BSknNlfgRuN2M8YMpuXd+ZniM4bmpAjkROR7ejm2U1vcSG9lz0ct4N70SotXEZPd2VyzvuaymYYwbDSQJlQ5Z1jwtnyw359TsxmDIkk9V20gaD9980KEBxt689hnWGD/UjPFcOMfeVWX++tUu6Rv/jlj3LR03RbhtAufggPK+N6vYms0PSLZzM14MTtqG5cfD2jMW3M8G03eROOb+ewl4sUCMLIfR9djnUqjJVrmT9gDjkmkDH/zBkvXbdr7zV8p+8yFW/qSBcbRXuUZMlIcsYyxEZtztDg6SSqkAl0xVAA+ZHYtyOVCM8YJBZZ7W1/3snfCuZfDtvyVYt46j7rqTxWctzV54A4wXkFKY34338PAzi6mJY+3tmy/m0NEZ52SfWY2RAzJl5fv+leQVTwXAcTK95NxgFafZ1FIKNzecS8tQpLpT6L8iphblv7vhTJzRLDDswUgpAKJc5771xNfzz/FzmFt2KsiUwfPO457RtWw99dG5MxYHdXd4mJUfeD+jf/kXlA47jLE3vYkLLr6cG1/5Tn7wjv8gEQ5ps4EQgqW1Ipu/UJFpSvv22xl87Hl4IyMWGLuTupOz40eMKzzSZjNLnXkQuzZ79frrO1/wWo66606OuutOqqecQjw5ZV0pzLIeGMZ4ASmFEIVvDLaIOiFoYOxpxji3lWKMow4D7QZzP/6xusYzj6YiJZ7wbbZA4UKak1IMtSIcCd7IQp7A/YsjBGcfPsYd/3A+d/zD+dz8tvM4fUMetBhuSnfUQCuoQBQhE0lrl7oPb3vES0gWyMq2cDmYzlFQRtIqQTw/hyvVfRZOBtRDHTLvxgJ3usPeEYFr9ZSHoKM0V5XXGGtLLZpZSmjXAlOHNYNruHPyTiTSgnW7Jp6n/7vPIgTnHrmE2VbEr7dMUPIczjxscS4QR/bet9QA4wOBel1dLUnDM9efIe6BRz6SI2+/jX9/1EsISxXqLckaZaTA/OhS9tXVPTcJkADq3ghIrz8YdzwNjBeQUpgrEpKaxrLTGhi7wmW4pCZJVzxOgYVqu0nScfBG6jhadiQ7HaT28JaGMdbyMEe/8D1A9JCe+6zPEgvsYu9eDizHc8cSzx/ORWte0KMBBYgXjyGEoJ87hz2J6xL7QQ4Ym8mei0uV+aog2ewTVh28lF4pRd9rLTLGAFVHBV95sSD2nAX2WaAUZzsANKuDlOKOXfGVwyNU4g7u/r05Z4lshaI7+YXITUjmgioiDNEGO4hypYehb+lVXznfwDDG0gBjP8CpVik15ixjDOAEPrLZ4qLlb+SYSfUuiFIWdGiA8fLPfpi//P0PuzTGdeajeRIkc1WBCCpErpp0/W7+PgDKBwLGmpSaP/J4nEWLeMY1KVEcEcTgHPVY+JurYMM5+c0PqeSBsZ9ITXIJy6wDNL0ypU7SpTGWBcbYG8pNEDadBdWFA8f/r8qfNDCO9yrGeLwybD9zBNy4RC3Dpq2W9ZfMA1WjD7KMcagY477FceCiD8HpL4fBFbD75uw7Lc8AOJjG2MoE9EO47O/eyuK//dvsUNVeds50iqmUrH3vpQQDEWPPe2J2PvNA6wFPuNn5osDDbTaQsUDmGGNHwFVPfSLLTp621nF9Xyyh2KfEcXn6o95kPx4f6mW2+xZ90Fnr+QlWToKqu79iBW8899Xcf+YFtm7q+2JHOHj++Sx905sKn00deTzRwDCuTJn42Me588ijuPPIo3qTGHSVtNNh5rvfRXY6BOvX4VRrdO67L2OPAK75N/jIGWxwtuHgkbZaONUsuExf4EIXXriWNGdA7I6OkkxO5jLfZSlDnfrCUgo1scuO42jWJgxj6DjMlyEIjNdsVi/hgxdHjLams8+EeqrqXr0/YyyhHOrUxQtaki1UDsKw9TDG0NSyp6SdEu5rMXDeedy09Ij+gGDBc3adA/o81IKKlLQC5dbi97GE62hAWg6BVsx0DVbV1/Z/QQ4ILnPA2DPAuFWQUvhxh+HZCY5dfCz3TN5DmHZyjHFvSuh+Ep5Pv+AUrr3s0fbfK889vIsx7qKPTVCVWOi9zyYsd0bamaJPinIA4XkIx6FTqTPQgtE5SVyv0qkPsXdArdqk7X4e2P0O5uCK9BCmHim1tiRxYMZPGW+NM1oetVkwOzqRQa3dIE0EIvCtw0Da6dhsoDLQ/ZBJMmEkLD0MLV1r1L3fyVwfvcAmGVDLX2FaprX9rxmrLO+7Uim7rOPyhEa+xEGJSPvvCh1UmOLgoYBXuybwW9rRoIf9123TXfWcxlgCNR1oVm/JLinFoZSu51ZKWlXV1xlrNrl4CZUkxJmexB0d4YB9iD2a6iGmSvpYs/rzSoW0q72bBhg3mxgfY8sYA6JWxYvaSlJjgHHZJ202OWLgTE6aUERbQUqhg4P9mUmedc9PCWc9UiFIHZeyW2M2nCVBqrTRQhDr1QhTszXlU1moKOpAjYL1M9Rkb/mkTv29gAtE93pW8YCGBlc/vES7UphkMVb6JWj5JYJ20iulMIyxB/5wRiI6j38nLNq44LX8X5U/bWC8fz+p6zEb6Pzx+iG8SQesXVtTGYPcQvBdlqo4mZnFMsYLGfYDnPR8OO+dsGwzds0G7DEBejTG3ZnvRJF5Ep7H2CtfAc/7KwDCw3u1d07u/a5uPpyNj9+Pq2258sDYgG2BY1+COPBwWi3SLo2xQDI3MszIYc0chug/yA+WPV56zkae8fAN3PUXz2HlIyb5x5snedTlv+DR//oLfnrn3r775Us7x8QbyYbMzVJzMUL2Z09HnSu2m10AlzzwrGfTvvueHpYBIJmZ4e7jT2D3ZQpkV085RZn2pyk7Xvby7BzbroN9d7BEjGfA+MEyxl31BfBGR0gmJ/Ed3wbfVU3wXb2os+4+Vr5NhL6dURghOoL5ssmmVoSJRqe2eH4ydyy1Rc0bUMBYiJ7gu5LWZGY62kOlJIpsaW/pZoyVlAIgaaWEkx1Khz3ITrafdqD/hpSlpFUWyPl5lcnJK8JvszRd7agEKk0xzFhlaVb1QzyPHWhQDJIUINod+57KiUle/p6/5h1ffgvrB9axr7WPqXBPLsHHwX2MFzy76PeH6ZPMPT7wsPG4Y5ZS1bZsfvfL2VWXTqXOkmiQIDbJC2BfvVfOdMArcDxcEg0is2Xd7Dqyo1TbEAZqg92N3Vo6pfs8z6XjBQy25pGJQPieXV2RnQ5pWw32Fhh3tPvDghrjgz33XUymyN2xfkjF9NNd73h2eZL0+X8NQLBjqz1m75bZM5YEykYTQBgbOlwLjBtVgZAw3JAqCD13UOPFW7iKgsZYbTeqG2igBUmeMe6eeB1iMcB48j8/q+pYH1ZHSxK80SL7WIiv6NM3Gtmkib0UpSJjLESWZEc2m3QH30lUAhs/7GgphW6bkm+JNdf0hzkphZlwmdKZ8mzbVNw6cRrTEgl6cZpUrzy5KYQTj6TmHkjyl61CjDzn2QCMzCum2z1osFu+T+t6Pg1jnCrdtFr9LU7km36ZoJWoBFR2giQznbUL/kguCPHPwXcPvZLMzxNXqjkWSnL0ikGSZSt45ZPfweWjp7G4XuKYFYMgU6WZQuBV1AAR7dmtOqPIwa0dgj+v43UB4zR7WfUy7Fv4JLxrKUxvpRDkYuQLabZsASBf+FKef95b6Rx1bM/pTAeqQFHXzDvPRpsON2c91a4ECCmJW26BMRZ6mQawM+v+3b/Ad+CyC47krU84mic/80wGV7fZvGKYY1cOcf94gxu2TvXdM1/Glynd6MozJi3SN4wxmCXIrG7qs4U72gKYF/3M7+H+Jz2Ju446mvsedz7JXBatvucd/2B/r51zNqWNGxl53nMZef7zafwqSwxi7eSEpJy4EMc44Ths+w1M3W/bp28xeumuYwG4I6MkMzOU8HIaY/WdU68vOMAoKUWeMVY/wzDE6QhmqxDoVFEWJyLtdsvmlORo7ec/h3mOat4A051ptU/Ork0iKUfdwPiPVLqXRAUWGHfGU5DKK/pA97+3dAO2AzP67aqHP9tSHX3X5RnGeEjL+BvpKv1M9qU5F6hOF2suBFHg4bRCK6Xo3Hiz/fpUX7lb3DFzTW+CjwIQOLQ2Kdq1de1qg7+cwrbFusPjj13Osy9U8Qci7LKl67o37WqdZfEIQQRuuYIQMFMZpLtk97QPO6qlFAVXitxmIndv620I9bi8c34no5WczEvAzpEVrNu/A5kInMDPSJDZWcK90wCkpSJjLFLd//QLvjsEiY65PuVK0ef6DgAg1dCV3TOpiZLp576oa8s++6IYY1uMxli4eFIBlrmautbRuX6MsamWmbDaD7L6SBjVbTg2Q1FKcYC6dR+L3HvUqqrnw8TYfLeVPS/Wz90AVATtKOFN37qNb920U38m7eFMptRoVoArEPl4Gj3GzHtqGzkzB0jKoUSWM8bYKZdxo1BpzfXluZUSyaxyizHBm1ZKoVdT3eGMvY3mXVK9YjvgjwAwJUJcXddUX08Jj3ju6ANPufSqnkTaicJwA0oxuZXL3OZdUFgscD9EjjFW1m8l3flnE/mmV8ZrR6QyJdYRjfmU0I4H1XVDWdv9GRg/9Eo63yC2WkQ1i37UEUu4/i2P4cp/egY3/v3juOGtj+Hco5ZaECsBv6aB8a5dgCQ5kMY4XxwPcsbXBblEfSlXrHgVXxRPgNP+Bh7xajg9C5qzHaYsAmOA8eow/QYMuxwvZbZfnsExn1kmwrXfTy7NOhsFjPUxkZhok4x97fOaFqbq2davecwmPvjsEwlc58BEgdGT1WpsefljGVzTxng3ylzdpenkci1wwNXLXKUEguc/8Z2seO97+m4bbt3K+Ec+yv1PfRqd+++3zg/+mjWsePe77bUvfsmLu/bUDJSQjOlEBc4tn4H/OA+u/Td1z/sA8j6XX1hidbXVX7WVWClFpYOKPu87KGe1KUj19HwrDGPctmC+IvANMM7tZRjj1ZM7QAjKxx1n6zXkj7CvuQ/owxjHJsrdWKIdImN8KAxbTkqhXCnUexfNaZnB4NCDO6U99EEAjD5gp+4z0JSUIhCeATLqO6MxHtKucS0xnNv3gIuVB6xLVPYQrbYKvpOC/e95r/1uQ2eIkdIIt09fvbBdWx+d5kEusyilMMVqjA8ybEhJWdspFpIY9SmdSp1KM0JMbcYrq0Ey6fG57a1f8UNHaYwX2ierGNUOxJoZ3TW/i8XlxYWD3r7mOFZO7SNuOwjfw6+raw63bmX6Z7fp02kgaiwo7YSkj8b4YK4UOVBb+MqyrsUceAe6wC//dhsv++otXHDx5cw95bmFaxeyW2CmSqzfn9R1+EHlAlh/Nj/1H4lDheHSMFu07Ve9rVSBfU9srrWrngZgloZVA5Wj/we7tp6JqqRZzcam7fUxHnbm8fZvd3Sk0ObHrx5itBZw5Z17uXOP0ksctXyQQS3zslKKOYETuF0yPPV7y6vRCkCMTyHShHKUSSmkVAls/KithkVjaTZaJ963D9IENzXSsuKq8uEfu5S7PqP98KUg0cC47iswOyE6PYzxU5c/krS95oAtlm9V44Y02Cz+3V0ORCbYZyhn1xbEOklRHkegpF++lkCZJB9SpgSxBCHBdXBr2XtyoHHr/7I8NGv1v1TSRsOaUvcwNd3Fyh6Uv647OqyyQWnG+JCBcZpnUMwx1fmvHXsGP9q7hxc89rE9u1r2t0snYF7kdff8B/zki4XvNg4fA/yl2qKbcekHjJ1MStGulQmHRwimpzIbA4xe1dY+++xgpYvKcfoERfTdjdTOYJ0CYyztYc3prdTiEAgIU1LhMHTR46meeirjH/4I01//euH7yc98BoCJT36KeM9u3KEhDvvJjwvbeGNjHHXjNfz6tScw9Mt6gTGuhrptH/E3cL7OTlRfAjlde7EUWfh8dc3svzaf2OC7Wqd7eaz3ZnRnfcs0xiFeWzC3DAK3tyswjPHiuQncwUG1FKgPtKS8nJumriNK40JKaICS/t0p/U90L0UGdq6sWJdw2gDjAaDZZ7+FDndg5r67xAMlBptNgihrR1MMYzw8r9qoyciDP29uadK+8+UyXnuGWDbwI0G8NydBmp/njae+kcuuvixn19btSnHoDHq2RwbauP6TcOd37WrXwTTGAKXDD8erw8CxOii4j5RCCGgMjuLffSOlkTqiVMZwXStOn8I/5/mHVmnHU3ZtOfBXYMHsuZXGODW2ZDJhUaUY3Ll7RFlkRQ2PcuARDKhr3vmqV2enEw6xkzHGC0spDlZykNfM+bq36MVpdG919uFj8N8wNlDi2NEhTlk3yklr+z17ub5f/4h1MHbqufxn+S959l+ezU8/cBVrhWDz4s3cXb8WMxq5pWIgpchpiQucYy7BB0j8nKduX43xg5RStGtZPMVMqc4x67OMr97oKExkdXzSCSt50gkr1Zc37oTvwWdecAp4DgLBbKmGdFxEmtgVrqKUQvU3kwMO/sQspXXq3LJShUgTM5UK3uSk0prrMcpfNABJgj89ZYNiuzPFCceBcpl5r0w9blvGeGlZAd/tToORxKzS6H0SiXQ48KRCCIZo8IjfvR5xj7q/9bapQ5/g94Xe4+77ovu7s9qrGIoe0IH8OUAglJTCnVESo07SoepXM8bY1e35oFmL//3yZ2Ccj17PPwi3fwu2XZf9HTUtYwzgL13M7Pd/wOJnXKCkFAsF3+WL4/ZKKbqXMRYap/WM8TVfvYmpb+/nKy85jcOWDNgqL9p3HcQt2KQC0dh1E4O7rgL+UrOOXWuMeY1xmhbOYWoTjY4STE8hcwk+AGZa6sH/4e17UUNQXxqH4oBcBOZC9A84+dx1D/D9W3azJN7NvwPTjRBh5bMa+Obrnr+kPiwrAHf9QDG1UhJIyTeCGfZOvpzbaw+3Ewt/2TKWv/MfGLzgfIK1a5n6yleY+OSn7CHi8f00fnUdCxbZHbIBMTBklpDWnAiHndtnx4WLIpxyjLFeJqzMRZpJihmdy3tjL7AE1kXeW41xFON2BHNlB9dojHMMlmGMh1szOMPF4L4lpRUkMmFXcw+VruC7wJi52wnVIXaEB2LY8hMru0wqmakqhrijgbEzMIDk4Nr13EnNCYrnWaCkAxUG2lNUQ4njFp98Y9f2+Ell+tpiUTbNkYd2/H5tIOs1qu0ZWnKcpdPqiL89+8mcetV/kczM8vizHs/e/UuY+Nm7gbsz5jJP/z5I8CElqr8641Uw/ofsi0WHMbPsDGBPn7rbvQE47DkuostPurvMjC7DiUJWNCZg+Wp78qF1LdiYucTIbOztLY6HQ8oND0yxf06zuHliUtdnpbOfIHa1FE610UipCCD3D2XZJpWUothuY8fNskuOEHqZK4W1a+trj3bgds/WEbqSKsv8NgtPcASwdpHqIC86bgUXnfOw4vcLvXr6BEZKIV23sK2UsHZwLf9du8Z+5lWKcMFqjGX34mCxnk6AWptOYdTLaYAPBSD1ee/DUpXYcfHShD3VUTbXMhbUHR3l4BPB7PtUOMjhYcTkhGKMJT3BdwAzgy5LJuep6AyuslIBHbDnjgxTvXsL+NIG5PqjenVxYl+vlKKrTJUHqM+3LWM8HCxhaXUpe5t7caUaYY2nvUwSK3lZqISrH8G+m3/Kkrl7cGabgMs5M1WggfD673zA9SzT3zoC4QnGOiW8GC2lKPZXDb+M2+wgUmwAng2+88yxJP5wiWi603uuh0j5E5dSzNv83qKbMf7ZO+GGz8BtX1f/yoM0Fh1rO6lg2Riy0+G+Z6pldH9s+OAndPyFg+9QIGihQLZ1ixUzdvZhixmf77B1osiKuUkbFh8BF39Y/Tv8sQjLCOcvrRcYFxhju5Uk1QxIWg7sfiuGysy1VOdwxe17qPguK4b7vPDdA7zMfY5id/sFyX37dzu5a88sjq7LukU1Dh+rAaLLp1gN9lJKyxSbn8/55K959L/+gt9sUT6l3H0F7LoZghoyqHGcuI+1E9f2SAwAamecgb9yJUsuvbTweeOqqwEoHX1Ub6XNBXbdusSRlE3QwQKdYk/JMWslIp78+0vgE4+ETzwS9xeXAVBpqPZPiRidl3jLDmwzp64zu1BHawWDCNxI0BJDOZ12tpexJRxpTFsZiQEZa6obALh693UIF2Sc2HMYjbGVUhxyOQCQKKx4ZMC47ZVxBgbo7FffGz/nB81J9ADH4hGsK8ugAiFr9gOV4ozMBN9ZKYVXKhzh0EpvG4jBYQZakpbcx4oJda69K1SQYTIzDcCi0gpqHQ0QDiEl9IJnN++Y+eC8d8JzvpL9e+bn6QyuO4QjdeOe/izU7CLF9q1sjCPK5a6guf6rH93F8zx8kfL5X2/lXT+4E4CRai8zlqCWgGedDEjVgzrZ8wSTQ5kXtknxvO38EwCoHL6cxUfP40lB5EGiE3wsyBgfDPhJsE47XbyFnUdRZDD7H/fgT7soQO9s+0QD49QtQgEJrB5Yzf5qdr+8Sn+4IHsqnjHJigkXeHr53PP69YMHeje6VjqlAmgt7aKztzqKyOlmvZF+THn/YokUTTiY/qqfpntmMKAy2aCsk7zInJQiWLOWwelxzRir7YOlwwBUd9yfBd91SSnQunKjczb3QEo4YckJgFVmkJrV0q4Yo34lPPLJPDb8F7575rcR570D4UgGjB2dd/A+uVdjnI1JTuAiogiZCu1K4WDukUCwrzaKEyeMzuWAsU4JrQIO1bE2/O1mDv/rh6a+GP4IwFgI4QohfieE+L7+e1QI8d9CiD/on4f+pP4vl7TRIMl5CxY67TSBzU+BNz6g/r1hC5Mbn2y/DlYvLxyrevS6g5/wQMF3UJAFdJeyZt+ecbLyaTSg0lTZSUPID8Q5UfzBGGPz03G6lpL0SyhrVfuqPO2klbzvGSpj3s8ufTR3vONxbBg7lOw1h8YYS+D41cN88NknAPCyczZw2FgNE7AAZBpHKfOe6pyxcRHPPHk1J60dYcv+Bjdvn1ZfJBEMLoe/+Dbhs7/FLDVsAMYBysaf/LjHtH/t5z63wOWlOV2gKjGSimGMuzvFQygrxSQbpq9VqdSCOt70zQCU51SHk9DuteDpCyaKj7axZaqEqgMIyfYv4BJNLrgyzck11IFWV9ezbnAd1+25AaHtmGQUIck0xjb47o+ydLYQKFDL9uZRdgYGejHugUrP8RZg3c0vi4cBqLXBqbuFBkscFykc4hwwzkmQu46/0NKQ6KmCO7iIehtach8n35vi1OvsWaMtJWdns+3Myk8Pc/mgGkTtcaAA1oPse6iaZiFgejRbBnc3m0ycvW3UXyGrSikIWDda5meXnsPPLj2Hay97NGdvygFcI0lBAeN7nEyjWfeLfVfiB4RaVuRU1Ngwv3YxR95xO2svM/2/Q+yC7GTBd4mga8XtUIos/NY38K6/luJBFLHA7wqkWMbYc+35zc8jRo4oWLyVFxcnG1nmO9H3EbfjiBC4NU2y+A92sty/mHpNleo4OcZYVPPSyK6ywLPo3adWROLpdtdEJOOOZ4ZKVGY6VNqGMc6AsTc2hiNTaMlMSrF0CH/FCoZvvxFPg+mFAs2MzjnJTU5OXHKi+kz//cDyFVQWhSz+y6erS+l7pOJlmqfF8aQNgu0n91n4WLL4vRA4JRenHYEUekwrDi77Kwrujc5jvYyNK4XwpB2MnJK74ETroVD+GDV7NXBn7u/LgJ9KKQ8Hfqr/fkiWA2uMs9kNhU/VZ9Xji8yhNzp08BP2aIzpYozpn0VObaj/N8tXxU7STdrFgC7hWMZY4WJpP7c/LTDWL43p2IXq6Jqr1NJmUi4yX6bGjiMyC5++Jc8YF4GN06V7zW9WjOQ3oF7kBris48ofc8lgmfc87Tguf/rxAMRm9pBEVhcgLXNSBLH9SrBmDUfdfhvL3vEORLnMsrf//cIZ5mTa0+8mIgPGh8wY58CFa6J6znwNXPQhZQovoDylbA9SQh0dHNh9+h+x6EphkrHVtO4skrWs7jkpRZ7ccbW+Oe9acPzY8Vy1+1f8eEhbF7UVLVGK1HEftCtFPwq/30ai+C74K7LkNnbwedABfwc5r3luc3pGMeD0bBOXysQttW2BMT5ktJ49m6Zm/vBi6i21QrBuX0LlpBOJKnXaXklbRqrimOhwryvoMT8xPtjZ/xhzmIIspciqd9ejMZhzhRgd1esBvZOgA0opdEroDWN1NozVWTncHdhqCAKBH0PoZACv5tcK5xEIOjrboLHgdADhZsBRIog9DYylxEkg7Yv3DqExc7dIUHy/ekpO02t37zvpos/3uR4gt0+cY4zzfLJhLTfJ7B0uLykVDmot93NBhFl/nf9N4FVVA6X/v/beO06Oo0wff6onbV7tald5lS1ZkuUo5xzA2GAbDMY2YMwB5zsOvlzgOGzycXwPuC/5gCOnAwwYDPYPYxsM2BgbJxxl5KRgWTlLq40z0/X7o7q6q6qrOkzYmZXq+Xx2Z6a7uurtim+99dRbOpd2STaF+GOCrIbvL3SACIYBEkXHUuNUUB7iS/9+QP/bYHcrHJdi5j426+Xu2gDmRhMAMEx9Ey8hBO1nnYkpax5HYaQIJ+cGLjsFEBJ4xhAV4xNnnAgAOG50HIQA47kc5r9sFwoD4YO8QnGKr0kISNYFvL0u0OwlEV+VxtRZJ+/AGfYmhCE/xsHx2W1jFOOuQKVQLMbM9F+TzqYuqEoxJoTMAfBKAN8ULl8G4Hve9+8BeHU1adQTZY9jzMpHaVAUktIKyMac9mOXI7+QLSfPWLWP7dCMg8AxvvGhjVi/cxDrdg3hg798Cmu2HoBLI6yY/myed/JcTE8JKY/JmgzxSF1QLMYaKgXfRBFsO2aq1OYLL8bs0/ageMQ8lQEnyWSUV2vtIMJtjcWYeimphDcidod8yaksvpGPrKes+xsVy+OAt8zN+HAEDnXZWyZQWHqufD2WPvIweq66yhxI5BhTYJgQbGopBUpiBRbjLCcvOsxbCHHYYD3tZ/di6n6KMsYCR+sRcBy5KAghIFkHU7xT78YRdo8FABmhOvFjyMXB4tRZpwIA/tLuDa5cMS65KDtEODCmBh2gYRmZUiA7nfFCnXzGczmYAqG16+i63Tld4KBOyYTerJwvoDzKro5meLkodTkifh3H2OnuRfsY4LgU3UMUuelMOR8utKG0I+BT893vAY9Qo4zGDEbSoGqAuo/XHHd02yIggONgZC7rR8EnNRGPacV3sv7qVhRcgpBizKgUXB7W/xa9OuR4+0ZEd2/8/3gBvoLguEA5ykAQx5sX4lbfT7Jgqha8FAgtj3tpl3Nev+g4obSzThY3lgPLe6YtYdviK5VcvSBAwVOqy22Vnkipnwzsz7dX7PKLR3Pg018NUqMC5USkUkxl9WTBDs8o0drhSUd9owEAaSd661FHITM2ir7N+5Br19VPFj/3pUyEIlrSswTvGF+BD+7cp3ki5r34BM6bmDoZCsLpbQk2iIZasWCCZhZjpvD6HGNBqiHPGNA6JnKMKQolTzHm4cVJcxOiWovx5wH8G4LtBwAwnVK6FQC8z2ma5xoO6rqgw8MoFloFRUxUjN1QL8Xnq14ALLz1Fiz6ydfQszjhLniBSvGfv16D3QdHsHu4hB8+uBE3PrQRFBEWY26x4p1jaRQYGwQZO4h2jERbjPn78Jfw7vsWCG9QcYhoMaagjoOuuaOMKyZ2Fr57lqiKreanbPIxcYxZHogXAosxzxvu09HfNKiIkfEikCzGmWB52e9qU7TL2A5F4cF8qacbALCdz6Y11gJ9QkEkWW4xdrLgkfe+8mQAwGlrKEoYQq5MFcU4/FIEJERbcXIOjnGZQjxWmiZZizSiIDdbtlRQEFy84GJ87ezPY9zLGjo6CkopCkWKYkU+jJU6o6Toh1Gsj7lprItxS/HKkRnJLMYrO+fj41c6+P55DpyZqgIKgZrFvFRIRywngiYPOlk5tY8C7WMUTlcnCICNfXMx/NjjLHYqUCl0PMKEFuvAKppUXg2kWZjyRd1YSClGFjBfzBgchOgnXczXSPGdDDC8G7jj/cHfs3eEZHBBkC8BY07QFttzslJFCMGw5xvbadGv8rhwMF4gyA6NApSCuICrG0nVSVcIgXKg6gn+4QiS7qzrd0lkRxYewYJPQoAi33wudMYsOvY7Txz8/nTWljOtSr3yX49ALl/BYuxF23dmH3qPPIj9K5TNmKGV2ggQIn4A8CzGra3I9PWh6+KLNe+qEVhBaYm8+iuO8TytvR5nePFW5teeensuKBV8JwO+5wZQ6hvOCqNFtE4TKJRKee0psPbNKRe87R1T7kOHf/iWnEeRNilfegYnS4FxbxxST8UEq/NS7MrsOGjCzKVdxjuqnXnZIFK4wGKsbL4rUsVi3Nyo2CsFIeRVAHZQSv9CCDmnguevA3AdAMydG+2Xry4gBEsfexS33/U8yJ83IWQx1lApmMU4mD2RbBb5mdOCm3EQFONi2cX07gIG+nswZ3srBkdLMVFwxRhYTjbgZbe8GfhlCSsBPN0C5qEqL3Tywkl5lFLh3cIW44BjLJy0h4ADLNqbg9lezDsbrUfeexA9x9j1NyAKzZtbjP2s5xZjrtCr5UTk+EWLMdjARoTOuyZQLMabPEV63BtwnEJaizFFjnj+sqmD25/ciksBPLNiKXp+cR+6RlwUMahYjA1vQ5Q7hIBkM5g+nsMwgBJpFW9J+MU178cJt/8vFr385V5U4gBKcNrMk3GTd7KEOzoKdAKFEkUpnw3kSToDiVoGlSZWJPgKwPEUR2lwT5aiJqTJHMowvTAFTy508ORC4B075AMZCCjK+UCZGncU7xAJ4leXJgGAdrNJVt8B5vGD+2re1TEV5fWBx4hsuQzi0GASp5INo9JV7kZajH3LpRqXau5MNhDuuPwavPT0CzjtnHOBNQcDpVykUvgpaOKbdRzw11uARz3+f3EY2HAvsPQV8ju5BFkXGEdQ3xnHmNcnCocA417+ZXs6gb3CGwj94XgB6N4fnHxX1h5+kaAW+tY9ObQ0EnFfXRVSBPg96oRTGPc4uZmiPP4Ew4WDi5b1Yu+cEd9/s5hfymtID4ub/TJ5gunHHoDbmmBlVfdOyiRjqNCGrpEDGMy3IeMQLPjD74X9IHG9Om9f3ErjoHvxONpPORVFiPkdTLRHp3RhLE+waDszgi175lP4bG4/5vzhJmRbA9sfbQsyIr9ggf8926qXiRCC/QVWBkS1FHmrpGkZB1JWEcK4vYOcShFj9Y9s94BTcOCMqFSKIJ/25TtAHYKpB6jAMWZeKUherOQ0/YtNIKqxGJ8O4FJCyAYAPwZwHiHkBwC2E0JmAoD3uUP3MKX065TSVZTSVf39/bogdQUhBE5rK8pcqQitYekKTuwKqPKZUDEGBVwXpTI7Rw+EoKOQw+BoCaA6J+o8en7aFMVssgsOLQGnvBObT/oAPl58I1449gbg1HeFwjug8sl3/J3ECq14pfAHHxMJOOk7S9QUdbDTn6/DeNZQe1qAOIHF2EvXdfVUCgDIOo7WYsx9nXIbeKqNWlEQOgcqvJt/FKbB+hSFnGcxfmb7MD55+7MAgP/vqS3YnW9D1xBQdgeZO598tP8ewQAUXMs5cD23e0UnG8yXlOF58/wV+K/XvB/5gQHpef9tCUGrty2fjo2BUsYxLmksE9UhXFA8lzsvSOcGT44kmdLB7xa8Dapt4iqKANFiPC4ezZyqoilhexmNZdZudj3T1cn4fIU2dkyt50IqWy4rR82qtqN4JMyO6IdDfaPuHjc0AMXeabj+jHcg068uLobzVzuWnvg24IaXgPdvYn9LL5LaI4fjbe8Yd4IyCluMgW1dLL+zngeS8NSJoFQA8iMlABSOS/QWY+EJ/WVxNNGH0R3wkWqli1tZ5Yv+1zHPJzAplf22L8dPYDjwTqhdFHJdC8YHn3+s4Uf7sURWtvBYQ0DwtQv/Adtf/zfYW+iEQ9iJddLmxRSZRCkw67RRdK+aK6UoypXPtGPrVFbIpQwwbccfcAJ5Dh2b7kHmia8FkbUFFUH0kJFpMSjGAIa8ld7BKfGUEK60612kQrrHp69OloJ4LjR17trkHl8Tr5CXTj7jK/COciQ0oyHlQGbNwJzdCDjGlDK/79xiLBnqmhMVK8aU0hsopXMopfMBXAXg95TSNwG4FcC1XrBrAdxStZR1RDBTDwqY3dBQKQRrlRRBcDMankWWrv45Xo4/o620HyAOOgtZPLPtAJ7ecsBc4TmVglDk4Glbx70JO476W3yz/Eq8tOytQM+8UHgCis/f9Rw+cydTrMqCJQAHNgN//gr69j3mPRJs2nGELlmiUiR+ZyU/petM+dXxe1mbU9JSLE/cK4WJSgGwCUaZK8auoBh770NqPmMNBgQKoH2ng2l7KeZ6fFPVubsZgWaS8dTPcer4+f+Gkwawv9CO7iHAKY8AUKzRmncihGDr/lG89bsP463ffRh7hotAzvE3mxTFlQLfyMg7V9WFYLjMuGLsDjN5fCqFkYwa9e5xSgQR6jZDpks4pTF1h5u+PX//ou/jl5itDeYfsZshoCTM26yEY+xOZYravB3egNTZxZYtvSX/8kFmZc2Wy8HgE/MOJkQNuDpRtZAJ7all0K00pC5XITyPJuN1m+OZwGqpbr5zCMGvjz4Ns0/fg9al8+GCgPjkz6AOunmgddg7yKYMuDrtMfbdAz4r0x+DVTHd3AIHd3iXBCVRNyYZUxN/sFjGPVdnTrkc2ExEowUhAvdVn06oaEKTErFdV9Pn+gJiV1c/dlx6NcSVRLNA/HHdeC48Q4i/ByVIkX1vzXRh41SvP84BO+deiLPHP4/tq94rbUWi7bwv9SzyHaxvyrWJMsmzz2d752L26XvwzNHzJfEpDUrCdEyz/j35815/IUyWTe7axPalcurFiJ2CMFYUWiBSMjmcBfMwexfFaGnUi8Vlx1H7HGNF0CZEPQ74+CSAnxJC3gZgI4Ar6pBGzeCtNmgGJFkZCz9YgcW4nQ1w5Oa34yt5AKMAWk/CMb3deOTFPQDAjp/WIlB0s9yJSyZnTt1rrS9b1o89I8DevWxZY+9wCX0AMGUesO5u4M4bMBvAJtqHVmGpjAiKK1cmIfyKfWcTlcJX8Il2vwzzSyzG7aVHAo5xMJhwxTgsR9ZxAsW4PA60dHvP8OfZvX7sBdZ4x3JmW4CF5xp37v7d/z6Ce5/fBQDIZx1869pVOGFeLxdceuVrb8ziWpSRXZVHCWUjXzEKnGPsEsfP8ZYswb58J3qHtyHHrdExm+8uWDYNG3YNYefgGEaKZQwXXdC2HErb9gFgFmOTQqQu8foQLP8t+TKALMp79zLrQAkoV8QxjoJYf8ISzTqXILPwmLB4iaOPHnj4ceSg1HOllMWLmsR8KkVWGC3T8Ch1k4OZTAl/9QOBxRgHgWHPlytz2ZZhFuOsJp0UiqqWfRGKL0p2NV0i35MGYB6drMTqlIBUarGyvMvhK8ZODmfPOQc7hrcj62QBjPnyEAClTBZdA6PG6F0Q0DyQK1G4o6MglW6+81MVxiENBuF5TtpwL0AcjBPOnQslZIjdTyF0dbSNbSJzSmXZcqiMhY42bnaNs2CFh4WJNeTyUF8yrm2EJpLCmMQVv7SNXeW5S2OaMNYJ4VoznXh+JsFZqynaRuGf/qhaWKniqeb5N74TK772CRR6FW9UHrjoXQOjKBczgX828WZKyLpn4I8eQILNd1F1iHml8K8XCsBYULZcjS/MmoWeh4G149xjjhtYjEkmSKOJqRQ1Gb0opXcDuNv7vhtAFWubEw/id4mixZgi5JUCqoKIdBbj468F5p2OkbExXPql+/D2MxfgypedhQ/kWvCBVy6PEdJTjClFTlSMTX2KJ/tX33AckGvBn25dAzwK+N3fJV8AXvYxAMCPHnwRH7ljAx4SaBYO9BxgaRmExCw46KgUgsVY68eYTypDhLfAMnDfC7uxDMD7bnrcmHSWUJy65XvAHQ6wbyPQGWweo5SAeBaTj+S+D/zkweDBq3/MlmI1ePylfZjb24ZV83vwgwc2Ys3WQUEx1p2XxM6VLyGFxVgYAHzFGBmI3PZ9+S4s2M/iBhDrrk08FnX15v3A1wHSFSjT3D0VgNA7qIyiwF1gcK09zwQp7d0DFy5aihSl1hxSd4BJOMaSxZj6g2P3EQAW9mo3dMamKScUpJPkcek7DagUnmXGvx96L0P8Go6xygt0OjtBCMEQtxgfOACgB9lySbHK6GpkMiSx0JpzyGRx0qUTjo/4Olw4hWRVSe7L+SPZErs+nsnhS+d8wfdeI6YjbUQiBJJzMIEO4DlzwPj+vci4ce7a4uq0OIxwhTJQANfQubj9tJ/ioiXtQFsfhm8/iFTHnkM/2SAEGG9jVAo3mwnalVSpgwMcJBqe6b2o909HTawKRP4mDEN6xTi+ouhCUFDtyXctTgd+dQLB237r3SFygd/1qmvw8tU/Ajo85dYTbudxp+O+1x6NI4UTBGUZhPqlEUipgb6HiFR0GnGyrOEYS0OtTgxxRUW0GKtHQnto6elD+xiwf2SfF6dgMdZMOpoRh/WR0IA43iqDspZKIXQvlViMCQH6jsD4cBHP0xdxsOsIIJf0RDSPM0yAHPFMH07AFwpbTXkFdP3nJLEJAVqnAABGs3tRRFbqYCSLMVW71SQKj9pg5GdCO2H9UFTu6ISJx0BvG06a34uxfezSS3uGsGzmFKya1xOKZ6GzDRds+Sqwo5XRKOac4IvhOWoDIUAbxkD7jwS54KPAjVcBY4PGNyq7wPHzenD9Rcvwgwc2YnhcPd6bwaWC/CUKkiUVOP+HvzJQFhRjQij2FTrRPSTwl3OixTiZRZC0BB3caCYfHvNAPMtPyH2/nA4h6MoxOYd3boPrlpEvAqXumHNL9dLBrEzpLMbqRFaMKenIkUx51E2IdU9oLcaplgzDeaCmk5s5E3huG0ZExbitB9myK3OMfZFp4oFIZzG+f+0u/OjBjf7vXQcNR7nq+oMIZSpwKyWKLBaiMmInhdqXe9FkfYuxfPw5x/mZR4HxRfgzt9AKq3SiEBSAZ6zHnhefg+MGJ5OlhqAIizWbg70Gwd7uZcB8vkn9EfnVIvrhgB4huCETrLSlXB7TjtmP3xx5hWRPFicH3IgQipvLqMogrBRw+XUWfD+WpEqSMHYAwV7b8OsbrUXaq2zbjGZCKfimb810gRKCz19SwCwyhrdyi7EXYP3So5Ht/hnGQ5JoJgkxcoq1LTx1i4fY7AGVShF9JLRU+ppyERVjpyAfCc11hlx3DxwKDO1nq6tw2eY7RzjgI/1bTSysYgw+oGoUuTQW4xQoehyCnGlXgxZBJx1QKfK+HOFZHl/6ZWllPKJYWUdfkJMAH558rhOU905SsUMTDfkZQkxeKXg/oqZH0FHI4qd/fyrw0Grg18DP//5Un56iooccZF+u+iGwOFjACFQ9b8IACuTagekrWICS+fx2l1JkCEGrd3rT8Liw7iVQKYYJ8c+So2WAZNMoxcEMJksoQIGyuJBJKfYXOpArA12e0SiOSiHH7uV/QVaM1ftCcgoXT/oAAPShjKEC4OzcCkJdFIrAqMgxrsWSmabOEbW9VtPRUqU9J5RZVa5KLTrFmMsnPWiKUNunzPp//4Ut7/03FvX06SDYhsECq2XlXbtAB+YFFuPI4TRhHgki/OyRTbhj9TbMnRqcMHb0nG4s6Fc3CymzbxpfJuKbBlkSLmvfE0aicpH7cv6ErxhnsnIWZwsY6lmO4/c8g5kHv4c/078LxSbLTOCdyYB9a59hHGOdYqxqKCGIFjT53YK+N1A6/GgrrubhBwkopi4bwkhPd1i39UKY+a1UCQvgga8Ae9YhoFJwZSjKxWfEGKq2RxoQ4Vwazptk0D3nlQWF1NdytGRYW7v/qDKOG6XeRvpAdHGsVMUPj82yAcqUv7rpSKKVHCLnvUilcDR+pNVUIqZZyBQUKoW4ouAh43nRGdvDFONMiW0OdkIHfMS+SsNw2CvGUvlI46wLteQIESqrajFO0TpL3g64bBororB8nOeb7zJZv6GEDcayYuzwg0E0UQdcrSAth1CURD/IQWAY+WKyAGoq0jPmk++8zV6qNqYbGXRWiHX3ANuexGX0D+x3W690m1LeBTL12IG3MpDxqA5ldc4foOxSZByCjEPQknMUxTiQZUycUBUpnFxlPYBvMeZH1Xlyb22fCgBYsdEre/9wmSSdJkApAVqCpj+SzYeW89TjrTUx+Z9Ty2UcaANyu3cg75ZQKAIHUyjrinCGm0L98duCIp9hFSI2zUTB1HbPJQg+CQHG+Elu3KcyUdKIHdiCtxInKe1nnBGSZXtnP5y2Now88SQwcALjGGt3v1MkqRti3KI93KUUs3ta8fv3nJMoDtnm5cfsXQrLoSrHupPvlFiiEZqUs49AMVasZk4Gqy/5FbZ/5404ARv9Rz9869P4sDQ+8D6UoLudwgUwsmEtsxhX4q6NynnMRRdEThpTKD7/ObHqifWVyitBLhWX9NW+Vp2oEOkXBbA9OxNonwY8x/xHH+w7BnhJkF6goRgF1L+U/iqliOQYpxiPKYvQfyZk/ALQlun2v2dAQR3ZYgxQEEIBGn42aqM3gVDfNaXsEPXQL2IIqYbgWa4qxm26RyTF3uSGkQLIdgqr1L4f44BlTgFkuj3/+PvZvimnyIxN2dABH80LqxgDAqdV7EzDlVmeOytTxRTTn2K5GosxkEVApaChxRseXFGMvctlTX10Qx2MYjGmJjlTdGpJOcZqrL4iLnbW8rtJ+NnfAMO7cSmAUacVLVPmheJ34YBQYRAmTnAASLlofBvXDWge7fksbnxoI+76Kzt57JT2rbjCE3HcFQacUWrcCayFUOeyxBUsxkH5P9XHHMfP2+4NpqISGjMgsMkd4LQFTX80G1ZiX9w9jIXFEl7aMwydVwrRctFfKmN9F0HPpi0o0iIKRaBcEDjGqZBEcdS8o2KdrNSKJKeTHiM93grGiFKPKuAYi8hMmYL1S47H7+ccj097j7tOBi0rV2Jk9WrgVQi8Uqj0BYlWEFM/NOK6SY07KRUU1seICoQgr/JYunFU6cu9uPLC5juVCMN/deQzOGN2H7ARmNHdAjJMsGxWZyj+fkKwL09RuOVuOJ0EbjYqhyKEJ9qvwZOaR8VwYSOCGjaYUOvB+1DZ+4xYKmw1LLoAtuUGgPcGPrX/um438PUHvA5dKA8d5S9R4YoKKLcYsyshxdgUX4JOgU0hw+2mK9ePLMmiREvIUApKBFeMgH4s0sofD6rVKZI3AHVylSkEBhyTYhykIjGaQ2LkuoXVRX7ynSIa9xJU2rcPAJAd9/x9hw74qKyPnQgc9oqx2gFIdzSby4xniUc0upHxMn744IsY8SyMe4fZoJnLpLEYc46xuPkuD0q9U2hCM3GVSsF+6hTj0CYGz2Lsc4xJBe7aQgM8VW4bTr6jXA5h5q0OlOK73fcF4JnbgoeHdwPnfQiveGA5Vgz04TMhizG3xrnBbJ0Q/wCQSIsxpeBF9n/OW4y/bNwHAFi/6yAe27gXV3jvUyoJivEwRTZXmVfEgGOclSZkg7k2lLMZTN/nuYuqhErREzwzLBwlPqOLfX/ipf3oz5TwzP5BnLu0X3iefwnqSl+5jI3TgOVPbkOxXEShBLiVWIyjOkqxzgmrJ0KASrRhjfJosFD5UctTY7WbH+nx8mqc+9hWFfnkFmP/CW8V5bar3oNnth4Q4gVyM6Zj6OGHQSmQqaUfY+GaS2m6nf86KgUxy6KhA4d++apCEjGUvoc/kheoFFqxQZDPErzvwiXAN4B/OOcI4CcO5ve2+SH4/36XYmwcwPgw+srAvmnpJgVBfIE1jk3Uvd+CBS9RVHEQjZlSzAyukNdSMBIchmQSQmc4CV3xVx9TvohmrOHfAoOO7sEEfYmf10wd5r/FzXf8m0MymN05Gy8eeBEFSgHfKwWPiSpP8KQojJMSj34X6lNDqYvXtEElSHWIEGRbA6Xd0ZzAqtKTzJMogmxXYDF28nmomzMpBRyPSlHatxcAkC0JirHfNivsrycIVjHmS0o6i7HaTUvjmzqQmgv5/rW78PHb1kjX8hlH4uzFwku8ZcPvsNJZz65lcuptIXzgXkq8r3ORFt7EwC3GXmdG1fPjk1jJDbN4rtQQ2VoUBKOCBd+/KscnKsZP/AQ4uB2YcRS7dsTLgeWvxvhDmzBGzQOg3+GBMn+zSRRjwWL8ltMX4C2ns+v/+8CL+PEtTwZ5XAwUYTpMQXor4Bjveh6zsZPFh2BiQryVjNLUHkzbxzhccV4ppNgJe3+nN1CGi5nAOf5ZS/rx2IdehpY7bkd+3Wo89J7z0dMuKrlU+M/kbacUe6ZkkBkrYmz7S2gpATl6ENizDtF1RCPcga3A4z8Kri04G+ieDbnOBYpx0AzDlux0UJ4LDRZagUNXhqdoDitS+5YoSMvY8cEzPb0o790HAMiVytJGGwkJ80VVzADB6JfgaSXRVMEDpdysiCXaVKnhPQJAwTPih6gUgE+xki3NemWegvl5v+PqxXjFjWvRPQTsjaLFmfJeolIAgMYnLxclUTuKMi+HJymsWvJ2E6Qg9c3EzDEOlEHTBl0uEfEV4/A4pWkbpXFghClV0mZoX26mgPnjVtp6pxWU+opdMNa50u35XfPx4oEX0emWfSoF1PaiTLRD14VnkoKkWPGRRPDKPNcWWIxN+1Gij4AP0nSEvROktZXdU+p3fmAAlBB0btqHsltGxrMYE+uVYnKBVSSlgDVUCkCcxYlWEURW2NEia2C3vfsMLJ3unTREGFc1MdoYr7Tzgc/gFRlgJD8VrYQIFlDtS0GlUriaRqnbxCB3VwqFJKnFWLXoCZKaOMYuRdgrhVoWomJcHgMWng287ttSPBlnMx7buA/vvekJLJ3RibefudCXQvRK4XDfUEmoFJTCcQiwfxNw10eB0ijgZDF16ltARPb2aNB5uCNU6kxi4Z2ChBuvxLu9S+NOa8hSkOmbiSnbFcU4AYLBz1x2Pe15IM86/mldstcUnapAAIz1FgCUULj3BwCA3sHHgaf2AoXuxLKhfRqw6WHgl+8Irh13DXDZlwx1Tq1fBqtXJAwTOFM4RRFXJ3HjnTHvG9t2wgNN8GxQblx5yc2aAToygsLG9SiMj8uumXRUihiElFOwdNL5itUN5HpZqJKWT28Snwk/FgMlD71o8oJXCu3+BnjOs6TKrfRF8PpQSpE542TgxrXsViTH2Cy8yYLqc/z9+qIXKa5Ucp7C7rqu3tuPL5rKZRVSoIqUyoRBN1SGTqGLpRoI+M5FwOZH5Gv+ZjeW5vHlJ3DlvX+HSwpj6PxKAbjgo8Cxb4iJWG/oCiZERPiNUKU7ccaJuGfTPTjoOAHHOLBfa8tCHENNMpk4xvJBI+kVSS5+tlXvQ9kIv3i5bqGX3enslMrWNza1tqI4tQtTDxzArpFdgcU4S5VJa7oJwkTisFeM/VV6AoQGWtUrhTQmJ7cYlzwzbUsug2wa+oSI2ccD//IMdu/bh8v/5378w/kn40pEdLkmrxS6AUHlGBMinUwXplEkUIz9sMp3whVjE8dYZNMGV+WRQXi30hg7mEPBGUf04c7V23D76m34xWObA8XYtwi4INwaQhwml5NjirYBZZd5pcD6e4GnbgJ6FwJ71mFg+SIQTPF5eGRMzhenJQXHeMmFwBt+CpRGcf3NT2L+wFx0t8wAxTr4LwCADswHnn6KxS8tj0WXCbcYU+qi/1XLMfbMY4an4jot2fpEe1sBDIHcwWTaMv884G3vALpmxsQj4IrvAoNbgt/ffRWbfLAU5JdQJeQWn+SpSXHFcYCTLAHzo8znXTiEDQPnA7sMk+5YecLKowltp54KAFh0w3UAgExedDMZr5iFkudPCI+4bsJDFNS81Ky66dIK/dYqreHJe7Qc4Ujyps13Xvw0VE4mZZ5dHxhYgQOtQNcITOv5MQjivfuZHWjJZ0L5X61h7aQFvfjUa1ei5/d5HDurx7uqMY7wSYF6V8pLRbFUg2nA5A/yNdGR0Ae2AAMnA0dfyX53zYbvBsRLd7G7Dh3F7fh1+WxcMfIAsPkvsmIcWVGiJipinaXSS545+0x8+pFPY0cm43OMVT6yrp+I6pWi67OqY4jDaES7UgrGyUVXosQ1lzAByi05ZEaLggzh+ElPN7qGDmDL0BbkxhUqheGZZkLFR0IfKpBmdJIiF57henZG+UnVlKdB0dNGcxX4spXQNRNuz0K8SGdgPMvcx2h5+kBIMSaRijH7lDffUdz3PFvKv/PpbRrlWJeoJAD0lZ93vkTvrs3VNPqQSYJ3Rp5inAlbTD9yyQrcf8P5eOvp81ESyMyqZ15fMQZYPKtvBn54Bfu76W8A7qScUmbNdkhAt3jDTQCALFzm3YKjJMuf60rBt83kmHK8/DLc7ZyGde3HouwK0wWvHEtHHRs8MmWK/3bxCGTru2AJ+k8xTwQioSTlTGMrIc6GvQCAg71zgYETge45yePM5oGe+cFfJq/REAgkS2LIdp0WaTtqqnxTFWiKtmklYKrqyiw8yEXLo0tZtj9RAIUjjkC2P6BvZApCPZQU1aSKeVhKl5qsiYaHBYlDsqhyUMW4Ky7da6kUCeUQ+m8eX77IPscdjS9XKloOTXUqUH4IKJb3rcCji9n9kU5NG4+z2FOKWT1teOXRM3Ha4qn42zMXRL1RPDTp5LMOrjxxLjoLGfR2iIcMSWfTSYlwqgL74XijXjqrt6qcBZ6MEoyB1AX6lwInvo39LX2FIiD8d/1I6Vqg0Kk3wsRAN7EGBNsvldv6gu4FaDlwAT62a3dwwIdgdlZ7AikK1YIuhDHyk3UTs9S8XDM9J4iSYNPeEaz86J3YfmAsXNbK8zvefDoWX7bNuxccCR1Ud4q2aTNx/DqKh9ffi5ZRNsY4eW8TfZIV5wbDWoypp4jpOMYqz5Ag2GiQwmLse6GI3LmcDNwwoW5cS7z5LopjHESGo2Z1YR3tArYA8/s7sKBvAFgNSANHLJVCgJZjHPFoaFAXOxaBP22wGHM4Xoa5rkeD4BZjbiUXbNQ49mpmeRjaybhtu18AVr0VWHCmn0cZQgDXo1t4tIcMkTwNg5YVxbiiwy64VR0ex5tHzj5KK44JwnmbHZLGSXk8AbEycR8VVlrYZ1+hHS9NczCwg1WwckeH5umU0C3B+m0VMvcOcntN3efGDaYKZz9O0aTagTABhHqve4oIwXjfNfuzn8GL17wZADw+YYp2GYpfY03kfWRiCJOZVO/Onw7nbSrLKSFy8Xjxxm2+46lLfZXRgk+xtHcp3vvq2dgwbQu6lk/XCRIr6pTWPL78uuP93zsGR4U0hJjEuo0K6rmUH+GHVJYwlcY1feYHp2BGcYzVia0aiSZ+6kYo0GpZ6MvInJYpSjbGSBxjJU5CCDoOnIcji9/GWkddBXQBcSzxY4ieVKjzByCsTDN6kSRsJIJ9AkHY7MXt6Crv1oZ/y2nz0dXK2sTsF1oxg2hW6US5WnLI8Q19BppM/2WXY8t9D+LMa/8HdBVbNWRUCjEyqxg3NbgNE6GBVueVQr0Qr1mUPG00ld9iA7hVN6A5yLM1HyZ3bd7n8HgJX/r9CxgeL+Oxl/YpcRCsnN2NlUcvA74JvPu8I4C+xUwxplRoCFEVWxmclAmEQ/ReKdgOeDFuGh5gVY6xxt0YR8Z7rkwpHN9Gwg74IASBH2MAeOVnggc33Ad892KAep4hPGEzDgIesqcYZ1EG5ywzseR8yXZX4qEhsNy4FKBeCfqD0fQZWLPsFMxd/5TslSJO8SF81cPryE3BYwYbVXk5ptCHj15N8K0vsN+jfVMj5UgE4gR1TWMxDlOb9Lz16DSiJ3BRoL41xu9BvMdly64UbxKOsRhOI5qKthNPxJqv/gzrfvAZvGfmz8NxqWbZCATGLLkvTMQU0L6TPIES42V1MWzz11mMqRggXhDxCb/vy3vNtqjhGHPbnTzZUmT2Pxz/++mLzsEPSj/GxZHZa7oZXybJ63OiApIiJmIbF7pYKSbC84QY6yxFmElCQr/0VlE99GNvEFuwqqC1qmokkKPnY6acHz4tzL/m+kpm6+h2YHcJc+lmdkuhUoT2+vDx2dcF9fLILvIUpVq1hiSEpGBz6mJfBrmSPvzKOd1YOcczrvyoCxg8qI3Pzx/KrOp8RBJaj3+/65JLsOXf3gcAOOuRrQA8mpcfPm1HPbE47BVj/+S7kMU45oAPP6ys8OnAqRT5SvnFigyAYDHmY0gooHrAh/ecp7Q9vGEvvnL3WrTnM8g4BCfM60HYX21YGWG3kioPYn7KzziOPKMVg+l3GYuKsa+BMg5qAotx2aXIZVhMLkQqBfSdMLcIuEwx9l0DiVSKbAEgGWR9vxHe+yh7HXLdBVQCVt+oR6XgoP7/2y59B3buH8Kt/q0k1gR9l5T4CGWVRuOVxcJcNwbbCO59/XT0PrAdxd5e/fNpIG3U0NU5dSIrWtKSWiP01iEV/t2xA8DQbu0mTdkyRAzf48QJy6NbSWWqQXCj3NGFbdP7WJYRuWzSzBZ0uRHaEBuHhFb1cNpEqaDhNJN5pVCNHAz5EjCeQYSCpxu0w2HFqP/tuH/Ckj99GS1TF+rlUB9QI1JXJQ2KnlSbjFkQld9iWoIyJuj8RHOd39XlOxHuGlPlypm/QUsNqykrzdjLggYTYnNbYxKlAfXLnHjfeBmwj+PJc3jd3W8A7ga+5z3jZvm+DkWZVQrH7y11hZa0XUqUjvj6L7dhrpanyJOYSUboeHHNexBC0P+zH2Dn697kX3NyqoErRZ8ywbCKsdgJqzwlU6clPugrfOY0OJUim+pADz2Cc+IDBUkfMPrku6ExNn38+T+chiNndCnPKnkhLF+HFWajoMoFtaM3cIwphSMO7pSGy4JvnvnySewzQjHmnj/8/KJeF0j5dhPDsh3nkHn551uMCQmUIicHOFlk5EObQUJUikotxt7snIa3JPIBx41cFjbEya35VSxnqUW3MNeF7kI3vrFoH0YXZfFWHY8zLUwWY4FKEehgVVogYqhRLn+fn7/NvzbccrxeYVGsonK8cW0nqPfqYJr+FXVqbnR5+yffCY8EqzhJ0xOSVZX0KGu6f13zoum4FFI6PKF8CSga6Gy8mwlFw+5Kn1SInxCC1xwcwr1TK5v86owvcopUuh5+Ou2EVn0+GEfEohKX80NeExLUSzmIXnnSxcUijKBScIpRaLaYpH6o47khCaXd9JP97Of5H8aH7t6PI2f1Yv6CS4A/rg76ZcoNI7oJhFnRzDpB/qqnToonFfpxJLBJ6dowgZvQWi/AUGbSVcF4odbdvqNOQN8za/DBD/wNZu3cgGVkC/y6YKkUzQ8CaBoXDTVOmbqW3CrCN3/VQjE2DVChGam6+c67zDffccW4Pa+rAl5emJYVE1mMNRMN4RmH6HNOnOUGV5RGtPBc4PwPA0XmLg3HXG2UwqdSuLyz4Uqm567N0JmB0148i3HZkz/jEMA7+x0ZphhnURLOpgOIZzEutznIDLvI6jbmJAABc8cn8d6o+B76p+LiTPyY1hIQ7rQBIEccXL74cnzn6e8AAFqcFD66jRDrkFh/AsuRICy4LSNdEsna5K62xfjn8Xfgc5ctxM2PbsLjm/bhwbFl6OzLSnEE0lZrGTGVbvDuavFEHS2b2oomRJ6eYyxLFZ0O+yxgHGT8IArlYbTC4zhq8jWRGATaupsvAaN5x4svfD/pZie++Y4FdXlvYhBElD4cUxwSzwcSZwwPK0cs9/Ri3XU8ZVTTF0hKtWHCwZPlPvGTyEnDY68kv5S21x/EGLXikmORev2tNDkFMnwJcMlFuPOPW1CcMg3zsu1C+gCg8mwVw5mhHZy0oBf/dP4RwH3AOUun4YtPaiUMviZ4r6DWBflAaNoeQAQvC26cUbYBx7jiGzv2n5B55qtA+VHtBLkZYRVj8EatWjs0VApoOs+Yig8Im+9qwDEOWYxNOqqyjBdsvmNfRoqssbfmNa7EQqOuTlFVr+tANd/5wG46+U6zA17t6Fq6gDPfE5M2Q7D5LojKFQY2RzMBYgJyi7FHpfCEdQhhVAonx2RysuhtzeCsI6aCeJ2a41mM957TjSM7hkDS+DEWZSdMKSlTcSuMal1TyyYaQb+k3ywixpwW/3j8P2Ll+idReOF32HP04tTPh0Vw9J2urnMVTV7pEpHjMjUo4uAX7pn47EkX487n/oJnpgzii1cdh9k9rcDaXyhxJrB4mk2AmvDBZEh8XNe6tGnEKHra5MW4dW0yUXq6iXX4sc6hDXiy8HYU/ruEfwHwL3xU0qw6JCthWfHjbaalCBxsNSlwnrcaqunflL6e+zGWUqx07hNalZST1MVf2RyFajMv8Jcsxyv2OLHL8FTXi+jGU811ELbR+cAW5l2Ce5gwviRV5KyBoqWM4WqcGa70er6UJdGEKiJ7rQpiIMT8Pu2FLP7+7IXAfcD8PsWTTYVKpNwMU8YRUbkoj1S09gq6QlB3ZWOTlLJyUl6z4rBXjKWT1uKoFETXEPWFPFos4wcPvIjRYhl/XrsbGYf4Slo1UL1S+EttasDQ5jv2+cvHN+N3W/NYvXk/gCiLMYvd/yn1Rvx6hMJnsNpIFmMDx9gR0/MHqsryLjgKW7WJcFsD1VsxFI5xsPmOMK8U3EVcJosccfHOcxbi6Se9svD6UbfVQaaj8jJnm5NUKoVf8BUj1r1SlEx+8qL1CQClyDgZnJjphTNawh9q0emJbVKjsIbtXlVsvkvxIKVAay6DYwamKKkLYaRrmrZjFkiJQbmbRkEV40r4frrsYG0yUcLyT62Coyj3FGgf2YICKWHkuLfjz7vb8ND6Pbj+VUcDyy+VokoMwYWUKta4R6XQxUeF/76Amrais7UmnpiEA0XcE+uRPpyUvVHpSMpKWLH3DzdRRRKpFCElXi5LfbJeur7FWAmQzQOPfo/95dqB9z6PaK8USl6QwFikhgpfCo/ngYzsAqfasRueRydfMc6EVi6C47D1eU9plE9ctfdS7xI/rWiDiIyAkiGGN/C2I+WifvrmxPSnTIaCaSebVjFuWoh2hZANJpHPRaXAPdz7vHwM9JEzOisXUkDglUJJXoXfclmjntLKrC9Pbh7Eji1sZ+1xc6egJRfhFsdEpUg049MMksJ1ZjHWKMbgjV4c1OPSMiMjbL7j8XPLkE+lSGAxLlOK85xHsWTLc8DQkwDn9jpZwC0B1PVFzJTBGF2kOqWeeJMHmUrhBu8RT+6Lvh3bOSXQRtT0/OKqlWLMLU26dqa212rSVCa6GlF0qYZioQjna9KBWwyrscLJxV3BJCAB/J3lwrXkHGMOTb8RUTbZMqNOjB11NR5+vgPfXrse1598kRwjt0olKWOFKiA+UTJsgA7yUun3iK6+BfEzS6FRkBhBwwUY8EOp9CnHmqI+RaYVKCxiFyvbNIimLsqTdF01lK2qYnkocl75Q2DXs8wL0FM/9Y6ANvXJRPgQ4wsr+pGICStRKQBkOTdOOQZa+kpdSBxjgfIWfsYwNmq4wQD0nlKSQJiYVtcbhyfaKpWO007YXV0Uaj9Qh86rhrCKMe/YdNYpzbKPumPVpCTuG2aeC37/nrMx0Nvmc11rBXXzXZhKIVuM2zxu3W//5Wyga1Z05DoqhVihE9BHwjw2OZ8cEtAbROgH4cqVSye0+Y4iYAUSuTMTUyTMudveoVGM7h/B3u0b8e38pz1fzgCmLfcSEBRjnmYZcCN2vycFH6DKAuckMsoEg4Pvrk2hKISijVjKZP/D9g0GF26tzg3Sbb4jQV0kUvWSyzF51qcvIzbeSCN/sofYl4TypBw4qMYqo7VYxsiqWtHAD/hIqpAqQoXkFBVWFj7jnTZJsy1eyzS/e7LSMitKps13gFenjcYAOVywcpOgLzS9j25V0vBETYYPSTnh8uvTC/RidsCHN0hqo43qnb3pjKAoKiHnncr+KGWKMXXZn9kELX0SfmppBYoWr3/3r92JC7ickowsTkegUvjdkB9CllM7SWCCppZPmqwp15JE5+e99yvZ5ruUE6wEqyJU7ZvSvESDcNgrxgAf5MTOghecbvOd0nUZOsb9I2yD1tT2AnI1cNPGofoxFqRTfnpp/vH/AW1TgR1r9OG04HmhqcA+xwjxFVtdjxXSJ4Rg99AY7li9Fa35LM5Y3IeMQwKlQ2xwkZyzaIQ231F5YHPggmqsE7et3oFXAfjoL5/ELW4X5pFtuKcAPLHifTjm5W9meQowK4Jbhthh5EtAiR+MVIXsDmHbHHRUikr7Frn2Vi6bEdQNTo6qFjp3bexGkJw4eFTyLqaO3RAXC2bYakW4UieeVCjLGxe/Th5fFwgFS6pkJwlrFou5a0v0uJeU0DeGaB1KUFBkXGYxJrlWAGE3eCxcCkgrDUBReKlilm++C8fPFDwKU12TOcahRPVyCM8ZhI24l1bdiwhtWB0S+xM++ZHsIoQgQ4soaBye8ysu1ImikBL1IvQoaebNv4Ihx+SuzUMu42B4rATkEIytiWYS8rWe9hwcAnzv/g34cAuwzxuz1ZPvslwxJsJ+HB5EDEvC6cpKoYLQZFkZhwRrb9qeTbVtOTEb5GS5VPnCAcTpLb+m84YRhFIGrHosd9UQh71i7A9hksVYONVFgPSLUgyOFvGXZ3fgHADfvG8DvntT2d+kNThaAiFAR0tts9hR6lWwxKgE7FsCdM0B1t0dXJu2AmjtiU+E54XR0pTESmKwHnmC9rTl8ND6Pfj7HzwKAPjR356M0xb1CcfPiipclE0iGo5CpfAl8dJhSYUV4+0HmdeOq1fNxqlzVqLrYDvwR+DIxYvlY46dLHPf5sVHwRRjNxPRISYEIcyq7opHQoeW6EJPxcbp6XbK9aS2OF+llsHroacY10Y1FhQccWLlD+C6iRcPlVQC00TXjMrmOknjFwcazV1hsAzp8kEg+TPFIOSnLj5Ck9cP/4EE9wLqkXfaW7YFhBT1/N9UE0HByAGgx6UY8b5HWYzV50zLvuK0yG+HFVX48IvyJJ/atB+3PL4ZOw6MedeFBJKkRSnb0ObXO9G5OvH7K8hXw6JlW9BT3I4eAMgeJwuZpn+jhn6DQ9zTYeQYs3SvO2shduzvA9YDX3rD8cDtyovE1nd2f05PGx754Mvwh79uBm4DhsbdEG2NECJZjAG1DgrtVeLVCO8bmhybCtCgWIZnxLEI9QXVQNWDBENN+ETQpJJVPqZPBKxi7JdnvOLHN0PxML98fAt+/ce1OCcP3LVmB3Y403DZMQFNYemMTp/jWisEXilkSUOYtgz4l6crTSX8W0eliGp06vKWYjH+/JXHYcPuIbyw4yD+z42P4eBoyY8+pNREE/kikfHzK5DFhSNZjHUoepdPWTAFpxw3F9h2APgjUCgo/kqdLLDlUWB8yH/dXAkoS84+KhOegOCpzfvx4p5hIatFy7eK+M6JQC7HyCdSd3b8mRrVeckrhVjndANzlRaImBUY6fAD6Kt+UETynv5U2RGhzEYVR2I3dTEDpepLFWBtJ5ekH4uiUqi3dj2Pfx7+ArpKBIsJ2/PATpIcjE8niRxCZonOEseyvP0oyi4f7CnkjJbioqH/MYJIz4WgmWG15DJozWVw82ObcfNjm/3rPW16v+CBQV7J4Hv+C7j7P+VrGn/vwZsRPwq2nua1u/M+iBt3LsBftx7Af1z4dvNrhOQS6xFhdDOdnP4DosWYGhRjFuNAbxsG5k4B1gPnHjkduEMZa1Kgtz2Phf3MG8RYyVUUIm4xFjnGngHAp13woFTpm4LLsevFhoYtTsACN5k8/WjwUyV5SOlQjpRQDYLam4JFWu2LpN/SBM8qxk2NQOdTrDoai7G4dDIyHpyx+OU3noD2JWejJadxf1ZDBF4pZM24plXMV2o1yggVrsdZjFWzkx8XcxO3bGaXTw3hpwP6HGOiplfZG4Y23/n5Rf1PHZWiRGU/xnC572LFJ/HAycCaW4GN9/si5kvAeKve92canLZ4Ku5YvQ37hsdxxhHTgI1AtQpgQAdSLayhkIYYTGoBr4+exbgWFVL0LqChLEmutbyBKfUKXRJerHKXUuUkMIlqZHqQKgGirUZiRFRz17f8S/fUuDWT2RjopGJtMkWBaqkUyr1nfoULx+/CLnc6Crks/lheiZW5Npicg0kTjVio9Tv4Ppo3LymHczys6AQpxLWfytCSy+C+68/DXm+PCgAUsg7m9CTwCy6W8eBWIN8JvIIrxwRYfEHokWAFSq5bPjpn4PEpL8M9O3biP6YMaJN1aUx7z+SBPWsBAGViOPhHpVIkrW98bAqNNbqZqz7OHm9j+i8f34yvPnYP/GN7vDgzUDffBTg4xupTqcw3RXvPjh4ADmwFaDEybVk++ae+B0gGAmV+l/SAD0lOVcFVUxA/o2UkYv8dWo1uPhz2irE//5I2JOipFCx8UBGK5UD5mdpeAOqsFDORlJmqcr1mMFbehBZjHlaMT4Oc50+t5AbeFkJUikgLQjRCm+9A4VLGXSXEG4Y1cY+7vHPkp3UIp92JuOxL7A/AC//zASzCzcgXgbEOdpvFX1nZfOSSFfjIJSvYD7cMfCzcDYVijrMIQq7DNRnSFRpSXTbfiRMrn05gtvImz3KTBcscgdliLCq/RLqTGJH0h5SDiTauOItx+JHkB3zowqgDqAevXD8057s46YiZ+Pf/7694PMLPe+BSK4kYqqIk3urQx6/5FqIMeFZlcWJJeb+l5734z+mhv97bnkdvu/lQoES1iZaBfDtw/JuNcoVXQYTfYtdtkFOmVYWNSH48l34R2PwXvP9X69DTuVIvr3jSqIlKEaG0pWobSnnM62XHOx8/rxd/M2s+Fg7tA55mcRJo/BgDKHjenL76x3X4Zh7YsOsgnA4Klzhw4cD502eBP30Wr+45F0/5T4UE0cpu7tVM8YThT5wF6lVyqFbhCOOBUMejqnuwsiGWa/NajGu3K2ySIjBqiJ2pXu1QrTQlQTGeyGUB1u+nW1pJmQJCdipdpxRLpRChz1O+eWK8xDofvXWqcuUy2HznxUS9QcDzIsFOvgs3gyLfbOIqinHEEczEU8IzFKCZepQJ4A/IWiJmglgMvZc+e/URupqNOOIztdt8JyrccVY8z2JcqUU9lE5YFDGoVgXUGY6JciV2Uuldf+4O9L30G1zoPIzOrfeHywtEqgPSJh9t20tqMQ5PvCmt1F1bhHIvKLph5kK11iSl/xLyo608Uy8Z5WqQYhAgSiCIE8skcsQFqa6tBMqtEo/rai2cPpT9NKEyiBQzpbI1cBJwyjtwEz03OFpdhd8vsYOHoo6EDj6JKI4SX1LhgqDnLJ2GGy5ehitPmielJW6+48kfM2cKvnDVsXjTKSzsO89dhL6OAsrI4lNTPw686vNA/5HoHN8ZnsCbVlGU6xKVwu/39VGE34mvngnjRtq6pqWXiZMhCOUU0WapcJ+I35tXMT7sLcbaAvNrn+KVwrcWsDDFsouMcHei4BCCB9btxmd/+xzW7xpiqdcyeb9n1FiafEtyXILKiGdo0Vwx5lQKP2qSNj09+KblkB9j790cQ4fhK8bcYukaLMYCpE05GZP1sELwmb+w9FmJ/hAMetS3gEWlF7pMhXIKrkK1qtVk+x1xgomJxmIsyVFpHamg4YiWGO09VZYIC2YIfHPszX+LZQC+lgdwJ4BFD1Qqbiro5k0UCQ/4UB8WqRQJKCtJ6kwyw7Wq2QU/yhET2+Dku0AidkNvIVMSTSCYmmBlEwCz9V4stDIkLwpyDF484pOiiq0oaDFi6k5GjDWWq1AOVIo7Ejo0NunGmtRQJhn+AR+cShHUnYxDcNmxs4HW6cCjwEUrpgPPM5mfajkBWHUK8MxtIMMeT7yifkY2hqQCCYxmADMEVTvd9CGNG0FeperzLZWi+eHPf5VZdIhjTILQAEXRdZGpP3sihCXTO/Hwhr14eMNeAEBnSxbTu8IbKyqHoZcD4FufEjV0qvmuKsbst0+loHwQFjuFyi3GfECXN98FA4PpuM4i18d8i7HHJ8+YFWMimtUcNsuvxl2bHLmhkwzFHZ2W2U6ZXMbILo26oJEW5RQQ6U3BRQQtVle/glAJE1Ge19dTPxVKPY5xOA5zHuoGdEPYY98AzD4BcIt4bOM+/PyWn+Pjue8AYwfjrXrqN512krAuqpvvKi9Rg3WM8riJquLo7cyi/SI2SfNpXMVsVorPj99/Y9W6LmqPNHQ1si0kolLUaabjloEIakogQfDW8qoIFcIYW4P/LdwLGSbWJkG4IswNEMaQpklXGkVLDWvqU5nCn+FHmXrKu9SE/DIOfvtZ52RAaDmBfV3uE9QVE2nLv4YGo4Nv5yPB74pV0SQrwzGKriO+Y5X7hiYCh71i7LcvqXHFDF4A8PQvcMruHix3nvGCTlwh3/6PZ9Y3AZ4X4vK11GsmOF5StZIZLMZZhUqhtWFWYTHOeX5LX/Xff/KvfT9HfCoFW3zXUClUjrFvMY6gUoiqCbcY17ha+NFV2Mv5PruTdE4Gnmto816IY1yjzXcgCLlrEyKWVCqvIac2RKQ2bYXEkOShXr7SULiE8RMCTDsSADB8cBfW0xnsulsCkA10gUQiC+pbyveTOMZulJXSkJ70Kd6Dco+Yg1QMue8Ro42zGOsnEfJ7SPWfJhgrIkWt7qUD7qY6AYk4VpkI7YoHZ8sgRpFkd3Gyqhc1909c63zFuCT/NkLpu6qx4If6FlnZzXiHFjG/8irCbSxw4ZfxxhlDLsS2yerqBhXiSOWVwiSX189LcfFy+t/X4FVDDn5MXq+ZdPoRhONrUhzWivH/ve2veGzjPvhHEKs8Q80BHzvoFIxnO5B/6iacC/YYcu1A58wJlHwC4CtOHIICkcgKmsR6BuQ1VApHXC7nclTYiE5ZMBXXX3QkhscDP57z/9qOrlam6JqoFOPc6lkeB0rjQNHzhKp6pRAhxJNxPIdHwoBTPQIKCIWOTRs/DBlLJXQjpcWH36/1AR+6I6FJ0NkPjpbwrh89ii+4Lg4MF33XXOmri9r25QjEXyaOsREqQTmFgGVO1nKLoBHdNVMTDHGnUIp1YiU+ElqXrolCIVGCZGVUT5/3hvnElA4xzuBrKZuTxBBFDXOMiTLB5zJrZ0U6QaTnQqiUSpEkUCSVIohHsI3qOfKIF1OXH7piioyHy+qaN76Hif6KIitIpE/DlHPK5IaHu+ujaG/pwWsyf5U8F2k90ih8fwCA48BBWTC8BTHIyevrNlXupwGrtlIphtNNGlfoihDvgrOBRecBowcwsPchHEeOjxeMt7Hm1YsPb8X4xw+9BJdSnL64DxgVrQDmxrkTU/DLl9+P158wGx+85Sn89ukdePCGlyVatpo80FgEQ3SKmFqtDk5GjjH7zd3daA/4qMJi3JrP4O/PXiRf3N4BjOwFd96usxiPuw5cEDi/+xjwu48FNzS+QDmI0Hn6inEtIQzSxr4yRnFgS/Ce8kEp0rMeaPB8ECuCsk7oFigJdO7aBJrN3N52DBxsxdNbDsClwPrdw1hSm5QjQWE4IlkwoQUnFQbXKkHgNrDkxcetegSxm9S0dSGmfmiWcwN6U0LoeLoGBTlprqSiUgAhiyhHKZuE+xZh6eZWQ0VZ1ko20VQKycxfTrT5TpqTGKKK90qhuC+U4pGfNVYjlUphNEGb6laK9nXru5nHjuPeCBz12rBwfUuAI14OjB4AKY1hK+3F4OzzsEzzPurkR+r7iOOvTKYp51AKRG6Loqgm+JvvBCNCendtQWxi2hJmHg1c8wtgzzrgi8eBgOKr96zFNafOQ19H4PPfSSJ0E+GwVoyf+vcLgx9fD1sG1Mrsu0ojBMhkMVZ24GSzh5hSDPjrtLplwsQWYzBe7ov3s+971oXjAtvE4BDgy3e/gO/cv8E7fladUafwa5kIBOxUI7PFeJTm8Km2f8UNpwiKcFsvMHVRKCxHngTNKee4KBHPa0nNZA8PAGljFm3O8Ug42CiWHPMwmRKaJV8xvSNndOB3V5yDYtkF+Rj1PY+kTgNIpuiAWziVu8L763UgdVJpjl9FiXfRbjlWEY70Y5ywLHW6HAVN2MWpFlKd6ZcqP4N8IKRGaqJK4xIwnitor2sVb5VKIdEzYiaoSVFB36BhNSBshXRjLcbsqeA9AspuMguw7tmK4W++S0GlEC3GakHoBJp1HDD/TLb6t/HPbL/IUa8Nj3OtU4A33gQAGBou4oqP/QYfPnI5lkWKw9qY1EN7VIrId4iQWeeVIimYAYQ9yZ9PbrDQGSMgdQ7huNjvrEPxhd89j76OPK45db4XnPc/YudSy3Gx9jisFWMJ4qzTRKXwPgdHS9h1cAxD4yVkM81buJVDHeDEa/x6zHsXOoHxQeA7FwXXnCyQlQcmQgg+eukKPL/9IAC+23eWMkLX2LLic6UAgB3wQSnFPc/txP4RZrHYvG8EW1rPBs5KzufuznX73/tRZudx1BJEOLdO108mGaUDEyYqy1eqV7MEy25d/BhLg5esvWUd5r6+LFm/kr6Xrq5rQilzwyiDsb7Tr2A5FECJ56XnLjDVcncF/Gldbrg0TX4qQpmWu30qRbJ4/dJPFFyZQApfX5wzDziot4L6HGMtzziIW8sxjhLsuTuA9n5g0bly/1e1Vh0B6poNNt5YR4Qxj/UEUg2G/geglqVgmAyLERVNSCbEKMZKI9ROOGHO196FwFt+xb5//RyEaVpmSCOhmCzRhOBfnQwIPI6x9IzRbK5Nk1RQT0K1tibUhYgJtlde/37JMtz0C6DkmmRO3yc1AlYx9iHMOg2dXd7byPXx29bg47etAQAsma53GD+pEeLokSAv/vzfbJCOG6HOfA/jH4nxdEwHCuH8erM3s5RQ4ic/pbBQJ4Wwa93xhoQNu4fxlu88LAU7d2l/xUk4Ge7jupZKvWzvrcTfK6dSxEpkyG/9k+KAVeOT71TrY4jSwyZXBECZVpYnAICRfcDwHmB0vyYdGSabuCSZLy7Rx5WaY1wKD87GsUeJ2y0G7SmWauNNF4W4A3pTDLSKuGmCEJSnaK0NopDpKkGYBIIoFmOnAGTyZcw4aT9cgxshjb0vkD0Jx1gH7nrv1nexz8u/ARz9eiXVWhpWxEIrJ7C6yqXhGwYBKf+iFF92P5mFORI+lSLKXRuXRvyEYYUgRgDdpDt6tqumKgcQJnri5juHJthxoS5XhK0OwbeEGUtImEqRDEni11iM/ZMLvQ8lOUfy/qRY6JsQVjHm4Mu2bjmYtSoF19dRwFffdDx2Do7511bOmTJxMk4kVCpFyxTguDcB+zexSzOOjn4+3w4sPLuGAtWyERHgwBYc+/wX0Y5RUOJgcJRZ5D7+6qNw2qKpAIBZU1pTRissfTl+SrWDaOGpcuOOzzHmS22JBTUtyfEesdYcY43F2NeegqAOob6v6lTgFrzvvEK+bvBX7TeLWAuZ3kKa1lJShLzEnCpn+Tv86p+Fa9FdvrZkaVKOcYSVPESPomqIGkJWcJ0ssOTy7cI9fTEIU04vKF+dkN+DChEEOwk0+XPUa1k/ObgF+P5lwPiQRtT0bUU2WJoqYowfY77hC+Fy0OuHuolg0BeZOcbx8bAbCpVCF864bBNR70wwbexNC1HZ8yaQQVflgKDsRVtJn8iV2vTrNazWih1VGioFB68j/Bfxf4cXEfhEJtgrJMfCwxm1/6aCVYw5nByw/h7gY73BNY1rn1ccdYh5n9BCU/UdB7jsyxMogqD81NpiPOMo4IW7sHz991ACMN63DEWPoDrQ24aF/ZWtApC84AA+J3S6teQYR25mie9sCB/Yk2wNjIiOqiOpYFWjIt2hKsjx+mkZ4hY5xomzfNF5wCVfBEqjwbVcK7DwHOMjJr1Yy830/6e0aHlBAotxWdkopXpxFk7h5HF3zWRt9qCnFGYKwFKB2qR9B8AhwOfueg6fu+s5//pxA1Pi5RWkYR+aui+UJ7eliR4ngs1/ih7kh0mQfATH2BQB5ZPEKCqFxDFOKEf/EqCl23teaXO1XE4OrRLEbL5DeIXDTNNRtVtZuaFqZEho2ZceqMJdW9rNdwBTxNXyiFolMpa9bpXEg+N4FmPDGBCzr4Fq4pZWoqLAm0BqizGi6yWl4T0WENOJGleE96n1mF5jWMWY44KPMsWYI5MDll3WMHEaCn9giVhiqr8Q3ieXo4YynPdB4LwP4sYHXsQHf7kaDx19PsZ2Mo4zdx9XCdzeXsxYtQ/DO/OYsmg4XWeUBCTd1jltFPA6XMpjCawS4ZC656PLorbu2ojGYoyw1cG7V6YV5EuuFTjh2gSiyFqDbtwmoKD8hEVjFqST0OcYx+3WN+G4N6UKTgjB5648Fmt3ytbNi1fOSPKw7qLy6YFy7ybJ8iOdDikrSkT6HpFGaLqhU3oEjrHr+vUz0hrnLzOrSkON+zVpx2SExVizn4ZJIkzjTLqweM3Pn+hcDcSLKMTUirEiVBKB1fQ4bSNCLuO8LhRAYyH1lO/wm0TLFn2sfbL6ou/NK6xriq9G7UY+r7z4ZsMQlcKfHMjrHc0KqxhzzD2Z/VkgPCA0uALXZONAGGKnxw8Y4TzySiPsWTyMnsXD7LfvyLiGFmMPxr48lkNaG0loSIHgA22d3LXpLMZKJpQmaHWODQtxHEgBOgtmUo4xNXOMjSdkVVnIlx07u6rnw5Yw6abxHkEgelVFKdUbzT1N/NT4i4Sul5BB1h0DPtYDvpWORily3HIb6aEgOcRJmrGoKY21GIuvRkGM3ZS5BzNPOExyGeUNHQkdNckCN4cK16lyLwa6viWp0qnbfSeMlX67dDJwoqg2qrzKO/un3BFxNSgZAneOYcU95sGwXMFNc1xK/RfHh3BxCEa3JoVVjC3CqGRpqi4yQLBc114z9pdtESjGhSoUY7UvZ0dCa25UnIAT6iClmBMMCES0eNHA0qUXURMfjbZnMK8Utdp8RzTKRFhR4e89UnSxcfdwDRI2g4KGVwH9ZUQRYr4a1qgTwMQxJgDKlGL9LmbZ3TU4Hn54wqEZOP0dXWbTWxprcPJNgEL8CSsjVYXR8SEJwY2l83Dqkjk4YW43iq6Lz/1uPab2n49z4oTWUSlqSbMSEUmlCCZqY0WmiJbcYDrL6FZR5SMvz1OoymKAxGWbxmKsKpKV5CEhYYtxgniiaSXMgFNyKfYMjaOtjODkuwpkDPR2/SQy9nlBPgc0cTtQOymi6XNN7tpMFmN/DBfHdUulsJhc4B1nbSxQFcsAADueBg5sqasMlALj5RpYjOttWZcG/MomLomzMSZgFMe4LiffiYOXNGliaQLAup1D+Gfv6O9CLslBDpUheq4TNTCkAwEJOMZr/4CXHXgOe8qtgHsqCjkHo0UX5376bj/8tZngyeaBSSGWWdGAV7Te96/esxYOIegoZHDVSXN9hSQZd1W20OvcXakKDvUniVRcC5frtve5Gf14YuHZOOGMBSgXy/jKb+7Av+V7IsSpLZXC/IRoNS0DRL+BlCOfcfDg+j1AAdh1cBwd3uEnWlttRH/gUo2apLH8R7YAdfNdXEelWowr8kpRTPeMPiJBHrZJ9clN+3H8f/wWH8luxuWZIhzjsZFy/5Xu2PWYUGqWxBk0UqSZiEqhxCAd8NEsK9ERsIqxhQG0krG8diCEecL46y3s96Lz6pIEh0+lqIJjHIofQG2t3QLHmJqsMdFpESJaxqgfPLG+rOsURVB2kmBN3ljnrk20OvhpsnsXr5yJRUuPRTZDcO7SabWQQAvzLnydtVH5nnLZdggtKBZ6kFtzK67hF3e8Fn975hIsmd4p1YGjNz8DPJIo2vpAHPjiFBUa1CMx5NypbQCA/3fns/61ZTO7KpDDRKUwPZS0nYZljn/EpBhXD/P8LH7z3aevOAabnxkD7gWuOXU+FpwZnBsp0ZWj0kGNhgled6Isxtp2pPudlEoRv/kutkYoqwrLZ3bh309fAQA48Zl+tG4mWDUwhRl3ItIREeR9EC60Uhin94PTGQLrfgU2a+UXUeQLCxTSfUOxaFZhmhBWMbYIIzTdbMDMjhDg3Y8BQzvZ7+6B2ifhfb7rR49in3ewR64qKsUEWIyFzTJhJKNSJEbydVDgr7cCO9agdecToOhLnkZktHG+RmWlednMbiw7rkp+bAwojbAYk0CWQP3VjBQpMIY8HnntfTh1oA1f/ubX8M7dnwDKY5jSlg9zgcfavUQbZYkR0jUuT8tlpnrauOzY2XjFUTNAKfDoi3vxhm8+iJFi2RxdlBza5doYe2topaz6VZpIxbhmNCt14hG/+e6o2d04KjMDuBc4Y3Ef4LmnVLv/JBskwzQyvRJlfFueR+PDcSGDiZdIpUjL4Xcy4b4lAv6iQeiOPBnsbMnh2tPms2uDU4CtFH0deWAw5n3EuPhl7ca+ZHVQ58c4mWqsCSN1uQa+s0IXCsupTK8slcJi8kFpkI2qwG297K9OWDW/B6ctmorxkosprTlcvHIGpnfqj4ytBIQvFtcs+zQWjZRlE3BeqWS1Sx5PeAkcx74B2PIYMLof490LcNvBFajNNlYCHNwJ3PpuYGRP+J6yxD1R8zcT55Ld1FwTlasUGp4/1mQKQGsPhomn+Lq1tzzWFppJteZ9TRaogrek315gw1Ox7Kazs0fyGPUWX06lIFCs3SGNj8us2sEiJCOazXfVLCebFiNEUFdvdQ2F08kRoxwJyhaPIslbROqf3J/4nTewz0w+LjZBKP0KUiSIwyYPflyaeJJAx0PncDQu4USE5FTLS2uaTSYW1FaYwo9xLC1Fw1eO9UrBw4mSHYKKMSFkAMD3AcwAI9Z9nVL6BUJIL4CfAJgPYAOA11NK91YvqsWEoRk2300AFk/rxI/+9pSaxVd/i7E8GBmEiIsCVFQqI0MmvP7KT/tf123ej2/9959wSi3yYu7JwPo/As/dyX73zAf6lgoBNDSLOkHarA19WWuNyDUUqYy4JfkGt9nQhlkNhMmMjmMsIufRmjjNKYUgPDHjHTM0Sr06ARNDJ8ly9VS3eoA4wJ+/Ajz0Dfa7NAocaVpli2//KjEhKt9chNtDwDFOWCf7ljJ/4qP7mL/tZa/SBAqZpeXE0iAplUJ7LUomcdbiuYSjag6aVlHkX8GBGjRUo+PeOBBDnsSkQqpdsYpXCmlzbdRqX3OiGotxCcB7KKWPEkI6AfyFEPJbAG8B8DtK6ScJIdcDuB7A+6oX1WLiQILlKv7bIjXqciS0sFQVGnQSLXmqnRPvOBPC28RhWl6tkDGgx4lvZ386VLJ8WitoNhsByoqjdEOUtYI25S/jcsW4jgpWrRAaDHXKALfe6isN3wg7XqZCdAnyTUd0VO6pt2RVXlyBCNveUsOnUkj8BFnWNNFpJ6efZRuVRSy7NEFsYTlYdaWhICE5OK0rTZs3va/jJPIn7gukKpsVbb5LQaUIGqEST8RkkGQYZ3p4d7JyNtJ+0neqDiG46ZGX8NLjz+N/CeC6LpCtRIYAfHNq8F98LtpiHLR3Qbc4FKkUlNKtALZ63wcJIWsAzAZwGYBzvGDfA3A3rGI8+bB3PfD8b9j35q2/zQXValKX+CsYjMQoghgShNZY3BK+VP2rjG5QnJiKKlD3QtB5QKgV/KMCTJbHKpSt2kA3NTBYxxLsks8LFmP/5LtUcqQri2QrKYYUowTTcoxrVWe954+5MsUjgrKf8H11vnsl46heqtpOlNVJvTTpUm3ccXHp/BhXJJQ5jpYudn39PcDMY81RcI8rKRghcRPED7xyGZ54aT8GDu4HngXyGYKp7ZXSBJPUUT5B0HulmGyoCceYEDIfwHEAHgQw3VOaQSndSgip3/Zwi/qgayaw9vfAtqcAJwu01Wgz1SEOnSWH1nRmnGT5PoZKIY0tIsc4IuDt7wN2Mi8B7Tuew1gzzJR0rusmSCEMcSp9zqV0Uf89BR9aDeLW0btB3aGx4vKT70wKALcYF8sp3zdSK9PzbmV3bYLS6rtxgabgE1IFlI1JzQmi+cYQx06llEys8UT1elJJ2oSELcZJ6VE6kjcN7vo46TpgxtFshUeigKlQqBR+9WNx9d7xLlyb2aAJacZlx85mm3M3DvqKcb6QVN2T+1X+iqPFMvYOFzFaLIUf4RZj75lVL34T+OSPAQCfGi8j544C+Rah367lSmrtUbViTAjpAPBzAP9EKT2QlGdJCLkOwHUAMHfu3GrFsKgl3vBTtvwDsCNzW7obK89kQchibB70K43fX76EabkqLgqSzjLmusCDXwW6ZgNds1HumIGb9h0F05bIarxlpoPwDnW00gapBWVLQY0WG6qzmFSpsPO4fP/QRipFg6lPOndtJlESTBhzGXZ/vOSmM4b7fEeNRdDXY8J1hnK5ElAnUtMHVE5rNVSKqotXbP/6VSEd6yMUTrihGgVC+mLNISpWmv4s1p+ZbmNcBI3AwKSItBjnWoFF52rSTlaAL7atwBNkKZYVBzGKPDZPPxetaY1U0qSssopTyDogBNg+OIahA/uwk+aAnDLBVOhCMwc9o9pRr8XDz+3AnqFxXP6Ki4DH/jcI18RUiqqcthJCcmBK8Q8ppTd7l7cTQmZ692cC2KF7llL6dUrpKkrpqv7+/mrEsKg1Mjmgcwb7s0pxlajlzJggM7obK8gGdO19GjOKmyqUKJi1B8YJjYyUBn5FV70VePtvseW1t+LfS9fGKgYT0+epg3v9E/XpcZp7kamn5UBq4NJmtxiLSoJaJqoCweretv2jeHLTPhZCyRJuMX5g3W48tXm/FybNsm5ytYx6dlFpk1LI44C5LcdKJXlBqB1qtxiVYqXJB6d1Jc/n6sRVVl5Ed21iuSX1SuEqXikSG/U0P1QrdhoYqGDbCotwXe4/sfPqO3HZ+Mfxp1VfZMpmclE1acQhHHFHSw6//eezsGR6J46Z043zl01HV6tiU/VXzVjfRGgZ6JkHXPxfuGnau/HlluuA46+BdhLThKjGKwUB8C0AayilnxVu3QrgWgCf9D5vqUpCC4vJglCfQplVpVajV74NHWtvw22F24C7GZH/ht7PAzhNkKHGyiFXjJ1kXcWE9XmiWWuCubWmIiUE0Dvil/gridNRlUCfSmFy19ZwjnEENARKQhw8v+Mgnt9xED1tOWQd2U7Tmsugtz2P21dvAwBM70rIkeRplUZlKgQgWLa0D/qySXHpvFGktYWGvCA00Lqv5RiLVIqYI6GVsqThS358XGlOozzHQ7MUX5PNdxoqRajamtKp4P1MG5gj4kqfj4J8SauaZiVu8bROoJAF8jl0d+bZZkkpGb75zqNf0HIwZmhFPnSpFKcDuAbAU4SQx71r7wdTiH9KCHkbgI0ArqhKQguLSQKSxG9oNXjjz7Ft3VP40C2r8U/HEax4+jPooAeC+2k6Td/CEdM5KYpxcqpUclEqQ2qbbXWpiWNwKC323SEEP3hwIz7UAtzz3G7vjmHgrCCDAotxk3ql0FIpVM0i+NKSc3D/9exEy+7WHDLK0bnZjIP73nceBsfY4TtdLdFHHPtwvHCfmgcAEI+5iGJ2hIUMK/MhpTCxIc5EpUj4vBhV+kfSxa+b9EXRDNAgFSfS40ncs2J5xIc3hvCbdzWTUvOzJDLnE0Di9ldZSqEVFPFeQF8iBHBMR5KLk7JmnMB7qMYrxZ9gzunzK43XwuJQgWczQc2Gjf4lGCGz8Vu3BW/oy2EFgExFSlJi00GghCnHy04cl9gAJwvc93ng/v+G39HGHIFbK1BKtX36P56/GH850A08CJy2aCoWHn00owMQElh5K7Cc8UfiN981mGMswUSl4LcpCBzM8k5bM6E1n0FrPmW5Hn0lq7fepG5wy3PoXPNjT4ygVZoklpUcog2d2lOgzm9uDVBZSWs4xhEKP4W+vqs6oXTPIFhVupC08CL0qyqVIlFccadqJhNDTx9KF0MaVNzCk9Y9bR7oVryUcAKXmYBbjDPCbdMEuTlhT76zsKgZ6q+Q8BS4kpSBqhjHy0D9/+wEo8jxgPPwuMU4UdwTgEu/COxYE/z2NnrUG1Fuw85Y3IczehcADwJnLukHVkUdYx5fTmq5lPkz9TwooiaIqgUiTaFOyXf0A6f/o/9z/9qnA8U4QipK45bFq5jkkoyiQVY+iam3oU1ln4QVX84nDW5MqPGPb5AULcZpZyqOWh5ePKErYdqINp1qqCKKYh5s9KPaYOkgUinSFpIhQSM9kDDFmBBmMfYUY/k9SFB+TTGB18MqxhYWNYLaVwRHQte+A3C9ppvV8hajkUgaLrNPpVAsxjFJVbkAGI+Vr6tv/BGIpI0bM0ax0FUAN+6Aj0ZzjKOoFCGZGjQwRiTpOyWT3LUhsrInLk1psxcaW1ZhXhCqKQvm70BvR/3k7c/gf+5eW/u9B6EIacQ9DQhB6EjoiLIwR6lOptLkY7ychJh00ITpSGb9FCuFkZGZbjuCxdiN35dyKFIpLCwsZJDqnLwkS4OP3V6n44QsxvGgfEOR11lGdk8hjnFM3JNgx3ElkBcTKbS+TI1PVAducWl+rxQiIni6/LMBAyMvtz88swNf+N3zKLtMntFiGdf6MrrSE/67CDKnruWi39waovJj6M1vQECkdkyN6bAw+0aKoaIc6G3D1ScNYM/QuH9t0bR2vGz59ArlZZLJaZsmXUmiSnfynfQo0fyoxiuFvwoVP35U3r1W0S9LE6kIa693aAohHpWCCFQKNa4mHyesYmxhUSeQiqwIcXGyuFxvS1GISpHQndXW/SN48sktWEmKcEzPUBpYuUg6i3ETr5JVjWidTmN9qpEHDde34jcrxziKitA4i7FOkXli035s3T+Kq04c8O+fuGcqsAmBwpSijGJXSGrolaL61RgNZ1Sqr3FUCoa+jjywE5gzpRWnLpoq3ctlHHzi8qOrlNMEqjRCDZUiVXmYy0LjTMWQTgpFL6Ze+WtLVH89HeIm8BHhTQVPDXF5kz8Cwgw2kRZjqxhbWBweCFEp6ocyMSjGCTC/rx3D42V05dvRNZTDJy5ZqQmlUik4x/gQ1ngTgFLzuFDrzl5Nosz9KzSrVwoRxglAIyzG4XS4RfQ/X7MSDveGcU8/U4xFRUly1xYo88E8J2GZ1/CAj5ogrZVU+sF+zehqAQDc9Z5zJ+Y9QmmIFmMdfzsqLs1myCgqhcSn1iib1ZQnd2mXaiKWNGDl8qSOi+cptxh7Lt3k6HSTmOaDVYwtLGoEva5UWwUgkkqRsMPp72gBQIHOLmBLHldEbRJzTV4p9Gj+Lq8yyKuJ1DxB0PpEFQfuyi2FAce4Sf0YS0qC8p4hkRq7+cbl/lbVYgLqM3DX0CuFYtytDlo/xlAast4rRcMUnNDmO40sSZS44T3AN84DSpzuEZ+bYW88FViM/cjkZ0yELPXUzcpRaW1RVxgiqBQeU99ROMbh+XFjqFRJYRVjC4taQWno6mEPtQRXksLu2lJ0NrGdE019wEcFUkw6UEA1oUU/UOUAEOxS51b8SWAxNqHBHGNKZCsW0WnGJndtEsdYUWriXsVRjyBuIO1FsrDydxVvyz2XWf9t4DRYaoSxfIcwll8G7H0R/jtMmQvMOy3ykUjc+xngoPaQ3wRQJrTcgqyGqii7U1IpiKoEp0mKcYwdQkIcYyl+6qLRE+M4WMXYwqKOIDXuAHyaKWFNtxIqheRXNw6KH+P4zXfpxZlMoN4/4+qAaYd7BRxjNUisxbiZOMah92wcxxjCpiaeoksBR02eCPKHrqkxhEJGgzjApkeAe/6LuZJrtHU/JWQxVc5YIygxwsSqEj/GC85ifwkh9mvS2/bMBxaeA4zsBfqXAIsvSCdHWqStNrUoG7UNx7pr8w748Iwpk3FMsIqxhUWtoJx8x21L9XHX5nGMJYtxmh4oYkkMEDRwvcU4jltZ+W755gfjGKd5vwoGbg1cf2BqUosxz5M964CND/CLSqDGWowDX7FUU4Y8f13lt0qDqQCzjgOe/y3wh/8LzD4BGDi54qh0FNeUMQgGYz2VIuSVoqmse1TRtnS81frIG0qm0AG8+ZZKY5Mi1aqaJMbPfCokjSiinsd6pfDctcGVD/hQN/VZKoWFxeGBidl/4g3sDt98l3wDSWpQCox6R04nplJMQvNAAkg8P0rNQ4yWYywFiLlvfsK3GI8NMn4kABQ6gUxOTrtRA04mz/4e+Tb7A5jioJWpMUupgcWYmi3GUSff+Yp1yoSv+iGwfxPwuRXAbz4ItPcpEk1CNNQUqNaf+sjSSN0t7JVC2ACYuN5UMYtKW77eRlX1gA9D5Gjmum8VYwuLmiHMMa45lcL7dD3+ViV+jEEIMLSLWYNNnaWTA8pjwPcvZb8zeen2oan+JgOzGAsXYjf66Cxa6TEOTwH+7YfZHwAMnAK87c6q464JsgXgHfcDg1vZbycHzFklh2mAMkUkDZh9d6lOuVAtxgo0sqd6nc5ZwFGvA/a9CBRHgLmnAvNPTxFBjUAIMLoPePoXwK4XgmvCbZljTA31fYLLUt1sRzTXJ0SOap/Xr6JwrxRRuZo6x1PnjYEiIcYl5r2a1ug+DGA7Mm7R5xhTzcSy2WEVYwuLmqH+jZ73K9x119nDvwV++Hp28cBWYHaCSFp7gfV/ZN8HTtGHOfHtQNtUpiTk29kgjuT92uTo/tKDUmocFwJ6CpIpy7GQwww7Hfhs74fxLyd7VtinfsaULCn98HMTir4j2F8IGs51AwZJSaUzm/2D0KFJTRUyOw7wum9V/rxGhoooDq09wP6XgJveIl8TYhdfuelse6FVGc3Es051q55TAUL0B3zU3qxSLQy5kG0FnvwJbic/Acpg4wZPWUraUiksLA4bhNs51ZgXawNKHNzTej7mlDYCB7ezi/1LgSMujH/4NV8DzrmBfe82aNJdM4FT/yFCAMPlw8CUTKHjp0ZBWI6vMoP+0nY6cLI3mdn1HLBnbVXxTTxEvu7ED4zcKhdNpYjb3BjGpOLUv/KzwKnvDH7n2oCeeenjaTSVQtp8J96qnVx15VarG3JTIHl1S0mlIA6wZz3wyXnC4U4RVmQRV/0Q2PksPvDLp3DCvF5cfvq1EQk13XRLglWMLSxqhIkYHMWO+stT3guHAD++7tR0keRagGlH1lgyGZNJT0gC0yqud1e+qV7TxxibZsbT3N7+vYfhEILxsoszFvcJAfJAuRhOuxkzP6S8aK5NjCAsea0v6jQc48YphVVvvsvmgWnLIuIn0vI3NZbVROeB2s507U4TtpbQUnBqBRbv1+5Zh58/uhkbdw+hLR+oaF/83fP4zn0bUkaZUtaTrgNauoPfuVZgnkL3MVl7Zx8PzD4ev7plKrK9s3B5R78fXBBoUlhPrGJsYVEnsGG1xhxjcexuwKQ7Tvlv/i6vOlCEx+RYEAJsfxr48inA+FDix5bP7MK/vnwJBsdK/rXzj5weBMjkgdJYCkGaAJpT5CYSPkffTeKuTaFS6Ab0Q7DCEwAj4y7+9PwuAMDe4XHl2HjT94mC1/lNoCvA2k6E9LK15TO4+qQBbNk3CgCYMmcKTlk4FX0dBVxzyjxsP8CuL53RidMX9WnjqCRdCXNOYH+VPo8wR10LS6WwsDhMMCEWYwZu0WmUG6XqTmCa/NDmu8mP8QlvYcvVHAvOBGbojuGWkc86eNd5Or6uh0weKI8Lg0wTcIyNaA6OsUiliHfXpoNe5mbM8UrR0ZLFroNjeNO3HvSvnXlEJYpYjaEu24jXa3SqYFSSUdcqQnmcbcIsMYXXcRx84vKjtUH/49VHVZhIjWtmAouMQ4jZKOz3U5ZKYWFxWCA8zKqWjdqhUatRSd+kufye1hahXfpxWHYJ+6s1MnkAlHEBM5OlK594i7FEPfA+XV2zjHXXptALGoR659r1Fx2JS46ZJV1b3N8hCOBJsOZXjbH66ZSzCdt8V4OC527M7voI+1Ov1xLVO70OI2ZSy1qM0FZqk+qEYrL0phYWzY/QAR91sOCJY0EDZ90mxWAS0MeqRijXtZasCSgX7r+4PM4UYz/pJpyU6DZITZiY4aX/aF/UEe7alPc4FFdO2vJZnDi/1xxg4TnAye9gls7++u5VMCJUFlS5V/vkaoZCJ/DabzHPIBzZFuCIl9cwER2qzJSEbid1wYLVGe+mpVJYWBy+IDUeOLkltlHDcWJ3bc3b51WFpurTuW/p8hiAtsigTYMGc4x9tgR0fHnNb4MycOipwynQ3gdc9MkGJGworzo2Rl3MNUlt5etqEUsC1DpvktAgCNxJ3kCsYmxhUSsoHTQxXK9JEvwY0QYpaKZ+r5G79ScKFDqPBuyOj4komKynGN98HVOSdz3PE69/2qnROI6xqADzcot018ZPFeRUirFBYOez7FAME8d4ArO8HqvjkwuazXcT1O9Muu6tAZWFJWOgHVmOsYXF4QV5YU8wTdUBk61/nuwQlaumsRjPOQmYeSywfzP77WSB5ZfVh6tYM0ij5MQn72++01iMswX2efd/ss9Mnrk2XPcH4MsnsWs98wFU5YLWohYQXcNIG0+BevSOh0YxTyDHWKVSpIyj0bCKsYVFzSAoTyDB5ru6pNCYQdmncsSk3bxdXm0g9+kN4hjPPBr4u3vqn04tYDgGd6LTDvbXaSzGK69gp3e5RXbq45QB4PJvANue9IO4U5cCX3hxAoQ241De2BoJE6cYqNvmO517yibW5zSYeK8U0VTkibPuVwOrGFtY1AhGZammaSRTTBuFJhWramS84jzm33/Dfoe0KotEEE2tDdEw2AZZV+eMutAJHHu1fE054pq4FEBYMW5UbZhUJ+7VCiGiv4amU6+k6xZzndAIKgXkA2L0uWapFBYWhwVESw4lbOMdqZu7tsZwjBOn17x9XkV45dGzMDhaQtFlJJlLj50VDvT0L4DWHvb9cFRYIuGT44XPic8j0SNbNUXEB/5JpyhNaqgWYxOVovaQ3CYfap1bUiRsPJEWY0KAoZ3A2MGm7iOtYmxhUStIVsQ6WYzrEmt6mNxUNaslu1r0dxbwf843HLbROR0AAf70OeHajAmRa9JiQi3GMsUJMGy+SxJTEzTAZpChoSiNsaMLIzff1SeTJt/m4np5pTDDIWFfTH5RtU8DXrjL+95fY9lqB6sYW1jUAVSykNWuc3K80fw/bluDsksn/ESqw31M1mL2CcD7NjB/wgDbBNcW4Qf2cIR6eEaDl1JdWp3lz+yndWJxWLVHx1NXPr2Yfc4QT4mrz+a7SZ+/taRSkAyw8Y/s+7TlkUHF9iG1lUv/Gzjneva9e6A6eeoIqxhbWNQIBI70qx7obs3hP159FLbsGwEAnHfktLqkEwfjAR8NPqq6YWid0mgJJhcm1F1b+Id2810FaIQF8TBrWQFWvo5NPt0i+z1wCvucgHokrpBNKot9x3Rg+kpgeBcw7/Tq4jrvg8BcL88HTjYGIyTi4JtMFuiZV50cEwCrGFtY1AjSAWiE1I1jfM0pzd+xWFjIaBKOsU+lqMzK629+ralUFonQ3gec/m7NDQ2Vom5HQk8yFDqAd/ypNnHNWcX+YqA/+a42IkwUrGJsYVEjyIfMcndt7PshA+9VHt24Fy055i93WmcBZy2R+WKTrSO0mGBMJMdYWk7mydOaJt+o+m7bGcKb72poxbf5mx4ERFpJmXSTCVjF2MKiTiDC/0MH7fksWnIObn50M25+dLN//bEPvQw97fnJ2Qta1B8N5BgTZcIKcIvxhCRfcxyWLtriUGdKi+yVwiIKjEoxuWEVYwuLGoEIpEVGpUDTn/CTFu2FLB684QIcGGU8v18/tRWfuP0ZDI2XmGLs4dB5Y4u6oQHtwid0UNOx3vFwCPDlP7yAr/9xra8wWWW1kVDdtdVv0jXpnFI0AAS6k+8mV/uwirGFRY1AIn4dSuhuy6G7LQcAmNHdAgAYK7kAJr+lwKJe0B3CMPHu2sQjoSvdfPfJy4/G2p0H/d/ZDMGFK6ZXI2DFmGwKR11Qx0mJdsJjJ0GRIITgiU37cMPNTwEAntl6AFM7Cg2WKh2sYmxhUTOEOcakyU/4qRaFLPPEMe4pxhYWidEArxT8q0tpxVbe15/YvG6mDk/Uf7eXnfAnxykLe3HXmh24a812/9qJ8yeX+0qrGFtY1AiyV4rGyTGRyHuK8ZiiGNulZQsJKse4UWvSgsXYVtFDCMN7gMd+wL4P7WTHe1s0BJ+4/Gh8otFCVAmrGFtY1AokbDFGnY6EbhYUsswzBbcYWw6eRTI0ZiWFer7GGcd4cqKWZzYcEuiYBhzYBNzyzuAa93FcB9gsP/RhFWMLixpBt/v9UEfeQKWwA7aFDK9CPHc7MLgF2L0WyOajH6lZykFlFA3Xjq2khwZe9TngrH+Vr3XOqmkSz247gFse3xwf0OKQgFWMLSxqBtmUQ/wrh+4AnM8wxfie53Zg18ExPLt9sMESWTQl2nqBfCew+ufsDwCWXTrxcnhN0a2xH+NG4RB4herhZIApc+sWfW97Hnc+vR13Pr3d/21xaMMqxhYWNYLEMT5Mhqz+zgIIAb5x73rpeo/ntcLCAgBTjN+3nh3py5FtnXAxxM13WeJEhm1WWE8UE4s/vOcc7BoaAwBkCMG8qW0Nlsii3rCKsYVFrSCR/xwQcuhzjGdNacVD778AB8dK/rX2fAbTuloaKJVFUyKTY38TjRApl05q9+Lk8GNsNRSie0qLwwNWMbawqBHMnhgO7dGrv7OA/s7J5afS4jCC5K6NKcbVuGtrNC4/fjaGx8us3U0y/7AWFpMBVjG2sKgDqDfoOtYDpoVF88BrlxSVH/DRaKyY1Y1PXL6y0WJYWByyqBvJihDyCkLIs4SQFwgh19crHQuL5oHOXRsm75qthcUhAPWwYODQ2XxnYWFRe9RFMSaEZAB8GcBFAJYDuJoQsrweaVlYNAvkgdaOuhYWzQCduzbXtZvYLCws9KiXxfgkAC9QStdRSscB/BjAZXVKy8KiOaBs8mnFGP/REHEsLCxkEG/IGymWJy2VwsLCor6ol2I8G8BLwu9N3jUfhJDrCCGPEEIe2blzZ53EsLCYOLR19vjfafc89JKD7EdLd4MksrCwaGnr8L/39bI2umdoHF2t1tOAhYVFGPXafKebi0u7kCilXwfwdQBYtWqV3aFkMenRN2MutrzlIeRoEf0DS7B/45Poas2DTF/RaNEsLA5bdHT1YNvb/oLR8RL+eeFSXHryQYwWXeuP1sLCQot6KcabAAwIv+cA2FKntCwsmgaz5i/1v3cvXNVASSwsLDhmDCz2vy+e1tlASSwsLJod9aJSPAzgCELIAkJIHsBVAG6tU1oWFhYWFhYWFhYWVaMuFmNKaYkQ8i4AdwLIAPg2pfTpeqRlYWFhYWFhYWFhUQvU7YAPSumvAfy6XvFbWFhYWFhYWFhY1BJ1O+DDwsLCwsLCwsLCYjLBKsYWFhYWFhYWFhYWsIqxhYWFhYWFhYWFBQCrGFtYWFhYWFhYWFgAsIqxhYWFhYWFhYWFBQCrGFtYWFhYWFhYWFgAsIqxhYWFhYWFhYWFBQCAUEobLQMIITsBvNig5PsA7GpQ2ha1hS3LQwe2LA8d2LI8dGDL8tDB4V6W8yil/bobTaEYNxKEkEcopasaLYdF9bBleejAluWhA1uWhw5sWR46sGVphqVSWFhYWFhYWFhYWMAqxhYWFhYWFhYWFhYArGIMAF9vtAAWNYMty0MHtiwPHdiyPHRgy/LQgS1LAw57jrGFhYWFhYWFhYUFYC3GFhYWFhYWFhYWFgAOY8WYEPIKQsizhJAXCCHXN1oei3gQQjYQQp4ihDxOCHnEu9ZLCPktIeR577NHCH+DV77PEkIubJzkFoSQbxNCdhBCVgvXUpcdIeQErw68QAj5IiGETPS7HO4wlOVHCSGbvbb5OCHkYuGeLcsmBSFkgBDyB0LIGkLI04SQf/Su27Y5yRBRlrZtpgWl9LD7A5ABsBbAQgB5AE8AWN5ouexfbLltANCnXPsvANd7368H8Cnv+3KvXAsAFnjlnWn0OxyufwDOAnA8gNXVlB2AhwCcCoAAuB3ARY1+t8Ptz1CWHwXwr5qwtiyb+A/ATADHe987ATznlZltm5PsL6IsbdtM+Xe4WoxPAvACpXQdpXQcwI8BXNZgmSwqw2UAvud9/x6AVwvXf0wpHaOUrgfwAli5WzQAlNI/AtijXE5VdoSQmQC6KKV/pqz3/r7wjMUEwVCWJtiybGJQSrdSSh/1vg8CWANgNmzbnHSIKEsTbFkacLgqxrMBvCT83oToCmTRHKAAfkMI+Qsh5Drv2nRK6VaAdQwApnnXbRk3P9KW3Wzvu3rdojnwLkLIkx7Vgi+927KcJCCEzAdwHIAHYdvmpIZSloBtm6lwuCrGOr6Mdc/R/DidUno8gIsAvJMQclZEWFvGkxemsrNl2rz4HwCLABwLYCuAz3jXbVlOAhBCOgD8HMA/UUoPRAXVXLPl2UTQlKVtmylxuCrGmwAMCL/nANjSIFksEoJSusX73AHgF2DUiO3e0g+8zx1ecFvGzY+0ZbfJ+65et2gwKKXbKaVlSqkL4BsIaEu2LJschJAcmCL1Q0rpzd5l2zYnIXRladtmehyuivHDAI4ghCwghOQBXAXg1gbLZBEBQkg7IaSTfwfwcgCrwcrtWi/YtQBu8b7fCuAqQkiBELIAwBFgGwosmgepys5b0h0khJzi7ZJ+s/CMRQPBlSgPrwFrm4Aty6aGl/ffArCGUvpZ4ZZtm5MMprK0bTM9so0WoBGglJYIIe8CcCeYh4pvU0qfbrBYFtGYDuAXnteYLIAfUUrvIIQ8DOCnhJC3AdgI4AoAoJQ+TQj5KYC/AigBeCeltNwY0S0IITcCOAdAHyFkE4CPAPgk0pfdOwB8F0Ar2G7p2yfwNSxgLMtzCCHHgi25bgDwd4Aty0mA0wFcA+ApQsjj3rX3w7bNyQhTWV5t22Y62JPvLCwsLCwsLCwsLHD4UiksLCwsLCwsLCwsJFjF2MLCwsLCwsLCwgJWMbawsLCwsLCwsLAAYBVjCwsLCwsLCwsLCwBWMbawsLCwsLCwsLAAYBVjCwsLCwsLCwsLCwBWMbawsLCwsLCwsLAAYBVjCwsLCwsLCwsLCwDA/w9WrD6oJNNKbQAAAABJRU5ErkJggg==\n",
+ "image/png": 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",
"text/plain": [
""
]
@@ -173,7 +173,7 @@
],
"source": [
"# Create GEKKO Model\n",
- "m = GEKKO(remote=True)\n",
+ "m = GEKKO(remote=False)\n",
"interval = 30\n",
"m.time = np.linspace(0, len(data)*interval-interval, len(data))\n",
"\n",
@@ -269,7 +269,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
""
]
From d7af7630670ba8a8402a5b49f08c9237bb3e493f Mon Sep 17 00:00:00 2001
From: "Mohd.Reza Babaei" <55245976+imanbabaei@users.noreply.github.com>
Date: Mon, 4 Sep 2023 23:33:44 +0400
Subject: [PATCH 2/2] Local mode switch
Gekko switched to local mode
---
.idea/Transformer_MPC.iml | 8 --
.idea/inspectionProfiles/Project_Default.xml | 10 ---
.../inspectionProfiles/profiles_settings.xml | 6 --
.idea/misc.xml | 4 -
.idea/modules.xml | 8 --
.idea/workspace.xml | 82 -------------------
6 files changed, 118 deletions(-)
delete mode 100644 .idea/Transformer_MPC.iml
delete mode 100644 .idea/inspectionProfiles/Project_Default.xml
delete mode 100644 .idea/inspectionProfiles/profiles_settings.xml
delete mode 100644 .idea/misc.xml
delete mode 100644 .idea/modules.xml
delete mode 100644 .idea/workspace.xml
diff --git a/.idea/Transformer_MPC.iml b/.idea/Transformer_MPC.iml
deleted file mode 100644
index d2e1509..0000000
--- a/.idea/Transformer_MPC.iml
+++ /dev/null
@@ -1,8 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
deleted file mode 100644
index 146ab09..0000000
--- a/.idea/inspectionProfiles/Project_Default.xml
+++ /dev/null
@@ -1,10 +0,0 @@
-
-
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
deleted file mode 100644
index 105ce2d..0000000
--- a/.idea/inspectionProfiles/profiles_settings.xml
+++ /dev/null
@@ -1,6 +0,0 @@
-
-
-
-
-
-
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
deleted file mode 100644
index 8218ae0..0000000
--- a/.idea/misc.xml
+++ /dev/null
@@ -1,4 +0,0 @@
-
-
-
-
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
deleted file mode 100644
index d68f490..0000000
--- a/.idea/modules.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
deleted file mode 100644
index d09a6d8..0000000
--- a/.idea/workspace.xml
+++ /dev/null
@@ -1,82 +0,0 @@
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