{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TCI simulation\n", "\n", "This notebook is a simulation of the TCI (Target-Controlled Infusion) system. The TCI system is a system that controls the infusion of a drug into a patient's body to maintain a desired concentration of the drug in the blood. It is an open-loop controller that uses a pharmacokinetic model to predict the drug concentration in the blood based on the infusion rate. The system is used in anesthesia to maintain a desired level of anesthesia in the patient." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from python_anesthesia_simulator import Patient, TCIController\n", "import vitaldb as vdb\n", "pd.options.mode.chained_assignment = None " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Definition of the patient model and the TCI system\n", "\n", "In this cell, we create an instance of the `Patient` class, which represents the patient model and two instances of the `TCI` class, one for propofol, the other for remifentanil." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/aubouinb/Nextcloud2/Code/Python_Anesthesia_Simulator/src/python_anesthesia_simulator/simulator.py:584: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", " self.dataframe = pd.concat((self.dataframe, pd.DataFrame(new_line, index=[1])), ignore_index=True)\n" ] } ], "source": [ "age = 50\n", "height = 170\n", "weight = 70\n", "gender = 0\n", "\n", "patient_info = [age, height, weight, gender]\n", "\n", "#init the patient simulation\n", "patient = Patient(patient_info, model_propo='Schnider', model_remi='Minto')\n", "\n", "# initialize TCI\n", "concentration = 10 #mg/ml for Propofol and µg/ml for remifentanil\n", "tci_propo = TCIController(patient_info, drug_name='Propofol', model_used=\"Schnider\", drug_concentration=concentration)\n", "tci_remi = TCIController(patient_info, drug_name='Remifentanil', model_used=\"Minto\", drug_concentration=concentration)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sampling_time = 1 # seconds\n", "N_simu = 5*60 // sampling_time # 10 minutes\n", "\n", "propo_target = 4 # ug/ml\n", "remi_target = 3 # ng/ml\n", "\n", "for time_step in range(N_simu):\n", " u_propo = tci_propo.one_step(propo_target) # in ml/h\n", " u_remi = tci_remi.one_step(remi_target) # in ml/h\n", "\n", " patient.one_step(u_propo/3600 * concentration, u_remi/3600 * concentration)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot effect site concentration and control input\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot(patient.dataframe['Time']/60, patient.dataframe['u_propo'], label='Propofol (mg/s)')\n", "plt.plot(patient.dataframe['Time']/60, patient.dataframe['u_remi'], label='Remifentanil (ug/s)')\n", "plt.ylabel('Drug rate')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot(patient.dataframe['Time']/60, patient.dataframe['x_propo_4'], label='Propofol (ug/ml)')\n", "plt.plot(patient.dataframe['Time']/60, patient.dataframe['x_remi_4'], label='Remifentanil (ng/ml)')\n", "#plot target\n", "plt.plot(patient.dataframe['Time']/60, [propo_target]*len(patient.dataframe['Time']), '--', label='Propofol target')\n", "plt.plot(patient.dataframe['Time']/60, [remi_target]*len(patient.dataframe['Time']), '--', label='Remifentanil target')\n", "plt.ylabel('Effect site concentration ')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test on clinical data\n", "\n", "In this section we compare the output of the TCI algorithm with the clinical data comming from the open source vitalDB database (https://vitaldb.net)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#load vital DB data\n", "main_signals = ['BIS/BIS',\n", " 'Orchestra/PPF20_RATE', # Propofole rate in ml/h\n", " 'Orchestra/PPF20_CT', # Propofol target concentration in ug/ml\n", " 'Orchestra/PPF20_CE', # Propofol effect site concentration in ug/ml\n", " 'Orchestra/RFTN20_RATE', # Remifentanil rate in ml/h\n", " 'Orchestra/RFTN20_CT', # Remifentanil target concentration in ng/ml\n", " 'Orchestra/RFTN20_CE', # Remifentanil effect site concentration in ng/ml\n", " ]\n", "\n", "#all the drugs measurement are from the TCI device\n", "\n", "sampling_time = 1 # seconds\n", "case_id = 46\n", "# get the data from the vitaldb\n", "data_vitalDB = vdb.VitalFile(int(case_id), track_names=main_signals).to_pandas(\n", " track_names=main_signals, interval=sampling_time)\n", "start = data_vitalDB[(data_vitalDB['Orchestra/PPF20_RATE'] > 0) | (data_vitalDB['Orchestra/RFTN20_RATE'] > 0)].index[0]\n", "data_vitalDB = data_vitalDB.loc[start:]\n", "data_vitalDB.ffill(inplace=True)\n", "data_vitalDB.fillna(0, inplace=True)\n", "# get patient personnal information\n", "patient_info = pd.read_csv(\"https://api.vitaldb.net/cases\")\n", "patient_info = patient_info[patient_info['caseid'] == case_id]\n", "age = patient_info['age'].values[0]\n", "height = patient_info['height'].values[0]\n", "weight = patient_info['weight'].values[0]\n", "gender = int(patient_info['sex'].values[0] == 'M')\n", "concentration_vdb = 20" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot clinical data\n", "plt.subplot(3, 1, 1)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_CT'], label='Propofol target')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_CT'], label='Remifentanil target')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_CE'], label='Propofol effect site')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_CE'], label='Remifentanil effect site')\n", "plt.ylabel('Target concentration')\n", "plt.grid()\n", "plt.legend()\n", "\n", "plt.subplot(3, 1, 2)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE'], label='Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE'], label='Remifentanil rate')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.subplot(3, 1, 3)\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['BIS/BIS'], label='BIS')\n", "plt.ylabel('BIS')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/aubouinb/Nextcloud2/Code/Python_Anesthesia_Simulator/src/python_anesthesia_simulator/simulator.py:584: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", " self.dataframe = pd.concat((self.dataframe, pd.DataFrame(new_line, index=[1])), ignore_index=True)\n", "/home/aubouinb/Nextcloud2/Code/Python_Anesthesia_Simulator/src/python_anesthesia_simulator/simulator.py:584: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", " self.dataframe = pd.concat((self.dataframe, pd.DataFrame(new_line, index=[1])), ignore_index=True)\n" ] } ], "source": [ "# simulate with the clinical data as input\n", "TCI_propo = TCIController([age, height, weight, gender], drug_name='Propofol', model_used=\"Marsh_modified\", drug_concentration=concentration_vdb)\n", "TCI_remi = TCIController([age, height, weight, gender], drug_name='Remifentanil', model_used=\"Minto\", drug_concentration=concentration_vdb)\n", "Patient_simu_TCI = Patient([age, height, weight, gender], model_propo='Marsh_modified', model_remi='Minto')\n", "Patient_simu_VitaldDB = Patient([age, height, weight, gender], model_propo='Marsh_modified', model_remi='Minto')\n", "data_vitalDB['simulated_propo_rate'] = 0\n", "data_vitalDB['simulated_remi_rate'] = 0\n", "for i in range(len(data_vitalDB)):\n", " propo_target = data_vitalDB['Orchestra/PPF20_CT'].iloc[i] # in ug/ml\n", " remi_target = data_vitalDB['Orchestra/RFTN20_CT'].iloc[i] # in ng/ml\n", " data_vitalDB.at[i, 'simulated_propo_rate'] = TCI_propo.one_step(propo_target) # in ml/h\n", " data_vitalDB.at[i, 'simulated_remi_rate'] = TCI_remi.one_step(remi_target) # in ml/h\n", " Patient_simu_TCI.one_step(u_propo=data_vitalDB['simulated_propo_rate'].iloc[i]/3600 * concentration_vdb,\n", " u_remi=data_vitalDB['simulated_remi_rate'].iloc[i]/3600 * concentration_vdb)\n", " Patient_simu_VitaldDB.one_step(u_propo=data_vitalDB['Orchestra/PPF20_RATE'].iloc[i]/3600* concentration_vdb,\n", " u_remi=data_vitalDB['Orchestra/RFTN20_RATE'].iloc[i]/3600 * concentration_vdb)\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# plot the data\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE'], label='Measured Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['simulated_propo_rate'], '--', label='Simulated Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE'], label='Measured Remifentanil rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['simulated_remi_rate'], '--', label='Simulated Remifentanil rate')\n", "plt.xlabel('Time (min)')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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5hlVV7Nu3D507d8YLL7xgGXZ3y4+LiwtMJpPNsOrk3Vk5z88ZIiICAHh6emLMmDGYPn06tm/fjjNnzmDUqFF2aaHq2bMnYmJiMHDgQGzZsgUJCQnYv38/Xn/9dRw9etTur7Pm6uqKGTNm4JVXXsHq1asRHx+PgwcPYsWKFQCAYcOGITAwEAMGDMCePXtw5coV7Ny5E5MnT8aff/5Z7XW3Nn36dCxYsABr1qzBhQsX8Oqrr+LkyZOYMmWKzXQfffQRfv75Z5w/fx4TJkxAWloa/vGPfwAAXnjhBVy7dg2TJk3C+fPnsX79esyZMwcvvPDCPd8rDw8PjB8/HtOnT8emTZtw9uxZjB07Frm5uRgzZky11ik6OhpHjx7F5s2bcfHiRbz55pslzoKLiorC6dOnceHCBdy6dQtGo9GheVcKthwRETmh9957D9nZ2Xj88cfh5eWFadOmISMjo9rzlSQJGzduxOuvv47Ro0fj5s2bCA0NRZcuXUrcuNser7vbm2++CY1Gg1mzZuHGjRsICwvDP//5TwCAu7s7du/ejRkzZuCpp55CVlYW6tWrhx49eti9RWPy5MnIyMjAtGnTkJqaipYtW+KXX36xOVMNAObPn4/58+fj5MmTaNKkCX755RfLhRzr1auHjRs3Yvr06bj//vvh7++Pf/zjH3j55ZfLXPb8+fNhNpsxfPhwZGVloWPHjti8eTP8/PyqtU7PP/88Tpw4gaeffhqSJGHo0KF44YUX8Ouvv1qmGTt2LHbu3ImOHTsiOzsbO3bsQLdu3RyWd6WQRGUurEHIzMyEj48PMjIy7L9RrBkOnPul8PGc6u/kaorRaMTGjRvRr18/p7h/Vk1iLmw5Wz7y8/Nx5coVm2v12EvRoSRvb2+n6nNUE2pjLoquvH3ixIlyOzRbq425qKqayEVZn+nKfH/X7XeGiIiI6C4sjoiIiIissM8RERFRJUVFRVXqdi/kXNhyRERERGSFxRERERGRFRZHRERERFZYHCmJxNuHEBERyY3FkZKwcx8REZHsWBwREdUS3bp1s7n/VlRUFJYsWWJ5npycjF69esHDw8Ny89XShpF97Ny5E5IkIT093TJs3bp1aN++PbRabbXvleYId6/DqlWr6sR2wuKIiKiWOnLkCMaNG2d5vnjxYiQlJeHkyZO4ePHiPYfVJgkJCZAkyfLn7++Prl27Ys+ePTW+7M6dOyMpKQk+Pj6WYePHj8cTTzyBq1ev4u2337bLcorW8eTJk3aZn7XS1qGm3F3cy4nFkZKwzxER2VFQUBDc3d0tz+Pj49GhQwdER0cjODj4nsMqy2Aw2CXemrR161YkJSVh9+7dCA8Px9/+9jekpKTU6DJdXFwQGhoK6a99e3Z2NlJTU9GjRw+Eh4fDy8urRpdvD3evQ1UYjUY7RuQYLI6IiJxQTk4ORowYAU9PT4SFhWHRokUlprE+rBYVFYWffvoJq1evhiRJGDVqVKnDACA9PR3PPfccgoKC4O3tje7du+PUqVOW+c6ZMwdt27bFf/7zH5t7WJX3urlz56Jt27b48ssvERUVBR8fHzzzzDPIysqyTGM2m7Fw4UI0adIEOp0ODRo0wL/+9S/L+GvXrmHIkCHw9fWFv78/BgwYgISEhHLzFRAQgNDQULRq1QqvvfYaMjMzcejQIcv4M2fOoG/fvvD09ERISAiGDx+OW7duWcZ369YNkyZNwtSpU+Hn54eQkBB89tlnyMnJwejRo+Hl5YUmTZrY3MTV+pDUzp07LcXQE088AbVajZ07dwIA9u7di0cffRRubm6IiIjA5MmTkZOTY/M+vvvuu/jHP/4BLy8vNGjQAJ9++qllfMOGDQEA7dq1gyRJ6NatG4DClsNevXohMDAQPj4+6Nq1K44fP26TF0mS8J///AdPPvkk3N3dER0djV9++aXUdaiIolasNWvWoGvXrnB1dcXXX3+N27dvY+jQoahXrx7c3d3RunVrfPvtt5bXjRo1Crt27cLSpUstrXxF72t5701NYHFERGRNCMCQY58/Y27lpq/ESRnTp0/Hrl27sH79emzZsgU7d+4s8cVn7ciRI+jTpw+GDBmCpKQkLF26tNRhADB48GCkpqbi119/xbFjx9C+fXv06NEDd+7csczv8uXL+Omnn7B27VrL4ZyKvC4+Ph7r1q3Dhg0bsGHDBuzatQvz58+3jJ85cybmz5+PN998E2fPnsU333yDkJAQAIUtEL1794aXlxf27NmDffv2wdPTE3369Klw61VeXh5Wr14NoLBVBCgs6rp374527drh6NGj2LRpE1JSUjBkyBCb137xxRcIDAzE4cOHMWnSJIwfPx6DBw9G586dcfz4ccTGxmL48OHIzc0tsdzOnTvjwoULAIDVq1fj+vXr6Ny5M+Lj49GnTx8MGjQIp0+fxpo1a7B3715MnDjR5vWLFi1Cx44dceLECbzwwgsYP368ZX6HDx8GUNw6tnbtWgBAVlYWRo4cib179+LgwYOIjo5Gv379bIpRoLBoHTJkCE6fPo1+/fph2LBhNu9ZVbz66quYMmUKzp07h969eyM/Px8dOnTA//73P5w5cwbjxo3DyJEjcezYMQDA0qVLERMTg7FjxyIpKQlJSUmIiIio8Htjd4IqJSMjQwAQGRkZ9p/5muFCzPYu/FMwg8Eg1q1bJwwGg9yhyI65sOVs+cjLyxNnz54VeXl5xQP12cWfQ0f/6bMrFHdWVpZwcXER33//vWXY7du3hZubm5gyZYplWGRkpFi8eLHl+YABA8TIkSNt5nX3sD179ghvb2+Rn59vM13jxo3F8uXLhRBCzJ49W2i1WpGamlqh1y1btkykpaWJWbNmCXd3d5GZmWkZP336dNGpUychhBCZmZlCp9OJzz77rNT1/vLLL0WzZs2E2Wy2DNPr9cLNzU1s3ry51NdcuXJFABBubm7Cw8NDSJIkAIgOHTpYttO3335bxMbG2rzu2rVrAoC4cOGCEEKIrl27ikceecQyvqCgQHh4eIjhw4dbhiUlJQkA4sCBA0IIIXbs2CEAiLS0NCGEEGlpaQKA+O9//ytMJpMQQogxY8aIcePG2Sx7z549QqVSWbbLyMhI8fe//90y3mw2i+DgYLFs2TKbdTxx4kSpOShiMpmEl5eX+O9//2sZBkC88cYblufZ2dkCgPj1119LXYeVK1cKHx+fey6jKJYlS5aUGYsQQvTr109MnDjRkouuXbvabL9CVOy9sVbqZ/ovlfn+5r3ViIicTHx8PAwGAzp16mQZ5u/vj2bNmlV73qdOnUJ2djYCAgJshufl5SE+Pt7yPDIyEkFBQRV63R9//GF5HhUVZdPXJiwsDKmpqQCAc+fOQa/Xo0ePHveM7fLlyyX66uTn59vEVpo1a9agefPmOHPmDF555RWsWrUKWq3WMt8dO3bA09OzxOvi4+PRtGlTAECbNm0sw9VqNQICAtC6dWvLsKIWrqL1qYhTp07h9OnT+Prrry3DhBAwm824cuUKWrRoUWLZkiQhNDS03OWkpKTgjTfewM6dO5GamgqTyYTc3FwkJibaTGc9bw8PD3h7e1dqHUrTsWNHm+cmkwnvvvsuvv/+e1y/fh0GgwF6vR5/+9vfypxPRd8be2NxRERkTesOvHaj2rMxm83IzMqCt5cXVKoK9mDQupc/TQ3Lzs5GWFiYpT+MNetTuD08PCr8Om9vb8vjooKkiCRJMJvNAAA3N7dyY+vQoYNNIVHEulArTUREBKKjoxEdHY2CggI8+eSTOHPmDHQ6HbKzs/H4449jwYIFJV4XFhZWZuzWw4o6LRetT0VkZ2fj+eefx+TJk0uMa9CgQZnLLm85I0eOxO3bt7F06VJERkZCp9MhJiamxCHIqsy7PHdvH++99x6WLl2KJUuWoHXr1vDw8MCUKVPKPRxa0ffG3lgcERFZkyTAxaP86cpjNgNaU+G8KlocVVDjxo2h1Wpx6NAhyxdoWloaLl68iK5du1Zr3u3bt0dycjI0Gg2ioqLs8jqz2YzMzMxy5xEdHQ03Nzds27YNzz33XKnLWLNmDYKDg20Krsr6f//v/2HWrFn4+OOP8eKLL6J9+/b46aefEBUVBY3GsV+L7du3x9mzZ9GkSZMqz6Oo75TJZLIZvm/fPnz88cfo168fgMLO7DXdkfle9u3bhwEDBuDvf/87gMJt4tKlS4iOjrZM4+LiUmId5Hpv2CGbiMjJeHp6YsyYMZg+fTq2b9+OM2fOYNSoURVvoSpDz549ERMTg4EDB2LLli1ISEjA/v378frrr+Po0aN2f501V1dXzJgxA6+88gpWr16N+Ph4HDx4ECtWrAAADBs2DIGBgRgwYAD27NmDK1euYOfOnZg8eTL+/PPPCq+jJEmYPHky5s+fj9zcXEyYMAF37tzB0KFDceTIEcTHx2Pz5s0YPXp0iS9re5sxYwb279+PiRMn4uTJk7h06RLWr19fokN2WYKDg+Hm5mbprJyRkQGgsNj88ssvce7cORw6dAjDhg0rt3WupkRHRyMuLg779+/HuXPn8Pzzz5e4lEJUVBQOHTqEhIQE3Lp1C2azWbb3hsUREZETeu+99/Doo4/i8ccfR8+ePfHII4+gQ4cO1Z6vJEnYuHEjunTpgtGjR6Np06Z45plncPXqVUufGnu+7m5vvvkmpk2bhlmzZqFFixZ4+umnLf1f3N3dsXv3bjRo0ABPPfUUWrRogTFjxiA/P7/SLUkjR46E0WjEhx9+iPDwcOzbtw8mkwmxsbFo3bo1pk6dCl9fX7sUnGVp06YNdu3ahYsXL+LRRx9Fu3btMGvWLISHh1d4HhqNBv/+97+xfPlyhIeHY8CAAQCAFStWIC0tDe3bt8fw4cMxefLkKl/LqrreeOMNtG/fHr1790a3bt0QGhpqibPIyy+/DLVajZYtWyIoKAiJiYmyvTeSELyhV2VkZmbCx8cHGRkZ1WrWLdX3I4Cz6wsfz8mw77ztyGg0YuPGjejXr1+JY9V1DXNhy9nykZ+fjytXrthcq8deig4leXt71/gXrNIxF8WYi2I1kYuyPtOV+f6u2+8MERER0V1YHCkKbx9CREQkNxZHRERERFZYHBERERFZYXFERHUez0shqh3s9VlmcUREdVbRGXWl3SiUiJxP0We5umfL8grZRFRnqdVq+Pr62lxHp+gWENVlNpthMBiQn5/PU7aZCwvmopg9cyGEQG5uLlJTU+Hr6wu1Wl2t+bE4IqI6LTQ0FEDlbhZaEUII5OXlwc3NzW4Fl7NiLooxF8VqIhe+vr6Wz3R1sDgiojpNkiSEhYUhODgYRqPRbvM1Go3YvXs3unTp4hQXxKxJzEUx5qKYvXOh1Wqr3WJUhMUREREKD7HZa8daNL+CggK4urrW+S9B5qIYc1FMybmo2wc8iYiIiO7C4oiIiIjICosjJanjnfOIiIiUgMWRQvGidERERPJgcaRQ+y7fljsEIiKiOonFkUJdT+cVe4mIiOTA4oiIiIjICosjhWKXIyIiInmwOCIiIiKywuJIoXhWPxERkTxYHCkUD6sRERHJg8URERERkRUWR0RERERWWBwpCjsaERERyY3FkaKwoxEREZHcWBwRERERWWFxpCg8rEZERCQ3FkdEREREVlgcEREREVlhcaRQ7JpNREQkDxZHRERERFZYHCkUu2YTERHJg8WRQvGwGhERkTxYHBERERFZYXGkJBIPphEREcmNxZGSCB5MIyIikhuLIyIiIiIrTlMczZs3Dw888AC8vLwQHByMgQMH4sKFCzbT5OfnY8KECQgICICnpycGDRqElJQUm2kSExPRv39/uLu7Izg4GNOnT0dBQYEjV+XeeFiNiIhIdk5THO3atQsTJkzAwYMHERcXB6PRiNjYWOTk5FimefHFF/Hf//4XP/zwA3bt2oUbN27gqaeesow3mUzo378/DAYD9u/fjy+++AKrVq3CrFmz5FglIiIiUiCN3AFU1KZNm2yer1q1CsHBwTh27Bi6dOmCjIwMrFixAt988w26d+8OAFi5ciVatGiBgwcP4qGHHsKWLVtw9uxZbN26FSEhIWjbti3efvttzJgxA3PmzIGLi4scq0ZEREQK4jTF0d0yMjIAAP7+/gCAY8eOwWg0omfPnpZpmjdvjgYNGuDAgQN46KGHcODAAbRu3RohISGWaXr37o3x48fj999/R7t27UosR6/XQ6/XW55nZmYCAIxGI4xGo13XSW02W5ryTCaT3edvL0VxKTU+R2IubDEfxZiLYsxFMeaimKNzUZnlOGVxZDabMXXqVDz88MNo1aoVACA5ORkuLi7w9fW1mTYkJATJycmWaawLo6LxReNKM2/ePMydO7fE8C1btsDd3b26q2Kjw40k1P/r8W+//Qav1NN2nb+9xcXFyR2CYjAXtpiPYsxFMeaiGHNRzFG5yM3NrfC0TlkcTZgwAWfOnMHevXtrfFkzZ87ESy+9ZHmemZmJiIgIxMbGwtvb267LUv/8M5Be+LhVq9bo90D9MqeXi9FoRFxcHHr16gWtVit3OLJiLmwxH8WYi2LMRTHmopijc1F05KcinK44mjhxIjZs2IDdu3ejfv3i4iE0NBQGgwHp6ek2rUcpKSkIDQ21THP48GGb+RWdzVY0zd10Oh10Ol2J4Vqt1v5vpqq4f7xGo1b8B6dGcuCkmAtbzEcx5qIYc1GMuSjmqFxUZhlOc7aaEAITJ07Ezz//jO3bt6Nhw4Y24zt06ACtVott27ZZhl24cAGJiYmIiYkBAMTExOC3335DamqqZZq4uDh4e3ujZcuWjlmRCuL1IImIiOThNC1HEyZMwDfffIP169fDy8vL0kfIx8cHbm5u8PHxwZgxY/DSSy/B398f3t7emDRpEmJiYvDQQw8BAGJjY9GyZUsMHz4cCxcuRHJyMt544w1MmDCh1NYhx+N1joiIiOTmNMXRsmXLAADdunWzGb5y5UqMGjUKALB48WKoVCoMGjQIer0evXv3xscff2yZVq1WY8OGDRg/fjxiYmLg4eGBkSNH4q233nLUapSDzUVERERyc5riSFTgOJOrqys++ugjfPTRR/ecJjIyEhs3brRnaERERFSLOE2fo7qBh9WIiIjkxuKIiIiIyAqLI4US7H9EREQkCxZHRERERFZYHCmUxP5HREREsmBxpFA8rEZERCQPFkdEREREVlgcEREREVlhcaQkEvsZERERyY3FkZLwbrNEVOTHMcBXg7hfIJKB09w+hIiozjCbgDM/Fj6+HQ8ENpE3HqI6hi1HSsLDakRUAluOiByNxRERERGRFRZHRPZiMgJ5aXJHQbUN+xwRORyLI4Xi/tAJLXsYWBAFpF+TOxJyejzETiQnFkcKwoLIyd26UPj/4iZ54yAiomphcaQgSRl5lsfsm01Ul/GXEpGcWBwpyJ9pxcURW5GIiIjkweJIQVgPERERyY/FEZG9sdmPiMipsTgiIlKw1Qeuyh0CUZ3D4ojI3tibnuzoiwNXcO1OrtxhENUpLI4URNzjMRHVMXcdms0zmmQKhKhuYnFEZG/sc0RE5NRYHCkUD8wQURHW20SOxeJIobgvJCIikgeLIyJHEALY/g5w8hu5IyEionJo5A6AqE64fgzY/V7h47bPyhsLERGViS1HSsJjabVX7m25IyAnJUHw6hBEDsbiiIhIcfhLiUhOLI4URPAcNSK6C/cLRI7H4khBJDv+Wjx5LR2jVx7G5dQsu82TiIioLmCH7Fpq4Ef7AACXUrOxd0Z3maMhoqqy548mIqoYthwpSE00n/+Zlmf3eRIREdVmLI6UipfEJSIikgWLIyIipbnrxxF/KxE5FosjpeKFTZwYv8mIiJwZiyOl4k9FIiIiWbA4qsXCcBtD1DuAAr3codQxbPUjInJmPJW/FtusmwFvKRfY5Q30mCV3OERERE6BLUcKJZmN1Z6Ht5Rb+CB+e7XnRUTyYDskkeOxOFIQ615G9W/usuOM2X/JsZhvqi5uQ0RyYnGkUNoCe168kTta+fH3P1WN0356L24Gjn4udxREVcI+RwplltRyh0B2ZfUVJwQv1UAV5rRbyjdDCv83iAH8msgbC1ElseVIQax/IQoViyPn5YRfZ3/sAs7/j4dgyf6ykuWOgKjS2HKkINY3mLRryxG/8BystHxbFUxKaznKuQ2sfqLw8T/3AqGt5Y2HiEhmbDlSELUwWR6bJXvWrSyOlEVh70d+evHj3NuyhUG1lcK2d6IKYHGkIAWS1vLYbPW41ikwAFd2A8Z8uSMhwLZlUZjli4NKJbG4IHI4FkcK8qc2yvLYrKrFxdHeD4AvHge2vSV3JPJQ3GHOuzqLk/z4PhDJisWRggibjrx23DkqbT+7c17h/4MfyRuHbBT2hggWR0omnLGDP7cjcnIsjuoE7qiognhYTXECpQy5Q6g8bkfk5FgcKZTEnUvtpbhf1eIej0kJuqlOyh1C5SluGyeqHBZHilJDX1LcUSmMwt6P8jpkX94KHPiIHehlIiBBKG2bKQ9/3JGTY3GkUDxDxYmVV4ym/O6YOCqsjD5HZhPw1SBg82vA2XUOjYoKqSCQeDtX7jAqif3YyLmxOFIq7k+c15Y3yh6//W3HxFFRZbUcmYuvvYXsVMfEQ7DeAahgxqz1Siuoy8GCiJwciyOFkmDPZmnuqBzKbCx7fM5Nx8RRYWUURzbPuR3JQQKQnOlkhzR5WI2cHIsjxWKfo1pLae+HKKuvm8JirYNUdv2h5Cjcbsi5sThSEMHrzdQNintvK9hypLi46wan7H/IliNyciyOFMTmUm+V+SJKv1b4R85BaV8cZfU5KrNViRxB5Yx5ZyFNTq5axdHly5exefNm5OXlAbir5YOqpcK/Fo35wJJWhX8FhpoNiuxDacVRWWcWKS7WusdpDqvlpQNZyX894XcBObcqFUe3b99Gz5490bRpU/Tr1w9JSUkAgDFjxmDatGl2DbCuqnBxlHen+LEx5x4TcUdV08zmSuRYaQVHmYdzeahXFla5dpqWowWRwKJmQO4d5W3jtU3unfKnoWqpUnH04osvQqPRIDExEe7u7pbhTz/9NDZt2mS34Oo0e34R8Uutxv1nX0Ilplba+1HGoTOeraYATpb31LPc59SkE18BCxsCOxfIHUmtVqXiaMuWLViwYAHq169vMzw6OhpXr161S2B1kSjjGSnbf/YmlD2BZNWjTGm/qiva54hfeLJwmpYja9xWas5/pxT+3/muvHHUclUqjnJycmxajIrcuXMHOp2u2kHVVZLVDkXizqV2Ke8WHUpRZodskoNTFke8Xx85uSoVR48++ihWr15teS5JEsxmMxYuXIjHHnvMbsHVNaLGdijcOTmUm1/Z4xVXcFSwzxG3I1mopMK8z9t4Dldv36tfocLY/BiQLwyiqqpScbRw4UJ8+umn6Nu3LwwGA1555RW0atUKu3fvxoIFznEc9KOPPkJUVBRcXV3RqVMnHD58WO6Q7iJgNgvMXn8GS7ZeLGM66R6Prdwq6/Vkd6W1DFkfVku/Chz8BNBnOS6mstjUP7zOkdIUXS1/+e4/8Kaz3EbEeru5eU6+OGojfg4dokrFUatWrXDx4kU88sgjGDBgAHJycvDUU0/hxIkTaNy4sb1jtLs1a9bgpZdewuzZs3H8+HHcf//96N27N1JTlXPvKAkCF1Ky8MWBq/hw6znsuHCv2Jzwl72rb/Hj/AzZwrAn69rHeud1NOEOLqeWUgRtmgHs/7+aD6xCrLab+O13jXKSw4G1WGfVWbyo+RESzNh9UWm3nrkXq+3mdrx8YRBVkSTq4MWJOnXqhAceeAAffvghAMBsNiMiIgKTJk3Cq6++WuZrMzMz4ePjg4yMDHh7e9s1riVzXsBUfA0A2On9BK57tcFD11agsSoJO0z3w+jXGD4hDRHqIcHo6oeCpLMQV/aghSoRAHDy/tkoUBf2Bfvy4FUsdfnYMu8D9f+BZJMvItwNSMgQiE83o5l7BvxNd3Be0xR6uKBhkBduZOghIKFVoAqpf15GgcYTDUP9odHqcCnbBRlGDdLu3ERYQRIeayDhQkEYDHlZiFDfQaIuGtfvZCNUlYlQ1wJkeURC4+qODL3ApeQsRAa4oZ6vGzqdmGGJ60TDsZDcfOFqykGS0QNGfS5UKhVcPHxxLS0fvqbbkDyDodLqkJGdB//cP5AhPODq5YcgX28YhAq+IgNqlQQTNLh6Owf5ej3u88pBslsT+LtpkHIjEclZRoTq9PAPCoPkWx8FeVkQAPR5uci/dRV5Qot8n8Zw8wmCu4sGLlo1Lt/MgY/WhEbq28jPz0VoUCDctYD5dgL2ZgTAVSMhwt8TV/64jKO3NXhXu6LEe/p9QVccMrfAa+HHEHDrSInx1+v3RUbwg5Dy0uCWnwrkZyDdtzUy8o3Iys0HVFoEe0gwmiW4q81wyf4THqFNoCvIRkK2CukuYXDPT4Gbqw4ZZjfo9Xo8ePMH5Ki8cMcjGjlmDbRegdBKZkhaV0iZN2CGCplGwD8wFBdyPNEw/ywevPmjJaatHT+BV8EdSOmJcMlIQNu0wjNQk0K6Qe3mjQxNAO7cSsYd4QNd1IPw8vaBd9rvMEALvcYb5+MT0DC6BQJ1JpgL9EjOMiHXJKGB6iY89DeReScF+d4NcUsdhPhbebg/SIVIbSYKTEZkaIKQLzRIyjIiVJ2NRtINZGqDUODiDb+UAzAJIC2qH1Iy8pADN3h5esCcmwbtzd+RrQtBM+ka8t1DcU0KB1w8EKG/hHy9Honu96Gepwr5N85An5uNhh5GFIS1Q2ZWFjRBTeBvTEHSjWtI1wSinuk6YDbBpV5rqI3ZyBNaaHNT8GeeCzL1AmG6fHh5+yE8eStcpQLcdI3CdU0D+PgHIqXAC3dyDYhw1aNe+hGk374FP/8A6H2b4E9dExgN+TDoc+GefxM6Fy28PVwRlXYAev9m+CPfG/n5uXAzpgPGXHRK31hie1lofBoPtYxCmLtA6s1UqAzZyFT7wdUvDJdu5eNB92SEGq9hS0E7SCoVOoS5INukhT7zNlzzU+ChBRLdWsLFlA2jxhO5BhO8RSZMrgEQWncAAvm3EtHKeAbJbk0AnQduGlwRn63BI/4ZCM/6DUfVbZFoCkCIvzeaBPvANyceGTevo13iSgDA6YjhyNV446ErH1ni3tH0dVxLvoMQLw28NQXQBkQhOTMfV27lwNdNg3p+bnDVqOHjpsGN9DwYTQIqScKfaXkI8tAg3FsDk8kEvcEAFQREzi3Aux7M+izoJR3cPbwRqs1Bbm4OhM4LpswUaPyjEJh5BiL9T9zxbQ1DgQmukgF+BTfhas5BQvjfoNJ5IjM7G+7ZV+Hh7gFhyMHlbBe4uHnDz8sdt7Ny4eWigp+bCi4qgfjkdGQbzIj0d0eWUaCelxppt1LgmvkH8vxaQHiHwd9Dh8vXU1Eg6dDcdAGuhttI8HsYPt4+yMnOQEFeJvIz0xDo6wkPlREuQo9MvQm57hEI1+VB79MIkiEbBrMKOWnJCDcmQq/zh0mlg6YgB00vF+9njrZ3jiM192Iym5GYeBUNGkRCrbJtq/EIaYgWnXrbdXmV+f6uUnG0cuVKeHp6YvDgwTbDf/jhB+Tm5mLkyJGVnaXDGAwGuLu748cff8TAgQMtw0eOHIn09HSsX7/eZnq9Xg+9Xm95npmZiYiICNy6dcuuxdHtbD2+eH8aZmi/s9s8iYiInNFRz+64f8r3dp1nZmYmAgMDK1QcaaqygHnz5mH58uUlhgcHB2PcuHGKLo5u3boFk8mEkJAQm+EhISE4f/58iennzZuHuXPnlhi+ZcuWUs/Yq6qkXNvnR6VWyCsAHlWfsQz73RyJptKfyIYbLor66KSyjfe41AoAYAbgYspBG9UVm/GXzPWQAx1uCR94SXloIV2Ft5SHs+ZI3BLekCCggoBGMsEX2XCFAR5SPv4UQfBDFrLgjgKoIUEgWrqObLjBBUZ4IRe34IML5ggYoEFX1WloJRNuCh+kC0/cFD4Qf/WHcpUM6KC6ZBPXb+YoaGCGBiZoUQATVLgJX+iFFkFSBsyQYIAGWhTAHXroJCOyhBtcUIACSQutMMBHysV1EQB36BEgZUIFMwzQIlu4wkvKg4AELQqghhnxIgz1pNtIEgEwQo0WUiJyoMNt4QMTVJBQ2AlWCAE/KRuhUhquiwCkIAARSAUgEC/CYRIq+ErZhesFAxqrkkq8r5fN4bguAtFVfbrU9/228MYtyR86cx6iVCkwCjW0kgmJ5iCYoUI6POCNXLhLevihcFn50MITeTgvGsAINZpIN5AgQnFbeMNXysb9qj9slpEifKFFAbyQB61kshm3x9TKZhuzbCuiHurhFtwlfYlxAHBT+OCW8IYBLnCTjHCVDGiAZFw014cGJmRJ7hCSBplmV5gFoEEBwlRpaCzdAABkCHdcEWFQwwQXFCBAyoJOMkIlTLgmgpEqfPGg6jxcJWOJZacJT9wW3rgDL7igAFFSMnylwo7KmcIdBmiQJdyQDi9EScnQogBnRSQEJJvPjFGocQs+yII73KBHhHQTl83haKK6YZnXLckPkhAIxS3chjfckQ8A8P/rfS9iFhKy/vpcusIAPykb9aVblvHXRQCui0AYhcbyGUgWfgiV0izT5AodbglvhEl3SrxPRTabOgKSChFIge6vbc4o1PhDhOGO8EaM+ixMQsJlUQ+5cEUgMpAODwhIlv3BUXNT5AodvKQ8GKCBKwzIh4vl899OugT1X53A7whPpAg/ZMEdzaVEeEt5yBJuiBfhUMMEV8kEP2TCCznQSQVlblOHzc3RXEpEuvBAEgKgF1rLOJUkYBa2fSZ1khFeyEO68EAOXGGGCiao4Ids1JNuQgJQABVuwwcFUKO1dAXXRBBMkhZ+SMdN4Yf7VYWH9C6KCHghFyZIlvflugj8a79X2K8rQroJMyTkCDckww8mqFEgVDBBDRNUUKlUUJmNUMMMV8kAFxiRJ7khVNxCA9VN3BQ+uGiuDw+1ETpzHsxQ4T5V4aVtTonGyBdaBCEd9aRbSIE/3KBHkFTcreCiuR7cVUZkwRNmSMg1qxEh3USolIYsuEMC4IlcGKGGFiZkwR2XpEalbie1wQ1zAK5vLNl6Wh25ubnlT/SXKrUcubq64vz584iKirIZnpCQgBYtWlhuJ6JEN27cQL169bB//37ExMRYhr/yyivYtWsXDh06ZDO9o1qOLqVk47/LXsUM7XdYU9AN3ad/i9fX/45P/+hpmeb65OvwddPCaDJDX2CGRiXhaGI6Ajxc0KaeN6S/Or7cSM/DtA8+w4+6tyyvLRi9BeawdjALwCwELqfmQK0CooM9oS8wQ6dRIVtfAHcXDdQqCUaTGWpJgkpVOM88gwlqlYRcgwkuKjN2bt+GXr16QaUunB4A9EYTdFo10nINMBSYEeLtarOOeQYT3HKuQftxR8swU+epMD/2BszmwnP19AUmGAoEJAnw1GmgkmBZLyEE9AVm5OgL4KJRwctVi7KYzYXzyTeakWsogKdOA51WXWK6HH0BXLVqy3pUxO1sPQrMAv5uasTFxaFPlAm6n0cXrlPsu1BveQ0AsO2pU7iaYcKog32hykkpMR/j67dKDAMKc6lRqwoPF/519e2KxCeEgFnYTms2C8v7WMRQYIaLprAZW/NuMKS/+hOZ7x8GU//FgFQ4Tr36b1BdO1g4b1cfSPkZMEc+AtPf15W6fKPRiLi4OPTq1QtabdnvjyMUbQN3b0MalQSN+t5dLo0mM7R3jRdCWOZjNRAQJhQIFTRqFUxmAZNZwEWjumcuirZ1y3skzJZ8CyEgBKDetwia3fNLxBWV/w0uvR0LACgwmZFnNMFFrSp1u76bEAIZeQXwddeiwGQusf5FsatVks32k280lcjX3Xm9m/rznlAlnbQ8z52WiLjtO21yUfTVYz0PfYEZWpUESfortbDdlkt9D2pYaXFWh9I+I3JydC5qvOUoODgYp0+fLlEcnTp1CgEBAVWZpcMEBgZCrVYjJcX2iyolJQWhoaElptfpdKVeu0mr1dr1zdRobd8KrVYDlWS786rn71nidb1blWy90mgLbJ7ffHw1giI72Qxr06B4nVxcCv/7Fz0AcPeqFa2rh1vhBl00zDoHRY+DfUrPi1arBQzFy0DTPlB3fRlqq3m4lnOZLBcXwKuSDXYuLoC3x73H+1bhfQz1K3xNUS7UmuJ5WB8779GqAaBSAYdK37HeaxuyyWuloyvfvVZZ9eTH9zxLQxr8BXDiK6geeRGqcnJm78+HPVlt5vdU2dC1d/23nVcVcqEpOX2COcQyv8L/gJtricnKFPTXypcWzr0irPb7OOwnaF3dLfMqa34K3WRqhJI/I47mqFxUZhlVOltt6NChmDx5Mnbs2AGTyQSTyYTt27djypQpeOaZZ6oyS4dxcXFBhw4dsG3bNssws9mMbdu22bQkKUFVf6jc/bKgll2qHYvdWK/UA2MBnZd8sdiTyuqXu/VZXapSPmLN+hf+f+Slmo3JHqzXpfFjwP9bAYS2ki+eukIqud24u6jxyd87yBBMNUX3LH8aIoWpUsvR22+/jYSEBPTo0QMaTeEszGYzRowYgXffVf4lzV966SWMHDkSHTt2xIMPPoglS5YgJycHo0ePljs0C+mvEsckpMLj//U6lvOKsuemGNY7fQc3j9com/Uq5zdH60FA738BvpE1G1OFlfU+1LmTWZXB6rORInwRIqUjuHUP9GlVsnWbiOyvSsWRi4sL1qxZg7fffhunTp2Cm5sbWrdujchIpezsy/b000/j5s2bmDVrFpKTk9G2bVts2rSpRCdtRxKi8NpG1iQJiNZ/iQekC1gzcnyF56XsmsMqOGUHWjnWBVHkw0D9B4DgFveaGPBv6JCwqo3XNpJJ8WdjsmESpgYfR0z3N2SMh6huqVJxVKRp06Zo2rSpvWJxqIkTJ2LixIlyh1EmCRLMUOGQaAG4lNFpptwZKagIsYlFQXFVl3VxpNYCz229a7yTFoXXj8kdQd1ktT2dFI3xfXhPxHix1YjIUapUHJlMJqxatQrbtm1DamoqzGbbX5fbt2+/xyupIqp7IEOyHJQrHqIYlTn85EyceV0kiUfPlMaZtyeiWqBKxdGUKVOwatUq9O/fH61atXL4qZV1ggT71TSKen+ctAWlPOV9mSn6QvQVeB/UFTjFi+znru2pFn1SiJxClYqj7777Dt9//z369etn73jIDkrWHAratdrs9BUUV3WV+0vfujiqRetNNePu7YmbDJFDVant1sXFBU2aNLF3LHVa4WXh7uqQXY352XTuVlILjbP2vSlPZYo+n/o1GgrVAiVajpzss1KbPttUJ1WpOJo2bRqWLl2KOnjPWodqG+FbpdeV3C0paEdVW/tSqMq5QrH1Z6Wewq5VU5EvMn7WHYvFBZGsqnRYbe/evdixYwd+/fVX3HfffSWuOrl27Vq7BFdXCRRePn9k5yioJAmPRAdWb4bc0TpAJYo+vh9Unru2EafbZFhMk5OrUnHk6+uLJ5980t6x0F20ahX+8UgVrocj3d1WpKA9q9Pt5Suotq5Xkdq+fkpzVwurWwXunUZE9lOl4mjlypX2joNqkpK+2Kx3+rXo16Uo73BhTqpjAqHa4a7tadTDUfLEQVRHVbkDSEFBAbZu3Yrly5cjKysLQOEd77Ozs+0WHFVNyc6bCiqOFBWLHQU0Afyiiv87lVr6njizu4qjxkElbzpNRDWnSi1HV69eRZ8+fZCYmAi9Xo9evXrBy8sLCxYsgF6vxyeffGLvOGu9wtuHFKvu15UkKfVstVraIdvFA5h0ovBxaTebJaqM2vo5IXISVfoETpkyBR07dkRaWhrc3Nwsw5988kmbu91T1VT7CtmKvs6RgmKxN5Wq9hZGtegQqFPwLL5VSAHY34jI0arUcrRnzx7s378fLi62V82NiorC9evX7RIY2ZGSChL+IlYeJW0fVKjxY1joOgnHM31gYnFE5HBVKo7MZjNMJlOJ4X/++Se8vLyqHRRVT+GdR5R6RWYlxUIVxgLKsVRqbNL2xB/mHLkjIaqTqvQzPjY2FkuWLLE8lyQJ2dnZmD17Nm8pYid2vV+dkr7YlBQL/YXvCRGRtSq1HL3//vvo06cPWrZsifz8fDz77LO4dOkSAgMD8e2339o7xjpDstOt0UsUVkoqSHhYjYiIFK5KxVFERAROnTqFNWvW4NSpU8jOzsaYMWMwbNgwmw7aVHG2/V0VVMzYXW1eNyelpOKZLJz6XeE2RU6u0sWR0WhE8+bNsWHDBgwbNgzDhg2ribioGhS9W7JuOSrvfmSkHDxbzeGcOuPcXsjJVbo40mq1yM/Pr4lYyIqiC5zqUKmAdsOBtASg/gNyR0NERFRClTqATJgwAQsWLEBBQYG94yE7kCT79V+qEQM+BEZtANTa8qclB6hAKc7DJERUh1Spz9GRI0ewbds2bNmyBa1bt4aHh4fN+LVr19oluLpG0QUN1V5RjwCXNgP+jeWOhIhIEapUHPn6+mLQoEH2jqVOE3YsjEreW42oDP3fB463AVoOlDsSIiJFqFJxtHLlSnvHQVYEpGofxWArFFWYbwOg+xtyR0FEpBhVvuhMQUEBtm7diuXLlyMrKwsAcOPGDWRnZ9stOKoiNhyRvfHsIyKqQ6rUcnT16lX06dMHiYmJ0Ov16NWrF7y8vLBgwQLo9Xp88skn9o6TiIicBS/TQU6uSi1HU6ZMQceOHZGWlmZz0ccnn3wS27Zts1twVDWFZ6sR2RHPVqPKeHhq4f92w2UNg6iqqtRytGfPHuzfvx8uLi42w6OionD9+nW7BFYXSTaP+WVERE6qxePAC4eAAJ4BSc6pSsWR2WyGyWQqMfzPP/+El5dXtYOqi6y7dLB3BxE5NUkCgpvLHQVRlVXpsFpsbCyWLFlieS5JErKzszF79mz069fPXrEREREROVyVWo4WLVqE3r17o2XLlsjPz8ezzz6LS5cuITAwEN9++629Y6yTVNW8ef1Rc1NkCne4hjWHS/mTE5HSsAmZSDZVKo7q16+PU6dOYc2aNTh16hSys7MxZswYDBs2zKaDNlWcJjsJvdRHAQAPNPSHTlO9sz3yoUMH/SfY80wvhNojQCIiojqiwsVR+/btsW3bNvj5+eGtt97Cyy+/jGHDhmHYsGE1GV+d4ZFyBBGqBABAs1Bfu8zTCA0gVbMJiojkwXMyiGRT4W/Oc+fOIScnBwAwd+5cXuzRzgp0vjhuboIjUmugXfUKTl6vj4iIqOoq3HLUtm1bjB49Go888giEEHj//ffh6elZ6rSzZs2yW4B1RU79LnjK8BbCfFxxILyd3ebLy9MQERFVToWLo1WrVmH27NnYsGEDJEnCr7/+Co2m5MslSWJxRERERE6rwsVRs2bN8N133wEAVCoVtm3bhuDg4BoLjIiIiEgOFe5z1L59e6SlpQEAZs+efc9DaqQA7HNE5Pz4OSaSTZU6ZL/11lvskO0k2OWIiIioctghWyF4hhkR2eAvGyLZsEO2wthjf+jpqoGHixoFZgF/D14fm4iIqDLYIbsWUqskHJ/VC0IAGjUvAklERFQZVbp9iNlstnccZGfVvf0IERFRXVXh4uiXX35B3759odVq8csvv5Q57RNPPFHtwIiI6jT2QySSTYWLo4EDByI5ORnBwcEYOHDgPaeTJAkmk8kesRERERE5XIWLI+tDaTysZn+CPxOJiIgUodJ9jsxmM1atWoW1a9ciISEBkiShUaNGGDRoEIYPHw6JN/OqFuaPiIhIXpU6lUkIgSeeeALPPfccrl+/jtatW+O+++5DQkICRo0ahSeffLKm4iQiqlv4O4lINpVqOVq1ahV2796Nbdu24bHHHrMZt337dgwcOBCrV6/GiBEj7BokERERkaNUquXo22+/xWuvvVaiMAKA7t2749VXX8XXX39tt+CIiIiIHK1SxdHp06fRp0+fe47v27cvTp06Ve2g6iLePoSIbHCfQCSbShVHd+7cQUhIyD3Hh4SEIC0trdpBEREREcmlUsWRyWQq9X5qRdRqNQoKCqodFBEREZFcKtUhWwiBUaNGQafTlTper9fbJSgiUhge9yWiOqRSxdHIkSPLnYZnqhER2QFP5SeSTaWKo5UrV9ZUHESkZLw4KRHVIZXqc0Q1hwctiMgGdwpEsmFxpDD8gU5ERCQvFkdEREREVlgcEVH5eLYaEdUhLI6IiIiIrLA4UgjBX+akZOwM53hMOZFsWBwpDL+DiIiI5MXiiIhIidiYTCQbFkdEREREVlgcEVH53PzkjoCIyGFYHBHRvQ1fB4S3A4b9KHckREQO4xTFUUJCAsaMGYOGDRvCzc0NjRs3xuzZs2EwGGymO336NB599FG4uroiIiICCxcuLDGvH374Ac2bN4erqytat26NjRs3Omo1ysTuBaRIjR8Dxu0EwtrIHQkRkcM4RXF0/vx5mM1mLF++HL///jsWL16MTz75BK+99pplmszMTMTGxiIyMhLHjh3De++9hzlz5uDTTz+1TLN//34MHToUY8aMwYkTJzBw4EAMHDgQZ86ckWO1SiXx/F0iAngqP5GMNHIHUBF9+vRBnz59LM8bNWqECxcuYNmyZXj//fcBAF9//TUMBgM+//xzuLi44L777sPJkyfxwQcfYNy4cQCApUuXok+fPpg+fToA4O2330ZcXBw+/PBDfPLJJ45fMSKie2FzMpFsnKI4Kk1GRgb8/f0tzw8cOIAuXbrAxcXFMqx3795YsGAB0tLS4OfnhwMHDuCll16ymU/v3r2xbt26ey5Hr9dDr9dbnmdmZgIAjEYjjEajndYGKCgoAFB4MUh7zrcmFMWn9DgdoaK50IS0hpTyG8yNusNUi/PGbaNYdXNhfWFYZ88nt4tizEUxR+eiMstxyuLo8uXL+L//+z9LqxEAJCcno2HDhjbThYSEWMb5+fkhOTnZMsx6muTk5Hsua968eZg7d26J4Vu2bIG7u3t1VsNGQhYAaJCbm6uYflDliYuLkzsExSgvF7qgsainOYhrHo/A6CTvb3Vw2yhW1Vzk5KhRdGzNWfYJ5eF2UYy5KOaoXOTm5lZ4WlmLo1dffRULFiwoc5pz586hefPmlufXr19Hnz59MHjwYIwdO7amQ8TMmTNtWpsyMzMRERGB2NhYeHt72205J66lY/GZw3B3d0e/fo/abb41wWg0Ii4uDr169YJWq5U7HFlVLhfPonk5Uzg7bhvFqpuLJRf3AvmFO/N+/frZOzyH4nZRjLko5uhcFB35qQhZi6Np06Zh1KhRZU7TqFEjy+MbN27gscceQ+fOnW06WgNAaGgoUlJSbIYVPQ8NDS1zmqLxpdHpdNDpdCWGa7Vau76ZanXhWyFJktN8YOydA2fGXNhiPopVNReS1b2EaksuuV0UYy6KOSoXlVmGrMVRUFAQgoKCKjTt9evX8dhjj6FDhw5YuXIlVCrbE+1iYmLw+uuvw2g0WhIQFxeHZs2awc/PzzLNtm3bMHXqVMvr4uLiEBMTY58VsgPeW42IiEheTnEq//Xr19GtWzc0aNAA77//Pm7evInk5GSbvkLPPvssXFxcMGbMGPz+++9Ys2YNli5danNIbMqUKdi0aRMWLVqE8+fPY86cOTh69CgmTpwox2oRERGRAjlFh+y4uDhcvnwZly9fRv369W3GFZ3R4ePjgy1btmDChAno0KEDAgMDMWvWLMtp/ADQuXNnfPPNN3jjjTfw2muvITo6GuvWrUOrVq0cuj5ERESkXE5RHI0aNarcvkkA0KZNG+zZs6fMaQYPHozBgwfbKTIiIiKqbZzisFrdwCu+ERERKQGLI4Vhf2wiIiJ5sTgiIiIissLiiIiIiMgKiyMiIgVqH1l4fTYVj7UTOZxTnK1GRFTXzHq8JRr4u+NvbcLkDoWozmFxpBCCJ6sRkRVvVy0m94iWOwyiOomH1RRG4v1DiIiIZMXiiIiIiMgKiyMiIiIiKyyOiIiIiKywOFII9scmIiJSBhZHCsPu2ERERPJicURERERkhcURERERkRUWR0RERERWWBwRERERWWFxpBC8fQgREZEysDhSGp6uRkREJCsWR0RERERWWBwRERERWWFxRERERGSFxZFCCPbIJiIiUgQWRwrD/thERETyYnFEREREZIXFEREREZEVFkdEREREVlgcEREREVlhcaQQPFeNiIhIGVgcKYwk8Xw1IiIiObE4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDhSCN5ajYiISBlYHCkMz1UjIiKSF4sjIiIiIissjoiIiIissDgiIiIissLiSCEEbyBCRESkCCyOFIZ3DyEiIpIXiyMiIiIiKyyOiIiIiKywOCIiIiKywuKIiIiIyAqLI6XgyWpERESKwOJIYSTeQISIiEhWLI6IiIiIrLA4IiIiIrLC4oiIiIjICosjhWB/bCIiImVgcaQwvH0IERGRvFgcEREREVlhcURERERkhcURERERkRUWR0RERERWWBwphODpakRERIrA4oiIiIjICosjIiIiIissjoiIiIissDgiIiIissLiiIiIiMgKiyOFELy7GhERkSKwOFIYiTdXIyIikhWLIyIiIiIrTlcc6fV6tG3bFpIk4eTJkzbjTp8+jUcffRSurq6IiIjAwoULS7z+hx9+QPPmzeHq6orWrVtj48aNDoqciIiInIHTFUevvPIKwsPDSwzPzMxEbGwsIiMjcezYMbz33nuYM2cOPv30U8s0+/fvx9ChQzFmzBicOHECAwcOxMCBA3HmzBlHrgIREREpmFMVR7/++iu2bNmC999/v8S4r7/+GgaDAZ9//jnuu+8+PPPMM5g8eTI++OADyzRLly5Fnz59MH36dLRo0QJvv/022rdvjw8//NCRq1Eq3j6EiIhIGTRyB1BRKSkpGDt2LNatWwd3d/cS4w8cOIAuXbrAxcXFMqx3795YsGAB0tLS4OfnhwMHDuCll16yeV3v3r2xbt26ey5Xr9dDr9dbnmdmZgIAjEYjjEZjNdeqWIGpoPCBEHadb00oik/pcToCc2GL+SjGXBRjLooxF8UcnYvKLMcpiiMhBEaNGoV//vOf6NixIxISEkpMk5ycjIYNG9oMCwkJsYzz8/NDcnKyZZj1NMnJyfdc9rx58zB37twSw7ds2VJqkVZV59MlAGpkZmY6TT+ouLg4uUNQDObCFvNRjLkoxlwUYy6KOSoXubm5FZ5W1uLo1VdfxYIFC8qc5ty5c9iyZQuysrIwc+ZMB0VWbObMmTatTZmZmYiIiEBsbCy8vb3tthyvy7ew7NxxeHt7o1+/GLvNtyYYjUbExcWhV69e0Gq1cocjK+bCFvNRjLkoxlwUYy6KOToXRUd+KkLW4mjatGkYNWpUmdM0atQI27dvx4EDB6DT6WzGdezYEcOGDcMXX3yB0NBQpKSk2Iwveh4aGmr5X9o0ReNLo9PpSiwXALRarV3fTI268K2QJMlpPjD2zoEzYy5sMR/FmItizEUx5qKYo3JRmWXIWhwFBQUhKCio3On+/e9/45133rE8v3HjBnr37o01a9agU6dOAICYmBi8/vrrMBqNlgTExcWhWbNm8PPzs0yzbds2TJ061TKvuLg4xMQou6WGiIiIHMcp+hw1aNDA5rmnpycAoHHjxqhfvz4A4Nlnn8XcuXMxZswYzJgxA2fOnMHSpUuxePFiy+umTJmCrl27YtGiRejfvz++++47HD161OZ0f7nwZDUiIiJlcKpT+cvi4+ODLVu24MqVK+jQoQOmTZuGWbNmYdy4cZZpOnfujG+++Qaffvop7r//fvz4449Yt24dWrVqJWPktnj3ECIiInk5RcvR3aKioiBKuTBQmzZtsGfPnjJfO3jwYAwePLimQiMiIiInV2tajoiIiIjsgcURERERkRUWRwpR2mFCIiIicjwWRwrDDtlERETyYnFEREREZIXFEREREZEVFkdEREREVlgcEREREVlhcaQQPFeNiIhIGVgcKYwEnq5GREQkJxZHRERERFZYHBERERFZYXFEREREZIXFEREREZEVFkdKwdPViIiIFIHFkcLw3mpERETyYnFEREREZIXFEREREZEVFkdEREREVlgcKYRgj2wiIiJFYHGkMOyPTUREJC8WR0RERERWWBwRERERWWFxRERERGSFxRERERGRFRZHCiF4shoREZEisDhSGt4/hIiISFYsjoiIiIissDgiIiIissLiSCFyDSa5QyAiIiKwOFKMowl35A6BiIiIwOJIMR5sGAB3FzX6tw6VOxQiIqI6TSN3AFSof5sw9G8TJncYREREdR5bjoiIiIissDgiIiIissLiiIiIiMgKiyMiIiIiKyyOiIiIiKywOCIiIiKywuKIiIiIyAqLIyIiIiIrLI6IiIiIrLA4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDgiIiIisqKROwBnI4QAAGRmZsociXyMRiNyc3ORmZkJrVYrdziyYi5sMR/FmItizEUx5qKYo3NR9L1d9D1eFhZHlZSVlQUAiIiIkDkSIiIiqqysrCz4+PiUOY0kKlJCkYXZbMaNGzfg5eUFSZLkDkcWmZmZiIiIwLVr1+Dt7S13OLJiLmwxH8WYi2LMRTHmopijcyGEQFZWFsLDw6FSld2riC1HlaRSqVC/fn25w1AEb2/vOv/hLsJc2GI+ijEXxZiLYsxFMUfmorwWoyLskE1ERERkhcURERERkRUWR1RpOp0Os2fPhk6nkzsU2TEXtpiPYsxFMeaiGHNRTMm5YIdsIiIiIitsOSIiIiKywuKIiIiIyAqLIyIiIiIrLI6IiIiIrLA4olLNmzcPDzzwALy8vBAcHIyBAwfiwoULNtN069YNkiTZ/P3zn/+UKeKaNWfOnBLr2rx5c8v4/Px8TJgwAQEBAfD09MSgQYOQkpIiY8Q1JyoqqkQuJEnChAkTANTu7WL37t14/PHHER4eDkmSsG7dOpvxQgjMmjULYWFhcHNzQ8+ePXHp0iWbae7cuYNhw4bB29sbvr6+GDNmDLKzsx24FvZRVi6MRiNmzJiB1q1bw8PDA+Hh4RgxYgRu3LhhM4/StqX58+c7eE3so7xtY9SoUSXWtU+fPjbT1IVtA0Cp+w9JkvDee+9ZppF722BxRKXatWsXJkyYgIMHDyIuLg5GoxGxsbHIycmxmW7s2LFISkqy/C1cuFCmiGvefffdZ7Oue/futYx78cUX8d///hc//PADdu3ahRs3buCpp56SMdqac+TIEZs8xMXFAQAGDx5smaa2bhc5OTm4//778dFHH5U6fuHChfj3v/+NTz75BIcOHYKHhwd69+6N/Px8yzTDhg3D77//jri4OGzYsAG7d+/GuHHjHLUKdlNWLnJzc3H8+HG8+eabOH78ONauXYsLFy7giSeeKDHtW2+9ZbOtTJo0yRHh21152wYA9OnTx2Zdv/32W5vxdWHbAGCTg6SkJHz++eeQJAmDBg2ymU7WbUMQVUBqaqoAIHbt2mUZ1rVrVzFlyhT5gnKg2bNni/vvv7/Ucenp6UKr1YoffvjBMuzcuXMCgDhw4ICDIpTPlClTROPGjYXZbBZC1J3tAoD4+eefLc/NZrMIDQ0V7733nmVYenq60Ol04ttvvxVCCHH27FkBQBw5csQyza+//iokSRLXr193WOz2dncuSnP48GEBQFy9etUyLDIyUixevLhmg5NBafkYOXKkGDBgwD1fU5e3jQEDBoju3bvbDJN722DLEVVIRkYGAMDf399m+Ndff43AwEC0atUKM2fORG5urhzhOcSlS5cQHh6ORo0aYdiwYUhMTAQAHDt2DEajET179rRM27x5czRo0AAHDhyQK1yHMBgM+Oqrr/CPf/zD5kbMdWm7KHLlyhUkJyfbbAc+Pj7o1KmTZTs4cOAAfH190bFjR8s0PXv2hEqlwqFDhxwesyNlZGRAkiT4+vraDJ8/fz4CAgLQrl07vPfeeygoKJAnQAfYuXMngoOD0axZM4wfPx63b9+2jKur20ZKSgr+97//YcyYMSXGyblt8MazVC6z2YypU6fi4YcfRqtWrSzDn332WURGRiI8PBynT5/GjBkzcOHCBaxdu1bGaGtGp06dsGrVKjRr1gxJSUmYO3cuHn30UZw5cwbJyclwcXEpsdMPCQlBcnKyPAE7yLp165Ceno5Ro0ZZhtWl7cJa0XsdEhJiM9x6O0hOTkZwcLDNeI1GA39//1q9reTn52PGjBkYOnSozQ1GJ0+ejPbt28Pf3x/79+/HzJkzkZSUhA8++EDGaGtGnz598NRTT6Fhw4aIj4/Ha6+9hr59++LAgQNQq9V1dtv44osv4OXlVaIbgtzbBosjKteECRNw5swZmz42AGyOhbdu3RphYWHo0aMH4uPj0bhxY0eHWaP69u1redymTRt06tQJkZGR+P777+Hm5iZjZPJasWIF+vbti/DwcMuwurRdUPmMRiOGDBkCIQSWLVtmM+6ll16yPG7Tpg1cXFzw/PPPY968eYq8pUR1PPPMM5bHrVu3Rps2bdC4cWPs3LkTPXr0kDEyeX3++ecYNmwYXF1dbYbLvW3wsBqVaeLEidiwYQN27NiB+vXrlzltp06dAACXL192RGiy8vX1RdOmTXH58mWEhobCYDAgPT3dZpqUlBSEhobKE6ADXL16FVu3bsVzzz1X5nR1Zbsoeq/vPkvRejsIDQ1FamqqzfiCggLcuXOnVm4rRYXR1atXERcXZ9NqVJpOnTqhoKAACQkJjglQRo0aNUJgYKDlc1HXtg0A2LNnDy5cuFDuPgRw/LbB4ohKJYTAxIkT8fPPP2P79u1o2LBhua85efIkACAsLKyGo5NfdnY24uPjERYWhg4dOkCr1WLbtm2W8RcuXEBiYiJiYmJkjLJmrVy5EsHBwejfv3+Z09WV7aJhw4YIDQ212Q4yMzNx6NAhy3YQExOD9PR0HDt2zDLN9u3bYTabLUVkbVFUGF26dAlbt25FQEBAua85efIkVCpVicNLtdGff/6J27dvWz4XdWnbKLJixQp06NAB999/f7nTOnzbkK0rOCna+PHjhY+Pj9i5c6dISkqy/OXm5gohhLh8+bJ46623xNGjR8WVK1fE+vXrRaNGjUSXLl1kjrxmTJs2TezcuVNcuXJF7Nu3T/Ts2VMEBgaK1NRUIYQQ//znP0WDBg3E9u3bxdGjR0VMTIyIiYmROeqaYzKZRIMGDcSMGTNshtf27SIrK0ucOHFCnDhxQgAQH3zwgThx4oTlDKz58+cLX19fsX79enH69GkxYMAA0bBhQ5GXl2eZR58+fUS7du3EoUOHxN69e0V0dLQYOnSoXKtUZWXlwmAwiCeeeELUr19fnDx50mYfotfrhRBC7N+/XyxevFicPHlSxMfHi6+++koEBQWJESNGyLxmVVNWPrKyssTLL78sDhw4IK5cuSK2bt0q2rdvL6Kjo0V+fr5lHnVh2yiSkZEh3N3dxbJly0q8XgnbBosjKhWAUv9WrlwphBAiMTFRdOnSRfj7+wudTieaNGkipk+fLjIyMuQNvIY8/fTTIiwsTLi4uIh69eqJp59+Wly+fNkyPi8vT7zwwgvCz89PuLu7iyeffFIkJSXJGHHN2rx5swAgLly4YDO8tm8XO3bsKPVzMXLkSCFE4en8b775pggJCRE6nU706NGjRI5u374thg4dKjw9PYW3t7cYPXq0yMrKkmFtqqesXFy5cuWe+5AdO3YIIYQ4duyY6NSpk/Dx8RGurq6iRYsW4t1337UpFpxJWfnIzc0VsbGxIigoSGi1WhEZGSnGjh0rkpOTbeZRF7aNIsuXLxdubm4iPT29xOuVsG1IQghRo01TRERERE6EfY6IiIiIrLA4IiIiIrLC4oiIiIjICosjIiIiIissjoiIiIissDgiIiIissLiiIiIiMgKiyMiIiIiKyyOiEixRo0ahYEDB8q2/OHDh+Pdd9+t1jxWrVoFX1/fSr3mmWeewaJFi6q1XCKqOl4hm4hkIUlSmeNnz56NF198EUKIShcX9nDq1Cl0794dV69ehaenZ5Xnk5eXh6ysrErdMPPMmTPo0qULrly5Ah8fnyovm4iqhsUREckiOTnZ8njNmjWYNWsWLly4YBnm6elZraKkup577jloNBp88sknsiz/gQcewKhRozBhwgRZlk9Ul/GwGhHJIjQ01PLn4+MDSZJshnl6epY4rNatWzdMmjQJU6dOhZ+fH0JCQvDZZ58hJycHo0ePhpeXF5o0aYJff/3VZllnzpxB37594enpiZCQEAwfPhy3bt26Z2wmkwk//vgjHn/8cZvhUVFReOeddzBixAh4enoiMjISv/zyC27evIkBAwbA09MTbdq0wdGjRy2vufuw2pw5c9C2bVt8+eWXiIqKgo+PD5555hlkZWXZLOvxxx/Hd999V4XMElF1sTgiIqfyxRdfIDAwEIcPH8akSZMwfvx4DB48GJ07d8bx48cRGxuL4cOHIzc3FwCQnp6O7t27o127djh69Cg2bdqElJQUDBky5J7LOH36NDIyMtCxY8cS4xYvXoyHH34YJ06cQP/+/TF8+HCMGDECf//733H8+HE0btwYI0aMQFmN8vHx8Vi3bh02bNiADRs2YNeuXZg/f77NNA8++CAOHz4MvV5fxUwRUVWxOCIip3L//ffjjTfeQHR0NGbOnAlXV1cEBgZi7NixiI6OxqxZs3D79m2cPn0aAPDhhx+iXbt2ePfdd9G8eXO0a9cOn3/+OXbs2IGLFy+WuoyrV69CrVaX2k+oX79+eP755y3LyszMxAMPPIDBgwejadOmmDFjBs6dO4eUlJR7roPZbMaqVavQqlUrPProoxg+fDi2bdtmM014eDgMBoPN4UcicgyN3AEQEVVGmzZtLI/VajUCAgLQunVry7CQkBAAQGpqKoDCjtU7duwotf9SfHw8mjZtWmJ4Xl4edDpdqZ3GrZdftKx7LT80NLTUdYiKioKXl5fleVhYmCXeIm5ubgBgaQEjIsdhcURETkWr1do8lyTJZlhRQWM2mwEA2dnZePzxx7FgwYIS8woLCyt1GYGBgcjNzYXBYICLi8s9l1+0rLKWX9F1uHv6O3fuAACCgoLuOR8iqhksjoioVmvfvj1++uknREVFQaOp2C6vbdu2AICzZ89aHjvamTNnUL9+fQQGBsqyfKK6jH2OiKhWmzBhAu7cuYOhQ4fiyJEjiI+Px+bNmzF69GiYTKZSXxMUFIT27dtj7969Do622J49exAbGyvb8onqMhZHRFSrhYeHY9++fTCZTIiNjUXr1q0xdepU+Pr6QqW69y7wueeew9dff+3ASIvl5+dj3bp1GDt2rCzLJ6rreBFIIqJS5OXloVmzZlizZg1iYmIcuuxly5bh559/xpYtWxy6XCIqxJYjIqJSuLm5YfXq1WVeLLKmaLVa/N///Z/Dl0tEhdhyRERERGSFLUdEREREVlgcEREREVlhcURERERkhcURERERkRUWR0RERERWWBwRERERWWFxRERERGSFxRERERGRFRZHRERERFb+PxTGwmUYFEC2AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/PPF20_RATE']-data_vitalDB['simulated_propo_rate'], label='difference Propofol rate')\n", "plt.plot(data_vitalDB.index/60, data_vitalDB['Orchestra/RFTN20_RATE']-data_vitalDB['simulated_remi_rate'], label='difference Remifentanil rate')\n", "plt.xlabel('Time (min)')\n", "plt.ylabel('Difference')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can observe some difference between the clinical data and the TCI algorithm implemented in PAS. While those differences are significant when looking at the drug rate, the drug concentrations are quite similar." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the data\n", "plt.subplot(2, 1, 1)\n", "plt.plot((data_vitalDB.index - data_vitalDB.index[0])/60, data_vitalDB['Orchestra/PPF20_CE'], label='Propofol effect site concentration from vitaldb TCI')\n", "plt.plot(Patient_simu_VitaldDB.dataframe['Time']/60, Patient_simu_VitaldDB.dataframe['x_propo_4'],'--', label='Simulated Propofol ce from VitalDB inputs')\n", "plt.plot(Patient_simu_TCI.dataframe['Time']/60, Patient_simu_TCI.dataframe['x_propo_4'],'--', label='Simulated Propofol ce from TCI inputs')\n", "plt.ylabel('Drug rate')\n", "plt.legend()\n", "plt.grid()\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot((data_vitalDB.index - data_vitalDB.index[0])/60, data_vitalDB['Orchestra/RFTN20_CE'], label='Remifentanil effect site concentration from vitaldb TCI')\n", "plt.plot(Patient_simu_VitaldDB.dataframe['Time']/60, Patient_simu_VitaldDB.dataframe['x_remi_4'],'--', label='Simulated Remifentanil ce from VitalDB inputs')\n", "plt.plot(Patient_simu_TCI.dataframe['Time']/60, Patient_simu_TCI.dataframe['x_remi_4'],'--', label='Simulated Remifentanil ce from TCI inputs')\n", "plt.ylabel('Drug rate')\n", "plt.xlabel('Time (min)')\n", "plt.legend()\n", "plt.grid()\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference at the end might come from the ffill method used to fill the missing values in the clinical data." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }