diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/README.md b/Machine Learning and Data Science/Intermediate/Disease_Predictor/README.md new file mode 100644 index 000000000..f33513f39 --- /dev/null +++ b/Machine Learning and Data Science/Intermediate/Disease_Predictor/README.md @@ -0,0 +1,49 @@ + +
+ +![](https://img.shields.io/badge/Programming_Language-Python-blue.svg) +![](https://img.shields.io/badge/Main_Tool_Used-Jupyter_Notebook-orange.svg) +![](https://img.shields.io/badge/Status-Complete-green.svg) +
+### **Discription** + - Our project is a valuable and innovative Model that aims to provide a much-needed solution for people who may be unable to afford or access healthcare services.
+ - By using sophisticated algorithms and advanced data analysis techniques, our application can help users identify potential illnesses based on their symptoms.
+ - This technology has the potential to revolutionize the way people manage their health, particularly in areas where medical resources may be limited.
+ - This project is a shining example of how technology can be leveraged to make a positive impact on society, by improving access to critical health information and empowering people to take control of their wellbeing.
+ - This will help mainly those people who are poor or dont have the luxury to visit the doctors. + +### **Prerequists** +* Python is needed +* Tensorflow is needed. +* Install any neccessary Library needed for model creation. + +### **Installation** +* Assumuming the dataset(Testing.csv & Training.csv) is included in the same folder as `ml.ipynb`.
+* You just need to run the file the required partition and data pre processing will be done by the file itself.
+* All three of these files are neccessary for the working of the program. which will be created by `ml.ipynb` itself. +After that a `data_dict.pkl, final_nb_model.pkl, final_rf_model.pkl, final_svm_model.pkl, lamda.pkl` file will be created which will be used in the `implement.py`. +Now, just run the `implement.py` file. +
+> Accuracy: 100% +
+ +### Working +* This program runs in the terminal. +* This software has 3 models( Naive bayes, Random forest, Support Vector Machine ). +* With Majority voting the appropriate answer/Disease will be shown to the user. +* Current combined Accuracy is 100%. +* Plese read the comments from `ml.ipynb` to get better understanding of the model. +* Its simple to use just Run the python file `implement.py`. +* This project is maily made to help people who don't have money to visit doctor. + +

+If you have any Queries or Suggestions, feel free to reach out to me. + +[][LinkedIn] +[][Github] +
+ +[linkedin]: https://www.linkedin.com/in/balaji-prakasam-7a77b822b/ +[github]: https://github.com/Balajithegr8 + +

Show some  ❤️  by starring this repo!

\ No newline at end of file diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/Testing.csv b/Machine Learning and Data Science/Intermediate/Disease_Predictor/Testing.csv new file mode 100644 index 000000000..1e7c27d0c --- /dev/null +++ b/Machine Learning and Data Science/Intermediate/Disease_Predictor/Testing.csv @@ -0,0 +1,43 @@ +itching,skin_rash,nodal_skin_eruptions,continuous_sneezing,shivering,chills,joint_pain,stomach_pain,acidity,ulcers_on_tongue,muscle_wasting,vomiting,burning_micturition,spotting_ 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Science/Intermediate/Disease_Predictor/Training.csv new file mode 100644 index 000000000..dd73f9f53 --- /dev/null +++ b/Machine Learning and Data Science/Intermediate/Disease_Predictor/Training.csv @@ -0,0 +1,4921 @@ +itching,skin_rash,nodal_skin_eruptions,continuous_sneezing,shivering,chills,joint_pain,stomach_pain,acidity,ulcers_on_tongue,muscle_wasting,vomiting,burning_micturition,spotting_ urination,fatigue,weight_gain,anxiety,cold_hands_and_feets,mood_swings,weight_loss,restlessness,lethargy,patches_in_throat,irregular_sugar_level,cough,high_fever,sunken_eyes,breathlessness,sweating,dehydration,indigestion,headache,yellowish_skin,dark_urine,nausea,loss_of_appetite,pain_behind_the_eyes,back_pain,constipation,abdominal_pain,diarrhoea,mild_fever,yellow_urine,yellowing_of_eyes,acute_liver_failure,fluid_overload,swelling_of_stomach,swelled_lymph_nodes,malaise,blurred_and_distorted_vision,phlegm,throat_irritation,redness_of_eyes,sinus_pressure,runny_nose,congestion,chest_pain,weakness_in_limbs,fast_heart_rate,pain_during_bowel_movements,pain_in_anal_region,bloody_stool,irritation_in_anus,neck_pain,dizziness,cramps,bruising,obesity,swollen_legs,swollen_blood_vessels,puffy_face_and_eyes,enlarged_thyroid,brittle_nails,swollen_extremeties,excessive_hunger,extra_marital_contacts,drying_and_tingling_lips,slurred_speech,knee_pain,hip_joint_pain,muscle_weakness,stiff_neck,swelling_joints,movement_stiffness,spinning_movements,loss_of_balance,unsteadiness,weakness_of_one_body_side,loss_of_smell,bladder_discomfort,foul_smell_of 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Science/Intermediate/Disease_Predictor/data_dict.pkl new file mode 100644 index 000000000..65eace423 Binary files /dev/null and b/Machine Learning and Data Science/Intermediate/Disease_Predictor/data_dict.pkl differ diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_nb_model.pkl b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_nb_model.pkl new file mode 100644 index 000000000..85e108b64 Binary files /dev/null and b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_nb_model.pkl differ diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_rf_model.pkl b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_rf_model.pkl new file mode 100644 index 000000000..540fa597b Binary files /dev/null and b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_rf_model.pkl differ diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_svm_model.pkl b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_svm_model.pkl new file mode 100644 index 000000000..269c9a500 Binary files /dev/null and b/Machine Learning and Data Science/Intermediate/Disease_Predictor/final_svm_model.pkl differ diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/implement.py b/Machine Learning and Data Science/Intermediate/Disease_Predictor/implement.py new file mode 100644 index 000000000..c11b53707 --- /dev/null +++ b/Machine Learning and Data Science/Intermediate/Disease_Predictor/implement.py @@ -0,0 +1,60 @@ +# This section imports necessary libraries and loads pre-trained models and data dictionary from pickle files. +import pickle +import numpy as np +import pandas as pd +import warnings +warnings.filterwarnings("ignore") + +with open("data_dict.pkl", "rb") as f: + data_dict = pickle.load(f) + +with open("final_svm_model.pkl", "rb") as f: + final_svm_model = pickle.load(f) + +with open("final_nb_model.pkl", "rb") as f: + final_nb_model = pickle.load(f) + +with open("final_rf_model.pkl", "rb") as f: + final_rf_model = pickle.load(f) + +# This function takes a string of symptoms as input and predicts the disease using pre-trained machine learning models. +def predictDisease(symptoms): + # Split the input symptoms into a list. + symptoms = symptoms.split(",") + + # Create input data for the models as a binary vector representation of symptoms. + input_data = [0] * len(data_dict["symptom_index"]) + for symptom in symptoms: + index = data_dict["symptom_index"][symptom] + input_data[index] = 1 + + # Reshape and convert the input data into a suitable format for model predictions. + input_data = np.array(input_data).reshape(1, -1) + + # Generate individual predictions using different machine learning models. + rf_prediction = data_dict["predictions_classes"][final_rf_model.predict(input_data)[0]] + nb_prediction = data_dict["predictions_classes"][final_nb_model.predict(input_data)[0]] + svm_prediction = data_dict["predictions_classes"][final_svm_model.predict(input_data)[0]] + + # Make the final prediction by taking the mode of all individual predictions. + predictions_df = pd.DataFrame([rf_prediction, nb_prediction, svm_prediction]) + final_prediction = predictions_df.mode(axis=0, dropna=False).iloc[0].values[0] + + # Store predictions in a dictionary and return it. + predictions = { + "rf_model_prediction": rf_prediction, + "naive_bayes_prediction": nb_prediction, + "svm_model_prediction": svm_prediction, + "final_prediction": final_prediction + } + return predictions + +# Example usage of the predictDisease function. +symptoms = "Acidity,Indigestion,Stiff Neck" +# Change these symptoms from Testing,Trainig.csv to check other diseases + +predictions = predictDisease(symptoms) +print("\nrf prediction is", predictions['rf_model_prediction']) +print("nb prediction is", predictions['naive_bayes_prediction']) +print("svm prediction is", predictions['svm_model_prediction']) +print("\nfinal prediction is", predictions['final_prediction'],"\n") diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/lamda.pkl b/Machine Learning and Data Science/Intermediate/Disease_Predictor/lamda.pkl new file mode 100644 index 000000000..a531d3fd5 Binary files /dev/null and b/Machine Learning and Data Science/Intermediate/Disease_Predictor/lamda.pkl differ diff --git a/Machine Learning and Data Science/Intermediate/Disease_Predictor/ml.ipynb b/Machine Learning and Data Science/Intermediate/Disease_Predictor/ml.ipynb new file mode 100644 index 000000000..e111206aa --- /dev/null +++ b/Machine Learning and Data Science/Intermediate/Disease_Predictor/ml.ipynb @@ -0,0 +1,614 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This file will create the final_nb_model, final_rf_model, final_svm_model pickle files " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It basically uses the training.csv file to train these three models and gives the result according to the input" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also the data_dict.pkl file and lamda.pkl file is also created via this file \n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "keep in mind the lamda.pkl file is the list of diseases this model can find based on the inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing libraries\n", + "import numpy as np\n", + "import pandas as pd\n", + "from scipy.stats import mode\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split, cross_val_score\n", + "from sklearn.svm import SVC\n", + "from sklearn.naive_bayes import GaussianNB\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import accuracy_score, confusion_matrix\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuVOnie8mSJXH++edH+/bto06dOrHhhhvGpZdeGimlwnNSSnHBBRdEq1atok6dOtG9e/d4//33KzE1AAAAAACVqUoX31dddVXcfPPNceONN8Z7770XV111VVx99dVxww03FJ5z9dVXx+DBg2Po0KExZsyYqFevXuyzzz4xf/78SkwOAAAAAEBlqV7ZAVbn5Zdfjh49esQBBxwQEREbbLBB/PnPf47XXnstIpaN9h40aFD8/ve/jx49ekRExPDhw6NFixYxYsSIOPLIIystOwAAAAAAlaNKj/jeeeedY9SoUTFlypSIiBg/fny8+OKLsd9++0VExNSpU2PmzJnRvXv3wtc0atQodtxxx3jllVcq/L4LFiyIsrKycgsAAAAAAPlQpUd8n3vuuVFWVhabbbZZVKtWLZYsWRKXXXZZHHPMMRERMXPmzIiIaNGiRbmva9GiRWHbqlxxxRVx8cUXFy84AAAAAACVpkqP+L7//vvjnnvuiXvvvTfGjRsXd911V1xzzTVx1113/U/f97zzzos5c+YUlhkzZqylxAAAAAAAVLYqPeL7rLPOinPPPbcwV/cWW2wR06ZNiyuuuCKOP/74aNmyZUREzJo1K1q1alX4ulmzZkWXLl0q/L61atWKWrVqFTU7AAAAAACVo0qP+J43b16UlpaPWK1atVi6dGlERLRv3z5atmwZo0aNKmwvKyuLMWPGRNeuXTPNCgAAAABA1VClR3wfeOCBcdlll0W7du1i8803jzfffDMGDhwYv/jFLyIioqSkJM4888wYMGBAbLzxxtG+ffs4//zzo3Xr1tGzZ8/KDQ8AAAAAQKWo0sX3DTfcEOeff3786le/is8++yxat24dp556alxwwQWF55x99tkxd+7cOOWUU2L27Nmx6667xsiRI6N27dqVmBwAAAAAgMpSpYvvBg0axKBBg2LQoEEVPqekpCQuueSSuOSSS7ILBgAAAABAlVWl5/gGAAAAAIDvS/ENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFmj4nvcuHHx9ttvFx4/+uij0bNnz/jtb38bCxcuXGvhAAAAAADg+1qj4vvUU0+NKVOmRETEhx9+GEceeWTUrVs3HnjggTj77LPXakAAAAAAAPg+1qj4njJlSnTp0iUiIh544IHYbbfd4t57741hw4bFQw89tDbzAQAAAADA97JGxXdKKZYuXRoREc8880zsv//+ERHRtm3b+OKLL9ZeOgAAAAAA+J7WqPjebrvtYsCAAXH33XfHc889FwcccEBEREydOjVatGixVgMCAAAAAMD3sUbF93XXXRfjxo2L008/PX73u9/FRhttFBERDz74YOy8885rNSAAAAAAAHwf1dfki7baaqt4++23V1r/hz/8IapXX6NvCQAAAAAAa8Uajfju0KFD/Pvf/15p/fz582OTTTb5n0MBAAAAAMCaWqPi+6OPPoolS5astH7BggXx8ccf/8+hAAAAAABgTX2veUkee+yxwp+feuqpaNSoUeHxkiVLYtSoUdG+ffu1lw4AAAAAAL6n71V89+zZMyIiSkpK4vjjjy+3rUaNGrHBBhvEtddeu9bCAQAAAADA9/W9iu+lS5dGRET79u3j9ddfj3XWWacooQAAAAAAYE19r+J7ualTp67tHAAAAAAAsFasUfEdETFq1KgYNWpUfPbZZ4WR4Mvdcccd/3MwAAAAAABYE2tUfF988cVxySWXxHbbbRetWrWKkpKStZ0LAAAAAADWyBoV30OHDo1hw4bFscceu7bzAAAAAADA/6R0Tb5o4cKFsfPOO6/tLAAAAAAA8D9bo+L7pJNOinvvvXdtZwEAAAAAgP/ZGk11Mn/+/Lj11lvjmWeeiS233DJq1KhRbvvAgQPXSjgAAAAAAPi+1qj4njBhQnTp0iUiIiZOnFhumxtdAgAAAABQmdao+B49evTazgEAAAAAAGvFGs3xDQAAAAAAVdUajfjeY489VjulybPPPrvGgQAAAAAA4H+xRsX38vm9l1u0aFG89dZbMXHixDj++OPXRi4AAAAAAFgja1R8X3fddatcf9FFF8U333zzPwUCAAAAAID/xVqd4/vnP/953HHHHWvzWwIAAAAAwPeyVovvV155JWrXrr02vyUAAAAAAHwvazTVySGHHFLucUopPv3003jjjTfi/PPPXyvBAAAAAABgTaxR8d2oUaNyj0tLS2PTTTeNSy65JPbee++1EgwAAAAAANbEGhXfd95559rOAQAAAAAAa8UaFd/LjR07Nt57772IiNh8881j6623XiuhAAAAAABgTa1R8f3ZZ5/FkUceGf/4xz+icePGERExe/bs2GOPPeK+++6Lddddd21mBAAAAACA/1rpmnzRGWecEV9//XW888478eWXX8aXX34ZEydOjLKysujTp89aDfivf/0rfv7zn0ezZs2iTp06scUWW8Qbb7xR2J5SigsuuCBatWoVderUie7du8f777+/VjMAAAAAAPDDsUbF98iRI+Omm26Kjh07FtZ16tQphgwZEn/729/WWrivvvoqdtlll6hRo0b87W9/i3fffTeuvfbaaNKkSeE5V199dQwePDiGDh0aY8aMiXr16sU+++wT8+fPX2s5AAAAAAD44VijqU6WLl0aNWrUWGl9jRo1YunSpf9zqOWuuuqqaNu2bbmbabZv377w55RSDBo0KH7/+99Hjx49IiJi+PDh0aJFixgxYkQceeSRay0LAAAAAAA/DGs04nvPPfeMvn37xieffFJY969//Sv69esX3bp1W2vhHnvssdhuu+3i8MMPj+bNm8fWW28dt912W2H71KlTY+bMmdG9e/fCukaNGsWOO+4Yr7zySoXfd8GCBVFWVlZuAQAAAAAgH9ao+L7xxhujrKwsNthgg9hwww1jww03jPbt20dZWVnccMMNay3chx9+GDfffHNsvPHG8dRTT8Vpp50Wffr0ibvuuisiImbOnBkRES1atCj3dS1atChsW5UrrrgiGjVqVFjatm271jIDAAAAAFC51miqk7Zt28a4cePimWeeiUmTJkVERMeOHcuNvF4bli5dGtttt11cfvnlERGx9dZbx8SJE2Po0KFx/PHHr/H3Pe+886J///6Fx2VlZcpvAAAAAICc+F4jvp999tno1KlTlJWVRUlJSey1115xxhlnxBlnnBHbb799bL755vHCCy+stXCtWrWKTp06lVvXsWPHmD59ekREtGzZMiIiZs2aVe45s2bNKmxblVq1akXDhg3LLQAAAAAA5MP3Kr4HDRoUJ5988iqL4kaNGsWpp54aAwcOXGvhdtlll5g8eXK5dVOmTIn1118/Ipbd6LJly5YxatSowvaysrIYM2ZMdO3ada3lAAAAAADgh+N7Fd/jx4+Pfffdt8Lte++9d4wdO/Z/DrVcv3794tVXX43LL788Pvjgg7j33nvj1ltvjd69e0dERElJSZx55pkxYMCAeOyxx+Ltt9+O4447Llq3bh09e/ZcazkAAAAAAPjh+F5zfM+aNStq1KhR8TerXj0+//zz/znUcttvv3088sgjcd5558Ull1wS7du3j0GDBsUxxxxTeM7ZZ58dc+fOjVNOOSVmz54du+66a4wcOTJq16691nIAAAAAAPDD8b2K7/XWWy8mTpwYG2200Sq3T5gwIVq1arVWgi33s5/9LH72s59VuL2kpCQuueSSuOSSS9bqfgEAAAAA+GH6XlOd7L///nH++efH/PnzV9r27bffxoUXXrjakhoAAAAAAIrte434/v3vfx8PP/xwbLLJJnH66afHpptuGhERkyZNiiFDhsSSJUvid7/7XVGCAgAAAADAf+N7Fd8tWrSIl19+OU477bQ477zzIqUUEcumG9lnn31iyJAh0aJFi6IEBQAAAACA/8b3Kr4jItZff/148skn46uvvooPPvggUkqx8cYbR5MmTYqRDwAAAAAAvpfvXXwv16RJk9h+++3XZhYAAAAAAPiffa+bWwIAAAAAQFWn+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFcU3wAAAAAA5IriGwAAAACAXFF8AwAAAACQK4pvAAAAAAByRfENAAAAAECuKL4BAAAAAMgVxTcAAAAAALmi+AYAAAAAIFd+UMX3lVdeGSUlJXHmmWcW1s2fPz969+4dzZo1i/r168ehhx4as2bNqryQAAAAAABUqh9M8f3666/HLbfcEltuuWW59f369Yu//vWv8cADD8Rzzz0Xn3zySRxyyCGVlBIAAAAAgMr2gyi+v/nmmzjmmGPitttuiyZNmhTWz5kzJ26//fYYOHBg7LnnnrHtttvGnXfeGS+//HK8+uqrlZgYAAAAAIDK8oMovnv37h0HHHBAdO/evdz6sWPHxqJFi8qt32yzzaJdu3bxyiuvVPj9FixYEGVlZeUWAAAAAADyoXplB/hP7rvvvhg3bly8/vrrK22bOXNm1KxZMxo3blxufYsWLWLmzJkVfs8rrrgiLr744rUdFQAAAACAKqBKj/ieMWNG9O3bN+65556oXbv2Wvu+5513XsyZM6ewzJgxY619bwAAAAAAKleVLr7Hjh0bn332WWyzzTZRvXr1qF69ejz33HMxePDgqF69erRo0SIWLlwYs2fPLvd1s2bNipYtW1b4fWvVqhUNGzYstwAAAAAAkA9VeqqTbt26xdtvv11uXa9evWKzzTaLc845J9q2bRs1atSIUaNGxaGHHhoREZMnT47p06dH165dKyMyAAAAAACVrEoX3w0aNIjOnTuXW1evXr1o1qxZYf2JJ54Y/fv3j6ZNm0bDhg3jjDPOiK5du8ZOO+1UGZEBAAAAAKhkVbr4/m9cd911UVpaGoceemgsWLAg9tlnn7jpppsqOxYAAAAAAJXkB1d8/+Mf/yj3uHbt2jFkyJAYMmRI5QQCAAAAAKBKqdI3twQAAAAAgO9L8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcqdLF9xVXXBHbb799NGjQIJo3bx49e/aMyZMnl3vO/Pnzo3fv3tGsWbOoX79+HHrooTFr1qxKSgwAAAAAQGWr0sX3c889F717945XX301/v73v8eiRYti7733jrlz5xae069fv/jrX/8aDzzwQDz33HPxySefxCGHHFKJqQEAAAAAqEzVKzvA6owcObLc42HDhkXz5s1j7Nixsdtuu8WcOXPi9ttvj3vvvTf23HPPiIi48847o2PHjvHqq6/GTjvtVBmxAQAAAACoRFV6xPd3zZkzJyIimjZtGhERY8eOjUWLFkX37t0Lz9lss82iXbt28corr1T4fRYsWBBlZWXlFgAAAAAA8uEHU3wvXbo0zjzzzNhll12ic+fOERExc+bMqFmzZjRu3Ljcc1u0aBEzZ86s8HtdccUV0ahRo8LStm3bYkYHAAAAACBDP5jiu3fv3jFx4sS47777/ufvdd5558WcOXMKy4wZM9ZCQgAAAAAAqoIqPcf3cqeffno8/vjj8fzzz0ebNm0K61u2bBkLFy6M2bNnlxv1PWvWrGjZsmWF369WrVpRq1atYkYGAAAAAKCSVOkR3ymlOP300+ORRx6JZ599Ntq3b19u+7bbbhs1atSIUaNGFdZNnjw5pk+fHl27ds06LgAAAAAAVUCVHvHdu3fvuPfee+PRRx+NBg0aFObtbtSoUdSpUycaNWoUJ554YvTv3z+aNm0aDRs2jDPOOCO6du0aO+20UyWnBwAAAACgMlTp4vvmm2+OiIjdd9+93Po777wzTjjhhIiIuO6666K0tDQOPfTQWLBgQeyzzz5x0003ZZwUAAAAAICqokoX3yml//ic2rVrx5AhQ2LIkCEZJAIAAAAAoKqr0nN8AwAAAADA96X4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK4ovgEAAAAAyBXFNwAAAAAAuaL4BgAAAAAgVxTfAAAAAADkiuIbAAAAAIBcUXwDAAAAAJArim8AAAAAAHJF8Q0AAAAAQK7kpvgeMmRIbLDBBlG7du3Ycccd47XXXqvsSAAAAAAAVIJcFN9/+ctfon///nHhhRfGuHHjYquttop99tknPvvss8qOBgAAAABAxqpXdoC1YeDAgXHyySdHr169IiJi6NCh8cQTT8Qdd9wR55577krPX7BgQSxYsKDweM6cORERUVZWFhERX3/7bQapl6n1/+9zVapOjvmZ5ai72hwLM8tRtpoc33y7SI4VzJWjnHnfLq4SOb79EeaIqDjL/HlyrGhBFcmxqIrkWDwvu/eX1eVYNG/BKtdnnyO79/3V58juOGh1OSKyzfLDyDFPjiqZY64c5XJ8UyVyLJz3dZXIMT/THPUq3PZtpjlqV7htXqY5ala4bW5VyfFtljlqVbjtm0xzVPzz8fX8LHPUrRI56q2ui5mf3evpajuhDHPUWW2O7N7nVpvj2+xy1F5tjuyOg1bMsfw9L6W02q8pSf/pGVXcwoULo27duvHggw9Gz549C+uPP/74mD17djz66KMrfc1FF10UF198cYYpAQAAAABYW2bMmBFt2rSpcPsPfsT3F198EUuWLIkWLVqUW9+iRYuYNGnSKr/mvPPOi/79+xceL126NL788sto1qxZlJSUrFGOsrKyaNu2bcyYMSMaNmy4Rt9jbZBDDjnkkEMOOeSQQw455JBDDjnkkOPHlaMqZZFDjmLnSCnF119/Ha1bt17t837wxfeaqFWrVtSqVf7ymsaNG6+V792wYcNKf6GTQw455JBDDjnkkEMOOeSQQw455JDjx5cjoupkkUOOYuZo1KjRf3zOD/7mluuss05Uq1YtZs2aVW79rFmzomXLlpWUCgAAAACAyvKDL75r1qwZ2267bYwaNaqwbunSpTFq1Kjo2rVrJSYDAAAAAKAy5GKqk/79+8fxxx8f2223Xeywww4xaNCgmDt3bvTq1SuzDLVq1YoLL7xwpSlUsiaHHHLIIYcccsghhxxyyCGHHHLIIcePK0dVyiKHHFUlR0lKKRV9Lxm48cYb4w9/+EPMnDkzunTpEoMHD44dd9yxsmMBAAAAAJCx3BTfAAAAAAAQkYM5vgEAAAAAYEWKbwAAAAAAckXxDQAAAABArii+AQCAH5WJEydWdoQqYfbs2ZUdAQCgaBTfP1CffPJJ/OY3v4mysrKVts2ZMyfOOuusmDVrVtFz3H///bFw4cLC448//jiWLl1aeDxv3ry4+uqri55juW+//TbmzZtXeDxt2rQYNGhQPP3005llWJUlS5bEW2+9FV999VWl5iBi0aJFMWPGjJg8eXJ8+eWXlZLhz3/+c4XbzjrrrMxyzJgxIz7++OPC49deey3OPPPMuPXWWzPLAD80Y8eOjT/96U/xpz/9KcaNG1fZcSrdwoUL4+OPP47p06eXW35s5syZEw8++GBcc801ce2118bDDz+8ymO0rH344YfxzjvvlDs2+zH7+uuv49Zbb40ddtghttpqq8qOk7mrrroq/vKXvxQeH3HEEdGsWbNYb731Yvz48ZWYrHJ98MEH8dRTT8W3334bEREppUpORFUyb968mDRpUkyYMKHcQuUYOXJkvPjii4XHQ4YMiS5dusTRRx+d+bn29OnT44UXXoinnnoqxo0bFwsWLMh0/yvyOvb/XHTRRas87pkzZ04cddRRlZAoe999vVrd8qOQWCOLFy9Of/zjH9NRRx2VunXrlvbYY49yS7H9+te/TieffHKF20899dR09tlnFz1HaWlpmjVrVuFxgwYN0j//+c/C45kzZ6bS0tKi51hur732SjfffHNKKaWvvvoqtWjRIrVp0ybVrl073XTTTZnl6Nu3b/rjH/+YUlr2s7LLLrukkpKSVK9evTR69Oii7rtfv37/9fJjUVZWlm666aa02267pdq1a6fS0tJUUlKSSktLU7t27dJJJ52UXnvttczyNGrUKD355JMrrT/zzDNTy5YtM8ux6667puHDh6eUUvr0009Tw4YNU9euXdM666yTLr744sxyUHWNHTs2TZgwofB4xIgRqUePHum8885LCxYsyCTDsGHD0uOPP154fNZZZ6VGjRqlrl27po8++iiTDCmlNGvWrLTHHnukkpKS1KRJk9SkSZNUUlKS9txzz/TZZ59lliOllBYtWpT+/ve/p6FDh6aysrKUUkr/+te/0tdff51ZhilTpqRdd901lZaWlluWv7b+mNx9992pUaNGqaSkpNzSuHHjdN9992WSYeHChemCCy5IP/vZz9KAAQPS4sWL05FHHln4/9KxY8c0derUTLKklNJuu+2W7rrrrjRv3rzM9rk6zz33XDruuONSvXr10sYbb5zOOeecTN/3q4oNNtggvfTSSymllJ5++unUuHHj9NRTT6UTTzwx7bXXXpnlqOzzqOW++OKL1K1bt8Lr1vJzmF69eqX+/ftnluO7Pvroo/TOO++kJUuWVFqGylYVjj8+++yzdMABB6z0Prd8oXJ07tw5PfHEEymllCZMmJBq1aqVzjvvvLTTTjulE044oej7nzp1ajr77LNTu3btCsc9y5datWql7t27p/vvvz+z39+q+jpWmdq0aZO6du1arpcaPXp0atu2bdp+++0rMVl2lv88LP/v6pYfAyO+11Dfvn2jb9++sWTJkujcuXNstdVW5ZZiGzlyZBx33HEVbj/uuOPi8ccfL3qO9J1PEr/7OGvjxo2Ln/zkJxER8eCDD0aLFi1i2rRpMXz48Bg8eHBmOR588MHCz8Ff//rXmDp1akyaNCn69esXv/vd74q67zfffLPccvvtt8ctt9wS//jHP+If//hH3HrrrXH77bfHW2+9VdQcqzN//vwoKysrtxTLwIEDY4MNNog777wzunfvHiNGjIi33norpkyZEq+88kpceOGFsXjx4th7771j3333jffff79oWZa755574qijjio3WuGMM86I+++/P0aPHl30/S83ceLE2GGHHSJi2dUbnTt3jpdffjnuueeeGDZsWGY5lnv99dfj6quvjt/85jfRv3//ckuW5s+fH6+99lo8/vjj8dhjj5VbfmxOPfXUmDJlSkQsGzl65JFHRt26deOBBx6Is88+O5MMl19+edSpUyciIl555ZUYMmRIXH311bHOOutEv379MskQsex39Ouvv4533nknvvzyy/jyyy9j4sSJUVZWFn369Mksx7Rp02KLLbaIHj16RO/evePzzz+PiGUjOX/zm99kluOEE06I0tLSePzxx2Ps2LExbty4GDduXLz55puZj4SvzKu9xo0bF7169YqePXvGm2++WcjyxhtvxIEHHhjHHntsJiNpzz333Lj55pujZcuWcccdd8QhhxwSb775Ztx7771x3333RfXq1Yt+/LGirbfeOn7zm99Ey5Yt4+STT45XX301s30vN3PmzLjyyitj4403jsMPPzwaNmwYCxYsiBEjRsSVV14Z22+/fWZZ5s6dGxdccEF07tw56tevHw0aNIgtt9wyLrnkknI/u8U2c+bMaNu2bUREPP7443HEEUfE3nvvHWeffXa8/vrrmeWo7POo5fr16xfVq1eP6dOnR926dQvr/+///i9GjhxZ9P3fcccdMXDgwHLrTjnllOjQoUNsscUW0blz55gxY0bRc1RFVeH448wzz4zZs2fHmDFjok6dOjFy5Mi46667YuONN/5RHhOuaPbs2fHHP/4xzjvvvMIVtOPGjYt//etfRd/31KlTo1OnThER8dBDD8XPfvazuPzyy2PIkCHxt7/9raj77tOnT2y11VYxderUGDBgQLz77rsxZ86cWLhwYcycOTOefPLJ2HXXXeOCCy6ILbfcMpPX1cp+HVudLM/5VzRhwoRo06ZNdOnSJW677bY466yzYu+9945jjz02Xn755UwyrGjx4sXxzDPPxC233BJff/11RCybweGbb74p2j6nTp0aH374YUydOjUeeuihaN++fdx0002Fjuimm26KDTfcMB566KGiZajIP//5zzjjjDOie/fu0b179+jTp0/885//LO5OK7t5/6Fq1qxZ4ZPGylC3bt00bdq0CrdPmzYt1a1bt+g5SkpKyo34rl+/fqWO+K5Tp07h3+Xwww9PF110UUoppenTp6c6depklqNWrVppxowZKaWUTj755NS3b9+UUkoffvhhatCgQWY5rr322nTggQemL7/8srDuyy+/TD169EjXXHNNZjlSSmnu3Lmpd+/ead111830k8YjjzwyTZw48T8+b/78+enmm29Ot99+e9GyrOiee+5JTZo0SW+88UY67bTTUuvWrdPkyZMz2fdy9erVK4wAPPDAA9OVV16ZUlr2+lG7du1Ms1x22WWppKQkbbbZZumnP/1p2n333QtLlqO//va3v6V11113pZGblTGK9YEHHkiHH3542nHHHdPWW29dbslKw4YN0wcffJBSSunKK69Me++9d0oppRdffDG1adMmkwwrvq6fffbZ6dhjj00ppTRx4sS0zjrrZJIhpWX/FqsaITpmzJjUqFGjzHL06NEj/fznP08LFiwo9547evTotNFGG2WWo27duum9997LbH+rU5lXe51wwgnpsMMOq3D7oYcemnr16lXUDCml1K5du8Jx6eTJk1NJSUm5K4v+8Y9/pPXWW6/oOVa0aNGi9NBDD6WDDjoo1ahRI3Xs2DH94Q9/SDNnziz6vn/2s5+lhg0bpqOOOio9/vjjafHixSmllKpXr57eeeedou9/RQsWLEjbbrttqlWrVurZs2c699xz0znnnJMOOuigVLNmzbTTTjulhQsXZpKlVatWhRHfm2yySbr//vtTSilNmjQp0+PTyj6PWq5FixbprbfeSimVP4f55z//merVq1f0/e+4447pjjvuKDz+29/+lqpXr57+9Kc/pbFjx6auXbumE088seg5qqKqcPzRsmXLNGbMmJTSsqualx+nP/roo2mXXXbJJENVNH78+LTuuuumjTbaKFWvXr3we/O73/2ucIxWTE2aNCm8ju+yyy7plltuSSktG4ld7PP9c889N33xxRf/1XP/9re/pYceeqioeVKq/Nex76qsc/5VOe+881JJSUmqUaNGeuaZZzLd93IfffRR2myzzVLdunVTtWrVCv9/+vTpk0499dRMMmy//farfM994okn0jbbbJNJhuVGjhyZatasmXbYYYfCLAQ77LBDqlWrVnr66aeLtl/F9xpq1apV5iXVipo1a5aee+65Crc/99xzqVmzZkXPUdWK7y222CJdf/31afr06alhw4bp5ZdfTiml9MYbb6QWLVpklqNdu3bpqaeeSosXL05t27YtXKY/ceLE1Lhx48xytG7depWl79tvv51atWqVWY6UUvrVr36VOnbsmB588MFUp06ddMcdd6RLL700tWnTJv3pT3/KNEtVMWTIkFSrVq3Upk2b9P7772e+/x122CGdc8456fnnn0+1a9cuHDS98sormRckzZs3T3feeWem+1yVjTbaKP3qV7/KpJhZneuvvz7Vr18/nX766almzZrp1FNPTd27d0+NGjVKv/3tbzPL0aBBgzRlypSUUkrdu3dPgwYNSill++HIuuuum8aNG5dSSqlLly6F6Xk++OCDTA/o69evn958882V1o8bNy7Twqhp06Zp0qRJhUzL33OzOOFb0XbbbZdeeOGFzPa3Os2aNSu81912221pyy23TEuWLEn3339/2myzzYq674033jj9/e9/r3D73//+97TxxhsXNUNKywrdjz/+uPC4du3ahd/dlFL65JNPUrVq1YqeoyKzZs1Kl156aapdu3aqUaNG6tGjRxo1alTR9letWrXUr1+/cv8GKVVO8T1o0KDUokWLwu/tit57773UokWLNHjw4Eyy9O7dO62//vqpe/fuqVmzZoXpkf785z9n+qFqZZ9HLVe/fv3Cz8iKr6evv/56atq0adH337Rp03LTefzyl79Mhx56aOHx6NGj0wYbbFD0HKvz1VdfVcp+q8LxR4MGDQoDRNq1a5defPHFlNKygUxZvt9WNd26dUtnnXVWSqn8781LL72U1l9//aLv/8ADD0z77LNPuuSSS1KNGjUK731PPfVUJu+3VU1lv459V1U55x88eHCqW7duOvroo9Omm26aOnXqVDjXzVJVGLBSu3bt9O677660/t133818sFuXLl3SOeecs9L6c845p6jHIYrvNXTNNdekX/3qV2np0qWVsv/9998/nXTSSRVuP/HEE9N+++1X9BwlJSVp+PDh6dFHH02PPvpoqlu3brr11lsLj++6665Mi+8HHngg1ahRI5WWlpabq/Dyyy9P++67b2Y5LrzwwtSoUaO02WabpXbt2qX58+enlFK6/fbb00477ZRZjvr1669yTvFnn3021a9fP7McKaXUtm3bQpYGDRoUit7hw4dn8rO6KnPmzEmPPPLIKt8I1raK5llv06ZNOuiggypl7vXRo0enxo0bp9LS0nIjEs8777x08MEHZ5YjpWWjar5bUFSGBg0aFEYYVaZNN9003XvvvSml8gex559/furdu3dmOfbYY4903HHHpeHDh6caNWoUfm//8Y9/ZHJyk1JKRx99dNpmm23SiSeemOrWrVsYafPoo4+mzTffPJMMKaV00EEHpd122y3961//Kqz7+OOP009/+tPUs2fPzHI0bty4UNyt+LPxwgsvpObNm2eWY9SoUalr165p9OjR6Ysvvkhz5swpt2SpMq/2qlevnivw/oMxY8akX/7yl6lx48apXbt26YILLkgnnnhiqlOnTvr1r39dlH2+8sor6aSTTkoNGjRIO+ywQ7rhhhvS559/XinF92677ZZuvPHGCrcPHjw47bbbbplkWbhwYfrDH/6Q+vTpU/hAMaWUBg4cmG677bZMMqRU+edRy+23337p97//fUpp2e/Mhx9+mJYsWZIOP/zwcgV0sdSpU6fcvSq23HLLdP311xceZ30F3pVXXlnuvgSHH354Ki0tTa1bt868MKoKxx/bbbddGjlyZEppWdl67LHHpo8//jidffbZqUOHDplkWO6ZZ55J5513XjrxxBNTr169yi1ZW3E0/orvNR999FGqVatW0fc/bdq0dMABB6Qtt9yycE+tlJbdK+mMM84o+v5XVBXuuVLZr2PfVRXO+ffZZ5/UrFmz9MADD6SUUpo3b1765S9/mWrXrp2uuuqqTDIsVxUGrGy99dbp2GOPLXd/hAULFqRjjz020w+9U1o2M8KqzvknT55c1NcPxfca6tmzZ2rUqFFq3759+tnPfpYOPvjgckuxPfvss6latWrp17/+dbmRiTNnzkz9+/dP1apVK+pImuVWNR1AZU8P8Omnn6Zx48aVu6HEmDFjMr8k+4EHHkgDBw4sTHmS0rKbtI0YMSKzDMcee2zaYIMN0kMPPZRmzJiRZsyYkR588MHUvn37dNxxx2WWI6Xy5cB6661XuHTwww8/zGzU5uGHH55uuOGGlNKyN8CNN9441ahRI1WvXj09+OCDRd33ilN3rG7JclqPlJbdYGrFqXBSWvZGvGKBkoWrrrqqMCVQZerVq1e5g+jKsuLJ8Lrrrls44ZwyZUqmozfGjx+fOnfunBo2bFgoE1NK6fTTT09HHXVUJhm++uqr1Lt373TQQQelv/3tb4X1F1xwQRowYEAmGVJaVqJ26dIl1ahRI3Xo0CF16NAh1ahRI2299dblXueL7Ygjjijc3Hr5Cc7XX3+d9txzz0xu6rTciu/xlX1zy8q82uu7hfN3ZVU4V7WBCLNmzUrXXHNN2nzzzVPNmjXToYcemv72t7+VKzpfeOGFor//f/PNN+n2229Pu+yyS2FgxKBBgwoFRRbWWWed1U659vbbb2c6bVNVUNnnUcu9/fbbqXnz5mnfffdNNWvWTIcddljq2LFjatGiRSYfgm+22WaFqRA+//zzVK1atfTGG28Uto8ZMybTK1arys1PU6oaxx9333134WrEN954I62zzjqptLQ01a5dO7MbF6eU0kUXXZRKS0vTDjvskHr06JF69uxZbsnailfirVjkPf3005lNQ1MVVIUpLFKq/Nex76oK5/zdu3cvN1Bluccffzy1bNkykwzLVYUBK2PGjEnNmzdP6667burWrVvq1q1bWnfddVPz5s0L/3+y0qZNm8I0ayv6y1/+ktq2bVu0/ZakVMl3I/yB6tWr12q333nnnUXPcMstt0Tfvn1j0aJF0bBhwygpKYk5c+ZEjRo14rrrrovTTjut6Bmo2ubNmxe/+c1v4o477ohFixZFRET16tXjxBNPjD/84Q9Rr169zLJsueWWccMNN8RPf/rT6N69e3Tp0iWuueaaGDx4cFx99dXx8ccfFz1Dy5Yt46mnnoqtttoq7r333rjwwgtj/Pjxcdddd8Wtt94ab775ZtEzsGpLly6NAw44IKZMmRKdOnWKGjVqlNv+8MMPZ5Jj3rx5cfjhh8e6664bW2yxxUo5srqJYYcOHeKhhx6KrbfeOrbbbrs4+eST49RTT42nn346jjzyyMKNhCrL/Pnzo1q1aiv9++RdSimeeeaZmDRpUkREdOzYMbp3755pho8//jj22WefSCnF+++/H9ttt128//77sc4668Tzzz8fzZs3zyTHc889t9rtP/3pTzPJEbHshtJHH310LFmyJLp161a4qeUVV1wRzz//fFFvdlVaWhp33XVXNGrUaJXbZ8+eHb169YolS5YULcPyHP9JSUlJ0XMsV7Nmzdhwww3jF7/4RZxwwgmx7rrrrvScsrKy6NGjR2Y3dZ48eXLcfvvtcffdd8fs2bNjr732yuQGdTVq1IgZM2ZEy5YtV7n9008/jfXXXz8WLlxYlP0/9thjsd9++0WNGjX+49/3oIMOKkqG76oK51HLzZkzJ2688cYYP358fPPNN7HNNttE7969o1WrVkXf95VXXhnXX399/OpXv4pnn302Pv/885g4cWJh+6BBg+Lxxx+PZ555puhZIiLq1KkTU6ZMibZt20bfvn1j/vz5ccstt8SUKVNixx13jK+++iqTHKtTmccf8+bNi0mTJkW7du1inXXWyWy/rVq1iquvvjqOPfbYzPa5OieddFL8+9//jvvvvz+aNm0aEyZMiGrVqkXPnj1jt912i0GDBq31fZaVlUXDhg0Lf16d5c8rtp49e0aDBg3i9ttvj2bNmsX48eOjQ4cO8Y9//CNOPvnkeP/99zPJEVG5r2PfVRXO+Vfniy++yPT39//+7/+iUaNGceutt0aDBg1iwoQJse6660aPHj2iXbt2mb3fzZ07N+65555y5zBHH310pn1QRMQll1wS1113XZx77rmx8847R0TESy+9FFdddVX0798/zj///KLsV/H9A/evf/0r7r///vjggw8ipRSbbLJJHHbYYdGmTZvKjpaZQw45JIYNGxYNGzaMQw45ZLXPLWZ5Nnjw4DjllFOidu3aMXjw4NU+N6vybLm5c+cW7pS74YYbZv4CFxFx3XXXRbVq1aJPnz7xzDPPxIEHHhgppVi0aFEMHDgw+vbtW/QMKx7QH3fccdG6deu48sorY/r06dGpU6ei3ll5RXPmzIklS5ZE06ZNy63/8ssvo3r16pkdsM2aNSt+85vfxKhRo+Kzzz6L774dZFWQREScfvrp8cc//jH22GOPaNGiRZSUlJTbntVBwe233x6//OUvo3bt2tGsWbNyOUpKSuLDDz/MJMdJJ50Ubdu2jQsvvDCGDBkSZ511Vuyyyy7xxhtvxCGHHBK33357Jjkqy4QJE6Jz585RWloaEyZMWO1zt9xyy4xSVR2LFy+O++67LyZMmFA4wTnmmGOiTp06lR2t0sycOTM+/fTT2GqrrQol8GuvvRYNGzaMzTbbrGj7rWqFc1XxwgsvxE9+8pPKjrFKS5Ysib/+9a9xxx13ZFJ8V6tWLWbOnLnK8j9i2Xtx69ati/YzUlpaGjNnzozmzZuv9uf1x/hzWtmWLl0aF110Ufz1r3+Nli1bxsCBA6Njx46F7Ycffnjsu+++ceKJJ2aSp3Xr1vHggw/GzjvvHJtuumkMGDAgDj/88Jg8eXJsv/32/7FwpDiaNWsWr732Wmy44YaVHSUilp3HHHbYYfHGG2/E119/Ha1bt46ZM2dG165d48knnyzKeWa1atXi008/LbyOffc8IWLZ4IQsX8eaNWsWL7/8cmy66abRoEGDQvH90UcfRadOnWLevHmZ5KhqqsI5f0TEP//5zxg0aFC89957ERHRqVOnOPPMM6NDhw6Z7H+5qjJgpapIKcWgQYPi2muvjU8++SQilr33nHXWWdGnT59V/m6vDYrv/9Hnn38ekydPjoiITTfdtMKDWoqnV69eMXjw4GjQoEGccMIJq/1lKWZ51r59+3jjjTeiWbNm0b59+wqfl2V5VpVNmzYtxo4dGxtttFFmxdUmm2wSAwYMiAMOOCDat28f9913X+y5554xfvz46NatW3zxxReZ5Nhvv/3iwAMPjF/96lfl1g8dOjQee+yxePLJJzPLMX369Dj99NOjVatWK/3u9OjRI5McERENGjSI++67Lw444IDM9rkqLVu2jD59+sS55577XxVaxbJ06dJYunRpVK9ePSIi7rvvvnj55Zdj4403jlNPPTVq1qxZtH03bdo0pkyZEuuss040adJkta+pxRp5/t2ipqSkpNwHM8sfZ3mCU9EHmiUlJVG7du3YaKONYrfddotq1aplkqcqmD17dtx+++2Fk4rNN988fvGLX1Q4+hl+jEpLS6Nz586F1/PvWrx4cbzzzjs/ytK5qpxHzZs3L6ZPn77SqPsf2werp59+ejz++OOx8cYbx5tvvhkfffRR1K9fP+677764+uqrY9y4cUXdf1U4/lhRSikefPDBGD16dHz22WexdOnSctuzuhrxnHPOifr16xdtJOSaevHFF8t9AF/MK+Cee+652GWXXaJ69epV5oqzJk2axEsvvRSdOnUqV3y/+OKLceihh8asWbMyyXHnnXdG/fr14/DDDy+3/oEHHoh58+bF8ccfn0mOilTGOf9TTz0VBx10UHTp0iV22WWXiFg2qnj8+PHx17/+Nfbaa69McixXGQNWquLVXt/19ddfR8SyHqDYFN9raO7cuXHGGWfE8OHDC2+C1apVi+OOOy5uuOGGqFu3biUn5MfqP416X1FWB2xVxU033RR9+/aN+vXrR7t27eLNN9+M0tLSuOGGG+Lhhx/O7HLrpk2bxksvvVRuVE9ExKRJk2KXXXaJf//735nkaNCgQbzwwgvRpUuXTPa3Ouuvv3489dRTRR2Z+d9o2rRpvP7661VmVE1luOuuu+LII4+MWrVqxbBhw1Z74lmsg+lp06ZFu3btoqSkJKZNm7ba566//vpFyfBd7du3j88//zzmzZsXTZo0iYiIr776KurWrRv169ePzz77LDp06BCjR4+Otm3bFjXL+++/X+GJ+AUXXFDUfS/3xhtvxD777BN16tSJHXbYISIiXn/99fj222/j6aefjm222aao+68qV3uxaltvvfUqXztW/KDohBNOiD322KMS0mXr4osv/q+ed+GFFxY5yarNnj07GjdunOk+q8p51Oeffx69evWqcDqkrD6MSCnF2LFj46OPPoqSkpJo3759hb9DxbRo0aK4/vrrY8aMGXHCCSfE1ltvHRHLRnA2aNAgTjrppKLuvyocf6yob9++ccstt1T61Yh9+/aN4cOHx5ZbbhlbbrnlStO8DBw4MJMclFdVprDYZJNNCj+nK3ruuefilFNOKXy4+GOy9dZbxz777BNXXnllufXnnntuPP3000X/EK8qcLVXeYrvNXTqqafGM888EzfeeGPhU6QXX3wx+vTpE3vttVfcfPPNlZzwx2nPPfeMhx9+eKUD+LKysujZs2c8++yzlZJryZIl8fbbb8f6669fKEyK5T/Nm7iiYr8hV8XpX954442YMWNG7LXXXlG/fv2IiHjiiSeicePGhd/lYqtXr168+uqrscUWW5Rb//bbb8eOO+6Y2aVxnTp1invuuadwYlOZ7rzzzhg5cmTceeedlfrBYb9+/WLdddeN3/72t5nv2/Qeq/b888/HzjvvvNJoycWLF8fLL78cu+22WyY5/vznP8ett94af/zjHwsfjHzwwQdx6qmnximnnBK77LJLHHnkkdGyZct48MEHi5bjtttui9NOOy3WWWedaNmy5UrT8WR1MP+Tn/wkNtpoo7jtttsK/28WL14cJ510Unz44Yfx/PPPF3X/K17tVZXmC2aZ8847L26++ebYYostyn0wMmHChDjhhBPi3XffjVGjRsXDDz+c6dVFP3ZXXXVVbLDBBvF///d/EbFsKo2HHnooWrVqFU8++WRstdVWmeSoKudRxxxzTEybNi0GDRoUu+++ezzyyCMxa9asGDBgQFx77bWZXIU2evToOPHEE2PatGmFK5uWl9933HFHZu9xrKxp06bxpz/9Kfbff/9KzbG6DwhLSkoq5fx21KhRhakSv/sB/B133FHUfY8cOTLq168fu+66a0REDBkyJG677bbo1KlTDBkypOjn2stVlSksateuHZMmTYoNNtig3PqPPvooOnbsGN9++23RM1S1c/7atWvH22+/HRtvvHG59VOmTIktt9wy5s+fX/QMyw0fPny124877riMklQNlTYwomi3zcy5Zs2apdGjR6+0/tlnn/3R3Zm9KikpKUmzZs1aaf2sWbNS9erVM8vRt2/f9Mc//jGllNLixYvTzjvvnEpKSlK9evVW+XOTVxtssEH64osvCn+uaGnfvn2muRYsWJAmTZqUFi1alOl+l9t9993T6aefvtL6X/3qV2nXXXfNLMdTTz2V9t577zR16tTM9lmRLl26pAYNGqT69eunzp07p6233rrckpUzzjgjNWrUKO22227p9NNPT/369Su3FNOKr18lJSWptLQ0lZSUrLSUlpYWNceKSktLV/ma+sUXX2SWoypkSCmlDh06pDfffHOl9ePGjSu8hr300ktFv1t8u3bt0pVXXlnUffw3ateund57772V1r/zzjupTp06lZCIquSkk05Kl1xyyUrrL7300nTSSSellFK64IIL0rbbbpt1tCrn22+/TX/4wx8y2dcGG2yQXnrppZRSSk8//XRq3Lhxeuqpp9KJJ56Y9tprr0wypFR1zqNatmyZxowZk1JKqUGDBmny5MkppZQeffTRtMsuuxR9/++//36qW7du2mOPPdKIESPSpEmT0nvvvZceeuih9NOf/jTVq1cv/fOf/yx6jhUNHz487bLLLqlVq1bpo48+SimldN1116URI0ZkmqMqvPdvsMEGq3yf+7G76KKLUmlpadphhx1Sjx49Us+ePcstxda5c+f0xBNPpJRSmjBhQqpZs2Y677zz0k477ZROOOGEou9/RYsWLUp33313Ouuss9Jpp52WbrvttjRv3rxMM7Rt2zY9+uijK60fMWJEWm+99TLJUNXO+du0aZPuv//+ldb/5S9/SW3bts0kw3KNGzcut9SrVy+VlJSkWrVqpSZNmmSapSo499xzU6NGjdKuu+6a+vfvn/r3759+8pOfpEaNGqW+ffumvfbaK5WWlq7195xVTzbHfzRv3rxo0aLFSuubN2/+o7yRwYwZM6KkpKRwU83XXnst7r333ujUqVOccsopRd//iqMj33333Zg5c2bh8ZIlS2LkyJGx3nrrFT3Hcg8++GD8/Oc/j4iIv/71r/HRRx/FpEmT4u67747f/e538dJLL2WWJaLy5lCcOnXqKv9cWebNmxdnnHFG3HXXXRGx7FPfDh06xBlnnBHrrbdenHvuuZnkGDBgQHTv3r0wt3jEspETr7/+ejz99NOZZIhYdonevHnzYsMNN4y6deuudOlkFvMnLtezZ8/M9rU6b7/9dmEE/MSJE8ttK/Ylx1OnTi38blaF35eIWOmGp8stWLCgqPOMfzfDqv7t//3vf2d6o95PP/00Fi9evNL6xYsXF95zWrduXZivrli++uqrleZxrAwNGzaM6dOnrzQ90YwZMzKZq29F3377baSUCleLTJs2LR555JHo1KlT7L333plmYZn7778/xo4du9L6I488Mrbddtu47bbb4qijjvrRXKL/+eefx5gxY6JmzZrRrVu3qFatWixatChuuummuOKKK2Lx4sXxm9/8pug5Zs6cWZiK6fHHH48jjjgi9t5779hggw1ixx13LPr+l6sq51Fz584tjMps0qRJfP7557HJJpvEFltskcnVM4MGDYqddtopRo0aVW79ZpttFgcffHB07949rrvuurjhhhuKniUi4uabb44LLrggzjzzzLjssssKl783btw4Bg0alOnVGVXh+OOiiy6Kiy++OO64444qc/Pojz/+OCKicM5dGYYOHRrDhg2LY489tlL2P3Xq1OjUqVNERDz00ENx4IEHxuWXXx7jxo3LfHR+9erVC+f8leWoo46KPn36RIMGDQpXiDz33HPRt2/fOPLIIzPJUNXO+U8++eQ45ZRT4sMPP4ydd945IpbN8X3VVVdF//79M83y1VdfrbTu/fffj9NOOy3OOuuszHI899xzcc0115S72edZZ52V+Y3Iv/jii/j1r3+90j0LBgwYENOmTYunn346Lrzwwrj00kvX7nvOWq3Rf0T23HPPdPjhh6dvv/22sG7evHnp8MMPT926dcssx/Tp09OMGTMKj8eMGZP69u2bbrnllswypJTSrrvumoYPH55SSunTTz9NDRs2TF27dk3rrLNOuvjii4u+/+WjICsaIVm3bt10++23Fz3HcrVq1Sr8fzn55JNT3759U0opffjhh6lBgwaZ5fjmm29Sr169UrVq1Qr/FtWrV0+/+MUv0ty5czPLUVX06dMnbbvttumFF14oN4pmxIgRqUuXLplmefPNN9PRRx+dOnXqlLbddtvUq1evNGXKlEwzDBs2bLULP17XX399uv7661NpaWm67LLLCo+vv/76NHDgwNSzZ8+i/84cfPDB6eCDD06lpaVp//33Lzw++OCD00EHHZQ22GCDtM8++xQ1w4r233//tM0226Rx48YV1o0bNy5tu+226YADDkgppfTYY4+lzp07FzXHL37xi3TzzTcXdR//jTPOOCO1adMm3XfffWn69Olp+vTp6c9//nNq06ZN4T0vK3vttVfh3+Srr75KzZs3T23atEm1a9dON910U6ZZKltVOS5s3rx5uuuuu1Zaf9ddd6XmzZunlJZdHVDs0b3Dhg1Ljz/+eOHxWWedlRo1apS6du1aGM1abC+88EJq1KhR4Vh1hx12SO+8807aeOONU8eOHdPNN9+c2QjBVq1aFUZ8b7LJJoURcZMmTcr0+LSqnEdtt912aeTIkSmllA488MB07LHHpo8//jidffbZqUOHDkXf/+abb54ee+yxCrc/9thjafPNNy96juU6duyYHnnkkZRSSvXr1y8cJ7/99tupWbNmmWSoCscfy82bNy/ts88+lX414pIlS9LFF1+cGjZsWDjfbdSoUbrkkkvSkiVLMsuxXNOmTdMHH3yQ+X6Xa9KkSXrnnXdSSintsssuhfe3qVOnZnrF2aOPPrrK5bHHHktPP/10+vDDDzPJsWDBgnTEEUekkpKSVKNGjVSjRo1UrVq11KtXr7RgwYJMMiy3cOHC1KFDh/Tuu+9mut/vWrp0aRo4cGBab731Ch3IeuutlwYNGpSWLl1aqdmWe/3119Omm26ayb7uvvvuVL169XTEEUcUXk+POOKIVKNGjXTPPfdkkmG5hg0bpvfff3+l9e+//35q2LBhSiml9957L9WvX3+t7teI7zV0/fXXxz777BNt2rQpzIc3fvz4qF27djz11FOZ5Tj66KPjlFNOiWOPPTZmzpwZe+21V2y++eZxzz33xMyZMzO7ydXEiRMLczjef//90blz53jppZfi6aefjl/+8pdFzzF16tRIKUWHDh3itddeKzeiuWbNmtG8efOoVq1aUTOsqEWLFvHuu+9Gq1atYuTIkYW5CufNm5dpjv79+8dzzz0Xf/3rX1eaQ/HXv/51pnPRL1myJIYNG1bhfHBZzE83YsSI+Mtf/hI77bRTuRGkm2++efzzn/8s+v5X1KVLl7jnnnsy3ed3VfZdvldU2VeNVKSsrCyeffbZ2GyzzTK/8eYnn3wSL7744ip/X4o9P951110XEctGXA0dOrTc61bNmjVjgw02iKFDhxY1Q6NGjQoZGjRoUG60Vc2aNWOnnXaKk08+uagZVnT77bfHscceG9tuu23h6ojFixdHt27d4vbbb4+IiPr168e1115b1BwbbbRRnH/++YX7BHz3So2s7pdwzTXXRElJSRx33HGFkfA1atSI0047baWbCRXbuHHjCj+zDz74YLRs2TLefPPNeOihh+KCCy6I0047regZqsprWFU5LjzjjDPil7/8ZYwdOza23377iFg2x/cf//jHwj0UnnrqqaLfXPnyyy8vHOu88sorMWTIkLjuuuvi8ccfj379+mVy49Pf//73sf/++8dvf/vbuOuuu+Laa6+Ngw8+OC6//PI47LDDir7/FR1yyCFx9NFHx8Ybbxz//ve/Y7/99ouIiDfffDM22mijzHJUlfOovn37xqeffhoRy24uuu+++8Y999wTNWvWjGHDhhV9/9OnT1/pfi8r6ty583+8wfPaNHXq1FXe96VWrVoxd+7cTDJUheOP5Y4//vgYO3Zs/PznP1/lzS2z8rvf/S5uv/32uPLKK8udz1100UUxf/78uOyyyzLNc9JJJ8W999670ojNrOy6667Rv3//2GWXXeK1116Lv/zlLxGx7EreLEfC9+zZM0pKSla6OmH5upKSkth1111jxIgRRZ13vGbNmvGXv/wlLr300hg/fnzUqVMntthii8xu/r6iGjVqZDp/dkVKSkqiX79+0a9fv8KVmFlfjfifVK9ePT755JNM9nXZZZfF1VdfHf369Sus69OnTwwcODAuvfTSOProozPJEbFs/vWXX355pWOOl19+OWrXrh0REUuXLi38ea1ZqzX6j8zcuXPTrbfeWpibpjLmdGrcuHGaNGlSSmnZJ+Q777xzSmnZ3L1Zzptcr169wjzBBx54YGH+0WnTpqXatWtnlqOquPDCC1OjRo3SZpttltq1a5fmz5+fUkrp9ttvTzvttFNmOarKHIoppdS7d+9Ur169dMQRR6S+ffumM888s9yShTp16hRGr6w4kuWtt94qfMKYtW+//TbNmTOn3FJMK37/7+43yxzf9d2rRho0aJDpVSPLHX744emGG25IKS0b6bPxxhunGjVqpOrVq6cHH3wwsxx33nlnqlmzZqpfv35af/31K21O/N133z19+eWXme1vVS666KL0zTffVGqGFb333nuFUT3L33+zVBXmTlzR3Llz04QJE9KECRMq7UqiOnXqpGnTpqWUlv0OX3TRRSmlZaOfsxr9VdlXvi1XVY4LU0rpT3/6U9ppp51SkyZNUpMmTdJOO+1UbmTRvHnzyo34LYYVfzbOPvvsdOyxx6aUUpo4cWJmx0FNmzYtjE6cN29eUeau/G8tXLgw/eEPf0h9+vQpd/XKwIED02233ZZplqpwHrWqTGPHjk2ff/55Jvur6N5Ey82cOTPTe1l07Nix8LO54nHy4MGDMx3hnFLVOP6oW7dueuGFFyo1Q0rLrtSoaA7n1q1bZ56nT58+qXHjxpVyP5yUlvULBxxwQNpyyy0L99RKKaUzzzwznXHGGUXf/3LPPPNM2nHHHdMzzzyTysrKUllZWXrmmWdS165d0xNPPJFefPHFtPnmm6df/OIXmWWqCi677LJ0/PHHV9q9tFY0a9as9Pzzz6fnn38+ffbZZ5WS4btXBIwYMSLdfPPNafPNN0/77rtvJhlq1qxZ4SjrWrVqZZJhuUsvvTTVqVMn9enTJ919993p7rvvTn369El169ZNAwYMSCktOybp3r37Wt2v4vsHrqoUzjvssEM655xz0vPPP59q166d3nrrrZRSSq+88krRb6rw6KOPpoULFxb+vLolSw888EAaOHBguUuOhw0blunJTp06dVZ5qdHEiRNT3bp1M8uR0rISfvmNSCrLT37ykzR48OCU0rID+uWXoJ1++umZTpkwd+7c1Lt377TuuusWLllccSmmFW8WtOIUQSsuWd9AMaWqU9a0aNGi8Pp1zz33pI022ijNnTs33XTTTZlOh9OmTZs0YMCASrmEdXUWL16c3nzzzUo/GYUVbbHFFun6669P06dPTw0bNkwvv/xySimlN954I7Vo0SKTDFXlNawqHBcuWrQoXXzxxeWOfyrLuuuuWyh4u3TpUvhw4oMPPkj16tXLJMN3y8369etX6jQBrKyybnpeUlKSRo8encaPH7/KZdSoUZkej912221pvfXWS/fdd1+qV69e+vOf/5wGDBhQ+POPzaabbprGjx9f2TFSrVq1CjdeXdGkSZMqZYDZ7rvvXuGyxx57ZJ6nsmy++eaFqaNW9OKLL6ZOnTqllFL6+9//XpSbKfbr168wKOS7Hzxk/UHEd/Xs2TM1aNAgtWrVKu29997lpio8+OCDM8lQVlaWfv7zn6803esxxxyTZs+enUmG5b47BW9paWlq0aJFOuqoo9Inn3ySSYYNN9wwDR06dKX1N998c9poo40yybCiyhgYYaqT7+Gxxx6L/fbbL2rUqBGPPfbYap970EEHZZJp8803j6FDh8YBBxwQf//73+PSSy+NiGWXyDdr1iyTDBERV111VRx88MHxhz/8IY4//vjCZYuPPfZYYQqUYunZs2fMnDkzmjdvvtob5JWUlBRu0pKFVV2+mvXUEl27do0LL7wwhg8fXrhc5Ntvv42LL744unbtmmmWmjVrZnoZ7apcfvnlsd9++8W7774bixcvjuuvvz7efffdePnll+O5557LLMdZZ50Vo0ePjptvvjmOPfbYGDJkSPzrX/+KW265pehTBDz77LPRtGnTiIgYPXp0Uff1fSxatChq1aoVERHPPPNM4TV0s802K1yGnIU5c+YU/n1GjhwZhx56aNStWzcOOOCATG9AMm/evDjyyCOjtLQ0s32uyplnnhlbbLFFnHjiibFkyZLYbbfd4pVXXom6devG448/HrvvvntR9rvNNtvEqFGjokmTJrH11luv9vLiYt6ArH///nHppZdGvXr1/uPNcH4MN+k75JBDYtiwYdGwYcM45JBDVvvcLKaQWO6CCy6Io48+Ovr16xfdunUrvL89/fTTq7xsvxiqymtYVTgurF69elx99dVx3HHHZbK/1dlrr73ipJNOiq233jqmTJlSuPHZO++8ExtssEFmOVa88XpKKSZPnrzS1BFbbrllpnmmT58eCxcuLLe+mOcvVfE8qirc9Lxbt26rvJHjitMlZOWkk06KOnXqxO9///uYN29eHH300dG6deu4/vrrM7lJXlV7z7322mvj7LPPjqFDh2b6evFdW221Vdx4440xePDgcutvvPHGwjl3lqrC+cOSJUtixIgRhRv1bb755nHQQQdlOqXoP//5z2jYsOFK6xs2bBgffvhhRERsvPHG8cUXX6z1fb/55puxaNGiwp8rUhnT8zRu3DgOPfTQzPe7opNOOinefPPNeOKJJwrHhK+88kr07ds3Tj311Ljvvvsyy/Ld6Sorw69//evo06dPvPXWW+Vu9jls2LC4/vrrM89zzDHHxDHHHFPh9mLcTLgkreqdllUqLS0tFKyrKyOyLFj/8Y9/xMEHHxxlZWVx/PHHxx133BEREb/97W9j0qRJmZ54LlmyJMrKysrNYfXRRx9F3bp1C3dM/zGpCnfOnThxYuyzzz6xYMGCVc6huPnmm2eW5dprr40PP/wwbrzxxkqbIy9i2UHKlVdeGePHj49vvvkmttlmmzjnnHNWO8fi2tauXbsYPnx47L777tGwYcMYN25cbLTRRnH33XfHn//853jyySczy1JV7LjjjrHHHnvEAQccEHvvvXe8+uqrsdVWW8Wrr74ahx12WOEu9sW2ySabxIABA+KAAw6I9u3bx3333Rd77rlnjB8/Prp161aUg9dVOfvss6Np06aZnHSvznrrrRePPvpobLfddjFixIjo3bt3jB49Ou6+++549tln46WXXirKfi+++OI466yzom7dunHxxRev9rkXXnhhUTJEROyxxx7xyCOPROPGjWOPPfZY7XOzOhE89NBDY4cddohzzjmn3Pqrr746Xn/99XjggQeKtu9evXrF4MGDo0GDBnHCCSes9rX8zjvvLFqOVZk5c2Z8+umnsdVWWxWO0V577bVo2LBhJvPzV5XXsKpyXNijR4845JBDKv1eErNnz47f//73MWPGjDjttNNi3333jYhlrxs1a9aM3/3ud0XPUFpausp5YCPKl5tZnDt8+OGHcfDBB8fbb79dLtPy3+ViZqiK51F9+/aNl156KQYNGhT77rtvTJgwITp06BCPPvpoXHTRRastlNaG/3b+7sqYq3fevHnxzTffZHoOt+J77u67717he0xJSUkm9wZq0qRJzJs3LxYvXhx169Zd6Z4aX375ZdEzRCw7pzzggAOiXbt25Uq8GTNmxJNPPpnpuWVV8MEHH8T+++8f//rXv2LTTTeNiIjJkydH27Zt44knnogNN9wwkxy77rprNGjQIIYPH164v9jnn38exx13XMydOzeef/75eOaZZ6J3794xefLkTDKxTL169eKpp56KXXfdtdz6F154Ifbdd9/M7llQlTzyyCNx7bXXFrqpjh07xllnnRU9evSo5GTZUHzngML5/xk+fHj83//9X2HU1XILFy6M++67L7PRR3/605+iV69eccghhxRuQvLSSy/FI488EsOGDcv0BgLz5s2Le+65JyZNmhQRy17kjjnmmKJ8krY6Bx98cIwePTqaNm0am2+++UoHj1l+SFPZ6tevH++++260a9cu2rRpEw8//HDssMMOMXXq1Nhiiy3im2++ySzLCy+8ELfcckt8+OGH8cADD8R6660Xd999d7Rv336lg4ViqiplzU033RR9+/aN+vXrx/rrrx/jxo2L0tLSuOGGG+Lhhx/OrNxcsmRJ/OxnP4tvv/12lTcwzGp0ce3ateODDz6INm3axCmnnBJ169aNQYMGxdSpU2OrrbaKsrKyou5/yZIl8dJLL8WWW24ZjRs3Luq+fijWXXfdePbZZ1f6sO7tt9+O7t27x6xZsyop2Y9bVXkNi6gax4VDhw6Niy++OI455pjYdttto169euW2ZzWityqoSuXmgQceGNWqVYs//vGP0b59+3jttdfi3//+d/z617+Oa6655kdXoK2//vqFm543aNAgxo8fHx06dIgPPvggttlmm6K/x1U1e+65Zzz88MMrvd+WlZVFz549Mymbq5LlVwJUJMsP9j755JMYMmRIufO5X/3qV9G6detM9l+Vrvjaf//9I6UU99xzT+EqzX//+9/x85//PEpLS+OJJ54o6v6Xmzx5cvTo0SOmTp0abdu2jYhlN7pe/uHZJptsEiNGjIivv/46jj322EwysUy7du3iiSeeWOlYecKECbH//vtnNhghIiq8eqWkpCRq164dG220UfTo0aPws5xHTZs2jSlTpsQ666wTTZo0We3AmWJ9oKj4XkNVpWCtTFXlUvQVVatWLT799NOVTuz+/e9/R/PmzTMbQdKxY8c45ZRTyt05N2JZWXXbbbcVPmn7MenVq9dqtxdrdOD3OWlZ1eVqxbDlllvGDTfcED/96U+je/fu0aVLl7jmmmti8ODBcfXVV2f2ZvzQQw/FscceG8ccc0zcfffd8e6770aHDh3ixhtvjCeffDLzkedVoayJiHjjjTdixowZsddee0X9+vUjIuKJJ56Ixo0bFz7IKrYBAwbEBRdcEJtuumm0aNGi3OtrViOdIpaVArfddlt069Yt2rdvHzfffHMccMAB8c4778Suu+4aX331VdEz1K5dO957771o37590fe1Or/4xS/i+uuvX+mu8HPnzo0zzjijUHQWW506deKtt94qjHJabtKkSbH11lvHt99+m0mOqlaQvPHGG3H//fevcvqGrErnqvIaVhVU5ojeCRMmROfOnaO0tDQmTJiw2udmOb1IVbDOOuvEs88+G1tuuWU0atQoXnvttdh0003j2WefjV//+tdFH+G8XFU5j6pbt25MnDgxOnToUK74Hj9+fOy2224xZ86cou7/P/18LpfVz+mKo/JX9Nlnn8V6661XmFqh2BYtWlR4r+vcuXMm+2T1Vrziq7LO6ZarV69evPrqqyuVmuPHj49ddtkl0wFES5cujaeffjqmTJkSERGbbrpp7LXXXkWfqvA/ffiwosoYXPbggw9WeEyWRS906623xgMPPBB33313tGzZMiKWXRl4/PHHxyGHHBKnnnpq0TMst8cee8S4ceNiyZIlhWP3KVOmRLVq1WKzzTaLyZMnR0lJSbz44ovRqVOnomZZuHBhfPbZZytNv9KuXbui7veuu+6KI488MmrVqhXDhg1bbW9YrA8UFd9rqDIL1qpSOK94KfpFF1202hzFvBR9RaWlpTFr1qzC5UbLjR8/PvbYY4/MLkmrVatWvPPOOyvNaf3BBx9E586dY/78+UXd/9ixY+M3v/lNPProoyuVuXPmzImePXvGoEGDKmVeuKwtv8R4dbK8zDgi4rrrrotq1apFnz594plnnokDDzwwUkqxaNGiGDhwYPTt2zeTHFtvvXX069cvjjvuuHInfG+++Wbst99+hflIyV6TJk3iuuuuixNOOKFSc1x00UUxaNCgaNWqVcybNy+mTJkStWrVijvuuCNuu+22eOWVV4qeYbvttourrroqunXrVvR9rU5F7/tf/H/snXk8Vdv//1+HCJFoHoyREoU0dyvSRDTcBs2huk1ypXlEXWlQKW6jTA3qatCsojSglAwVmelWNEhFGrB+f/id/XGco7r3e/fa+17n+Xh4PFjbo/XKOWfvtd7r/X69X79Gq1atUFFRQUVHjx49MGLECKxdu1Zk3N3dHWfPnsX9+/ep6OBLgAQAEygbOnQoLl++jCFDhiAjIwNFRUUYPXo0ddsV2vBlXcgXaltq1LYZoW0vsnnzZjg7OzOVdrdv34a5uTkT9P3w4QOWLVuG33//nXUtampqSExMhI6ODtq3b48DBw7AwsIC2dnZMDY2xsePH1nXAPAnUaV///4YN24cnJ2doaKigpSUFOjo6MDZ2RmZmZm4dOkSq/N/ywZHCI33qTAAb2JiItILBqg+0Lt06RL27t2LvLw8VnXURFdXF6dOneJ8r1JVVYWsrCyJwaL+/fuzNq/0AK9u1NXVce7cOcarWMjt27dha2tLbb/PJTUPHwghOHXqFFRVVWFubg6gOhZQUlKCMWPGUF8D7dy5E6tWrcKMGTOwb98+ODg4IDs7GwkJCZg/fz5+++031jWYmpoiKysLnz9/ZoK6BQUFaNiwIfT19UV+l+110Y4dO3Dz5k0EBgYycZl3795h5syZ6NevH2bNmoVJkyahvLwckZGRrGjIzMyEo6MjYmNjRcZpx0C4RNrc8m9SV7ORP//8E6qqqqzOPXLkSGaxPHLkSM78kmsGs93d3TnRIES40RMIBBg0aBAaNPjfW7uyshK5ubmMryMNNDQ0EBUVJRb4vnr1KlMKxSY+Pj6wtLSUmMGsqqqKwYMHY8uWLTh06BDrWmrz6tUrxufMwMBA7JDin4YPDVhqU7MSwMrKCunp6bh//z709PSoLl6fPHkicdGuqqqKkpIS1ufnS7CGb82UgOrDM1rZ5d/C3d0dRkZGePr0KcaNG8c8e2RlZan5j2/YsAGLFy/G+vXrJVomsF2p8f79exBCQAjBhw8fmEbBQPXz5cKFC1SzedesWYMxY8YgOzsblpaWAICoqCgcOXIE4eHhrM9fcwNes2Ef8L8ASdu2bVnXURMvLy9s374d8+fPh4qKCnx9faGjo4NffvkFrVu3Zm1evtzD+LIurItPnz6JfG7YJjc3l1lb5ObmUpu3LlasWIEZM2Ywge/hw4cjKSkJurq6AKot6fbu3Usl8G1kZITk5GTo6OigZ8+e2Lx5M+Tl5bFv3z5GDw243EfVhOum5z/y/vzw4QPrOkxMTJh9lPC5UhNFRUXs2rWLdR01WbVqFVauXInQ0FDOLADi4+MxadIk5Ofnix1OsB0sMjExYQ7whK9PXX0C6kPQqiYjRozA7NmzERAQgB49egAA7ty5gzlz5lC30SorK0NMTIzEzOaFCxeyNm/NYPayZcswfvx47Nmzh2nuWVlZiXnz5lGrZq7J77//jn379mHixIkICgrC0qVLoauri7Vr11I7lBg1ahSVeX6ELVu24MqVKyKvhaqqKtzd3TFkyBC4uLhg7dq1GDJkCGsaZsyYgQYNGuDcuXNo3bo1p+tErg6+pYHvvwgfAqx8CjgL0dXVRUJCApo2bSoyXlJSAjMzM6azMVsIb25JSUkYOnQoY08AAPLy8tDW1qbaXZjrzrl37tz5ZlDK1tYWBw4cYF1HTYR2ACEhIUzGhKysLKZNm4Zdu3ZBSUmJlXkHDBjAyr/7f6F2ia+Wlha0tLTw5csXhISEUCvxbdWqFbKyssQ61d+6dYvKBrhmsIbLBQofO6O7uLhg165d2LlzJ7U562Ls2LFiYzR9La2trQFUewLXfA1oZSk0adKEee536NBB7LpAIPhuA85/EltbW5w+fRpeXl4IDw+HoqIiunbtKpalxxZ8DJBkZ2fDxsYGQPUzv6ysDAKBAK6urrC0tGTt9eFLwJmP68LKykp4eXlhz549KCoqQkZGBnR1dbFmzRpoa2vDycmJtblremXn5+ejT58+Iut1AKioqEBsbCwVX+3awSoui21Xr17NNPXy9PTEiBEj8NNPP6Fp06YICwtjfX4+7KNq0q9fPyQlJcHb2xvGxsa4fPkyzMzMEBcXR6XpeV3vvw8fPuDo0aMICAjAvXv3WH/O5ebmghACXV1d3L17VyQpRV5eHi1atGACarTw8/NDVlYW2rRpAy0tLbFDbxrVK3PmzIG5uTnOnz9PPVjEtwO82nBpZbFz505Mnz4dvXv3ZnrgVFRUwM7Ojso+W8iDBw9gbW2Njx8/oqysDOrq6nj9+jVjb8Zm4LsmBw8exK1bt0Q+o7Kysli0aBH69OmDLVu2UNEhpKCggIl/KCoqMod3U6dORa9eveDn58e6BlpuAz/Cu3fv8PLlSzEbk1evXjGWrE2aNBH7HP2TJCUl4f79+1SavX+PutZAnz9/hry8PGvzSgPffxG+BVi5DjgLycvLk7go+/z5MxW/YuHNTVtbGxMmTKCaWSSJuXPnolWrVvDx8cHx48cBVPt+Hzt2jErn3GfPnon50NZEWVkZL168YF1HTRYtWoSYmBicPXuWyWS9desWFi5cCDc3N+zevZuVeflYKujg4IBhw4aJnXR++PABDg4O1ALfs2bNgouLCw4ePAiBQIDnz58jLi4Oixcvxpo1a1ifv+aihMsFSs2qAL5UCNy9exfR0dE4d+4c9WawO3fuxOzZs6GgoPDdwDuNRT3Xr8m1a9dACIGlpSVOnDghElyWl5eHlpYWteZSQmxsbJhA7/v373H06FEsXrwY9+/fr5cBEjU1NWZj1bZtWzx8+BDGxsYoKSlh1bqBjwFnvqwLf/vtNwQHB2Pz5s2YNWsWM25kZIQdO3awGviuiYWFhcTMonfv3sHCwqLeZUoOHTqU+V5PTw/p6ekoLi7+brOpfwq+7aMAoH379ti/fz/VOevixo0bCAgIwIkTJ9CmTRuMGTOGSpBIGICvbeXBJXzI2MzMzER4eLhYBS8Nah6K0Dig+yvUtLKIiIgQs7JgmyZNmiAiIgKZmZkizT5pv06urq6wtbXFnj17oKqqivj4eMjJyWHKlCnUbCuB6qB/enq6xN4vXHymW7VqheLiYmhpaUFTUxPx8fHo2rUrs36sb4wcORKOjo7w8fFB9+7dAQAJCQlYvHgxc5+7e/euxOSafwpDQ0O8fv2atX//RxDuKQUCAQ4cOCDy/K+srMSNGzfYDcwTKX+LoKAg8unTJ65lEIFAQIqKisTGCwsLiZycHOvzR0REkIiICCIQCEhISAjzc0REBDl58iSZP38+6dChA+s6pIjSrl07cvHixTqvX7hwgbRr146iIkKaNm1Krl27JjYeHR1NmjVrxtq8NT8jAoGAyMjIEIFAIPYlIyPDmgZJml6+fCk2npSURNTU1KjpqKqqIhs2bCCNGjVi/g4KCgpk9erV1DRIkcyMGTO++cUm2tra5PXr18z3dX3p6OiwqoNPfP36lcyYMYMUFBRwLYUhJiaGTJs2jTRq1Ijo6+uTZcuWkbt373ItixMmTpxIfHx8CCGEeHp6kubNm5OZM2cSLS0tMnr0aCoadHR0mM9NTd6+fUv1s8L1ulBI+/btydWrVwkhhCgrK5Ps7GxCCCFpaWmkSZMm1HTU9bx98uQJUVFRoaah5mtS8+9BSPVrQ2sN4uDgQN6/fy82XlpaShwcHKhoIIQ/+6j79++TlJQU5ufTp0+TkSNHkhUrVpDPnz9T0fDixQuyceNGoqenR1q0aEEWLFhAGjRoQB49ekRl/tqEhISQPn36kNatW5O8vDxCCCHbtm0jp0+f5kQPl1hYWHxzP0WLoKAgcu7cOebnJUuWEFVVVdK7d2/mNaKJgYEBOXLkCCFE9H62Zs0aMn/+fOp6uEJVVZWkp6cz3z9+/JgQQkh8fDwxMDCgpsPV1ZU0bdqU+Pj4kJs3b5KbN2+SrVu3kmbNmhFXV1dqOoQ4OTkRd3d3Qgghfn5+RFFRkVhZWZEmTZoQR0dH6nq45sOHD2TmzJlEXl6eyMjIEBkZGSIvL09mzZpFSktLCSGEPHjwgDx48OAfnffdu3fMV1RUFOnduze5du0aef36tci1d+/e/aPz1oVw/ygQCIiGhobInrJDhw5kyJAhJD4+nrX5pc0t/yYJCQmoqqpCz549Rcbv3LkDWVlZprEAW5w5cwZA9Wl4cHCwiB9eZWUloqKicOXKFcZLmS2EHYsl+Y7JyclBW1sbPj4+GDFiBKs6hFRWVmL79u11ll7Vh2YXQHVGcVZWFm7evCl2jRCCn376Cfr6+lSbXSgpKeH+/fvo1KmTyPijR4/Qo0cPpvT2nyY/Px+ampoQCATIz8//5u+ynVEhLPFNTk5G586d6yzxFVYJ0OLLly/IyspCaWkpDA0NRU5g2eSvZJix+dnle2d0KdXZqnfv3pXYXIpWhYSKigpSU1PFrIFoUlhYiKCgIAQEBOD9+/eMp2NycjLrneBrs3HjRrRs2RKOjo4i4wcPHsSrV6+wbNkyalqKi4vx6dMntGnTBlVVVdi8eTNiY2Ohr6+P1atXQ01NjXUNdTX7LCoqgoaGBqslrAB/1oVCFBUVkZ6eDi0tLZHmyY8fP0aPHj1QWlrK6vzC+3pERASGDRvGWNIA1X+PlJQUGBgYsN68EKh+b2zYsIF5ti5btgxLlixBs2bNAFRXe61du5ZK9jlfmvRyvY8S0r17dyxfvhw///wzcnJyYGhoiDFjxiAhIQE2NjbYsWMHq/Pb2trixo0bsLGxweTJkzFs2DDIyspCTk6Ok/v67t27sXbtWvz666/47bff8PDhQ+jq6iIoKAjBwcHUK7BKSkoQHh6O7OxsLFmyBOrq6khMTETLli1Z6yVRszo0Ozsbq1evxpIlS2BsbCxWfUerUtTAwAC7d++GpaUl4uLiMGjQIOzYsQPnzp1DgwYNqK9NlZSUkJaWBi0tLbRo0QJXrlxB165dkZmZiV69euHNmzf/+Jzf68FTE1r9eJo3b86sNTp06IBdu3Zh6NChSE9PR7du3Vjb29amqqoKW7duha+vL1PR3bp1a7i4uMDNzY16FV5VVRWqqqqYfW5YWBjzd/rll19YtbPgM6WlpUzVna6uLuv7bWHzZCFEQm8NwkFzSwsLC5w8eZLK2rwmUquTv8n8+fOxdOlSsQXbs2fPsGnTJty5c4fV+YVlEQKBQMxrtWbAmW2EAQgdHR0kJCQwi3iu8PDwwIEDB+Dm5obVq1dj1apVyMvLw+nTp7F27VpW5+ZLEA+o9nDs1q0bevbsCTc3N6b0KT09HT4+PsjIyEBQUBCrGmrTu3dvrFu3DiEhIYwVTXl5OTw8PNC7d2/W5uVTqSDfSnwPHTqEMWPGQElJifrmCoDIhvLNmzfYsGEDhg4dyrwf4uLiEBkZybrtSs0AEflOZ3SaVFRU4Pr168jOzsakSZOgoqKC58+fo3HjxlQOJ75+/YqOHTvi3LlzYgdWNDl79iwmT56M0tJSNG7cWOQ+KxAIqAW+LS0tERMTw1ngu2aAZMeOHUyAZM+ePZzo2bt3L44cOSI23rlzZ9jb21MNfNe0n5GRkaHWeBX4X8AZACIjIyUGnHV0dFjXwZd1oRBDQ0PcvHlT7LkbHh4OU1NT1ucXvg6EEKioqDCNJYHq522vXr1ELFjYRFNTU8RKo1WrVggNDRX7HTbhW5NervdRQjIyMmBiYgIA+OOPPzBgwAAcOXIEt2/fhr29PeuB74sXL2LhwoWYO3cu9PX1WZ3rR9i1axf279+PUaNGwdvbmxk3NzfH4sWLqWpJSUmBlZUVVFVVkZeXh1mzZkFdXR0nT55EQUEBQkJCWJlXUiPJmge8wms0g0VPnz5lbDxOnz6NsWPHYvbs2ejbty8GDhxIRUNNuLCy+FYPnprQ9GE3NTVFQkIC9PX1MWDAAKxduxavX79GaGgojIyMqOmQkZHB0qVLsXTpUsYzmoumljX1CJMjAcDe3h729vac6eELysrK1A7LAO6tIutCqOvLly/Izc1F+/btxfqwsIE08P03efz4MczMzMTGTU1N8fjxY9bn51vAmS9NNw4fPoz9+/fDxsYG7u7umDhxItq3b48uXbogPj6eVT9athfHf4X27dvj6tWrmDFjBuzt7ZlFACEEhoaGuHLlCnUfNF9fXwwdOhTt2rVD165dAQDJyclQUFBAZGQkNR1PnjzBrl27kJaWBqDaE87Z2VnMF40NanrR29vbi2SgcYGrqyvTAX3KlCkYOnQo1ayAmsGZn3/+GZ6enliwYAEztnDhQvj5+eHq1atwdXVlTQcfO6Pn5+dj2LBhKCgowOfPnzF48GCoqKhg06ZN+Pz5M5Vgp5ycHD59+sT6PN/Dzc0Njo6O8PLyYq0J7o8wfPhwLF++HKmpqejWrZtYoy07OztW5+dbgKSwsBCtW7cWG2/evDmVHhLv379nPpPCjV5dsPnZ5UvAmW/rwrVr12L69Ol49uwZqqqqcPLkSTx58gQhISE4d+4c6/ML7+va2tpYvHix2OeVJnl5eZzNLYRvTXq53kcJIYQwn52rV68yFaoaGhpU/FBv3bqFgIAAdOvWDZ06dcLUqVM5DRDl5uZKPJhq2LAhtexVIYsWLcKMGTOwefNmkb5F1tbWmDRpEmvz8mVPWxNlZWW8efMGmpqauHz5MpP9rKCggPLycup6LC0tcebMGZiamsLBwQGurq4IDw/HvXv3WEsS4WMQz8vLi+kv8ttvv2HatGnMGu3gwYOcaOIq4P29Plo1oRn85QNlZWXw9vZGVFSUxMpVtnqvDBgwgJV/9/9KeXk5FixYgODgYABgmp87Ozujbdu2rCWvSK1O/iZNmzbFuXPnxDJVY2NjYWNjg7dv33KkjB58a4AGAI0aNUJaWho0NTXRunVrnD9/nmnmZGpqinfv3lHRwSeSkpKQmZkJQgg6dOjAZLZwwcePH3H48GGRRiSTJ08WycRikxMnTsDe3h7m5ubMZzc+Ph4JCQkICwujlm3Nl+ZjFRUVuHTpEo4ePYqIiAgoKSlh3LhxmDx5MtONmxbKyspISkoSO5DJysqCiYkJ62XxQpo3b45bt26JHYQ8efIEffr0YaV8UxKjRo2CiooKAgIC0LRpU8Ym4Pr165g1axYyMzOp6PDy8kJGRgYOHDhA5TReEo0aNUJqaip0dXU5mV9IzeyV2tDI/IqPj0dAQACOHTsmEiBp3bo1JyXx+vr6WLduHaZMmSIyHhoainXr1rF+H6tp2VC7nFMIzaw8vgSc+cTNmzfh6emJ5ORklJaWwszMDGvXrsWQIUO4lkaVT58+iQRVV6xYgc+fPzPXGzRoAE9PT1Ybs8fExPCqSS9f9lGWlpbQ0NCAlZUVnJyc8PjxY+jp6SEmJgbTp0+ndmhRVlaGY8eO4eDBg7h79y4qKyuxbds2ODo6frNZ/T+NoaEhNm7ciJEjR4pYFO3atQuBgYFITEykpkVVVRWJiYlo3769iJb8/HwYGBhQOZi/ceMG+vTpI7b+qaioQGxsLPr378+6BgCYPHky0tPTYWpqiqNHj6KgoABNmzbFmTNnsHLlSjx8+JCKDiFcW1kEBgbC3t6e2v6R7xQVFWHx4sVMYLV2eI/GGki4DvteaJHWmqyyshJBQUF1Bpujo6NZ1yBk4sSJiImJwdSpU9G6dWux9SqtRqhv375FQEAAk/xnaGgIBwcHkfUADVxcXHD79m2mejUlJQW6urqIiIiAu7v7D1d3/FWkGd9/kyFDhmDFihWIiIhgyilLSkqwcuVKDB48mNW5+RJw3r59OyZPngwFBQVs3769zt8TCATUAt/t2rXDixcvoKmpifbt2+Py5cswMzNDQkIC1ezagoKCb15nu6S1JiYmJpwGu2uipKRErbRYEkuXLsWKFSvg6ekpMr5u3TosXbqUWuA7Ly9P4kP/8+fPePbsGRUNQPVme8SIERgxYgQ+fvyIU6dO4ciRI7CwsEC7du2QnZ1NTUvTpk0REREBNzc3kfGIiAixAwI24Utn9Js3byI2NlZs86CtrU31PZKQkICoqChcvnwZxsbGYlmTNHwlhw4dinv37nEe+Kb5+kuiV69e6NWrF3bs2MEESBYtWoSqqipcuXIFGhoaVAMks2bNwq+//oqvX7/C0tISABAVFYWlS5eKfY7ZIDo6mlms8yETjMssQb6sC2vz008/4cqVK9TmE2JmZoaoqCioqakxvTXqgkYgLygoCOfPn2cC335+fujcuTMTtElPT0erVq3+koftX0WY+ZWbm8v0PeESLvdRNdmxYwcmT56M06dPY9WqVczhe3h4ONUEgEaNGsHR0RGOjo548uQJAgIC4O3tjeXLl2Pw4MEilkpssmjRIsyfPx+fPn0CIQR3797F0aNHsXHjRhw4cICKBiENGzaUWM2TkZGB5s2bU9FgYWEh0RP/3bt3sLCwoGZ14u/vj9WrV+Pp06c4ceIEsy6+f/8+Jk6cSEWDkIqKCnh5ecHR0RHt2rUDQN/KYvny5XBxccG4cePg5OREPVmHb8yYMQMFBQVYs2aNxMAqDfhWKeHi4oKgoCDY2NjAyMiI02fexYsXcf78efTt25czDTdu3ICtra2IlefOnTvh6emJs2fPUjvEA6rtmo4dO4ZevXqJvC6dO3dmNfYgzfj+mzx79gz9+/fHmzdvmJKwpKQktGzZktmAsoWOjg7u3buHpk2bftM3UiAQUMsc5QvLly9H48aNsXLlShw7dgxTpkyBtrY2CgoK4OrqKuJXxyZ1ZZ8JodlAgE88f/4ct27dknjySmMzrqSkhJSUFLGs4szMTHTt2hUfP35kdX6+NR+rzevXrxEWFoY9e/YgLS2N6vs0KCgIM2fOxPDhwxnPzzt37uDSpUvYv38/ZsyYQUXHokWLEBISgpUrV6JHjx6MDm9vb0ydOpVawxw1NTXcvn0bhoaGIplOt27dws8//4yioiIqOhwcHL55na0GuTU3+a9evYKnpyccHBwkNpdi22JEEp8+fWI1O/NHEQZIQkNDUVJSQjVAQgjB8uXLsXPnTqZxo4KCApYtW8Z6T42aSNqE04IvAWfpulAUDw8PLFmyBEpKSnB3d//mekxoQcYmP/30E5YuXQpbW1sAELmnA9X9Nvz9/REXF8e6lkuXLkFZWRn9+vUDUB1Q279/PwwNDeHv70+t2RSX+6gf4dOnT0yTSa6orKzE2bNncfDgQWr3daDaNtLd3Z0JQLRp0wYeHh5wcnKipgEAZs6ciTdv3uD48eNQV1dHSkoKZGVlMWrUKPTv35+KxaSMjAyKiorEAu0ZGRkwNzf/rs3WfxVlZWU8fPiQs54nFRUVOHv2LIKCgnDx4kXo6urCwcEB06dPR6tWrajp4EOmNVD9TLl58yZvEt34QLNmzRASEgJra2uupUBHRwcXLlzgtF+SsbExevfujd27d4tZecbGxiI1NZWaFiUlJaZxcs31UHJyMvr378+aQ4M08P1/oKysDIcPH0ZycjIUFRXRpUsXTJw4kdNFEld4enpi8eLFYv6r5eXl2LJlC9VNcE3i4uIQFxcHfX19ZsNBg+TkZJGfv379igcPHmDbtm347bffqDfJ4wNBQUFM+VvTpk3FGtTR2IxbW1tj3LhxYsG8wMBAhIWFse41LrRKkFQKVtMLVpgVRgNhpvfhw4cRFRUFDQ0NTJw4EZMnT0bHjh2p6QCqA8w7d+4U8V9fuHChWPMrNuFLZ/QJEyZAVVUV+/btg4qKClJSUtC8eXOMHDkSmpqarAWc+cK3bEVqQrO5VGVlJby8vLBnzx4UFRUxnnRr1qyBtrY29aBAbW1cBEiA6i71aWlpUFRUhL6+Pie9C1RUVJCamkp9Ey4NOIvCpybffKJ169aIi4tj3p/NmzdHQkIC83NGRga6d+9OxY7P2NgYmzZtgrW1NVJTU2Fubg43Nzdcu3YNHTt2pPpske6j+M3Hjx9RWlpKtelpTd69e4exY8fi3r17+PDhA9q0aYPCwkL07t0bFy5cYNW3X7hPi4iIwLBhw0Sea5WVlUhJSYGBgQEuXbrEmobalJSU4O7du2LJQwKBAFOnTqWmAwBGjhyJMWPGiPW14IKioiIcOnQIwcHBSE9Px7Bhw+Dk5ARbW9sfXkv+XYYPH46CggIsWLBAYqb1yJEjWZ1fiKGhIQ4fPkylcfRf4fHjxygoKGCSI4TQSFhp06YNrl+/LrGnBW0OHTqEiIgIBAcHc9arSFFREUlJSRKtPE1MTKj2Cujfvz/GjRsHZ2dnZo+ro6MDZ2dnZGZmsnZflQa+/+XwJeBc02uzJm/evEGLFi3qbYZzbc6fP48tW7bg+vXrXEuhjoaGBubMmYMVK1awvhCpiz179mDt2rUYP348evXqBaDaN/ePP/6Ah4eHiL8lmw9lvnjB2tvb49y5c1BSUsL48eMxefJkMb/N+gyXndH//PNPDB06FIQQZGZmwtzcHJmZmWjWrBlu3LjB2Ua0PuPp6Yng4GB4enpi1qxZTLbCsWPHsGPHDirZmnwkKysL2dnZ6N+/PxQVFRlfbZrwaRPONVyuC4WNin4EWq8VH3pq1LXhFJKeng4TExMqnsU1MzXd3d3x8OFDhIeHIzExEdbW1igsLGRdA9eoq6sjIyMDzZo1++5hTX06oKnJy5cvmerDjh07UrMWkcTt27dF+gRYWVmxPqcwQSY4OBjjx48X8ZKWl5eHtrY2Zs2aRW0df/bsWUyePBmlpaVo3LixWPIQ7ffpnj174OHhgcmTJ3PS7Ls2d+7cwcGDBxEcHIzWrVvj7du3UFNTQ2BgIAYOHMjavHzJtL58+TJ8fHywd+9ezrLwa5KTk4PRo0cjNTVVJNlL+L6lERfy8fFBTk4O/Pz8OLf2MjU1RXZ2Nggh0NbWFjvcpWG51rdvXyxZsoRpyC7k9OnT8Pb2Rnx8POsahNy6dQvDhw/HlClTmMTIx48fIzY2FjExMejWrRsr80oD3/8HQkNDsXfvXuTk5CAuLg5aWlrYvn07dHV1qZ3w8SXgXFcpWHR0NCZMmIBXr15R0QFUn1zt2rVLJGvU2dm5zg0HTbKystC1a1fqndH5QNOmTXH37l20b9+eMw18zCLlksmTJ2Py5MkYOnQotUzmmrx//54JKn+vXJSrLuVcUlFRgWPHjols+Gg2gwX4UcYZEhKCCRMmiGUSf/nyBWFhYZg2bRrrGgBAT08Pe/fuxaBBg0RK89LT09G7d+960dS6Jm/evMH48eNx7do1CAQCZGZmQldXF46OjlBTU4OPjw81LXzYhEsTEfiJjIwMCgsLxf4eRUVF0NDQEMtEYwN9fX14e3vX2Ufk+PHjWLlyJbKysljXoq6ujlu3bsHQ0BD9+vXDtGnTMHv2bOTl5cHQ0JB1y7facJERGBwcDHt7ezRs2PC7hzX17TDtw4cPmDdvHo4ePcpkFcvKymLChAnw9/cXsehjGz48+z08PLB48WJWs8t/hA4dOsDa2hpeXl6cZYzWhOtm30D1PTw0NBSBgYHIycnBqFGj4OTkBCsrK5SVlcHT0xNhYWHIz89nTQNfMq3V1NTw8eNHVFRUQElJSSywSvtgxNbWFrKysjhw4AB0dHRw9+5dvHnzBm5ubti6dSt++ukn1jWMHj0a165dg7q6Ojp37iz2N6HRo0iIh4fHN6/TsFw7duwYli5dCmdnZ5HkP39/f3h7e4vYsHTp0oV1PdnZ2fD29hbZ4y5btgzGxsaszSkNfP9Ndu/ejbVr1+LXX3/Fhg0b8OjRI+jq6iIoKAjBwcHUGi1xHXAWZkq8e/dO7AS6srISpaWlmDNnDvz9/VnVIeTEiROwt7eHubk5k7kaHx+PhIQEhIWFUWteWDuIRwjBixcv4O7ujvT0dCQlJVHRAdRdGgeAWsAIqG4sqa6ujuXLl1Obk8+UlZUhJiZG4oaPZvMxLqkZoKnLF1+YPcrmIppvjdD4BB/KOPkSyFNUVER6ejq0tLREAt+PHz9Gjx49UFpaSkUHX5g2bRpevnyJAwcOoFOnTszfIzIyEosWLcKjR4+oaeHDJpwv71Mu14V/xe+W7cNMPvXUcHFxwdWrV3H//n2x3gDl5eUwNzeHlZUVfH19WddiZ2eHL1++oG/fvli/fj1yc3PRtm1bXL58GQsWLEBGRgbrGgB+ZARKEWfChAl48OABdu3axeyj4uLi4OLiAhMTE4SFhVHTwod7anl5OQghTLA5Pz8fp06dgqGhIYYMGcL6/EIaNWqE1NRUzpt88wVbW1tERkaiQ4cOmDlzJqZNm8Y0uxby8uVLtGrVitXG5HzJtObbAV6zZs0QHR2NLl26QFVVFXfv3oWBgQGio6Ph5uaGBw8esK6Bqx5FfOV7yX/C5/B/OfmvAdcC/q3s2rUL+/fvx6hRo0QaJpqbm2Px4sWszy8MOAsEAnTo0KHOgDPb7NixA4QQODo6wsPDQ2RjISwFo2mdsHTpUqxYsQKenp4i4+vWrcPSpUupBb6bNGkiFiAihEBDQ4PqovF7pXE0A98bN27EiBEjcOnSJYkN6mg1DeQDDx48gLW1NT5+/IiysjKoq6vj9evXUFJSQosWLepN4Ds6OppZqNI6LJTEyJEjmYyi2iVgXLFx40a0bNkSjo6OIuMHDx7Eq1evsGzZMio6bt26xXkZZ13WGX/++SfV7DNDQ0PcvHkTWlpaIuPh4eGcZ/twweXLlxEZGSnWUFJfX5/VDCtJsLmx/VHqep8mJyeLbcjZgA/rQklrn9rQ2lgJ7+UCgUBs01+zpwYNVq5ciePHj8PAwAALFixgPEefPHkCPz8/VFRUYOXKlVS0+Pn5Yd68eQgPD8fu3bvRtm1bAMDFixcxbNgwKhqA6sMAHR0dREVFScwIZBM+HdDwjXPnziEyMpJpfgoAQ4cOxf79+6m+PwB+PPuFNlpz5sxBSUkJevToAXl5ebx+/Rrbtm3D3LlzqegYOnQo7t27Jw18/39atGiBmJiYb8YYmjdvjtzc3H987tr2SGVlZWjfvj2nmdZ8q0yprKyEiooKgOog+PPnz2FgYAAtLS0qh80A/wLbJSUlCA8PR3Z2NpYsWQJ1dXUkJiaiZcuWzHOYTdj4LPxfqKysxKlTpxiHBkNDQ4wcORINGrAXnpYGvv8mubm5Eje6DRs2pGJjwZeAs/BGq6Ojgz59+nDekObFixcSg7lTpkzBli1bqOmIjo4WeSjKyMigefPm0NPTY/UDXRs3Nzc4OjryojRu48aNiIyMZCxnagfh2SIsLAz29vY/9LtPnz5FQUEB+vbty5oeAHB1dYWtrS327NkDVVVVxMfHQ05ODlOmTIGLiwurc/OJAQMGSPyeNjVLzGiUm/0Ie/fuxZEjR8TGO3fuDHt7e2qBbw0NDTF7E1oIs+8FAgEGDRokcu+srKxEbm4u1Y342rVrMX36dDx79gxVVVU4efIknjx5gpCQEJw7d46aDr5QVlYm8blSXFzMSYNLruBDwBngx7rwRw8wU1NTWdUB/O8whA89NVq2bInY2FjMnTsXy5cvF8luHjx4MH7//Xe0bNmSihZNTU2J96vt27dTmV9IXFwcoqOj0axZM8jIyEBGRgb9+vXDxo0bsXDhQlYzAn/kgEbIfzXzrS6aNm0qMaisqqoKNTU1Khr49OxPTExkPhvh4eFo1aoVHjx4gBMnTmDt2rXUAt82NjZYsmQJHj9+LDF5iLan9s6dOyWOCwQCKCgoQE9PD/3792fNRjEgIOC7vyMQCMQSFf4JduzY8Y//m/9XCgoKvnldU1OTkpJqjIyMkJycDB0dHfTs2RObN2+GvLw89u3bR/XwpqKiAtevX0d2djYmTZoEFRUVPH/+HI0bN4aysjI1HSkpKbCysoKqqiry8vIwa9YsqKur4+TJkygoKEBISAjrGpo1a8a5ZZOQR48ewc7ODoWFhUxcaNOmTWjevDnOnj0LIyMjVuaVWp38TQwNDbFx40aMHDlSpOR5165dCAwMpFYOHxMTw4uAc00+ffokZt1AK2PC2toa48aNEytvCQwMRFhYGCIjI6no4At8Ko1TU1PD9u3bMWPGDKrzDhgwAC9fvoSDgwNsbW1FPKyA6q7xt2/fxqFDh3DlyhUEBASwvoBs0qQJ7ty5AwMDAzRp0gRxcXHo1KkT7ty5g+nTpyM9PZ3V+flKSUkJAgICmNPfzp07w9HRkWpWr5D79++L6KCd0augoIC0tDTo6OiIjOfk5MDQ0JBKEzSA2zJOoSeeh4cH3NzcRBapwkDezz//DHl5eVZ1FBcXMxm7N2/ehKenp4gn3dq1a6mWPPMFa2trdOvWDevXr2e6smtpacHe3h5VVVUIDw+nqicmJgZbt24VyR5ZsmQJ616SwcHBTMB5x44dnFe+8XFdCFR7Bx89ehQHDhzA/fv3611AUUhxcTHj5a2np0elGqA22dnZCAwMRHZ2Nnx9fdGiRQtcvHgRmpqa6Ny5MxUNampqSExMhI6ODtq3b48DBw7AwsIC2dnZMDY2ZtVrPCYmhvk+Ly8Py5cvx4wZM0SsPYKDg7Fx40beZVKyzb59+/DHH38gNDQUrVq1AgAUFhZi+vTpGDNmDH755RfWNfDl2Q8ASkpKSE9Ph6amJsaPH4/OnTtj3bp1ePr0KQwMDKh54vPBzqsmOjo6ePXqFT5+/MgciLx9+xZKSkpQVlbGy5cvoauri2vXrkFDQ+MfmbOuYLskaFTOfv36Fb/88gvWrFkjtlanTV12kUJovz8iIyNRVlaGMWPGIDMzE7a2tsjIyEDTpk0RFhaGQYMGsa4hPz8fw4YNQ0FBAT5//oyMjAzo6urCxcUFnz9/xp49e1jXIMTKygpmZmbYvHmzSNwwNjYWkyZNQl5eHusalJWVMX78eDg6OopU9HBB79690bx5cwQHB4vcP2bMmIFXr14hNjaWnYmJlL/F/v37Sdu2bUlYWBhp1KgROXr0KNmwYQPzPReUl5eTd+/eiXzRoqysjMyfP580b96cyMjIiH3RYvfu3aR58+Zk/vz5JDQ0lISGhpL58+eTFi1akN27d5OIiAjmi028vLxIQECA2HhAQADx9vZmde6ajB49mhw7dozafN+iZcuWJCMjg5O5IyIiiJWVFZGRkSEqKipET0+PGBkZkbZt2xJZWVnSsmVLsmzZMlJYWEhFT7NmzZi/hb6+Prl06RIhhJC0tDSipKRERQPfSEhIIOrq6qRt27Zk9OjRZPTo0aRdu3akadOm5P79+9R0FBUVEQsLCyIQCIiamhpRU1MjAoGAWFpakpcvX1LToaenR0JDQ8XGQ0JCiI6ODqtzN2nShPm/q6mpEXl5eSIjI0OUlZVFxtXU1FjVQQghFRUVJCgoiDx//pz1ueqiYcOGZMKECeTy5cucaeAjqamppEWLFmTYsGFEXl6ejB07lnTq1Im0bNmSZGVlUdUSGhpKGjRoQMaPH098fX2Jr68vGT9+PJGTkyOHDx+mouH69evky5cvVOb6UbhcFwqJiYkh06ZNI40aNSL6+vpk2bJl5O7du1Q1lJaWkvPnz5Pdu3cz7w/hV33j+vXrRFFRkVhZWRF5eXmSnZ1NCCFk48aN5Oeff6amo1+/fuTUqVOEEEImTpxIhg0bRm7dukWmTZtGOnfuTE2HpaUlOXLkiNj44cOHyYABA6jp4BITExNiamrKfCkrKxM5OTnSvn170r59eyInJ0eUlZWJqakpVV1BQUGkvLyc6py1MTY2Jr6+vqSgoIA0btyYxMbGEkIIuXfvHmnZsiWn2rjkyJEjZODAgSLP+szMTGJpaUnCwsLI06dPSd++ff/Re4q2trbIV6NGjcTW6o0aNWJ9jVyTxo0bk5ycHGrz1UVSUpLIV0JCAtm3bx/p2LEjOXHiBNfyCCGEvHnzhlRVVVGbb+TIkWTKlCnk8+fPRFlZmXnWXbt2jejp6VHTQUj1+0T4WampJS8vjzRs2JCKhlOnTpGRI0cSOTk5oq+vTzZu3EiePXtGZe7aKCgokIcPH4qNp6amEgUFBdbmlWZ8/x84fPgw3N3dkZ2dDQBo06YNPDw84OTkRE3Dx48fsXTpUhw/fhxv3rwRu07rhG/+/Pm4du0a1q9fj6lTp8Lf3x/Pnj3D3r174e3tjcmTJ1PR8T3jfiFsn45ra2vjyJEj6NOnj8j4nTt3YG9vT81nKSAgAJ6ennBwcOC8NG7jxo148eLFXzqx/6d5/fo1bt26hfz8fJSXl6NZs2YwNTWFqanpD793/gmGDBmCGTNmYNKkSZg1axZSUlKwcOFChIaG4u3bt7hz5w41LXzI/AKAn376CXp6eti/fz9T1lpRUYGZM2ciJycHN27coKJjwoQJyMnJQUhICFMd8PjxY0yfPh16eno4evQoFR2bN2/G5s2bsWXLFlhaWgIAoqKisHTpUri5uWHFihWszf29Jjk1oZENV1f2Oy1CQ0MRFBSE69evQ0NDAzNmzICDgwMrJbT/Nt69ewc/Pz+RDPj58+ejdevWVHV06tQJs2fPhqurq8j4tm3bsH//fiYLnBZcVr7xYV1YWFiIoKAgBAQE4P379xg/fjz27NmD5ORkGBoasj5/Tb7XUyMnJ4eqHq7p3bs3xo0bh0WLFolknt29exdjxozBn3/+SUVHzYzArKwsjBgxgskIPHbsGPPcYxslJSUkJydDX19fZDwjIwMmJibUMnq5RJhh/SNwYQf35csXvHz5UqyXAw37hvDwcEyaNAmVlZUYNGgQLl++DKB6T3Pjxg1cvHiRdQ21+fTpk1iTXNq0b98eJ06cEOv/8uDBA/z888/IyclBbGwsfv75Z7x48eIfn//IkSP4/fffERAQwFglPHnyBLNmzcIvv/xCLe4wffp0mJiYiK09+ML58+exZcsWXL9+ncp8tfsS1cXBgwdZVlJt2xQbGwsDAwORZ11eXh4MDQ2p3ttbtGiByMhImJqaimi5cuUKHB0d8fTpU2paXr16xexr0tLSMHToUDg6OsLOzo6aHW/Xrl2xfft2sed8dHQ0XFxc2LPDYy2k/h8kIiJCYjZPWVkZKSoq4kARIfPmzSOdOnUi4eHhRFFRkRw8eJCsX7+etGvXjhw6dIiaDg0NDXLt2jVCCCEqKiokMzOTEFKdnTh8+HBqOvhCw4YNJZ4AZ2dnUzvZI4QQgUBQ5xfNTHxCCBk1ahRp3Lgx0dHRISNGjGCyeoVf9YmEhAQSHR1NCKnOMB46dChRUVEhZmZmJCkpiZoOvmR+EVJ9+puWliY2/ujRI6KoqEhNR+PGjSVmI965c4eoqqpS01FVVUWWLl1KFBQUmMoZJSUl4uHhQU0DX+jWrRu5evUq1zJITk4OWbt2LdHW1iaysrLEysqKhIWFkc+fP3MtjRqjR49msoaDg4PJp0+fOFZUjby8PLPuqElmZia1Zy5fKt+4XheOGDGCNG7cmEycOJGcO3eOVFRUEEIIadCgAXn06BHr89dmwIABZNasWaSyspLJtCooKCD9+/fnTSYcTRo1asSsT2tmnuXm5lJdn0qCdkYgIYR06NCBLFmyRGx8yZIlpEOHDlS1SBElIyOD9OvXT+xeSnsP8+LFC5KYmEgqKyuZsTt37pD09HRqGioqKoinpydp06YNkZWVZT63q1evJgcOHKCmQ4iioiJJSEgQG7979y6zZs/NzSWNGjViZX5dXV2SmJgoNn7v3j2ira3NypySWL9+PWnSpAn5+eefiZeXF+8qijIzM6lWEgsEAqKtrU1Gjx5NRo0aVecXDZo0acKsOWo+627evElatGhBRYMQJycnMmrUKPLlyxeirKxMcnJySH5+PjE1NSUuLi5UtdRk586dpGHDhkQgEJDmzZuTNWvWkLKyMtbnPX/+POncuTP5448/yNOnT8nTp0/JH3/8QYyNjcn58+dZq1KUBr7/AjIyMkypu4yMDGfB7prwJeDcqFEjkp+fTwghpG3btuTOnTuEkOpAAVsPve/BZXkclzYFfGXGjBnf/KJBQUEBefr0KfPznTt3iIuLC9m7dy+V+flGr169iI+PDyFEdFFw584d0rZtW6paWrRoQSIjI8XGL126RHWBoqysTB48eCA2npiYSFRUVKjpEPLhwwdy9+5dkpqaykmQsa5n3evXr6ltPC9evEhMTEzI2bNnyfPnzzm3biCEkCtXrpBJkyYRJSUloq6uTpydnTnRQRs5OTnGdoYv6yBCCGnfvj3Zs2eP2Pju3buplbRyHXAWwvW6UFZWlri6uopZm3EV+FZVVWUCVKqqquTx48eEEELi4+OJgYEBdT1c07ZtW3L79m1CiOhz/+TJk0RXV5e6nszMTHLp0iXy8eNHQgihHvg+f/48UVBQIEZGRsTJyYk4OTkRY2NjoqCgQM6fP09VixRR+vTpQ/r3708uXLhAHjx4IGbnwBVVVVXkwoULVBNEPDw8iK6uLjl06BBRVFRkPrdhYWGkV69e1HQIsba2JmZmZiLB58TERNKtWzdiY2NDCCHkzJkzxMjIiJX5FRUV60xSoZksU9t+peYXzf1+7XVxSUkJSUtLIxMmTCBdu3alpmPevHlETU2NmJiYEF9fX/LmzRtqc9dm/PjxZNasWYQQwgSbP3z4QCwtLanFHYSUlJQQKysroqqqSmRlZYmGhgaRk5Mj/fv3J6WlpVS1FBYWkk2bNpFOnToRJSUlMnnyZBIdHU1CQkJI586dyeDBg1nXUDsRU3igWfvnf3qfKQ18/wVatmxJzpw5QwipfsFo+r3WBV8CzsbGxuT69euEEEIGDRpE3NzcCCGE+Pr6Ug2g8eVEfNOmTaRp06bk4MGDJC8vj+Tl5ZGAgADStGlT4uXlRU2HFFH69etHQkJCCCHVGRwqKiqkd+/epFmzZvUyk5ZPmV/Ozs6kXbt2JCwsjBQUFJCCggJy9OhR0q5dO6qn4XZ2dqR///4ivmd//vknGTBgALUsBUIIOXjwIBMI4BKBQCAxuPns2TNWfdhqa6i9IOIi60sS4eHhRF1dnXMdtDA2NibTp08nQUFBRCAQkF27dpHg4GCJXzT5/fffiby8PJkzZw4JCQkhISEh5JdffiENGzaUGBBnA64DzkK4XhfGxcWRmTNnEhUVFdKjRw+ya9cu8urVK84C39KeGqK4ubmRfv36MWugzMxMcuvWLaKrq0vc3d2p6Xj9+jWxtLRk7uPC9YeDgwNZtGgRNR2EEPL06VOycuVKpgJx5cqVpKCggKoGvlBRUUG2bNlCunfvTlq2bEm9r0dNlJSUJFYCckVOTg5ZvXo1adeuHWnYsCET4KVB+/btmcq3muv1tLQ00qRJE2o6hLx48YJYWVkRgUBA5OXlmV4wgwcPZvolRUdHS0xo+ScYMWIEMTU1FekBdO/ePWJmZkZsbW1ZmbM2VVVVJC8vjzdrdUmVEZqamowvPS0+ffpEjhw5QqysrIiSkhIZN24cuXTpEvVDzadPnxJDQ0PSqVMn0qBBA9KrVy/StGlTYmBgwFnSxq1bt4i/vz/ZtGkTuXLlCpU5PTw8SFlZGTlx4gQZMWIEkZOTI127diW7du0ib9++FfndrKwsIicnx7qm69ev//DXP4k08P0XWLduncQbC5clrXwJOG/bto0p6bly5QpRUFAgDRs2JDIyMmTHjh3UdPDlRJxPNgXXr18nI0aMYJrU2Nrakhs3blDXwQeaNGnCZH75+vqSPn36EEIIiYyMrJeZ+HzK/Pr8+TNZuHAhs3iWkZEhDRs2JL/++ivVTOeCggJiYmJC5OTkiK6uLtHV1SVycnLE1NRUpFqAbVq0aEFUVFSIo6Mj8xrRRFimKSMjQ3777TeR0s1t27aRUaNGERMTEypavrUg2rVrFxUNNcnLyyPr1q0TsTzhqqk1bW7fvk169uxJmjVrRmRkZIiqqipp0qSJ2BftAAkh1fetvn37EnV1daKurk769u1LTp8+TW1+rgPOQviyLiwtLSUBAQGkb9++RE5OjlkPvn//npoGQggZPHgw0+B05syZpEePHuTQoUNk6NChpEePHlS18IHPnz+TmTNnkgYNGhCBQMC8NlOmTGFsaWgwdepUMnToUPL06VOR9celS5eIoaEhNR1SRFmzZg1p3bo12bp1K1FQUCDr168nTk5OpGnTptStG8zNzcnNmzepzlmbT58+kUOHDhELCwvms7Jt2zbq1WYKCgokLy+PECK6Xn/06BFnldWEVAfeIyIiSEREBFXrl5cvX5Lhw4eLBd6HDx9OLahZWVlJ5OTkxKqbuKD22vjGjRskLS2NfP36lVNdeXl5xN3dnejq6hJNTU3y4cMHqvN//fqVHDp0iCxZsoTMnTuX7N+/n/pBRWVlJQkICCA2Njakc+fOxMjIiNja2pLg4GAqhwHC6szGjRuT2bNnf7O5+MePH6kegNNGGvj+i6SlpZGzZ88SgUBAgoKCyOnTpyV+0YIvAefa5ObmkhMnTpDk5GSq8/LhRLyiooLExMSQ4uJizm0KQkNDSYMGDcj48eOZoNX48eOJnJwcsxGkhbDsq64vGjRq1Ijk5uYSQgixtbUl3t7ehBBC8vPzqWWv8gm+ZH7V/MyUlZWRlJQUkpKSQsVnTBJVVVXk8uXLZOfOnWTnzp3UTuVr8vXrV3Ly5EliZ2dH5OTkiIGBAfH29iYvXrygMr+wVFMgEBANDQ2R8s0OHTqQIUOGkPj4eCpaavP+/Xuyd+9e0r17d2oHzZ8+fSKHDx8mgwYNIrKyskRTU5OsXbuWuZ/UR+qqBqiv8CXgzMd1YXp6OlmyZAlp1aoVUVBQoJaRRwh/emrwjfz8fHL+/Hly7NgxTgI3LVu2ZP7+Ndfr2dnZnAby6ju6urrk3LlzhJDq1yUrK4sQUn0fmzhxIlUtUVFRpHfv3uTatWvk9evXVG3O7t27R+bOnUuaNGlCzM3Nia+vLyksLOSscsXMzIyx0Kz5efHw8CD9+vWjrocvPHnyhAm8P3nyhPr8hoaGJC4ujvq8/xYKCgqIh4cH0dHRIW3btqUa+D5y5Eid1xYvXkxFQ1VVFbGxsSECgYCYmJgQe3t7MmHCBNKlSxciEAjIyJEjWdcgXKtztaeui/LycnLnzh1y9uxZ5jMs/GILaeD7b+Lu7s67NxAh3AWc+QJfTsTram5Jm44dO5Jt27aJjfv4+JCOHTtS1bJjxw6Rry1btpBJkyYRdXV1snHjRioaevToQZYtW0Zu3LhBFBQUmE1XXFwcdU9rPsCXzC9C+PGZ+fLlC5GVlSWpqamc6qhNYWEh2bp1KzE2NiZycnLE1taWnD59WqTRElsMHDhQrBSOK2JiYsi0adNIo0aNiL6+Plm2bNk3Mxf+KebOnUvU1NRIw4YNyfjx40lkZCT1kk0+kpeXx5u/Ax/6N/Ax4EwIv9aFFRUV5NSpU1QD31L4ibKyMhNwr7leT0hIIOrq6lxKq9coKSkxlSutWrVirCSys7NJ48aNqWqRZHFGy+ZMVlaW/Prrr2JZzFwFvk+fPk1UVVWJt7c3UVJSIlu2bCEzZ84k8vLy5PLly1Q0uLq6Mn7Erq6u3/yqL5w5c4b069ePN/uGR48ekYsXL1ILJEqiptWJgoICGTt2LDl//jyVPUtNVFVVyYULF8TGf/31V9KqVSsqGg4ePEhUVFSYw/eaREVFERUVFdatAfliz1yTixcvkubNm4tYWda837NFA0j5W6xbt45rCRLR1taGtrY2J3NHRUVh+/btSEtLAwB06tQJv/76K6ysrKhpMDQ0xM2bN6GlpSUyHh4eDlNTU2o6jIyMkJOTAx0dHWpzSiInJwe2trZi43Z2dli5ciVVLS4uLhLH/f39ce/ePSoaNm3ahNGjR2PLli2YPn06unbtCgA4c+YMevToQUUDAISEhGDChAlo2LChyPiXL18QFhaGadOmUdEhLy+P/fv3Y+3atUhNTUVpaSlMTU2hr69PZf6a8OEzIycnB01NTVRWVnKmQRItW7ZEv379kJGRgYyMDKSmpmL69OlQU1NDYGAgBg4cyMq8X79+RUFBAV68eIEmTZqwMsf3KCwsRFBQEAICAvD+/XuMHz8enz9/xunTp2FoaEhFw61bt7Bu3TpMmTIFTZs2pTLnvwEtLS2UlJTg7t27ePnyJaqqqkSu07qPAcCkSZMwe/ZsTJ06FYWFhbCysoKRkREOHz6MwsJCrF27lnUNrq6uzPdWVlZIS0tDYmIi9PT00KVLF9bnrwsu14W1kZWVxahRozBq1Cjqc798+RJPnjwBAHTs2BHNmzenroErFi1a9MO/u23bNhaV/I+ffvoJISEhWL9+PQBAIBCgqqoKmzdvhoWFBRUNUsRp164dXrx4AU1NTbRv3x6XL1+GmZkZEhISxNasbHPt2jWq89Vk0KBBCAgIwMuXLzF16lQMHToUAoGAMz0jR47E2bNn4enpiUaNGmHt2rUwMzPD2bNnMXjwYCoaHjx4gK9fvzLfc0llZSWCgoIQFRUlcf0RHR1NRce0adPw8eNHdO3aFfLy8lBUVBS5XlxcTEVHTk4ORo8ejdTUVAgEAhBCAIB5z9La18ybNw9hYWHQ0NCAo6Mjjh49imbNmlGZuzaHDx/GxIkTce7cOfTr1w8A4OzsjJMnT1K7txw9ehQrV66U+EyztLTE8uXLcfjwYdbXyx06dPju/YvWexWofh3GjRuHtWvXomXLltTmFRDhJ0PKX6KoqAiLFy9mbri1/4w0Ayd8CDj//vvvcHFxwdixY9G7d28AQHx8PMLDw7F9+3bMnz+fio6IiAhMnz4dK1asgKenJzw8PPDkyROEhITg3Llz1BYHly5dwooVK7B+/Xp069YNjRo1ErneuHFjKjr09PSwZMkS/PLLLyLje/bsgY+PDzIzM6no+BY5OTkwMTHB+/fvqcxXWVmJ9+/fQ01NjRnLy8uDkpISWrRoQUWDrKwsXrx4ITbfmzdv0KJFC84Cr5WVlUhNTYWWlpbI34cGfPnMBAQE4OTJkwgNDYW6ujqVOeuiqKgIoaGhCAwMRE5ODkaNGgUnJydYWVmhrKwMnp6eCAsLQ35+Pmsa2rZti6tXr6JTp06szVEXtra2uHHjBmxsbDB58mQMGzYMsrKykJOTQ3JyMrXAtxTJnD17FpMnT0ZpaSkaN24ssqgWCARUF9FqamqIj4+HgYEBdu7ciWPHjuH27du4fPky5syZg5ycHGpa+AAf1oV84cOHD8xmXPhslZWVxYQJE+Dv7w9VVVWOFbLPjwaSBQIBtYDRw4cPMWjQIJiZmSE6Ohp2dnZ49OgRiouLcfv2bbRv3551DYQQPH36FC1atICCggLr8/0bWL58ORo3boyVK1fi2LFjmDJlCrS1tVFQUABXV1d4e3tzLZEaT58+RWBgIAIDA1FeXo4JEybg999/R0pKCidrIin/Y8GCBQgKCoKNjQ1at24tFtTbvn07FR3BwcHfvD59+nQqOmxtbSErK4sDBw5AR0cHd+/exZs3b+Dm5oatW7fip59+oqJDRkYGmpqaMDU1/Wag9eTJk1T0HDlyBAsWLMCVK1cQEBCAiIgIXLt2DR06dKAyf6tWrXDp0iWYmJhIvP7gwQMMHz4chYWFrGmQkZHBjh07vrvWofVeBar39A8ePKDynK+JNPD9Nxk+fDgKCgqwYMECiTfckSNHUtHBl4Bzu3btsHz5cixYsEBk3N/fH15eXnj27BkVHQBw8+ZNeHp6Ijk5GaWlpTAzM8PatWsxZMgQahpkZGSY72u+NwghEAgE1AKbu3fvxq+//gpHR0f06dMHAHD79m0EBQXB19dXLCDOBZs3b8bvv/+OvLw8rqVQQ0ZGBkVFRWIZZ8nJybCwsKAWMPr1119hbGwMJycnVFZWYsCAAYiNjYWSkhLOnTvHWiaxJPjymTE1NUVWVha+fv0KLS0tsQB8YmIiFR22traIjIxEhw4dMHPmTEybNk0sEP/y5Uu0atVKLNPln8TLywsZGRk4cOAAGjSgWyTWoEEDLFy4EHPnzhWpQpAGvvlBhw4dYG1tDS8vLygpKXGqRVlZGQ8fPoS2tjbs7OzQt29fLFu2DAUFBTAwMEB5eTkVHXwIOPNlXcgXJkyYgAcPHmDXrl3M3yMuLg4uLi4wMTFBWFgYxwrrL+/evYOfn5/Ien3+/Plo3bo1lfmrqqqgoKCAR48ecVLp9m8gLi4OcXFx0NfXl1hByjY3b97E3r17kZOTgz/++ANt27ZFaGgodHR0mCxOGly5cgWBgYE4deoUNDQ0MHbsWIwdOxZmZmZU5tfV1UVCQoJY1VlJSQnMzMyoHe46Ojp+93cEAgECAgJY1dGsWTOEhITA2tqa1Xn+LTRr1gzR0dHo0qULVFVVcffuXRgYGCA6Ohpubm7UMvRnzJjxQ5URgYGBFNRU8/vvv2PRokVo3rw5rl27Bj09PWpzy8vLIz8/v85n2vPnz6Gjo4PPnz+zpkFGRgaFhYXUkvt+BEdHR/Tt2xdOTk5U55UGvv8mKioquHnzZp0nOLTgS8BZWVkZSUlJYjeTzMxMmJqaorS0lIoOvhATE/PN6wMGDKCkBDh16hR8fHxENuJLliyhdjgjpPbpLyEEhYWFePXqFX7//XfMnj2byrzfgu2gplBLcnIyOnfuLBJIrKysRG5uLoYNG4bjx4+zqkNIu3btcPr0aZibm+P06dOYN28erl+/jtDQUERHR+P27dtUdADA9evXv/k60frMeHh4fPM6LZsrJycnzJw5kwnUSIIQgoKCAjFrp3+S0aNHIyoqCsrKyjA2NhY7CGAzayM+Ph4BAQE4duwYOnXqhKlTp8Le3h6tW7eWBr55QKNGjZCamgpdXV2upaBnz56wsLCAjY0NhgwZgvj4eHTt2hXx8fEYO3Ys/vzzT9Y18CXgzJd1IV9o1KgRIiMjxYJkN2/exLBhw1BWVsaRMu4Rfi7atWvHsZL/8enTJ/j5+WHx4sVU5uvcuTMCAgLQq1cvKvNJ+XFOnDiBqVOnYvLkyQgNDcXjx4+hq6sLPz8/XLhwARcuXKCu6e3btzh06BAOHjyIlJQUakkZdQWvioqKoKmpyWrgrLYOLS0tmJqailW71+TUqVOs6mjTpg2uX79OLXP3W1RWVuL06dPMPrtz586ws7ODrKwsNQ1qampITEyEjo4O2rdvjwMHDsDCwgLZ2dkwNjbGx48fqWnhkrpsvf744w+YmZmJZBjTsPWSlZVFYWFhndZqRUVFaNOmDav3kbqqzLnk48ePGDduHJo3bw5jY2PIycmJXF+4cCEr80oD338TQ0NDHD58mKpvtCT4EnCeNGkSTE1NsWTJEpHxrVu34t69e9Qzar58+SLR80tTU5OqDin/o3ZAUUZGBs2bN8fAgQPRsWNHKvN++vQJv//+OwwNDUUCE48ePcK8efOwceNG1nTU1OLh4QE3NzcoKysz1+Tl5aGtrY2ff/4Z8vLyrOoQoqCggKysLLRr1w6zZ8+GkpISduzYgdzcXHTt2pWa/YwU/uLg4PDN6zSyNsrKynDs2DEcPHgQd+/eRWVlJbZt2wZHR0eoqKiwPr8UyYwZMwb29vYYP34811IQExODUaNG4f3795g+fToOHjwIAFi5ciXS09OplNXyJeDMl3UhX9DU1MT58+dhbGwsMp6SkgJra2sqhyJ8oqqqChs2bICPjw/zXlBRUYGbmxtWrVolUn3FFq9evcKdO3cgLy+PQYMGQVZWFl+/fsXvv/+OjRs3oqKiAq9fv2ZdB1Bt2bR582bs3r0bRkZGVObkG2fOnMHw4cMhJyeHM2fOfPN37ezsKKmqThZxdXXFtGnToKKiguTkZOjq6lKxB/gREhMTWc/4Fr4eo0aNQnBwsIhdQWVlJaKionDlyhWmfwHbzJ8/H0ePHoWWlhYcHBwwZcoUTmwBfXx8kJOTAz8/P06917OysmBtbY1nz57BwMAAAPDkyRNoaGjg/Pnz1KwcfvrpJ7i5uWHUqFGYNGkS3r59i9WrV2Pfvn24f/8+Hj58SEUH1/DN1ktGRgbDhw+vsz/C58+fcenSJVYD33zM+A4ICMCcOXOgoKCApk2bilklslXBIg18/00uX74MHx8f7N27l9OmQXwJOG/YsAFbt25F3759RQKKt2/fhpubm4g/L1unOED1xs7R0RGxsbEi47TtEgD+lOcJKS0tFTsIoOWbzBdmzpyJ1q1bM82UhKxbtw5Pnz5lgiVsUllZiUOHDmHIkCHUynnrQktLC/v378egQYOgo6OD3bt3w8bGBo8ePUK/fv3w9u1balp0dHTg4OCAGTNmcHpANX36dDg5OaF///7U5965c+cP/y6b91E+8+TJEwQEBCA0NBQlJSUYPHjwdzfqUtghICAAnp6ecHBwkJixQSNAUlVVhS1btuDMmTP4/PkzunXrhh07djANpmj2b+BLwJkv60K+sG/fPvzxxx8IDQ1Fq1atAFQ3zZ0+fTrGjBnDC8s3mqxYsQIBAQHw8PBA3759AVQ38HV3d8esWbPw22+/sTr/rVu3MGLECLx//x4CgQDm5uYIDAzEqFGjGHur6dOnizWJYws1NTV8/PgRFRUVnDan45KagZFvHXzQ3kcpKSnh8ePH0NbWFgl85+TkwNDQEJ8+faKmhSu+9XrIyclBW1sbPj4+GDFiBDVNnz9/xsmTJ3Hw4EHExsbCxsYGTk5OGDJkCLUg9OjRo3Ht2jWoq6ujc+fOYusPWh7S1tbWIITg8OHDzAHAmzdvMGXKFMjIyOD8+fNUdERGRqKsrAxjxoxBZmYmbG1tkZGRgaZNmyIsLAyDBg2iokOKKN9LHhJC0/qFD7Rq1QoLFy7E8uXLqRy2C5EGvv8mNRdKSkpKYjdcWgslvgScdXR0fuj32DzFAYC+ffuiQYMGWL58uUTv9a5du7I2d034Up6Xm5uLBQsW4Pr16yILRC4OAgAgOzsbgYGByM7Ohq+vL1q0aIGLFy9CU1MTnTt3Zn1+VVVV3Lt3T8zLMTMzE+bm5nj37h3rGoDqTOu0tLQf/tywhbu7O3bs2IHWrVvj48ePyMjIQMOGDXHw4EHs378fcXFx1LTs2LEDQUFBePjwISwsLODk5ITRo0fXeUrOFqNGjcKFCxeYbJbp06ejbdu2VObmy33030BlZSXOnj2LgwcPshr4TklJ+eHf7dKlC2s6+AgfAiTr16+Hu7s7rKysoKioiMjISEycOJHKIWZt+BJw5su6kC8I+zZ8/vyZOVQtKChAw4YNxdYCtHo4cEmbNm2wZ88esYOpiIgIzJs3j/XKhIEDB6JNmzZYuXIlgoOD4ePjA319ffz2228YO3Ysq3NLgi/N6aSIo6uri3379sHKykok8B0SEgJvb288fvyYa4nU0NHRwb1798Q8vrkmPz8fQUFBCAkJQUVFBR49eiRSzcoWfKhGBKqttOLj48UqipKTk9G3b19OK6yKi4uhpqbGaUY8l7x79w6VlZViFQnFxcVo0KBBvUv+4xPq6upISEiQNrf8t8CXhZI0UCJKo0aNcP/+fVatM34EvpTn9e3bF4QQuLi4oGXLlmIPP5pe4zExMRg+fDj69u2LGzduIC0tDbq6uvD29sa9e/cQHh7OuoZWrVrB29sbM2bMEBkPCgrCsmXLUFRUxLoGADA3N8emTZt4cQIfHh6Op0+fYty4cYzPZ3BwMJo0aULdBx6oDjwEBQXh6NGjqKysxKRJk+Do6EitgRBQXYYdGhqK4OBgPH78GFZWVnBycsLIkSPFDjnrA+Hh4Th+/DgKCgrw5csXkWv/9UCRjIwMBAJBnV6WwmtcHCRKAfT19bF48WIma/fq1auwsbFBeXk51SwSgD8BZ+m6UJTv9W2oCa0eDlyioKCAlJQUMW/cJ0+ewMTEhPVGsE2bNsXNmzdhaGiI8vJyKCsr4+TJk5ysN6Twm40bNzJ+2oMHD8aFCxeQn58PV1dXrFmzBs7OzlxLpMLXr18xbNgw7Nmzh3dNWJ8+fYrAwEAEBQXhy5cvSE9PpxL45gvq6uo4d+4c+vTpIzJ++/Zt2Nrasp4IOWbMmO/+ToMGDdCqVSsMHjyYkwa1XDF8+HDY2tpi3rx5IuN79uzBmTNnOOkRIKUaV1dXNG/eHCtXrqQ6rzTwLeUf5cuXL8jNzUX79u1FGvfRonv37ti+fTsnViI14Ut5nrKyMu7fv8/4jnFJ7969MW7cOCxatEjkb3L37l2MGTOGis+mt7c3PDw8MGvWLPTo0QMAcOfOHRw8eBBr1qzB8uXLWdcAAJcuXcKKFSuwfv16dOvWTaxhoPQUGozf57Jly/D161cYGxtj4cKFcHBwoJq9kJiYiMDAQBw4cADKysqYMmUK5s2bx7vNB1vs3LkTq1atwowZM7Bv3z44ODggOzsbCQkJmD9/Putl8VyTn5//w7/LZpNRKZJp2LAhsrKyoKGhwYzV7F1AE2nAWcq/gZ49e6Jnz55i1lrOzs5ISEhAfHw8q/PX9htVUVFBUlIS9cyvmnBdjcgXqqqqEBQUhJMnTyIvLw8CgQA6OjoYO3Yspk6dSj1zlBACLy8vbNy4kWnO17BhQyxevFjMsvC/TvPmzREbG8uLtWdNqxOhdZGDgwOGDRtG/cD51atXjL+5gYFBnU0E2WLatGlITExEQECAyL5y1qxZ6NatG4KCglid/0esNKqqqvDy5UvExMRg8eLF8PT0ZFUTX1BXV8ft27fRqVMnkfH09HT07dsXb9684UiZlIULFyIkJARdu3ZFly5dxJLK2Go8Kg18/wXev3/PBKS+1/SNduCK64Dzx48f4ezszGTCZ2RkQFdXF87Ozmjbti2rAcWar8W9e/ewevVqeHl5SfQcpfW68KU8z8LCAqtWrYKVlRWV+b6FsrIyUlNToaOjI/I3ycvLQ8eOHakdBhw/fhy+vr5M9+1OnTrBxcWFaoO2mgvDmhsJLjJHY2JisHXrVubvYWhoiCVLluCnn36ipqEmX79+xalTpxAYGIgrV66gV69ecHJywp9//gl/f39YWlriyJEjVLS8ePECISEhCAwMxJ9//omff/4Zz549Q0xMDDZv3gxXV1fW5q6rM7lAIICCggL09PQwcuRI1psKdezYEevWrcPEiRNFPrdr165FcXEx/Pz8WJ1fCr/YuXMnZs+eDQUFhe960tOw0ZCVlUVhYaHIZldFRQUpKSmcW0lxDdfrQj5RUlKC8PBwZGdnY8mSJVBXV0diYiJatmxJzcqKL8TExMDGxgaamppMZUJcXByePn2KCxcusP7sl5GRQXR0NPPs6tOnD44fPy52UEXLOooP1Yh8gBACW1tbXLhwAV27dkXHjh1BCEFaWhpSU1NhZ2eH06dPc6Lty5cvyMrKQmlpKQwNDetVRrEQV1dXNGzYEN7e3pzqmDdvHsLCwqChoQFHR0dMnjwZzZo1o66jrKwMzs7OCAkJYfpXycrKYtq0adi1axeUlJSo6CgpKcH06dNx9uxZJuZQUVEBOzs7BAUFiTQj5Zpz585h3rx5KCgo4FoKFeqyoUlNTUXPnj2ZwzQp9PleE9Jr166xMq808P0XkJWVxYsXL5jmH5JOvmkHrrgMONfExcUFt2/fxo4dOzBs2DCkpKRAV1cXERERcHd3x4MHD1ibu/ZrIXwNakL7deFLeV52djbmzJmDKVOmwMjISOwggKYnbbt27XD8+HH06dNHJIB26tQpLF68GNnZ2dS0cE1MTMw3r9OyoDl06BAcHBwwZswYpsnV7du3cerUKQQFBWHSpElUdAD/y6w+evQoZGRkMG3aNMycOVPEtujhw4fo3r07q6XYX79+xZkzZxAYGIjLly+jS5cumDlzJiZNmsQcnJ06dQqOjo6sNv+0sLBAYmIiKisrmYqNjIwMyMrKomPHjnjy5AkEAgFu3boFQ0ND1nQoKSkhLS0NWlpaaNGiBa5cuYKuXbsiMzMTvXr1qpcZE48fP5Zo+0KjmSPX1PQZ/VZgmVZWs4yMDIYPHy7SC+Ds2bOwtLQUqaSh1egK4D7gzJd1IV9ISUmBlZUVVFVVkZeXhydPnkBXVxerV69GQUEBQkJCuJZInefPn8Pf3x/p6ekAqhMA5s2bhzZt2rA+97fso7iwjuJDNSIfCAwMhIuLCyIiIsSCEtHR0Rg1ahT8/Pwwbdo0TvQJXwcalTympqY/nN1Oy+5NGOTV19eXWCnKVoZkbWRkZKCpqfndvxHbz9xffvkFV69ehZ+fn0iT3oULF2Lw4MHYvXs3q/PXJjMzU+R+WrvJNR8oKSmBo6Mj1fUQl1hYWMDIyAi7du0SGZ8/fz5SUlJw8+ZNjpRJ4Yr6nQLyF6mZocDWScRfZcWKFUhOTsb169cxbNgwZtzKygru7u7UNjinT5/GsWPH0KtXL5EHYefOnVkPaPLltajJ8uXLUVVVhUGDBuHjx4/o378/U55H05Pu1atXyM7OFimF4sqT1t7eHsuWLcMff/wBgUCAqqoq3L59G4sXL+ZsIc0VNL3Vv8Vvv/0mlrm8cOFCbNu2DevXr6ca+O7evTuzWB01apREL20dHR3Y29uzqqN169aoqqrCxIkTcffuXZiYmIj9joWFBZo0acKqDmE2d2BgIBNwf/fuHWbOnIl+/fph1qxZmDRpElxdXREZGcmajlatWqG4uBhaWlrQ1NREfHw8unbtitzc3Dp9r/+r5OTkYPTo0UhNTRUJ3AifefXB4zs3N1fi91whqZ/KlClTOFDCn4AzX9aFfGHRokWYMWMGNm/eDBUVFWbc2tqa6jOOT7Rp04Yzmyo+3DdqkpqaKrGKrEWLFnj9+jUHirjh6NGjWLlypcRMPEtLSyxfvhyHDx+mul6vqqrChg0b4OPjwzQJVFFRgZubG1atWsWarcaoUaNY+Xf/Lzx8+JDpdZORkSFyjaYFzbRp03jRLPHEiRMIDw/HwIEDmTFra2soKipi/Pjx1APf+vr6vLCh+RZNmjSpN0FvoLrvipWVFZKTk5meWlFRUUhISMDly5c5Vlc/+RFPeoFAgBMnTrAyvzTj+1+OlpYWE3CumamQlZUFMzOz71qy/FMoKSnh4cOH0NXVFdGRnJyM/v374927d1R08A2uy/MMDQ3RqVMnLF26VGJzS5qetF++fMH8+fMRFBSEyspKNGjQgGleGBQUBFlZWVbmVVdXR0ZGBpo1a/bd7tZsNyGpzcePHyVmjtLKxG/YsCEePXoklpmQlZUFIyMjavYzQLWXMh88kkNDQzFu3DgoKChwqqNt27a4cuWKWDb3o0ePMGTIEDx79gyJiYkYMmQIq5vzmTNnQkNDA+vWrYO/vz+WLFmCvn374t69exgzZgwCAgJYm5tv2NraQlZWFgcOHICOjg7u3r2LN2/ewM3NDVu3buXMHkgKP+Cy8q0mfFkX8gVVVVUkJiaiffv2In+P/Px8GBgYUH3O8YWSkhLcvXsXL1++ZGwChNS3RARpNWI1rVq1wqVLlyQe9gPAgwcPMHz4cBQWFlLTtGLFCgQEBMDDw0Mkq9fd3R2zZs36z/cYkVI3SkpKuH//vph/86NHj9CjRw+UlZVR0UEIQXh4OK5duybxflqfAs18JCkpCVu2bEFSUhIUFRXRpUsXrFixgveHFP9VfsSTHqiuQGIDacb3v5xXr14xDWJqUlZWRvVE1tzcHOfPn2eymYVzHzhwgPEQrI/Iy8tDRUUFKioqnHjS5efn48yZM7wouZKXl8f+/fuxZs0aPHz4EKWlpTA1NWX94bN9+3Ymy2vHjh2szvWjvHr1Cg4ODrh48aLE67QyRzU0NBAVFSX2/rh69apIszgaCIPeX758kbh41NTUpKJj6tSpVOb5Hu/evcPLly/FAt+vXr1iAldNmjQROzT5p9m3bx/zWsyfPx9NmzZFbGws7Ozs8Msvv7A6N9+Ii4tDdHQ0mjVrBhkZGcjIyKBfv37YuHEjFi5cSC2wKYWfcFn5VhO+rAv5QsOGDSUG+zMyMqg3QuMDZ8+exeTJk1FaWorGjRuLvCcEAkG9C3xLqxGrKS4uRsuWLeu83rJlS1bt3SQRHByMAwcOiNiIdenSBW3btsW8efPqZeA7KysL2dnZ6N+/PxQVFSXae9YHevfujXXr1iEkJIRJVCkvL4eHhwfVuMOvv/6KvXv3wsLCQmKCmRRuMTExweHDh7mWIeX/w1ZA+0eRBr7/5fAl4Ozl5YXhw4fj8ePHqKiogK+vLx4/fozY2Njv+hn/F6moqICHhwd27tzJlOcpKyvD2dkZ69atk2jjwAaWlpZITk7mReBbiKamJrUgJiBaCi+pLJ4Lfv31V5SUlODOnTsYOHAgTp06haKiIqakkxZubm5YuHAhkpKS0KdPHwDVHt9BQUHw9fWlpgOoDkI4OTkhNjZWZJy2LU9ZWRm8vb0RFRUlMQBPw7cYqLY6cXR0hI+PD7p37w4ASEhIwOLFi5ky3Lt376JDhw6s6hAGeIXY29uzbjfDVyorK5lDtGbNmuH58+cwMDCAlpYWnjx5wrE6KVzDl4AzX9aFfMHOzg6enp44fvw4gOq/R0FBAZYtW4aff/6ZY3X0cXNzg6OjI7y8vKg1gOMzXl5emD9/PjQ0NFBZWQlDQ0OmGnH16tVcy6OGsBKzLmRlZVFRUUFRUXUwvmafFyEdO3akVqFZWVmJ7du34/jx4xIrNGnpePPmDcaPH49r165BIBAgMzMTurq6cHJygpqaGtW9Ax/w9fXF0KFD0a5dO3Tt2hUAkJycDAUFBVbt/2oTGhqKkydPwtramtqcUurm/fv3jD3k96rbhL8npf4gDXz/y+FLwLlfv35ISkqCt7c3jI2NcfnyZZiZmSEuLk6sm259wNnZGSdPnsTmzZuZjWZcXBzc3d3x5s0bat5jtra2cHV1RWpqKoyNjcUC7jSbsVVWViIoKKjOgGJ0dDQ1HadPn0ZaWhqA6mw8Ozs71qxWJBEdHY2IiAiYm5tDRkYGWlpaGDx4MBo3boyNGzfCxsaGio65c+eiVatW8PHxYYICnTp1wrFjxzBy5EgqGoQ4ODigQYMGOHfuHFq3bs1Z1sTMmTMRExODqVOncqpj7969cHV1hb29PbPZbNCgAaZPn47t27cDqN78HThwgHUtJSUlCAgIEPnMODo68qpbPQ2MjIyQnJwMHR0d9OzZE5s3b4a8vDz27dsHXV1druVJ4Ri+BJz5si7kCz4+Phg7dixatGiB8vJyDBgwAIWFhejdu3e9zBh99uwZFi5cKA16/3+E1Yhr165FamoqtWpEvkEIwYwZM0QaBdfk8+fPlBUBXbt2hZ+fH3bu3Cky7ufnxwQ72cbDwwMHDhyAm5sbVq9ejVWrViEvLw+nT5/G2rVrqWgAAFdXV8jJyaGgoEDE3mPChAlYtGhRvQt8GxkZITMzE4cPH2aaSk6cOBGTJ0+GoqIiNR2qqqrS9R+PUFNTw4sXL9CiRQs0adJE4h6Oiz5nUviB1OP7P0B2dja8vb2RnJyM0tJSmJmZYdmyZfUy4MwXVFVVERYWhuHDh4uMX7hwARMnTqTmef6txi+0b/oLFixAUFAQbGxsJAYUhcE8NsnKyoK1tTWePXsGAwMDAMCTJ0+goaGB8+fPo3379qxrAKpPmVNSUqCtrQ0tLS0cOXIEffv2RW5uLjp37oyPHz9S0cEnGjVqhPv370vM7qFJkyZNcP78ecZPkmtKS0uZLHNdXV3qlkn37t3D0KFDoaioiB49egCozjwvLy9nDjjrC5GRkSgrK8OYMWOQlZWFESNGICMjA02bNsWxY8dgaWnJtUSqFBQUQENDQ+xeTgjB06dPqVb28IFbt25h+PDhmDJlCoKCgvDLL7+IBJy7detGTYt0XSjOrVu3kJKSwvw9rKysuJbECWPGjIG9vT3Gjx/PtRQpPIJr71VJxMTEwMbGBpqamiJJRE+fPsWFCxeo9NVo3749du7cCRsbG6ioqCApKYkZi4+Pl9gYlQ1atWqFyMhIdO3aVcSLPicnB126dGGqi6XQJTg4GJcuXcLBgwepBtylSCYmJgZ9+/ZFgwYNvnvQP2DAAEqqpPAFaeBbyv+JH22SRKucJDc3FxUVFWKZGpmZmZCTk4O2tjYVHS1atEBMTIxY0420tDT0798fr169oqKDTzRr1gwhISGcloNZW1uDEILDhw9DXV0dQHX54JQpUyAjI4Pz589T0dG9e3ds2LABQ4cOhZ2dHZo0aYKNGzdi586dCA8Pp+YHm5CQgKqqKvTs2VNk/M6dO5CVlYW5uTkVHUD132T79u3o168ftTkloaOjgwsXLoh9drnkzz//BFDdhIs2P/30E/T09LB//36mDLqiogIzZ85ETk4Obty4QV0TnyguLv5u09z/KrKyskxmTU3evHmDFi1a1MtsGmnAWQofOXPmDPP9q1ev4OnpCQcHB84rAfnAzz//jB49emDZsmUi45s3b0ZCQgL++OMPjpRJAYDnz5/D39+fyert1KkT5s2bhzZt2lCZv1GjRkhLS4OmpiZat26N8+fPw8zMDDk5OTA1NaWWyKSiooLExETo6+uLBL6FyQlv3ryhooNPPHnyBLt27WKqETt16oQFCxZQTaApLy/H6NGjcfv2bWhra4vdTxMTE6lpkSJFyreRBr7/Aqampj+8uWX7RseXgLOMjMw3/ya0y0kGDBgAR0dHMS/nQ4cO4cCBA7h+/ToVHZ6enkhPT0dgYCBTNvj582c4OTlBX18f69ato6KDT7Rp0wbXr19n3ZP4WzRq1Ajx8fFiQYjk5GT07duXWsbEoUOHUFFRgRkzZuD+/fsYNmwYiouLIS8vj6CgIEyYMIGKjh49emDp0qUYO3asyPjJkyexadMm3Llzh9X5a97H7t27h9WrV8PLy0viZpzW4dmhQ4cQERGB4OBgTkvBq6qqGM934ftSRUUFbm5uWLVq1TerOf5JFBUV8eDBA7GNxOPHj2Fubl4vqxOkVCMjI4OioiKxBoH5+fkwNDREWVkZR8rqJ3xZF/KRqKioOm3WDh48yJEqevzo84Lmer2uPZVAIICCggL09PQwY8YMWFhYsKqjefPmiI6OFlsXpqamwsrKCkVFRazOL0UyX79+xbBhw7Bnzx5ObWcMDAwQEhKCnj17ol+/fhgxYgSWL1+OY8eOwdnZGS9fvqSiw9raGt26dcP69euhoqKClJQUaGlpwd7eHlVVVQgPD6eigy+cOHEC9vb2MDc3Z6oB4uPjkZCQgLCwMGr9G4S+62PHjpXY3LI+7vf5RElJCe7evSvx2V+fmhdLqUbq8f0XEDYU4wN1+RYJoRVwvnbtmsic1tbWOHDgANq2bcvqvHXx4MEDiRYFvXr1woIFC1ide8yYMSI/X716VazpxpcvXzBo0CBWddQmISEB165dk3jT37ZtGzUdbm5u8PX1hZ+fH2fZkQ0bNsSHDx/ExktLSyEvL09Nx5QpU5jvu3Xrhvz8fKSnp0NTUxPNmjWjpuPx48cSrSpMTU3x+PFj1uevfR8jhIh9Pmjcy2pvwLOystCyZUtOszdWrVqFgIAAeHt7M/e0W7duwd3dHZ8+faLmTdu4cWMUFBSIBb6fPn3KNHqsL/Cl8SnXLFq0CEB1gGrNmjUiB0SVlZW4c+cOTExMOFJHH74EnPmyLuQbHh4e8PT0hLm5Oad9G7ik9r2KDwwbNgy7d++GsbGxiI1WSkoKZsyYgcePH8PKygonT55ktedIXes/OTm5H/5sS/nnkZOTQ0pKCtcyMHr0aERFRaFnz55wdnbGlClTEBAQgIKCAri6ulLTsXnzZgwaNAj37t3Dly9fsHTpUjx69AjFxcW4ffs2NR18YenSpVixYgU8PT1FxtetW4elS5dSC3yfP38ekZGRnFerShHn7NmzmDx5MkpLS9G4cWORZ79AIJAGvush0sD3X4BPp3Z8CTjX9keSlZVFr169OGv0IBAIJAY23717x/pmr3ajt9oPXQ0NDVbnl4SXlxdWr14NAwMDsZNo2pu/W7du4dq1a7h48SI6d+4sFlA8efIk6xpGjBiB2bNnIyAggNlo3blzB3PmzOGkvPfLly/Izc1F+/btOfFKbtiwIYqKisQ+ry9evGBsLdik5n2MS/h0qCkkODgYBw4cEHlfdunSBW3btsW8efOoBb4nTJgAJycnbN26FX369AEA3L59G0uWLMHEiROpaOALfGl8yjUPHjwAUL32SE1NFQkaycvLo2vXrli8eDFX8qjDl4AzX9aFfGPPnj0ICgrC1KlTuZYipQavX7+Gm5sb1qxZIzK+YcMG5Ofn4/Lly1i3bh3Wr1/PauDb2NgYx44dE2tUGBYWBkNDQ9bmlfJ9hEFmb29vzjTUnHvChAnQ1NREXFwc9PX1YWtrS02HkZERMjIy4OfnBxUVFZSWlmLMmDGYP38+WrduTU0HX3jx4oXEwOWUKVOwZcsWajo0NDTqZRXVvwE3Nzc4OjrCy8tL2sxZCgCp1cl/hpp+X/VZh62tLRQVFXH06FHIysoCqM5AmzBhAsrKynDx4kVOdHFFy5YtsWnTJsyYMYNrKd9tnEOjYU5JSQmmT5+Os2fPMoH3iooK2NnZISgoSOzwgi0+fvwIZ2dnBAcHAwAyMjKgq6sLZ2dntG3bFsuXL6eiY+LEiXjx4gUiIiKY/3tJSQlGjRqFFi1a4Pjx41R0ANJGebVRUFBASkqKmDXQkydPYGJigvLycio6vnz5giVLlmDPnj2oqKgAUJ2JNXfuXHh7ezNWTvUBvjU+5RoHBwf4+vrW+01fzQZK3wo4026kxPV6jC80bdoUd+/epda8mu8sXLgQenp6WLhwoci4n58fsrKysGPHDio6VFVVcf/+fejp6YmMZ2VloVu3bnj37h3S09PRvXt3iQkt/xRnz57FmDFjMGnSJKZBcVRUFI4ePYo//viDlwfj9QVnZ2eEhIRAX18f3bp1Q6NGjUSu06xalcIvrK2tMW7cOLG9ZWBgIMLCwhAZGUlFx/nz57Fr1y7s2bOHWh8xKT9Go0aNkJqaWu/XQFL+hzTj+29SWVmJ7du34/jx4ygoKMCXL19ErhcXF3OkrH6zadMm9O/fHwYGBky375s3b+L9+/eIjo7mWB19ZGRkOA/SVFVVYcuWLcjIyMCXL19gaWkJd3d3TrpfN2nSBBEREcjMzBRplFN748U2K1asQHJyMq5fv45hw4Yx41ZWVnB3d6cW+N66dSv69+8PLS0tmJqaAgCSkpLQsmVLhIaGUtEgREdHR2KjvOLiYujo6FArz9fV1UVCQgKaNm0qMl5SUsI0NKJB165d4efnh507d4qM+/n5MfZJNJCXl4evry82btzINF1t3759vcyeUFNTY5riSgF27NjBHIbUpLi4GA0aNKg3AXG+Vb5JEWXmzJk4cuSIWGZxfeXEiRMizS6F9OnTB97e3tQC3woKCoiNjRVbf8XGxkJBQQFA9fpR+D1b2Nra4vTp0/Dy8kJ4eDgUFRXRpUsXXL16lfphlRRRHj58yFRDZmRkUJv3zJkzGD58OOTk5CR+VmpCs1r07du3CAgIYJo5GhoawsHBoV6uS+zs7LBs2TLcv38fvXr1AlDt8f3HH3/Aw8ND5HVj8zWaMmUKPn78yKyLa1czS+NB3DF06FDcu3dPuhaTwiDN+P6brF27FgcOHICbmxtWr16NVatWIS8vD6dPn8batWvFMinYhi+ZPcKGGzo6OpxpeP78Ofz8/JCcnMwsYBcsWEB1YaCjo/PN0mdawbPNmzfj+fPn1DYykli/fj3c3d1hZWUFRUVFREZGYuLEifWioVRdaGlp4dixY+jVq5fIZzcrKwtmZmZUfSXLyspw+PBhkc/LxIkTxRZvbMOXRnkyMjIoLCwUC8AXFRVBQ0ND7JCTLWJiYmBjYwNNTU2mcU9cXByePn2KCxcuMAd7tMjKykJ2djb69+8PRUVFxr6hPsGXxqd8Yfjw4bC1tcW8efNExvfs2YMzZ87gwoULHCnjFj6tx/iggwuEPvRAdfA0ODgYXbp0QZcuXcSebfUta1RBQQEPHz6UmGltZGSET58+UdGxYcMGeHl5YdasWejevTuAao/vAwcOYOXKlVi1ahW2b9+OCxcu4MqVK1Q0SZECiK4Dv9UYlmbPhBs3bsDW1haqqqowNzcHANy/fx8lJSU4e/Ys+vfvT0UHX+BLw15h5W5dTJ8+nbW5pYhT88Dj1atX8PT0hIODA4yNjcWe/VxYnErhFmng+2/Svn177Ny5EzY2NlBRUUFSUhIzFh8fjyNHjlDVw1XAuXZDx7Nnz8LS0lKsHI2GfzOf8PX1Ffn569evePDgAS5duoQlS5ZQy+itqqqCjY0NMjIyYGhoyImvtr6+PhYvXoxffvkFQHXTTxsbG5SXl//wwuWforKyEkFBQXU2p6NVFaCkpISHDx9CV1dXJDiRnJyM/v374927d1R08AFhgMLX1xezZs2S2ChPVlaW9eY9wsXSqFGjEBwcLGJ7U1lZiaioKFy5cgVPnjxhVUdNnj9/Dn9/f5HqhHnz5qFNmzbUNLx584bpWi8QCJCZmQldXV04OjpCTU0NPj4+1LRwjampKbKzs0EI4bTxKV9QV1fH7du30alTJ5Hx9PR09O3bF2/evOFIGbfwJeDMh0QErrCwsPih3xMIBPWuGtDIyAhz5swRa/i+a9cu7N69m0pjayGHDx+Gn58f81w1MDCAs7MzJk2aBAAoLy+HQCBgPetbCj9xdHSEr6+vWCPtsrIyODs716sEGmNjY/Tu3Ru7d+8WsfKcN28eYmNjkZqayrFCKVK4hy8HIlL4idTq5G9SWFgIY2NjAICysjITqBoxYgSVcsraAedPnz5hzpw51APOtT2Rp0yZwup8kkhJSYGRkRFkZGS+2wG8S5cuVDS5uLhIHPf398e9e/eoaACqvRyvXbsGCwsLNG3alJMMzYKCAlhbWzM/W1lZQSAQ4Pnz52jXrh1VLS4uLggKCoKNjQ2MjIw4y1g1NzfH+fPn4ezsDOB/jUYPHDjAZPeyBd9KOPnSKK+mj2ftDA05OTloa2tTD/K2adOGWhPLunB1dYWcnBwKCgpEApwTJkzAokWL6lXgW+r1Ksrnz58lWp18/fqVmgc9X+Hi2cKXdSEf4EvjZD6yaNEiLFiwAK9evRLxtPbx8aFeHTh58mRMnjy5zutsWeKpqan98GdUalXAHcHBwfD29hYLfJeXlyMkJKReBb6zsrIQHh7OBL2BalutRYsWISQkhENl/KGkpARNmjShPm92djYCAwORnZ0NX19ftGjRAhcvXoSmpiY6d+5MXU99pnZCmxQpNZEGvv8m7dq1w4sXL6CpqYn27dvj8uXLMDMzQ0JCApVmX3wIOAN0GhJ+DxMTE6YkzcTEBAKBAJIKGfhwujd8+HCsWLGC2t8tODgYJ06cgI2NDZX5JFFRUSGWrSMnJ4evX79S1xIWFobjx4+LBOK5wMvLC8OHD8fjx49RUVEBX19fPH78GLGxsSKN0thg1KhRzOflW4E8Wp8XYYCC60Z5wsWSjo4O7t27J+bxzQV88HO8fPkyIiMjxQ6p9PX1kZ+fT00HH1i3bh3XEnhFjx49sG/fPuzatUtkfM+ePejWrRtHqujDl4AzX9aFUviNo6MjPn/+jN9++w3r168HAGhra2P37t2YNm0ax+rowKX9n5Tv8/79exBCQAjBhw8fRPYQlZWVuHDhgpgdHZtERUXVWSlKK/huZmaGtLQ0GBgYiIynpaVR7fvCFzZt2gRtbW1MmDABADBu3DicOHECrVu3xoULF6j9TWJiYjB8+HD07dsXN27cwG+//YYWLVogOTkZAQEBCA8Pp6JDihQp30ca+P6bjB49GlFRUejZsyecnZ0xZcoUBAQEoKCgAK6urqzPz4eAM1/Izc1lfIFzc3M5VvNtwsPDqQat1NXV0b59e2rzSYIQghkzZogcCEkKDNDIQpOXl6feyFIS/fr1Q1JSEry9vWFsbMwcnMXFxTGVJGxRc9HOp5Pxmve0P//8EwCoVwR8/foVurq6KC4u5jzwLcnPcefOnfD09KTq51hWVibRz7q4uJjKIS8fuX//PnMY0blzZ6YxbH1jw4YNsLKyQnJyMgYNGgSgOkCQkJCAy5cvc6yOHnwJOEvXhVJ+lLlz52Lu3Ll49eoVFBUVoaysTF2DjIzMN7Ou2Tx4l/ru8psmTZpAIBBAIBCgQ4cOYtcFAgE8PDyoaPHw8ICnpyfMzc3RunVrzipFFy5cCBcXF2RlZYk0c/T394e3t7dIxTOt6mYu2bNnDw4fPgwAuHLlCq5evYpLly7h+PHjWLJkCbU1yPLly7FhwwYsWrRIpDLB0tISfn5+VDRIESU6OhoLFixAfHy8WDLVu3fv0KdPH+zevbve+eJLkXp8/2PExcUhLi4O+vr6sLW15VqOFI7w9PSEm5sb+vXrJ7I4IoSgsLAQr169wu+//47Zs2dT0RMYGIhLly4hMDCQs2ZsDg4OP/R7NDbtPj4+yMnJgZ+fX71rzFebr1+/YtiwYdizZw/09fW5loOqqips2LABPj4+KC0tBVDtUevm5oZVq1ZR84Nv3rw5YmNjOf+b8MXP0draGt26dcP69esZz2AtLS3Y29ujqqqqXmWzvHz5Evb29rh+/TpTTltSUgILCwuEhYWJNWatDyQlJWHLli1ISkpimuOuWLGC88+PFClS+E1ERITIz8JeOMHBwfDw8ICTkxMVHQUFBd+8rqmpSUWHlP8RExMDQggsLS1x4sQJkYQheXl5aGlpUet10rp1a2zevBlTp06lMl9dfG8NLKx25kN1Mw0UFRWRkZEBDQ0NuLi44NOnT9i7dy8yMjLQs2dPvH37looOZWVlpKamQkdHR6S/R15eHjp27EitWbCU/2FnZwcLC4s6E1F37tyJa9eu4dSpU5SVSeEaaeBbyr+e7/kU14Rtz2JZWVm8ePECv//+u0hgVUZGBs2bN8fAgQPRsWNHVjXURNqMTbwMPTo6Gurq6ujcuTP1Zp/v37//od+jZffBlyAvAKxYsQIBAQHw8PBA3759AQC3bt2Cu7s7Zs2aRc3r2tXVFQ0bNoS3tzeV+epCUVERSUlJYmWtT548gYmJCTUP5YcPH2LQoEEwMzNDdHQ07Ozs8OjRIxQXF+P27ducV5TQZMKECcjJyUFISAjjd/748WNMnz4denp6OHr0KMcKpUiRIuXfzZEjR3Ds2DGxwDhbcJl5LuXb5OfnQ1NTk9NElaZNm+Lu3bucr3X+irWclpYWi0r4QZs2bRAeHo4+ffrAwMAAGzZswLhx4/DkyRN07979h/db/1fatWuH48ePo0+fPiKB71OnTmHx4sXIzs6mokPK/9DS0sKlS5fEGq8LSU9Px5AhQ7576Cnlv4fU6uRvUlewVdh9XE9PDzo6OpRV1U9+tOEYjVNw4TmSu7s7q/P8KNJmbOJl6KNHj+ZIyf/KN+uCdraG0KKJ6yAvUO1Hf+DAAZHDqS5duqBt27aYN28etcB3RUUFDh48iKtXr6Jbt25iPr3btm2jooMvfo5GRkbIyMiAn58fVFRUUFpaijFjxmD+/Plo3bo1NR184NKlS7h69arIYtrQ0BD+/v4YMmQIh8q459OnT/jy5YvIGFd+/VKkSPn30qtXL2pVkcD/GmwLEWaeb9u2jfPm0vWdtLQ0PH36FP369QMA+Pv7Y//+/cxzV01NjXUNM2fOxJEjR7BmzRrW5/oWzZo1E1uP1mfGjBmDSZMmQV9fH2/evMHw4cMBVH+eaVpa2tvbY9myZfjjjz8gEAhQVVWF27dvY/HixfWmZwLfKCoqEktsq0mDBg3w6tUrioqk8AVp4PtvMmrUKIlNFGuWGvXr1w+nT5+m8mCuz/DJpxgAryw0pM3Y/mehUlFRgSNHjmDIkCFo1aoVJ1qEjRyB6iC3tbU1Dhw4gLZt23Kihy9BXqDaM1pSNUTHjh1RXFxMTcfDhw9hZmYGAMjIyBC5RvOzzRc/x4KCAmhoaGDVqlUSr9WnMvCqqiqJi2k5OTnePYdo8PHjRyxduhTHjx/HmzdvxK5LMyWlSJHyVygvL8fOnTuprokkHSSbm5ujTZs22LJli1jVoBR6LFmyBJs2bQIApKamYtGiRXBzc8O1a9ewaNEi1iwSFy1axHxfVVWFffv24erVq+jSpYvYGoDWOrlly5YYP348HB0dmYOA+sz27duhra2Np0+fYvPmzUyfghcvXmDevHnUdHh5eWH+/PnQ0NBAZWUlDA0NUVlZiUmTJmH16tXUdEj5H23btsXDhw/rPABJSUmpd4k7UqqRWp38TaKiorBq1Sr89ttv6NGjBwDg7t27WLNmDVavXg1VVVX88ssv6NmzJwICAjhWK4UWMjIyUFVV/W6AjGYgD5A2YxOipKSEtLQ03pQB1iyL4wILC4s6rwkEAkRHR1PT0rNnT/Ts2RM7d+4UGXd2dkZCQgLi4+OpaeEDfPFzFNo3tWjRQmT8zZs3aNGiRb0Kbo4cORIlJSU4evQo4y/67NkzTJ48GWpqavXOL3D+/Pm4du0a1q9fj6lTp8Lf3x/Pnj3D3r174e3tjcmTJ3MtUYoUKTxFTU1NrBfOhw8foKSkhEOHDrFuTfg9srKy0LVrV5SVlXGqoz6jrKyMhw8fQltbG+7u7nj48CHCw8ORmJgIa2trFBYWsjLvt9bGNaG5Tj59+jSCgoJw4cIFaGtrw9HREdOmTaPmdS7l2xQUFODhw4coLS2FqakpLywk6yvOzs64fv06EhISoKCgIHKtvLwcPXr0gIWFhdh+U8p/H2ng+29iZGSEffv2oU+fPiLjt2/fxuzZs/Ho0SNcvXoVjo6OUg8hysTExGDr1q1MoNfQ0BBLlizBTz/9xPrcMjIy2LFjh5i9Rm1odZSXNmMTZeDAgfj11195YwHDdeCbT8TExMDGxgaampro3bs3gOqmwU+fPsWFCxeofH5rkpWVhezsbPTv3x+KiopMkJkWfPFzlJGRQVFRkdi9Ij8/H4aGhvUqKPD06VPG41xDQ4MZMzIywpkzZ9CuXTuOFdJFU1MTISEhGDhwIBo3bozExETo6ekhNDQUR48exYULF7iWKEWKlFosXLgQenp6WLhwoci4n58fsrKysGPHDio6goODRX4W9sLp2bMn1UrZ2l7AhBC8ePEC7u7uSE9PR1JSEjUtUkRRV1fHrVu3YGhoiH79+mHatGmYPXs28vLyYGhoiI8fP3ItkTqvXr1CaGgogoKCkJaWhqFDh8LR0RF2dnZo0EBayC9FSlFREczMzCArK4sFCxYwlpHp6enw9/dHZWUlEhMT0bJlS46VSqGNNPD9N1FUVERCQgKMjIxExlNTU9GjRw+Ul5cjPz8fnTp1qpcPZq44dOgQHBwcMGbMGKZB3u3bt3Hq1CkEBQVh0qRJrM4vIyODwsJCsexIrpA2YxPl+PHjWLFiBVxdXSVae7BpGSEJaeBblOfPn8Pf3x/p6ekAgE6dOmHevHlUM1revHmD8ePH49q1axAIBMjMzISuri4cHR2hpqYGHx8fKjrKyso49XMUlvr6+vpi1qxZUFJSYq5VVlbizp07kJWVxe3bt7mSyAmEEFy9elXkPWplZcWxKm5QVlbG48ePoampiXbt2uHkyZPo0aMHcnNzYWxsjNLSUq4lSpEipRZt27bFmTNn0K1bN5HxxMRE2NnZ4c8//2RdQ0VFBby8vODo6Mj5gaGk5paEEGhoaCAsLIw5iJdCHzs7O3z58gV9+/bF+vXrkZubi7Zt2+Ly5ctYsGCBmB0dG7x79w6VlZVQV1cXGS8uLkaDBg047WWxa9cuLFmyBF++fEGzZs0wZ84cLF++XGS9JoVdKisrERQUhKioKLx8+VLM9o5m5ayU/5Gfn4+5c+ciMjKSsSUWCAQYOnQo/P39pX346inSwPffpF+/flBRUUFISAiTCffq1StMmzYNZWVluHHjBq5evYr58+fjyZMnHKutP3Tq1AmzZ8+Gq6uryPi2bduwf/9+JgucLeqyBeAKVVVVXL16Fd27dxcZv3v3LoYMGYKSkhJuhHGEJPsIWpYRklBRUUFKSgqnD+B79+7h+PHjKCgoEGtOd/LkSY5Ucce0adPw8uVLHDhwAJ06dWIOJiIjI7Fo0SI8evSIig5lZWVO/RyFpb4xMTHo3bs35OXlmWvy8vLQ1tbG4sWLpeWc9ZguXbpg165dGDBgAKysrGBiYoKtW7di586d2Lx5M5UAmhQpUv4aCgoKEv1Ps7KyYGRkhE+fPlHRoaKigtTUVGhra1OZry5iYmJEfhZmnuvp6UkzaDmmoKAA8+bNw9OnT7Fw4UI4OTkBAFxdXVFZWUnFqmD48OGwtbUV843es2cPzpw5Q72yqaioCMHBwQgKCkJ+fj5Gjx4NJycn/Pnnn9i0aRPatGmDy5cvU9VUn1mwYAGCgoJgY2OD1q1bix2ibd++nSNlUgDg7du3yMrKAiEE+vr60r579RzpE/1vEhAQgJEjR6Jdu3YiJc+6urqIiIgAAJSWlkobG1AmJycHtra2YuN2dnZYuXIl6/Pz7RxJ2oxNlNzcXE7nr90k6dOnT5gzZ45YZi+tgHNYWBimTZuGoUOH4vLlyxgyZAgyMjJQVFSE0aNHU9FQk7dv3yIgIEDEpsjBwUEs04ZNLl++jMjISLEsNH19/b9kP/J/5dChQwgKCoKlpSUnfo7CRqwODg7w9fXlNKuJS3bu3InZs2dDQUHhu5vs2tYB/3UcHByQnJyMAQMGYPny5bC1tYWfnx++fv1KtTGuFClSfhw9PT1cunQJCxYsEBm/ePEi1eozS0tLxMTEcB74HjBgAKfzS6kbTU1NnDt3TmycZjDxzp07Ep9nAwcOlNj0my1OnjyJwMBAREZGwtDQEPPmzcOUKVMYG0sA6NOnD1PdK4UOYWFhOH78OKytrbmWIkUCampqYsl/Uuov0sD338TAwACPHz/G5cuXmVIrAwMDDB48mMkq5YuPcH1CQ0MDUVFRYpksV69eZQ4o2IRvwWRLS0u4uLiINWNzdXXFoEGDOFZHH66bWtb2fp8yZQpHSqrx8vLC9u3bMX/+fKioqMDX1xc6Ojr45ZdfqHe8vnHjBmxtbaGqqgpzc3MA1UFHT09PnD17Fv3796eio6ysTGKZaHFxMRo2bEhFA1D9/Bg1apSIn+OaNWuo+zkGBgaK/Pz+/XtER0ejY8eO6NixI+vzc8327dsxefJkKCgofHOzLRAI6l3gu2ZllZWVFdLT03H//n3o6elRt42SIkXKj7Fo0SIsWLAAr169gqWlJQAgKioKPj4+1Py9gepM2uXLlyM1NVWi9RzXzS2l8ItPnz6JVSXSOJD//PkzKioqxMa/fv2K8vJy1ucX4uDgAHt7e9y+fbvOQF6bNm2oBuOlVFdA1o45SJEihZ9IrU6k/KfYvXs3fv31Vzg6OjKNR2/fvo2goCD4+vril19+4VghXaTN2MTJzs7Gjh07RLKKXVxc0L59e46V0adRo0Z49OgRtLW10bRpU1y/fh3GxsZIS0uDpaUlXrx4QU2LsbExevfujd27d0NWVhZAtXfevHnzEBsbi9TUVCo6rK2t0a1bN6xfv56xotHS0oK9vT2qqqoQHh5ORYckuPBzHD9+PPr3748FCxagvLwcXbt2RV5eHgghCAsLw88//8za3FL4y9evXzFs2DDs2bNHancjRcq/jN27d+O3337D8+fPAQDa2tpwd3fHtGnTqGmQZD0nhAvrOSn8o6ysDMuWLcPx48fx5s0bses03iMWFhYwMjLCrl27RMbnz5+PlJQU3Lx5k3UNAPDx48d6792tpqb2w03mi4uLWVZTjY+PD3JycuDn5/fD2qRIkcIN0ozv/wNRUVF1NjM4ePAgR6rqN3PnzkWrVq3g4+OD48ePA6j2/T527BhGjhzJsTr6aGhoIDExUdqM7f8TGRkJOzs7mJiYiDQ/7dy5M86ePYvBgwdzrJAuampq+PDhA4DqhlcPHz6EsbExSkpKqDflzcrKQnh4OBP0Bqo98xctWoSQkBBqOjZv3oxBgwbh3r17+PLlC5YuXYpHjx6huLiYk0aOtf0cx44dK+LnGB8fz6qf440bN5gMolOnToEQgpKSEgQHB2PDhg31KvDt6emJxYsXi20+y8vLsWXLFqxdu5YjZfSRk5NDSkoK1zKkSJHyN5g7dy7mzp2LV69eQVFREcrKytQ18K1CUgr/WLp0Ka5du4bdu3dj6tSp8Pf3x7Nnz7B37154e3tT0bBhwwZYWVkhOTmZqZSNiopCQkICFS/t9+/fS/y+NvXBjo5mRcq3qG1bGR0djYsXL6Jz585i9qL1sVeSFCl8RZrx/Tfx8PCAp6cnzM3NJTYzOHXqFEfKpEiRUhempqYYOnSo2IJ5+fLluHz5MhITEzlSxg2TJk2Cubk5Fi1ahPXr12PXrl0YOXIkrly5AjMzM6oLtr59+2LJkiViFlGnT5+Gt7c34uPjqWl59+4d/Pz8kJycjNLSUpiZmWH+/PlU7V9q+znOnDlTzM8xOzsbnTp1Eiv//SdRVFRERkYGNDQ0GI9xb29vFBQUwNDQEKWlpazNzTfqal785s0btGjRot5lKLq6uqJhw4bUAhBSpEiRIqX+oKmpiZCQEAwcOBCNGzdGYmIi9PT0EBoaiqNHj1JrLJmUlIQtW7YgKSkJioqK6NKlC1asWEGl2klGRuabmcSEEGmFBGUcHBx++Hdr2wVKkSKFO6QZ33+TPXv2ICgoCFOnTuVaihQJfPnyRWImvqamJkeK6BIdHY0FCxYgPj5eLAvg3bt36NOnD/bs2YOffvqJI4XckJaWxlQC1MTR0ZE3mQQ0ePjwIYyMjODn54dPnz4BAFatWgU5OTnExsbi559/pt6Yd+HChXBxcUFWVhZ69eoFAIiPj4e/vz+8vb1FskvZ9g9WVVXl3CeRL36OGhoaiIuLg7q6Oi5duoSwsDAA1Y1IFRQUWJ2bbwg3mLVJTk6m2oCVL1RUVODgwYO4evWqRI9eaYNLKVL4gZmZGaKioqCmpgZTU9NvBtJoJABUVVUhKCgIJ0+eRF5eHgQCAXR0dDB27FhMnTqVqmVAQkICqqqq0LNnT5HxO3fuQFZWluk5IoU+xcXFTMPVxo0bM/YV/fr1w9y5c6npMDExweHDh6nNVxNho3Ggeg1ibW2NAwcOoG3btpzo4SO0/d+lwWwpUv6dSAPff5MvX74wHtJS+ENmZiYcHR0RGxsrMl7fTsR37NiBWbNmSXzwq6qq4pdffsG2bdvqXeC7efPmSEpKEsvSSEpKEsvi/C/TpUsXdO/eHTNnzoS9vT2A6qyS5cuXc6Zp4sSJAKpLWyVdEwgE1D7Hb9++RUBAgIgPvIODA5XgprCUNT09nQkkSipvbdy4MRQVFbFu3TpW9fz666+YPHkylJWVoampiYEDBwKotkAxNjZmdW6+IPSVFAgE6NChg0hQprKyEqWlpZgzZw6HCrnh4cOHMDMzAwCmybcUKVL4x8iRI5nmzLWrqmhDCIGdnR0uXLiArl27wtjYGIQQpKWlYcaMGTh58iROnz5NTc/8+fOxdOlSscD3s2fPsGnTJty5c4eaFimi6OrqIjc3F5qamujYsSOOHz+OHj164OzZsyLVb2xTVVWFrKwsiQlVbDdeHzBggMjPsrKy6NWrF3MgUF/hg/+7FClS/l1IrU7+JsuWLYOysjLWrFnDtRQpNejbty8aNGiA5cuXS7Sg6dq1K0fK6KKlpYVLly6hU6dOEq+np6djyJAhKCgooKyMWzw9PbF9+3YsX75cpPnppk2bsGjRonrzeb558yYCAwMRHh6Oqqoq/Pzzz5g5cyanByH5+fk//LtaWlqs6bhx4wZsbW2hqqrKZHrdv38fJSUlOHv2LOubHD6Wtd67dw+5ubno1asX0yT3/PnzaNKkCeOV/18mODgYhBCmMkRVVZW5Ji8vD21tbfTu3ZtDhVKkSJHy7yAwMBAuLi6IiIiAhYWFyLXo6GiMGjUKfn5+1BptKisrIyUlRSyQmJubiy5dujB9UKTQZ/v27ZCVlcXChQtx9epV2NraghCCr1+/Ytu2bXBxcWFdQ3x8PCZNmoT8/HzUDplwkVCloqKC5OTkeh/4nj9/Pq5du4b169dL9H+fPHky1xKlSJHCM6SB77+Ji4sLQkJC0KVLF3Tp0kWsmYG0xJcbGjVqhPv376Njx45cS+EUBQUFPHz4EHp6ehKvZ2VlwdjYGOXl5ZSVcQshBDt27ICPjw+eP38OoNouYsmSJVi4cGG968hdVlaG48ePIygoCDdv3oSenh6cnJwwffp0tGrVirqW2lYJXGBsbIzevXtj9+7dTKPNyspKzJs3D7GxsUhNTWV1/piYGOb7b5W11s4CYoOSkhKsWrUKx44dw9u3bwFUZz/b29tjw4YNVDOu+EBMTAz69Okj9ryvrzg6OsLX1xcqKioi42VlZXB2dpY2+ZYihcdwZQk4ZMgQWFpa1llh5uXlhZiYGERGRrKqQ0jTpk1x7tw5scPL2NhY2NjYMM8+KdyTn5+P+/fvQ09Pj3XLOyEmJibo0KEDPDw8JCZU1TwIp4E08F0NX/zfpUiR8u9BGvj+m9TOUqiJQCBAdHQ0RTVShHTv3h3bt29Hv379uJbCKe3bt4ePj0+dJa0nT57E4sWLkZOTQ1cYjxBm8dQO2tRXsrKyEBgYiNDQUBQWFmLYsGE4c+YMtfmVlZUxfvx4ODo6cvr5VVRURFJSEgwMDETGnzx5AhMTE+qHRVxtcoqLi9G7d288e/YMkydPZqpHHj9+jCNHjkBDQwOxsbFQU1Ojqos279+/ZyyjJFnO1IRNT0k+Ulezz9evX6NVq1aoqKjgSJkUKVLqIiMjA05OTpxZArZq1QqXLl2CiYmJxOsPHjzA8OHDUVhYyKoOIRMnTsSLFy8QERHBBDFLSkowatQotGjRQmJfGCnsUl5ejqioKIwYMQIAsGLFCnz+/Jm53qBBA3h6elLpM9KoUSMkJyfXmUhEGxUVFaSkpEBHR4drKZyirKyMx48fQ1NTE+3atcPJkyfRo0cP5ObmwtjYuF41XpciRcqPIfX4/pvUbDYhhVtqBiM2bdqEpUuXwsvLC8bGxmKZefUlMGFtbY01a9Zg2LBhYgvD8vJyrFu3jllQ1lekAW9R9PT0sHLlSmhpaWHFihU4f/481fkPHTqEoKAgWFpaQltbG46Ojpg2bRratGlDVYeZmRnS0tLEAt9paWn1xioJqLYFkpeXR3Z2Nlq2bCl2bciQIYx10H8ZNTU1JrjbpEkTiVUh9a2HxPv370EIASEEHz58EHnGVFZW4sKFC/WqZ4IUKf8mHBwc0KBBA5w7d05iBivbFBcXiz1TatKyZUuqWdZbt25F//79oaWlBVNTUwDVfV9atmyJ0NBQajqk/I/g4GCcP3+e2af4+fmhc+fOUFRUBFBt19i6dWu4urqyrqVnz57IysriLPA9ZswYkZ8/ffqEOXPmiFVInjx5kqYszuGL/7sUKVL+PUgzvqX866ntiSsMQtSkvgUmioqKYGZmBllZWSxYsIAJ4qWnp8Pf3x+VlZVITEz85ubjv8ibN2+wdu1aXLt2TWKJr7BjfH3jxo0bOHjwIE6cOAEZGRmMHz8eTk5O6NWrF3Utr169QmhoKIKCgpCWloahQ4fC0dERdnZ2aNCA/bPaY8eOYenSpXB2dmb+//Hx8fD394e3t7eIbz6NUluuMr61tbWxd+9eDB06VOL1S5cuYc6cOcjLy6OqizYxMTFM74iaNjSSoGE/wwe+50MvEAjg4eGBVatWUVQlRYqUH4FrS0BZWVkUFhaiefPmEq8XFRWhTZs2VNfrZWVlOHz4MJKTk6GoqIguXbpg4sSJUlsrjvjpp5+wdOlS2NraAhBfBx06dAj+/v6Ii4tjXcupU6ewevVqLFmyRGJCFdvrQAcHhx/6vcDAQFZ18A0++L8LiYqKQlRUlMR9pdTyTYoU/iANfP9NLCwsvrnxk1qd0ON7wYia1JfABFDthTd37lxERkYyDVkEAgGGDh0Kf3//elkmZ21tjaysLDg5OaFly5Zin+Hp06dzpIw+z58/R1BQEIKCgpCVlYU+ffrAyckJ48eP54XXNgDs2rULS5YswZcvX9CsWTPMmTMHy5cvh5KSEmtzysjIfPO6QCCgepDGVVlrw4YNkZ2djXbt2km8/ueff0JPTw+fPn2iqksK98TExIAQAktLS5w4cQLq6urMNXl5eWhpaVGv1JAiRcqPwbUloIyML9AuvwAAQdRJREFUDIYPH46GDRtKvP7582dcunSp3iSqSBGndevWiIuLg7a2NgCgefPmSEhIYH7OyMhA9+7d8e7dO9a1SFoT0l4HSvk+XPi/A4CHhwc8PT1hbm4usYLm1KlT1LRIkSLl20itTv4mtb3pvn79iqSkJDx8+LBeBc/4QH0KZv8VtLS0cOHCBbx9+xZZWVkghEBfX/8/78n7LW7evIlbt27VK8sKSQwfPhxXr15Fs2bNMG3aNDg6OopZe3BFUVERgoODERQUhPz8fIwdOxZOTk74888/sWnTJsTHx+Py5cuszZ+bm8vav/0j8KWstVmzZsjLy6sz8J2bmysS8KwPXLp0CcrKykzAyN/fH/v374ehoSH8/f3rzb1V+MwVlhnXt6bAUqT8m+HaEvBH9kjTpk1jVcOZM2cwfPhwyMnJfbeXiZ2dHatapIhTUlIi4un96tUrketVVVUi19mE6zWhlB9DS0sLWlpa1Ofds2cPgoKCMHXqVOpzS5Ei5a8hzfj+h3F3d0dpaSm2bt3KtZR6S0lJCQICApCWlgYA6Ny5MxwdHal33pbCP7p3745du3ZxYuHBJ+zs7ODk5IQRI0ZAVlaWazkAqgO5gYGBiPx/7d17fM/1///x+3s227A1pxHNmM1hbDPkUxTRGHKKitAYyrFJKJ1QCilLSik598FnoSJyFtGnmDGUYk4jRswhjJ3evz/Uvt42xueX9/O9vW/Xy6VL6/l82e6X1d7t/Xg9X4/HypUKDg5Wnz591L17d5teffv371fNmjWVnp5+x3JcvHjR6Il3R3mstVevXtq/f79Wr16tokWL2uxduXJFkZGRCggIcKrHOENCQvT222+rdevW2rVrl+rXr6+hQ4dq/fr1qlGjhtM9agyg4Pn7BKsztwR0cXFRSkqKfH19b/qUl7N8PxxNUFCQxo8fr06dOuW5HxcXp5dffllJSUl2TgZHERMTo8DAQMXExNisf/jhh0pKStKkSZPskqN06dLasmWLqlatapevB+B/R+H7H5aUlKQGDRo4ba9g0+Lj4xUZGSlPT081aNBAkrR161alpaVp1apVqlu3ruGEMGnr1q0aMWKERo4cqdq1azvt8FNHdNddd6lLly7q06eP7r333jyvSUtL04QJEzRq1Kg7lqNEiRJ64okn1KtXL2OPgjuCo0ePqn79+nJ3d9fAgQNVo0YNWa1W7dmzRx999JGuXLmi+Ph4+fn5mY5qNyVKlNDu3btVuXJljR49Wrt379bChQuVkJCg1q1bKyUlxXREALgpZhXA0Q0ePFhr1qzRtm3bbIYnS1d/D6xfv74iIiL0/vvv2yXP/v37NWnSpJwDVcHBwRo8eDDFToMqVqyoJUuWqF69ejbrCQkJateunY4ePWqXHC+++KJKlCih1157zS5fD8D/jsL3P2zu3Ll68cUXdezYMdNRnNKDDz6owMBATZs2LWcQXmZmpvr06aMDBw5o48aNhhPCpH379qlr165KSEiwWXemk06O5vz585LyP2ltr5sSX331lWbNmqXly5ercuXK6tWrl6KiopyyZ/HBgwc1YMAArVq1ymZOQPPmzfXhhx8qMDDQcEL7KlWqlDZt2qTg4GA98MADioqK0jPPPKNDhw4pODhYly5dMh0RAHAb5syZo86dO+fqOZ6enq4FCxbc8bYryO3EiROqU6eOihYtqkGDBqlatWqSpN9++00ffvihMjMztX37dpUrV+6OZ1m5cqXatWunOnXqqFGjRpKkzZs3KzExUUuXLlXz5s3veAbk5uHhod27d+f6PTQpKUm1a9e22/yZwYMHa86cOQoNDVVoaGiuA1WxsbF2yQEgfxS+/0fX92G1Wq06fvy44uPj9dprr93RE4m4MU9PT23fvj3XtPpffvlF9evXpzDh5Bo0aCBXV1cNHjw4z+GWnHSyPxcXl5v2CDZ1U+KPP/7Q3LlzNWvWLO3Zs0eRkZHq1auX2rVrl3NTzVmcOXNG+/btkyQFBgY6XW/vv7Vr107p6elq1KiRxowZo4MHD6pixYpatWqVBg0apL1795qOCAD5oiXg/ylSpIiOHz8uX19fm/XTp0/L19eXAxGGHDx4UP3799fq1atz3Xj/6KOPFBAQYJcc4eHhioyM1Pjx423WR4wYoVWrVuU6SAP7qF27tvr166dBgwbZrH/wwQf6+OOP9csvv9glR9OmTW+4Z7FYtG7dOrvkAJA/Ct//o+v7sLq4uKhs2bJq1qyZWrRoYSgVypUrp7lz5+b6d7By5UpFRUXpxIkThpLBERQrVkzbt293mEGOsH3s2mq1qnXr1vrss89UsWJFm+tM3pT44IMPNHz4cKWnp6tMmTLq16+fRowYoWLFihnLBPtLTk7WgAEDdOTIEcXExKh3796SpCFDhigrK0uTJ082nNC+Ro0apV69ehkZKAXgf0NLQFsuLi46ceKEypYta7OemJiopk2b0rrSsNTU1Jxe3iZuvHt4eGjXrl0KCgqyWd+7d69CQ0PtdrIYtmbMmKFBgwZp+PDhatasmSRp7dq1mjhxoiZNmqSnn37acEIAjobC9206cOCAqlSpctMTijAnJiZGX375pd599101bNhQ0tVH0oYPH65OnTrZbdgFHFPjxo01cuRIRUREmI6CG/Dy8lJiYqLdTvPcyIkTJzR79mzNmjVLhw8f1qOPPqrevXvr6NGjevvtt1WhQgWtWrXKaEbApDp16mj37t1q0qSJevfurU6dOuVqFwDAsdAS8Krw8HBZLBYlJiaqVq1aNk9yZWVl6eDBg2rZsqXi4uIMpoRpfn5+io2N1eOPP26zHhcXp2HDhik5OdlQMnz88cd66623ctrL/j1/hfZEAPJC4fs2Xf9IXOfOnTV58mS79BlD/tLT0zV8+HBNnTpVmZmZkiQ3Nzf1799f48eP5025k/viiy80evRoDR8+XCEhIbl6sYWGhhpKhr+ZLnwvXrxYM2fO1MqVKxUcHKw+ffqoe/fu8vHxyblm//79qlmzptLT041khDlZWVn66quvbFoEtGvXTkWKFDGczIzt27dr5syZmj9/vjIzM9WlSxf16tXrhgNqAZhFS8CrXn/99Zy/Dx06VCVKlMjZK1q0qCpXrqxOnTqpaNGipiLCAbzxxht67733NGLECJsDVW+//baef/55hho6gD/++EOenp42P8N3UseOHTVr1ix5e3vnan17vcWLF9slE4D8Ufi+TS4uLkpJSckpfJsu0iBvly5d0v79+yVJVatWpSUBJF39+b2exWJhuKUDMf2aetddd6lLly7q06fPDYt3aWlpmjBhArMcnExSUpJat26t33//Padd0m+//SY/Pz8tW7ZMVatWNZzQnIyMDC1dujTnplGNGjXUu3dv9ezZ0yn7BgOOipaAtmbPnq3OnTvLw8PDdBQ4IKvVqkmTJmnixIk5J4srVKig4cOHKyYmhifAnVB0dLQmT54sLy+vXK1vrzdz5kw7pQKQHwrft4nCt2M7d+6csrKycvWAS01Nlaurq7y9vQ0lgyM4fPjwTffpVWuel5eXdu7cqSpVqtj1654/f16SdPHiRRUvXvyG1/Ea4rxat24tq9Wqf//73zn/jzl9+rS6d+8uFxcXLVu2zHBCc9LT0/Xll19qxowZWrdunRo2bKhjx47pxIkTmjZtmjp37mw6IgDREvBG4uPjc57kCQ4OVr169QwngmmZmZmaN2+eIiMjVa5cOf3555+Srv6eCvurW7eu1q5dq5IlS+a0KroRho4CuJ5r/pfgWhaLJdcLLXd7HUeXLl3Utm1bDRgwwGY9Li5OS5Ys0fLlyw0lgyOgsO14rn9M8PLly+rXr1+u4vOdflzQx8fnpq/lPBWADRs26Mcff7S5sVq6dGmNHz9ejRo1MpjMnG3btuW0OnF3d1dUVJSmTJmiwMBASVcHw8bExFD4BhzEu+++K4vFoqioqDxbAjqb33//XV26dNHmzZtzWpqdPXtWDRs21IIFC3TPPfeYDQhjXF1d1a9fv5wbIhS8zWrfvn1Oy9L27dtTfwFwWzjxfZtcXFzUqlWrnBfepUuXqlmzZnYv0iBvpUqV0ubNm1WzZk2b9V9//VWNGjXS6dOnDSWDozh27Jg2bdqkkydPKjs722YvJibGUCrnld9jgn+7048LbtiwIedjq9Wq1q1b67PPPlPFihVtrmvSpMkdzQHHVapUKX3zzTc5pyT/tnnzZrVt21apqamGkpkREhKiX3/9VS1atNDTTz+ttm3b5up1furUKfn6+uZ6rQVgf1lZWdq8ebNCQkLk7u5OS0BJLVu21NmzZzV79mybFlbR0dHy9vbWihUrDCeESQ899JCee+45dejQwXQUOKiFCxcqLi5OycnJuWb/cPIccBwUvm+ToxRpkLfixYvrxx9/VEhIiM36rl279K9//ctphvYgb7NmzVLfvn1VtGhRlS5d2ua0gMVi0YEDBwymgyOhjRWuFxUVpYSEBE2fPl0NGjSQJP300096+umnVa9ePc2aNctsQDsbM2aMevXqlevmEADH5eHhoT179ti9nZij8vT01A8//KDw8HCb9W3btunBBx/kfYOTi4uL00svvaQhQ4aoXr16uQ66hYaGGkrm3P4ePP/QQw8ZzTF58mS98sor6tmzpz799FNFR0dr//792rp1qwYOHKi33nrLaD4A/4fCNwqVpk2bqnbt2vrggw9s1gcOHKidO3fq+++/N5QMjsDPz0/9+vXTSy+9lOegS+BvFL5xvbNnz6pHjx5aunSp3NzcJF3tAdquXTvNmjXLqYY4ZmRkqEaNGvrmm29yPWEFwHHVr19fb7/9th5++GHTURxCtWrV9Pnnn+fczPzbli1b1LVrVyUlJRlKBkeQ13sFi8VC+zvD2rdvr5UrV6ps2bLq0qWLunfvrrCwMLvnqFGjhkaNGqUnn3zS5n3DyJEjlZqaqg8//NDumQDkjR7fKFTefPNNRUREKDExMeeX+rVr12rr1q1atWqV4XQw7dKlS+rSpQtFbwC3zcfHR19//bWSkpJyen7WrFkzp5+1M3Fzc9Ply5dNxwBwm958800NGzZMY8aMyfMEq7MNcH7nnXf07LPPasqUKapfv76kq4MuBw8erHfffddwOph28OBB0xGQh6+//lpnzpzRF198oXnz5ik2NlY1atRQt27d1LVrV1WuXNkuOZKTk3Pa33l6euYMQH3qqad03333UfgGHAgnvlHo7NixQ++884527NghT09PhYaG6qWXXlJQUJDpaDDshRdeUKlSpTRixAjTUeDgvLy8tHPnTh4Hh7Kzs/XOO+9oyZIlSk9P18MPP6xRo0bJ09PTdDSjxo4dq7179+qzzz6TqyvnKICC4Nob/9e2e3PWE6wlS5bUpUuXlJmZmfM69vfH198UcLY5DkBBcfToUc2fP18zZszQvn37cgb33mkBAQFatGiRwsPDVb9+fT399NPq27evVq1apS5duvCaATgQ3qmg0KlTp47+/e9/m44BBzRu3Di1adNGK1asUEhISE67gr/FxsYaSgbTOnbsaPPPly9fVr9+/RhcDL311lsaPXq0IiIi5Onpqffff18nT57UjBkzTEczauvWrVq7dq1WrVqlkJAQflaAAmD9+vWmIziUSZMmmY4AB3b69GmVLl1aknTkyBFNmzZNaWlpateunR588EHD6SBdbb0WHx+vn376SYcOHVK5cuXs9rWbNWumJUuWKDw8XNHR0RoyZIgWLlyo+Pj4XO8rAJjFiW8UeOfPn7/la53tEU7YevPNNzVy5EhVr15d5cqVyzXcct26dQbTwSQGF+NGgoKCNGzYMPXt21eStGbNGj3yyCNKS0tz6rZJ+f3M8LMCACiIdu3apbZt2+rIkSMKCgrSggUL1LJlS128eFEuLi66ePGiFi5cqA4dOpiO6rTWr1+vefPmadGiRcrOzlbHjh3VrVs3NWvWzOb93Z2UnZ2t7OzsnKdFFixYoB9++EFBQUHq27evihYtapccAPJH4RsFnouLS77/g3PWRzhhq2TJknrvvffUs2dP01EAFBDu7u5KSkqSn59fzpqHh4eSkpJ0zz33GEwGALfv7Nmz2rJli06ePKns7GybvaioKEOpzNm/f79mzpyp/fv36/3335evr6++/fZbVapUSbVq1TIdDwa0atVKrq6uGjFihObOnatvvvlGkZGRmjZtmiTp2Wef1bZt2/Tjjz8aTuqcKlasqNTUVLVs2VLdunVT27Zt5e7ubtcMmZmZGjt2rHr16sXvgkABQOEbBd6GDRtu+domTZrcwSRwdOXLl9f3339Pv3cAt6xIkSJKSUlR2bJlc9boAQ+gIFq6dKm6deumCxcuyNvbO9eTb87Wk3bDhg1q1aqVGjVqpI0bN2rPnj0KCAjQ+PHjFR8fr4ULF5qOCAPKlCmjdevWKTQ0NOdnZevWrapXr54k6ddff9V9992ns2fPmg3qpKZNm6bHH39cPj4+RnOUKFFCu3fvttswTQD/OwrfcBq7d+9W7dq1TceAQePGjdPx48c1efJk01EAFBAuLi5q1aqVzWmipUuXqlmzZjZ9rZ2xp/XChQsVFxen5ORkpaen2+wlJCQYSgXgRqpVq6bWrVtr7NixKlasmOk4xt1///16/PHH9fzzz8vLy0uJiYkKCAjQli1b1LFjRx09etR0RBjg4uKilJQU+fr6SpLNfxuSdOLECVWoUIEniQ3IyMiQp6enduzYYfx9ffv27dWxY0f16NHDaA4A+WO4JQq1P//8U/Pnz9dnn32mbdu28QuKk9uyZYvWrVunb775RrVq1co13NIZC1cAbi6vNzTdu3c3kMSxTJ48Wa+88op69uypr7/+WtHR0dq/f7+2bt2qgQMHmo4HIA+///67YmJiKHr/ZdeuXZo3b16udV9fX506dcpAIjiK69to2qtvNG7Ozc1NlSpVcoj39K1atdKIESO0a9cu1atXL9eQ73bt2hlKBuB6FL5RKG3cuFHTp0/XokWLVKFCBXXs2FFTpkwxHQuG+fj4MGUbwG1hSGPePvroI3366ad68sknNWvWLL3wwgsKCAjQyJEjna5dAlBQREZGKj4+PufkqrPz8fHR8ePHc7Wt2r59uypWrGgoFRxBz549c570unz5svr165dT2Lxy5YrJaE7vlVde0csvv6y5c+eqVKlSxnIMGDBAkhQbG5trj9ligGOh1QkKjZSUFM2aNUvTp0/X+fPn9cQTT2jq1KlKTExUcHCw6XgAABQaxYoV0549e+Tv7y9fX1+tXr1aYWFh2rdvn+677z6dPn3adEQAkpYsWZLz8R9//KE33nhD0dHRCgkJyfXkm7OdUBw2bJh++uknffHFF6pWrZoSEhJ04sQJRUVFKSoqSqNGjTIdEQZER0ff0nXcGDcjPDxcSUlJysjIkL+/f66T1rRaA3A9TnyjUGjbtq02btyoRx55RJMmTVLLli1VpEgRTZ061XQ0OJjMzEx999132r9/v7p27SovLy8dO3ZM3t7eKlGihOl4AFAglC9fXqmpqfL391elSpX0448/KiwsTAcPHhRnKgDH0aFDh1xrb7zxRq41ZzyhOHbsWA0cOFB+fn7KyspScHCwsrKy1LVrV7366qum48EQCtqOLa/XNAC4GU58o1BwdXVVTEyM+vfvr6CgoJx1Nzc3Tnwjx+HDh9WyZUslJyfrypUr2rt3rwICAjR48GBduXKFGyUAcIv69OkjPz8/jRo1SlOmTNHw4cPVqFEjxcfHq2PHjpo+fbrpiABwS44cOaJdu3bpwoULCg8Pt3kvAQA3snbtWr333nvas2ePJKlmzZp67rnnFBERYTgZgGu5mA4A/BM2bdqkP//8U/Xq1dO//vUvffjhhwylQS6DBw9W/fr1debMGXl6euasP/roo1q7dq3BZABQsHz66ad65ZVXJEkDBw7UjBkzVLNmTb3xxhv6+OOPDacDgBvLzs7W22+/rUaNGunee+/VlClT1LRpUz3xxBMUvYEC4OzZs/rss8/00ksv5cwVSUhI0O+//263DB999JFatmwpLy8vDR48WIMHD5a3t7dat27NbDHAwXDiG4XKxYsX9Z///EczZszQli1blJWVpdjYWPXq1UteXl6m48Gw0qVL64cfflD16tXl5eWlxMREBQQE6NChQwoODtalS5dMRwQAAPhHrVu3ToMGDdKPP/4ob29vm71z586pYcOG+vjjj9W4cWNDCe1rzJgxGj16tCIiIuTp6amVK1fqySef1IwZM0xHA5CPnTt3KiIiQnfddZcOHTqk3377TQEBAXr11VeVnJysOXPm2CXHPffcoxEjRmjQoEE261OmTNHYsWPtWoQHcHMUvlFo/fbbb5o+fbrmzp2rs2fPqnnz5jYDfuB8SpYsqc2bNys4ONim8L1p0yZ16tRJJ06cMB0RAAqMs2fPasuWLTp58qSys7Nt9qKiogylAnC9du3aqWnTphoyZEie+5MnT9b69ev15Zdf2jmZGUFBQRo2bJj69u0rSVqzZo0eeeQRpaWlycWFB6IBRxYREaG6detqwoQJNu/nfvjhB3Xt2lWHDh2yS44SJUpox44dCgwMtFnft2+fwsPDdeHCBbvkAJA/Ct8o9LKysrR06VLNmDGDwreT69y5s+666y59+umn8vLy0s6dO1W2bFm1b99elSpVYpgNANyipUuXqlu3brpw4YK8vb1lsVhy9iwWS86jxwDM8/f314oVK1SzZs0893/99Ve1aNFCycnJdk5mhru7u5KSkuTn55ez5uHhoaSkJN1zzz0GkwHIz1133aWEhARVrVrVpvB9+PBhVa9eXZcvX7ZLjq5duyo8PFzDhw+3WX/33XcVHx+vBQsW2CUHgPy5mg4A3GlFihRRhw4dmAANTZw4UZGRkQoODtbly5fVtWtX7du3T2XKlNH8+fNNxwOAAmPo0KHq1auXxo4dq2LFipmOA+AmTpw4ITc3txvuu7q66o8//rBjIrMyMzPl4eFhs+bm5qaMjAxDiQDcKnd3d50/fz7X+t69e1W2bNk7+rUnT56c83FwcLDeeustfffdd7r//vslST/++KM2b96soUOH3tEcAG4PJ74BOJXMzEwtWLBAO3fu1IULF1S3bl1169bNZtglAODmihcvrl27dikgIMB0FAD5qFq1qiZOnHjDQyCLFy/WsGHDdODAAfsGM8TFxUWtWrWSu7t7ztrSpUvVrFkzFS9ePGdt8eLFJuIBuIk+ffro9OnTiouLU6lSpbRz586cg26NGzfWpEmT7tjXrlKlyi1dZ7FYnOb1FCgIKHwDAADgtnTs2FFdunTRE088YToKgHw8++yz+u6777R169ZcJ53T0tLUoEEDNW3a1OY0Y2EWHR19S9fRAg9wPOfOndNjjz2m+Ph4/fnnn6pQoYJSUlJ0//33a/ny5TY3rwBAovANwMns27dP69evz3MY28iRIw2lAuCISpYsadO7+macraf19OnT9cYbbyg6OlohISG52ii0a9fOUDIA1ztx4oTq1q2rIkWKaNCgQapevbqkq729p0yZoqysLCUkJKhcuXKGkwLArdm8ebMSExNznuCNiIgwHQmAg6LwDcBpTJs2Tf3791eZMmVUvnz5XMPYEhISDKYD4Ghmz559y9f26NHjDiZxPC4uLjfcs1gsysrKsmMaAPk5fPiw+vfvr5UrV+rvt38Wi0WRkZGaMmXKLT/CDwDOavz48YqJibml2SY//fSTTp06pUceecQOyQDcDIVvAE7D399fAwYM0Isvvmg6CgAAgN2dOXNGSUlJslqtCgoKUsmSJU1HAoB8rVu3ToMGDdKPP/4ob29vm71z586pYcOGmjp1qh588ME7liEqKkrffvutHn/8cbVt21b169fPGaiZmZmpX375RZs2bdLnn3+uY8eOac6cOWrcuPEdywPg1lD4BuA0vL29tWPHDoaxAfj/cvnyZaWnp9usXf8mDAAAAP+Mdu3aqWnTphoyZEie+5MnT9b69ev15Zdf3tEciYmJ+vDDD7Vw4UKdP39eRYoUkbu7uy5duiRJCg8PV58+fdSzZ89cMxUAmEHhG4DT6N27t+69917169fPdBQABczFixf14osvKi4uTqdPn8617wytPSZPnqxnnnlGHh4e+Q7Bi4mJsVMqAABQ2Pn7+2vFihWqWbNmnvu//vqrWrRooeTkZLvkyc7O1s6dO3X48GGlpaWpTJkyqlOnjsqUKWOXrw/g1lH4BlCoXVucuXjxomJjY/XII4/kOYyNQg2AGxk4cKDWr1+vMWPG6KmnntKUKVP0+++/65NPPtH48ePVrVs30xHvuCpVqig+Pl6lS5e+aT9gi8WiAwcO2DEZAAAozDw8PLR7924FBgbmuZ+UlKSQkBClpaXZORkAR0fhG0ChdqvDmijUALiZSpUqac6cOXrooYfk7e2thIQEBQYGau7cuZo/f76WL19uOiIAAEChVLVqVU2cOFEdOnTIc3/x4sUaNmwY7+cA5OJqOgAA3EkHDx40HQFAIZCampozH8Db21upqamSpAceeED9+/c3Gc3uMjIyVKNGDX3zzTc3fOQYAADgn9K6dWu99tpratmyZa7e2WlpaRo1apTatGljKB0AR0bhGwAAIB8BAQE6ePCgKlWqpBo1aiguLk4NGjTQ0qVL5ePjYzqeXbm5ueny5cumYwAAACfx6quvavHixapWrZoGDRqk6tWrS7ra23vKlCnKysrSK6+8YjglAEdEqxMAAIB8vPfeeypSpIhiYmK0Zs0atW3bVlarVRkZGYqNjdXgwYNNR7SrsWPHau/evfrss8/k6so5CgAAcGcdPnxY/fv318qVK/V3GctisSgyMlJTpky55RaXAJwLhW8AAIDbdPjwYW3btk2BgYEKDQ01HcfuHn30Ua1du1YlSpRQSEiIihcvbrO/ePFiQ8kAAEBhdubMGSUlJclqtSooKEglS5Y0HUnnz5/XunXrVL16ddrAAQ6GwjcAAMD/4OzZs07X5uRv0dHRN92fOXOmnZIAAADY1xNPPKHGjRtr0KBBSktLU1hYmA4dOiSr1aoFCxaoU6dOpiMC+AuFbwAAgHy8/fbbqly5sjp37izp6hueRYsWqXz58lq+fLnCwsIMJwQAAIA9lC9fXitXrlRYWJjmzZunUaNGKTExUbNnz9ann36q7du3m44I4C8upgMAgL3MnDlTX3zxRa71L774QrNnzzaQCEBBMXXqVPn5+UmSVq9erdWrV+vbb79Vq1atNHz4cMPpAAAAYC/nzp1TqVKlJEkrVqxQp06dVKxYMT3yyCPat2+f4XQArkXhG4DTGDdunMqUKZNr3dfXV2PHjjWQCEBBkZKSklP4/uabb/TEE0+oRYsWeuGFF7R161bD6eynZMmSKlWqVK6/qlSposjISK1evdp0RAAAgDvKz89P//3vf3Xx4kWtWLFCLVq0kHS1/7iHh4fhdACu5Wo6AADYS3Jycp7Tvv39/ZWcnGwgEYCComTJkjpy5Ij8/Py0YsUKvfnmm5Ikq9WqrKwsw+nsZ9KkSXmunz17Vtu2bVObNm20cOFCtW3b1r7BAAAA7OS5555Tt27dVKJECfn7++uhhx6SJG3cuFEhISFmwwGwQeEbgNPw9fXVzp07VblyZZv1xMRElS5d2kwoAAVCx44d1bVrVwUFBen06dNq1aqVJGn79u0KDAw0nM5+evTocdP9OnXqaNy4cRS+AQBAoTVgwAA1aNBAR44cUfPmzeXicrWZQkBAQM7hCACOgcI3AKfx5JNPKiYmRl5eXmrcuLEkacOGDRo8eLC6dOliOB0AR/bee++pcuXKOnLkiCZMmKASJUpIko4fP64BAwYYTuc42rRpwxs+AABQ6NWvX1/169e3WXvkkUcMpQFwIxar1Wo1HQIA7CE9PV1PPfWUvvjiC7m6Xr3vl52draioKE2dOlVFixY1nBAACrZdu3apefPmSklJMR0FAADgH/P8889rzJgxKl68uJ5//vmbXhsbG2unVADyw4lvAE6jaNGi+s9//qMxY8YoMTFRnp6eCgkJkb+/v+loAAqAY8eOadOmTTp58qSys7Nt9mJiYgylcizTp09XnTp1TMcAAAD4R23fvl0ZGRk5H9+IxWKxVyQAt4AT3wAAAPmYNWuW+vbtq6JFi6p06dI2b2osFosOHDhgMJ393OiE07lz55SQkKC9e/dq48aNqlevnp2TAQAAAIAtCt8ACjUeSQPwT/Dz81O/fv300ksv5QwwckZNmzbNc93b21vVq1dX//79VaVKFTunAgAAMOf8+fNat26datSooRo1apiOA+AatDoBUKjxSBqAf8KlS5fUpUsXpy56S9L69etNRwAAADDqiSeeUOPGjTVo0CClpaWpfv36OnTokKxWqxYsWKBOnTqZjgjgL5z4BgAAyMcLL7ygUqVKacSIEaajAAAAwKDy5ctr5cqVCgsL07x58zRq1CglJiZq9uzZ+vTTT2964AqAfVH4BgAAyEdWVpbatGmjtLQ0hYSEyM3NzWafVkkAAADOwdPTU3v37pWfn5+ioqJUoUIFjR8/XsnJyQoODtaFCxdMRwTwF1qdAHAaFy9e1Pjx47V27VqdPHlS2dnZNvvOMpwOwO0bN26cVq5cqerVq0tSruGWAAAAcA5+fn7673//q1KlSmnFihVasGCBJOnMmTPy8PAwnA7AtSh8A3Aaffr00YYNG/TUU0/p7rvvplgF4JZNnDhRM2bMUM+ePU1HAQAAgEHPPfecunXrphIlSsjf318PPfSQJGnjxo0KCQkxGw6ADVqdAHAaPj4+WrZsmRo1amQ6CoACpnz58vr+++8VFBRkOgoAAAAMi4+P15EjR9S8eXOVKFFCkrRs2TL5+PjwfhNwIBS+ATiNKlWqaPny5apZs6bpKAAKmHHjxun48eOaPHmy6SgAAAAwaP369WratKnpGABuAYVvAE7j888/19dff63Zs2erWLFipuMAKEAeffRRrVu3TqVLl1atWrVyDbdcvHixoWQAAACwJ3d3d91zzz2Kjo5Wjx495OfnZzoSgBug8A2gUAsPD7fp5Z2UlCSr1arKlSvnKlwlJCTYOx6AAiI6Ovqm+zNnzrRTEgAAAJh06tQpzZ07V7Nnz9bPP/+sZs2aqXfv3urQoYOKFi1qOh6Aa1D4BlCovf7667d87ahRo+5gEgAAAABAYZKQkKCZM2dq/vz5kqSuXbuqd+/eCgsLM5wMgEThGwAAIF+jRo1Sr1695O/vbzoKAAAAHMixY8f06aefavz48XJ1ddXly5d1//33a+rUqapVq5bpeIBTczEdAADsLT4+XnPnztXcuXO1bds203EAFABff/21qlatqocffljz5s3TlStXTEcCAACAIRkZGVq4cKFat24tf39/rVy5Uh9++KFOnDihpKQk+fv76/HHHzcdE3B6nPgG4DSOHj2qJ598Ups3b5aPj48k6ezZs2rYsKEWLFige+65x2xAAA5t+/btOY+yZmZmqkuXLurVq5fuvfde09EAAABgJ88++6zmz58vq9Wqp556Sn369FHt2rVtrklJSVGFChWUnZ1tKCUAiRPfAJxInz59lJGRoT179ig1NVWpqanas2ePsrOz1adPH9PxADi48PBwTZ48WceOHdP06dN19OhRNWrUSKGhoXr//fd17tw50xEBAABwh/3yyy/64IMPdOzYMU2aNClX0VuSypQpo/Xr1xtIB+BanPgG4DQ8PT31ww8/KDw83GZ927ZtevDBB3Xp0iVDyQAUJOnp6fryyy81Y8YMrVu3Tg0bNtSxY8d04sQJTZs2TZ07dzYdEQAAAACcnqvpAABgL35+fsrIyMi1npWVpQoVKhhIBKAg2bZtW06rE3d3d0VFRWnKlCkKDAyUJH3wwQeKiYmh8A0AAFDILFmy5Javbdeu3R1MAuB2cOIbgNP4+uuvNXbsWE2ZMkX169eXdHXQ5bPPPqsXX3xRHTp0MBsQgMMKCQnRr7/+qhYtWujpp59W27ZtVaRIEZtrTp06JV9fX3o5AgAAFDIuLrfWKdhisSgrK+sOpwFwqyh8A3AaJUuW1KVLl5SZmSlX16sPvPz9cfHixW2uTU1NNRERgIMaM2aMevXqpYoVK5qOAgAAAAC4BRS+ATiN2bNn3/K1PXr0uINJABRkf//qZLFYDCcBAAAAANwIPb4BOIXMzExZLBZFRkaqXLlypuMAKIDmzJmjd955R/v27ZMkVatWTcOHD9dTTz1lOBkAAADs6eLFi9qwYYOSk5OVnp5usxcTE2MoFYDrceIbgNMoVqyY9uzZI39/f9NRABQwsbGxeu211zRo0CA1atRIkrRp0yZNmTJFb775poYMGWI4IQAAAOxh+/btat26tS5duqSLFy+qVKlSOnXqlIoVKyZfX18dOHDAdEQAf6HwDcBpPPTQQ3ruuecYYgngtlWpUkWvv/66oqKibNZnz56t0aNH6+DBg4aSAQAAwJ4eeughVatWTVOnTtVdd92lxMREubm5qXv37ho8eLA6duxoOiKAv9DqBIDTGDBggIYOHaqjR4+qXr16uQZahoaGGkoGwNEdP35cDRs2zLXesGFDHT9+3EAiAAAAmLBjxw598skncnFxUZEiRXTlyhUFBARowoQJ6tGjB4VvwIFQ+AbgNLp06SLJtueaxWKR1WqVxWJRVlaWqWgAHFxgYKDi4uL08ssv26z/5z//UVBQkKFUAAAAsDc3Nze5uLhIknx9fZWcnKyaNWvqrrvu0pEjRwynA3AtCt8AnAatCAD8r15//XV17txZGzduzOnxvXnzZq1du1ZxcXGG0wEAAMBewsPDtXXrVgUFBalJkyYaOXKkTp06pblz56p27dqm4wG4Bj2+AQAAbkFCQoJiY2O1Z88eSVLNmjU1dOhQhYeHG04GAAAAe4mPj9eff/6ppk2b6uTJk4qKitIPP/ygoKAgzZgxQ2FhYaYjAvgLhW8ATmX//v2aNGlSTuEqODhYgwcPVtWqVQ0nA+CoMjIy1LdvX7322muqUqWK6TgAAAAwxGq16siRI/L19ZWHh4fpOADy4WI6AADYy8qVKxUcHKwtW7YoNDRUoaGh+umnn1SrVi2tXr3adDwADsrNzU2LFi0yHQMAAACGWa1WBQYG0ssbKCA48Q3AaYSHhysyMlLjx4+3WR8xYoRWrVqlhIQEQ8kAOLoePXqoTp06GjJkiOkoAAAAMKhWrVqaPn267rvvPtNRAOSDwjcAp+Hh4aFdu3YpKCjIZn3v3r0KDQ3V5cuXDSUD4OjefPNNTZw4UQ8//LDq1aun4sWL2+zHxMQYSgYAAAB7Wrp0qSZMmKCPP/6YYZaAg6PwDcBp+Pn5KTY2Vo8//rjNelxcnIYNG6bk5GRDyQA4upv19rZYLDpw4IAd0wAAAMCUkiVL6tKlS8rMzFTRokXl6elps5+ammooGYDruZoOAAD28vTTT+uZZ57RgQMH1LBhQ0nS5s2b9fbbb+v55583nA6AIzt48KDpCAAAAHAAkyZNMh0BwC3ixDcAp2G1WjVp0iRNnDhRx44dkyRVqFBBw4cPV0xMjCwWi+GEAAAAAAAA+CdQ+AbglP78809JkpeXl+EkAAqKo0ePasmSJUpOTlZ6errNXmxsrKFUAAAAMOXy5cu5fi/09vY2lAbA9Wh1AsApUfAGcDvWrl2rdu3aKSAgQL/++qtq166tQ4cOyWq1qm7duqbjAQAAwE4uXryoF198UXFxcTp9+nSu/aysLAOpAOTFxXQAALCX06dPa+DAgQoODlaZMmVUqlQpm78A4EZeeuklDRs2TLt27ZKHh4cWLVqkI0eOqEmTJrkG5gIAAKDweuGFF7Ru3Tp9/PHHcnd312effabXX39dFSpU0Jw5c0zHA3ANWp0AcBqtW7dWUlKSevfurXLlyuXq6d2jRw9DyQA4Oi8vL+3YsUNVq1ZVyZIltWnTJtWqVUuJiYlq3769Dh06ZDoiAAAA7KBSpUqaM2eOHnroIXl7eyshIUGBgYGaO3eu5s+fr+XLl5uOCOAvtDoB4DS+//57bdq0SWFhYaajAChgihcvntO/8e6779b+/ftVq1YtSdKpU6dMRgMAAIAdpaamKiAgQNLVft6pqamSpAceeED9+/c3GQ3AdWh1AsBp1KhRQ2lpaaZjACiA7rvvPm3atEnS1adHhg4dqrfeeku9evXSfffdZzgdAAAA7CUgIEAHDx6UdPU9ZlxcnCRp6dKl8vHxMZgMwPVodQLAaWzdulUjRozQyJEjVbt2bbm5udnsM30bwI0cOHBAFy5cUGhoqC5evKihQ4fqhx9+UFBQkGJjY+Xv7286IgAAAOzgvffeU5EiRRQTE6M1a9aobdu2slqtysjIUGxsrAYPHmw6IoC/UPgG4DT27dunrl27KiEhwWbdarXKYrEwfRtAns6fP6+ffvpJ6enpatCggcqWLWs6EgAAABzE4cOHtW3bNgUGBio0NNR0HADXoPANwGk0aNBArq6uGjx4cJ7DLZs0aWIoGQBHtWPHDrVu3VonTpyQ1WqVl5eX4uLiFBkZaToaAAAA7Cg7O1vvvPOOlixZovT0dD388MMaNWqUPD09TUcDcAMUvgE4jWLFimn79u2qXr266SgACojIyEhduHBB7777rjw8PDRmzBjt2rVL+/btMx0NAAAAdjRmzBiNHj1aERER8vT01MqVK/Xkk09qxowZpqMBuAEK3wCcRuPGjTVy5EhFRESYjgKggChTpoxWrVqlunXrSpLOnj2rUqVK6ezZs8wFAAAAcCJBQUEaNmyY+vbtK0las2aNHnnkEaWlpcnFxcVwOgB5ofANwGl88cUXGj16tIYPH66QkJBcwy3pxwbgei4uLkpJSZGvr2/OmpeXl3bu3KkqVaoYTAYAAAB7cnd3V1JSkvz8/HLWPDw8lJSUpHvuucdgMgA34mo6AADYS+fOnSVJvXr1ylmzWCwMtwRwU7/88otSUlJy/tlqtWrPnj36888/c9a4cQYAAFC4ZWZmysPDw2bNzc1NGRkZhhIByA8nvgE4jcOHD99039/f305JABQULi4uOTfIrseNMwAAAOfh4uKiVq1ayd3dPWdt6dKlatasmYoXL56ztnjxYhPxAOSBE98AnAaFbQC36+DBg6YjAAAAwAH06NEj11r37t0NJAFwqzjxDaBQW7JkiVq1aiU3NzctWbLkpte2a9fOTqkAAAAAAABwJ1H4BlCoXTuY7maTtmlVAAAAAAAAUHhQ+AYAAAAAAAAAFCo3Pv4IAAAAAAAAAEABxHBLAE4hOztbs2bN0uLFi3Xo0CFZLBZVqVJFjz32mJ566ilZLBbTEQEAAAAAAPAPodUJgELParWqbdu2Wr58ucLCwlSjRg1ZrVbt2bNHu3btUrt27fTVV1+ZjgkAAAAAAIB/CCe+ARR6s2bN0saNG7V27Vo1bdrUZm/dunXq0KGD5syZo6ioKEMJATiyPXv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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reading the train.csv by removing the\n", + "# last column since it's an empty column\n", + "DATA_PATH = \"Training.csv\"\n", + "data = pd.read_csv(DATA_PATH).dropna(axis = 1)\n", + "\n", + "# Checking whether the dataset is balanced or not\n", + "disease_counts = data[\"prognosis\"].value_counts()\n", + "temp_df = pd.DataFrame({\n", + "\t\"Disease\": disease_counts.index,\n", + "\t\"Counts\": disease_counts.values\n", + "})\n", + "\n", + "plt.figure(figsize = (18,8))\n", + "sns.barplot(x = \"Disease\", y = \"Counts\", data = temp_df)\n", + "plt.xticks(rotation=90)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Encoding the target value into numerical\n", + "# value using LabelEncoder\n", + "encoder = LabelEncoder()\n", + "data[\"prognosis\"] = encoder.fit_transform(data[\"prognosis\"])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train: (3936, 132), (3936,)\n", + "Test: (984, 132), (984,)\n" + ] + } + ], + "source": [ + "X = data.iloc[:,:-1]\n", + "y = data.iloc[:, -1]\n", + "X_train, X_test, y_train, y_test =train_test_split(\n", + "X, y, test_size = 0.2, random_state = 24)\n", + "\n", + "print(f\"Train: {X_train.shape}, {y_train.shape}\")\n", + "print(f\"Test: {X_test.shape}, {y_test.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "============================================================\n", + "SVC\n", + "Scores: [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n", + "Mean Score: 1.0\n", + "============================================================\n", + "Gaussian NB\n", + "Scores: [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n", + "Mean Score: 1.0\n", + "============================================================\n", + "Random Forest\n", + "Scores: [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n", + "Mean Score: 1.0\n" + ] + } + ], + "source": [ + "# Defining scoring metric for k-fold cross validation\n", + "def cv_scoring(estimator, X, y):\n", + "\treturn accuracy_score(y, estimator.predict(X))\n", + "\n", + "# Initializing Models\n", + "models = {\n", + "\t\"SVC\":SVC(),\n", + "\t\"Gaussian NB\":GaussianNB(),\n", + "\t\"Random Forest\":RandomForestClassifier(random_state=18)\n", + "}\n", + "\n", + "# Producing cross validation score for the models\n", + "for model_name in models:\n", + "\tmodel = models[model_name]\n", + "\tscores = cross_val_score(model, X, y, cv = 10,\n", + "\t\t\t\t\t\t\tn_jobs = -1,\n", + "\t\t\t\t\t\t\tscoring = cv_scoring)\n", + "\tprint(\"==\"*30)\n", + "\tprint(model_name)\n", + "\tprint(f\"Scores: {scores}\")\n", + "\tprint(f\"Mean Score: {np.mean(scores)}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on train data by SVM Classifier: 100.0\n", + "Accuracy on test data by SVM Classifier: 100.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on train data by Naive Bayes Classifier: 100.0\n", + "Accuracy on test data by Naive Bayes Classifier: 100.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on train data by Random Forest Classifier: 100.0\n", + "Accuracy on test data by Random Forest Classifier: 100.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Training and testing SVM Classifier\n", + "svm_model = SVC()\n", + "svm_model.fit(X_train, y_train)\n", + "preds = svm_model.predict(X_test)\n", + "\n", + "print(f\"Accuracy on train data by SVM Classifier\\\n", + ": {accuracy_score(y_train, svm_model.predict(X_train))*100}\")\n", + "\n", + "print(f\"Accuracy on test data by SVM Classifier\\\n", + ": {accuracy_score(y_test, preds)*100}\")\n", + "cf_matrix = confusion_matrix(y_test, preds)\n", + "plt.figure(figsize=(12,8))\n", + "sns.heatmap(cf_matrix, annot=True)\n", + "plt.title(\"Confusion Matrix for SVM Classifier on Test Data\")\n", + "plt.show()\n", + "\n", + "# Training and testing Naive Bayes Classifier\n", + "nb_model = GaussianNB()\n", + "nb_model.fit(X_train, y_train)\n", + "preds = nb_model.predict(X_test)\n", + "print(f\"Accuracy on train data by Naive Bayes Classifier\\\n", + ": {accuracy_score(y_train, nb_model.predict(X_train))*100}\")\n", + "\n", + "print(f\"Accuracy on test data by Naive Bayes Classifier\\\n", + ": {accuracy_score(y_test, preds)*100}\")\n", + "cf_matrix = confusion_matrix(y_test, preds)\n", + "plt.figure(figsize=(12,8))\n", + "sns.heatmap(cf_matrix, annot=True)\n", + "plt.title(\"Confusion Matrix for Naive Bayes Classifier on Test Data\")\n", + "plt.show()\n", + "\n", + "# Training and testing Random Forest Classifier\n", + "rf_model = RandomForestClassifier(random_state=18)\n", + "rf_model.fit(X_train, y_train)\n", + "preds = rf_model.predict(X_test)\n", + "print(f\"Accuracy on train data by Random Forest Classifier\\\n", + ": {accuracy_score(y_train, rf_model.predict(X_train))*100}\")\n", + "\n", + "print(f\"Accuracy on test data by Random Forest Classifier\\\n", + ": {accuracy_score(y_test, preds)*100}\")\n", + "\n", + "cf_matrix = confusion_matrix(y_test, preds)\n", + "plt.figure(figsize=(12,8))\n", + "sns.heatmap(cf_matrix, annot=True)\n", + "plt.title(\"Confusion Matrix for Random Forest Classifier on Test Data\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy on Test dataset by the combined model: 100.0\n" + ] + }, + { + "data": { + "image/png": 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43GdkZBh/jn7LQw89JEuSZOzf9c+Tv/zlLyb1Hn30URmAPHfuXKv7bO7fujni4uJkAPLhw4eNZZcvX5aDg4PlHj16GP/t7d+/XwYg33rrrbJerzfWXb58uQxA/vrrr5tt57fExsaanPPDhw/LAOSNGzea1Nu9e7dJeXp6uvE8NEV5eXmj96w5rvcrLS2tyTqhoaHyDTfcYNy//h7/lq+++koGIH/wwQfGsrS0tCZ/vsw5nnnmGdnT01P+9ddfZVmW5ePHj/9htnPnzsnt2rWT33jjDZPyr7/+WnZ1dTUpHzdunNnfJYQQogScnkraBNXV1QAAHx8fi+rv2rULABAfH29Sfv3q0u+ndoWEhBivfgHX/iLeu3dvnD17tsWZf8/1eyG3bt0Kg8Fg0TGXLl1Cfn4+pkyZYnI1q2/fvrjnnnuM/fwtzz77rMn+nXfeiR9//NH4HlrCo48+igMHDqCkpASZmZkoKSlpcnqfRqOBi8u1j6KGhgb8+OOPxqm3eXl5Frep0WgwdepUi+qOGjUKzzzzDF5//XU88MADcHd3x5o1ayxu6/fs2rULgYGBmDx5srHMzc0NM2fORE1NDQ4ePGhS/8EHHzROs2sOa35uGxoa8PnnnyMqKgo33nijsbxz58549NFHkZWV1egcTps2zWTqaEREBGRZxrRp04xl7dq1Q1hYmNmf5aioKPzpT38y7t9xxx2IiIgw+3P1e0aOHImePXsa9/v27YsOHToY25FlGf/6178wYcIEyLKMiooK4zZ69GhUVVUZfz527dqFzp07m9yz5unpiaeffvoPc/yehx9+GL/88gt27NiBy5cvY8eOHU3+7O7atQvt2rXDzJkzTcpfeuklyLKMzz77zFgPQKN6v79qaE2fLWXXrl244447TB7u4+3tjaeffhrnzp1rNDV66tSpJvfXXv9ca81nWVpaGnx9fXHPPfeY9GnAgAHw9vbG/v37AfzvM27Hjh2oq6trcXvW4u3tjcuXLxv3PTw8jP9fV1eHH3/8Eb169ULHjh0tfv9/67h8+TIqKipw55134sqVK/juu+8AwHglcc+ePU3eAvDpp5/CYDDg4YcfNnnvAgMDcdNNNxnfO0IIsTUcNJI2QYcOHQDA5ItBc3z//fdwcXFBr169TMoDAwPRsWNHfP/99ybl3bp1a+S44YYbGt2v0xoeeeQRDBkyBNOnT0dAQAAmTZqELVu2NDuAvJ6zd+/ejV679dZbUVFRgdraWpPy3/flhhtuAACr+nLvvffCx8cHmzdvxsaNGxEeHt7ovbyOwWDA0qVLcdNNN0Gj0cDf3x9arRaFhYWN7utpjj/96U9WPfRm8eLF8PPzQ35+PlasWAGdTmfxsb/n+++/x0033WQc/F7n+lS13/+8BAcHW+S15ue2vLwcV65cafJcGwwGk3uggMbn+vqX2K5duzYqN3f+b7rppkZlN998s0VLEPzRv5ny8nJUVlZi7dq10Gq1Jtv1Pw6UlZUBuPb+9urVq9G9k+beiz9Cq9Vi5MiR2LRpEz799FM0NDQ0eoDKdb7//nsEBQU1GtT//rxf/zz57SDZXD5r+mwp33//fZM/E7/NeB0l/v3/ntOnT6Oqqgo6na5Rv2pqaox9uuuuu/Dggw9i3rx58Pf3x3333YeUlBSr7021lpqaGpNz+Msvv2DOnDnG+1SvfyZVVlZa/Jn07bff4v7774evry86dOgArVZrfDDQdUdwcDDi4+Pxj3/8A/7+/hg9ejSSk5NN2jh9+jRkWcZNN93U6L37z3/+Y/XPAyGEtBTe00jaBB06dEBQUFCjh3T8EZYuSt6uXTuz5XITDw+xpI3fPzDBw8MDhw4dwv79+7Fz507s3r0bmzdvxogRI/D55583mcFaWtOX62g0GjzwwAPYsGEDzp492+yDKt5880289tprePLJJzF//nz4+fnBxcUFcXFxFl9RBUz/sm8Jx48fN37h+vrrr02uEtoaS7PecsstAK7ls2aZEUtp6lybK7fm/Lem7evtXD/3jz/+OGJiYszWbc29bM3x6KOP4qmnnkJJSQnGjh1r0yce/xZ79vk6Svz7/z0GgwE6nQ4bN240+/r1q+6SJOGTTz5BdnY2tm/fjj179uDJJ5/EO++8g+zsbJvco1dXV4dTp06hT58+xrLnn38eKSkpiIuLw6BBg+Dr6wtJkjBp0iSLPpMqKytx1113oUOHDnj99dfRs2dPuLu7Iy8vD3/9619NHO+88w6mTJmCrVu34vPPP8fMmTORlJSE7OxsdOnSBQaDAZIk4bPPPjN7bnjfIiFELThoJG2G8ePHY+3atfjqq68waNCgZut2794dBoMBp0+fNllbrLS0FJWVlcYnoSrBDTfcYPKk0ev8/goAALi4uODuu+/G3XffjSVLluDNN9/Eq6++iv3792PkyJFm+wEAJ0+ebPTad999B39/f3h5ebW+E2Z49NFHsX79eri4uGDSpElN1vvkk08QGRmJdevWmZRXVlbC39/fuG/pAN4SamtrMXXqVISEhGDw4MFYuHAh7r//fuMTWq2le/fuKCwshMFgMLnaeH0aWkt/XsaOHYt27drho48++sOH4Wi1Wnh6ejZ5rl1cXBpdQWwtp0+fblR26tQpRZ7aeP0pow0NDWZ/tn9L9+7d8c0330CWZZOfE3PvhSXcf//9eOaZZ5CdnY3Nmzc32+4XX3yBy5cvm1yp+v15v/55cubMGZOrfr/PZ02fLaV79+5N/kz8NqMt6dmzJ7744gsMGTLEoj+YDBw4EAMHDsQbb7yBTZs24bHHHsPHH3+M6dOnK/o5AFz7/Pnll18wevRok7KYmBi88847xrJff/210ed0U1kOHDiAH3/8EZ9++imGDRtmLC8uLjZb//bbb8ftt9+O2bNn48iRIxgyZAhWr16NBQsWoGfPnpBlGcHBwbj55pub7YvS7w0hhPwWTk8lbYZXXnkFXl5emD59OkpLSxu9fubMGSxfvhzAtemVALBs2TKTOkuWLAEAs089bCk9e/ZEVVUVCgsLjWWXLl1q9ITWn376qdGx168+NTV9q3PnzujXrx82bNhg8oXnm2++weeff27spy2IjIzE/Pnz8d577yEwMLDJeu3atWt0FSMtLQ0//PCDSdn1wa25Aba1/PWvf8X58+exYcMGLFmyBD169EBMTEyLp8Hde++9KCkpMRlg1NfX491334W3tzfuuuuuFnm7du2Kp556Cp9//jnefffdRq8bDAa88847uHDhAtq1a4dRo0Zh69atJtNDS0tLjQvWX5/uqhQZGRkm5+nf//43jh49anzyaGto164dHnzwQfzrX/8yO0Pg+rqnwLX3/+LFi/jkk0+MZVeuXMHatWtb1La3tzdWrVqFxMRETJgwocl69957LxoaGkyWawCuLUMiSZLxfbj+398/ffX3ny/W9NlS7r33Xvz73//GV199ZSyrra3F2rVr0aNHD0XXHG2Khx9+GA0NDZg/f36j1+rr643/pn/++edGnwW//4zz9PQEoMznQEFBAeLi4nDDDTcgNjbWWG7uM+ndd99tNPujqc+k61cEf+u4evUqVq5caVKvuroa9fX1JmW33347XFxcjP194IEH0K5dO8ybN69RJlmW8eOPP5rksWZKPyGEWAOvNJI2Q8+ePbFp0yY88sgjuPXWW/HEE0+gT58+uHr1Ko4cOWJcIgG4tn5XTEwM1q5da5xq9O9//xsbNmxAVFQUIiMjFcs1adIk/PWvf8X999+PmTNn4sqVK1i1ahVuvvlmk4cuvP766zh06BDGjRuH7t27o6ysDCtXrkSXLl1MHnLxexYtWoSxY8di0KBBmDZtmnHJDV9f3xavb2YJLi4umD179h/WGz9+PF5//XVMnToVgwcPxtdff42NGzeaPMwFuHb+OnbsiNWrV8PHxwdeXl6IiIiw+P7A62RmZmLlypWYO3eucQmQlJQUDB8+HK+99hoWLlxolQ8Ann76aaxZswZTpkzBsWPH0KNHD3zyySf48ssvsWzZMosfwGSOd955B2fOnMHMmTPx6aefYvz48bjhhhtw/vx5pKWl4bvvvjNeyV2wYIFxLc+//OUvcHV1xZo1a6DX61vUrz+iV69eGDp0KJ577jno9XosW7YMnTp1wiuvvKKI/6233sL+/fsRERGBp556CiEhIfjpp5+Ql5eHL774wviHlKeeegrvvfcennjiCRw7dgydO3fGhx9+aBxgtISmpof+lgkTJiAyMhKvvvoqzp07h9DQUHz++efYunUr4uLijPcw9uvXD5MnT8bKlStRVVWFwYMHY9++fWbXP7S0z5byt7/9zbiEyMyZM+Hn54cNGzaguLgY//rXvxrdh2sL7rrrLjzzzDNISkpCfn4+Ro0aBTc3N5w+fRppaWlYvnw5HnroIWzYsAErV67E/fffj549e+Ly5ct4//330aFDB+MfuDw8PBASEoLNmzfj5ptvhp+fH/r06WMyvdQchw8fxq+//mp82NaXX36Jbdu2wdfXF+np6SZ/2Bo/fjw+/PBD+Pr6IiQkBF999RW++OIL41Iw1+nXrx/atWuHt99+G1VVVdBoNBgxYgQGDx6MG264ATExMZg5cyYkScKHH37YaNCXmZmJGTNmIDo6GjfffDPq6+vx4YcfGv94AFz73FuwYAESEhJw7tw5REVFwcfHB8XFxUhPT8fTTz+NWbNmAQAGDBiAzZs3Iz4+HuHh4fD29m72jx6EEGIVqj6rlRABOHXqlPzUU0/JPXr0kNu3by/7+PjIQ4YMkd99913jo9BlWZbr6urkefPmycHBwbKbm5vctWtXOSEhwaSOLJtfgkGWGy/10NSSG7Isy59//rncp08fuX379nLv3r3ljz76qNFSBfv27ZPvu+8+OSgoSG7fvr0cFBQkT548WT516lSjNn7/GP4vvvhCHjJkiOzh4SF36NBBnjBhgnzixAmTOtfb+/2SHteXIyguLm7yPZVl0yU3mqKpJTdeeukluXPnzrKHh4c8ZMgQ+auvvjK7VMbWrVvlkJAQ2dXV1aSfd911l3zbbbeZbfO3nurqarl79+5y//795bq6OpN6L774ouzi4iJ/9dVXzfahqfNdWloqT506Vfb395fbt28v33777Y3OQ3M/A81RX18v/+Mf/5DvvPNO2dfXV3Zzc5O7d+8uT506tdFyHHl5efLo0aNlb29v2dPTU46MjJSPHDliUue3S0z8lqZ+Bn5/bn/bj3feeUfu2rWrrNFo5DvvvFMuKCgw6/wtAOTY2NhG/ezevbscExNjUlZaWirHxsbKXbt2ld3c3OTAwED57rvvlteuXWtS7/vvv5cnTpwoe3p6yv7+/vILL7xgXNLBmiU3msPcub98+bL84osvykFBQbKbm5t80003yYsWLTJZykSWZfmXX36RZ86cKXfq1En28vKSJ0yYIP/3v/81u3yEJX22dMkNWZblM2fOyA899JDcsWNH2d3dXb7jjjvkHTt2mNRpamkKa9q5zu+X3LjO2rVr5QEDBsgeHh6yj4+PfPvtt8uvvPKKfPHiRVmWr/3sTp48We7WrZus0WhknU4njx8/Xs7NzTXxHDlyRB4wYIDcvn37P1x+43q/rm9ubm6yVquVhw0bJr/xxhtml775+eefjf+Wvb295dGjR8vfffed2Z/P999/X77xxhvldu3amfysffnll/LAgQNlDw8POSgoSH7llVeMS/1cr3P27Fn5ySeflHv27Cm7u7vLfn5+cmRkpPzFF180yvSvf/1LHjp0qOzl5SV7eXnJt9xyixwbGyufPHnSWKempkZ+9NFH5Y4dO8oAuPwGIURRJFlW+OkGhBBCCCGEEEKcBt7TSAghhBBCCCGkSThoJIQQQgghhBDSJBw0EkIIIYQQQghpEg4aCSGEEEIIIcSOJCUlITw8HD4+PtDpdIiKirJoveG0tDTccsstcHd3x+23345du3aZvC7LMubMmYPOnTvDw8MDI0eONLvO8h/BQSMhhBBCCCGE2JGDBw8iNjYW2dnZ2Lt3L+rq6jBq1CjU1tY2ecyRI0cwefJkTJs2DcePH0dUVBSioqJM1vpduHAhVqxYgdWrV+Po0aPw8vLC6NGj8euvv1qVj09PJYQQQgghhBCBKC8vh06nw8GDBzFs2DCzdR555BHU1tZix44dxrKBAweiX79+WL16NWRZRlBQEF566SXjmq5VVVUICAhAamqqcZ1nS+CVRkIIIYQQQgixAXq9HtXV1SabXq//w+OqqqoAAH5+fk3W+eqrrzBy5EiTstGjR+Orr74CABQXF6OkpMSkjq+vLyIiIox1LMXVqtoqkdslSjHXwLIcxVyEEEIIIYS0Reqv/mDvCC2mruKs3dpOeu8DzJs3z6Rs7ty5SExMbPIYg8GAuLg4DBkyBH369GmyXklJCQICAkzKAgICUFJSYnz9ellTdSxFyEEjIYQQQgghhDg6CQkJiI+PNynTaDTNHhMbG4tvvvkGWVlZtoxmFTabnpqcnIwePXrA3d0dERER+Pe//62I1zsiBL1SXkXf3PUIu5CBjqMjWux67tkYFJ3KRk31GRzJ2o7wsH5O4RExEz2Ol4kedTwiZqJHHY+ImehRxyNiJnrU8YiYScm+kcZoNBp06NDBZGtu0Dhjxgzs2LED+/fvR5cuXZp1BwYGorS01KSstLQUgYGBxtevlzVVx1JsMmjcvHkz4uPjMXfuXOTl5SE0NBSjR49GWVlZq90unu64cqIY52evaZUnOnoiFi+ai/kLliA8YgwKCk9g186N0Go7ObRHxEz0OF4metTxiJiJHnU8ImaiRx2PiJnoUccjYiYl+yY0hgb7bRYiyzJmzJiB9PR0ZGZmIjg4+A+PGTRoEPbt22dStnfvXgwaNAgAEBwcjMDAQJM61dXVOHr0qLGOpdjk6akREREIDw/He++9B+DavNyuXbvi+eefx9/+9rc/PN7SexrDLmSgaFoSKvccbbJOU/c0HsnajpzcArwQNxsAIEkSzp3NQfLKFCxclGxR+yJ6RMxEj+Nlokcdj4iZ6FHHI2ImetTxiJiJHnU8ImayxuPQ9zSWWb8uoVK46W6yqN5f/vIXbNq0CVu3bkXv3r2N5b6+vvDw8AAAPPHEE/jTn/6EpKQkANeW3Ljrrrvw1ltvYdy4cfj444/x5ptvIi8vz3gv5Ntvv4233noLGzZsQHBwMF577TUUFhbixIkTcHd3t7gfil9pvHr1Ko4dO2bylB4XFxeMHDnS6qf02Ao3Nzf0798X+zIPG8tkWca+zCwMHDjAYT0iZqLH8TLRo45HxEz0qOMRMRM96nhEzESPOh4RMynZN+GRDfbbLGTVqlWoqqrC8OHD0blzZ+O2efNmY53z58/j0qVLxv3Bgwdj06ZNWLt2LUJDQ/HJJ58gIyPD5OE5r7zyCp5//nk8/fTTCA8PR01NDXbv3m3VgBGwwaCxoqICDQ0Nijylx1b4+/vB1dUVZaUVJuVlZeUIDNA6rEfETPQ4XiZ61PGImIkedTwiZqJHHY+ImehRxyNiJiX7RlqPLMtmtylTphjrHDhwAKmpqSbHRUdH4+TJk9Dr9fjmm29w7733mrwuSRJef/11lJSU4Ndff8UXX3yBm2++2ep8dn96ql6vb7RWyVW5Ae2ldnZKRAghhBBCCHEaDJZf8SPmUfxKo7+/P9q1a2fxU3qSkpLg6+trsqVetu2844qKn1BfXw9dgL9JuU6nRUlpucN6RMxEj+Nlokcdj4iZ6FHHI2ImetTxiJiJHnU8ImZSsm/E+VF80Ni+fXsMGDDA5Ck9BoMB+/btM/uUnoSEBFRVVZlsU3wsu2G0pdTV1SEvrxAjIocayyRJwojIocjOPuawHhEz0eN4mehRxyNiJnrU8YiYiR51PCJmokcdj4iZlOwbcX5sMj01Pj4eMTExCAsLwx133IFly5ahtrYWU6dObVRXo9E0WqukuampLp7u0PTo/L/ju+rgERKMhsrLuHqxosnjfs/S5e8jZd1SHMsrRE7Occx8/il4eXkgdcPmPz5YYI+ImehxvEz0qOMRMRM96nhEzESPOh4RM9GjjkfETEr2TWRkKx5IQ8xjk0HjI488gvLycsyZMwclJSXo168fdu/e3ejhOC3BK7QXeqctMO53TZwGAKjYkolz8Sss9qSlbYPW3w+Jc2YhMFCLgoJvMW784ygrs3zgKaJHxEz0OF4metTxiJiJHnU8ImaiRx2PiJnoUccjYiYl+0acG5us09haLF2n0RKaWqeREEIIIYQQYhmOvE7j1Qtf263t9l1ut1vbSqL4PY2EEEIIIYQQQpwHDhoJIYQQQgghhDSJ3ddpNIeSU0qzdeGKeDjNlRBCCCGEEAeED8JpNbzSSAghhBBCCCGkSRQfNB46dAgTJkxAUFAQJElCRkaG0k3guWdjUHQqGzXVZ3AkazvCw/pZ7fCOCEGvlFfRN3c9wi5koOPoCLvmUdIjYiZ6HC8TPep4RMxEjzoeETPRo45HxEz0qOMRMZOSfRMWQ4P9NidB8UFjbW0tQkNDkZycrLQaABAdPRGLF83F/AVLEB4xBgWFJ7Br50ZotZ2s8rh4uuPKiWKcn71GiDxKeUTMRI/jZaJHHY+ImehRxyNiJnrU8YiYiR51PCJmUrJvxLmx6ZIbkiQhPT0dUVFRVh3n2v5PTb52JGs7cnIL8ELcbGMb587mIHllChYuajxQteSexrALGSialoTKPUebrNPUPY3W5mkKpTwiZqLH8TLRo45HxEz0qOMRMRM96nhEzESPOh4RM1njceglN77Ps1vb7bv3t1vbSuJQ9zS6ubmhf/++2Jd52FgmyzL2ZWZh4MABDptHyX6Jlokex8tEjzoeETPRo45HxEz0qOMRMRM96nhEzCTa92qbIhvstzkJDjVo9Pf3g6urK8pKK0zKy8rKERigddg8SvZLtEz0OF4metTxiJiJHnU8ImaiRx2PiJnoUccjYibRvlcTsbH7kht6vR56vd6kTJZlSJJkp0SEEEIIIYQQp8HgPFf87IXdrzQmJSXB19fXZJMNl83Wraj4CfX19dAF+JuU63RalJSWqxHXJnmU7JdomehxvEz0qOMRMRM96nhEzESPOh4RM9GjjkfETKJ9ryZiY/dBY0JCAqqqqkw2ycXHbN26ujrk5RViRORQY5kkSRgRORTZ2cfUiqx4HiX7JVomehwvEz3qeETMRI86HhEz0aOOR8RM9KjjETGTaN+rbYksG+y2OQuKT0+tqalBUVGRcb+4uBj5+fnw8/NDt27dGtXXaDTQaDQmZc1NTV26/H2krFuKY3mFyMk5jpnPPwUvLw+kbthsVU4XT3doenT+X46uOniEBKOh8jKuXqxo5kjb5FHKI2ImehwvEz3qeETMRI86HhEz0aOOR8RM9KjjETGTkn0jzo3ig8bc3FxERkYa9+Pj4wEAMTExSE1NbbU/LW0btP5+SJwzC4GBWhQUfItx4x9HWZnlAz0A8Arthd5pC4z7XROnAQAqtmTiXPwK1fMo5RExEz2Ol4kedTwiZqJHHY+ImehRxyNiJnrU8YiYScm+EefGpus0tpTm1mm0FkvWabSEptZpJIQQQgghxNlx5HUa9aeP2K1tzU2D7da2ktj9nkZCCCGEEEIIIeJi9yU3CCGEEEIIIcRmONEDaeyF0w8alZpWymmuhBBCCCGEkLYIp6cSQgghhBBCCGkSxQeNSUlJCA8Ph4+PD3Q6HaKionDy5ElF23ju2RgUncpGTfUZHMnajvCwfnbzeEeEoFfKq+ibux5hFzLQcXREi7IolUdpFz3qeETMRI86HhEz0aOOR8RM9KjjETETPep4RMykZN+ExdBgv81JUHzQePDgQcTGxiI7Oxt79+5FXV0dRo0ahdraWkX80dETsXjRXMxfsAThEWNQUHgCu3ZuhFbbyS4eF093XDlRjPOz11h1nK3yKOmiRx2PiJnoUccjYiZ61PGImIkedTwiZqJHHY+ImZTsG3FubL7kRnl5OXQ6HQ4ePIhhw4ZZdExzS24cydqOnNwCvBA3GwAgSRLOnc1B8soULFyUbHEuaz2W3NMYdiEDRdOSULnnaJN1mrqnUal+KemiRx2PiJnoUccjYiZ61PGImIkedTwiZqJHHY+ImazxOPSSG//Zb7e2NbdG/nElB8Dm9zRWVVUBAPz8/FrtcnNzQ//+fbEv87CxTJZl7MvMwsCBA1T3KIWSeUR7j+hxvEz0qOMRMRM96nhEzESPOh4RM9GjjkfETKJ9HyZiY9NBo8FgQFxcHIYMGYI+ffq02ufv7wdXV1eUlVaYlJeVlSMwQKu6RymUzCPae0SP42WiRx2PiJnoUccjYiZ61PGImIkedTwiZhLt+7BNMRjstzkJNl1yIzY2Ft988w2ysrKarKPX66HX603KZFmGJEm2jEYIIYQQQgghxAJsdqVxxowZ2LFjB/bv348uXbo0WS8pKQm+vr4mm2y4bLZuRcVPqK+vhy7A36Rcp9OipLTc4mxKeZRCyTyivUf0OF4metTxiJiJHnU8ImaiRx2PiJnoUccjYibRvg8TsVF80CjLMmbMmIH09HRkZmYiODi42foJCQmoqqoy2SQXH7N16+rqkJdXiBGRQ41lkiRhRORQZGcfszijUh6lUDKPaO8RPY6XiR51PCJmokcdj4iZ6FHHI2ImetTxiJhJtO/DNkU22G9zEhSfnhobG4tNmzZh69at8PHxQUlJCQDA19cXHh4ejeprNBpoNBqTsuampi5d/j5S1i3FsbxC5OQcx8znn4KXlwdSN2y2KqdSHhdPd2h6dP5ff7rq4BESjIbKy7h6saKZI22TR0kXPep4RMxEjzoeETPRo45HxEz0qOMRMRM96nhEzKRk34hzo/igcdWqVQCA4cOHm5SnpKRgypQprfanpW2D1t8PiXNmITBQi4KCbzFu/OMoK7N8gKakxyu0F3qnLTDud02cBgCo2JKJc/ErVM+jpIsedTwiZqJHHY+ImehRxyNiJnrU8YiYiR51PCJmUrJvQuNED6SxFzZfp7ElNLdOo72wZJ1GS2hqnUZCCCGEEEJExaHXaSzcY7e2NX1H261tJbH5Oo2EEEIIIYQQQhwXmy65QQghhBBCCCH2RJYb7B3B4eGg0UKUmlbKaa6EEEIIIYQQR4KDRkIIIYQQQojz4kRLX9gLxe9pXLVqFfr27YsOHTqgQ4cOGDRoED777DNF23ju2RgUncpGTfUZHMnajvCwfg7v8Y4IQa+UV9E3dz3CLmSg4+iIFmVRMhM96nlEzESPOh4RM9GjjkfETPSo4xExEz3qeETMpGTfiPOi+KCxS5cueOutt3Ds2DHk5uZixIgRuO+++/Dtt98q4o+OnojFi+Zi/oIlCI8Yg4LCE9i1cyO02k4O7XHxdMeVE8U4P3uNVcfZMhM96nhEzESPOh4RM9GjjkfETPSo4xExEz3qeETMpGTfhMZgsN/mJKiy5Iafnx8WLVqEadOmWVS/uSU3jmRtR05uAV6Imw0AkCQJ587mIHllChYuSrY4k708ltzTGHYhA0XTklC552iTdZq7p9HR36O25hExEz3qeETMRI86HhEz0aOOR8RM9KjjETGTNR5HXnLj17xtdmvbvf9Eu7WtJDZdcqOhoQEff/wxamtrMWjQoFb73Nzc0L9/X+zLPGwsk2UZ+zKzMHDgAIf1KIlofaPH8TLRo45HxEz0qOMRMRM96nhEzESPOh4RM4n4PZaIi00GjV9//TW8vb2h0Wjw7LPPIj09HSEhIa32+vv7wdXVFWWlFSblZWXlCAzQOqxHSUTrGz2Ol4kedTwiZqJHHY+ImehRxyNiJnrU8YiYScTvsTZDNthvcxJs8vTU3r17Iz8/H1VVVfjkk08QExODgwcPmh046vV66PV6kzJZliFJki2iEUIIIYQQQgixAptcaWzfvj169eqFAQMGICkpCaGhoVi+fLnZuklJSfD19TXZZMNls3UrKn5CfX09dAH+JuU6nRYlpeUW5xPNoySi9Y0ex8tEjzoeETPRo45HxEz0qOMRMRM96nhEzCTi91ibYWiw3+Yk2PSexusYDIZGVxOvk5CQgKqqKpNNcvExW7eurg55eYUYETnUWCZJEkZEDkV29jGL84jmURLR+kaP42WiRx2PiJnoUccjYiZ61PGImIkedTwiZhLxeywRF8WnpyYkJGDs2LHo1q0bLl++jE2bNuHAgQPYs2eP2foajQYajcakrLmpqUuXv4+UdUtxLK8QOTnHMfP5p+Dl5YHUDZutyimax8XTHZoenY37mq46eIQEo6HyMq5erGjmSNtlokcdj4iZ6FHHI2ImetTxiJiJHnU8ImaiRx2PiJmU7BtxbhQfNJaVleGJJ57ApUuX4Ovri759+2LPnj245557FPGnpW2D1t8PiXNmITBQi4KCbzFu/OMoK7NuYCWaxyu0F3qnLTDud028tjxJxZZMnItfYZdM9KjjETETPep4RMxEjzoeETPRo45HxEz0qOMRMZOSfRMaJ3ogjb1QZZ1Ga2lunUZHx5J1Gi2huXUaCSGEEEIIURKHXqfx32l2a9v9jmi7ta0kNnl6KiGEEEIIIYQIgYFXGluLKg/CIYQQQgghhBDimPBKo8ooNa2U01wJIYQQQgixAN7T2Gp4pZEQQgghhBBCSJPYfND41ltvQZIkxMXFKeZ87tkYFJ3KRk31GRzJ2o7wsH70/H+8I0LQK+VV9M1dj7ALGeg4OqJFWZTMRI9jZqJHHY+ImehRxyNiJnrU8YiYiR51PCJmUrJvxHmx6aAxJycHa9asQd++fRVzRkdPxOJFczF/wRKER4xBQeEJ7Nq5EVptJ3pwbb3HKyeKcX72GquOs2UmehwvEz3qeETMRI86HhEz0aOOR8RM9KjjETGTkn0TGoPBfpuTYLMlN2pqatC/f3+sXLkSCxYsQL9+/bBs2TKLjm1uyY0jWduRk1uAF+JmAwAkScK5szlIXpmChYuSLc7n6B5L7mkMu5CBomlJqNxztMk6zd3T6OjvkaN4RMxEjzoeETPRo45HxEz0qOMRMRM96nhEzGSNx6GX3Phyo93adh/ymN3aVhKbXWmMjY3FuHHjMHLkSMWcbm5u6N+/L/ZlHjaWybKMfZlZGDhwQJv3KIlofXNWj4iZ6FHHI2ImetTxiJiJHnU8ImaiRx2PiJlE/P5pM3ilsdXYZND48ccfIy8vD0lJSYp6/f394OrqirLSCpPysrJyBAZo27xHSUTrm7N6RMxEjzoeETPRo45HxEz0qOMRMRM96nhEzCTi908iLoovufHf//4XL7zwAvbu3Qt3d/c/rK/X66HX603KZFmGJElKRyOEEEIIIYQQYiWKX2k8duwYysrK0L9/f7i6usLV1RUHDx7EihUr4OrqioaGBpP6SUlJ8PX1Ndlkw2Wz7oqKn1BfXw9dgL9JuU6nRUlpucUZndWjJKL1zVk9ImaiRx2PiJnoUccjYiZ61PGImIkedTwiZhLx+6etkOUGu23OguKDxrvvvhtff/018vPzjVtYWBgee+wx5Ofno127dib1ExISUFVVZbJJLj5m3XV1dcjLK8SIyKHGMkmSMCJyKLKzj1mc0Vk9SiJa35zVI2ImetTxiJiJHnU8ImaiRx2PiJnoUccjYiYRv38ScVF8eqqPjw/69OljUubl5YVOnTo1KgcAjUYDjUZjUtbc1NSly99HyrqlOJZXiJyc45j5/FPw8vJA6obNVuV0Vo+Lpzs0PTob9zVddfAICUZD5WVcvVjRzJG2y0SP42WiRx2PiJnoUccjYiZ61PGImIkedTwiZlKyb0LjRA+ksReKDxptTVraNmj9/ZA4ZxYCA7UoKPgW48Y/jrIy6wZEzurxCu2F3mkLjPtdE6cBACq2ZOJc/Aq7ZKLH8TLRo45HxEz0qOMRMRM96nhEzESPOh4RMynZN+Lc2GydxtbQ3DqN5BqWrNNoCc2t00gIIYQQQgjg2Os0/rL/H3Zr2yNyut3aVhKbrdNICCGEEEIIIcQyDh06hAkTJiAoKAiSJCEjI6PZ+lOmTIEkSY222267zVgnMTGx0eu33HKL1dk4aCSEEEIIIYQQO1NbW4vQ0FAkJydbVH/58uW4dOmScfvvf/8LPz8/REdHm9S77bbbTOplZWVZnc3h7mkk11BqWimnuRJCCCGEEKfGQR6EM3bsWIwdO9bi+teXK7xORkYGfv75Z0ydOtWknqurKwIDA1uVjVcaCSGEEEIIIcQG6PV6VFdXm2x6vd4mba1btw4jR45E9+7dTcpPnz6NoKAg3HjjjXjsscdw/vx5q92KDxqVmjfbHM89G4OiU9moqT6DI1nbER7Wjx6FXd4RIeiV8ir65q5H2IUMdBwd0eIsSuRxdo+ImehRxyNiJnrU8YiYiR51PCJmokcdj4iZlOybsMgGu21JSUnGK4LXt6SkJMW7ePHiRXz22WeYPt30wTsRERFITU3F7t27sWrVKhQXF+POO+/E5cuXrfLb5EqjEvNmmyI6eiIWL5qL+QuWIDxiDAoKT2DXzo3QajvRo6DLxdMdV04U4/zsNVa3b4s8zuwRMRM96nhEzESPOh4RM9GjjkfETPSo4xExk5J9I+ZJSEhAVVWVyZaQkKB4Oxs2bEDHjh0RFRVlUj527FhER0ejb9++GD16NHbt2oXKykps2bLFKr/iS24kJiYiIyMD+fn5LXY0t+TGkaztyMktwAtxswEAkiTh3NkcJK9MwcJFlt006swea12W3NMYdiEDRdOSULnnaJN1mrunUbT3SDSPiJnoUccjYiZ61PGImIkedTwiZqJHHY+ImazxOPSSG1+stlvbHiOfbdFxkiQhPT290SDQHLIs4+abb8b48eOxdOnSP6wfHh6OkSNHWnXF0yZXGpWYN2sONzc39O/fF/syDxvLZFnGvswsDBw4oM17lHYpgWjvkWgeETPRo45HxEz0qOMRMRM96nhEzESPOh4RM4n2ndGmGAz221Tg4MGDKCoqwrRp0/6wbk1NDc6cOYPOnTtb1Ybig0al5s2aw9/fD66urigrrTApLysrR2CAts17lHYpgWjvkWgeETPRo45HxEz0qOMRMRM96nhEzESPOh4RM4n2nZFcG9Dl5+cbZ2wWFxcjPz/feAEuISEBTzzxRKPj1q1bh4iICPTp06fRa7NmzcLBgwdx7tw5HDlyBPfffz/atWuHyZMnW5VN8SU3fvuY2L59+yIiIgLdu3fHli1bzI5+9Xp9oycIybIMSZKUjkYIIYQQQghpa8iOseRGbm4uIiMjjfvx8fEAgJiYGKSmpuLSpUuNZnBWVVXhX//6F5YvX27WeeHCBUyePBk//vgjtFothg4diuzsbGi11v1hwObrNHbs2BE333wzioqKzL6elJSEefPmmZRJLt6Q2nVoVLei4ifU19dDF+BvUq7TaVFSWm5xJmf1KO1SAtHeI9E8ImaiRx2PiJnoUccjYiZ61PGImIkedTwiZhLtOyMBhg8fjuYeN5OamtqozNfXF1euXGnymI8//liJaLZfp/GP5s2ae6KQ5OJjtm5dXR3y8goxInKosUySJIyIHIrs7GMWZ3JWj9IuJRDtPRLNI2ImetTxiJiJHnU8ImaiRx2PiJnoUccjYibRvjPaFCe/p1ENFL/SOGvWLEyYMAHdu3fHxYsXMXfu3GbnzWo0Gmg0GpOy5qamLl3+PlLWLcWxvELk5BzHzOefgpeXB1I3bLYqp7N6lHK5eLpD0+N/A31NVx08QoLRUHkZVy9WNHOkbfI4s0fETPSo4xExEz3qeETMRI86HhEz0aOOR8RMSvaNODeKDxqVmjfbFGlp26D190PinFkIDNSioOBbjBv/OMrKrBvIOKtHKZdXaC/0Tltg3O+aeO1+1IotmTgXv0L1PM7sETETPep4RMxEjzoeETPRo45HxEz0qOMRMZOSfSPOjeLrNCpBc+s0EmWxZJ1GS2hunUZCCCGEEOLYOPQ6jTuX2a1tj3FxdmtbSWx+TyMhhBBCCCGEEMfF5k9PJYQQQgghhBC74SBLbogMB41tHKWmlXKaKyGEEEIIIc4Jp6cSQgghhBBCCGkSmwwaf/jhBzz++OPo1KkTPDw8cPvttyM3N1cx/3PPxqDoVDZqqs/gSNZ2hIf1o0fgTN4RIeiV8ir65q5H2IUMdBwd0aIsSuUR0SNiJnrU8YiYiR51PCJmokcdj4iZ6FHHI2ImJfsmLFynsdUoPmj8+eefMWTIELi5ueGzzz7DiRMn8M477+CGG25QxB8dPRGLF83F/AVLEB4xBgWFJ7Br50ZotZ3oETSTi6c7rpwoxvnZa6w6zlZ5RPOImIkedTwiZqJHHY+ImehRxyNiJnrU8YiYScm+EedG8SU3/va3v+HLL7/E4cOHW+xobsmNI1nbkZNbgBfiZgMAJEnCubM5SF6ZgoWLki1uw1k99spk6T2NYRcyUDQtCZV7jpp9vbl7GkV7rx39nNFjf4+ImehRxyNiJnrU8YiYiR51PCJmssbj0EtubF1ot7Y97nvFbm0rieJXGrdt24awsDBER0dDp9Phz3/+M95//31F3G5ubujfvy/2Zf5vQCrLMvZlZmHgwAFt3iNqJiUQrV/OfM7oUccjYiZ61PGImIkedTwiZqJHHY+ImUT7rkfERvFB49mzZ7Fq1SrcdNNN2LNnD5577jnMnDkTGzZsaLXb398Prq6uKCutMCkvKytHYIC2zXtEzaQEovXLmc8ZPep4RMxEjzoeETPRo45HxEz0qOMRMZNo3/WI2Ci+5IbBYEBYWBjefPNNAMCf//xnfPPNN1i9ejViYmIa1dfr9dDr9SZlsixDkiSloxFCCCGEEELaGk70QBp7ofiVxs6dOyMkJMSk7NZbb8X58+fN1k9KSoKvr6/JJhsum61bUfET6uvroQvwNynX6bQoKS23OKOzekTNpASi9cuZzxk96nhEzESPOh4RM9GjjkfETPSo4xExk2jf9YjYKD5oHDJkCE6ePGlSdurUKXTv3t1s/YSEBFRVVZlskouP2bp1dXXIyyvEiMihxjJJkjAiciiys49ZnNFZPaJmUgLR+uXM54wedTwiZqJHHY+ImehRxyNiJnrU8YiYSbTvejZFNthvcxIUn5764osvYvDgwXjzzTfx8MMP49///jfWrl2LtWvXmq2v0Wig0WhMypqbmrp0+ftIWbcUx/IKkZNzHDOffwpeXh5I3bDZqpzO6hExk4unOzQ9Ohv3NV118AgJRkPlZVy9WNHMkbbJI5pHxEz0qOMRMRM96nhEzESPOh4RM9GjjkfETEr2jTg3ig8aw8PDkZ6ejoSEBLz++usIDg7GsmXL8NhjjyniT0vbBq2/HxLnzEJgoBYFBd9i3PjHUVZm+eDDmT0iZvIK7YXeaQuM+10TpwEAKrZk4lz8CtXziOYRMRM96nhEzESPOh4RM9GjjkfETPSo4xExk5J9Exre09hqFF+nUQmaW6eRiIml6zT+Ec2t00gIIYQQQuyDQ6/T+MmCP65kIzwemm23tpVE8XsaCSGEEEIIIYQ4D4pPTyWEEEIIIYQQYeD01FbDQSNRBKWmlSo1zRXgVFdCCCGEEEKUgINGQgghhBBCiPMi3iNcHA7F72ns0aMHJElqtMXGxirWxnPPxqDoVDZqqs/gSNZ2hIf1o0fwTEp4vCNC0CvlVfTNXY+wCxnoODqiRVmUyqOkR8RM9KjjETETPep4RMxEjzoeETPRo45HxExK9o04L4oPGnNycnDp0iXjtnfvXgBAdHS0Iv7o6IlYvGgu5i9YgvCIMSgoPIFdOzdCq+1Ej6CZlPK4eLrjyolinJ+9xqrjbJWH54wennt6eO7p4bmnx5EzKdk34tzYfMmNuLg47NixA6dPn4YkSRYd09ySG0eytiMntwAvxF17fK0kSTh3NgfJK1OwcFGyxbmc1SNiJms8lt7TGHYhA0XTklC552iTdZq6p1G090fETPSo4xExEz3qeETMRI86HhEz0aOOR8RM1ngcesmNf861W9sek+fZrW0lsemSG1evXsVHH32EJ5980uIBY3O4ubmhf/++2Jd52FgmyzL2ZWZh4MABbd4jYiYl+6YEIvZLtEz0qOMRMRM96nhEzESPOh4RM9GjjkfETKJ9RyNiY9NBY0ZGBiorKzFlyhRFfP7+fnB1dUVZaYVJeVlZOQIDtG3eI2ImJfumBCL2S7RM9KjjETETPep4RMxEjzoeETPRo45HxEyifUezKQaD/TYnwaZPT123bh3Gjh2LoKCgJuvo9Xro9XqTMlmWFbkySQghhBBCCCGkddjsSuP333+PL774AtOnT2+2XlJSEnx9fU022XDZbN2Kip9QX18PXYC/SblOp0VJabnF2ZzVI2ImJfumBCL2S7RM9KjjETETPep4RMxEjzoeETPRo45HxEyifUezKbLBfpuTYLNBY0pKCnQ6HcaNG9dsvYSEBFRVVZlskouP2bp1dXXIyyvEiMihxjJJkjAiciiys49ZnM1ZPSJmUrJvSiBiv0TLRI86HhEz0aOOR8RM9KjjETETPep4RMwk2nc0IjY2mZ5qMBiQkpKCmJgYuLo234RGo4FGozEpa25q6tLl7yNl3VIcyytETs5xzHz+KXh5eSB1w2arMjqrR8RMSnlcPN2h6dHZuK/pqoNHSDAaKi/j6sWKZo60TR6eM3p47unhuaeH554eR86kZN+Ic2OTQeMXX3yB8+fP48knn1TcnZa2DVp/PyTOmYXAQC0KCr7FuPGPo6zM8kGDM3tEzKSUxyu0F3qnLTDud02cBgCo2JKJc/ErVM/Dc0YPzz09PPf08NzT48iZlOyb0DjRA2nshc3XaWwJza3TSJwbS9dptISm1mkkhBBCCCHW4dDrNH6QYLe2PZ5IslvbSmLTp6cSQgghhBBCiF0R7xqZw2HTdRoJIYQQQgghhDg2vNJIhELJKaVKTXXlNFdCCCGEENKW4aCREEIIIYQQ4rzwQTitRvHpqQ0NDXjttdcQHBwMDw8P9OzZE/Pnz4eSz9t57tkYFJ3KRk31GRzJ2o7wsH70CJ5JJI93RAh6pbyKvrnrEXYhAx1HR7Qoi1J5lHbR41geETPRo45HxEz0qOMRMRM96nhEzKRk34jzovig8e2338aqVavw3nvv4T//+Q/efvttLFy4EO+++64i/ujoiVi8aC7mL1iC8IgxKCg8gV07N0Kr7USPoJlE87h4uuPKiWKcn73GquNslUdJFz2O5RExEz3qeETMRI86HhEz0aOOR8RMSvZNaAwG+21OguJLbowfPx4BAQFYt26dsezBBx+Eh4cHPvroI4sczS25cSRrO3JyC/BC3GwAgCRJOHc2B8krU7BwUbLFOZ3VI2Ime3ksuacx7EIGiqYloXLP0SbrNHVPI88ZPTz39PDc08NzT481iJbJGo9DL7mxbpbd2vaYtthubSuJ4lcaBw8ejH379uHUqVMAgIKCAmRlZWHs2LGtdru5uaF//77Yl3nYWCbLMvZlZmHgwAFt3iNiJtE8SsFzRg/PPT0t9YiYiR51PCJmokcdj4iZRPtuZVNkg/02J0HxQePf/vY3TJo0Cbfccgvc3Nzw5z//GXFxcXjsscda7fb394OrqyvKSitMysvKyhEYoG3zHhEzieZRCp4zenju6WmpR8RM9KjjETETPep4RMwk2ncrIjaKPz11y5Yt2LhxIzZt2oTbbrsN+fn5iIuLQ1BQEGJiYhrV1+v10Ov1JmWyLEOSJKWjEUIIIYQQQgixEsUHjS+//LLxaiMA3H777fj++++RlJRkdtCYlJSEefPmmZRJLt6Q2nVoVLei4ifU19dDF+BvUq7TaVFSWm5xRmf1iJhJNI9S8JzRw3NPT0s9ImaiRx2PiJnoUccjYibRvlvZEtmg6CNc2iSKT0+9cuUKXFxMte3atYOhiacHJSQkoKqqymSTXHzM1q2rq0NeXiFGRA41lkmShBGRQ5GdfczijM7qETGTaB6l4Dmjh+eenpZ6RMxEjzoeETPRo45HxEyifbciYqP4lcYJEybgjTfeQLdu3XDbbbfh+PHjWLJkCZ588kmz9TUaDTQajUlZc1NTly5/HynrluJYXiFyco5j5vNPwcvLA6kbNluV01k9ImYSzePi6Q5Nj87GfU1XHTxCgtFQeRlXL1Y0c6Rt8ijposexPCJmokcdj4iZ6FHHI2ImetTxiJhJyb4JjRMtfWEvFB80vvvuu3jttdfwl7/8BWVlZQgKCsIzzzyDOXPmKOJPS9sGrb8fEufMQmCgFgUF32Lc+MdRVmb5l31n9oiYSTSPV2gv9E5bYNzvmjgNAFCxJRPn4leonkdJFz2O5RExEz3qeETMRI86HhEz0aOOR8RMSvaNODeKr9OoBM2t00iIpViyTqMlNLVOIyGEEEJIW8GR12m8svoFu7Xt+exyu7WtJIpfaSSEEEIIIYQQYXCi9RLtheIPwiGEEEIIIYQQ4jzwSiNxWpSaVspproQQQgghDgyX3Gg1vNJICCGEEEIIIaRJbDJovHz5MuLi4tC9e3d4eHhg8ODByMlR7irLc8/GoOhUNmqqz+BI1naEh/WjR/BMzujxjghBr5RX0Td3PcIuZKDj6IgWZVEyEz2O5xExEz3qeETMRI86HhEz0aOOR8RMSvZNWAwG+21Ogk0GjdOnT8fevXvx4Ycf4uuvv8aoUaMwcuRI/PBD65+6FB09EYsXzcX8BUsQHjEGBYUnsGvnRmi1negRNJOzelw83XHlRDHOz15j1XG2zESPY3lEzESPOh4RM9GjjkfETPSo4xExk5J9I86N4ktu/PLLL/Dx8cHWrVsxbtw4Y/mAAQMwduxYLFiwoJmjr9HckhtHsrYjJ7cAL8TNBgBIkoRzZ3OQvDIFCxclW5zTWT0iZnJ0jyX3NIZdyEDRtCRU7jnaZJ3m7ml09PeIHv57pYfnnh7LES0TPep4RMxkjcehl9x49y92a9vz+ZV2a1tJFL/SWF9fj4aGBri7u5uUe3h4ICsrq1VuNzc39O/fF/syDxvLZFnGvswsDBw4oM17RMzkrB4lEa1v9KjjETETPep4RMxEjzoeETPRo45HxEwifieyGZye2moUHzT6+Phg0KBBmD9/Pi5evIiGhgZ89NFH+Oqrr3Dp0qVWuf39/eDq6oqy0gqT8rKycgQGaNu8R8RMzupREtH6Ro86HhEz0aOOR8RM9KjjETETPep4RMwk4nciIi42uafxww8/hCzL+NOf/gSNRoMVK1Zg8uTJcHFp3Jxer0d1dbXJpvCMWUIIIYQQQkhbRZbttzkJNhk09uzZEwcPHkRNTQ3++9//4t///jfq6upw4403NqqblJQEX19fk002XDbrraj4CfX19dAF+JuU63RalJSWW5zPWT0iZnJWj5KI1jd61PGImIkedTwiZqJHHY+ImehRxyNiJhG/ExFxsek6jV5eXujcuTN+/vln7NmzB/fdd1+jOgkJCaiqqjLZJBcfs766ujrk5RViRORQY5kkSRgRORTZ2ccszuWsHhEzOatHSUTrGz3qeETMRI86HhEz0aOOR8RM9KjjETGTiN+JiLi42kK6Z88eyLKM3r17o6ioCC+//DJuueUWTJ06tVFdjUYDjUZjUiZJUpPupcvfR8q6pTiWV4icnOOY+fxT8PLyQOqGzVZldFaPiJmc1ePi6Q5Nj87GfU1XHTxCgtFQeRlXL1Y0c6TtMtHjWB4RM9GjjkfETPSo4xExEz3qeETMpGTfhMaJHkhjL2wyaKyqqkJCQgIuXLgAPz8/PPjgg3jjjTfg5ubWanda2jZo/f2QOGcWAgO1KCj4FuPGP46yMuu+pDurR8RMzurxCu2F3mn/W0Kma+I0AEDFlkyci19hl0z0OJZHxEz0qOMRMRM96nhEzESPOh4RMynZN+LcKL5OoxI0t04jIWpjyTqNltDcOo2EEEIIISLj0Os0Lp5ut7Y9Z/3Dbm0riU3vaSSEEEIIIYQQ4tjYZHoqIYQQQgghhAiBzHsaWwuvNBJCCCGEEEKInTl06BAmTJiAoKAgSJKEjIyMZusfOHAAkiQ12kpKSkzqJScno0ePHnB3d0dERAT+/e9/W52NVxoJ+QOUuheR90YSQgghhJCmqK2tRWhoKJ588kk88MADFh938uRJdOjQwbiv0+mM/79582bEx8dj9erViIiIwLJlyzB69GicPHnSpN4fYfWVxj8aAcuyjDlz5qBz587w8PDAyJEjcfr0aWubaZbnno1B0als1FSfwZGs7QgP60eP4JnoaRrviBD0SnkVfXPXI+xCBjqOjmhRFiUz0aOeR8RM9KjjETETPep4RMxEjzoeETMp2TdhMcj226xg7NixWLBgAe6//36rjtPpdAgMDDRuLi7/G+ItWbIETz31FKZOnYqQkBCsXr0anp6eWL9+vVVtWD1ovD4CTk5ONvv6woULsWLFCqxevRpHjx6Fl5cXRo8ejV9//dXapswSHT0RixfNxfwFSxAeMQYFhSewa+dGaLWd6BE0Ez3N4+LpjisninF+9hqrjrNlJnrU8YiYiR51PCJmokcdj4iZ6FHHI2ImJftGzKPX61FdXW2y6fV6Rdvo168fOnfujHvuuQdffvmlsfzq1as4duwYRo4caSxzcXHByJEj8dVXX1nVRquW3JAkCenp6YiKigJw7SpjUFAQXnrpJcyaNQvAtTUbAwICkJqaikmTJlnkbW7JjSNZ25GTW4AX4mYbM5w7m4PklSlYuMj8QLYteUTMRM81LJmeGnYhA0XTklC552iTdZqbnuro71Fb84iYiR51PCJmokcdj4iZ6FHHI2ImazyOvORGbVKM3dpepA/GvHnzTMrmzp2LxMTEZo/7/TjLHCdPnsSBAwcQFhYGvV6Pf/zjH/jwww9x9OhR9O/fHxcvXsSf/vQnHDlyBIMGDTIe98orr+DgwYM4erTp75u/R9EH4RQXF6OkpMRkNOvr64uIiAirR7PmcHNzQ//+fbEv87CxTJZl7MvMwsCBA9q8R8RM9KiHaH2jx/Ey0aOOR8RM9KjjETETPep4RMwk4ncZZyQhIQFVVVUmW0JCgiLu3r1745lnnsGAAQMwePBgrF+/HoMHD8bSpUsV8f8WRQeN15/UExAQYFIeEBDQ6Ck+LcHf3w+urq4oK60wKS8rK0dggLbNe0TMRI96iNY3ehwvEz3qeETMRI86HhEz0aOOR8RMIn6XcUY0Gg06dOhgsmk0Gpu1d8cdd6CoqAgA4O/vj3bt2qG0tNSkTmlpKQIDA63y2n3JDXPzfFsxY5YQQgghhBBC/oeDPAhHCfLz89G5c2cAQPv27TFgwADs27fvf2+FwYB9+/aZTFe1BEWX3Lg+Yi0tLTWGvb7fr18/s8ckJSU1mucruXhDatehUd2Kip9QX18PXYC/SblOp0VJabnFOZ3VI2ImetRDtL7R43iZ6FHHI2ImetTxiJiJHnU8ImYS8btMW6empsZ4lRC4dutffn4+/Pz80K1bNyQkJOCHH37ABx98AABYtmwZgoODcdttt+HXX3/FP/7xD2RmZuLzzz83OuLj4xETE4OwsDDccccdWLZsGWprazF16lSrsil6pTE4OBiBgYEmo9nq6mocPXq0ydGsuXm+kouP2bp1dXXIyyvEiMihxjJJkjAiciiys49ZnNNZPSJmokc9ROsbPY6XiR51PCJmokcdj4iZ6FHHI2ImEb/L2AzZYL/NCnJzc/HnP/8Zf/7znwFcG/D9+c9/xpw5cwAAly5dwvnz5431r169ipdeegm333477rrrLhQUFOCLL77A3XffbazzyCOPYPHixZgzZw769euH/Px87N69u9HthH+E1Vca/2gEHBcXhwULFuCmm25CcHAwXnvtNQQFBTX55B+NRtNoXq8kSU22v3T5+0hZtxTH8gqRk3McM59/Cl5eHkjdsNmqfjirR8RM9DSPi6c7ND3+d2Ve01UHj5BgNFRextWLFc0cabtM9KjjETETPep4RMxEjzoeETPRo45HxExK9o20nuHDhzd7m15qaqrJ/iuvvIJXXnnlD70zZszAjBkzWpXN6kFjbm4uIiMjjfvx8fEAgJiYGKSmpuKVV15BbW0tnn76aVRWVmLo0KHYvXs33N3dWxX0Omlp26D190PinFkIDNSioOBbjBv/OMrKrPty7aweETPR0zxeob3QO22Bcb9r4jQAQMWWTJyLX2GXTPSo4xExEz3qeETMRI86HhEz0aOOR8RMSvZNaOxwb6Gz0ap1Gm1Fc+s0EuKoWLJOoyU0t04jIYQQQogtcOh1Gl9/zG5te83ZaLe2lcTuT08lhBBCCCGEECIuij49lRBCCCGEEEKEwmDdA2lIY3ilkRBCCCGEEEJIk/BKIyEqodS9iLw3khBCCCHECvggnFZj9ZXGQ4cOYcKECQgKCoIkScjIyDB5/dNPP8WoUaPQqVMnSJKE/Px8haL+j+eejUHRqWzUVJ/BkaztCA/rR4/gmeixvcs7IgS9Ul5F39z1CLuQgY6jI1qcRYk89DhuJnrU8YiYiR51PCJmokcdj4iZlOwbcV6sHjTW1tYiNDQUycnJTb4+dOhQvP32260OZ47o6IlYvGgu5i9YgvCIMSgoPIFdOzdCq+1Ej6CZ6FHH5eLpjisninF+9hqr27dFHnocMxM96nhEzESPOh4RM9GjjkfETEr2jTg3rVpyQ5IkpKenIyoqqtFr586dQ3BwMI4fP45+/fpZ5W1uyY0jWduRk1uAF+JmGzOcO5uD5JUpWLjI/EC2LXlEzESPsi5LpqeGXchA0bQkVO452mSd5qanivYeOatHxEz0qOMRMRM96nhEzESPOh4RM1njceglN1572G5te83fYre2lcShHoTj5uaG/v37Yl/mYWOZLMvYl5mFgQMHtHmPiJnoUdelBKK9R87qETETPep4RMxEjzoeETPRo45HxEyiff8gYuNQg0Z/fz+4urqirLTCpLysrByBAdo27xExEz3qupRAtPfIWT0iZqJHHY+ImehRxyNiJnrU8YiYSbTvHzbFINtvcxLs/vRUvV4PvV5vUibLMiRJslMiQgghhBBCCCHXsfuVxqSkJPj6+ppssuGy2boVFT+hvr4eugB/k3KdTouS0nKL23RWj4iZ6FHXpQSivUfO6hExEz3qeETMRI86HhEz0aOOR8RMon3/IGJj90FjQkICqqqqTDbJxcds3bq6OuTlFWJE5FBjmSRJGBE5FNnZxyxu01k9ImaiR12XEoj2HjmrR8RM9KjjETETPep4RMxEjzoeETOJ9v3DlsgGg902Z8Hq6ak1NTUoKioy7hcXFyM/Px9+fn7o1q0bfvrpJ5w/fx4XL14EAJw8eRIAEBgYiMDAwEY+jUYDjUZjUtbc1NSly99HyrqlOJZXiJyc45j5/FPw8vJA6obNVvXDWT0iZqJHHZeLpzs0PTob9zVddfAICUZD5WVcvVjRzJG2yUOPY2aiRx2PiJnoUccjYiZ61PGImEnJvhHnxupBY25uLiIjI4378fHxAICYmBikpqZi27ZtmDp1qvH1SZMmAQDmzp2LxMTEVsYF0tK2Qevvh8Q5sxAYqEVBwbcYN/5xlJVZ96XYWT0iZqJHHZdXaC/0Tltg3O+aOA0AULElE+fiV6iehx7HzESPOh4RM9GjjkfETPSo4xExk5J9ExoneiCNvWjVOo22orl1Gglp61iyTqMlNLdOIyGEEELIb3HkdRpr/vqA3dr2fvtTu7WtJHZ/eiohhBBCCCGE2AxeaWw1dn8QDiGEEEIIIYQQceGgkRBCCCGEEEJIk3B6KiEOhlL3IvLeSEIIIYS0CWTnWfrCXlh9pfHQoUOYMGECgoKCIEkSMjIyjK/V1dXhr3/9K26//XZ4eXkhKCgITzzxhHH5DaV47tkYFJ3KRk31GRzJ2o7wsH70CJ6JHsfJ5B0Rgl4pr6Jv7nqEXchAx9ERLcqhVB5n94iYiR51PCJmokcdj4iZ6FHHI2ImJftGnBerB421tbUIDQ1FcnJyo9euXLmCvLw8vPbaa8jLy8Onn36KkydPYuLEiYqEBYDo6IlYvGgu5i9YgvCIMSgoPIFdOzdCq+1Ej6CZ6HGsTC6e7rhyohjnZ6+xths2yePMHhEz0aOOR8RM9KjjETETPep4RMykZN+ExiDbb3MSWrXkhiRJSE9PR1RUVJN1cnJycMcdd+D7779Ht27dLPI2t+TGkaztyMktwAtxs40Zzp3NQfLKFCxc1Hgg29Y8ImaiR8xMlkxPDbuQgaJpSajcc7TJOs1NTxXtvRbNI2ImetTxiJiJHnU8ImaiRx2PiJms8Tj0khvxyl3AshbvJdvs1raS2PxBOFVVVZAkCR07dmy1y83NDf3798W+zMPGMlmWsS8zCwMHDmjzHhEz0eOYmZRAtH6J5hExEz3qeETMRI86HhEz0aOOR8RMon1vIGJj00Hjr7/+ir/+9a+YPHkyOnTo0Gqfv78fXF1dUVZaYVJeVlaOwABtm/eImIkex8ykBKL1SzSPiJnoUccjYiZ61PGImIkedTwiZhLte4MtkQ2y3TZnwWZPT62rq8PDDz8MWZaxatWqJuvp9Xro9XqTMlmWIUmSraIRQgghhBBCCLEQm1xpvD5g/P7777F3795mrzImJSXB19fXZJMNl83Wraj4CfX19dAF+JuU63RalJSWW5zPWT0iZqLHMTMpgWj9Es0jYiZ61PGImIkedTwiZqJHHY+ImUT73mBT+CCcVqP4oPH6gPH06dP44osv0KlT809fSkhIQFVVlckmufg06c7LK8SIyKHGMkmSMCJyKLKzj1mV0Rk9ImaixzEzKYFo/RLNI2ImetTxiJiJHnU8ImaiRx2PiJlE+95AxMbq6ak1NTUoKioy7hcXFyM/Px9+fn7o3LkzHnroIeTl5WHHjh1oaGhASUkJAMDPzw/t27dv5NNoNNBoNCZlzU1NXbr8faSsW4pjeYXIyTmOmc8/BS8vD6Ru2GxVP5zVI2Imehwrk4unOzQ9Ohv3NV118AgJRkPlZVy9WNHMkbbJ48weETPRo45HxEz0qOMRMRM96nhEzKRk34TGYLB3AofH6kFjbm4uIiMjjfvx8fEAgJiYGCQmJmLbtmuPle3Xr5/Jcfv378fw4cNbnvT/k5a2DVp/PyTOmYXAQC0KCr7FuPGPo6zMui+zzuoRMRM9jpXJK7QXeqctMO53TZwGAKjYkolz8StUz+PMHhEz0aOOR8RM9KjjETETPep4RMykZN+Ic9OqdRptRXPrNBJClMGSdRotobl1GgkhhBDiHDjyOo2XZ9xrt7Z93ttlt7aVxGZPTyWEEEIIIYQQu+NED6SxFzZdp5EQQgghhBBCiGPDK42EEEIIIYQQ54VXGlsNB42EtFGUuhdRqXsjAd4fSQghhBAiIlZPTz106BAmTJiAoKAgSJKEjIwMk9cTExNxyy23wMvLCzfccANGjhyJo0ePKpUXAPDcszEoOpWNmuozOJK1HeFh/egRPBM9jpdJCY93RAh6pbyKvrnrEXYhAx1HR7Qoi1J5RPSImIkedTwiZqJHHY+ImehRxyNiJiX7RpwXqweNtbW1CA0NRXJystnXb775Zrz33nv4+uuvkZWVhR49emDUqFEoLy9vdVgAiI6eiMWL5mL+giUIjxiDgsIT2LVzI7TaTvQImokex8uklMfF0x1XThTj/Ow1Vh1nqzyieUTMRI86HhEz0aOOR8RM9KjjETGTkn0TGVmW7bY5C61ackOSJKSnpyMqKqrJOtXV1fD19cUXX3yBu+++2yJvc0tuHMnajpzcArwQN9uY4dzZHCSvTMHCReYHsm3JI2ImehwvkzUeS6enhl3IQNG0JFTuaXrmQVPTUx35/XG0TPSo4xExEz3qeETMRI86HhEzWeNx5CU3qp8Zbbe2O6zZY7e2lcSmT0+9evUq1q5dC19fX4SGhrba5+bmhv79+2Jf5mFjmSzL2JeZhYEDB7R5j4iZ6HG8TEr2TQlE6xfPPT089/S01CNiJnrU8YiYSbTf9zbFINtvcxJsMmjcsWMHvL294e7ujqVLl2Lv3r3w9/dvtdff3w+urq4oK60wKS8rK0dggLbNe0TMRI/jZVKyb0ogWr947unhuaenpR4RM9GjjkfETKL9vidiY5Onp0ZGRiI/Px8VFRV4//338fDDD+Po0aPQ6XSN6ur1euj1epMyWZYhSZItohFCCCGEEELaEk50xc9e2ORKo5eXF3r16oWBAwdi3bp1cHV1xbp168zWTUpKgq+vr8kmGy6brVtR8RPq6+uhCzC9aqnTaVFSavmDdpzVI2Imehwvk5J9UwLR+sVzTw/PPT0t9YiYiR51PCJmEu33PREbm97TeB2DwdDoauJ1EhISUFVVZbJJLj5m69bV1SEvrxAjIocayyRJwojIocjOPmZxHmf1iJiJHsfLpGTflEC0fvHc08NzT09LPSJmokcdj4iZRPt9T8TG6umpNTU1KCoqMu4XFxcjPz8ffn5+6NSpE9544w1MnDgRnTt3RkVFBZKTk/HDDz8gOjrarE+j0UCj0ZiUNTc1deny95GybimO5RUiJ+c4Zj7/FLy8PJC6YbNV/XBWj4iZ6HG8TEp5XDzdoenR2biv6aqDR0gwGiov4+rFimaOtE0e0TwiZqJHHY+ImehRxyNiJnrU8YiYScm+iYzM6amtxupBY25uLiIjI4378fHxAICYmBisXr0a3333HTZs2ICKigp06tQJ4eHhOHz4MG677TZFAqelbYPW3w+Jc2YhMFCLgoJvMW784ygrs/wLqDN7RMxEj+NlUsrjFdoLvdMWGPe7Jk4DAFRsycS5+BWq5xHNI2ImetTxiJiJHnU8ImaiRx2PiJmU7Btxblq1TqOtaG6dRkKIWFi6TqMlNLVOIyGEEELsiyOv01gVY9la8bbAd8M+u7WtJKrc00gIIYQQQgghxDHhoJEQQgghhBBCSJPYZJ1GQgghhBBCCBECg70DOD4cNBJCWoWS9yEqdX8k740khBBCCFEOq6enHjp0CBMmTEBQUBAkSUJGRkaTdZ999llIkoRly5a1ImJjnns2BkWnslFTfQZHsrYjPKwfPYJnosfxMonk8Y4IQa+UV9E3dz3CLmSg4+iIFmVRKo+SHhEz0aOOR8RM9KjjETETPep4RMykZN9ERTbIdtucBasHjbW1tQgNDUVycnKz9dLT05GdnY2goKAWhzNHdPRELF40F/MXLEF4xBgUFJ7Arp0bodV2okfQTPQ4XibRPC6e7rhyohjnZ6+x6jhb5eG5p4fnnh6ee3p47klbolVLbkiShPT0dERFRZmU//DDD4iIiMCePXswbtw4xMXFIS4uzmJvc0tuHMnajpzcArwQN9uY4dzZHCSvTMHCRc0PZNuCR8RM9DheJnt5LJmeGnYhA0XTklC552iTdZqanira+yNiJnrU8YiYiR51PCJmokcdj4iZrPE48pIblZMj/7iSjej4z/12a1tJFH96qsFgwP/93//h5Zdfxm233aao283NDf3798W+zMPGMlmWsS8zCwMHDmjzHhEz0eN4mUTzKIWI/RItEz3qeETMRI86HhEz0aOOR8RMov2eJmKj+KDx7bffhqurK2bOnKm0Gv7+fnB1dUVZaYVJeVlZOQIDtG3eI2Imehwvk2gepRCxX6Jlokcdj4iZ6FHHI2ImetTxiJhJtN/TRGwUfXrqsWPHsHz5cuTl5UGSJIuO0ev10Ov1JmWyLFt8PCGEEEIIIYQ0CZfcaDWKXmk8fPgwysrK0K1bN7i6usLV1RXff/89XnrpJfTo0cPsMUlJSfD19TXZZMNls3UrKn5CfX09dAH+JuU6nRYlpeUW53RWj4iZ6HG8TKJ5lELEfomWiR51PCJmokcdj4iZ6FHHI2Im0X5PE7FRdND4f//3fygsLER+fr5xCwoKwssvv4w9e/aYPSYhIQFVVVUmm+TiY7ZuXV0d8vIKMSJyqLFMkiSMiByK7OxjFud0Vo+ImehxvEyieZRCxH6JlokedTwiZqJHHY+ImehRxyNiJtF+T9sSLrnReqyenlpTU4OioiLjfnFxMfLz8+Hn54du3bqhUyfTR/S6ubkhMDAQvXv3NuvTaDTQaDQmZc1NTV26/H2krFuKY3mFyMk5jpnPPwUvLw+kbthsVT+c1SNiJnocL5NoHhdPd2h6dDbua7rq4BESjIbKy7h6saKZI22Th+eeHp57enju6eG5J20JqweNubm5iIz832Nr4+PjAQAxMTFITU1VLFhTpKVtg9bfD4lzZiEwUIuCgm8xbvzjKCuz/IujM3tEzESP42USzeMV2gu90xYY97smTgMAVGzJxLn4Farn4bmnh+eeHp57enjuSVuiVes02orm1mkkhDgvlqzTaAlNrdNICCGEkJbhyOs0/vzgcLu1fcO/DtitbSVRfMkNQgghhBBCCCHOg6JLbhBCCCGEEEKISDjTA2nsBa80EkIIIYQQQghpEl5pJIQIg1L3Iv5y8bAiHo+gOxXxEEIIIcSOGOwdwPGx+krjoUOHMGHCBAQFBUGSJGRkZJi8PmXKFEiSZLKNGTNGqbwAgOeejUHRqWzUVJ/BkaztCA/rR4/gmehxvEzO5nn/g814ZNpM3DHyAQwbNwkz//Y6ir+/0KIsSuSxhYsex/KImIkedTwiZqJHHY+ImZTsG2kdfzTO+j2ffvop7rnnHmi1WnTo0AGDBg3Cnj17TOokJiY2GpvdcsstVmezetBYW1uL0NBQJCcnN1lnzJgxuHTpknH75z//aXWwpoiOnojFi+Zi/oIlCI8Yg4LCE9i1cyO02k5/fHAb8IiYiR7Hy+SMntz8rzH5gQnYtHYp1i57E3X19Xj6xVdx5ZdfrcqiVB6lXfQ4lkfETPSo4xExEz3qeETMpGTfSOuxZJz1Ww4dOoR77rkHu3btwrFjxxAZGYkJEybg+PHjJvVuu+02k7FZVlaW1dlateSGJElIT09HVFSUsWzKlCmorKz8w5FxczS35MaRrO3IyS3AC3GzjRnOnc1B8soULFxk2RvszB4RM9HjeJkc3WPJ9NSffq7EsPGTkZq8EGH9bjdbp6npqTz39PDc08NzT09bO/eOvOTGjxPuslvbnbYfbNFx5sZZlnDbbbfhkUcewZw5cwBcu9KYkZGB/Pz8FuW4jk0ehHPgwAHodDr07t0bzz33HH788UdFvG5ubujfvy/2Zf7vC6Esy9iXmYWBAwe0eY+ImehxvEzO6vk9NbVXAAC+HXysOo7nnh6ee3pa6hExEz3qeETMZKvfr8QUvV6P6upqk02v19ukLYPBgMuXL8PPz8+k/PTp0wgKCsKNN96Ixx57DOfPn7farfigccyYMfjggw+wb98+vP322zh48CDGjh2LhoaGVrv9/f3g6uqKstIKk/KysnIEBmjbvEfETPQ4XiZn9fwWg8GAt5avwZ/7huCmG3tYdSzPPT089/S01CNiJnrU8YiYyRa/X4XFYL8tKSkJvr6+JltSUpJNurl48WLU1NTg4YcfNpZFREQgNTUVu3fvxqpVq1BcXIw777wTly9ftsqt+NNTJ02aZPz/22+/HX379kXPnj1x4MAB3H333Y3q6/X6RqNtWZYhSZLS0QghBACw4J1kFJ09hw9WLbZ3FEIIIYQ4MQkJCYiPjzcp02g0irezadMmzJs3D1u3boVOpzOWjx071vj/ffv2RUREBLp3744tW7Zg2rRpFvttvk7jjTfeCH9/fxQVFZl93dzoWzaYH/lWVPyE+vp66AL8Tcp1Oi1KSsstzuSsHhEz0eN4mZzVc5033lmJg0f+jfXvvo1AnfV/SeW5p4fnnp6WekTMRI86HhEzKf37lZhHo9GgQ4cOJpvSg8aPP/4Y06dPx5YtWzBy5Mhm63bs2BE333xzk2OzprD5oPHChQv48ccf0blzZ7OvJyQkoKqqymSTXMzfY1RXV4e8vEKMiBxqLJMkCSMihyI7+5jFmZzVI2Imehwvk7N6ZFnGG++sxL5DR7B+xVvoEhRo8bG2yKOkix7H8oiYiR51PCJmokcdj4iZlOyb6MgG+2225p///CemTp2Kf/7znxg3btwf1q+pqcGZM2eaHJs1hdXTU2tqakxGpsXFxcjPz4efnx/8/Pwwb948PPjggwgMDMSZM2fwyiuvoFevXhg9erRZn0ajaTTabm5q6tLl7yNl3VIcyytETs5xzHz+KXh5eSB1w2ar+uGsHhEz0eN4mZzRs+CdZOzaewAr3poDL08PVPz4EwDA29sL7lb+xY/nnh6ee3p47unhuSdK09w4q1u3bkhISMAPP/yADz74AMC1KakxMTFYvnw5IiIiUFJSAgDw8PCAr68vAGDWrFmYMGECunfvjosXL2Lu3Llo164dJk+ebFU2qweNubm5iIyMNO5fn6MbExODVatWobCwEBs2bEBlZSWCgoIwatQozJ8/X7HLsGlp26D190PinFkIDNSioOBbjBv/OMrKKv744DbgETETPY6XyRk9m9N3AgCmzvirSfmCv8cjatw9qudR2kWPY3lEzESPOh4RM9GjjkfETEr2TWhUuOKnBM2Ns1JTU3Hp0iWTJ5+uXbsW9fX1iI2NRWxsrLH8en3g2qzPyZMn48cff4RWq8XQoUORnZ0Nrda6W3RatU6jrWhunUZCCPkjLFmn0RKaWqeREEIIaWs48jqNFaPtt06j/56WrdMoGoo/PZUQQgghhBBCREGNewudHZs/CIcQQgghhBBCiOPCQSMhhBBCCCGEkCbh9FRCiNOh1L2I2bpwRTwDy3IU8RBCCCHEejg9tfVYfaXx0KFDmDBhAoKCgiBJEjIyMhrV+c9//oOJEyfC19cXXl5eCA8PN3nST2t57tkYFJ3KRk31GRzJ2o7wsH70CJ6JHsfLRE/TeEeEoFfKq+ibux5hFzLQcXREi7IomYkex/OImIkedTwiZqJHHY+ImZTsG3FerB401tbWIjQ0FMnJyWZfP3PmDIYOHYpbbrkFBw4cQGFhIV577TW4u7u3OiwAREdPxOJFczF/wRKER4xBQeEJ7Nq5EVptJ3oEzUSP42Wip3lcPN1x5UQxzs9eY9VxtsxEj2N5RMxEjzoeETPRo45HxExK9k1kZIP9NmehVUtuSJKE9PR0REVFGcsmTZoENzc3fPjhhy0O1dySG0eytiMntwAvxM02Zjh3NgfJK1OwcJH5gWxb8oiYiR7Hy0TPNSyZnhp2IQNF05JQuedok3Wam57q6O8RPfx3Tw/PPT2WI1omazyOvORGaaT9ltwI2O8cS24o+iAcg8GAnTt34uabb8bo0aOh0+kQERFhdgprS3Bzc0P//n2xL/N/a7DJsox9mVkYOHBAm/eImIkex8tEj3qI1jd61PGImIkedTwiZqJHHY+ImUT8vUjERdFBY1lZGWpqavDWW29hzJgx+Pzzz3H//ffjgQcewMGDrR9l+/v7wdXVFWWlFb9rtxyBAdo27xExEz2Ol4ke9RCtb/So4xExEz3qeETMRI86HhEzifh70WbIkv02J0HRp6caDNcm7t5333148cUXAQD9+vXDkSNHsHr1atx1V+NLw3q9Hnq93qRMlmVIkvO8yYQQQgghhBDiqCh6pdHf3x+urq4ICQkxKb/11lubfHpqUlISfH19TTbZcNls3YqKn1BfXw9dgL9JuU6nRUlpucU5ndUjYiZ6HC8TPeohWt/oUccjYiZ61PGImIkedTwiZhLx96Kt4INwWo+ig8b27dsjPDwcJ0+eNCk/deoUunfvbvaYhIQEVFVVmWySi4/ZunV1dcjLK8SIyKHGMkmSMCJyKLKzj1mc01k9Imaix/Ey0aMeovWNHnU8ImaiRx2PiJnoUccjYiYRfy8ScbF6empNTQ2KioqM+8XFxcjPz4efnx+6deuGl19+GY888giGDRuGyMhI7N69G9u3b8eBAwfM+jQaDTQajUlZc1NTly5/HynrluJYXiFyco5j5vNPwcvLA6kbNlvVD2f1iJiJHsfLRE/zuHi6Q9Ojs3Ff01UHj5BgNFRextWLFc0cabtM9DiWR8RM9KjjETETPep4RMykZN+Ic2P1oDE3NxeRkZHG/fj4eABATEwMUlNTcf/992P16tVISkrCzJkz0bt3b/zrX//C0KFDm1JaRVraNmj9/ZA4ZxYCA7UoKPgW48Y/jrIy676oOatHxEz0OF4meprHK7QXeqctMO53TZwGAKjYkolz8Svskokex/KImIkedTwiZqJHHY+ImZTsm8jIBj4rpbW0ap1GW9HcOo2EEKIWlqzTaAnNrdNICCGEOAKOvE7jpaGRf1zJRnTO2m+3tpVE0aenEkIIIYQQQohIONMDaeyFog/CIYQQQgghhBDiXPBKIyGEEEIIIcRpkWXe09haOGgkhJAmUOpeRN4bSQghhBBHxurpqYcOHcKECRMQFBQESZKQkZFh8rokSWa3RYsWKZUZzz0bg6JT2aipPoMjWdsRHtaPHsEz0eN4meixvcc7IgS9Ul5F39z1CLuQgY6jI1qURclM9KjnETETPep4RMxEjzoeETMp2TfivFg9aKytrUVoaCiSk5PNvn7p0iWTbf369ZAkCQ8++GCrwwJAdPRELF40F/MXLEF4xBgUFJ7Arp0bodV2okfQTPQ4XiZ61PG4eLrjyolinJ+9xqrjbJmJHnU8ImaiRx2PiJnoUccjYiYl+yYyssF+m7PQqiU3JElCeno6oqKimqwTFRWFy5cvY9++fRZ7m1ty40jWduTkFuCFuNnGDOfO5iB5ZQoWLjI/kG1LHhEz0eN4mehR1mPJ9NSwCxkompaEyj1Hm6zT3PRUR3+P2ppHxEz0qOMRMRM96nhEzGSNx5GX3LgQMcJubXc5mmm3tpXEpk9PLS0txc6dOzFt2jRFfG5ubujfvy/2ZR42lsmyjH2ZWRg4cECb94iYiR7Hy0SPOh4lEa1v9DheJnrU8YiYiR51PCJmEvH3ma2QDZLdNmfBpoPGDRs2wMfHBw888IAiPn9/P7i6uqKstMKkvKysHIEB2jbvETETPY6XiR51PEoiWt/ocbxM9KjjETETPep4RMwk4u8zIi42fXrq+vXr8dhjj8Hd3b3JOnq9Hnq93qRMlmVIkvOMzAkhhBBCCCHEUbHZlcbDhw/j5MmTmD59erP1kpKS4Ovra7LJhstm61ZU/IT6+nroAvxNynU6LUpKyy3O5qweETPR43iZ6FHHoySi9Y0ex8tEjzoeETPRo45HxEwi/j6zFbJsv81ZsNmgcd26dRgwYABCQ0ObrZeQkICqqiqTTXLxMVu3rq4OeXmFGBE51FgmSRJGRA5FdvYxi7M5q0fETPQ4XiZ61PEoiWh9o8fxMtGjjkfETPSo4xExk4i/z4i4WD09taamBkVFRcb94uJi5Ofnw8/PD926dQMAVFdXIy0tDe+8884f+jQaDTQajUlZc1NTly5/HynrluJYXiFyco5j5vNPwcvLA6kbNlvVD2f1iJiJHsfLRI86HhdPd2h6dDbua7rq4BESjIbKy7h6saKZI22XiR51PCJmokcdj4iZ6FHHI2ImJfsmMs70QBp7YfWgMTc3F5GRkcb9+Ph4AEBMTAxSU1MBAB9//DFkWcbkyZOVSfkb0tK2Qevvh8Q5sxAYqEVBwbcYN/5xlJVZ9wXLWT0iZqLH8TLRo47HK7QXeqctMO53Tbz2pOmKLZk4F7/CLpnoUccjYiZ61PGImIkedTwiZlKyb8S5adU6jbaiuXUaCSHE0bBknUZLaG6dRkIIIcSWOPI6jef63WO3tnvk77Vb20pi0yU3CCGEEEIIIYQ4Nhw0EkIIIYQQQghpEpuu00gIIYQQQggh9kS8m/EcDw4aCSHExih1LyLvjSSEEEKIPbB6euqhQ4cwYcIEBAUFQZIkZGRkmLxeU1ODGTNmoEuXLvDw8EBISAhWr16tVF4AwHPPxqDoVDZqqs/gSNZ2hIf1o0fwTPQ4XiZ61PEo4fKOCEGvlFfRN3c9wi5koOPoiBZnUSIPPY6biR51PCJmokcdj4iZlOybqMgGyW6bs2D1oLG2thahoaFITk42+3p8fDx2796Njz76CP/5z38QFxeHGTNmYNu2ba0OCwDR0ROxeNFczF+wBOERY1BQeAK7dm6EVtuJHkEz0eN4mehRx6OUy8XTHVdOFOP87DVWt2+LPPQ4ZiZ61PGImIkedTwiZlKyb8S5adWSG5IkIT09HVFRUcayPn364JFHHsFrr71mLBswYADGjh2LBQsWmLE0prklN45kbUdObgFeiJttzHDubA6SV6Zg4SLzA9m25BExEz2Ol4kedTzWuiyZnhp2IQNF05JQuedok3Wam54q2nvkrB4RM9GjjkfETPSo4xExkzUeR15y4+zto+zW9o1ff263tpVE8aenDh48GNu2bcMPP/wAWZaxf/9+nDp1CqNGtf5kubm5oX//vtiXedhYJssy9mVmYeDAAW3eI2ImehwvEz3qeJR2KYFo75GzekTMRI86HhEz0aOOR8RMov0OsiWyLNltcxYUHzS+++67CAkJQZcuXdC+fXuMGTMGycnJGDZsWKvd/v5+cHV1RVlphUl5WVk5AgO0bd4jYiZ6HC8TPep4lHYpgWjvkbN6RMxEjzoeETPRo45HxEyi/Q4iYqP401PfffddZGdnY9u2bejevTsOHTqE2NhYBAUFYeTIkY3q6/V66PV6kzJZliFJzjMyJ4QQQgghhNgH2WDvBI6PooPGX375BX//+9+Rnp6OcePGAQD69u2L/Px8LF682OygMSkpCfPmzTMpk1y8IbXr0KhuRcVPqK+vhy7A36Rcp9OipLTc4pzO6hExEz2Ol4kedTxKu5RAtPfIWT0iZqJHHY+ImehRxyNiJtF+BxGxUXR6al1dHerq6uDiYqpt164dDAbzQ/yEhARUVVWZbJKLT5P+vLxCjIgcaiyTJAkjIociO/uYVTmd0SNiJnocLxM96niUdimBaO+Rs3pEzESPOh4RM9GjjkfETKL9DrIlBlmy2+YsWH2lsaamBkVFRcb94uJi5Ofnw8/PD926dcNdd92Fl19+GR4eHujevTsOHjyIDz74AEuWLDHr02g00Gg0JmXNTU1duvx9pKxbimN5hcjJOY6Zzz8FLy8PpG7YbFU/nNUjYiZ6HC8TPep4lHK5eLpD06OzcV/TVQePkGA0VF7G1YsVzRxpmzz0OGYmetTxiJiJHnU8ImZSsm/EubF60Jibm4vIyEjjfnx8PAAgJiYGqamp+Pjjj5GQkIDHHnsMP/30E7p374433ngDzz77rCKB09K2Qevvh8Q5sxAYqEVBwbcYN/5xlJVZ98XIWT0iZqLH8TLRo45HKZdXaC/0TvvfkkZdE6cBACq2ZOJc/ArV89DjmJnoUccjYiZ61PGImEnJvhHnplXrNNqK5tZpJISQtool6zRaQnPrNBJCCCHmcOR1Gk/eMtZubff+7jO7ta0kii+5QQghhBBCCCHEeVB8yQ1CCCGEEEIIEQXZ4DwPpLEXvNJICCGEEEIIIaRJeKWREEIcBKXuReS9kYQQQgixBquvNB46dAgTJkxAUFAQJElCRkaGyeulpaWYMmUKgoKC4OnpiTFjxuD06dNK5QUAPPdsDIpOZaOm+gyOZG1HeFg/egTPRI/jZaJHHY9ImbwjQtAr5VX0zV2PsAsZ6Dg6okU5lMrj7B4RM9GjjkfETPSo4xExk5J9ExVZtt/mLFg9aKytrUVoaCiSk5MbvSbLMqKionD27Fls3boVx48fR/fu3TFy5EjU1tYqEjg6eiIWL5qL+QuWIDxiDAoKT2DXzo3QajvRI2gmehwvEz3qeETL5OLpjisninF+9hpru2GTPM7sETETPep4RMxEjzoeETMp2Tfi3LRqyQ1JkpCeno6oqCgAwKlTp9C7d2988803uO222wAABoMBgYGBePPNNzF9+nSLvM0tuXEkaztycgvwQtxsY4ZzZ3OQvDIFCxc1Hsi2NY+ImehxvEz0qOOxVyZLpqeGXchA0bQkVO452mSd5qanivZei+YRMRM96nhEzESPOh4RM1njceQlN070HGe3tkPO7LRb20qi6INw9Ho9AMDd3f1/Dbi4QKPRICsrq9V+Nzc39O/fF/syDxvLZFnGvswsDBw4oM17RMxEj+Nlokcdj6iZlEC0fonmETETPep4RMxEjzoeETOJ9ruDiI2ig8ZbbrkF3bp1Q0JCAn7++WdcvXoVb7/9Ni5cuIBLly612u/v7wdXV1eUlVaYlJeVlSMwQNvmPSJmosfxMtGjjkfUTEogWr9E84iYiR51PCJmokcdj4iZRPvdYUsMsmS3zVlQdNDo5uaGTz/9FKdOnYKfnx88PT2xf/9+jB07Fi4u5pvS6/Worq422VoxY5YQQgghhBBCiIIovk7jgAEDkJ+fj8rKSly6dAm7d+/Gjz/+iBtvvNFs/aSkJPj6+ppssuGy2boVFT+hvr4eugB/k3KdTouS0nKLMzqrR8RM9DheJnrU8YiaSQlE65doHhEz0aOOR8RM9KjjETGTaL87iNgoPmi8jq+vL7RaLU6fPo3c3Fzcd999ZuslJCSgqqrKZJNcfMzWraurQ15eIUZEDjWWSZKEEZFDkZ19zOJszuoRMRM9jpeJHnU8omZSAtH6JZpHxEz0qOMRMRM96nhEzCTa7w5bIsuS3TZnwdXaA2pqalBUVGTcLy4uRn5+Pvz8/NCtWzekpaVBq9WiW7du+Prrr/HCCy8gKioKo0aNMuvTaDTQaDQmZZLU9Bu8dPn7SFm3FMfyCpGTcxwzn38KXl4eSN2w2ap+OKtHxEz0OF4metTxiJbJxdMdmh6djfuarjp4hASjofIyrl6saOZI2+RxZo+ImehRxyNiJnrU8YiYScm+EefG6kFjbm4uIiMjjfvx8fEAgJiYGKSmpuLSpUuIj49HaWkpOnfujCeeeAKvvfaaYoHT0rZB6++HxDmzEBioRUHBtxg3/nGUlVn3hcZZPSJmosfxMtGjjke0TF6hvdA7bYFxv2viNABAxZZMnItfoXoeZ/aImIkedTwiZqJHHY+ImZTsm8jwcSmtp1XrNNqK5tZpJIQQ0josWafREppbp5EQQohz4cjrNBb2mGC3tvue2263tpXEZvc0EkIIIYQQQghxfKyenkoIIYQQQgghjoIzrZdoL3ilkRBCCCGEEEJIk/BKIyGEtDGUuhdRqXsjAd4fSQghxHY409IX9sKqK41JSUkIDw+Hj48PdDodoqKicPLkSZM6v/76K2JjY9GpUyd4e3vjwQcfRGlpqaKhn3s2BkWnslFTfQZHsrYjPKwfPYJnosfxMtGjjkfETEp4vCNC0CvlVfTNXY+wCxnoODqiRVmUyiOiR8RM9KjjETETPep4RMykZN+I82LVoPHgwYOIjY1FdnY29u7di7q6OowaNQq1tbXGOi+++CK2b9+OtLQ0HDx4EBcvXsQDDzygWODo6IlYvGgu5i9YgvCIMSgoPIFdOzdCq+1Ej6CZ6HG8TPSo4xExk1IeF093XDlRjPOz11h1nK3yiOYRMRM96nhEzESPOh4RMynZN5GRZfttzkKrltwoLy+HTqfDwYMHMWzYMFRVVUGr1WLTpk146KGHAADfffcdbr31Vnz11VcYOHCgRd7mltw4krUdObkFeCFu9rUOSBLOnc1B8soULFyUbHF2Z/WImIkex8tEjzoeETNZ47F0emrYhQwUTUtC5Z6jTdZpanqqI78/jpaJHnU8ImaiRx2PiJms8Tjykht5Xe+zW9v9/7vV4rqHDh3CokWLcOzYMVy6dAnp6emIiopq9pgDBw4gPj4e3377Lbp27YrZs2djypQpJnWSk5OxaNEilJSUIDQ0FO+++y7uuOMOq/rRqgfhVFVVAQD8/PwAAMeOHUNdXR1GjhxprHPLLbegW7du+Oqrr1rTFADAzc0N/fv3xb7Mw8YyWZaxLzMLAwcOaPMeETPR43iZ6FHHI2ImJfumBKL1i+eeHp57elrqETGTaJ/5BKitrUVoaCiSky0b+BcXF2PcuHGIjIxEfn4+4uLiMH36dOzZs8dYZ/PmzYiPj8fcuXORl5eH0NBQjB49GmVlZVZla/Gg0WAwIC4uDkOGDEGfPn0AACUlJWjfvj06duxoUjcgIAAlJSUtbcqIv78fXF1dUVZaYVJeVlaOwABtm/eImIkex8tEjzoeETMp2TclEK1fPPf08NzT01KPiJlE+8y3JQZZsttmDWPHjsWCBQtw//33W1R/9erVCA4OxjvvvINbb70VM2bMwEMPPYSlS5ca6yxZsgRPPfUUpk6dipCQEKxevRqenp5Yv369Vdla/PTU2NhYfPPNN8jKymqpAgCg1+uh1+tNymRZhiTxKUeEEEIIIYQQx8XcWEej0UCj0bTa/dVXX5nM8ASA0aNHIy4uDgBw9epVHDt2DAkJCcbXXVxcMHLkSKtngbboSuOMGTOwY8cO7N+/H126dDGWBwYG4urVq6isrDSpX1paisDAQLOupKQk+Pr6mmyy4bLZuhUVP6G+vh66AH+Tcp1Oi5LScovzO6tHxEz0OF4metTxiJhJyb4pgWj94rmnh+eenpZ6RMwk2me+LZFlyW6bubFOUlKSIv0qKSlBQECASVlAQACqq6vxyy+/oKKiAg0NDWbrWDsL1KpBoyzLmDFjBtLT05GZmYng4GCT1wcMGAA3Nzfs27fPWHby5EmcP38egwYNMutMSEhAVVWVySa5+JitW1dXh7y8QoyIHGoskyQJIyKHIjv7mMX9cFaPiJnocbxM9KjjETGTkn1TAtH6xXNPD889PS31iJhJtM98Z8XcWOe3V/4cBaump8bGxmLTpk3YunUrfHx8jCNUX19feHh4wNfXF9OmTUN8fDz8/PzQoUMHPP/88xg0aFCTT041d3m2uampS5e/j5R1S3EsrxA5Occx8/mn4OXlgdQNm63pitN6RMxEj+Nlokcdj4iZlPK4eLpD06OzcV/TVQePkGA0VF7G1YsVzRxpmzyieUTMRI86HhEz0aOOR8RMSvaNmEepqajmCAwMRGlpqUlZaWkpOnToAA8PD7Rr1w7t2rUzW6epWaBNYdWgcdWqVQCA4cOHm5SnpKQYH+26dOlSuLi44MEHH4Rer8fo0aOxcuVKq0I1R1raNmj9/ZA4ZxYCA7UoKPgW48Y/jrIyy7+EOLNHxEz0OF4metTxiJhJKY9XaC/0Tltg3O+aOA0AULElE+fiV6ieRzSPiJnoUccjYiZ61PGImEnJvomMtQ+kcRQGDRqEXbt2mZTt3bvXOMOzffv2GDBgAPbt22dcusNgMGDfvn2YMWOGVW21ap1GW9HcOo2EEELEwNJ1Gi2hqXUaCSGEiIEjr9N4NOgBu7UdcfFTi+vW1NSgqKgIAPDnP/8ZS5YsQWRkJPz8/NCtWzckJCTghx9+wAcffADg2pIbffr0QWxsLJ588klkZmZi5syZ2LlzJ0aPHg3g2pIbMTExWLNmDe644w4sW7YMW7ZswXfffdfoXsfmaPHTUwkhhBBCCCFEdIS7QtYEubm5iIyMNO7Hx8cDAGJiYpCamopLly7h/PnzxteDg4Oxc+dOvPjii1i+fDm6dOmCf/zjH8YBIwA88sgjKC8vx5w5c1BSUoJ+/fph9+7dVg0YAV5pJIQQ0kJ4pZEQQtoOjnylMduOVxoHWnGlUWR4pZEQQgghhBDitDjrPY1qwkEjIYSQFqHk1UGlrlryiiUhhBCiPFat05iUlITw8HD4+PhAp9MhKioKJ0+eNKmzdu1aDB8+HB06dIAkSaisrFQyLwDguWdjUHQqGzXVZ3AkazvCw/rRI3gmehwvEz3qeETMJJLHOyIEvVJeRd/c9Qi7kIGOoyNalEWpPEp6RMxEjzoeETPRo45HxExK9o04L1YNGg8ePIjY2FhkZ2dj7969qKurw6hRo1BbW2usc+XKFYwZMwZ///vfFQ8LANHRE7F40VzMX7AE4RFjUFB4Art2boRW24keQTPR43iZ6FHHI2Im0Twunu64cqIY52evseo4W+XhuaeH554ennvHQ5Ylu23OQqsehFNeXg6dToeDBw9i2LBhJq8dOHAAkZGR+Pnnn9GxY0ervM09COdI1nbk5BbghbjZAABJknDubA6SV6Zg4aJki9twVo+ImehxvEz0qOMRMZO9PJZMTw27kIGiaUmo3HO0yTpNTU8V7f0RMRM96nhEzESPOh4RM1njceQH4XwZ+JDd2h5S8ond2lYSq640/p6qqioAgJ+fnyJh/gg3Nzf0798X+zIPG8tkWca+zCwMHDigzXtEzESP42WiRx2PiJlE8yiFiP0SLRM96nhEzESPOh4RM4n2WW1LDHbcnIUWDxoNBgPi4uIwZMgQ9OnTR8lMTeLv7wdXV1eUlVaYlJeVlSMwQNvmPSJmosfxMtGjjkfETKJ5lELEfomWiR51PCJmokcdj4iZRPusJmLT4qenxsbG4ptvvkFWVlarAuj1euj1epMyWZYhSc4zB5gQQgghhBBCHJUWXWmcMWMGduzYgf3796NLly6tCpCUlARfX1+TTTZcNlu3ouIn1NfXQxfgb1Ku02lRUlpucZvO6hExEz2Ol4kedTwiZhLNoxQi9ku0TPSo4xExEz3qeETMJNpntS2RIdltcxasGjTKsowZM2YgPT0dmZmZCA4ObnWAhIQEVFVVmWySi4/ZunV1dcjLK8SIyKHGMkmSMCJyKLKzj1ncprN6RMxEj+Nlokcdj4iZRPMohYj9Ei0TPep4RMxEjzoeETOJ9llNxMaq6amxsbHYtGkTtm7dCh8fH5SUlAAAfH194eHhAQAoKSlBSUkJioqKAABff/01fHx80K1bN7MPzNFoNNBoNCZlzU1NXbr8faSsW4pjeYXIyTmOmc8/BS8vD6Ru2GxNV5zWI2ImehwvEz3qeETMJJrHxdMdmh6djfuarjp4hASjofIyrl6saOZI2+ThuaeH554ennvHw9DitSLIdawaNK5atQoAMHz4cJPylJQUTJkyBQCwevVqzJs3z/ja9aU4flunNaSlbYPW3w+Jc2YhMFCLgoJvMW784ygrs/zLgzN7RMxEj+Nlokcdj4iZRPN4hfZC77QFxv2uidMAABVbMnEufoXqeXju6eG5p4fnnrRFWrVOo61obp1GQgghzocl6zRaQlPrNBJCCGkdjrxO44GAaLu1Pbw0zW5tK0mLn55KCCGEEEIIIaJjcKIH0tiLFq/TSAghhBBCCCHE+eGVRkIIIYQQQojT4kxLX9gLDhoJIYTYHaXuReS9kYQQQojyWDU9NSkpCeHh4fDx8YFOp0NUVBROnjxpfP2nn37C888/j969e8PDwwPdunXDzJkzUVVVpWjo556NQdGpbNRUn8GRrO0ID+tHj+CZ6HG8TPSo4xExkzN6vCNC0CvlVfTNXY+wCxnoODqiRVmUyqO0ix7H8oiYiR51PCJmUrJvomKw4+YsWDVoPHjwIGJjY5GdnY29e/eirq4Oo0aNQm1tLQDg4sWLuHjxIhYvXoxvvvkGqamp2L17N6ZNm6ZY4OjoiVi8aC7mL1iC8IgxKCg8gV07N0Kr7USPoJnocbxM9KjjETGTs3pcPN1x5UQxzs9eY9VxtsqjpIsex/KImIkedTwiZlKyb8S5adWSG+Xl5dDpdDh48KBxPcbfk5aWhscffxy1tbVwdbVsNmxzS24cydqOnNwCvBA3GwAgSRLOnc1B8soULFyUbHF2Z/WImIkex8tEjzoeETM5useS6alhFzJQNC0JlXuONlmnqempPPf08NzT01bPvSMvubE34BG7tX1P6Wa7ta0krXp66vVpp35+fs3W6dChg8UDxuZwc3ND//59sS/zsLFMlmXsy8zCwIED2rxHxEz0OF4metTxiJjJWT1KwXNPD889PS31iJhJtM9YWyJDstvmLLR40GgwGBAXF4chQ4agT58+ZutUVFRg/vz5ePrpp1sc8Lf4+/vB1dUVZaUVJuVlZeUIDNC2eY+ImehxvEz0qOMRMZOzepSC554ennt6WuoRMZNon7FEbFp8+S82NhbffPMNsrKyzL5eXV2NcePGISQkBImJiU169Ho99Hq9SZksy5Ak5xmZE0IIIYQQQuyDMz2Qxl606ErjjBkzsGPHDuzfvx9dunRp9Prly5cxZswY+Pj4ID09HW5ubk26kpKS4Ovra7LJhstm61ZU/IT6+nroAvxNynU6LUpKyy3O76weETPR43iZ6FHHI2ImZ/UoBc89PTz39LTUI2Im0T5jidhYNWiUZRkzZsxAeno6MjMzERwc3KhOdXU1Ro0ahfbt22Pbtm1wd3dv1pmQkICqqiqTTXLxMVu3rq4OeXmFGBE51FgmSRJGRA5FdvYxi/vhrB4RM9HjeJnoUccjYiZn9SgFzz09PPf0tNQjYibRPmOJ2Fg1PTU2NhabNm3C1q1b4ePjg5KSEgCAr68vPDw8jAPGK1eu4KOPPkJ1dTWqq6sBAFqtFu3atWvk1Gg00Gg0JmXNTU1duvx9pKxbimN5hcjJOY6Zzz8FLy8PpG6w7slEzuoRMRM9jpeJHnU8ImZyVo+Lpzs0PTob9zVddfAICUZD5WVcvVjRzJG2yaOkix7H8oiYiR51PCJmUrJvIsPpqa3HqkHjqlWrAADDhw83KU9JScGUKVOQl5eHo0evPcK8V69eJnWKi4vRo0ePlif9/6SlbYPW3w+Jc2YhMFCLgoJvMW784ygrs/yXvjN7RMxEj+Nlokcdj4iZnNXjFdoLvdMWGPe7Jl5bP7hiSybOxa9QPY+SLnocyyNiJnrU8YiYScm+EeemVes02orm1mkkhBBCmsKSdRotoal1GgkhpK3iyOs07gyYbLe2x5X+025tK0mr1mkkhBBCCCGEEOLctHjJDUIIIYQQQggRHQNX8ms1vNJICCGEEEIIIaRJeKWREEKI06DUvYi8N5IQQgj5H1ZdaUxKSkJ4eDh8fHyg0+kQFRWFkydPmtR55pln0LNnT3h4eECr1eK+++7Dd999p2jo556NQdGpbNRUn8GRrO0ID+tHj+CZ6HG8TPSo4xExEz1N4x0Rgl4pr6Jv7nqEXchAx9ERLcqiZCZ6HM8jYiZ61PGImEnJvomKAZLdNmfBqkHjwYMHERsbi+zsbOzduxd1dXUYNWoUamtrjXUGDBiAlJQU/Oc//8GePXsgyzJGjRqFhoYGRQJHR0/E4kVzMX/BEoRHjEFB4Qns2rkRWm0negTNRI/jZaJHHY+ImehpHhdPd1w5UYzzs9dYdZwtM9HjWB4RM9GjjkfETEr2jTg3rVpyo7y8HDqdDgcPHsSwYcPM1iksLERoaCiKiorQs2dPi7zNLblxJGs7cnIL8ELcbACAJEk4dzYHyStTsHBRssXZndUjYiZ6HC8TPep4RMxEzzUsmZ4adiEDRdOSULnnaJN1mpue6ujvET38d09P2zr3jrzkRkbgo3ZrO6pkk93aVpJWPQinqqoKAODn52f29draWqSkpCA4OBhdu3ZtTVMAADc3N/Tv3xf7Mg8by2RZxr7MLAwcOKDNe0TMRI/jZaJHHY+ImehRD9H6Ro86HhEz0aOOR8RMIn42EnFp8aDRYDAgLi4OQ4YMQZ8+fUxeW7lyJby9veHt7Y3PPvsMe/fuRfv27Vsd1t/fD66urigrrTApLysrR2CAts17RMxEj+Nlokcdj4iZ6FEP0fpGjzoeETPRo45HxEwifjYScWnxoDE2NhbffPMNPv7440avPfbYYzh+/DgOHjyIm2++GQ8//DB+/fVXsx69Xo/q6mqTrRUzZgkhhBBCCCHEiMGOm7PQokHjjBkzsGPHDuzfvx9dunRp9Lqvry9uuukmDBs2DJ988gm+++47pKenm3UlJSXB19fXZJMNl83Wraj4CfX19dAF+JuU63RalJSWW5zfWT0iZqLH8TLRo45HxEz0qIdofaNHHY+ImehRxyNiJhE/G4m4WDVolGUZM2bMQHp6OjIzMxEcHGzRMbIsQ6/Xm309ISEBVVVVJpvk4mO2bl1dHfLyCjEicqixTJIkjIgciuzsYxb3w1k9Imaix/Ey0aOOR8RM9KiHaH2jRx2PiJnoUccjYiYRPxtthUGS7LY5C67WVI6NjcWmTZuwdetW+Pj4oKSkBMC1K4seHh44e/YsNm/ejFGjRkGr1eLChQt466234OHhgXvvvdesU6PRQKPRmJRJzbzBS5e/j5R1S3EsrxA5Occx8/mn4OXlgdQNm63pitN6RMxEj+Nlokcdj4iZ6GkeF093aHp0Nu5ruurgERKMhsrLuHqxopkjbZeJHsfyiJiJHnU8ImZSsm/EubFq0Lhq1SoAwPDhw03KU1JSMGXKFLi7u+Pw4cNYtmwZfv75ZwQEBGDYsGE4cuQIdDqdIoHT0rZB6++HxDmzEBioRUHBtxg3/nGUlVn3y9pZPSJmosfxMtGjjkfETPQ0j1doL/ROW2Dc75o4DQBQsSUT5+JX2CUTPY7lETETPep4RMykZN9Ehk9LaT2tWqfRVjS3TiMhhBBiayxZp9ESmlunkRBCHAlHXqcxrfNjdms7+tJGu7WtJK1ap5EQQgghhBBCiHNj1fRUQgghhBBCCHEknGnpC3vBK42EEEIIIYQQQpqEVxoJIYSQ36HUvYi8N5IQQuyPwXlWvrAbVl1pTEpKQnh4OHx8fKDT6RAVFYWTJ0+arSvLMsaOHQtJkpCRkaFEViPPPRuDolPZqKk+gyNZ2xEe1o8ewTPR43iZ6FHHI2Imemzv8Y4IQa+UV9E3dz3CLmSg4+iIFmVRMhM96nlEzESPOh4RMynZN+K8WDVoPHjwIGJjY5GdnY29e/eirq4Oo0aNQm1tbaO6y5Yta3a9xZYSHT0RixfNxfwFSxAeMQYFhSewa+dGaLWd6BE0Ez2Ol4kedTwiZqJHHY+LpzuunCjG+dlrrDrOlpnoUccjYiZ61PGImEnJvhHnplVLbpSXl0On0+HgwYMYNmyYsTw/Px/jx49Hbm4uOnfujPT0dERFRVnsbW7JjSNZ25GTW4AX4mZf64Ak4dzZHCSvTMHCRckWt+GsHhEz0eN4mehRxyNiJnqU9VgyPTXsQgaKpiWhcs/RJus0Nz3V0d+jtuYRMRM96nhEzGSNx5GX3NgY9Ljd2n7s4kd2a1tJWvUgnKqqKgCAn5+fsezKlSt49NFHkZycjMDAwNal+x1ubm7o378v9mUeNpbJsox9mVkYOHBAm/eImIkex8tEjzoeETPRo45HSUTrGz2Ol4kedTwiZhLxM42IS4sHjQaDAXFxcRgyZAj69OljLH/xxRcxePBg3HfffYoE/C3+/n5wdXVFWWmFSXlZWTkCA7Rt3iNiJnocLxM96nhEzESPOh4lEa1v9DheJnrU8YiYScTPNFsh23FzFlr89NTY2Fh88803yMrKMpZt27YNmZmZOH78uMUevV4PvV5vUibLsk3uhySEEEIIIYQQYh0tutI4Y8YM7NixA/v370eXLl2M5ZmZmThz5gw6duwIV1dXuLpeG5M++OCDGD58uFlXUlISfH19TTbZcNls3YqKn1BfXw9dgL9JuU6nRUlpucX5ndUjYiZ6HC8TPep4RMxEjzoeJRGtb/Q4XiZ61PGImEnEzzRbYZDstzkLVg0aZVnGjBkzkJ6ejszMTAQHB5u8/re//Q2FhYXIz883bgCwdOlSpKSkmHUmJCSgqqrKZJNc/l977x8XVZX4/78GgQFBUGQGNEQtiqICAw0x35aoqFnq1mptP9TWtfSN5Y93v9gsbfWzmPhObde09a3obpGGu5hWSgZJkWL8EPBHqfgj1wRGMhAhB2TO9w+/zjby614YLmfG19PHfdScOfd5X2fmMMzhnntPtybr1tfXo6CgGLHDh1rLdDodYocPRU5OvuJ2OKtHxkz0OF4merTxyJiJHm089kS2ttHjeJno0cYjYyYZP9OIvKianhofH4+UlBR8/PHH6NatG8rKygAAvr6+8PT0RGBgYJM3vwkODm40wLyGXq+HXq+3KWtpauqKVeuQvH4F8guKkZt7AC88PwNeXp7YuGmLmqY4rUfGTPQ4XiZ6tPHImIkebTwuXT2g79fL+ljfxwjPsP5oqKxG3bmKFvbsuEz0aOORMRM92nhkzGTPthHnRtWgcc2aNQDQaKppcnIypk2bZq9MLZKauh0Gfz8seuNFBAYaUFR0GOMeegomk7pfss7qkTETPY6XiR5tPDJmokcbj1dECEJTl1gf91k0HQBQ8VEmTs9/p1My0aONR8ZM9GjjkTGTPdsmM5bODuAEtGudxo6ipXUaCSGEEEdByTqNSmhpnUZCCNECR16nceNNnbdO47QfnWOdxjbfPZUQQgghhBBCZEe6M2QOSJvXaSSEEEIIIYQQ4vxw0EgIIYQQQgghpFk4PZUQQgjpIOx1LSKvjSSEkLbjTOsldhaqzjQmJiZi0KBB6NatG4xGIyZOnIijR4/a1HnggQeg0+lstpkzZ9o19KyZU1FyLAeXLp7A3uwdGDRwAD2SZ6LH8TLRo41Hxkz0aOOxh8s7Ogwhya8hPG8DBp7dhu6jo9ucxR556HHcTPRo45Exkz3bRpwXVYPGrKwsxMfHIycnB7t370Z9fT3i4uJQU1NjU2/GjBkoLS21bsuWLbNb4EmTxmN50kIsXvI2BkWPQVHxEXz26QcwGHrSI2kmehwvEz3aeGTMRI82Hnu5XLp6oPbIKZxZ8J7q43dEHnocMxM92nhkzGTPtsmMpRM3Z6FdS26cP38eRqMRWVlZGDZsGICrZxoHDBiAlStXtjlUS0tu7M3egdy8IsyZuwAAoNPpcPpkLla/m4xlSasVH8NZPTJmosfxMtGjjUfGTPRo41HrUjI9deDZbSiZnojK9P3N1mlpeqpsr5GzemTMRI82HhkzqfE48pIb64I6b8mNGWedY8mNdt0Ip6qqCgDg5+dnU/7BBx/A398fd911FxISElBbW9uew1hxc3NDZGQ4MjK/tpYJIZCRmY3Bg6NueI+MmehxvEz0aOORMRM92njs7bIHsr1GzuqRMRM92nhkzCTb51BHwjON7afNg0aLxYK5c+fivvvuw1133WUtf+KJJ/D+++/jyy+/REJCAv7xj3/gqafsM7r39/eDq6srTOUVNuUm03kEBhhueI+MmehxvEz0aOORMRM92njs7bIHsr1GzuqRMRM92nhkzCTb5xC5yurVq9GvXz94eHggOjoa3377bbN1m7qXjE6nw7hx46x1pk2b1uj5MWPGqM7V5runxsfH49ChQ8jOzrYpf/bZZ63/f/fdd6NXr14YMWIETpw4gVtuuaWRx2w2w2w225QJIaDT8TZHhBBCCCGEkBuDLVu2YP78+Vi7di2io6OxcuVKjB49GkePHoXRaGxU/1//+hfq6uqsj3/66SdERERg0qRJNvXGjBmD5ORk62O9Xq86W5vONM6ePRuffPIJvvzySwQFBbVYNzr66p3cSkpKmnw+MTERvr6+NpuwVDdZt6LiAq5cuQJjgL9NudFoQFn5ecX5ndUjYyZ6HC8TPdp4ZMxEjzYee7vsgWyvkbN6ZMxEjzYeGTPJ9jnUkQhd521qePvttzFjxgw888wzCAsLw9q1a9G1a1ds2LChyfp+fn4IDAy0brt370bXrl0bDRr1er1NvR49eqh+DVUNGoUQmD17NtLS0pCZmYn+/fu3uk9hYSEAoFevXk0+n5CQgKqqKptN59Ktybr19fUoKChG7PCh1jKdTofY4UORk5OvuB3O6pExEz2Ol4kebTwyZqJHG4+9XfZAttfIWT0yZqJHG4+MmWT7HHJWzGYzLl68aLNdP8sSAOrq6pCfn4+RI0day1xcXDBy5Ejs27dP0bHWr1+Pxx9/HF5eXjble/bsgdFoRGhoKGbNmoWffvpJdTtUTU+Nj49HSkoKPv74Y3Tr1g1lZWUAAF9fX3h6euLEiRNISUnBgw8+iJ49e6K4uBjz5s3DsGHDEB4e3qRTr9c3OkXa0tTUFavWIXn9CuQXFCM39wBeeH4GvLw8sXHTFjVNcVqPjJnocbxM9GjjkTETPdp47OVy6eoBfb///FFW38cIz7D+aKisRt25ihb27Jg89DhmJnq08ciYyZ5tk5nOvCFNYmIi3nzzTZuyhQsXYtGiRTZlFRUVaGhoQEBAgE15QEAAvv/++1aP8+233+LQoUNYv369TfmYMWPwyCOPoH///jhx4gT++Mc/YuzYsdi3bx+6dOmiuB2qBo1r1qwBcPWiy1+TnJyMadOmwd3dHV988QVWrlyJmpoa9OnTB48++igWLFig5jAtkpq6HQZ/Pyx640UEBhpQVHQY4x56CiaTul+OzuqRMRM9jpeJHm08MmaiRxuPvVxeESEITV1ifdxn0XQAQMVHmTg9/x3N89DjmJno0cYjYyZ7to00TUJCAubPn29T1pZrCltj/fr1uPvuu3HvvffalD/++OPW/7/77rsRHh6OW265BXv27MGIESMU+9u1TmNH0dI6jYQQQsiNhpJ1GpXQ0jqNhBDSEo68TuO7fTpvncb//reydRrr6urQtWtXbN26FRMnTrSWT506FZWVlfj444+b3bempga9e/fGn/70J8yZM6fVYxkMBixZsgTPPfecomxAO9dpJIQQQgghhBCZcYR1Gt3d3REVFYWMjIz/5LZYkJGRgZiYmBb3TU1NhdlsVrTM4dmzZ/HTTz81e7+Z5uCgkRBCCCGEEEI6mfnz52PdunXYtGkTvvvuO8yaNQs1NTV45plnAABTpkxBQkJCo/3Wr1+PiRMnomfPnjblly5dwksvvYScnBycPn0aGRkZmDBhAkJCQjB69GhV2dq8TiMhhBBCCCGEyI501+I1w2OPPYbz58/jjTfeQFlZGQYMGIBdu3ZZb45z5swZuLjYnvM7evQosrOz8fnnnzfydenSBcXFxdi0aRMqKyvRu3dvxMXFYfHixaqvq+Q1jYQQQsgNAq+NJIS0FUe+pvEvnXhN4/MKr2mUHVXTUxMTEzFo0CB069YNRqMREydOxNGjRxvV27dvH2JjY+Hl5QUfHx8MGzYMv/zyi91Cz5o5FSXHcnDp4gnszd6BQQMH0CN5JnocLxM92nhkzESPNh6ZMnlHhyEk+TWE523AwLPb0H10dJty2CuPs3tkzESPNh4ZM9mzbbJi0XXe5iyoGjRmZWUhPj4eOTk52L17N+rr6xEXF4eamhprnX379mHMmDGIi4vDt99+i9zcXMyePbvRqdS2MmnSeCxPWojFS97GoOgxKCo+gs8+/QAGQ8/Wd74BPDJmosfxMtGjjUfGTPRo45Etk0tXD9QeOYUzC95T24wOyePMHhkz0aONR8ZM9mwbcW7aNT31/PnzMBqNyMrKwrBhwwAAgwcPxqhRo7B48eI2h2ppeure7B3IzSvCnLlX137U6XQ4fTIXq99NxrKk1YqP4aweGTPR43iZ6NHGI2MmerTxdFYmJdNTB57dhpLpiahM399snZamp8r2WsvmkTETPdp4ZMykxuPI01NXBXfe9NQ5Z27A6anXU1VVBQDw8/MDAJhMJuzfvx9GoxFDhgxBQEAA7r//fmRnZ7c/KQA3NzdERoYjI/Nra5kQAhmZ2Rg8OOqG98iYiR7Hy0SPNh4ZM9GjjUfWTPZAtnbJ5pExEz3aeGTMJNvnR0fiCEtuyE6bB40WiwVz587Ffffdh7vuugsAcPLkSQDAokWLMGPGDOzatQuRkZEYMWIEjh8/3u6w/v5+cHV1ham8wqbcZDqPwADDDe+RMRM9jpeJHm08MmaiRxuPrJnsgWztks0jYyZ6tPHImEm2zw8iN21eciM+Ph6HDh2yOYtosVwdTz/33HPW9UTuueceZGRkYMOGDUhMTGzkMZvNMJvNNmVCCOh0TnTlKCGEEEIIIaRTcKYzfp1Fm840zp49G5988gm+/PJLBAUFWct79eoFAAgLC7Opf8cdd+DMmTNNuhITE+Hr62uzCUt1k3UrKi7gypUrMAb425QbjQaUlZ9XnN9ZPTJmosfxMtGjjUfGTPRo45E1kz2QrV2yeWTMRI82Hhkzyfb5QeRG1aBRCIHZs2cjLS0NmZmZ6N+/v83z/fr1Q+/evRstw3Hs2DH07du3SWdCQgKqqqpsNp1Ltybr1tfXo6CgGLHDh1rLdDodYocPRU5OvuJ2OKtHxkz0OF4merTxyJiJHm08smayB7K1SzaPjJno0cYjYybZPj+I3KianhofH4+UlBR8/PHH6NatG8rKygAAvr6+8PT0hE6nw0svvYSFCxciIiICAwYMwKZNm/D9999j69atTTr1ej30er1NWUtTU1esWofk9SuQX1CM3NwDeOH5GfDy8sTGTVvUNMVpPTJmosfxMtGjjUfGTPRo45Etk0tXD+j79bI+1vcxwjOsPxoqq1F3rqKFPTsmjzN7ZMxEjzYeGTPZs20y0+alIogVVYPGNWvWAAAeeOABm/Lk5GRMmzYNADB37lxcvnwZ8+bNw4ULFxAREYHdu3fjlltusUvg1NTtMPj7YdEbLyIw0ICiosMY99BTMJnU/VJzVo+MmehxvEz0aOORMRM92nhky+QVEYLQ1CXWx30WTQcAVHyUidPz39E8jzN7ZMxEjzYeGTPZs23EuWnXOo0dRUvrNBJCCCGkbShZp1EJLa3TSAhxThx5ncZlfTtvncaXf+A6jYQQQgghhBBCnBwOGgkhhBBCCCGENEub12kkhBBCCCGEENnhOo3th4NGQggh5AbBXtci2uvaSIDXRxJCiCPAQSMhhBBCCCHEaZHurp8OiKprGhMTEzFo0CB069YNRqMREydOxNGjR63Pnz59GjqdrsktNTXVbqFnzZyKkmM5uHTxBPZm78CggQPokTwTPY6XiR5tPDJmokcbj4yZ7OHxjg5DSPJrCM/bgIFnt6H76Og2ZbFXHhk9MmaiRxuPjJns2TbivKgaNGZlZSE+Ph45OTnYvXs36uvrERcXh5qaGgBAnz59UFpaarO9+eab8Pb2xtixY+0SeNKk8VietBCLl7yNQdFjUFR8BJ99+gEMhp70SJqJHsfLRI82Hhkz0aONR8ZM9vK4dPVA7ZFTOLPgPVX7dVQe2TwyZqJHG4+MmezZNpmxQHTa5iy0a53G8+fPw2g0IisrC8OGDWuyzj333IPIyEisX79esbeldRr3Zu9Abl4R5sxdAADQ6XQ4fTIXq99NxrKk1YqP4aweGTPR43iZ6NHGI2MmerTxyJhJjUfpNY0Dz25DyfREVKbvb7ZOc9c0OvLr42iZ6NHGI2MmNR5HXqfx//V9stOO/doPH3Tase1Ju5bcqKqqAgD4+fk1+Xx+fj4KCwsxffr09hzGipubGyIjw5GR+bW1TAiBjMxsDB4cdcN7ZMxEj+Nlokcbj4yZ6NHGI2Mme7bNHsjWLr739PC9Jzc6bR40WiwWzJ07F/fddx/uuuuuJuusX78ed9xxB4YMGdKsx2w24+LFizZbcyc//f394OrqClN5hU25yXQegQEGxdmd1SNjJnocLxM92nhkzESPNh4ZM9mzbfZAtnbxvaeH771jY+nEzVlo86AxPj4ehw4dwubNm5t8/pdffkFKSkqrZxkTExPh6+trswlLdVtjEUIIIYQQQgixI20aNM6ePRuffPIJvvzySwQFBTVZZ+vWraitrcWUKVNadCUkJKCqqspm07l0a7JuRcUFXLlyBcYAf5tyo9GAsvLzivM7q0fGTPQ4XiZ6tPHImIkebTwyZrJn2+yBbO3ie08P33vHRnTi5iyoGjQKITB79mykpaUhMzMT/fv3b7bu+vXrMX78eBgMLZ/e1uv18PHxsdl0Ol2Tdevr61FQUIzY4UOtZTqdDrHDhyInJ19xO5zVI2MmehwvEz3aeGTMRI82Hhkz2bNt9kC2dvG9p4fvPbnRcVVTOT4+HikpKfj444/RrVs3lJWVAQB8fX3h6elprVdSUoKvvvoKn332mX3TAlixah2S169AfkExcnMP4IXnZ8DLyxMbN22hR9JM9DheJnq08ciYiR5tPDJmspfHpasH9P16WR/r+xjhGdYfDZXVqDtX0cKeHZNHNo+MmejRxiNjJnu2jTg3qgaNa9asAQA88MADNuXJycmYNm2a9fGGDRsQFBSEuLi4dge8ntTU7TD4+2HRGy8iMNCAoqLDGPfQUzCZlP8icmaPjJnocbxM9GjjkTETPdp4ZMxkL49XRAhCU5dYH/dZdPXeBhUfZeL0/Hc0zyObR8ZM9GjjkTGTPdsmM850Q5rOol3rNHYULa3TSAghhJDORek6jUpobp1GQohcOPI6jYs6cZ3GRU6yTqOqM42EEEIIIYQQ4khYmr5dClFBm5fcIIQQQgghhBDi/PBMIyGEEEJUYc8ppfaa6spproSQ5rA41eIXnQPPNBJCCCGEEEIIaRZVg8bExEQMGjQI3bp1g9FoxMSJE3H06FGbOmVlZXj66acRGBgILy8vREZG4p///KddQ8+aORUlx3Jw6eIJ7M3egUEDB9AjeSZ6HC8TPdp4ZMxEjzYeGTPJ5PGODkNI8msIz9uAgWe3ofvo6DZlsVcee3pkzESPNh4ZM9mzbcR5UTVozMrKQnx8PHJycrB7927U19cjLi4ONTU11jpTpkzB0aNHsX37dhw8eBCPPPIIJk+ejAMHDtgl8KRJ47E8aSEWL3kbg6LHoKj4CD779AMYDD3pkTQTPY6XiR5tPDJmokcbj4yZZPO4dPVA7ZFTOLPgPVX7dVQevvf08L13XEQnbs5Cu5bcOH/+PIxGI7KysjBs2DAAgLe3N9asWYOnn37aWq9nz55466238Ic//EGRt6UlN/Zm70BuXhHmzF1wtQE6HU6fzMXqd5OxLGm14uzO6pExEz2Ol4kebTwyZqJHG4+MmTrLo+SaxoFnt6FkeiIq0/c3W6e5axple31kzESPNh4ZM6nxOPKSG6/1e6LTjv3/Tqd02rHtSbuuaayqqgIA+Pn5WcuGDBmCLVu24MKFC7BYLNi8eTMuX76MBx54oF1BAcDNzQ2RkeHIyPzaWiaEQEZmNgYPjrrhPTJmosfxMtGjjUfGTPRo45Exk2weeyFju2TLRI82Hhkzyfbz2pFYOnFzFto8aLRYLJg7dy7uu+8+3HXXXdbyjz76CPX19ejZsyf0ej2ee+45pKWlISQkpEmP2WzGxYsXbbbmTn76+/vB1dUVpvIKm3KT6TwCAwyKszurR8ZM9DheJnq08ciYiR5tPDJmks1jL2Rsl2yZ6NHGI2Mm2X5eidy0edAYHx+PQ4cOYfPmzTblr7/+OiorK/HFF18gLy8P8+fPx+TJk3Hw4MEmPYmJifD19bXZhKW6rbEIIYQQQgghhNiRNq3TOHv2bHzyySf46quvEBQUZC0/ceIE/vrXv+LQoUO48847AQARERH4+uuvsXr1aqxdu7aRKyEhAfPnz7cp69Hz9iaPW1FxAVeuXIExwN+m3Gg0oKz8vOL8zuqRMRM9jpeJHm08MmaiRxuPjJlk89gLGdslWyZ6tPHImEm2n9eOhOs0th9VZxqFEJg9ezbS0tKQmZmJ/v372zxfW1t7Vepiq+3SpQsslqZn9er1evj4+NhsOp2uybr19fUoKChG7PCh1jKdTofY4UORk5OvuB3O6pExEz2Ol4kebTwyZqJHG4+MmWTz2AsZ2yVbJnq08ciYSbafVyI3qs40xsfHIyUlBR9//DG6deuGsrIyAICvry88PT1x++23IyQkBM899xyWL1+Onj17Ytu2bdi9ezc++eQTuwResWodktevQH5BMXJzD+CF52fAy8sTGzdtoUfSTPQ4XiZ6tPHImIkebTwyZpLN49LVA/p+vayP9X2M8Azrj4bKatSdq2hhz47Jw/eeHr73jgvPM7YfVYPGNWvWAECjO6EmJydj2rRpcHNzw2effYZXX30VDz/8MC5duoSQkBBs2rQJDz74oF0Cp6Zuh8HfD4veeBGBgQYUFR3GuIeegsmk/BeIM3tkzESP42WiRxuPjJno0cYjYybZPF4RIQhNXWJ93GfRdABAxUeZOD3/Hc3z8L2nh+89uZFp1zqNHUVL6zQSQgghxHlQsk6jEppbp5EQYh8ceZ3GF/v9rtOOvfz0h512bHvSrnUaCSGEEEIIIYQ4Nxw0EkIIIYQQQghpljYtuUEIIYQQYg/sNa2U01wJIc3BJTfaD880EkIIIYQQQghpFlWDxsTERAwaNAjdunWD0WjExIkTcfToUZs6J06cwG9+8xsYDAb4+Phg8uTJKC8vt2voWTOnouRYDi5dPIG92TswaOAAeiTPRI/jZaJHG4+MmejRxiNjJmf0eEeHIST5NYTnbcDAs9vQfXR0m7LYK4+9XfQ4lkfGTPZsm6yITtycBVWDxqysLMTHxyMnJwe7d+9GfX094uLiUFNTAwCoqalBXFwcdDodMjMz8c0336Curg4PP/wwLBaLXQJPmjQey5MWYvGStzEoegyKio/gs08/gMHQkx5JM9HjeJno0cYjYyZ6tPHImMlZPS5dPVB75BTOLHhP1X4dlceeLnocyyNjJnu2jTg37Vpy4/z58zAajcjKysKwYcPw+eefY+zYsfj555/h4+MDAKiqqkKPHj3w+eefY+TIkYq8LS25sTd7B3LzijBn7oKrDdDpcPpkLla/m4xlSasVZ3dWj4yZ6HG8TPRo45ExEz3aeGTM5OgeJdc0Djy7DSXTE1GZvr/ZOs1d08j3np4b/b135CU35vV7vNOOveL05k47tj1p1zWNVVVVAAA/Pz8AgNlshk6ng16vt9bx8PCAi4sLsrOz23MoAICbmxsiI8ORkfm1tUwIgYzMbAweHHXDe2TMRI/jZaJHG4+MmejRxiNjJmf12Au+9/TwvXdsLJ24OQttHjRaLBbMnTsX9913H+666y4AwODBg+Hl5YVXXnkFtbW1qKmpwYsvvoiGhgaUlpY26TGbzbh48aLN1tzJT39/P7i6usJUXmFTbjKdR2CAQXF2Z/XImIkex8tEjzYeGTPRo41HxkzO6rEXfO/p4XtPbnTaPGiMj4/HoUOHsHnzf065GgwGpKamYseOHfD29oavry8qKysRGRkJF5emD5WYmAhfX1+bTViq2xqLEEIIIYQQQqyITvznLLRpncbZs2fjk08+wVdffYWgoCCb5+Li4nDixAlUVFTA1dUV3bt3R2BgIG6++eYmXQkJCZg/f75NWY+etzdZt6LiAq5cuQJjgL9NudFoQFn5ecX5ndUjYyZ6HC8TPdp4ZMxEjzYeGTM5q8de8L2nh+89udFRdaZRCIHZs2cjLS0NmZmZ6N+/f7N1/f390b17d2RmZsJkMmH8+PFN1tPr9fDx8bHZdDpdk3Xr6+tRUFCM2OFDrWU6nQ6xw4ciJydfcTuc1SNjJnocLxM92nhkzESPNh4ZMzmrx17wvaeH771jw2sa24+qM43x8fFISUnBxx9/jG7duqGsrAwA4OvrC09PTwBAcnIy7rjjDhgMBuzbtw9z5szBvHnzEBoaapfAK1atQ/L6FcgvKEZu7gG88PwMeHl5YuOmLfRImokex8tEjzYeGTPRo41HxkzO6nHp6gF9v17Wx/o+RniG9UdDZTXqzlW0sGfH5LGnix7H8siYyZ5tI86NqkHjmjVrAAAPPPCATXlycjKmTZsGADh69CgSEhJw4cIF9OvXD6+99hrmzZtnl7AAkJq6HQZ/Pyx640UEBhpQVHQY4x56CiaT8g9+Z/bImIkex8tEjzYeGTPRo41HxkzO6vGKCEFo6hLr4z6LpgMAKj7KxOn572iex54uehzLI2Mme7aNODftWqexo2hpnUZCCCGEkOtRsk6jEppbp5GQGx1HXqfxv/tN7rRjv3v6o047tj1p1zqNhBBCCCGEEEKcmzbdPZUQQgghhBBCHAHpplU6IBw0EkIIIcThsde0Uk5zJYSQxnB6KiGEEEIIIYSQZlE1aFyzZg3Cw8Ot6ynGxMRg586d1ucvX76M+Ph49OzZE97e3nj00UdRXl5u99CzZk5FybEcXLp4Anuzd2DQwAH0SJ6JHsfLRI82Hhkz0aONR8ZM9DSPd3QYQpJfQ3jeBgw8uw3dR0e3KYs9M9HjeB4ZM9mzbbJigei0zVlQNWgMCgrC0qVLkZ+fj7y8PMTGxmLChAk4fPgwAGDevHnYsWMHUlNTkZWVhXPnzuGRRx6xa+BJk8ZjedJCLF7yNgZFj0FR8RF89ukHMBh60iNpJnocLxM92nhkzESPNh4ZM9HTMi5dPVB75BTOLHhP1X4dmYkex/LImMmebSPOTbuX3PDz80NSUhJ++9vfwmAwICUlBb/97W8BAN9//z3uuOMO7Nu3D4MHD1bsbGnJjb3ZO5CbV4Q5cxdcbYBOh9Mnc7H63WQsS1qt+BjO6pExEz2Ol4kebTwyZqJHG4+Mmei5ipJrGgee3YaS6YmoTN/fbJ2Wrml09NeInhvz596Rl9yY0W9Spx173enUTju2PWnzNY0NDQ3YvHkzampqEBMTg/z8fNTX12PkyJHWOrfffjuCg4Oxb98+u4R1c3NDZGQ4MjK/tpYJIZCRmY3Bg6NueI+MmehxvEz0aOORMRM92nhkzESPdsjWNnq08ciYScafDyIvqgeNBw8ehLe3N/R6PWbOnIm0tDSEhYWhrKwM7u7u6N69u039gIAAlJWV2SWsv78fXF1dYSqvsCk3mc4jMMBww3tkzESP42WiRxuPjJno0cYjYyZ6tEO2ttGjjUfGTDL+fHQUohP/OQuqB42hoaEoLCzE/v37MWvWLEydOhVHjhxpcwCz2YyLFy/abO2cMUsIIYQQQgghDsfq1avRr18/eHh4IDo6Gt9++22zdTdu3AidTmezeXh42NQRQuCNN95Ar1694OnpiZEjR+L48eOqc6keNLq7uyMkJARRUVFITExEREQEVq1ahcDAQNTV1aGystKmfnl5OQIDA5v1JSYmwtfX12YTluom61ZUXMCVK1dgDPC3KTcaDSgrP6+4Dc7qkTETPY6XiR5tPDJmokcbj4yZ6NEO2dpGjzYeGTPJ+PNxo7NlyxbMnz8fCxcuREFBASIiIjB69GiYTKZm9/Hx8UFpaal1++GHH2yeX7ZsGd555x2sXbsW+/fvh5eXF0aPHo3Lly+rytbudRotFgvMZjOioqLg5uaGjIwM63NHjx7FmTNnEBMT0+z+CQkJqKqqstl0Lt2arFtfX4+CgmLEDh9qLdPpdIgdPhQ5OfmKMzurR8ZM9DheJnq08ciYiR5tPDJmokc7ZGsbPdp4ZMwk489HR2HpxE0Nb7/9NmbMmIFnnnkGYWFhWLt2Lbp27YoNGzY0u49Op0NgYKB1CwgIsD4nhMDKlSuxYMECTJgwAeHh4fj73/+Oc+fOYdu2baqyuaqpnJCQgLFjxyI4OBjV1dVISUnBnj17kJ6eDl9fX0yfPh3z58+Hn58ffHx88PzzzyMmJqbFO6fq9Xro9fpGjW+OFavWIXn9CuQXFCM39wBeeH4GvLw8sXHTFjVNcVqPjJnocbxM9GjjkTETPdp4ZMxET8u4dPWAvl8v62N9HyM8w/qjobIadecqWtiz4zLR41geGTPZs22kacxmM8xms01ZU+Ofuro65OfnIyEhwVrm4uKCkSNHtnhT0UuXLqFv376wWCyIjIzEn//8Z9x5550AgFOnTqGsrMzmRqW+vr6Ijo7Gvn378Pjjjytuh6pBo8lkwpQpU1BaWgpfX1+Eh4cjPT0do0aNAgCsWLECLi4uePTRR2E2mzF69Gi8++67ag7RKqmp22Hw98OiN15EYKABRUWHMe6hp2AyqfvAdlaPjJnocbxM9GjjkTETPdp4ZMxET8t4RYQgNHWJ9XGfRdMBABUfZeL0/Hc6JRM9juWRMZM92yYznXlDmsTERLz55ps2ZQsXLsSiRYtsyioqKtDQ0GBzphC4elPR77//vkl3aGgoNmzYgPDwcFRVVWH58uUYMmQIDh8+jKCgIOvNSJtyqr1RabvXaewIWlqnkRBCCCGko1CyTqMSWlqnkRBHxJHXaXym36Odduy1R1MUnWk8d+4cbrrpJuzdu9fm0r6XX34ZWVlZ2L+/+XVhr1FfX4877rgDv/vd77B48WLs3bsX9913H86dO4devf4zU2Ly5MnQ6XTYskX5GWVVZxoJIYQQQgghhCijqQFiU/j7+6NLly4oLy+3KW/tpqK/xs3NDffccw9KSkoAwLpfeXm5zaCxvLwcAwYMUNiCq7T7RjiEEEIIIYQQIiuOcCMcd3d3REVF2dxU1GKxICMjo8Wbiv6ahoYGHDx40DpA7N+/PwIDA22cFy9exP79+xU7r8EzjYQQQggh/z/2mlbKaa6EELXMnz8fU6dOxcCBA3Hvvfdi5cqVqKmpwTPPPAMAmDJlCm666SYkJiYCAP70pz9h8ODBCAkJQWVlJZKSkvDDDz/gD3/4A4CrNxedO3culixZgltvvRX9+/fH66+/jt69e2PixImqsnHQSAghhBBCCHFaLPLdwqVJHnvsMZw/fx5vvPEGysrKMGDAAOzatct6I5szZ87AxeU/E0V//vlnzJgxA2VlZejRoweioqKwd+9ehIWFWeu8/PLLqKmpwbPPPovKykoMHToUu3btgoeHh6psqqanrlmzBuHh4fDx8YGPjw9iYmKwc+dO6/N/+9vf8MADD8DHxwc6nQ6VlZWqwihl1sypKDmWg0sXT2Bv9g4MGjiAHskz0eN4mejRxiNjJnq08ciYiZ6O93hHhyEk+TWE523AwLPb0H10dJuy2DMTPdp5ZMxkz7aR9jN79mz88MMPMJvN2L9/P6Kj//MZsWfPHmzcuNH6eMWKFda6ZWVl+PTTT3HPPffY+HQ6Hf70pz+hrKwMly9fxhdffIHbbrtNdS5Vg8agoCAsXboU+fn5yMvLQ2xsLCZMmIDDhw8DAGprazFmzBj88Y9/VB1EKZMmjcfypIVYvORtDIoeg6LiI/js0w9gMPSkR9JM9DheJnq08ciYiR5tPDJmokcbj0tXD9QeOYUzC95TtV9HZqJHG4+MmezZNpkRnbg5C+1ecsPPzw9JSUmYPn26tWzPnj0YPnw4fv75Z3Tv3l21s6UlN/Zm70BuXhHmzF0A4Oro+fTJXKx+NxnLklYrPoazemTMRI/jZaJHG4+MmejRxiNjJnrs61FyTePAs9tQMj0RlenN30q/pWsaHf01utE8MmZS43HkJTee6vtIpx37/R/+1WnHtidtvntqQ0MDNm/ejJqaGtV332krbm5uiIwMR0bm19YyIQQyMrMxeHDUDe+RMRM9jpeJHm08MmaiRxuPjJno0cZjT2RrGz2Ol0nGfk3kRfWg8eDBg/D29oZer8fMmTORlpZmc7FlR+Lv7wdXV1eYyitsyk2m8wgMMNzwHhkz0eN4mejRxiNjJnq08ciYiR5tPPZEtrbR43iZZOzXHYUFotM2Z0H13VNDQ0NRWFiIqqoqbN26FVOnTkVWVlabB45msxlms9mmTAgBnU7XJh8hhBBCCCGEEPuh+kyju7s7QkJCEBUVhcTERERERGDVqlVtDpCYmAhfX1+bTViqm6xbUXEBV65cgTHA36bcaDSgrPy84mM6q0fGTPQ4XiZ6tPHImIkebTwyZqJHG489ka1t9DheJhn7dUchOvGfs9DmaxqvYbFYGp0pVENCQgKqqqpsNp1Ltybr1tfXo6CgGLHDh1rLdDodYocPRU5OvuJjOqtHxkz0OF4merTxyJiJHm08MmaiRxuPPZGtbfQ4XiYZ+zWRF1XTUxMSEjB27FgEBwejuroaKSkp2LNnD9LT0wEAZWVlKCsrQ0lJCYCr1z9269YNwcHB8PPza9Kp1+uh1+ttylqamrpi1Tokr1+B/IJi5OYewAvPz4CXlyc2btqipilO65ExEz2Ol4kebTwyZqJHG4+MmejRxuPS1QP6fr2sj/V9jPAM64+GymrUnatoYc+Oy0SPNh4ZM9mzbcS5UTVoNJlMmDJlCkpLS+Hr64vw8HCkp6dj1KhRAIC1a9fizTfftNYfNmwYACA5ORnTpk2zS+DU1O0w+Pth0RsvIjDQgKKiwxj30FMwmdR90DqrR8ZM9DheJnq08ciYiR5tPDJmokcbj1dECEJTl1gf91l0dcmyio8ycXr+O52SiR5tPDJmsmfbZMbS2QGcgHav09gRtLROIyGEEEKI7ChZp1EJLa3TSIiWOPI6jY/1ndhpx97yw7ZOO7Y9UX33VEIIIYQQQghxFJxp6YvOot03wiGEEEIIIYQQ4rzwTCMhhBBCiJ2x17RSTnMlhMgAB42EEEIIIYQQp8WZ1kvsLFRNT12zZg3Cw8Ph4+MDHx8fxMTEYOfOnQCACxcu4Pnnn0doaCg8PT0RHByMF154AVVVVXYPPWvmVJQcy8GliyewN3sHBg0cQI/kmehxvEz0aOORMRM92nhkzESPNh57uLyjwxCS/BrC8zZg4Nlt6D46us1Z7JGHHsfNZM+2EedF1aAxKCgIS5cuRX5+PvLy8hAbG4sJEybg8OHDOHfuHM6dO4fly5fj0KFD2LhxI3bt2oXp06fbNfCkSeOxPGkhFi95G4Oix6Co+Ag++/QDGAw96ZE0Ez2Ol4kebTwyZqJHG4+MmejRxmMvl0tXD9QeOYUzC95TffyOyEOPY2ayZ9tkxtKJm7PQ7iU3/Pz8kJSU1OTgMDU1FU899RRqamrg6qp8JmxLS27szd6B3LwizJm7AACg0+lw+mQuVr+bjGVJqxUfw1k9Mmaix/Ey0aONR8ZM9GjjkTETPdp41LqUXNM48Ow2lExPRGX6/mbrtHRNo2yvkbN6ZMykxuPIS2480nd8px37Xz9s77Rj25M23z21oaEBmzdvRk1NDWJiYpqsU1VVBR8fH1UDxpZwc3NDZGQ4MjK/tpYJIZCRmY3Bg6NueI+MmehxvEz0aOORMRM92nhkzESPNh57u+yBbK+Rs3pkzCRbX+xIhBCdtjkLqgeNBw8ehLe3N/R6PWbOnIm0tDSEhYU1qldRUYHFixfj2WeftUtQAPD394OrqytM5RU25SbTeQQGGG54j4yZ6HG8TPRo45ExEz3aeGTMRI82Hnu77IFsr5GzemTMJFtfJHKj+hRgaGgoCgsLUVVVha1bt2Lq1KnIysqyGThevHgR48aNQ1hYGBYtWtSiz2w2w2w225QJIaDT6dRGI4QQQgghhBBiZ1SfaXR3d0dISAiioqKQmJiIiIgIrFq1yvp8dXU1xowZg27duiEtLQ1ubm4t+hITE+Hr62uzCUt1k3UrKi7gypUrMAb425QbjQaUlZ9X3AZn9ciYiR7Hy0SPNh4ZM9GjjUfGTPRo47G3yx7I9ho5q0fGTLL1xY7EAtFpm7PQ5msar2GxWKxnCi9evIi4uDi4u7tj+/bt8PDwaHX/hIQEVFVV2Ww6l25N1q2vr0dBQTFihw+1lul0OsQOH4qcnHzFmZ3VI2MmehwvEz3aeGTMRI82Hhkz0aONx94ueyDba+SsHhkzydYXidyomp6akJCAsWPHIjg4GNXV1UhJScGePXuQnp5uHTDW1tbi/fffx8WLF3Hx4kUAgMFgQJcuXZp06vV66PV6m7KWpqauWLUOyetXIL+gGLm5B/DC8zPg5eWJjZu2qGmK03pkzESP42WiRxuPjJno0cYjYyZ6tPHYy+XS1QP6fr2sj/V9jPAM64+GymrUnatoYc+OyUOPY2ayZ9tkxpmWvugsVA0aTSYTpkyZgtLSUvj6+iI8PBzp6ekYNWoU9uzZg/37r97qOSQkxGa/U6dOoV+/fnYJnJq6HQZ/Pyx640UEBhpQVHQY4x56CiaTug9IZ/XImIkex8tEjzYeGTPRo41Hxkz0aOOxl8srIgShqUusj/ssurr0WcVHmTg9/x3N89DjmJns2Tbi3LR7ncaOoKV1GgkhhBBCbhSUrNOohJbWaSRECY68TuPDwQ912rF3nPmk045tT+yzgCIhhBBCCCGESIhwohvSdBbtvhEOIYQQQgghhBDnhWcaCSGEEEIkxV7TSjnNldzIONPSF50FzzQSQgghhBBCCGkWVYPGNWvWIDw8HD4+PvDx8UFMTAx27txpff65557DLbfcAk9PTxgMBkyYMAHff/+93UPPmjkVJcdycOniCezN3oFBAwfQI3kmehwvEz3aeGTMRI82Hhkz0aONR6ZM3tFhCEl+DeF5GzDw7DZ0Hx3dphz2yuPsHhkz2bNtsiKE6LTNWVA1aAwKCsLSpUuRn5+PvLw8xMbGYsKECTh8+DAAICoqCsnJyfjuu++Qnp4OIQTi4uLQ0NBgt8CTJo3H8qSFWLzkbQyKHoOi4iP47NMPYDD0pEfSTPQ4XiZ6tPHImIkebTwyZqJHG49smVy6eqD2yCmcWfCe2mZ0SB5n9siYyZ5tI85Nu5fc8PPzQ1JSEqZPn97oueLiYkRERKCkpAS33HKLYmdLS27szd6B3LwizJm7AACg0+lw+mQuVr+bjGVJqxUfw1k9Mmaix/Ey0aONR8ZM9GjjkTETPdp4OiuTkmsaB57dhpLpiahM399snZauaZTttZbNI2MmNR5HXnJjbJ+xnXbsnf/e2XolB6DN1zQ2NDRg8+bNqKmpQUxMTKPna2pqkJycjP79+6NPnz7tCnkNNzc3REaGIyPza2uZEAIZmdkYPDjqhvfImIkex8tEjzYeGTPRo41Hxkz0aOORNZM9kK1dsnlkzCRbH+pILJ24OQuqB40HDx6Et7c39Ho9Zs6cibS0NISFhVmff/fdd+Ht7Q1vb2/s3LkTu3fvhru7u13C+vv7wdXVFabyCptyk+k8AgMMN7xHxkz0OF4merTxyJiJHm08MmaiRxuPrJnsgWztks0jYybZ+hCRG9WDxtDQUBQWFmL//v2YNWsWpk6diiNHjliff/LJJ3HgwAFkZWXhtttuw+TJk3H58uVmfWazGRcvXrTZnOmiUUIIIYQQQkjnITrxn7OgetDo7u6OkJAQREVFITExEREREVi1apX1eV9fX9x6660YNmwYtm7diu+//x5paWnN+hITE+Hr62uzCUt1k3UrKi7gypUrMAb425QbjQaUlZ9X3AZn9ciYiR7Hy0SPNh4ZM9GjjUfGTPRo45E1kz2QrV2yeWTMJFsfInLT7nUaLRYLzGZzk89du9Vsc88DQEJCAqqqqmw2nUu3JuvW19ejoKAYscOHWst0Oh1ihw9FTk6+4szO6pExEz2Ol4kebTwyZqJHG4+MmejRxiNrJnsgW7tk88iYSbY+ROTGVU3lhIQEjB07FsHBwaiurkZKSgr27NmD9PR0nDx5Elu2bEFcXBwMBgPOnj2LpUuXwtPTEw8++GCzTr1eD71eb1Om0+marb9i1Tokr1+B/IJi5OYewAvPz4CXlyc2btqipilO65ExEz2Ol4kebTwyZqJHG4+MmejRxiNbJpeuHtD362V9rO9jhGdYfzRUVqPuXEULe3ZMHmf2yJjJnm2TGYsTTRPtLFQNGk0mE6ZMmYLS0lL4+voiPDwc6enpGDVqFM6dO4evv/4aK1euxM8//4yAgAAMGzYMe/fuhdFotFvg1NTtMPj7YdEbLyIw0ICiosMY99BTMJnUfbA5q0fGTPQ4XiZ6tPHImIkebTwyZqJHG49smbwiQhCausT6uM+iq0uoVXyUidPz39E8jzN7ZMxkz7YR56bd6zR2BC2t00gIIYQQQtShZJ1GJbS0TiNxbhx5ncYRQXGdduyMs5932rHtSbuvaSSEEEIIIYQQ4ryomp5KCCGEEEIIIY4Er2lsPxw0EkIIIYQ4OfaaVmqvaa4Ap7oS4khweiohhBBCCCGEkGZRNWhcs2YNwsPD4ePjAx8fH8TExGDnzp2N6gkhMHbsWOh0Omzbts1eWa3MmjkVJcdycOniCezN3oFBAwfQI3kmehwvEz3aeGTMRI82Hhkz0aONR8ZM9vB4R4chJPk1hOdtwMCz29B9dHSbstgrj4weGTPZs22yIjrxn7OgatAYFBSEpUuXIj8/H3l5eYiNjcWECRNw+PBhm3orV65sca3F9jBp0ngsT1qIxUvexqDoMSgqPoLPPv0ABkNPeiTNRI/jZaJHG4+MmejRxiNjJnq08ciYyV4el64eqD1yCmcWvKdqv47KI5tHxkz2bBtxbtq95Iafnx+SkpIwffrVdX0KCwvx0EMPIS8vD7169UJaWhomTpyoytnSkht7s3cgN68Ic+YuAADodDqcPpmL1e8mY1nSasXHcFaPjJnocbxM9GjjkTETPdp4ZMxEjzYeGTOp8Si9pnHg2W0omZ6IyvT9zdZp7ppGR359HC2TGo8jL7kx7KYRnXbsr37M6LRj25M2X9PY0NCAzZs3o6amBjExMQCA2tpaPPHEE1i9ejUCAwPtFvIabm5uiIwMR0bm19YyIQQyMrMxeHDUDe+RMRM9jpeJHm08MmaiRxuPjJno0cYjYyZ7ts0eyNYuvveEXEX1oPHgwYPw9vaGXq/HzJkzkZaWhrCwMADAvHnzMGTIEEyYMMHuQQHA398Prq6uMJVX2JSbTOcRGGC44T0yZqLH8TLRo41Hxkz0aOORMRM92nhkzGTPttkD2drF956Qq6heciM0NBSFhYWoqqrC1q1bMXXqVGRlZaGkpASZmZk4cOCAKp/ZbIbZbLYpE0J02DWRhBBCCCGEkBsH57kdTeehetDo7u6OkJAQAEBUVBRyc3OxatUqeHp64sSJE+jevbtN/UcffRT/9V//hT179jTpS0xMxJtvvmlTpnPxhq6LT6O6FRUXcOXKFRgD/G3KjUYDysrPK26Ds3pkzESP42WiRxuPjJno0cYjYyZ6tPHImMmebbMHsrWL7z0hV2n3Oo0WiwVmsxmvvvoqiouLUVhYaN0AYMWKFUhOTm52/4SEBFRVVdlsOpduTdatr69HQUExYocPtZbpdDrEDh+KnJx8xZmd1SNjJnocLxM92nhkzESPNh4ZM9GjjUfGTPZsmz2QrV18750DC0Snbc6CqjONCQkJGDt2LIKDg1FdXY2UlBTs2bMH6enpCAwMbPLmN8HBwejfv3+zTr1eD71eb1PW0tTUFavWIXn9CuQXFCM39wBeeH4GvLw8sXHTFjVNcVqPjJnocbxM9GjjkTETPdp4ZMxEjzYeGTPZy+PS1QP6fr2sj/V9jPAM64+GymrUnatoYc+OySObR8ZM9mwbcW5UDRpNJhOmTJmC0tJS+Pr6Ijw8HOnp6Rg1alRH5WtEaup2GPz9sOiNFxEYaEBR0WGMe+gpmEzKP4yc2SNjJnocLxM92nhkzESPNh4ZM9GjjUfGTPbyeEWEIDR1ifVxn0VXl2Or+CgTp+e/o3ke2TwyZrJn22TGmc74dRbtXqexI2hpnUZCCCGEENI5KF2nUQnNrdNI5MSR12mMuWl4px17349fdtqx7Um7r2kkhBBCCCGEEOK8qL57KiGEEEIIIYQ4ChJOrHQ4OGgkhBBCCCGKsOeUUntNdeU0V0I6Hg4aCSGEEEIIIU4Lb4TTflRd07hmzRqEh4fDx8cHPj4+iImJwc6dO63PP/DAA9DpdDbbzJkz7R561sypKDmWg0sXT2Bv9g4MGjiAHskz0eN4mejRxiNjJnq08ciYiR5tPDJmksnjHR2GkOTXEJ63AQPPbkP30dFtymKvPPb0yJjJnm0jzouqQWNQUBCWLl2K/Px85OXlITY2FhMmTMDhw4etdWbMmIHS0lLrtmzZMrsGnjRpPJYnLcTiJW9jUPQYFBUfwWeffgCDoSc9kmaix/Ey0aONR8ZM9GjjkTETPdp4ZMwkm8elqwdqj5zCmQXvqdqvo/LwvSfEDktu+Pn5ISkpCdOnT8cDDzyAAQMGYOXKle0K1dKSG3uzdyA3rwhz5i4AAOh0Opw+mYvV7yZjWdJqxcdwVo+MmehxvEz0aOORMRM92nhkzESPNh4ZM3WWR8k1jQPPbkPJ9ERUpu9vtk5z1zTK9vrImEmNx5GX3BjUe1inHTv33Feddmx70uYlNxoaGrB582bU1NQgJibGWv7BBx/A398fd911FxISElBbW2uXoADg5uaGyMhwZGR+bS0TQiAjMxuDB0fd8B4ZM9HjeJno0cYjYyZ6tPHImIkebTwyZpLNYy9kbJdsmWR7z4jcqB40Hjx4EN7e3tDr9Zg5cybS0tIQFhYGAHjiiSfw/vvv48svv0RCQgL+8Y9/4KmnnrJbWH9/P7i6usJUXmFTbjKdR2CA4Yb3yJiJHsfLRI82Hhkz0aONR8ZM9GjjkTGTbB57IWO7ZMsk23vWkQghOm1zFlTfPTU0NBSFhYWoqqrC1q1bMXXqVGRlZSEsLAzPPvustd7dd9+NXr16YcSIEThx4gRuueWWJn1msxlms9mmTAgBnU6nNhohhBBCCCGEEDuj+kyju7s7QkJCEBUVhcTERERERGDVqlVN1o2Ovnq3q5KSkmZ9iYmJ8PX1tdmEpbrJuhUVF3DlyhUYA/xtyo1GA8rKzytug7N6ZMxEj+Nlokcbj4yZ6NHGI2MmerTxyJhJNo+9kLFdsmWS7T3rSCwQnbY5C22+pvEaFoul0ZnCaxQWFgIAevXq1ez+CQkJqKqqstl0Lt2arFtfX4+CgmLEDh9qLdPpdIgdPhQ5OfmKMzurR8ZM9DheJnq08ciYiR5tPDJmokcbj4yZZPPYCxnbJVsm2d4zcpXVq1ejX79+8PDwQHR0NL799ttm665btw7/9V//hR49eqBHjx4YOXJko/rTpk1rtCTimDFjVOdSNT01ISEBY8eORXBwMKqrq5GSkoI9e/YgPT0dJ06cQEpKCh588EH07NkTxcXFmDdvHoYNG4bw8PBmnXq9Hnq93qaspampK1atQ/L6FcgvKEZu7gG88PwMeHl5YuOmLWqa4rQeGTPR43iZ6NHGI2MmerTxyJiJHm08MmaSzePS1QP6fv854aDvY4RnWH80VFaj7lxFC3t2TB6+90QrtmzZgvnz52Pt2rWIjo7GypUrMXr0aBw9ehRGo7FR/T179uB3v/sdhgwZAg8PD7z11luIi4vD4cOHcdNN/1mNYsyYMUhOTrY+vn7spQRVg0aTyYQpU6agtLQUvr6+CA8PR3p6OkaNGoV///vf+OKLL7By5UrU1NSgT58+ePTRR7FgwQLVoVoiNXU7DP5+WPTGiwgMNKCo6DDGPfQUTCblHyLO7JExEz2Ol4kebTwyZqJHG4+MmejRxiNjJtk8XhEhCE1dYn3cZ9F0AEDFR5k4Pf8dzfPwvXd8HOWGNG+//TZmzJiBZ555BgCwdu1afPrpp9iwYQNeffXVRvU/+OADm8f/93//h3/+85/IyMjAlClTrOV6vR6BgYHtytbudRo7gpbWaSSEEEIIIY6PknUaldDcOo3EvjjyOo33BN7XacfO+SGz0aV8Tc20rKurQ9euXbF161ZMnDjRWj516lRUVlbi448/bvVY1dXVMBqNSE1NxUMPPQTg6vTUbdu2wd3dHT169EBsbCyWLFmCnj17qmpHu69pJIQQQgghhBBZ6cwb4TR108/ExMRGGSsqKtDQ0ICAgACb8oCAAJSVlSlq5yuvvILevXtj5MiR1rIxY8bg73//OzIyMvDWW28hKysLY8eORUNDg6rXUPWSG4QQQgghhBBCWichIQHz58+3KWvLNYWtsXTpUmzevBl79uyBh4eHtfzxxx+3/v/dd9+N8PBw3HLLLdizZw9GjBih2M9BIyGEEEII0Rx7TSvlNFciM01NRW0Kf39/dOnSBeXl5Tbl5eXlrV6PuHz5cixduhRffPFFizcgBYCbb74Z/v7+KCkpUTVo5PRUQgghhBBCiNMiOvGfUtzd3REVFYWMjAxrmcViQUZGBmJiYprdb9myZVi8eDF27dqFgQMHtnqcs2fP4qeffmpxScSmUDVoXLNmDcLDw+Hj4wMfHx/ExMRg586dNnX27duH2NhYeHl5wcfHB8OGDcMvv/yiKlRrzJo5FSXHcnDp4gnszd6BQQMH0CN5JnocLxM92nhkzESPNh4ZM9GjjUfGTM7o8Y4OQ0jyawjP24CBZ7eh++joNmWxVx57u2TzkPYzf/58rFu3Dps2bcJ3332HWbNmoaamxno31SlTpiAhIcFa/6233sLrr7+ODRs2oF+/figrK0NZWRkuXboEALh06RJeeukl5OTk4PTp08jIyMCECRMQEhKC0aNHq8qmatAYFBSEpUuXIj8/H3l5eYiNjcWECRNw+PBhAFcHjGPGjEFcXBy+/fZb5ObmYvbs2XBxsd8JzUmTxmN50kIsXvI2BkWPQVHxEXz26QcwGNTdAchZPTJmosfxMtGjjUfGTPRo45ExEz3aeGTM5Kwel64eqD1yCmcWvKdqv47KY0+XbB7ZsQjRaZsaHnvsMSxfvhxvvPEGBgwYgMLCQuzatct6c5wzZ86gtLTUWn/NmjWoq6vDb3/7W/Tq1cu6LV++HADQpUsXFBcXY/z48bjtttswffp0REVF4euvv1Z9XWW7l9zw8/NDUlISpk+fjsGDB2PUqFFYvHhxe5QtLrmxN3sHcvOKMGfu1fUfdTodTp/Mxep3k7EsabXiYzirR8ZM9DheJnq08ciYiR5tPDJmokcbj4yZHN2j5JrGgWe3oWR6IirT9zdbp7lrGvneX8WRl9y4K2Bwpx37UHlOpx3bnrT5FGBDQwM2b96MmpoaxMTEwGQyYf/+/TAajRgyZAgCAgJw//33Izs7225h3dzcEBkZjozMr61lQghkZGZj8OCoG94jYyZ6HC8TPdp4ZMxEjzYeGTPRo41HxkzO6rEXfO+dA0e4plF2VA8aDx48CG9vb+j1esycORNpaWkICwvDyZMnAQCLFi3CjBkzsGvXLkRGRmLEiBE4fvy4XcL6+/vB1dUVpvIKm3KT6TwCAww3vEfGTPQ4XiZ6tPHImIkebTwyZqJHG4+MmZzVYy/43hNyFdVLboSGhqKwsBBVVVXYunUrpk6diqysLFgsFgDAc889Z71Y85577kFGRgY2bNjQ5CKWAGA2m2E2m23KhBDQ6XRqoxFCCCGEEEIIsTOqzzS6u7sjJCQEUVFRSExMREREBFatWmW9bWtYWJhN/TvuuANnzpxp1peYmAhfX1+bTViqm6xbUXEBV65cgTHA36bcaDSgrPy84jY4q0fGTPQ4XiZ6tPHImIkebTwyZqJHG4+MmZzVYy/43jsHjnIjHJlp921NLRYLzGYz+vXrh969e+Po0aM2zx87dgx9+/Ztdv+EhARUVVXZbDqXbk3Wra+vR0FBMWKHD7WW6XQ6xA4fipycfMWZndUjYyZ6HC8TPdp4ZMxEjzYeGTPRo41HxkzO6rEXfO8JuYqq6akJCQkYO3YsgoODUV1djZSUFOzZswfp6enQ6XR46aWXsHDhQkRERGDAgAHYtGkTvv/+e2zdurVZp16vb3TL15ampq5YtQ7J61cgv6AYubkH8MLzM+Dl5YmNm7aoaYrTemTMRI/jZaJHG4+MmejRxiNjJnq08ciYyVk9Ll09oO/3nwXM9X2M8Azrj4bKatSdq2hhz47JY0+XbB7ZcaYb0nQWqgaNJpMJU6ZMQWlpKXx9fREeHo709HSMGjUKADB37lxcvnwZ8+bNw4ULFxAREYHdu3fjlltusVvg1NTtMPj7YdEbLyIw0ICiosMY99BTMJmU//A7s0fGTPQ4XiZ6tPHImIkebTwyZqJHG4+MmZzV4xURgtDUJdbHfRZNBwBUfJSJ0/Pf0TyPPV2yeYjz0+51GjuCltZpJIQQQggh5BpK1mlUQnPrNJKrOPI6jbfbqY+0he+dpF+pvnsqIYQQQgghhDgKznRDms6i3TfCIYQQQgghhBDivPBMIyGEEEIIcVjsNa2U01ydF94Ip/3wTCMhhBBCCCGEkGZRNWhcs2YNwsPD4ePjAx8fH8TExGDnzp0AgNOnT0On0zW5paam2jX0rJlTUXIsB5cunsDe7B0YNHAAPZJnosfxMtGjjUfGTPRo45ExEz3aeGTMRE/zeEeHIST5NYTnbcDAs9vQfXR0m7LYM5OMHuLcqBo0BgUFYenSpcjPz0deXh5iY2MxYcIEHD58GH369EFpaanN9uabb8Lb2xtjx461W+BJk8ZjedJCLF7yNgZFj0FR8RF89ukHMBh60iNpJnocLxM92nhkzESPNh4ZM9GjjUfGTPS0jEtXD9QeOYUzC95TtV9HZpLNIzsWITptcxbaveSGn58fkpKSMH369EbP3XPPPYiMjMT69etVOVtacmNv9g7k5hVhztwFAACdTofTJ3Ox+t1kLEtarfgYzuqRMRM9jpeJHm08MmaiRxuPjJno0cYjYyZ6rqLkmsaBZ7ehZHoiKtP3N1unpWsaHfk1cuQlN27xj+y0Y5+oKOi0Y9uTNl/T2NDQgM2bN6OmpgYxMTGNns/Pz0dhYWGTg8m24ubmhsjIcGRkfm0tE0IgIzMbgwdH3fAeGTPR43iZ6NHGI2MmerTxyJiJHm08MmaiRztka5uMr1FHITrxn7OgetB48OBBeHt7Q6/XY+bMmUhLS0NYWFijeuvXr8cdd9yBIUOG2CUoAPj7+8HV1RWm8gqbcpPpPAIDDDe8R8ZM9DheJnq08ciYiR5tPDJmokcbj4yZ6NEO2dom42tE5EX1khuhoaEoLCxEVVUVtm7diqlTpyIrK8tm4PjLL78gJSUFr7/+eqs+s9kMs9lsUyaEgE6nUxuNEEIIIYQQQmwQwtLZERwe1Wca3d3dERISgqioKCQmJiIiIgKrVq2yqbN161bU1tZiypQprfoSExPh6+trswlLdZN1Kyou4MqVKzAG+NuUG40GlJWfV9wGZ/XImIkex8tEjzYeGTPRo41Hxkz0aOORMRM92iFb22R8jYi8tHudRovF0uhM4fr16zF+/HgYDK2f2k5ISEBVVZXNpnPp1mTd+vp6FBQUI3b4UGuZTqdD7PChyMnJV5zZWT0yZqLH8TLRo41Hxkz0aOORMRM92nhkzESPdsjWNhlfIyIvqqanJiQkYOzYsQgODkZ1dTVSUlKwZ88epKenW+uUlJTgq6++wmeffabIqdfrodfrbcpampq6YtU6JK9fgfyCYuTmHsALz8+Al5cnNm7aoqYpTuuRMRM9jpeJHm08MmaiRxuPjJno0cYjYyZ6Wsalqwf0/XpZH+v7GOEZ1h8NldWoO1fRwp4dl0k2j+xYnOiGNJ2FqkGjyWTClClTUFpaCl9fX4SHhyM9PR2jRo2y1tmwYQOCgoIQFxdn97AAkJq6HQZ/Pyx640UEBhpQVHQY4x56CiaTuh9aZ/XImIkex8tEjzYeGTPRo41Hxkz0aOORMRM9LeMVEYLQ1CXWx30WXV0ZoOKjTJye/06nZJLNQ5yfdq/T2BG0tE4jIYQQQggh9kbJOo1KaGmdRkfGkddpDPa7u9OOfebCwU47tj1p9zWNhBBCCCGEEEKcFw4aCSGEEEIIIYQ0i+p1GgkhhBBCCHE27DWtlNNc5YM3wmk/PNNICCGEEEIIIaRZVA0a16xZg/DwcPj4+MDHxwcxMTHYuXOn9fmysjI8/fTTCAwMhJeXFyIjI/HPf/7T7qFnzZyKkmM5uHTxBPZm78CggQPokTwTPY6XiR5tPDJmokcbj4yZ6NHGI2Mmejre4x0dhpDk1xCetwEDz25D99HRbcpiz0z29MiMEKLTNmdB1aAxKCgIS5cuRX5+PvLy8hAbG4sJEybg8OHDAIApU6bg6NGj2L59Ow4ePIhHHnkEkydPxoEDB+wWeNKk8VietBCLl7yNQdFjUFR8BJ99+gEMhp70SJqJHsfLRI82Hhkz0aONR8ZM9GjjkTETPdp4XLp6oPbIKZxZ8J6q/Toykz37NXFu2r3khp+fH5KSkjB9+nR4e3tjzZo1ePrpp63P9+zZE2+99Rb+8Ic/KHa2tOTG3uwdyM0rwpy5CwAAOp0Op0/mYvW7yViWtFrxMZzVI2MmehwvEz3aeGTMRI82Hhkz0aONR8ZM9NjXo+SaxoFnt6FkeiIq0/c3W6elaxo7o22OvORGr+5hnXbs0sojnXZse9LmaxobGhqwefNm1NTUICYmBgAwZMgQbNmyBRcuXIDFYsHmzZtx+fJlPPDAA3YJ6+bmhsjIcGRkfm0tE0IgIzMbgwdH3fAeGTPR43iZ6NHGI2MmerTxyJiJHm08MmaiRxuPPXHmthF5UT1oPHjwILy9vaHX6zFz5kykpaUhLOzq6P2jjz5CfX09evbsCb1ej+eeew5paWkICQmxS1h/fz+4urrCVF5hU24ynUdggOGG98iYiR7Hy0SPNh4ZM9GjjUfGTPRo45ExEz3aeOyJM7eNyIvqJTdCQ0NRWFiIqqoqbN26FVOnTkVWVhbCwsLw+uuvo7KyEl988QX8/f2xbds2TJ48GV9//TXuvvvuJn1msxlms9mmTAgBnU7XthYRQgghhBBCyP+P4JIb7Ub1oNHd3d165jAqKgq5ublYtWoVXn75Zfz1r3/FoUOHcOeddwIAIiIi8PXXX2P16tVYu3Ztk77ExES8+eabNmU6F2/ouvg0qltRcQFXrlyBMcDfptxoNKCs/LziNjirR8ZM9DheJnq08ciYiR5tPDJmokcbj4yZ6NHGY0+cuW1EXtq9TqPFYoHZbEZtbe1VoYutskuXLrBYLM3un5CQgKqqKptN59Ktybr19fUoKChG7PCh1jKdTofY4UORk5OvOLOzemTMRI/jZaJHG4+MmejRxiNjJnq08ciYiR5tPPbEmdvWUXDJjfaj6kxjQkICxo4di+DgYFRXVyMlJQV79uxBeno6br/9doSEhOC5557D8uXL0bNnT2zbtg27d+/GJ5980qxTr9dDr9fblLU0NXXFqnVIXr8C+QXFyM09gBeenwEvL09s3LRFTVOc1iNjJnocLxM92nhkzESPNh4ZM9GjjUfGTPRo43Hp6gF9v17Wx/o+RniG9UdDZTXqzlW0sGfHZbJnvybOjapBo8lkwpQpU1BaWgpfX1+Eh4cjPT0do0aNAgB89tlnePXVV/Hwww/j0qVLCAkJwaZNm/Dggw/aLXBq6nYY/P2w6I0XERhoQFHRYYx76CmYTOp+2JzVI2MmehwvEz3aeGTMRI82Hhkz0aONR8ZM9Gjj8YoIQWjqEuvjPoumAwAqPsrE6fnvdEome/Zr4ty0e53GjqCldRoJIYQQQgiRFSXrNCqhpXUaOwNHXqfR4Bvaacc+X3W0045tT9p9TSMhhBBCCCGEEOdF9d1TCSGEEEIIIcRRkHBipcPBQSMhhBBCCCF2wl7TSp11mitxTDhoJIQQQgghhDgtFp5pbDeqrmlcs2YNwsPD4ePjAx8fH8TExGDnzp3W50+cOIHf/OY3MBgM8PHxweTJk1FeXm730LNmTkXJsRxcungCe7N3YNDAAfRInokex8tEjzYeGTPRo41Hxkz0aOORMRM92njs4fKODkNI8msIz9uAgWe3ofvo6DZnsUcecmOgatAYFBSEpUuXIj8/H3l5eYiNjcWECRNw+PBh1NTUIC4uDjqdDpmZmfjmm29QV1eHhx9+GBaLxW6BJ00aj+VJC7F4ydsYFD0GRcVH8NmnH8Bg6EmPpJnocbxM9GjjkTETPdp4ZMxEjzYeGTPRo43HXi6Xrh6oPXIKZxa8p/r4HZGH3Bi0e8kNPz8/JCUloU+fPhg7dix+/vln+Pj4AACqqqrQo0cPfP755xg5cqRiZ0tLbuzN3oHcvCLMmbvgagN0Opw+mYvV7yZjWdJqxcdwVo+MmehxvEz0aOORMRM92nhkzESPNh4ZM9GjjUetS8k1jQPPbkPJ9ERUpu9vtk5L1zSqyePIS2708A7ptGP/fKmk045tT9q85EZDQwM2b96MmpoaxMTEwGw2Q6fTQa/XW+t4eHjAxcUF2dnZdgnr5uaGyMhwZGR+bS0TQiAjMxuDB0fd8B4ZM9HjeJno0cYjYyZ6tPHImIkebTwyZqJHG4+9XfZAtjxEblQPGg8ePAhvb2/o9XrMnDkTaWlpCAsLw+DBg+Hl5YVXXnkFtbW1qKmpwYsvvoiGhgaUlpbaJay/vx9cXV1hKq+wKTeZziMwwHDDe2TMRI/jZaJHG4+MmejRxiNjJnq08ciYiR5tPPZ22QPZ8nQkFohO25wF1YPG0NBQFBYWYv/+/Zg1axamTp2KI0eOwGAwIDU1FTt27IC3tzd8fX1RWVmJyMhIuLg0fxiz2YyLFy/abFxLhRBCCCGEEELkQPWSG+7u7ggJuTovOCoqCrm5uVi1ahXee+89xMXF4cSJE6ioqICrqyu6d++OwMBA3Hzzzc36EhMT8eabb9qU6Vy8oevi06huRcUFXLlyBcYAf5tyo9GAsvLzitvgrB4ZM9HjeJno0cYjYyZ6tPHImIkebTwyZqJHG4+9XfZAtjxEbtp8TeM1LBYLzGazTZm/vz+6d++OzMxMmEwmjB8/vtn9ExISUFVVZbPpXLo1Wbe+vh4FBcWIHT7UWqbT6RA7fChycvIVZ3ZWj4yZ6HG8TPRo45ExEz3aeGTMRI82Hhkz0aONx94ueyBbno5ECNFpm7Og6kxjQkICxo4di+DgYFRXVyMlJQV79uxBeno6ACA5ORl33HEHDAYD9u3bhzlz5mDevHkIDQ1t1qnX621ungNc7bDNsWLVOiSvX4H8gmLk5h7AC8/PgJeXJzZu2qKmKU7rkTETPY6XiR5tPDJmokcbj4yZ6NHGI2MmerTx2Mvl0tUD+n69rI/1fYzwDOuPhspq1J2raGHPjslDbgxUDRpNJhOmTJmC0tJS+Pr6Ijw8HOnp6Rg1ahQA4OjRo0hISMCFCxfQr18/vPbaa5g3b55dA6embofB3w+L3ngRgYEGFBUdxriHnoLJpO6HxFk9Mmaix/Ey0aONR8ZM9GjjkTETPdp4ZMxEjzYee7m8IkIQmrrE+rjPoukAgIqPMnF6/jua53EELE50xq+zaPc6jR1BS+s0EkIIIYQQ4uwoWadRCS2t06gGR16n0btr/0479qXaU512bHui+kY4hBBCCCGEEOIoCCda+qKzaPeNcAghhBBCCCGEOC8800gIIYQQQohk2Gtaqb2muZIbGw4aCSGEEEIIIU4Lb4TTfto1PXXp0qXQ6XSYO3eutezy5cuIj49Hz5494e3tjUcffRTl5eXtzWnDrJlTUXIsB5cunsDe7B0YNHAAPZJnosfxMtGjjUfGTPRo45ExEz3aeGTMRI82HtkyeUeHIST5NYTnbcDAs9vQfXR0m7IQ56fNg8bc3Fy89957CA8PtymfN28eduzYgdTUVGRlZeHcuXN45JFH2h30GpMmjcfypIVYvORtDIoeg6LiI/js0w9gMPSkR9JM9DheJnq08ciYiR5tPDJmokcbj4yZ6NHGI2Mml64eqD1yCmcWvKdqP0dDCNFpm7PQpiU3Ll26hMjISLz77rtYsmQJBgwYgJUrV6KqqgoGgwEpKSn47W9/CwD4/vvvcccdd2Dfvn0YPHiwIn9LS27szd6B3LwizJm74GoDdDqcPpmL1e8mY1nSasVtcFaPjJnocbxM9GjjkTETPdp4ZMxEjzYeGTPRo42nszIpvaZx4NltKJmeiMr0/c0+76h4eAR32rEvXz7Tace2J2060xgfH49x48Zh5MiRNuX5+fmor6+3Kb/99tsRHByMffv2tS8pADc3N0RGhiMj82trmRACGZnZGDw46ob3yJiJHsfLRI82Hhkz0aONR8ZM9GjjkTETPdp4ZM1EiFJUDxo3b96MgoICJCYmNnqurKwM7u7u6N69u015QEAAysrK2hzyGv7+fnB1dYWpvMKm3GQ6j8AAww3vkTETPY6XiR5tPDJmokcbj4yZ6NHGI2MmerTxyJrpRkF04j9nQdXdU//9739jzpw52L17Nzw8POwSwGw2w2w225QJIaDT6eziJ4QQQgghhBDSdlSdaczPz4fJZEJkZCRcXV3h6uqKrKwsvPPOO3B1dUVAQADq6upQWVlps195eTkCAwObdCYmJsLX19dmE5bqJutWVFzAlStXYAzwtyk3Gg0oKz+vuB3O6pExEz2Ol4kebTwyZqJHG4+MmejRxiNjJnq08cia6UaBN8JpP6oGjSNGjMDBgwdRWFho3QYOHIgnn3zS+v9ubm7IyMiw7nP06FGcOXMGMTExTToTEhJQVVVls+lcujVZt76+HgUFxYgdPtRaptPpEDt8KHJy8hW3w1k9Mmaix/Ey0aONR8ZM9GjjkTETPdp4ZMxEjzYeWTMRohRV01O7deuGu+66y6bMy8sLPXv2tJZPnz4d8+fPh5+fH3x8fPD8888jJiam2Tun6vV66PV6m7KWpqauWLUOyetXIL+gGLm5B/DC8zPg5eWJjZu2qGmK03pkzESP42WiRxuPjJno0cYjYyZ6tPHImIkebTwyZnLp6gF9v17Wx/o+RniG9UdDZTXqzlW0sKdj4Uxn/DoLVYNGJaxYsQIuLi549NFHYTabMXr0aLz77rt286embofB3w+L3ngRgYEGFBUdxriHnoLJpK5jO6tHxkz0OF4merTxyJiJHm08MmaiRxuPjJno0cYjYyaviBCEpi6xPu6zaDoAoOKjTJye/44qF7EPq1evRlJSEsrKyhAREYG//OUvuPfee5utn5qaitdffx2nT5/GrbfeirfeegsPPvig9XkhBBYuXIh169ahsrIS9913H9asWYNbb71VVa42rdPY0bS0TiMhhBBCCCFEGUrXaWwNR16n0a0Txxb1dT8qrrtlyxZMmTIFa9euRXR0NFauXInU1FQcPXoURqOxUf29e/di2LBhSExMxEMPPYSUlBS89dZbKCgosM4Cfeutt5CYmIhNmzahf//+eP3113Hw4EEcOXJE1Y1NOWgkhBBCCCHESeGgsXPHFldUDBqjo6MxaNAg/PWvfwUAWCwW9OnTB88//zxeffXVRvUfe+wx1NTU4JNPPrGWDR48GAMGDMDatWshhEDv3r3xP//zP3jxxRcBAFVVVQgICMDGjRvx+OOPK86mep1GQgghhBBCCCGtYzabcfHiRZvt+uUGAaCurg75+fkYOXKktczFxQUjR47Evn37mnTv27fPpj4AjB492lr/1KlTKCsrs6nj6+uL6OjoZp3NIhyUy5cvi4ULF4rLly/TcwN5ZMxEjzYeGTPRo41Hxkz0aOORMRM9jpeJHm08pGkWLlwoANhsCxcubFTvxx9/FADE3r17bcpfeuklce+99zbpdnNzEykpKTZlq1evFkajUQghxDfffCMAiHPnztnUmTRpkpg8ebKqdjjsoLGqqkoAEFVVVfTcQB4ZM9GjjUfGTPRo45ExEz3aeGTMRI/jZaJHGw9pmsuXL4uqqiqbrakBuuyDRrvfPZUQQgghhBBCSNPLCzaFv78/unTpgvLycpvy8vJyBAYGNrlPYGBgi/Wv/be8vBy9evWyqTNgwAA1zeA1jYQQQgghhBDSmbi7uyMqKgoZGRnWMovFgoyMDMTExDS5T0xMjE19ANi9e7e1fv/+/REYGGhT5+LFi9i/f3+zzubgmUZCCCGEEEII6WTmz5+PqVOnYuDAgbj33nuxcuVK1NTU4JlnngEATJkyBTfddBMSExMBAHPmzMH999+P//3f/8W4ceOwefNm5OXl4W9/+xsAQKfTYe7cuViyZAluvfVW65IbvXv3xsSJE1Vlc9hBo16vx8KFCxWd7qXHeTwyZqJHG4+MmejRxiNjJnq08ciYiR7Hy0SPNh7Sfh577DGcP38eb7zxBsrKyjBgwADs2rULAQEBAIAzZ87AxeU/E0WHDBmClJQULFiwAH/84x9x6623Ytu2bdY1GgHg5ZdfRk1NDZ599llUVlZi6NCh2LVrl6o1GgFJ12kkhBBCCCGEECIHvKaREEIIIYQQQkizcNBICCGEEEIIIaRZOGgkhBBCCCGEENIsHDQSQgghhBBCCGkWhxw0rl69Gv369YOHhweio6Px7bffqnZ89dVXePjhh9G7d2/odDps27ZNtSMxMRGDBg1Ct27dYDQaMXHiRBw9elS1BwDWrFmD8PBw+Pj4wMfHBzExMdi5c2ebXNdYunSp9Va7alm0aBF0Op3Ndvvtt7cpx48//oinnnoKPXv2hKenJ+6++27k5eWpcvTr169RHp1Oh/j4eFWehoYGvP766+jfvz88PT1xyy23YPHixWjL/aCqq6sxd+5c9O3bF56enhgyZAhyc3Nb3a+1vieEwBtvvIFevXrB09MTI0eOxPHjx1V7/vWvfyEuLg49e/aETqdDYWGh6jz19fV45ZVXcPfdd8PLywu9e/fGlClTcO7cOdV5Fi1ahNtvvx1eXl7o0aMHRo4cif3796v2/JqZM2dCp9Nh5cqVqj3Tpk1r1J/GjBmj+jW6xnfffYfx48fD19cXXl5eGDRoEM6cOaPK01Qf1+l0SEpKUuW5dOkSZs+ejaCgIHh6eiIsLAxr165V3a7y8nJMmzYNvXv3RteuXTFmzJgm+6KSz8LLly8jPj4ePXv2hLe3Nx599NFGCxIr8fztb3/DAw88AB8fH+h0OlRWVqrOc+HCBTz//PMIDQ2Fp6cngoOD8cILL6Cqqkp1nueeew633HILPD09YTAYMGHCBHz//feqPdcQQmDs2LFNvh9KPA888ECj/jNz5kzVr9E19u3bh9jYWHh5ecHHxwfDhg3DL7/8othz+vTpZvt1amqqqjxlZWV4+umnERgYCC8vL0RGRuKf//yn6nadOHECv/nNb2AwGODj44PJkyc36out/U5W0p+VeJT0ZyUupX1aSSYlfVqJ5xot9WklHqV9Wkme1vpzax6l/VlJHiX9WalLSZ++nqa+Iyrt1+TGxOEGjVu2bMH8+fOxcOFCFBQUICIiAqNHj4bJZFLlqampQUREBFavXt3mLFlZWYiPj0dOTg52796N+vp6xMXFoaamRrUrKCgIS5cuRX5+PvLy8hAbG4sJEybg8OHDbcqWm5uL9957D+Hh4W3aHwDuvPNOlJaWWrfs7GzVjp9//hn33Xcf3NzcsHPnThw5cgT/+7//ix49eqjy5Obm2mTZvXs3AGDSpEmqPG+99RbWrFmDv/71r/juu+/w1ltvYdmyZfjLX/6iygMAf/jDH7B792784x//wMGDBxEXF4eRI0fixx9/bHG/1vresmXL8M4772Dt2rXYv38/vLy8MHr0aFy+fFmVp6amBkOHDsVbb73V5jy1tbUoKCjA66+/joKCAvzrX//C0aNHMX78eNXtuu222/DXv/4VBw8eRHZ2Nvr164e4uDicP39elecaaWlpyMnJQe/evVW36xpjxoyx6Vcffvhhm1wnTpzA0KFDcfvtt2PPnj0oLi7G66+/3uh21q15fp2ltLQUGzZsgE6nw6OPPqrKM3/+fOzatQvvv/8+vvvuO8ydOxezZ8/G9u3bFXuEEJg4cSJOnjyJjz/+GAcOHEDfvn0xcuTIRp9xSj4L582bhx07diA1NRVZWVk4d+4cHnnkEdWe2tpajBkzBn/84x+bbLsSz7lz53Du3DksX74chw4dwsaNG7Fr1y5Mnz5ddZ6oqCgkJyfju+++Q3p6OoQQiIuLQ0NDgyrPNVauXAmdTtemdl1jxowZNv1o2bJlbXLt27cPY8aMQVxcHL799lvk5uZi9uzZNrd7b83Tp0+fRv36zTffhLe3N8aOHasqz5QpU3D06FFs374dBw8exCOPPILJkyfjwIEDij01NTWIi4uDTqdDZmYmvvnmG9TV1eHhhx+GxWKxelr7naykPyvxKOnPSlxK+7SSTEr6tBLPNVrq00o9Svp0ax4l/bk1j9L+rCSPkv6sxKW0T/+a5r4jKu3X5AZFOBj33nuviI+Ptz5uaGgQvXv3FomJiW12AhBpaWntzmYymQQAkZWV1W6XEEL06NFD/N///Z/q/aqrq8Wtt94qdu/eLe6//34xZ84c1Y6FCxeKiIgI1ftdzyuvvCKGDh3abs/1zJkzR9xyyy3CYrGo2m/cuHHi97//vU3ZI488Ip588klVntraWtGlSxfxySef2JRHRkaK1157TbHn+r5nsVhEYGCgSEpKspZVVlYKvV4vPvzwQ8WeX3Pq1CkBQBw4cEB1nqb49ttvBQDxww8/tMtTVVUlAIgvvvhCtefs2bPipptuEocOHRJ9+/YVK1asaPFYTXmmTp0qJkyY0OJ+Sl2PPfaYeOqpp9rtuZ4JEyaI2NhY1Z4777xT/OlPf7Ipa61vXu85evSoACAOHTpkLWtoaBAGg0GsW7euxUzXfxZWVlYKNzc3kZqaaq3z3XffCQBi3759ij2/5ssvvxQAxM8//9xiltY81/joo4+Eu7u7qK+vb5enqKhIABAlJSWqPQcOHBA33XSTKC0tVdQ/mvK09TO/KVd0dLRYsGBBuz3XM2DAgEafw0o8Xl5e4u9//7tNPT8/vxb74/We9PR04eLiIqqqqqx1KisrhU6nE7t3724x07XfyW3tz9d7fo2a/tya6xpK+rQSj5I+3ZxHbZ9uytPWPn29py39uSnP9Sjpz0152tKfm3Kp7dPNfUdsb78mzo9DnWmsq6tDfn4+Ro4caS1zcXHByJEjsW/fvk5MdpVr00D8/Pza5WloaMDmzZtRU1ODmJgY1fvHx8dj3LhxNq9TWzh+/Dh69+6Nm2++GU8++WSjqXZK2L59OwYOHIhJkybBaDTinnvuwbp169qVq66uDu+//z5+//vft/jXy6YYMmQIMjIycOzYMQBAUVERsrOzG/2FsDWuXLmChoaGRmeSPD0923RG9hqniHRXZQAAEHhJREFUTp1CWVmZzXvn6+uL6OhoKfo4cLWf63Q6dO/evc2Ouro6/O1vf4Ovry8iIiJU7WuxWPD000/jpZdewp133tnmDACwZ88eGI1GhIaGYtasWfjpp59UOywWCz799FPcdtttGD16NIxGI6Kjo9s05f3XlJeX49NPP23yTEFrDBkyBNu3b8ePP/4IIQS+/PJLHDt2DHFxcYodZrMZAGz6uIuLC/R6fat9/PrPwvz8fNTX19v069tvvx3BwcEt9mt7faYq8VRVVcHHxweurq5t9tTU1CA5ORn9+/dHnz59VHlqa2vxxBNPYPXq1QgMDGy+MQryfPDBB/D398ddd92FhIQE1NbWqnaZTCbs378fRqMRQ4YMQUBAAO6//37V7/315Ofno7CwsNV+3ZRnyJAh2LJlCy5cuACLxYLNmzfj8uXLeOCBBxR7zGYzdDqdzSLmHh4ecHFxabZt1/9Obmt/bu/vdrUuJX26NY/SPt2Upy19urk8avv09Z629ufWXh+l/bkpT1v6c1MutX26ue+Ibe3X5Aais0etavjxxx8FALF3716b8pdeeknce++9bfbCDmcaGxoaxLhx48R9993XZkdxcbHw8vISXbp0Eb6+vuLTTz9V7fjwww/FXXfdJX755RchRNv/QvfZZ5+Jjz76SBQVFYldu3aJmJgYERwcLC5evKjKo9frhV6vFwkJCaKgoEC89957wsPDQ2zcuFF1pmts2bJFdOnSRfz444+q921oaBCvvPKK0Ol0wtXVVeh0OvHnP/+5TTliYmLE/fffL3788Udx5coV8Y9//EO4uLiI2267TbHj+r73zTffCADi3LlzNvUmTZokJk+erNjza+x5pvGXX34RkZGR4oknnmiTZ8eOHcLLy0vodDrRu3dv8e2336r2/PnPfxajRo2ynmVu65nGDz/8UHz88ceiuLhYpKWliTvuuEMMGjRIXLlyRZXr2l/Qu3btKt5++21x4MABkZiYKHQ6ndizZ4+qTL/mrbfeEj169LD+LKvxXL58WUyZMkUAEK6ursLd3V1s2rRJlaeurk4EBweLSZMmiQsXLgiz2SyWLl0qAIi4uLhmPU19Fn7wwQfC3d29Ud1BgwaJl19+WbHn1yg9M6Pks/n8+fMiODhY/PGPf2yTZ/Xq1cLLy0sAEKGhoS2ekWnO8+yzz4rp06dbH7fWP5rzvPfee2LXrl2iuLhYvP/+++Kmm24Sv/nNb5r1NOfat2+fACD8/PzEhg0bREFBgZg7d65wd3cXx44dU5Xp18yaNUvccccdqvMIIcTPP/8s4uLirP3ax8dHpKenq/KYTCbh4+Mj5syZI2pqasSlS5fE7NmzBQDx7LPP2uzf3O9ktf1Zye92pf1Z6feE1vp0ax6lfbolj5o+3ZJHTZ9uzqO2Pyt9nVvrzy151Pbn5lxq+nRL3xHb8jlNbiw4aBT2GTTOnDlT9O3bV/z73/9us8NsNovjx4+LvLw88eqrrwp/f39x+PBhxfufOXNGGI1GUVRUZC1rz7SOX/Pzzz8LHx8f1dNl3dzcRExMjE3Z888/LwYPHtzmLHFxceKhhx5q074ffvihCAoKEh9++KEoLi4Wf//734Wfn1+bBrElJSVi2LBhAoDo0qWLGDRokHjyySfF7bffrtjhSIPGuro68fDDD4t77rnHZhqMGs+lS5fE8ePHxb59+8Tvf/970a9fP1FeXq7Yk5eXJwICAmz+YNDWQeP1nDhxotXpsk25rn0u/e53v7Op9/DDD4vHH3+8zZlCQ0PF7NmzW8zSnCcpKUncdtttYvv27aKoqEj85S9/Ed7e3i1Ov2vKk5eXJyIiIqx9fPTo0WLs2LFizJgxzXqa+ixsy5eR1j5TlX7Jbs1TVVUl7r33XjFmzBhRV1fXJk9lZaU4duyYyMrKEg8//LCIjIxsdrDflOfjjz8WISEhorq62lrWWv9Q+jsnIyOj1amFTbmufRYlJCTY1L377rvFq6++2qZMtbW1wtfXVyxfvrzFzM15Zs+eLe69917xxRdfiMLCQrFo0SLh6+sriouLVXnS09PFzTffLHQ6nejSpYt46qmnRGRkpJg5c6ZNveZ+J6vtz0p+tyvtz0pcSvp0ax6lfbo5j9o+reb7T0t9ujmP2v6sJI+S/tySR21/bsmlpE+39h2Rg0bSGg41aDSbzaJLly6NPnSmTJkixo8f32ZveweN8fHxIigoSJw8ebLNjqYYMWJEo78StURaWpr1y921DYD1Q6S1MyitMXDgwGa/LDRHcHCwzV8ahRDi3XffFb17925ThtOnTwsXFxexbdu2Nu0fFBQk/vrXv9qULV68WISGhrbJJ8TVgdC1Qd7kyZPFgw8+qHjf6/vetYHL9QO8YcOGiRdeeEGx59fYY9BYV1cnJk6cKMLDw0VFRUWbPdcTEhLS4pne6z0rVqyw9udf93EXFxfRt2/fdufx9/cXa9eubbHO9S6z2SxcXV3F4sWLbeq9/PLLYsiQIW3K9NVXXwkAorCwsNXM13tqa2uFm5tbo+ttp0+fLkaPHt2mPJWVlcJkMgkhrl5X/t///d9N1mvus/Dal7zrvxAHBweLt99+W7Hn1yj5kt2a5+LFiyImJkaMGDGixTO6aj7jzWaz6Nq1q0hJSVHsmTNnTrP9+v77729XnkuXLgkAYteuXaradvLkSQFA/OMf/7Apnzx5cpMzDZRk+vvf/y7c3NysfUlNnpKSkkbX2Apx9ffkc88916Y858+ft/afgIAAsWzZsmbrXjvWs88+q7o/N+f5NW29pvF6l9I+rSTTNVrq08151PZpNXla69NNedT2ZyV5lPTn5jxq+7PSTC316da+I37xxRft6tfE+XGoaxrd3d0RFRWFjIwMa5nFYkFGRka7rw9oC0IIzJ49G2lpacjMzET//v3t6rdYLNbripQwYsQIHDx4EIWFhdZt4MCBePLJJ1FYWIguXbq0OculS5dw4sQJ9OrVS9V+9913X6PbnR87dgx9+/ZtU47k5GQYjUaMGzeuTfvX1tY2ulNaly5dmr3DmBK8vLzQq1cv/Pzzz0hPT8eECRPa7Orfvz8CAwNt+vjFixexf//+TunjwNVlNyZPnozjx4/jiy++QM+ePe3mVtvHn376aRQXF9v08d69e+Oll15Cenp6u7KcPXsWP/30k+o+7u7ujkGDBtm1n69fvx5RUVGqr/cErr5f9fX1du3nvr6+MBgMOH78OPLy8hr18dY+C6OiouDm5mbTr48ePYozZ87Y9Gt7faYq8Vy8eBFxcXFwd3fH9u3bG12f3NY84uofY236dWueV199tVG/BoAVK1YgOTm5XXmuua7v1625+vXrh969e7far9VkWr9+PcaPHw+DwdDoudY8165ha61fq8nj7++P7t27IzMzEyaTqcm7Qv+aa59XSvtzax578GuXkj7dlkxN9enWPEr7dFvyNNenW/Io7c9q8rTUn1vzKO3PajO11Kdb+444cODAdvVrcgPQCQPVdrF582ah1+vFxo0bxZEjR8Szzz4runfvLsrKylR5qqurxYEDB8SBAwcEAOu1SC3dEfJ6Zs2aJXx9fcWePXtEaWmpdautrVXbLPHqq6+KrKwscerUKVFcXCxeffVVodPpxOeff67a9WvaOj31f/7nf8SePXvEqVOnxDfffCNGjhwp/P39Vf1FTYird9p0dXUV/+///T9x/Phx8cEHH4iuXbuK999/X3WmhoYGERwcLF555RXV+15j6tSp4qabbhKffPKJOHXqlPjXv/4l/P392zT1YteuXWLnzp3i5MmT4vPPPxcREREiOjq6xSluQrTe95YuXSq6d+9uvd5uwoQJon///o3+atya56effhIHDhwQn376qQAgNm/eLA4cOCBKS0sVe+rq6sT48eNFUFCQKCwstOnnZrNZsefSpUsiISFB7Nu3T5w+fVrk5eWJZ555Ruj1+kZ/aVX7s9nc9NSWPNXV1eLFF18U+/btE6dOnRJffPGFiIyMFLfeequ4fPmy6vfsX//6l3BzcxN/+9vfxPHjx8Vf/vIX0aVLF/H111+rbltVVZXo2rWrWLNmTZPtVeK5//77xZ133im+/PJLcfLkSZGcnCw8PDzEu+++q8rz0UcfiS+//FKcOHFCbNu2TfTt21c88sgjjfIo+SycOXOmCA4OFpmZmSIvL0/ExMQ0mrquxFNaWioOHDgg1q1bJwCIr776Shw4cED89NNPij1VVVUiOjpa3H333aKkpMSmzq9nZLTmOXHihPjzn/8s8vLyxA8//CC++eYb8fDDDws/Pz+baddt+V2BJs78tuYpKSkRf/rTn0ReXp44deqU+Pjjj8XNN98shg0b1qb3bMWKFcLHx0ekpqaK48ePiwULFggPDw+baYFK23b8+HGh0+nEzp07m2xva566ujoREhIi/uu//kvs379flJSUiOXLlwudTmdznZiSPBs2bBD79u0TJSUl4h//+Ifw8/MT8+fPt8nT2u9kJf1ZiUdJf1biUtqnW/Mo7dNK2nY9TfXp1jxq+nRreZT0Z6Xtaq0/t+ZR2p+VZlLSp5vi+u+ISvs1uTFxuEGjEEL85S9/EcHBwcLd3V3ce++9IicnR7Xj2lSQ67epU6cqdjS1PwCRnJysOs/vf/970bdvX+Hu7i4MBoMYMWJEuweMQrR90PjYY4+JXr16CXd3d3HTTTeJxx57TNHttptix44d4q677hJ6vV7cfvvt4m9/+1ubPOnp6QKAOHr0aJv2F+Lq1J05c+aI4OBg4eHhIW6++Wbx2muvNRoAKWHLli3i5ptvFu7u7iIwMFDEx8eLysrKVvdrre9ZLBbx+uuvi4CAAKHX68WIESOabHNrnuTk5CafX7hwoWLPtamtTW1ffvmlYs8vv/wifvOb34jevXsLd3d30atXLzF+/Pgmb4Sj9mezuUFjS57a2loRFxcnDAaDcHNzE3379hUzZsxo9o9PSjKtX79ehISECA8PDxEREdHkFGolnvfee094enq22Jda85SWlopp06aJ3r17Cw8PDxEaGir+93//t9ESNa15Vq1aJYKCgoSbm5sIDg4WCxYsaPJnRcln4S+//CL++7//W/To0UN07dpV/OY3v2n0BwwlnoULF7ZapzVPc+0GIE6dOqXY8+OPP4qxY8cKo9Eo3NzcRFBQkHjiiSfE999/r7pdTb2m13/Bbs1z5swZMWzYMOHn5yf0er0ICQkRL730UpPXICvNlJiYKIKCgkTXrl1FTExMoz+EKPUkJCSIPn36iIaGhmbb25rn2LFj4pFHHhFGo1F07dpVhIeHN1qyQInnlVdeEQEBAcLNzU3ceuutTf5stPY7WUl/VuJR0p+VuJT26dY8Svu0krZdT1N9ujWPmj6tJE9r/Vmpp7X+rMSjpD8rdSnp001x/XdEpf2a3JjohBAChBBCCCGEEEJIEzjUNY2EEEIIIYQQQrSFg0ZCCCGEEEIIIc3CQSMhhBBCCCGEkGbhoJEQQgghhBBCSLNw0EgIIYQQQgghpFk4aCSEEEIIIYQQ0iwcNBJCCCGEEEIIaRYOGgkhhBBCCCGENAsHjYQQQgghhBBCmoWDRkIIIYQQQgghzcJBIyGEEEIIIYSQZuGgkRBCCCGEEEJIs/x/y+f/XnLP1tYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Training the models on whole data\n", + "final_svm_model = SVC()\n", + "final_nb_model = GaussianNB()\n", + "final_rf_model = RandomForestClassifier(random_state=18)\n", + "final_svm_model.fit(X, y)\n", + "final_nb_model.fit(X, y)\n", + "final_rf_model.fit(X, y)\n", + "\n", + "# Reading the test data\n", + "test_data = pd.read_csv(\"Testing.csv\").dropna(axis=1)\n", + "\n", + "test_X = test_data.iloc[:, :-1]\n", + "test_Y = encoder.transform(test_data.iloc[:, -1])\n", + "\n", + "# Making prediction by take mode of predictions\n", + "# made by all the classifiers\n", + "svm_preds = final_svm_model.predict(test_X)\n", + "nb_preds = final_nb_model.predict(test_X)\n", + "rf_preds = final_rf_model.predict(test_X)\n", + "\n", + "final_preds = [mode([i,j,k])[0][0] for i,j,\n", + "\t\t\tk in zip(svm_preds, nb_preds, rf_preds)]\n", + "\n", + "print(f\"Accuracy on Test dataset by the combined model\\\n", + ": {accuracy_score(test_Y, final_preds)*100}\")\n", + "\n", + "cf_matrix = confusion_matrix(test_Y, final_preds)\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "sns.heatmap(cf_matrix, annot = True)\n", + "plt.title(\"Confusion Matrix for Combined Model on Test Dataset\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Itching\n", + "Skin Rash\n", + "Nodal Skin Eruptions\n", + "Continuous Sneezing\n", + "Shivering\n", + "Chills\n", + "Joint Pain\n", + "Stomach Pain\n", + "Acidity\n", + "Ulcers On Tongue\n", + "Muscle Wasting\n", + "Vomiting\n", + "Burning Micturition\n", + "Spotting urination\n", + "Fatigue\n", + "Weight Gain\n", + "Anxiety\n", + "Cold Hands And Feets\n", + "Mood Swings\n", + "Weight Loss\n", + "Restlessness\n", + "Lethargy\n", + "Patches In Throat\n", + "Irregular Sugar Level\n", + "Cough\n", + "High Fever\n", + "Sunken Eyes\n", + "Breathlessness\n", + "Sweating\n", + "Dehydration\n", + "Indigestion\n", + "Headache\n", + "Yellowish Skin\n", + "Dark Urine\n", + "Nausea\n", + "Loss Of Appetite\n", + "Pain Behind The Eyes\n", + "Back Pain\n", + "Constipation\n", + "Abdominal Pain\n", + "Diarrhoea\n", + "Mild Fever\n", + "Yellow Urine\n", + "Yellowing Of Eyes\n", + "Acute Liver Failure\n", + "Fluid Overload\n", + "Swelling Of Stomach\n", + "Swelled Lymph Nodes\n", + "Malaise\n", + "Blurred And Distorted Vision\n", + "Phlegm\n", + "Throat Irritation\n", + "Redness Of Eyes\n", + "Sinus Pressure\n", + "Runny Nose\n", + "Congestion\n", + "Chest Pain\n", + "Weakness In Limbs\n", + "Fast Heart Rate\n", + "Pain During Bowel Movements\n", + "Pain In Anal Region\n", + "Bloody Stool\n", + "Irritation In Anus\n", + "Neck Pain\n", + "Dizziness\n", + "Cramps\n", + "Bruising\n", + "Obesity\n", + "Swollen Legs\n", + "Swollen Blood Vessels\n", + "Puffy Face And Eyes\n", + "Enlarged Thyroid\n", + "Brittle Nails\n", + "Swollen Extremeties\n", + "Excessive Hunger\n", + "Extra Marital Contacts\n", + "Drying And Tingling Lips\n", + "Slurred Speech\n", + "Knee Pain\n", + "Hip Joint Pain\n", + "Muscle Weakness\n", + "Stiff Neck\n", + "Swelling Joints\n", + "Movement Stiffness\n", + "Spinning Movements\n", + "Loss Of Balance\n", + "Unsteadiness\n", + "Weakness Of One Body Side\n", + "Loss Of Smell\n", + "Bladder Discomfort\n", + "Foul Smell Of urine\n", + "Continuous Feel Of Urine\n", + "Passage Of Gases\n", + "Internal Itching\n", + "Toxic Look (typhos)\n", + "Depression\n", + "Irritability\n", + "Muscle Pain\n", + "Altered Sensorium\n", + "Red Spots Over Body\n", + "Belly Pain\n", + "Abnormal Menstruation\n", + "Dischromic Patches\n", + "Watering From Eyes\n", + "Increased Appetite\n", + "Polyuria\n", + "Family History\n", + "Mucoid Sputum\n", + "Rusty Sputum\n", + "Lack Of Concentration\n", + "Visual Disturbances\n", + "Receiving Blood Transfusion\n", + "Receiving Unsterile Injections\n", + "Coma\n", + "Stomach Bleeding\n", + "Distention Of Abdomen\n", + "History Of Alcohol Consumption\n", + "Fluid Overload.1\n", + "Blood In Sputum\n", + "Prominent Veins On Calf\n", + "Palpitations\n", + "Painful Walking\n", + "Pus Filled Pimples\n", + "Blackheads\n", + "Scurring\n", + "Skin Peeling\n", + "Silver Like Dusting\n", + "Small Dents In Nails\n", + "Inflammatory Nails\n", + "Blister\n", + "Red Sore Around Nose\n", + "Yellow Crust Ooze\n", + "{'rf_model_prediction': 'Migraine', 'naive_bayes_prediction': 'Migraine', 'svm_model_prediction': 'Arthritis', 'final_prediction': 'Migraine'}\n" + ] + } + ], + "source": [ + "symptoms = X.columns.values\n", + "import pickle\n", + "# Creating a symptom index dictionary to encode the\n", + "# input symptoms into numerical form\n", + "symptom_index = {}\n", + "for index, value in enumerate(symptoms):\n", + "\tsymptom = \" \".join([i.capitalize() for i in value.split(\"_\")])\n", + "\tsymptom_index[symptom] = index\n", + "\n", + "data_dict = {\n", + "\t\"symptom_index\":symptom_index,\n", + "\t\"predictions_classes\":encoder.classes_\n", + "}\n", + "symptoms_list = []\n", + "lamda=symptom_index.keys()\n", + "for i in lamda:\n", + "\tprint(i)\n", + "\tsymptoms_list.append(i)\n", + "with open(\"lamda.pkl\", \"wb\") as f:\n", + " pickle.dump(symptoms_list, f)\n", + "\n", + "# Defining the Function\n", + "# Input: string containing symptoms separated by commas\n", + "# Output: Generated predictions by models\n", + "def predictDisease(symptoms):\n", + "\tsymptoms = symptoms.split(\",\")\n", + "\t\n", + "\t# creating input data for the models\n", + "\tinput_data = [0] * len(data_dict[\"symptom_index\"])\n", + "\tfor symptom in symptoms:\n", + "\t\tindex = data_dict[\"symptom_index\"][symptom]\n", + "\t\tinput_data[index] = 1\n", + "\t\t\n", + "\t# reshaping the input data and converting it\n", + "\t# into suitable format for model predictions\n", + "\tinput_data = np.array(input_data).reshape(1,-1)\n", + "\t\n", + "\t# generating individual outputs\n", + "\trf_prediction = data_dict[\"predictions_classes\"][final_rf_model.predict(input_data)[0]]\n", + "\tnb_prediction = data_dict[\"predictions_classes\"][final_nb_model.predict(input_data)[0]]\n", + "\tsvm_prediction = data_dict[\"predictions_classes\"][final_svm_model.predict(input_data)[0]]\n", + "\t\n", + "\t# making final prediction by taking mode of all predictions\n", + "\tfinal_prediction = mode([rf_prediction, nb_prediction, svm_prediction])[0][0]\n", + "\tpredictions = {\n", + "\t\t\"rf_model_prediction\": rf_prediction,\n", + "\t\t\"naive_bayes_prediction\": nb_prediction,\n", + "\t\t\"svm_model_prediction\": svm_prediction,\n", + "\t\t\"final_prediction\":final_prediction\n", + "\t}\n", + "\treturn predictions\n", + "\n", + "# Testing the function\n", + "print(predictDisease(\"Acidity,Indigestion,Stiff Neck\"))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'rf_model_prediction': 'Hepatitis C', 'naive_bayes_prediction': 'Hepatitis C', 'svm_model_prediction': 'Urinary tract infection', 'final_prediction': 'Hepatitis C'}\n" + ] + } + ], + "source": [ + "print(predictDisease(\"Fatigue,Weight Gain,Anxiety\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "# Saving the models as pickle files\n", + "with open(\"final_svm_model.pkl\", \"wb\") as f:\n", + " pickle.dump(final_svm_model, f)\n", + "\n", + "with open(\"final_nb_model.pkl\", \"wb\") as f:\n", + " pickle.dump(final_nb_model, f)\n", + "\n", + "with open(\"final_rf_model.pkl\", \"wb\") as f:\n", + " pickle.dump(final_rf_model, f)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"data_dict.pkl\", \"wb\") as f:\n", + " pickle.dump(data_dict, f)" + ] + } + ], + "metadata": { + "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": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Machine Learning and Data Science/README.md b/Machine Learning and Data Science/README.md index f2bdda47b..6e890d78d 100644 --- a/Machine Learning and Data Science/README.md +++ b/Machine Learning and Data Science/README.md @@ -32,7 +32,7 @@ |:--:|:--:|:--:|:--:|:--:|:--:| | 01. | [Covid Third Wave Forecasting ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Covid_Third_Wave_Forecasting) | 02. | [Exploratory Data Analysis - Terrorism](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Exploratory%20Data%20Analysis%20-%20Terrorism) | 03. | [Iris Webapp](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Iriswebapp-main) | | 04. | [ Prediction using Decision Tree Algorithm ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Prediction%20using%20Decision%20Tree%20Algorithm) | 05. | [ Explore Buisness Analytics ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/To%20Explore%20Buisness%20Analytics) | 06. | [Centroid-Digits](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Centroid-Digits) | -| 07. | [Digit Recognizer Using ANN](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Digit%20Recognizer%20Using%20ANN) | 08. | [IPL Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/IPL%20Prediction) | 09. | [Whatsapp Chat Analyzer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Whatsapp%20Chat%20Analyzer) | +| 07. | [Digit Recognizer Using ANN](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Digit%20Recognizer%20Using%20ANN) | 08. | [IPL Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/IPL%20Prediction) | 09. | [Whatsapp Chat Analyzer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Whatsapp%20Chat%20Analyzer) |10. | [Disease_Predictor](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Disease_Predictor) |