From 4a3d764b411b88e035c9ebbd6f32996933a92733 Mon Sep 17 00:00:00 2001 From: jpordoy Date: Mon, 13 Jan 2025 23:06:21 +0000 Subject: [PATCH 1/3] Updated OSDB with GAN experiments --- .../datasets/osdb_3min_allSeizures.json | 1 + user_tools/dataVisualiser/label_generator.py | 122 ++ .../scripts/Seizure_GAN_Research/README.md | 72 + .../synthetic_timestep_generator.ipynb | 1545 +++++++++++++++++ user_tools/scripts/data_loader.ipynb | 845 ++++++++- .../osdb_annotated_dataframe_generator.ipynb | 255 +++ user_tools/scripts/raw_data_plotter.ipynb | 23 +- 7 files changed, 2809 insertions(+), 54 deletions(-) create mode 100644 user_tools/dataVisualiser/datasets/osdb_3min_allSeizures.json create mode 100644 user_tools/dataVisualiser/label_generator.py create mode 100644 user_tools/scripts/Seizure_GAN_Research/README.md create mode 100644 user_tools/scripts/Seizure_GAN_Research/synthetic_timestep_generator.ipynb create mode 100644 user_tools/scripts/osdb_annotated_dataframe_generator.ipynb diff --git a/user_tools/dataVisualiser/datasets/osdb_3min_allSeizures.json b/user_tools/dataVisualiser/datasets/osdb_3min_allSeizures.json new file mode 100644 index 0000000..dbf0961 --- /dev/null +++ b/user_tools/dataVisualiser/datasets/osdb_3min_allSeizures.json @@ -0,0 +1 @@ +[{"dataTime": "2022-02-17T06:35:30Z", "datapoints": [{"dataTime": "17-02-2022 06:34:18", "eventId": 407, "hr": 67, "id": 14590, "userId": 39, "specPower": 3, "roiPower": 11, "batteryPc": 81, "watchConnected": true, "watchAppRunning": true, "haveSettings": true, "alarmState": 0, "alarmPhrase": "OK", "sdMode": 0, "sampleFreq": 25, "analysisPeriod": 0, "alarmFreqMin": 3, "alarmFreqMax": 8, "alarmThresh": 100, "alarmRatioThresh": 50, "hrAlarmActive": false, "hrAlarmStanding": false, "hrThreshMin": 40, "hrThreshMax": 150, "o2SatAlarmActive": false, "o2SatAlarmStanding": false, "o2SatThreshMin": 80, "o2Sat": -1, "simpleSpec": [15, 19, 11, 12, 13, 6, 6, 15, 12, 14], "rawData": [1496, 1480, 1500, 1492, 1496, 1484, 1500, 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"watchSdVersion": "V1.2_ben"}] \ No newline at end of file diff --git a/user_tools/dataVisualiser/label_generator.py b/user_tools/dataVisualiser/label_generator.py new file mode 100644 index 0000000..19ecd63 --- /dev/null +++ b/user_tools/dataVisualiser/label_generator.py @@ -0,0 +1,122 @@ +import pandas as pd +import numpy as np +import json + +class LabelGenerator: + def __init__(self, file_path, sampling_rate=25): + self.file_path = file_path # Path to the JSON file + self.sampling_rate = sampling_rate # Sampling rate (Hz) + self.df_sensordata = None # To store the processed DataFrame + + def load_data(self): + """Load and flatten the JSON data into a DataFrame.""" + with open(self.file_path, 'r') as file: + raw_json = json.load(file) + + flattened_data = [] + for attribute in raw_json: + user_id = attribute.get('userId', None) + seizure_times = attribute.get('seizureTimes', []) + datapoints = attribute.get('datapoints', []) + + for point in datapoints: + event_id = point.get('eventId', None) + hr = point.get('hr', []) + o2Sat = point.get('o2Sat', []) + rawData = point.get('rawData', []) + rawData3D = point.get('rawData3D', []) + alarmPhrase = point.get('alarmPhrase', None) + flattened_data.append({ + 'eventId': event_id, + 'userId': user_id, + 'hr': hr, + 'o2Sat': o2Sat, + 'rawData': rawData, + 'rawData3D': rawData3D, + 'seizure_times': seizure_times, + 'alarmPhrase': alarmPhrase + }) + + # Convert to DataFrame + self.df_sensordata = pd.DataFrame(flattened_data) + + def calculate_fft(self, raw_data): + """Calculate FFT for the raw data.""" + raw_data = raw_data - np.mean(raw_data) # Remove the DC component + fft_result = np.fft.fft(raw_data) # Compute FFT + frequencies = np.fft.fftfreq(len(raw_data), d=1/self.sampling_rate) # Compute frequencies + fft_magnitude = np.abs(fft_result) # Compute the magnitude + positive_frequencies = frequencies[:len(frequencies)//2] # Only positive frequencies + positive_fft_magnitude = fft_magnitude[:len(frequencies)//2] # Only positive FFT magnitudes + return positive_frequencies, positive_fft_magnitude + + def add_fft_column(self): + """Add an FFT column to the DataFrame.""" + fft_results = [] + for _, row in self.df_sensordata.iterrows(): + raw_data = np.array(row['rawData']) + _, positive_fft_magnitude = self.calculate_fft(raw_data) # Calculate FFT for the row + fft_results.append(list(positive_fft_magnitude)) # Append FFT result + self.df_sensordata['FFT'] = fft_results + + def add_timestep_and_label(self): + """Add timestep and label columns to the DataFrame.""" + # Add 'timestep' column in 5-second increments + self.df_sensordata['timestep'] = self.df_sensordata.index * 5 + + # Add 'label' column, initialized to 0 + self.df_sensordata['label'] = 0 + + def label_alarm_events(self): + """Label the data based on alarm events.""" + for idx, row in self.df_sensordata.iterrows(): + if row['alarmPhrase'] == 'ALARM': # If alarmPhrase is ALARM + alarm_time = row['timestep'] + seizure_times = row['seizure_times'] + + # Process the seizure times list in seconds + for seizure in seizure_times: + start_time = alarm_time + seizure # Adjust by the seizure offset + + # Label the rows before and after the alarm (within the range of seizure_times) + before_idx = self.df_sensordata[(self.df_sensordata['timestep'] >= start_time) & + (self.df_sensordata['timestep'] < alarm_time)].index + self.df_sensordata.loc[before_idx, 'label'] = 1 # Mark as seizure (1) + + # For the positive offset (after alarm) + after_idx = self.df_sensordata[(self.df_sensordata['timestep'] >= alarm_time) & + (self.df_sensordata['timestep'] <= start_time)].index + self.df_sensordata.loc[after_idx, 'label'] = 1 # Mark as seizure (1) + + def process_data(self): + """Process the data through all stages and return the final DataFrame.""" + # Step 1: Load the data + self.load_data() + + # Step 2: Add FFT column + self.add_fft_column() + + # Step 3: Add timestep and label columns + self.add_timestep_and_label() + + # Step 4: Label based on alarm events + self.label_alarm_events() + + # Step 5: Drop the 'seizure_times' column + self.df_sensordata.drop(columns=['seizure_times'], inplace=True) + + return self.df_sensordata + + +# Example usage +file_path = '../../tests/testData/testDataVisualisation.json' # Replace with your JSON file path +processor = LabelGenerator(file_path) + +# Process the data and get the resulting DataFrame +df_result = processor.process_data() + +# Optionally save the DataFrame to a CSV file +df_result.to_csv('generatedCsvDatasets/sensordata_labeled.csv', index=False) + +# Display the first few rows of the processed DataFrame +print(df_result.head(30)) diff --git a/user_tools/scripts/Seizure_GAN_Research/README.md b/user_tools/scripts/Seizure_GAN_Research/README.md new file mode 100644 index 0000000..6037722 --- /dev/null +++ b/user_tools/scripts/Seizure_GAN_Research/README.md @@ -0,0 +1,72 @@ +# 🌀 GAN-Based Acceleration Data Generation + +## Introduction +This project uses **Generative Adversarial Networks (GANs)** to generate synthetic acceleration data from a dataset of epileptic recordings captured using accelerometers. The dataset represents 1D vector magnitudes, providing insights into motion patterns associated with seizures. + +### Key Features +- Generates realistic acceleration data mimicking real-world seizure recordings. +- Utilizes advanced normalization and denormalization techniques for data preprocessing and postprocessing. +- Enables detailed comparison between real and synthetic data through visualization. + +## 📊 Dataset + +### Source +The dataset is sourced from the **[Open Seizure Database](https://www.epilepsydatabase.org)**. It contains motion data recorded using accelerometers during epileptic seizures. + +### Data Description +- **Type**: 1D vector magnitudes representing acceleration. +- **Format**: Time-series data. +- **Use Case**: Train the GAN to generate synthetic acceleration data mimicking real seizure recordings. + +### Preprocessing +⚙️ **Steps Involved**: +1. Normalize the raw acceleration data to scale values between `[0, 1]` or `[-1, 1]`. +2. Split the data into smaller segments for batch training. +3. Ensure consistent formatting for input into the GAN. + +## 🏗️ GAN Architecture + +### Overview +The Generative Adversarial Network (GAN) consists of two key components: +1. **Generator (Gen)**: Creates synthetic acceleration data. +2. **Discriminator (Desc)**: Differentiates between real and fake acceleration data. + +### Generator +🔧 **Functionality**: +- Takes random noise (latent points) as input. +- Outputs synthetic acceleration data in the same format as the real data. + +💡 **Key Features**: +- Fully connected and convolutional layers for generating structured outputs. +- Trained to produce data that resembles the real dataset closely. + +### Discriminator +🔍 **Functionality**: +- Accepts both real and fake data as input. +- Predicts whether the input is real (from the dataset) or fake (from the generator). + +## ⚙️ Installation + +### Prerequisites +Before running the code, ensure the following tools and libraries are installed: +- **Python** (Version 3.8 or later) +- **TensorFlow** (Version 2.x) +- **NumPy** +- **Matplotlib** +- **scikit-learn** + +### Installation Steps +1. Clone this repository: +```bash +git clone https://github.com/jpordoy/AMBER.git +cd GAN-Acceleration-Data +``` + +```python +python -m venv env +source env/bin/activate # On Windows: env\\Scripts\\activate +``` + +### Adapted Code +- This project includes adaptations from code originally developed by Bjorn in the Kaggle notebook "GAN on ECG", which uses a 1D CNN-based GAN to generate synthetic 12-lead ECGs from the PTB-XL Dataset. + diff --git a/user_tools/scripts/Seizure_GAN_Research/synthetic_timestep_generator.ipynb b/user_tools/scripts/Seizure_GAN_Research/synthetic_timestep_generator.ipynb new file mode 100644 index 0000000..68d17b5 --- /dev/null +++ b/user_tools/scripts/Seizure_GAN_Research/synthetic_timestep_generator.ipynb @@ -0,0 +1,1545 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#%pip install wfdb\n", + "#%pip install tqdm\n", + "#%pip install tensorflow\n", + "#%pip install seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np, sys,os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.io import loadmat\n", + "import wfdb\n", + "import tarfile\n", + "from sklearn.preprocessing import MultiLabelBinarizer\n", + "from sklearn.model_selection import StratifiedKFold\n", + "from keras.preprocessing.sequence import pad_sequences\n", + "import math\n", + "import warnings\n", + "import os\n", + "import tensorflow as tf\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import roc_auc_score\n", + "from scipy import signal\n", + "from tqdm import tqdm\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class OsdbDataLoader:\n", + " def __init__(self, file_path, sampling_rate=25):\n", + " self.file_path = file_path # Path to the JSON file\n", + " self.sampling_rate = sampling_rate # Sampling rate (Hz)\n", + " self.df_sensordata = None # To store the processed DataFrame\n", + " \n", + " def load_data(self):\n", + " \"\"\"Load and flatten the JSON data into a DataFrame.\"\"\"\n", + " with open(self.file_path, 'r') as file:\n", + " raw_json = json.load(file)\n", + " \n", + " flattened_data = []\n", + " for attribute in raw_json:\n", + " datapoints = attribute.get('datapoints', [])\n", + " subType = attribute.get('subType', None)\n", + "\n", + " \n", + " for point in datapoints:\n", + " event_id = point.get('eventId', None)\n", + " rawData = point.get('rawData', [])\n", + " flattened_data.append({\n", + " 'eventId': event_id,\n", + " 'subType': subType,\n", + " 'rawData': rawData\n", + " })\n", + " \n", + " # Convert to DataFrame\n", + " self.df_sensordata = pd.DataFrame(flattened_data)\n", + " \n", + " # Add a sequential 'Id' column\n", + " self.df_sensordata['Id'] = range(len(self.df_sensordata))\n", + " \n", + "\n", + " def process_data(self):\n", + " \"\"\"Process the data through all stages and return the final DataFrame.\"\"\"\n", + " # Step 1: Load the data\n", + " self.load_data()\n", + " # Step 6: Ensure the DataFrame is sorted by 'Id' column\n", + " self.df_sensordata.sort_values(by='Id', inplace=True)\n", + " self.df_sensordata.reset_index(drop=True, inplace=True)\n", + "\n", + " return self.df_sensordata" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " eventId subType Id 1 2 3 4 5 6 \\\n", + "0 407 Other 0 1496.0 1480.0 1500.0 1492.0 1496.0 1484.0 \n", + "1 407 Other 1 1492.0 1508.0 1496.0 1476.0 1484.0 1476.0 \n", + "2 407 Other 2 1488.0 1496.0 1484.0 1492.0 1492.0 1508.0 \n", + "3 407 Other 3 1488.0 1476.0 1480.0 1504.0 1496.0 1508.0 \n", + "4 407 Other 4 1504.0 1488.0 1504.0 1492.0 1484.0 1500.0 \n", + "\n", + " 7 ... 116 117 118 119 120 121 122 \\\n", + "0 1500.0 ... 1484.0 1476.0 1492.0 1496.0 1476.0 1484.0 1496.0 \n", + "1 1496.0 ... 1504.0 1500.0 1476.0 1484.0 1480.0 1492.0 1504.0 \n", + "2 1504.0 ... 1500.0 1500.0 1508.0 1488.0 1476.0 1484.0 1476.0 \n", + "3 1484.0 ... 1500.0 1480.0 1480.0 1496.0 1488.0 1492.0 1476.0 \n", + "4 1496.0 ... 1496.0 1488.0 1488.0 1476.0 1476.0 1492.0 1508.0 \n", + "\n", + " 123 124 125 \n", + "0 1484.0 1496.0 1484.0 \n", + "1 1496.0 1484.0 1492.0 \n", + "2 1496.0 1492.0 1496.0 \n", + "3 1492.0 1492.0 1500.0 \n", + "4 1476.0 1492.0 1480.0 \n", + "\n", + "[5 rows x 128 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a new DataFrame to store the transformed data\n", + "processed_data = []\n", + "\n", + "# Iterate over the DataFrame rows\n", + "for idx, row in df_result.iterrows():\n", + " # Extract eventId and subType\n", + " event_id = row['eventId']\n", + " sub_type = row['subType']\n", + " Id = row['Id']\n", + " \n", + " # Extract the rawData (assuming it's a list of 125 values)\n", + " raw_data = row['rawData']\n", + " \n", + " # Create a new row: [eventId, subType, rawData[0], rawData[1], ..., rawData[124]]\n", + " new_row = [event_id, sub_type, Id] + raw_data\n", + " \n", + " # Append the new row to the processed data list\n", + " processed_data.append(new_row)\n", + "\n", + "# Convert processed data into a DataFrame\n", + "processed_df = pd.DataFrame(processed_data, columns=['eventId', 'subType', 'Id'] + [f'{i+1}' for i in range(125)])\n", + "\n", + "# Display the resulting DataFrame\n", + "print(processed_df.shape) # Check the shape of the DataFrame\n", + "processed_df.head() # Display the first few rows" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reshaped Data Shape: (1666, 1, 125)\n", + "First entry of reshaped data: \n", + "[[1496. 1480. 1500. 1492. 1496. 1484. 1500. 1492. 1492. 1488. 1496. 1492.\n", + " 1492. 1504. 1472. 1488. 1480. 1484. 1476. 1484. 1484. 1488. 1476. 1468.\n", + " 1484. 1492. 1508. 1480. 1492. 1492. 1484. 1484. 1492. 1492. 1504. 1488.\n", + " 1476. 1476. 1472. 1480. 1480. 1488. 1472. 1480. 1484. 1488. 1504. 1480.\n", + " 1480. 1488. 1484. 1500. 1520. 1500. 1492. 1476. 1496. 1488. 1484. 1488.\n", + " 1488. 1488. 1484. 1496. 1480. 1480. 1480. 1508. 1484. 1520. 1492. 1468.\n", + " 1504. 1484. 1496. 1500. 1464. 1492. 1484. 1480. 1480. 1488. 1484. 1476.\n", + " 1500. 1488. 1504. 1488. 1500. 1480. 1500. 1472. 1500. 1488. 1508. 1492.\n", + " 1484. 1504. 1496. 1492. 1500. 1500. 1480. 1488. 1488. 1476. 1492. 1500.\n", + " 1504. 1480. 1496. 1500. 1484. 1484. 1484. 1484. 1476. 1492. 1496. 1476.\n", + " 1484. 1496. 1484. 1496. 1484.]]\n" + ] + } + ], + "source": [ + "# Step 1: Extract the columns containing the data (excluding eventId and subType)\n", + "data_points = processed_df.iloc[:, 3:].values # :3 ~ first 3 columns using iloc\n", + "\n", + "# Step 2: Calculate the target dimensions based on the number of data columns\n", + "n_rows = data_points.shape[0] \n", + "n_columns = data_points.shape[1] # 125 datapoint columns\n", + "\n", + "features_per_timestep = 125\n", + "timesteps = n_columns // features_per_timestep # Calculate the number of timesteps\n", + "\n", + "# Step 3: Reshape the data_points to match the desired 3D array\n", + "reshaped_data = data_points.reshape(n_rows, timesteps, features_per_timestep)\n", + "\n", + "# Step 4: Extract the eventId and subType columns for separate use (not part of the reshaped data)\n", + "event_id_and_subtype = processed_df[['eventId', 'subType', 'Id']].values \n", + "\n", + "# Check the reshaped data shape\n", + "print(f\"Reshaped Data Shape: {reshaped_data.shape}\") # Print shape\n", + "print(f\"First entry of reshaped data: \\n{reshaped_data[0]}\") # Example entry in the reshaped array\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jamie\\AppData\\Local\\Temp\\ipykernel_16992\\952563326.py:19: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + " plt.legend(fontsize=12)\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "index = 0 \n", + "\n", + "# Get the eventId and subType from the original DataFrame for this index\n", + "event_id = processed_df.loc[index, 'eventId']\n", + "sub_type = processed_df.loc[index, 'subType']\n", + "\n", + "# Flatten the first timestep data from reshaped_data\n", + "plt.figure(figsize=(12, 4))\n", + "plt.title(f\"EventId ({event_id}): {sub_type}\", fontsize=16) # Title with eventId and subType\n", + "\n", + "# Plot the first sample's 125 features\n", + "plt.plot(reshaped_data[index].flatten()) # Flatten the array to 1D (125,)\n", + "plt.xlabel(\"Datapoints\")\n", + "plt.ylabel(\"Acceleration ~ Milli-g\")\n", + "plt.grid(True)\n", + "plt.legend(fontsize=12)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# generate n real samples with class labels\n", + "def generate_real_samples(timestep_signal,n):\n", + " \"\"\"Randomly pick n timesteps from the dataset and return it together with an array of n ones \"\"\"\n", + " # generate inputs in [-0.5, 0.5]\n", + " X = timestep_signal[np.random.choice(timestep_signal.shape[0],n)]\n", + " # generate class labels\n", + " y = tf.ones((n, 1))\n", + " return X, y\n", + " \n", + "# generate points in latent space as input for the generator\n", + "def generate_latent_points(latent_dim, n):\n", + " \"\"\"Generate random numbers used as input to the generator \"\"\"\n", + " # generate points in the latent space\n", + " x_in = np.random.randn(latent_dim*n).reshape(n,latent_dim)\n", + " # reshape into a batch of inputs for the proposed model\n", + " return np.expand_dims(x_in,1)\n", + " \n", + "def generate_fake_samples(generator, latent_dim, n_samples):\n", + " latent_points = generate_latent_points(latent_dim, n_samples)\n", + " # Reshape latent_points to include the sequence length dimension\n", + " latent_points = latent_points.reshape((n_samples, 1, latent_dim))\n", + " X = generator.predict(latent_points)\n", + " y = np.zeros((n_samples, 1))\n", + " return X, y\n", + "\n", + "\n", + "def denormalize(fake_data, min_val, x_real):\n", + " #Denormalize fake data back to the original range in mill-g\n", + " fake_data = tf.cast(fake_data, tf.float32) # Ensure fake_data is float32\n", + " min_val = tf.cast(min_val, tf.float32) # Ensure min_val is float32\n", + " x_real = tf.cast(x_real, tf.float32) # Ensure x_real is float32\n", + "\n", + " if tf.reduce_min(fake_data) < 0: # If GAN outputs in [-1, 1]\n", + " fake_data = (fake_data + 1) / 2 # Scale to [0, 1]\n", + "\n", + " # Calculate the dynamic range from x_real\n", + " dynamic_range = tf.reduce_max(x_real) - tf.reduce_min(x_real)\n", + "\n", + " # Scale to the original range using min_val and dynamic range\n", + " return fake_data * dynamic_range + min_val\n", + "\n", + "\n", + "def compare_real_and_gen_timestep(generated_timestep):\n", + " \"\"\"Plot real and generated Raw data plots side by side\"\"\"\n", + " plt.figure(figsize=(24,4))\n", + " plt.subplot(1,2,1)\n", + " plt.title(\"Generated (fake) RawData\", fontsize=16)\n", + " plt.plot(generated_timestep[0,:,0])\n", + " plt.subplot(1,2,2)\n", + " plt.title(f\"EventId ({event_id}): {sub_type}\", fontsize=16) # Title with eventId and subType\n", + " plt.plot(reshaped_data[index].flatten()) # Flatten the array to 1D (125,)\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Discriminator architecture:\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"functional\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
+       "│ input_layer         │ (None, 125, 1)    │          0 │ -                 │\n",
+       "│ (InputLayer)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d       │ (None, 125, 1)    │          0 │ input_layer[0][0] │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d (Conv1D)     │ (None, 125, 64)   │      2,560 │ input_layer[0][0] │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_1 (Conv1D)   │ (None, 125, 64)   │      1,280 │ input_layer[0][0] │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_2 (Conv1D)   │ (None, 125, 64)   │        640 │ input_layer[0][0] │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_3 (Conv1D)   │ (None, 125, 64)   │         64 │ max_pooling1d[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate         │ (None, 125, 256)  │          0 │ conv1d[0][0],     │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_1[0][0],   │\n",
+       "│                     │                   │            │ conv1d_2[0][0],   │\n",
+       "│                     │                   │            │ conv1d_3[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalization │ (None, 125, 256)  │      1,024 │ concatenate[0][0] │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation          │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_4 (Conv1D)   │ (None, 125, 64)   │     16,384 │ activation[0][0]  │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d_1     │ (None, 125, 256)  │          0 │ activation[0][0]  │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_5 (Conv1D)   │ (None, 125, 64)   │    163,840 │ conv1d_4[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_6 (Conv1D)   │ (None, 125, 64)   │     81,920 │ conv1d_4[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_7 (Conv1D)   │ (None, 125, 64)   │     40,960 │ conv1d_4[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_8 (Conv1D)   │ (None, 125, 64)   │     16,384 │ max_pooling1d_1[… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate_1       │ (None, 125, 256)  │          0 │ conv1d_5[0][0],   │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_6[0][0],   │\n",
+       "│                     │                   │            │ conv1d_7[0][0],   │\n",
+       "│                     │                   │            │ conv1d_8[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ concatenate_1[0]… │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_1        │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_9 (Conv1D)   │ (None, 125, 64)   │     16,384 │ activation_1[0][… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d_2     │ (None, 125, 256)  │          0 │ activation_1[0][… │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_10 (Conv1D)  │ (None, 125, 64)   │    163,840 │ conv1d_9[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_11 (Conv1D)  │ (None, 125, 64)   │     81,920 │ conv1d_9[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_12 (Conv1D)  │ (None, 125, 64)   │     40,960 │ conv1d_9[0][0]    │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_13 (Conv1D)  │ (None, 125, 64)   │     16,384 │ max_pooling1d_2[… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate_2       │ (None, 125, 256)  │          0 │ conv1d_10[0][0],  │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_11[0][0],  │\n",
+       "│                     │                   │            │ conv1d_12[0][0],  │\n",
+       "│                     │                   │            │ conv1d_13[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_14 (Conv1D)  │ (None, 125, 256)  │        256 │ input_layer[0][0] │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ concatenate_2[0]… │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ conv1d_14[0][0]   │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_2        │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ add (Add)           │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│                     │                   │            │ activation_2[0][… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_3        │ (None, 125, 256)  │          0 │ add[0][0]         │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ global_average_poo… │ (None, 256)       │          0 │ activation_3[0][… │\n",
+       "│ (GlobalAveragePool… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ dense (Dense)       │ (None, 1)         │        257 │ global_average_p… │\n",
+       "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", + "│ (\u001b[38;5;33mInputLayer\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m2,560\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_1 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,280\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_2 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_3 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │ max_pooling1d[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalization │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_4 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_5 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m163,840\u001b[0m │ conv1d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_6 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv1d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_7 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv1d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_8 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ max_pooling1d_1[\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_9 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_10 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m163,840\u001b[0m │ conv1d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_11 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv1d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_12 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv1d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_13 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ max_pooling1d_2[\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_14 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate_2[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ conv1d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ add (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ │ │ │ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │ global_average_p… │\n", + "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 648,129 (2.47 MB)\n",
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 Trainable params: 646,081 (2.46 MB)\n",
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 Non-trainable params: 2,048 (8.00 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m2,048\u001b[0m (8.00 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import tensorflow as tf\n", + "\n", + "def _inception_module(\n", + " input_tensor,\n", + " stride=1,\n", + " activation=\"linear\",\n", + " use_bottleneck=True,\n", + " kernel_size=40,\n", + " bottleneck_size=64, # Increased bottleneck size\n", + " nb_filters=64, # Increased number of filters\n", + "):\n", + " if use_bottleneck and int(input_tensor.shape[-1]) > 1:\n", + " input_inception = tf.keras.layers.Conv1D(\n", + " filters=bottleneck_size,\n", + " kernel_size=1,\n", + " padding=\"same\",\n", + " activation=activation,\n", + " use_bias=False,\n", + " )(input_tensor)\n", + " else:\n", + " input_inception = input_tensor\n", + "\n", + " kernel_size_s = [kernel_size // (2**i) for i in range(3)]\n", + "\n", + " conv_list = []\n", + " for i in range(len(kernel_size_s)):\n", + " conv_list.append(\n", + " tf.keras.layers.Conv1D(\n", + " filters=nb_filters,\n", + " kernel_size=kernel_size_s[i],\n", + " strides=stride,\n", + " padding=\"same\",\n", + " activation=activation,\n", + " use_bias=False,\n", + " )(input_inception)\n", + " )\n", + "\n", + " max_pool_1 = tf.keras.layers.MaxPool1D(pool_size=3, strides=stride, padding=\"same\")(\n", + " input_tensor\n", + " )\n", + "\n", + " conv_6 = tf.keras.layers.Conv1D(\n", + " filters=nb_filters,\n", + " kernel_size=1,\n", + " padding=\"same\",\n", + " activation=activation,\n", + " use_bias=False,\n", + " )(max_pool_1)\n", + "\n", + " conv_list.append(conv_6)\n", + "\n", + " x = tf.keras.layers.Concatenate(axis=2)(conv_list)\n", + " x = tf.keras.layers.BatchNormalization()(x)\n", + " x = tf.keras.layers.Activation(activation=\"relu\")(x)\n", + " return x\n", + "\n", + "def _shortcut_layer(input_tensor, out_tensor):\n", + " shortcut_y = tf.keras.layers.Conv1D(\n", + " filters=int(out_tensor.shape[-1]), kernel_size=1, padding=\"same\", use_bias=False\n", + " )(input_tensor)\n", + " shortcut_y = tf.keras.layers.BatchNormalization()(shortcut_y)\n", + "\n", + " x = tf.keras.layers.Add()([shortcut_y, out_tensor])\n", + " x = tf.keras.layers.Activation(\"relu\")(x)\n", + " return x\n", + "\n", + "def discriminator(\n", + " input_shape=(125, 1),\n", + " nb_classes=1,\n", + " depth=3, # Increased depth\n", + " use_residual=True,\n", + ") -> tf.keras.models.Model:\n", + " input_layer = tf.keras.layers.Input(input_shape)\n", + "\n", + " x = input_layer\n", + " input_res = input_layer\n", + "\n", + " for d in range(depth):\n", + " x = _inception_module(x)\n", + " if use_residual and d % 3 == 2:\n", + " x = _shortcut_layer(input_res, x)\n", + " input_res = x\n", + "\n", + " gap_layer = tf.keras.layers.GlobalAveragePooling1D()(x)\n", + "\n", + " output_layer = tf.keras.layers.Dense(units=nb_classes, activation=\"sigmoid\")(\n", + " gap_layer\n", + " )\n", + "\n", + " model = tf.keras.models.Model(inputs=input_layer, outputs=output_layer)\n", + " model.compile(\n", + " loss=tf.keras.losses.BinaryCrossentropy(), # Changed loss function\n", + " optimizer=tf.keras.optimizers.Adam(learning_rate=0.000001), # Adjusted learning rate\n", + " metrics=[tf.keras.metrics.BinaryAccuracy()],\n", + " )\n", + "\n", + " return model\n", + "\n", + "desc = discriminator()\n", + "print(\"Discriminator architecture:\")\n", + "desc.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Discriminator architecture:\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"functional_1\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
+       "│ input_layer_1       │ (None, 125, 1)    │          0 │ -                 │\n",
+       "│ (InputLayer)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d_3     │ (None, 125, 1)    │          0 │ input_layer_1[0]… │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_15 (Conv1D)  │ (None, 125, 64)   │      2,560 │ input_layer_1[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_16 (Conv1D)  │ (None, 125, 64)   │      1,280 │ input_layer_1[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_17 (Conv1D)  │ (None, 125, 64)   │        640 │ input_layer_1[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_18 (Conv1D)  │ (None, 125, 64)   │         64 │ max_pooling1d_3[… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate_3       │ (None, 125, 256)  │          0 │ conv1d_15[0][0],  │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_16[0][0],  │\n",
+       "│                     │                   │            │ conv1d_17[0][0],  │\n",
+       "│                     │                   │            │ conv1d_18[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ concatenate_3[0]… │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_4        │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_19 (Conv1D)  │ (None, 125, 64)   │     16,384 │ activation_4[0][… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d_4     │ (None, 125, 256)  │          0 │ activation_4[0][… │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_20 (Conv1D)  │ (None, 125, 64)   │    163,840 │ conv1d_19[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_21 (Conv1D)  │ (None, 125, 64)   │     81,920 │ conv1d_19[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_22 (Conv1D)  │ (None, 125, 64)   │     40,960 │ conv1d_19[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_23 (Conv1D)  │ (None, 125, 64)   │     16,384 │ max_pooling1d_4[… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate_4       │ (None, 125, 256)  │          0 │ conv1d_20[0][0],  │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_21[0][0],  │\n",
+       "│                     │                   │            │ conv1d_22[0][0],  │\n",
+       "│                     │                   │            │ conv1d_23[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ concatenate_4[0]… │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_5        │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_24 (Conv1D)  │ (None, 125, 64)   │     16,384 │ activation_5[0][… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ max_pooling1d_5     │ (None, 125, 256)  │          0 │ activation_5[0][… │\n",
+       "│ (MaxPooling1D)      │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_25 (Conv1D)  │ (None, 125, 64)   │    163,840 │ conv1d_24[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_26 (Conv1D)  │ (None, 125, 64)   │     81,920 │ conv1d_24[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_27 (Conv1D)  │ (None, 125, 64)   │     40,960 │ conv1d_24[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_28 (Conv1D)  │ (None, 125, 64)   │     16,384 │ max_pooling1d_5[… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate_5       │ (None, 125, 256)  │          0 │ conv1d_25[0][0],  │\n",
+       "│ (Concatenate)       │                   │            │ conv1d_26[0][0],  │\n",
+       "│                     │                   │            │ conv1d_27[0][0],  │\n",
+       "│                     │                   │            │ conv1d_28[0][0]   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ conv1d_29 (Conv1D)  │ (None, 125, 256)  │        256 │ input_layer_1[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ concatenate_5[0]… │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ batch_normalizatio… │ (None, 125, 256)  │      1,024 │ conv1d_29[0][0]   │\n",
+       "│ (BatchNormalizatio… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_6        │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ add_1 (Add)         │ (None, 125, 256)  │          0 │ batch_normalizat… │\n",
+       "│                     │                   │            │ activation_6[0][… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ activation_7        │ (None, 125, 256)  │          0 │ add_1[0][0]       │\n",
+       "│ (Activation)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ global_average_poo… │ (None, 256)       │          0 │ activation_7[0][… │\n",
+       "│ (GlobalAveragePool… │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ dense_1 (Dense)     │ (None, 1)         │        257 │ global_average_p… │\n",
+       "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", + "│ (\u001b[38;5;33mInputLayer\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_15 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m2,560\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_16 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,280\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_17 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_18 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │ max_pooling1d_3[\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate_3[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_4 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_19 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d_4 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_20 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m163,840\u001b[0m │ conv1d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_21 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv1d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_22 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv1d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_23 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ max_pooling1d_4[\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate_4 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate_4[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_5 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_24 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ max_pooling1d_5 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "│ (\u001b[38;5;33mMaxPooling1D\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_25 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m163,840\u001b[0m │ conv1d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_26 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv1d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_27 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv1d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_28 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ max_pooling1d_5[\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate_5 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv1d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", + "│ │ │ │ conv1d_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ conv1d_29 (\u001b[38;5;33mConv1D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ concatenate_5[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ conv1d_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_6 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ add_1 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n", + "│ │ │ │ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ activation_7 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m │\n", + "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │ global_average_p… │\n", + "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 648,129 (2.47 MB)\n",
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 Trainable params: 646,081 (2.46 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m646,081\u001b[0m (2.46 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 2,048 (8.00 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m2,048\u001b[0m (8.00 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "desc = discriminator()\n", + "print(\"Discriminator architecture:\")\n", + "print(desc.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "\n", + "def generator():\n", + " model = tf.keras.Sequential()\n", + "\n", + " # Input layer: 1 timestep with 125 datapoints per timestep\n", + " model.add(tf.keras.layers.Dense(125, use_bias=False, input_shape=(1, 125))) # 125 features (1, 125)\n", + " model.add(tf.keras.layers.BatchNormalization())\n", + " model.add(tf.keras.layers.LeakyReLU(alpha=0.2)) # Adjusted alpha for better gradient flow\n", + "\n", + " # Reshape layer to maintain the 125 features as the second dimension (125, 1)\n", + " model.add(tf.keras.layers.Reshape((125, 1))) # Output shape (125, 1) for 125 datapoints per timestep\n", + " assert model.output_shape == (None, 125, 1) # Output shape: (batch_size, 125, 1)\n", + "\n", + " # First Conv1DTranspose layer\n", + " model.add(tf.keras.layers.Conv1DTranspose(128, 5, strides=1, padding='same', use_bias=False))\n", + " assert model.output_shape == (None, 125, 128)\n", + " model.add(tf.keras.layers.BatchNormalization(momentum=0.8)) # Reduced momentum for more stable updates\n", + " model.add(tf.keras.layers.LeakyReLU(alpha=0.2)) # Consistent alpha adjustment\n", + "\n", + " # Second Conv1DTranspose layer\n", + " model.add(tf.keras.layers.Conv1DTranspose(64, 5, strides=1, padding='same', use_bias=False))\n", + " assert model.output_shape == (None, 125, 64)\n", + " model.add(tf.keras.layers.BatchNormalization(momentum=0.8))\n", + " model.add(tf.keras.layers.LeakyReLU(alpha=0.2))\n", + "\n", + " # Third Conv1DTranspose layer (keeping 125 timesteps, 1 feature per timestep)\n", + " model.add(tf.keras.layers.Conv1DTranspose(1, 5, strides=1, padding='same', use_bias=False, activation='tanh'))\n", + " assert model.output_shape == (None, 125, 1) # Output shape: (batch_size, 125, 1)\n", + "\n", + " return model\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generator architecture:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\jamie\\Desktop\\Projects\\OpenSeizureDatabase\\.venv\\lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", + "c:\\Users\\jamie\\Desktop\\Projects\\OpenSeizureDatabase\\.venv\\lib\\site-packages\\keras\\src\\layers\\activations\\leaky_relu.py:41: UserWarning: Argument `alpha` is deprecated. Use `negative_slope` instead.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"sequential\"\n",
+       "
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ dense_2 (Dense)                 │ (None, 1, 125)         │        15,625 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ batch_normalization_8           │ (None, 1, 125)         │           500 │\n",
+       "│ (BatchNormalization)            │                        │               │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ leaky_re_lu (LeakyReLU)         │ (None, 1, 125)         │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ reshape (Reshape)               │ (None, 125, 1)         │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv1d_transpose                │ (None, 125, 128)       │           640 │\n",
+       "│ (Conv1DTranspose)               │                        │               │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ batch_normalization_9           │ (None, 125, 128)       │           512 │\n",
+       "│ (BatchNormalization)            │                        │               │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ leaky_re_lu_1 (LeakyReLU)       │ (None, 125, 128)       │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv1d_transpose_1              │ (None, 125, 64)        │        40,960 │\n",
+       "│ (Conv1DTranspose)               │                        │               │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ batch_normalization_10          │ (None, 125, 64)        │           256 │\n",
+       "│ (BatchNormalization)            │                        │               │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ leaky_re_lu_2 (LeakyReLU)       │ (None, 125, 64)        │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ conv1d_transpose_2              │ (None, 125, 1)         │           320 │\n",
+       "│ (Conv1DTranspose)               │                        │               │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m125\u001b[0m) │ \u001b[38;5;34m15,625\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ batch_normalization_8 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m125\u001b[0m) │ \u001b[38;5;34m500\u001b[0m │\n", + "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ leaky_re_lu (\u001b[38;5;33mLeakyReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m125\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ reshape (\u001b[38;5;33mReshape\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ conv1d_transpose │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │\n", + "│ (\u001b[38;5;33mConv1DTranspose\u001b[0m) │ │ │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ batch_normalization_9 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n", + "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ leaky_re_lu_1 (\u001b[38;5;33mLeakyReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ conv1d_transpose_1 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │\n", + "│ (\u001b[38;5;33mConv1DTranspose\u001b[0m) │ │ │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ batch_normalization_10 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n", + "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ leaky_re_lu_2 (\u001b[38;5;33mLeakyReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ conv1d_transpose_2 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m320\u001b[0m │\n", + "│ (\u001b[38;5;33mConv1DTranspose\u001b[0m) │ │ │\n", + "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 58,813 (229.74 KB)\n",
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 Trainable params: 58,179 (227.26 KB)\n",
+       "
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 Non-trainable params: 634 (2.48 KB)\n",
+       "
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99ITn6QVhv98v5s+fLwCIo48+WjQ3N2sef//99wsAYsKECeKDDz7Q3Pfqq6+K6upq4Xa7xWeffWa4D2effbYAIP73f/836X7qSScIy20aNmxYwnmQzXHZuHGjACAOPPBAze2//OUvlckyAPHuu++mfU4mgvDrr7+u7OcXX3yR0z4IEV9MSLXos3TpUkNxfvXq1aKmpka4XC6xY8eOtNtOCCGEEEIIsS7ZCMJ//etfBQAxa9Ysw/ul+PijH/1Ic/sFF1wgAIgzzzxT7NmzR3PfH/7wB2XeFAqFlNvVouLUqVPF7t27lfu8Xq+YNWtWUkEy3fw7lWB5zDHHCADi/PPPF16vV7l927ZtitCYqSD8wAMPmBJlL7/8cgFAI1ymEoT//e9/K8J4Mu644w5lLp+OSCQixo0bJwCIO++8M+Vj33vvPaXgXk+2grAU+n/5y1+aerycj++3336a283Me+X21dXVJRgcfv7znwsA4qCDDkp4Xq7n8pQpUzTnMiGEDDYoCBNCSBrmzJkjAIh58+YZ3r9u3bqEytcFCxaI1157TXlMa2urKC8vF2VlZUnFnO9///sCgLjrrruU29TC27///e+E5+zevVsAUTdtIBBQbv/Pf/4jAIgjjjhCUxksCYfD4tBDDxUAxPr165XbpVjmcrnEpk2b0h8cA7797W8LAOL555/X3J5OEM72GP36178WAMRXv/pVw+f88Ic/zGoydMghhwgA4uWXX076mFSCcDpGjhwp7HZ7QiWxWhBua2tT/n322WeL3t5ezWPD4bDiSn3nnXcM3+fWW281XBSQSAHz2muvNb3tyQTh3bt3iwceeEDU1taKsrIy8dxzz5l+TUmy4yInp2q374knnijKysrEs88+KwCI3/72t8p9yVzFmQjCn376qbKfb731Vs77YGZinAr5WaUqUiCEEEIIIYRYHzmXTPenLobu6uoSFRUVwm63J8yZA4GAkv700UcfKbd//PHHwmaziZEjRyZ1sZ5++ukCgPi///s/5TYpotlsNrFu3bqE57z55psCgBg3blzCfdkKwrIgt7KyUuzbty/heUuWLMlKEL7qqqsUN2oyXnzxRcN1n1SC8OLFiwUAMWrUqKSvK4uljcRNPS+//LKyvtPa2prysX6/XzkW+kL+t956S0ycOFFMnDgx7XuqkcX09913n6nH33fffQKIJrmpyUQQ/tOf/pRwn8/nE7W1tQKA+PLLL5Xbcz2XAYhVq1aZ2jdCCBmoOEEIISQntm/frvRIUTN9+nSccMIJAIBXXnkFXq8XM2bMwKhRowxfZ/r06fjzn/+M1atX4+qrr9bc53Q6MXv27ITnNDU1ob6+Hu3t7WhtbUVTUxMAKH1szj33XDidiZd6u92Or33ta/joo4+wevVqHHrooZr7p06dinHjxqXc7127duH555/Hp59+is7OToRCIQDAhg0bAAAbN25M23NHTbbHaOXKlQCA+fPnGz5nwYIFuPPOO01vh0T2vh06dGjGz1XzwQcfYMWKFdiyZQt6e3sRiUQARPveRCIRfPHFF5g6dWrC87Zs2YIrr7wSn376Ka6++mrceeedsNvtmse8//772LVrF8aPH4+jjjrK8P1lj+bVq1cb3i/3T9/r1ywHHHBAwm0NDQ147bXXcNhhhyV9XqbHZebMmXj44YexbNkyLFy4EL29vXjzzTdx0kknYdasWXC5XFi+fDl+8pOfAIDSd2nmzJlZ7RcAZZsAGPZPyvazTUdrayuef/55fPTRR2hvb0cwGAQAfP755wCi3y1CCCGEEEJI6XP88cdjwoQJSe93u93K/1dXV+Ob3/wmHnvsMTz22GNYtGiRct/zzz+PvXv34thjj8Uhhxyi3L506VIIITBnzhxUV1cbvsf06dOxdOlSrF69Gmeeeabmvv322w+HH354wnMOPvhgAMDOnTvN7agJ5Nx+9uzZhvPwc845B7W1tejs7MzoddPN7Ts7O7Fw4UIMGzYMd911V2YbnUcefPBBANH9HDJkSMrHut1uVFVVoaenB3v27EFNTY1y37HHHotPP/20X7cVAIQQOb/GWWedlXCbx+PBuHHj8P7772Pnzp0YM2YMgNzP5cbGRpx44ok5bzMhhJQyFIQJISQNDQ0NAIC9e/ca3n/mmWdqBsIzZ87EihUrNI/ZvHkzAGDFihWGwpIao/cZMWIEXC6X4eNramrQ3t4On8+X8H4/+9nP8LOf/Szj99t///1TPueXv/wlbr75ZkWoMqKrqyvla+jJ9hjt2LEDgLEwmer2dMhJpnpilQm9vb34zne+gyVLlqR8XLLjdNlllyEUCuG73/1u0kmpPGabNm3K6rwC4vvX3t6e8vnJOPfcc1FVVYVwOIzt27fj9ddfx759+3D++efjjTfeSJjIZntcpCC8fPlyLFy4EK+++iqCwSBOPfVUVFZW4qtf/Spef/11+Hw+uN1uvPLKK7Db7TjllFOy2i8A2Ldvn/L/6v3I9bNNxV//+ldce+216O3tzevrEkIIIYQQQqzHd7/7XVx88cWmH3/ppZfisccewyOPPKIRhB9++GEAwCWXXKJ5vJwzPvjgg4rgmAyjOeN+++1n+Fg5j/T7/aa3PR3p5vY2mw37778/Pvjgg4xeN93c/r/+67+wY8cOPPXUU8r6jxmkKJlq7tbT05PyvdXb+I9//AMAsHDhQlPvX1NTg56enqzn8noaGhqwY8cO08XiLS0tAIBhw4Zl/Z7pzi+jda5sz+V061yEEDIYoCBMCCFpOPLII/G///u/eO+99xCJRBJcmmaQzsEJEybg+OOPT/nYSZMmJdyW6XvK9zvhhBMwfvz4lI9VVw9LysvLkz7+H//4B37xi1+gqqoKd999N0455RSMHDkS5eXlsNls+O///m/ccsstGVeL5nqM8k1dXR327t2btfi2aNEiLFmyBJMmTcJvf/tbHHPMMWhoaFAqvI877jisWbMm6XG68MIL8dhjj2Hx4sWYO3cu5syZk/AYecyampowa9aslNuTbGIrJ8f19fWm903N7bffrplYffrpp5gxYwY+/fRTXHHFFXj66ac1j8/2uMyYMQM2mw0rVqyAEEJxAJ966qkAooLxa6+9htdffx01NTXo6OjAMcccg7q6uqz2CwDee+89ANGJvnofc/1sk/Huu+/i8ssvh8PhwO9+9zucddZZ2G+//VBRUQGbzYb7778fl19+eV4qsQkhhBBCCCGlx9e+9jWMHz8en332GVavXo3jjjsOLS0tWLp0KcrKyjBv3jzN4+Wc8YgjjjB0+qr5yle+knBbNusfVkPOCZPN7ZcsWQKn04k///nP+POf/6y5TzptH3zwQSxfvhxNTU148sknAcQFxo6ODnR3dxu6Vrdv3655bDKeeOIJeL1e7LfffqZTrnKdy+s56qijsGPHDrz11lumHv/2228rz8uWTM6vXM/lVOtchBAyWKAgTAghaTjzzDPxox/9CO3t7Vi6dGlC7IwZZMTNxIkT8cgjj+R5C5O/3znnnIMf//jHeX1tKfDdfPPNuOyyyxLul7G2mZLtMRo1ahQ+/fRTbN261fD+ZLeno7GxEXv37kVra2tWz5fH6amnnsKUKVMS7k93nBYsWIA5c+bgwgsvxNe//nU8/vjjOPfcczWPkcds6NChWZ9Xcv+GDx+e1fP1TJo0CY899hhmzpyJZ555Bq+99pomlinb4zJ8+HAceuihWL9+PT744AMsX74cDQ0NOOKIIwBEBeGf//znWL58uVJNnEtcNAAsXrwYAHDKKafA4XDkvA/peOaZZyCEwDXXXIMbbrghb69LCCGEEEIIGRjYbDZcfPHF+NnPfoaHH34Yxx13HP72t78hFArh/PPPTyiIlXPG448/HnfffXcRttg8snVUqjn8tm3bMn7dxsZGAEg5tw+FQnj11VeT3r9161Zs3boVY8eOVW6bOHEiKioq0NfXh3feeQcnn3xywvPeeecdAFGjQSoeeughAFGHtxmR1O/3K87kfM3lzznnHPzrX//CsmXLsHv3bowYMSLpY5ubm/HSSy8BAM4+++y8vH86SulcJoQQq1L6ZV6EENLPTJgwAd/61rcAANddd13G/WqAqLvR7XZj5cqVSqxOfyLdpFJgyidtbW0AoJkISVpaWrBs2TLD50n3pOw1rCfbY3TSSScBiIt3eh577DHTr6VGTtg+/vjjrJ6f6ji9+OKLmjjiZJx//vlYsmQJ7HY7vvWtbyXsi3Smfvzxx0rv5kz56KOPAORW1atnxowZyqRQH1mey3GRAu/ixYvx0UcfKa5hINonqaamBsuWLctL/+A///nPWLt2LQAkiLPZ7kO670Cq1/X5fHj22WdNbj0hhBBCCCFkoHLxxRfDbrfj6aefRl9fX9K4aCC+NvDvf/9bE7/bn8h2V8nmPcmQc/sXXnhBmRup+fe//42Ojo6Mtyfd3L6jowNCCMO/BQsWAABuuukmCCE0YrXb7cYZZ5wBAHj88ccTXnfbtm1YvXo1AOAb3/hG0u376KOPsHbtWthsNsPPMNlzgOh6VbZtrvTMnz8fY8eORTAYxNVXX510LUkIgR/84AcIBoMYO3YsLrjgAs396ea92VKMc5kQQgYaFIQJIcQE99xzDyZMmIDPP/8cxx13XNLK0a1btyp9b9QMHz4c11xzDXp7e3HWWWdh/fr1CY/x+/3497//rUQS5cI555yDY445Bm+//TYuueQSw/4p7e3tuO+++zIepB988MEAgPvvvx+BQEC5vbOzEwsWLEgqmI8ePRpA8klYtsdo4cKFqKqqwpo1a/CnP/1J8/iVK1fivvvuy2j/JLK6d82aNVk9Xx4nff/fjRs34oorrjD9OmeccQaWLl2K8vJyXHzxxZoIK5fLhZ///OcQQuAb3/gGXn/99YTnh8NhvPzyy3jzzTcNX1/uXy69do34zW9+A7vdjldffVXTUzuX4yIF3rvvvhtCCCUuGgCcTidOOukkrFu3Dm+88QbKy8vTRo8b0dzcjOuuuw5XX301gGg89HHHHad5TLb7IL8DycR7+bqPPvoouru7ldt9Ph++//3vY8uWLRnuDSGEEEIIIWSgMXr0aJx66qno6urCf//3f+Ojjz7CfvvtZzinmzp1Ks4991xs374dc+fONXTf9vb2YvHixaZ7x5rZPiD5vCcZJ554Io488kj09PTgqquu0vQn3r59e9bpZ7nO7VPx//7f/4PNZsPDDz+MF154Qbm9r68PCxcuRDgcxrnnnpuy7ZXshztz5kzD4mAjpNBs9Jm//fbbmDRpUsatttxuN5544gm43W784x//wPz58xNc1e3t7ViwYAGeeeYZzePVZPv5p6MY5zIhhAw4BCGEEFPs2bNHzJgxQwAQAMTo0aPFmWeeKS688EJx7rnniilTpgibzSYAiMMOO0ysX79e8/xgMCguuOACAUDY7XYxdepUce6554pvfetb4vjjjxeVlZUCgPjPf/6jPGfLli0CgBg7dmzS7Ro7dqwAILZs2aK5fefOneKII44QAERlZaU47rjjxLx588TcuXPFEUccIRwOhwAgvF6v8pyHH35YABALFixI+n6bN28WdXV1AoAYNWqUOPfcc8XZZ58tamtrxYgRI8Sll14qAIif//znmuf5/X4xcuRIAUBMnTpVXHTRRWLhwoXi1ltvzekYCSHEE088oezPYYcdJr797W+Lr33ta8Jms4lrr71W+cwyobm5WbhcLjFixAgRCoUMH5Ps2AshxLPPPqs5H+bNmydOOeUU4XK5xCmnnCKOO+44AUC88sormueddNJJhre/+eabor6+XgAQv/3tbzX3XX/99co+HnLIIeKcc84R8+bNE9OnT1c+q3vvvTdhG9977z0BQBx77LEZHRt5Xibbd8lFF10kAIjjjz8+5+MihBA9PT3C5XIp771t2zbN/Xfeeady36mnnmq4TfIcr6ysFAsWLBALFiwQ3/nOd8TXv/51cdhhhwm73S4AiKqqKnHXXXeJSCSS8BrZ7sMHH3wg7Ha7sNvtYubMmeKSSy4RCxcuFP/617+EEEK0t7cr59TQoUPF17/+dXHuueeKxsZGUV1dLX74wx+m/X4SQgghhBBCrI8c9x9//PHKvMTob/HixYbPf/LJJ5W5DwBx4403Jn2vrq4uZS3D7XaLY445Rpx//vnivPPOE8ccc4xwu90CgPjkk0+U57zyyisCgDjppJOSvm6yefaPf/xjAUA0NDSI888/XyxcuFAsXLhQ7Nu3T/PaRs/dsGGDGDZsmAAgRo4cKc4//3xx5plnioqKCvHVr35VTJs2Lel8MRVTpkwRAMTHH3+c0fMWLFggAIibbrop6WPuuOMOAUDYbDYxffp0cf7554sRI0YIAGLixIli7969SZ8bCAREQ0ODACCefPJJ09t19tlnCwBi6dKlCfelOr5mePXVV0VjY6MAIMrKysSMGTPEBRdcIGbOnCnKysoEANHY2ChWrlxp+Px0814hkp87kmTrIv11LhNCyGCBgjAhhGTI8uXLxaWXXiomTpwoampqhNPpFPX19eLII48Ul19+uVi2bJkIh8NJn7906VIxd+5cMWrUKOFyuURdXZ04+OCDxbx588Tjjz8uent7lcfmIggLIYTP5xP33XefOPnkk8XQoUOF0+kUjY2N4ogjjhBXXXWVePHFFzWPNyMIy+2aP3++2G+//YTH4xFjx44VV1xxhWhubhY///nPDQVhIYRYv369OPvss8WwYcMU4c1oUJ7JMZK89tprYtasWaKmpkZUVFSIqVOnir/85S9CiPSTjWRIcdpokiVE6mMvhBCrVq0SM2bMEA0NDaKiokIceuih4uabbxZ+vz/pBCfZ7UJEJ1ZyYvbTn/5Uc98bb7wh5s+fL8aOHSs8Ho+orq4WBx10kPj6178uHnjgAdHW1pbwej/4wQ8EAPHoo4+aOh4Ss4Lw1q1bhcfjEQDECy+8kNNxkZx44okCgDjwwAMT7tuwYYOyXb/73e8Mny/PcfWfy+USQ4YMUc6xv/zlL6KzszPlMch2H5YsWSKOP/54UV1drYjK6u/K3r17xfe//30xfvx44fF4xMiRI8WFF14oPv/8c9PfT0IIIYQQQoi1kXPJdH8//OEPDZ/v8/nEkCFDFCFy8+bNKd8vHA6Lxx9/XJx++uli+PDhwuVyiaFDh4pDDz1UXHLJJWLJkiUiEAgoj89FEPZ6veKGG24QEyZMUAQ69dwxnWC5bds2cfHFF4vhw4cLt9stxo0bJ37yk5+I3t7etPPFZNx///0CgLjhhhsyep4ZQVgIIZYtWyZmz54thgwZIjwejzjwwAPFokWLRFdXV8rn/f3vfxcAxJAhQ4TP5zO1TS0tLcLlconx48cbFjDnKggLIUR3d7e4/fbbxde+9jXR0NAgnE6naGhoECeeeKK49dZb0+5XunlvtoKwEP1zLhNCyGDBJkSem0sSQgghA4S1a9fi2GOPxdy5cwdc/1afz4cxY8bA5XJhy5Yt8Hg8xd4kQgghhBBCCCEk7/T19WH//feH0+nE1q1bE2KOS4nf//73+PGPf4w777wTP/jBD4q9OYQQQkoI9hAmhBBCknDMMcfgggsuwJIlS/Dhhx8We3Pyyl133YV9+/bhlltuoRhMCCGEEEIIIWTAUlFRgZtvvhm7d+/G/fffX+zNyZre3l7ceuutOOigg3DllVcWe3MIIYSUGHQIE0IIISnYuXMnJk6ciOnTp+O5554r9ubkhc7OTowbNw4TJkzAm2++CZvNVuxNIoQQQgghhBBC+o1IJIJjjz0WO3bswKZNm1BZWVnsTcqYX//61/jZz36G559/HqeffnqxN4cQQkiJQUGYEEIIIYQQQgghhBBCCCGEEEIGKIyMJoQQQgghhBBCCCGEEEIIIYSQAQoFYUIIIYQQQgghhBBCCCGEEEIIGaBQECaEEEIIIYQQQgghhBBCCCGEkAGKs9gb0F9EIhHs2rUL1dXVsNlsxd4cQgghhBBCCLEUQgh0d3dj5MiRsNtZK0ysB+f1hBBCCCGEEJIa03N7kQO33HKLACB++MMfCiGEaG1tFVdffbU46KCDRFlZmRgzZoy45pprREdHh+Z527ZtE6effrooLy8Xw4YNEz/+8Y9FMBjUPOaVV14RU6dOFW63W4wfP148/PDDGW3b9u3bBQD+8Y9//OMf//jHP/7xj3/841+Kv+3bt+cyLSSk3+C8nn/84x//+Mc//vGPf/zjH//M/aWb22ftEF67di3+8pe/YMqUKcptu3btwq5du3D77bdj8uTJ2LZtG6644grs2rULf//73wEA4XAYZ5xxBpqamrB69Wrs3r0bF110EVwuF37zm98AALZs2YIzzjgDV1xxBRYvXowVK1bgu9/9LkaMGIFZs2aZ2r7q6moAwPbt21FTU5PtbhJCCCGEEELIgKSrqwtjxoxR5k6EWA3O6wkhhBBCCCEkNWbn9jYhhMj0xXt6enDkkUfiz3/+M37961/jiCOOwB//+EfDxz7zzDO48MIL0dvbC6fTif/85z8488wzsWvXLgwfPhwAcN999+EnP/kJ9u7dC7fbjZ/85Cd4/vnn8dFHHymvM2/ePHR0dOCFF14wtY1dXV2ora1FZ2cnJ46EEEIIIYQQooNzJmJ1eI4SQgghhBBCSGrMzpuyahR11VVX4YwzzsDMmTPTPlZugNMZNSOvWbMGhx12mCIGA8CsWbPQ1dWFDRs2KI/Rv/asWbOwZs2abDaXEEIIIYQQQgghhBBCCCGEEEIGJRlHRj/55JN47733sHbt2rSP3bdvH2666SZcdtllym3Nzc0aMRiA8u/m5uaUj+nq6oLX60V5eXnCe/n9fvj9fuXfXV1d5neKEEIIIYQQQgghhBBCCCGEEEIGIBk5hLdv344f/vCHWLx4McrKylI+tqurC2eccQYmT56MX/ziF7lsoyluueUW1NbWKn9jxozp9/ckhBBCCCGEEEIIIYQQQgghhBArk5Eg/O6776KlpQVHHnkknE4nnE4nXn31VfzpT3+C0+lEOBwGAHR3d2P27Nmorq7GkiVL4HK5lNdoamrCnj17NK8r/93U1JTyMTU1NYbuYABYtGgROjs7lb/t27dnsmuEEEIIIYQQQgghhBBCCCGEEDLgyCgyesaMGVi/fr3mtksuuQSTJk3CT37yEzgcDnR1dWHWrFnweDz497//neAknjZtGm6++Wa0tLSgsbERALBs2TLU1NRg8uTJymOWLl2qed6yZcswbdq0pNvm8Xjg8Xgy2R1CCCGEEEIIIYQQQgghhBBCCBnQZCQIV1dX49BDD9XcVllZiaFDh+LQQw9FV1cXTjvtNPT19eFvf/sburq6lF6+w4YNg8PhwGmnnYbJkyfjO9/5Dm699VY0Nzfjf/7nf3DVVVcpgu4VV1yBu+++GzfccAMuvfRSvPzyy3j66afx/PPP52m3CSGEEEIIIYQQQgghhBBCCCFk4JORIJyO9957D2+99RYAYMKECZr7tmzZgv333x8OhwPPPfccrrzySkybNg2VlZVYsGABfvWrXymPPeCAA/D888/j2muvxZ133onRo0fjgQcewKxZs/K5uYQQQgghhBBCCCGEEEIIIYQQMqDJqIewEStXrsQf//hHAMD06dMhhDD823///ZXnjB07FkuXLkVfXx/27t2L22+/HU6nVpuePn063n//ffj9fmzatAkXX3xxrptKCCGEEEIIIYQMelatWoWzzjoLI0eOhM1mwz//+U/N/RdffDFsNpvmb/bs2cr9W7duxcKFC3HAAQegvLwc48ePx89//nMEAgHN63z44Yc48cQTUVZWhjFjxuDWW28txO4RQgghhBBCCNGRV4cwIYQQQgghhBBCrE1vby8OP/xwXHrppZg7d67hY2bPno2HH35Y+bds8QQAn376KSKRCP7yl79gwoQJ+Oijj/C9730Pvb29uP322wFAaSk1c+ZM3HfffVi/fj0uvfRS1NXV4bLLLuvfHSSEEEIIIYQQooGCMCGEEEIIIYQQMoiYM2cO5syZk/IxHo8HTU1NhvfNnj1b4xgeN24cNm7ciHvvvVcRhBcvXoxAIICHHnoIbrcbhxxyCNatW4c77riDgjAhhBBCCCGEFJicI6MJIYRkx+5OL656/D28s7Wt2JtCCCGEEEKIhpUrV6KxsRETJ07ElVdeidbW1pSP7+zsxJAhQ5R/r1mzBl/72tfgdruV22bNmoWNGzeivb3d8DX8fj+6uro0f4QQQqzJ4re2YdE/1iMSEcXeFJKEz/d04/uL38XG5u5ibwohhBALQEGYEEKKxH/WN+P5D3fjf9/cVuxNIYQQQgghRGH27Nl47LHHsGLFCvzud7/Dq6++ijlz5iAcDhs+/osvvsBdd92Fyy+/XLmtubkZw4cP1zxO/ru5udnwdW655RbU1tYqf2PGjMnTHhFCCMk3d7z0GZ54+0t8SrHRsjz73k4sXd+MZ97ZXuxNIYQQYgEYGU0IIUWiLxACAHgDxgtrhBBCCCGEFIN58+Yp/3/YYYdhypQpGD9+PFauXIkZM2ZoHrtz507Mnj0b5513Hr73ve/l9L6LFi3Cddddp/y7q6uLojAhhFgQIQQ6vEEAQIc3UOStIcmQ6049/lCRt4QQQogVoEOYEEKKhDcYFYID4UiRt4QQQgghhJDkjBs3Dg0NDfjiiy80t+/atQsnn3wyjjvuONx///2a+5qamrBnzx7NbfLfyXoTezwe1NTUaP4IIYRYj75AGOFYVHSXl2KjVfHF1p16aUQghBACCsKEEFI0fMGoEBwIURAGgM6+IGb8fiV+/9LGYm8KIYQQQghRsWPHDrS2tmLEiBHKbTt37sT06dNx1FFH4eGHH4bdrl1emDZtGlatWoVgMKjctmzZMkycOBH19fUF23ZCCCH5p8sXNPx/Yi3kupM3QNGeEEIIBWFCCCkaslKTgnCUD3d2YNPeXjy/fnexN4UQQgghZEDT09ODdevWYd26dQCALVu2YN26dfjyyy/R09OD66+/Hm+++Sa2bt2KFStW4JxzzsGECRMwa9YsAHExeL/99sPtt9+OvXv3orm5WdMb+IILLoDb7cbChQuxYcMGPPXUU7jzzjs1kdCEEEJKE7UruMtLQdiq+EPRdac+OoQJIYSAPYQJIaRoKA5hRkYDiPdSDvJ4EEIIIYT0K++88w5OPvlk5d9SpF2wYAHuvfdefPjhh3j00UfR0dGBkSNH4rTTTsNNN90Ej8cDIOr0/eKLL/DFF19g9OjRmtcWIhohWltbi5deeglXXXUVjjrqKDQ0NODGG2/EZZddVqC9JIQQ0l90q1zB3T66T62KXHdiZDQhhBCAgjAhhBQNX4gOYTVeOqYJIYQQQgrC9OnTFeHWiBdffDHl8y+++GJcfPHFad9nypQpeO211zLdPEIIIRaHkdGlgUymY2Q0IYQQgJHRhBBSNPwUQDX4Y5WrwXDyxUlCCCGEEEIIIYQUF21kNMVGq+KLrTcxMpoQQghAQZgQQoqGjO7xUxAGQIcwIYQQQgghhBBSCtAhXBpIIwIFYUIIIQAFYUIIKRoyuoc9hKPweBBCCCGEEEIIIdanyxs0/H9iLXyKIEwXNyGEEArChBBSNOiI1aI+Hql62hFCCCGEEEIIIaR4dPlChv9PrIVMpPMFIwhHuM5CCCGDHQrChBBSJHwUhDVIQRgAQpyoEEIIIYQQQgghloQO4dLAp1pnUa+5EEIIGZxQECaEkCIhewgzIjmKPxg/DhTJCSGEEEIIIYQQa8IewqWBT7XOwthoQgghFIQJIaRI+EPR6sxwRDC6B4A3EK9WDVIkJ4QQQgghhBBCLEm3Kia6xx9ChGsalkMIAV9I5RAO0CFMCCGDHQrChBBSJNSVmhRAtfFFdAgTQgghhBBCCCHWRB0TLQTQQ/ep5QiEIxAqnb6PgjAhhAx6KAgTQkiRUPdy8VMA1RwPxmgTQgghhBBCCCHWpMunFYDZR9h66NeZGBlNCCGEgjAhhBSBUDiCkCpSiY5YOoQJIYQQQgghhJBSQC8Ad3kpNloNddE9QIcwIYQQCsKEEFIUfDrBk45YwK+J0Gb/IUIIIYQQQgghxGoIIdDliwrCFW4HACj/JtZBvcYCUBAmhBBCQZgQQoqCvlKTjlg6hAkhhBBCCCGEEKvjC0aUIu7R9eUAGBltRRIdwnRxE0LIYIeCMCGEFAFvgIKwHi97CBNCCCGEEEIIIZZGuoHtNmB4TVnsNoqNVsNHhzAhhBAdFIQJIaQI+EMUhPX4BohD+PXP9+HSR9ZiV4e32JtCCCGEEEIIIYTkFekGril3obbcBQDoZmS05fDp1p30xgRCCCGDDwrChBBSBPSVmoEwB+ZqQThYwg7hx9ZsxcuftmDZx3uKvSmEEEIIIYQQQkhekW7gmjIXamKCcJeXDmGroe8h3OvnuhMhhAx2KAgTQkgR0Pdy8ZewIzZfqKtVS9kh3NEXrYxmHBMhhBBCCCGEkIGGjIyuKXeipsyluY1Yh4QewkGK9oQQMtihIEwIIUUgwSFcwgJoPhBCwKc6BqXcQ7jDGwCQOPkihBBCCCGEEEJKHSUyusyFmnKn5jZiHRgZTQghRA8FYUIIKQJ6sXCwC8LBsEA4IlT/Lt3j0RmbCOsnX4QQQgghhBBCSKmjiYymQ9iy6I0IjIwmhBBCQZgQQoqAXiwsZUdsPvAOoAhtGRmt79dDCCGEEEIIIYSUOtINXF3mRHWZdAgzjthq6I0IXkZGE0LIoIeCMCGEFAFGRmvx6yYqpeoQ9gXDipjtp0N4UNDpDWL1F/sQUTncCSGEEEIIIWSgEu8h7EJNOR3CVkVfaN/HyGhCCBn0UBAmhJAioHfEDnZBeKAcj05V3yS96E8GJjc//zEueOAtvLKxpdibQgghhBBCCCH9jnQDMzLa2kiHcLUn6uLuY2Q0IYQMeigIE0JIEdA7Ygd7ZLRePC1Vh7BWEOZkK1t6/KGSOX47O7wAgOYuX5G3hBBCCCGEEEL6n27FIexEbbkzdhvjiK2GXHeqr3QDAPoYGU0IIYMeCsKEEFIE9GJXqTpi88XAdAiXhqBpNfyhME6+fSXOuuv1Ym+KKbyx2K1SPWcJIYQQQgghJBO6fAYOYW8QQrCNjpXwxeaoiiDMyGhCCBn0OIu9AYQQMhjRO2L1vV0GG96A3jFdmhPJjj5GRufKvp4A9nb7sbfbj3BEwGG3FXuTUiI/51J1tRNCCCGEEEJIJnR5E3sIRwTQGwijysOlZqsgi9SHVEQ/I0ZGE0IIoUOYEEKKAB3CWnyhgXE8NA7hECdb2eANxGOsSkFkld/lUj1nCSGEEEIIISQTZL/gmjInPE473I7o8nKXl32ErYQiCFd6AAB9AUZGE0LIYIeCMCGEFIEEAbQEhK/+xKdzCJeCEGhER19A+X86hLNDHWNVCs55GXdeqq52QgghhBBCCMmELm8sMrrcBZvNhppYH2EpFBNrIOfT9TGHsL5VFyGEkMEHBWFCCCkCUiy0xdJwB7u7cKD0EFZXRPs52coKtSBcCoUBdAgTQgghhBBCBhNS+K0uc8b+K/sI04FqJeRcVfYQDoYF562EEDLIoSBMCCFFQA7Ma2ITp8E+KNe7aUtBCDSiQx0ZTUE4K7wlJgjLYoZS2FZCCCGEEEIIyQVfMKysX8j+wTUxYZiR0dZCrrMMjQnCgHa+TQghZPBBQZgQQoqAIgjHopUGuyA8UBzC2h7CpbkPxUbtELb6eSCEUCbZVt9WQgghhBBCCMkV6Q622YAqd3Q9QwrD3X4KwlZCrjtVlTnhtEfj6fqCdHETQshghoIwIYQUASkiKQ7hQe4u1LtpS/V4dPTRIZwrfYH4BNXqrlt1j2OrbyshhBBCCCGE5Eq3Lzpfq/Y4YY+JjDWMjLYkski9zOlAhdsBAOj1c52CEEIGMxSECSGkCDAyWos8Hi5HdEJZjOOxva0vZxG3UxcZLYTIdbMGHWq3eCBk7ePnLSE3MyGEEEIIIYTkioyFlq7g6P8zMtqK+GNz6zKXAxUxNzcjowkhZHBDQZgQQoqAL6SNjPYPcjFJTkqkQF5ot+WWfb342m2v4KrF7+X0OmpBOCKAYNjagqYV0URGW9x1qxGvLb6thBBCCCGEEJIrXTGHsJy7q/9fxkkTayDXmTwuu+IQVidyEUIIGXxQECaEkCLAyGgtcYG8OMfj8z3dEALY0tqb0+t06iqi5X4R86gFYavHMPuCdAgTQgghhBBCBg9xh7BTuU3O4xkZbS3kfLXM6UCFRwrCXKMghJDBDAVhQggpAkpktBRAB7lw6A1IgTw6qQwWOCpYVjn7g9mLekKIREGYfYQzxqvuIWxxkVXtELa6eE0IIYQQQgghuSJdwFqHsFNzH7EGiiDssqPCFf2MKAgTQsjghoIwIYQUgQSHsMWFr/5GL5D7CyyudccmrrlEd/f4QwhHokK2wx7thZyLwDxYUU9QC30eZIqPkdGEEEIIIYSQQYR0AVerBOFqRkZbErnuVOZyoJyR0YQQQkBBmBBCioI/qO0hPNjFJL0gXGhnqJzU+nNwanf0RSe/Hqcd1bEKaTqEM8erjoy2eKGETyX4F9rVTgghhBBCCCGFRnEIayKjYw5hRkZbBiGE0sLK47KjkpHRhBBCADjTP4QQQki+kVGzdAhHSTgeBRbIu/LgEJZx0bXlLtiiBmGNYEjMoe0hbG2R1VtCbmZCCCGEEEIIyRWlh7AmMjr6/910CFuGYFhAxKbTZS4HyhkZTQghBHQIE0JIwQmFIwjFooXjPYQHt5jk1TmmC92PVU5cA6EIhMhOhJSCcF2FC2WuaPWtb5D3hs6GPk0Ms7WPn6aH8CD/DhNCCCGEEEIGPt2+qAtYrmWo/7/LR4ewVVCvRXicdlTEIqO9jIwmhJBBDQVhQggpMD6VcFQTixYe7IJwsXsqq6OtsnUJqx3CZc6YIMzI6IxRT1CtHsOsEYTpECaEEEIIIYQMcJTI6DJVZLTsIewNZl1gTfKLXIuw2QC3w46KWGR0Lx3ChBAyqKEgTAghBUYtElYXKSLZaiT0EC5SZDSQ/WchewjXlrtR5or+vDIyOnPUEVZW/174g6WzrYQQQoiaVatW4ayzzsLIkSNhs9nwz3/+U3P/xRdfDJvNpvmbPXu25jE333wzjjvuOFRUVKCurs7wfb788kucccYZqKioQGNjI66//nqEQnQnEUJIqaJERmscwlFxOBQRmqJZUjz8sbWIMqcDNpsNFYyMJoQQghwF4d/+9rew2Wz4r//6L+U2n8+Hq666CkOHDkVVVRXOPfdc7NmzR/M8M5PClStX4sgjj4TH48GECRPwyCOP5LKphBBiGaT46XHa4YkJh7n0rh0IKIJwrMq40MejWxVt5c9SxFU7hD2xyGg/I6MzRt2X1+rOeUZGE0IIKVV6e3tx+OGH45577kn6mNmzZ2P37t3K3xNPPKG5PxAI4LzzzsOVV15p+PxwOIwzzjgDgUAAq1evxqOPPopHHnkEN954Y173hRBCSOGQsdDqHsLlLgecdlv0fi+LfqyAXGORxeqMjCaEEAIAzvQPMWbt2rX4y1/+gilTpmhuv/baa/H888/jmWeeQW1tLa6++mrMnTsXb7zxBoD4pLCpqQmrV6/G7t27cdFFF8HlcuE3v/kNAGDLli0444wzcMUVV2Dx4sVYsWIFvvvd72LEiBGYNWtWDrtLCCHFR7pGy1wOuB3RwbnVha/+xmshh3C2Im6HNwAg2kN4b4+MjB7cn2s2lFIMszcQ3z46hAkhhJQSc+bMwZw5c1I+xuPxoKmpKen9v/zlLwEgafH2Sy+9hI8//hjLly/H8OHDccQRR+Cmm27CT37yE/ziF7+A2+3OevsJIYQUh7hDOL6kbLPZUFPuQltvAF2+IJpqy4q1eSSGLLIvixWrMzKaEEIIkKVDuKenB/Pnz8df//pX1NfXK7d3dnbiwQcfxB133IFTTjkFRx11FB5++GGsXr0ab775JoD4pPBvf/sbjjjiCMyZMwc33XQT7rnnHgQC0cX0++67DwcccAB+//vf4+CDD8bVV1+Nb37zm/jDH/6Qh10mhJDioq7U9DhjgnA4Mqh77UhXaG15sXoIqwXh7N67S9NDWEZGc7KVKeoIK6sLwr5Q6biZCSGEkExZuXIlGhsbMXHiRFx55ZVobW3N6Plr1qzBYYcdhuHDhyu3zZo1C11dXdiwYYPhc/x+P7q6ujR/hBBCrEO8h7BLc3t1LO1LPbcmxUOdTAeoHcJcoyCEkMFMVoLwVVddhTPOOAMzZ87U3P7uu+8iGAxqbp80aRL2228/rFmzBoC5SeGaNWsSXnvWrFnKaxBCSCkjHahlLgfcscG5ENF+O4ORSEQoIqycVEYEEC7Q8RBCKLFXQPaR0fEewi6lCpeCcOaUVGR0CfU7JoQQQjJh9uzZeOyxx7BixQr87ne/w6uvvoo5c+YgHDY/tmlubtbM+wEo/25ubjZ8zi233ILa2lrlb8yYMdnvBCGEkLziD4WVFCy9ICz/rW7HRIqHOpkOAMqVHsL8fAghZDCTcWT0k08+iffeew9r165NuK+5uRlutxt1dXWa24cPH65M+MxMCpM9pqurC16vF+Xl5Qnv7ff74ff7lX+zkpgQYlVkzGyZMy4IA1Hxy+XIqbV7SaJ25KpjpwKhCMpjVaz9iTcY1ojP2UZGyx7CdRUupU/PYO8NnSmhcEQjrAbC1i6S8Gnira29rYQQQkgmzJs3T/n/ww47DFOmTMH48eOxcuVKzJgxo9/ed9GiRbjuuuuUf3d1dVEUJoQQi6AWe6vKtEvKci6vbsdEiofiEI4JwpWxyOg+OoQJIWRQk5HysH37dvzwhz/E4sWLUVZmrX4QrCQmhJQK6shot0MrCA9G1D1j1VXGhXJcdnm1FbLZirjSIVxDh3DW9OmOl+Ujo1XbG46IgrnaCSGEkEIzbtw4NDQ04IsvvjD9nKamJuzZs0dzm/x3st7EHo8HNTU1mj9CCCHWQArC1R4nHHab5j45l2dktDWQ7Y3KdJHRFIQJIWRwk5Eg/O6776KlpQVHHnkknE4nnE4nXn31VfzpT3+C0+nE8OHDEQgE0NHRoXnenj17lAmfmUlhssfU1NQYuoOBaCVxZ2en8rd9+/ZMdo0QQgqGHJh7XA44HXbIedRgjZyVoprbEe+pDBROINdXMGf7vopDmIJw1uj7GVm9SMJbYgI2IYQQki07duxAa2srRowYYfo506ZNw/r169HS0qLctmzZMtTU1GDy5Mn9sZmEEEL6ESn21pS7Eu5TBGFGRluC5JHRXKMghJDBTEaC8IwZM7B+/XqsW7dO+Tv66KMxf/585f9dLhdWrFihPGfjxo348ssvMW3aNADmJoXTpk3TvIZ8jHwNI1hJTAgpFfQDcxkbbXXxq7/wqhzTNptNcU0XSlzr1gnC2TqE5eS4ttylVOH6suxHPFjRT06tLrB6dZ8vI8IJIYSUCj09PcqcHgC2bNmCdevW4csvv0RPTw+uv/56vPnmm9i6dStWrFiBc845BxMmTMCsWbOU1/jyyy+V54TDYeX1enp6AACnnXYaJk+ejO985zv44IMP8OKLL+J//ud/cNVVV8Hj8RRjtwkhhOSALKauLkvsQKhERtMhbAlkKyxZdB+PjKZgTwghg5mMeghXV1fj0EMP1dxWWVmJoUOHKrcvXLgQ1113HYYMGYKamhpcc801mDZtGr761a8C0E4Kb731VjQ3NydMCq+44grcfffduOGGG3DppZfi5ZdfxtNPP43nn38+H/tMCCFFRbpGy2N9Zt0OO3zByKAVk+IR2nGBPBCOFM4hnBAZnXnFbCgcQbc/+jp1FW6lTw8dwpmhn5xa3TWv/3ytLmATQgghknfeeQcnn3yy8m/Zt3fBggW499578eGHH+LRRx9FR0cHRo4cidNOOw033XSTRsi98cYb8eijjyr/njp1KgDglVdewfTp0+FwOPDcc8/hyiuvxLRp01BZWYkFCxbgV7/6VYH2khBCSD6Rc+fUDmEKwlYgwSEci4z2BsMQQsBmsyV9LiGEkIFLRoKwGf7whz/Abrfj3HPPhd/vx6xZs/DnP/9Zud/MpPCAAw7A888/j2uvvRZ33nknRo8ejQceeEBTjUwIIaVKogDqABAatA5hRSCPTVBcjujEpFDimn7C6s/C1auOxaopc8YjowfpZ5otpRYZrReErb69hBBCiGT69OkQQiS9/8UXX0z7Go888ggeeeSRlI8ZO3Ysli5dmunmEUIIsSBy7lxj6BCWPYTpQLUCPlUSGwBUuKOfmRBRsViuvxBCCBlc5CwIr1y5UvPvsrIy3HPPPbjnnnuSPsfMpHD69Ol4//33c908QgixHNIJXOaMDsBlhI/V3ZD9hTcQ3e9yXYR2oRzT+kirbN63oy8AAKj2OOF02JVJFx3CmVFykdEltr2EEEIIIYQQki1KD+GyRIewjJGmQ9ga+HVGBLneAgC9gRAFYUIIGaRk1EOYEEJI7ugrNQd7D2F5PGTMsqvAPYTV7l4gu8joTjkxjlVFS7GfgnBmJArCyZ1LVsAXokOYEEIIIYQQMjhQHMIpI6PpELYCMq1MCsIOu01Zg9IXNhNCCBk8UBAmhJACIwffSmS0Y3ALwl59T+UCC+QJkdHZOIRjgnBdRUwQjn222cRPq/mipQfbWntzeo1CIYTA3m5/Tq/hDep6CFv8OyHd7ZLB6vInhBBCCCGF5/YXN+JPKz4v9maQQUR3TOxNFRnd7aVDuD95bM1W/OyfH6Vs+wCoHMLO+NK/jI3WF2ITkg827OrE9xe/i817e4q9KYSQFFAQJoSQAiNdhR5dRHIgPDgH5XFBWCuQF8odqu9xlFUP4dikt1Y6hGVkdBZuY4kvGMY5d7+OuX9ejUjE2k5ZALj1xY045ublWLOpNevX0E9MrS6wsocwIYQQQggpBm29Adz9yhf4w/LPmEpECkaXN4VDuJyR0YXg9hc34n/f3IZNe1MXjvti6xoeVVR0RSwmujdAFzfJP0+8/SWWrm/Gs+/tKPamEEJSQEGYEEIKjByYMzI6ir63TaEF8u7YhNVuQ9bv29Fn7BDOZXGmoy+I3kAYrb0B9JXAIs/6HZ0AgE+bu7J+DemelxNVq/fklZ9vfHutL9wTQgghhJDSp603mswjBONfSeHoUhzCKSKjvaG07lWSHUII9Pijn0E64V0xImgcwtF5K68ZpD+Q62JtvYEibwkhJBUUhAkhpMAoPYSdWkdsNlHFA4FkDuFAqEAO4dikdmiVB0B2DuHOZA7hHCKjvSoRuM9v/QpeeQxyiZ+Sz62LHUcrF0kEwxGEYs7t2hLYXkIIIYQQMnBo642LQXT7kUIRdwgnj4wOhCODdm2jv/GHIpDhYb1p1gh8usJ7AChnZDTpR+TaGgVhQqwNBWFCCCkwcYewzhE7SCdNsg+rjDJySUG4QO5QOakdJgXhbHoI90lB2A0A8Dhzdwirq3Z7S2DCJgXhXKqN5cRULiZY2SGsFuxlNbyVt5cQQgghhAwc1AvudPuRQiFdqUYO4Uq3Q0nd6mIf4X5BLeSmF4S1605A9DOKvg6LSEj+kd/79l5+/wmxMhSECSGkwPhj0T3lbl1k9CAVk2SUUblOIA8WSCCXkdEN1VIQznxBJdEhnAdBOGh+smcF5DHIxaHgjT23VhGErRs1Jj9bmw2o9EQ/b1bCE0IIIYSQQtDeFxeE6fYjhaLLG52vVRsIwjabTSnsZR/h/kEt5Pb4U3/v4w7hxMhoXjNIfyC/9219dAgTYmUoCBNCSIFJiIwe9A5hrUBecIdwLNamoSrq7s1G1Ov0Rge88R7CscjoHD5TbwbVv8UmEhHK4D8fDmF5HK38nfDFnO3lLke8iGGQFnUQQgghhJDConYIMzKaFArFIWwQGQ0A1WXR2zu9PCf7A7WQ25NGdJfrGjK9DGBkNOlfumNra+2MjCbE0lAQJoSQAqOP7vE4BrcgLB25UiD3FFhcUyKjq/PZQzi6L4FQBJFIdi5XTQ9hi0/Yuv0hiNhu5tRDOLbPtar+U1bFq+rJ5HbGP29CCCGEEEL6m3ZGRpMCEwxH4i1+DBzC6tu76RDuF/oyaCtl5BBWIqMtXnBOShMlMrovkPU6GCGk/6EgTAgheSIcEegwEY0ihSSPSxcZPUjFpLhDWPYQjjYeKsTx8IfCSuVsvIdw5gsq8R7CWkE4+nrZ7YcmMtriVf/qHlG59CPyKQ7hqFvbyo5bOcEudzngjp2zVt5eQgghhBAycGjvU4+/KQiT/qfHF5/nSSewHikId/msPX8tVbSR0amPsVyHUK9NyDWXvhxaWxFihC8YX1uLiLhbmBBiPSgIE0JInrjmifdw7M0rsKO9L+XjfCpnIYBBHzfrTXI8CtGPVQ5SbTZgaCwyOhtXaoJD2Bn/ec1GYAbi4igA9KXpD1RsOr35WZCSz1UcwhYukvCqKq4Hex9wQgghhBBSWLQ9hLnwTvofGRdd6XbA6TBeTpZR0uqCYZI/1OsC6dpK6VuVAUBlLDKaqQIk3+gFYPYRJsS6UBAmhJA8sX5nJwLhCD7f05PycUpktOwhHJtM+QepmKSP0JY9hAshkMuJapXHifLY+2cTGd2hE4SdDjsc9qhr1JfF6wGl5RDOmyAc2+ea2HG0cpGEupDBNchj3wkhhBBCSGFR9xCmQ5gUgq5YX2A5VzMi7hCmINwfqJ29PWkcmEaR0dIhnE5MJiRT9N/5NvYRJsSyUBAmhJA8Ias1001+/LqB+aCPjFZF7wKFPR4yyqqmzAVPTKDP1JnsC4aVba2riE+OpUvYl2UcUyn1EO7MU2S0N/bcOkUQFhDCmr1n/JrIaDqECSGEEEJI4dA6hK09VyADA7nOkax/MBAXi6V4TPKLN4vIaI/KIVzByGjST+hTAdopCBNiWSgIE0JInpAD8nT9cnwh44jkwSoI6ytX3QV0CHfHJrXVZU54lKjqzCZHsn+ww25DlSfeS0l+vr4sI6PVMU7pJnvFpr8iowHriqxKIYPbAZeMfQ+lF6+FEHjt871o6fb16/YRQgghhJCBi9YhbO25AhkYSMFHxkIbQYdw/9LrN5ciJoQwdAgzMpr0F/p1UEZGE2JdKAgTQkgeCIUjSgVmd4rJTzgiEAxHRaNiOGKtiK+YDmFV7FW2vYvV/YNtNptyuyIIZxkZrXYW95WQIJzL5NJrIAjL74vV8AbiFddxh3D6fX/vyw5858G38f+eXd+v20cIIYQQQgYmwXBE06+RDmFSCLqUYurkDuHqMvYQ7k/UKWI9/uTf+2BYIBKbRntccYcwI6NJf6FfB6VDmBDrQkGYEELygLpSszuFQ1gt8ikO4UEeN6v0YnVrewgHCiAEqmOvlMjoDAXcjljlY62ul5LHlb/I6F6LL/KoBeFc+h0bOYSDFi2U8KkcwrKYwIx43dwZdQZva+3tv40jhBBCCCEDFplQJKHbjxQCpZi6LIVDODaPS7UmQrJHnQaQStRVp5SpHcIyMtrLyGiSZ/Qx8e19LAohxKpQECaEkDygFsFSOYTV4qCMKPYMeodwdL/LnMVwCEtB2KkIuJlGRqsdwmrk/mQrCKsr/a0eA6cWhH3BCCKRzMX8SEQoE9OqMicc9qjb2qqFEvHe1/Z4UYeJc1a6iPULeYQQQgghhJihXRfFafXiUTIwUIqpy1P0EJYOYUZG9wtqI0KPCSOCzRY3IABARSwymqkCJN/ov/N0CBNiXSgIE0JIHlBXZ6Z0CMcEI7fTDntM8Br0kdGBuNMSiDuEC9NDOB4Zna0w35FMEFYcwtnth8YhnCIOygp06iLBsqk4VlcxV7gdcDligrBFvxfxnkwOlas9/bZKB3qHNwghrBmHTQghhBBCrEubbqHda/HiUTIwUObOKSKjpVjMyOj+QZ0GkMoh7FcV3avbWkmHsNVbUpHSQ37n5boaewgTYl0oCBNCSB7oMSkIywF8mTN++VUEYYs6IfsbbzF7CPtUDmEZGZ3h+8qBb12FXhCWr5edmOsrIYewfsKfTWy0ukq5zOkoaGFANqh7XyuR0SbOHXl+hSNCc90ghBBCCCHEDHrnFd1+pBAo6VrlKSKjY2JxFyOj+4U+TVupUNICY7kG4XFpl/0VQZiR0STPyLW1sUMrANAhTIiVoSBMCCF5QNtDOH1ktBQLAcDtyE6IHAgEwxGEYvHC0lHrjjlDCyEExie1cYdwKCIQyuC9ZfRvokM4t8hotcu2p9QcwlksSinFEq6oe95j8UIJr8YhbD7eWl0gwNhoQgghhBCSKdJ55YwlTjEymhSCeDF1KodwLDKaDuF+Qe3sjYjkyVz6tlySCg8jo0n/IHsIjx1aCYAOYUKsDAVhQgjJA9oewimie0IGgvAgjoxWi6VleodwASOjq1U9hDN9bymG1vVjZLTVHcJ6QTibCaZ8juxrpDiEQ9aMVfYGYpNsl0MRr80UMfhV5wMFYUIIIYQQkinSedVUWwaAkdGkMEjBJ2UP4dh9/lAk68Jokhz9PDtZH+G4EUHnEI6tuQRCkYyK4AlJhywY2Z8OYUIsDwVhQgjJA6Z7CMtKTZdBZPQgFISl6GmzxXuNKP1YCxoZ7YLbEf9M/BmIuJ0ql7EaWY2btUNY0x/I2pPpREE4m8jo6HNkdHgmfXmLQTwy2p7ROatOAujwcpJECCGEkMHJO1vbcNXj72FXh7fYm1JytMeKCkfXlwMobbffl619+P7id/HB9o5ib4rl+c3ST3Dfq5uK9v5mHMJVbidky9pU6yIkO/RRz8laEMXXnbQO4XJ3/N/ZxEY/unorfv6vj5JGVZPsiEQEfrpkPf53zdZib0rWyFQA6RDu9AYRjmR/ntz36ibc/PzHPNdivLihGf/v2Q8H5boxyT8UhAkhJA+oBeEuE5HR5ZrIaGsLX/2JXxVlZIvNHAt5PNRVzk6HHY5Y7Fom8d0dSg9ht+Z2jxIZnd1++ErEIRyJCEUQbqiKHoNsFqW8ikO48L2ks0H5LrsdKld7+skKI6MJIYQQQoCH3tiC5z/cjaXrdxd7U0oO6bwaVRd1YpWyIPzsezuwdH0z/vfNbcXeFEuzq8OL+1dtxm0vbkQkB5ElF6TgU12WvIew3W5DVSyWONW6CMmOPp0AnKxwXM5VPTpB2OOMr3lk0+bp9pc24tE127B5X2/GzyXJ2binG4vf+hK3vbix2JuSNbIAZL8h0d+liMg+Oj4SEbjtxY3462tbsIXnGsKxgoEn127HG1/sK/bmkAEABWEyYHjvy3ZeGEnRUPd47fGHkk7SpDjoYWQ0gLhDWF2p6sogfjdXZL9nOamVLmW1aJcOKYYm9hCORUZn8FpqtJHR4aJN/NPR7Q9BFm3K2LrcIqO1DuFCnAfZoO0hLL/D6fdb6xDmIgkhhBBCBie7O30ASlvMLBayN+OoOjn2tm7xaDqaY+dBG+NFUyKPTzgiNO2qCkmXL31kNBB3ENMhnH8SIqOTOITlnFOub0hsNpsSG92b5Llm3p+FzflFfr+7fCHLrn+kQxaADKl0K+tr2fYR7gmEFHfxpr0UhNdtb8e+HnmO8LtHcoeCMBkQCCFwycNrcfHDb7NPASkK6sG0EEg6SfOpRCSJZzALwrEJRZlqouIpaGR0bFIbm7Rm81l0xga5dRV6QTh/kdGAViC2ErLq0+O0o75COoSzmFzqigPcjmjlslUnREaCcNCMQ1jlGO/McoJECCGEEFLqtHT5AVh3jGtl5JrH6PqoE8sXjOQUzVlM9nRTEDaD+vgUo51QOCIU8bEmhUMYiAvG2boDSXK8usS5ZKKu0bqTRM63My3GCYbj1xmKUvlF/f1uL9E1AiV9r8yFIZXRdaFs1+fV147Ne3ty37gS56UNe5T/T1YEQkgmUBAmA4K+QBid3iCCYYGtraweIoVHLwAnq4aVblG1ABqPm7Wm8NWfKBMVQ4dw/y5qhMKR+KS2XArC0e3IJDI6qUPYmVtktH5xLJsK3kKg3n85Mc0uMjq6fxXu6AKD1Z3z8nMtdzkyKiRQu8/bWVlNCCGEkEFIJCKwpysqBGYTWzrYURzCsR7CQOkK69IhXKoiSKFQH59iCAI9qvWN6hQ9hIG4YEzRMP/IwuvGGg+AFD2EDdadJJWxSO9MrxnqQneK/flF/f1u7y29YxsIRZTzqabcqRgFsi30keIyAGyiIIxlH8cFYauuC5LSgoIwGRCoB5o72r1F3BIyWNH/KCcThBVHrFEPYYsKX/2JvsIVKNzxUE+elMhoV2aR0er+uckio/1ZLM4Ew5EEQbzXootl6v2Xcc/ZLOxJEblcFxlt1UIJdQ/hTOKtNZHRFIQJIYQQMghp6wsgFHOaZZumM5iRgsGI2jLYoqE6JRsb3dIddYrTIZwarUO48J+1XHMrdzmUwt1kxB3CpXlOWpVwRChFyY3VaQTh2OMMHcJZRkar57FdjAPPK+rvdyleC7tVa/JVHmfcIZxloY96jX+wR0Z/0dKj6dndU4SECDLwoCBMBgTqgSYFYVIM9LFN3UmqYeUgWoqFgPWdkP2J0USlUEKgFO3LVZG/Sg9hk67enkAIMp0tURCOOYSz6CGsXhiTUdRWrQTUCMKxauOsHMKxfZY9jTKJYS4G8bhzR0bfYfVEutNbepM9QgghhJBcka5QoHSdrcUiEIqnHA2t9Chj51J0WvtDYUX86C7h3pmFQB29WgyHsJzz1ZSnjosG4u2Y6BDOL+pr5bCYIJw+Mjpx2T/bIm71GkWy9S6SHe0lHhktCwSqPE44HfFWYtkmoqkNNoM9Mvqlj5s1/+5hMQbJAxSEyYBA6xDuK+KWkMGKflKWNDLaoJeLOjJaCGuKX/2Fz8ghXCCB3GhSK9/bbGR0Z1+8f66++lZOvrKJjJaTPZsNqr681lzk0QjCsto4C4eCnJDKCarVCyWk0F/utsMV63dspohB7T6nQ5gQQgghg5GWbpUgbNExrlXpiIkFdls05ag81m6lGH1lc0X2kZaUohBSKNqKHBkt19xq0sRFA/H5NWOF84tMAbDZosUgQHJBWKaUyZZYarIt4lava9D9nV/UwmkpOoTld13GxdfHTA356CHc3hcsyWOSL2Rc9Ki6aIsIqxpFSGlBQZgMCNQ/Fjs76BAmhUcf0ZWsGjaVIAxYNx63v/AaHY8M4ndzwWhSG+8hbG5yJMVQ6eJVoziEs3A9+ALx/rSVnuxF1kKQ/8joWA/hAp0H2aKOf8/IIayaSHPRixBCCCGDkebOuBBIh3BmSGGwvsINu90WH38HrTlXSIXsIy1hsWRy1IJRUSKjYwKgbLWUCjqE+4c+fzxRqyr2OXQnE4QNkukksog705h5TQ9hfrZ5Rb0u0FGCawTK2losNa++Mscewrrza7D2EW7p8mHd9g4AwFmHjwQQTSkkJFcoCJMBAXsIk2Ij+zhIp2uynipGEclS+AKs64bsL4yijArlDJUubvWk1pOhQ1guWujjoqOvlb0grO6tXBETSPssWvUfd1rnFhndp3MIS9etFQXhSESoJtmOjMRrbWQ0J9KEEEIIGXyohUCzrVpIFLnALhfc5djZqmlCqdijcwgPZhdYOtot0kO4xmDeq0fOr5OlppHsUObLHieqPDIZwHwynSTba4a6aJ7u7/yi7SFcesdWftdlMUjOPYR1DvTBGhu9/JMWCAEcPqYO44ZVAqBDmOQHCsJkQKDtIdw36GJ3SfGRP8ojassAJO+pYiiA5kEQvnflJnzz3tUl18vFaxAZLYXAUEQgEum/73KXN3FSm2kPYcUhXO5OuC8fkdFlLgcqYxM2qw78jBzCmVYbA4A39hx9ZLRZcb6QqLepPFOHsC4ymr9XhBBCCBlsaCKj6RDOiPaYWDCkQisIl2JktN4hnG286GBALRglc4X2J/FIWDOR0S7Nc0h+kCkAFW71GoHx997IiCCp8GQnCGsioyn255WS7yEc+65XK5HR+XYI9+awdaXLslj/4NMmD1eKQNhDmOQDCsJkQKAeaPqCEbRyIkEKjCII10lBOEmlpnQVqnq52O22jHqQGvG3N7fhnW3teOOL1qyeXyx8geJFaHfpqhgBVWS0yfft8EavNUaV0nKfzMZPq1H3062U1b8WjYZRC8LlruwdCvHIaOkQtm5ktHrhsszlUG1renFXLRqHIgK9JejmIIQQQgjJheZOCsLZokRGV0bnHzJNaCBERreVoBBSKNQiUXEcwrG5c3kmkdGld05amV5VKp1cI0jWT9oXkj2EDSKjlWsGHcJWQX3tK8WkBH2CQNwhnN15Is+vkTHDzaaWwecQ7vGH8Mam6PruaZOHp/3OE5IJFITJgEAfu8nYaFJopFjXVFMOwIxDWFupKV3C2TqEW3ujcVuf7+nO6vnFQgrkUgQE4kIg0L9ioL6KEQA8LukQzmcP4cz3QZ4n5W4HKt3ZxzAXgi6VIFyZQ2S0nJBWlJAg7HbY4bDb4g7hcCSt41fveC7FHkGEWAU67AkhpDRRRwV7LTrGtSodMbFgyICIjKZD2AxCCMUZDhTHDS7XN8w5hKNzQoqG+UV+xytzjIyWRdyZFhZoHcL8bPOFNxDWHNvSdAhLs0X0vBwSK1jKOjI6dn5N3a8eALB53+BzCK/6bC8CoQj2H1qBCY1VqIo5+61qFCGlBQVhMiDQD0Z2tPcVaUvIYCQUjigDuKZaD4AUDmGDyGggt765fYGQ8v6flVjlnNfIIVygnspKnxOjyGiT79uZooew/IyzcQj3qY6LjHQqhcjo8hwioxWHsCs6ifAUqJd0Nui/x9oihkwFYU6mCcmGFzc0Y+pNy/DKpy0Ff++Pdnbie4+9U3JFWIQQYhXUQqCPDuGMkE6yOl1kdF8JRkY3x84D6QLL1k020OkLhDXJWcVwiCmCj4kewnGHMD/PfKKOjK4qS+0WlHNOI4dwZWx9IdNiHPW1mv2h84deNB0IDmH5+9TpDSKURYG/vN4cMaYOAPBlW19W62qlzLKP9wAATjukCTabDVWe6LEtxfYQxHpQECYDAn3DeTqESSFRR7421UqHcGaVmrn0S23tiQ8YS21x2kggt9ttcNqjEdpmInizpcugylmJjDYrCCs9hA0EYWf2DmF1b2WrO4QVQbjChYp+iYy2ngPQq9tWTwYx535d32wKwoRkx6uf7UVHXxAvfNRc8Pd+/O0vsezjPXhq7faCvzchhJQ6gZC2xRMjozNDumhlD+Fyi88VUtESc4pPGlEDgA7hZOgFouJERpt3CNcqPYQpGuaTjCKjUzmEs7xmaBzCdH/nDf33uxTXB/Q9xuX6mBCJiZ5m6PZHnxN1xjoRjgh82Tp4jF/BcAQrPokKwqdOHg4gXsjByGiSDygIkwGBHJzuN6QCAB3CpLDICZnLYcPQWHRX8sjoWA/hZA7hLKrn1Asqm/f2ZlWBVyy8OnFMkotj2izKoFXVBykuzJubHMnBem3KyOjs45PLS8whLCem2UT/eQPximcgLgj3Zx/pbNFPsDUO4TTnrCw2GF4TTROQfagJIZkhExq2tBY+Qmx3R7TwkAWIhBCSOS3d2phgbzDMFgAZ0Bb7/auPzTsrpUO4xHoICyEUh/CkpmoA7CGcDL2DsDgO4cS5czKkKOQNhi2Z9lSqeDOKjJbrTomCsCzizjR6Vr2u4Q9FmO6QJ+T3e0QsKaHHHyo5N6y+x7jTYVcKQ7KJjVYnEowfVgkA2LR38MRGr93Shi5fCEMr3TgyFpstv/OBUITXVZIzFITJgEAKwpNjlaVcoCOFRMbjVnqcSj/atA5hZ/56CLf2xHtwBcIRbGsrnYIIXxJBuBBioPyMqssMIqNNunrVYqge+VqhiMhYpPepHKjSIWzFXiGRiND0EJaO2WzE63hkdPQ1ClEUkC1ygi231WG3wRFztac6Z0PhCEKR6ILn8JrohK8UK4AJsQKymGJLEXpK7e6MLmDv6Cid31tCCLEKsn9wXUXcQZRNStJgRXEIx3o0lmpkdI8/pIz/6RBOjd5BWBRB2GDunAwZZwwkL5QnmaNO1KpUBGHj732yVmVA9pHR+us0Y6Pzg/x+7zekQllTKLU1AqMe47LPfVtv5vsi1/hry50YN6wKALBpb2m1x8uFl2Jx0TMOblTOCfmdB6xrFiGlAwVhMiCQ1UMHxyYSOykIkwLSExuEV7qdygQpqSAcq/TzJDhio//OShDWTRBLKTY6WeVqQRzCyqA1PrDKNDK6I4UgrN4nX4b74VU5UNNN9opJTyCEmL6J2nKXsiCVTfSfnJDGHcIyNtx6C4Regwguub2pzlm1WBwXhLnwRUg2yIWSvd3+gi82SkcTCxBJKbNq1SqcddZZGDlyJGw2G/75z39q7r/44oths9k0f7Nnz9Y8pq2tDfPnz0dNTQ3q6uqwcOFC9PRoF+w+/PBDnHjiiSgrK8OYMWNw66239veuEYsj+wePjaV7AewjnAlSPKgv8choeR5Ulzkxqi7adokOYWOkw062VSpKZLQ3ce6cDIfdprjZKBrmD2lEqHA54m7BcMTQTSrXM/IbGa19PHtE5wdZCNNQ5UF9rFCq1PoIG/UYz3ZfhIibDqrL1A7hwSEICyGU/sGnTm5Sbnc57IrphLHRJFcoCJMBgeIQHhl3CDN2ihQKOSGr9DgUh3CywbHeWSjJRQBV9xAGgM/3lM5AyUhYA+KO6f4UAxVBWDVo9bgy+xzkQLUutiCjRt1XNtNFLm0PYdmX13qDPhnZ6nbaUeZyoMIVPf+DYZHRuSyEQF9QCsJO5TWjr2VlQTj+GbtNuNrVzvPG6lhkdIlV/xJiFdTfna37CufU9QbCynt39AXpfCElS29vLw4//HDcc889SR8ze/Zs7N69W/l74oknNPfPnz8fGzZswLJly/Dcc89h1apVuOyyy5T7u7q6cNppp2Hs2LF49913cdttt+EXv/gF7r///n7bL2J9pBA4qr5cKahjH2HzyGJC6b5S3H4lFhktneJNNWXKvrRn4SQbDEiH3ciYcF6MQmGjuXMqatKsi5DMkQJuhceprBEAxueDXH9Qr0lIKrJcX/DphGf2Ec4P8TYALqXQp9TSEuT3vFpVMCKv65kWwPcGworpoKbMhfExh/DmQRIZ/fHuLuzs8KLMZccJExo09ylR8RZcGySlRfrSLkIsjrp6aFJTNWy26ISyrTeAoVWeIm9d6eANhPHk2i8x8+DhGKOq1ibp6fEnRkb3+EOIRATssSpeSbLoHk8OEcltvdHJtNthRyAcwWctJSQIB4yPRy49lc0iq5W1DuFMewhHB7dGDmG73Qa3045AFv11vEoclB0VFnYI6yOzy1UTU28grHyO6QiEIwjHRv3yNXKJUe9vjKLOzQjYslLb5bBhSFVsgsSJNCFZ0an67mze14PDRtcW5H2lO1iys8OLSU3mFkcJsRJz5szBnDlzUj7G4/GgqanJ8L5PPvkEL7zwAtauXYujjz4aAHDXXXfh9NNPx+23346RI0di8eLFCAQCeOihh+B2u3HIIYdg3bp1uOOOOzTCMRlcSCGwsboMZS4HguFQxtGlgxVfMIze2LGSBalyPGrFuUIqZGHA8JoyxUnW4w8hEIqYnkMMFuScc3R9Ob5s6yu4OywSEcp71piIjAaiwvGuTp/iHCS506dK1HI67Chz2eELRtDrDynimySVQzguCGcYGa1rq9VF93dekN/v+gq3IgiXWlpCPEEgfn2oy3Jf5Gu5HDaUueyayGghBGw2W6qnlzzSHfy1A4dp1teA6Jpza2+AkdEkZzjKIiWPunqoocqD4dXRGE7G+GXGcx/uwi//72PcseyzYm9KySErK6s8TmUAJIRx1Za/HyKSpUP4iP3qAJRYZHQoWQ/hWFxwP4mB6kKSGk0PYfOR0cFwJL4gk6RSuiz2ufpM9iSW+FRuWSs7hLt0grDbaVc+u74MXArqRcB4ZLQsCrBe2oMiCKsG6GYEbFlo4HbYUVcuK2YpCBOSKcFwRLMYWkiH8O5O7fhyRxvHm2TgsnLlSjQ2NmLixIm48sor0draqty3Zs0a1NXVKWIwAMycORN2ux1vvfWW8pivfe1rcLvjC9WzZs3Cxo0b0d7ebviefr8fXV1dmr+Bwr/W7cR1T63r13jkPy7/DL9/aWO/vX4+kEJgU22ZMgegQ9gcctzosNuUolaZrlNqonqzShCuKXNB1lGznUoi6h6jQFQ4L2QiXk8gBPl21SYio4H4HJsO4fyhREbH5qDSLWhUIKAYEZxGgnB214yEyOgcCps7+gK4avF7ePnTPVm/hpX5ZHcXvr/4XXzRkn5tTt0GoD7WG77dxBrBSxua8cMn3zddINLeG8DVj7+HVZ/tNfV4APjrqs246bmPU15vQqp1MXWCQDz5IUNBWNWP2GazYezQCthtUUPH3h5/Rq8FAPt6/PjeY+/gm/euTvg7777VeOLtLzN+zf7kpQ0yLnp4wn2VeYjiD4Yj+MW/N2DJ+zuyfg1S+lAQJiWPvnpodH00RoeCcGY0d0YnZHt0zheSHtlDuMLtgEcliOl/pMMRoThe8yoIxwZYXx03FEA0SiVkwZhdI3yBRGENiB8Pfz/thyaGRh0ZrTiE07+v2p2WLDpLfs7ZRkaXuRzKhK3Xgos8eocwEBf3M6k4lo91OWyKEOySjlsLOoQVZ7tqgu3KwCHscTkUJ0Sn19qLXv98fyd+98KnbMNALIV+AWrLvsIlY8jxkmRHe+HEaEIKyezZs/HYY49hxYoV+N3vfodXX30Vc+bMQTgc/Q1sbm5GY2Oj5jlOpxNDhgxBc3Oz8pjhw7ULWvLf8jF6brnlFtTW1ip/Y8aMyfeuFY27X/4C/3h/Z0aLsZnQ4w/hj8s/x10vf2HpOV3cGepR5gCZFk8OVtTCgXRJVcQiozMpxrQCLTGn+PAaD+x2W8k64wqB7CEsk9zCEWFqvpovZJsgT6xNkBmksNVi4WtRqRF3CEfXByqVJDHtd18IkTSZLvr8WKpAILPCAv2aRi6i1BNvb8fz63fjgde2ZP0aVuaptduxdH0znlq7Pe1j21VtADIRUe955Qv8a90uvGZyTLHskz147sPdePB1c8dcCIHbXtyIB1/fgu0pCmDV54G6YES5pmfYCkDfj7jM5VCufdnERv/fB7uw7OM9eGdbe8Lf2q3tljJF9fhD+Hh3tBDy5EmNCfdX5yE9cPnHe/DI6q343X+sXTxI+hdGRpOSR189NLq+HO9sa+cCXYbICrROxpdmTK8qMtpms6G6zIW23kDCAFk9gE6ISHZkL4C2xiKjp4yqRbnLAW8wjG1tfUqvDSuTrIewFAX7SwyUYoLbYdf01VGEaBMCrvyuVHuccNiNY2vkfpmNoJbIyV65y6H0BbNiLIyRIFzpcaLLF0JfBoNU9f5KzPTkLRZy0bLMwCGcanFGJgR4nHbUVpiv/i0mv37+E+zr8WPu1FE4cHh1sTeHEACJUetb9hWup9TuBEGYBYhkYDJv3jzl/w877DBMmTIF48ePx8qVKzFjxox+e99FixbhuuuuU/7d1dU1YERhee3a1E998NQLyJtaejC8pqxf3idX1M7Q8iyLJwcrceEgPvaukMWYJRYZLQusmmqj52l9pRutvQFF9CZx5DGR5gcgKhyYFWdzpV3Xt9oM+zdUAgA2F3CMNtDxqiKjgbhDuFu3ThAMC6X43ZMiMjoionNXs+eRfp6bi/t72cfRorBMY6tLBXls9PMGI6RgWl+piow2cR2Ur222BZUs7DDrKA6EI8pazO5OL/YbatxaUO5rhduhrOMB8d+p9gyLfLqVNf64ZDWuoRLbWvuwaW+PYoQxyxexlnpnTBmBs6aMUG5v7wti0T/Wo7MvaJko6s17o9vaUOVBg0ELzHysDcpI6tZev2X2mxQeOoRJyaOvHhpdH/2R4gJdZnTEXGqM9Mkc+WMsB+SyKq5bdyw1grAzfw7htlhk9LBqDyY0RkXgUomNlsKaPjK6v8VAKdZXlzk1A6BMHMIysk0Ke0ZI4T/byOhyt12p/O0LhBGJWMulaegQziLi2qurdgYAtzMWG25BQdhr0ENYKWJIEXEtCwM8ztKIjBZCKA5m9jomVkJ+b2QtzuZ9vQVzscsFbLlIwfEmGSyMGzcODQ0N+OKLLwAATU1NaGlp0TwmFAqhra1N6Tvc1NSEPXu0cZDy38l6E3s8HtTU1Gj+BgqyIFEu+OUb9QLyJguLMHFnaJkiRJRa3HGxUDuEJXL8XGrCyp7u6O9pY6zl15AK6YzjmFOPPCZDKz1xd2cBi4WNzrt0yOL0bBx9xBjZkkzOt5M5hH2qYnSPQT9u9Zw7k2uvXKOQ617ZRka3dPvw/vYOzWsONORnIn/vUiGLuYZUqBzCaUTUUDiCfbH4ZLOfg1zrNXvtUBcZ7elOvh/Kmryuv3gm4rbRdqpT+OT1ZFNL5tcTeQ06ZWIjZh86Qvk7MyYOB8KRgiYupEJu67hhlYb3V6aIiTdDMBzBik9bYv8vCt6PnlgHCsKk5In3AY1eGOOR0XQIZ4JcXJU/5sQ8Mq6jMkEQ1g/Mo4MMt8MOu85Rmq0gLITAvt54xe6Bw6UgXLj4zGwRQiR1CLtNxO/mgtEgE4hX0JoZEOr75xqRdWS02iGsnrBZbMJkJAjLRYq+DLZV3w8JUPUQtsjgXI1RBJeZ77ASGe10oE4VGW3VOGZ/KKII3D05RIIRkm9kocKExirYYj2lWgvkKJLV+EfvPwQAsKOD400yONixYwdaW1sxYkR0AW3atGno6OjAu+++qzzm5ZdfRiQSwVe+8hXlMatWrUIwGF+sXLZsGSZOnIj6+vrC7kCR8QXDyjhgU38Jwn1ah7AV6fGHlAVItUPYamNcq9Jh4NRUIqMzKMa0AnsSHMLRsTEjoxORx6SuwpWXHpKZko1DWBFw+ul6NxiRawRyfaAqiSAsU6lsNmNB2GG3KXPX3gyuG7LIvbE66lzM1kyy4pMWpSe1VYS4fCPXCJvTRKYLIZTvV32ly7SIuq8noLjAzX4Ocv3K7O+tej1nTwqns+LoLdeG0MrrRaZ94Y0E5vEx48vmLNoEyWuQfA1JpdupFBfn0g87nyjbmiTtMVXfcDOs3dqmSQVlAdbghYIwKXn0ws4o9hDOCvkj3eULWs6FaHWUyOiYmFXtiZ6L+oGZFJE8Bn1cshW/egNh5TlDq9w4sDEa6fqZRReB1KgH/8kitPtLDNQXkkg8iqhnPjK6LpVD2JldXzS1UF7mskOamDOZsBUCeQxqNIJwzKWQQWyd4rg1iGC2ZmR08ojr1D2E49cAOdkLhoVlHR3qiQbTI4iVkEVsw2vKMLI2Ou4rVGx0c1d0fHn0/lExayfHm6RE6enpwbp167Bu3ToAwJYtW7Bu3Tp8+eWX6OnpwfXXX48333wTW7duxYoVK3DOOedgwoQJmDVrFgDg4IMPxuzZs/G9730Pb7/9Nt544w1cffXVmDdvHkaOHAkAuOCCC+B2u7Fw4UJs2LABTz31FO68805NJPRgQS3ebNrbP6kGmshoi4owsn9wlceJKo9TGftREDaHjBat0ziEpSBcOscwEhFo6Y73EAbibrIORkZrEEJoCgGqk4iA/Yk60tYs42MOt92dPku2PipF+nSR0XG3oPa7r6w7Oe1J42Dl2lVGDuHYXHaYFISzNJPIyFrAXKuuUkTOo/d0+VL+3ntVxWL1FW6lMCadQ3iPSmg2+zl0xcYhZn8rvKq1pz0phG25TlCtcwjXZesQlq3ZdJHRQOZjm25fUPmt0btu7Xabss1WWeuQDuHxaRzC2V5T1d89gAVYgxkKwqTkiQs72sjonR1ey7qurIhcXBUC6LGY6GR15PGSP86yMi5ZD2F9PDKgEiLDmQ2IW2MxMeUuByrcThykOIStHxmt7als3EM4kCJ+NxfikdE6h3BGkdHRwVMqh7BHiYzO0CGsOldsNptSBWy13mApHcJZRUarHML97BLPBSNnuxlXe0BxCNtR5rIrz8m0r06hULuCGSdErIQS2V/uUib3BROEpUN4bNQh3N4X5PeDlCTvvPMOpk6diqlTpwIArrvuOkydOhU33ngjHA4HPvzwQ5x99tk46KCDsHDhQhx11FF47bXX4PHEe5otXrwYkyZNwowZM3D66afjhBNOwP3336/cX1tbi5deeglbtmzBUUcdhR/96Ee48cYbcdlllxV8f4uNupVMpzfYL31S1a9p1ZhW6TJqjImA7CGcGcY9hKPzhFBEWDJZx4jW3gBCEQGbDUqfRCk2coFaS48/pCT21Fe444JAAdds4pG2yee9euoq3Bga+0wLNUYb6OgjoxW3oG7dSRYhp+oNnE3UvOIQjvWnz0ZE6/WH8PoX++KvWSLXrEyRcwN/KKJxZOqRv9tupx0VbodSGJPOual2Hutb1SVDPq7P5LylV7X2lMrpHHf0GjuEu3yhjNZ0DCOjY+7eHe3ejMYLciw0rNqTEGkdfQ+nso1WoD8dwkIIvLQhKgjLOpF2FmANWpzpH0KItZEXbvljMbIuOjjpC4TR3hfMKNZmMKPuD9nZFzT8sSTGKA5hJTI6euwSBeHoIMhoYJ5tZLSMyBxaFT3PDxoedQhv3tuLUDgCp8O6dT9SVHM5bIoALMmlp7IZupLE2nic5iOjO2MD39ry5NcYJTLahONYjS+gdcxWuB3o8Ycs6xA2EoQzcXr0Kfur6iEsHbch6xX2SAG7TNNDODqqTnXuqCOjbTYb6spdaOn2o6MviNEWTM5UTzQYGR3lwde34MHXNuOJy76KsUONK3eLgS8YTrnoM9BQJzQMqXTjtc/3FWSx0R8KY19P9Hf3wMYq1FW40NEXxM52LyY2Vff7+xOST6ZPn56yePbFF19M+xpDhgzB448/nvIxU6ZMwWuvvZbx9g009IuNm/b2YmiVJ8mjs0NdYLazwwtvIKxJX7ECsm9sU0xQYA/hzDDq5ar+jL2BsDKPsjLSbdZQ5VHmgfEewlygViOFoXKXA+VuBypjEeF6V2i/boMSWZ3Z2tr4YVVo7W3Dpr09OHRUbX9s2qAiMTI61k86kGTdyZlKEDZ+biqk0DysSjqEMxeEV322F4FQBBVuB/oC4QFbDKR2cO7p8if97sjv95AKN2w2m+kewi1qh7DJeboUbvuCYQghkrrHJepigVS9kJO1Y6std8Fmi5qOOvqCirPc7HaqBeahlW7UlrvQ6Q1ia2svJjXVmHqtuMBqPG+Prnt7LREZHY4IbN4nHcKpBeFsHMKf7O7Gzg4vylx2HDaqFmu3tvdLcSIpDaw/UiQkDYpDOCbseJwOJXaIfYTNEYkITV8Hq8RllArStVml6yGsP45+g76jkmwjkltjC9Oy+nZUXTnKXQ4EwhFsa7P2+Z9qouIyEb+bC/pkAYl09JqJLurwpncIx3sIZxcZrY+D6rWYQ9ioj7KsNs5kW2V/mgoDx60lI6Nj39NyjSBsIjI6GHcIA1D1EbbmNVdd1FLIPmVW5j/rd2NXpw9rNrUWe1MU/rVuJw75+Yv417qdxd6UgqEIwuVuHBCLENtSADecXAzxOO2oq3BhtNKmxNq/t4SQ4qNfbOyPSOf2Pu17ZNNrr7/Z0yVjgqOCcLk7OiZiZLQ5jHq5up12pTDRasWjyWiJFQbIdRtA7RC25ri4WLTpPvNcBIFsyaaHMBCPaLVqT/NSIhCKIBRr7VaeEBltnExn1KpMUpFFZLScyyqR0VnMD2Vk7cyDhyvbOhCTHdWfSSp3bZvSP9it+W86sbxZExltsoewL54KacYA4Q2a24dka2sOe7QAHsgsEc1IYLbZbKrrifk5XzrHbY0SGV38385dHV4EQhG4nXalFaaeZDHxZpDfvRMmDMOIWMslqybVkf4nI0H43nvvxZQpU1BTU4OamhpMmzYN//nPf5T7m5ub8Z3vfAdNTU2orKzEkUceiWeffVbzGm1tbZg/fz5qampQV1eHhQsXoqdHOzj48MMPceKJJ6KsrAxjxozBrbfemsMukoGO8mOh+vGRsdHsI2yObn8I6rbBVhUnrIoc7MlBddwhrD2ORjGzkmzFr7be6KKKdBjY7TZMaCyN2GjFZWngXOh/h7CMjDbuIWzOIWymh3BukdHyXKlMUv1bbFI6hDOKjNZ+hwCVwGrBGCm9gxswd86qewgDUTELiMffWg2NQ5iRuADiwnirhapp397ShnBE4K0tbcXelILRoThVXNhfCsIFcAjvjkWdjqgtg81mw+g6jjcJIebQF4pu7g9BWPfbZMXYaBm7LwVhWRhKQdgcikNYJ8zJIsVS6SPc3Bmdw0qnOBCPwaZDWEu78plHj0+ymOD+JNl5lw4pwmxiZHTOqNsxVegio/XFAWYcwuVZ9B6XaxqNMUHYbFSxJBiOYMWnLQCAsw8fCQCICCiR6AMFIYTOIZxcTFXi2GPf72qPE057tMAnlVi3R+XYNWvoUQvHZgpK1AX+qXohx1M7E0NolUKfDK7rRmv8gOp6ksH4SY6DxiURhBUzjwXWwL+I7dcBQyvhsCfp/a0kRGS+vS993AwAOG3ycNNOdDJwyUgQHj16NH7729/i3XffxTvvvINTTjkF55xzDjZs2AAAuOiii7Bx40b8+9//xvr16zF37lycf/75eP/995XXmD9/PjZs2IBly5bhueeew6pVqzQ9hLq6unDaaadh7NixePfdd3HbbbfhF7/4haYXESFqlDiJcrUgTMdGJnTqxAh5TIk5pEgnB+Qy2iRpZLTBwNydgRCpRkZXqqt1D4z1Ef5sj7Urcb0pHNOefu4f251kkKn+HNJVqnb2JYqheqSga8ZxLIlEhHKuyMWdihLqIZzN5LLPQGCVTgcrOoSNzl23GYewKjIaiBcTSLe51VBPNOgQjiInqFaKV5ItH9p6rLNN/U2H6tozTgrCrb2IRPp3QWl3Z1T4baqNLmBzvEkIMYt+frWpH8Ra+dsk5yT94ULOFb0zVI79fCUiZBYbWUQ4RBc/Kl1DpRK9LQWSRpUgLGOwrTTGsgL6mPBkrtD+RB1rmwnjG+kQzhdyvux22JXC6cokgnC8h3DyJf9KpYew+fNIEYRrZGR0Zufg2q1t6PQGUV/hwvETGuKvm2F7LavjDYY1hps9nSkE4T7t99tms5kSUfdoHMImI6NV83kzazXq3xN/KJL0fZI5hIH4NaMjA+GxO4nALAXhTArq0kZGl0uHcPEFYXmdlNdNI6SAnWly4M4OLzbs6oLdBsw4uFH1e1v8/SbFISNB+KyzzsLpp5+OAw88EAcddBBuvvlmVFVV4c033wQArF69Gtdccw2OPfZYjBs3Dv/zP/+Duro6vPvuuwCATz75BC+88AIeeOABfOUrX8EJJ5yAu+66C08++SR27doFAFi8eDECgQAeeughHHLIIZg3bx5+8IMf4I477sjzrpOBQrx6KP5jEV+go2PDDPqqICtUR5USiT2EkwnCyaN7so2MbtP1EAbifYQ/t/jES4qk5QaOaUUM7C+HsEEhCRAX6oD0QmQ8sjSVIBxzCGewH+oJkRIHlUWPn/5GCKFMKtSCsJxc9mawICUnG+VJIqOtFiPlM3D7m3MIG0dGW9YhrImMtuY2Fhr5+2ilxUpZnNLam7y300CjQ1WQM6quHC6HDYFQBLs6+3fc16w4hKPjTI43CSFmkXPWkbGCkv6JjI7+Nk3dry72HtZz5cnraEIPYTqETWHUQxiIzxmsNFdIhRQzmgwE4UyEg8GAXjAqRmR0PNY2+bzXiHENUQFny77+L9ob6BgVUMtzIZkRwWOwziLJyiEcm8s2Vke/t95gOKP1GhlZO+Pg4Shz2SFb2PozbK9ldfTFGnu60zuE1df0+gqZlpB8/q0RhE3M00PhiGa7zPzm6osFksVGxx3CideHuiyEx2QCsxIZbXJsE44IbN0XLdpNGxltAVOU7B8sr5tGKGttGV7/l8e+e0eNrcfQKg8TOUj2PYTD4TCefPJJ9Pb2Ytq0aQCA4447Dk899RTa2toQiUTw5JNPwufzYfr06QCANWvWoK6uDkcffbTyOjNnzoTdbsdbb72lPOZrX/sa3O74xXDWrFnYuHEj2tvbs91cMoAx6i/AyOjM6NAJwFaojiolehN6CBtHRvtCiSKSJNuI5NaeWGS02iFcKpHRKQThbB3TZolfN4wjo4H0n0WHgTtWT7yHcObiKBB3k1d4pEO4+ANVSY8/hHBsYp9rZLSciKojo2WRhBBQ3scqGJ27slI7kCLyShZBxAVhay98dTMyWkMoHFEKHawUGS0XCq20Tf1NPLLfDafDjv2GRMd9ctLfX8jIaOkQHsXxJiHEJHKBc+p+9QCA7W19iosrX8gF16PHDgHQP7HUuSJjLqUztFwRhAeWINAfeANhZQyqF+ay6QdaTKSYYdRDuDdN78zBhr5/r+IKLZD4L4RQxdpm5hAeXV8Ot8MOfyiCnR0cK+VCn0GLpaok54JR8bKeigwF4WA4oszJG1RmBLNFw0IIvLQhKkqdOnk4bDabMiceaN93vXtTHe+sR99DGIiLw2Yjo/sC4bTJevq5vKnI6IB+P5IJwtFzQN+ODVC1Asioh7CxwKx2CJsxDOxo70MgHIHHaceoOuOevHI90Apr4GYcwtkmRMi46FMnR3t3Ky50i65Dkf4nY0F4/fr1qKqqgsfjwRVXXIElS5Zg8uTJAICnn34awWAQQ4cOhcfjweWXX44lS5ZgwoQJAKI9hhsbGzWv53Q6MWTIEDQ3NyuPGT58uOYx8t/yMUb4/X50dXVp/sjgQHH6qaqH5MWeEX7m0IsR7CFsnnBEKBPzeA/hNJHReewhLAWAoZXxybR0CG/e24uQBeN2JakqV10m4ndzQekh7NE7hOM/i+nE6B6lD7GZyGjz++FViYb2WO+QuEPYOpMleZ1wO+yaOKrcIqPjkwh5DgDW6yuUs0M49jwppJeCQ5iCsPYYtFnIjSvPn9bBFBmt6iEMAAcoDpT+FT+aVT2EAUZGE0LMI+cF44dVosrjREQA21rzd+0QQijXxmP2j4rOm/day5UXiQglMloW1iiR0QNMEOgP5IK6y2FThCCJ0l7GQnOFVDTHxIzhKodwTZlT6Zto1bFxMZCFHvrI6EK1c+nxhxCKXUf0zvR0OB127N8QLZ6zYoR9KWFUQB2PjNZ+7xUjgjP5kn9FhpHR6rWRCrdTuQZ1mTwPP9ndjZ0dXnicdpx4YDQuWlkrGWCR0XqxNXUPYRnHHl9TStff1RcMJ6zZprse6O83Uzykf0xSh3CKyOhMewgLIZTX0wvMY4dWwGm3oTcQTimyS+Q154CGSmVdTU/cIVz83xzpfE7mZgayS4jo7Avirc1tAIBTJzcByC7KmwwsMhaEJ06ciHXr1uGtt97ClVdeiQULFuDjjz8GAPzsZz9DR0cHli9fjnfeeQfXXXcdzj//fKxfvz7vG67nlltuQW1trfI3ZsyYfn9PYg1kJU+tyumnjvCzWtSoFdFPuKzwY1gqqKsxKxMcwsaVmuUpeuZm7hCOVeuqqjRH1ZWj3OVAIBzBtjbrLlKbcQj3V2R0tzcxWQCI9mwx606OR4Unr7xVql4zmOQo54lqsleRZTRMf6L0D65wwWaLD7AzrTYGAG8wseLZnYFbu9DoezwD5ooY9JHRSjSeRa+5agGUPYS1UVKpIrwKjZzIdXqD/VZEYyUiEZEQ2S8jxGTUVn+xWxdxOSo23mzvC7JoghCSEnWqlexll8++mt0q0WbKmDo47TZ4g2HlumUF2vsCSpHfsKpYD+Es0nQGK+q4aPXYG4iPoUslMrpFcQjHBWGbzcY+wgbE3bnRMU91gSOj5Zi33OVI6ThNhow/tWKEfSnhVQTh+LqnXIfQj0HNREZnOmdXX6M9TrvSss/s2qF0KJ544DBlH2Qamm+AJUQkREan+B1Wrutqh3AaEVW+XrnLoXyO6ZzaegHZzOeuf0xLkv3oThEZLYVHs9HE3mBYGcvoBWaXKhXKTIHJppaYwNqYXGCV21zstY5ObxD7YumPBzQkdwhXyR7CgbDpgr9XNrYgFBE4sLFKee1sorzJwCJjQdjtdmPChAk46qijcMstt+Dwww/HnXfeiU2bNuHuu+/GQw89hBkzZuDwww/Hz3/+cxx99NG45557AABNTU1oaWnRvF4oFEJbWxuampqUx+zZs0fzGPlv+RgjFi1ahM7OTuVv+/btme4aKUHU1UPqH4uRMYdwXyDM6lITJPQQ5sK/aeREzGmPR97ISjZ97Ig/RXRPrj2EG1QOYbvdhgklEBudUhDud4ewcWQ0EBfr/CkWpoQQyoJLpSfxNSTZRUYnio2yEtBKVf+dSSKzM602jj42UQR3qqo4M3XOS4QQ2NHel9fCICHiqQDlBgJ2aoewPjJaOoStueil7SHM3wX1Nd0q/XoDoYgmOWAw9AHqCYQg579yEr//0Ojkdks/C8LNsR7FsodwTZlLuQbuZGw0ISQFXV61IByLPczjNUte/8tdDlR5nBg7NLpoaqXYaOkuGlrpVsZNSg9hC41xrYo+OlhNKUVG+0NhJeVKLQgD2cWLDnT0kbLJXKH9/f6ZxkVLZPwpHcK5Idce1PNPmXamLw7wm3IIZ3bNkOsZ7liKmRyDm43alf2DT5scTwSVKWMDrSBIzqFlotDebn/S5D6j63o6EbVZ1cLGbA9c/edkpnhIrufIdZn0DuHEdbFMo4nlfjjsNo1ZQDJumCwwSX892RxLjhqfQmCtSbJ2W2jkWG14jSdlAqE6HcRsAZj87p2q+u6pXeg00Q1Osu4hLIlEIvD7/ejri7rQ7HbtSzocDkQi0QvftGnT0NHRgXfffVe5/+WXX0YkEsFXvvIV5TGrVq1CMBj/Mi5btgwTJ05EfX190u3weDyoqanR/JGBT28gnLAoCEQnlo3VUYGMfd3SI0Vz2QukFCKjn35nOxa/ta3Ym6FMxCo9TqVSWwrCPf6QpmrLF8pvZLQQQhGE1Q5hADhweHSg9Nme4k28IhGB7SkcynGBPPGnKNsIbbN0pYh79jhldFFqp6f8aM0JwplHRqsF4YpY9a+VHMJdSQXh7COj1YN+m82Wc2HAv9btwgm/ewV/fW1zVs83IhgWSv8kWdUMAG6HLXZ/ivMmdh7I87vO4pHR2h7C1tzGQqKeKPqCkYyKHvoL/e/1vkEQG93Zl+hUkdXO/SkIB8MRtHRHCwFk1CnA2GhCiDmUnnhlLiXVIJ8O4TZdj08pOufzPXKlxSAmWIob3gEmCPQHaoewnlKKjN4b+y11O+yor9DOI+gQTqRd97knc4X2+/tXJhcpUqHu+0myR363KzWR0fF5d1i97pSiVZlESSAzLQjHXjM2j61JkopnxM4OLzbs6oLNBpxycLyNZDwyemA5hKVQt9+QCjjsNkREvNWbHikIq6/rcRHVeP69J3YNbaz2mO6BqxeMzRQCyHNuv1iBmVFMczgilDWDfDiEFeNGmTMhCQOIF5hsNpE4kIlDuNgpmWbiooGosUC2VjBTFOQPhbFyY9SYqRaEpTEhHBE0hA1SMhKEFy1ahFWrVmHr1q1Yv349Fi1ahJUrV2L+/PmYNGkSJkyYgMsvvxxvv/02Nm3ahN///vdYtmwZvv71rwMADj74YMyePRvf+9738Pbbb+ONN97A1VdfjXnz5mHkyJEAgAsuuAButxsLFy7Ehg0b8NRTT+HOO+/Eddddl/edJ6VPl6qHpUdX/cYFOvPIBWUZv1HsH8N0+IJhLPrHevx0yUdFnywqscGqgbkcHAuhrdqSgy6jSs1sIpK7/SFFMB2qq9iVfYQ/z+Mi0K+f+xg3P/+x6cf/YflnOPHWV5SKND1eA1eoxKU4pvNfreYLhpXjbFTF6DERGa2egBs5nCXZVL0auU8rLbjIk9whnEVktIEgDOQeHf7x7i4AwKe78+eUVy9Ylrnj3+WMegjHhORa6RC26DVX7RD2BSODIo44FfqJtBV69urd5cX+TSwEsoBCfe2R4sr2tr5+i5jf2+2HENHejerfXHWbEkIISYbaQTM+A4eLWZRF5UoZpW+9mNY9SkxwPNlIjqMpCKdH/v4ZCXPx8bf1F3alqNBY40lY8K9nX8ME2uXnHjs2Sg/JAn3WqQoRzGDFa1EpYhwZbewWTFV4L4k7hM2dRz5d2p0iRJqYxy7bEI2LPnpsPRqq4td/pb3WALv+96gEUtkeQbp61QghlEh2TWR0bI0gmYi6x9AhnEYQ1gnGmURGj4sV3hpFX6vXC/Q9f4H471W7yQL4riSt3STjG8yPn+RjUoms8XTH4v52yoIZOadNhs1mU9aezRQFrd7Uit5AGI3VHhw+uk65vczlUF5nMCSMkUQyEoRbWlpw0UUXYeLEiZgxYwbWrl2LF198EaeeeipcLheWLl2KYcOG4ayzzsKUKVPw2GOP4dFHH8Xpp5+uvMbixYsxadIkzJgxA6effjpOOOEE3H///cr9tbW1eOmll7BlyxYcddRR+NGPfoQbb7wRl112Wf72mgwY1LGv+snE6PqouMkFuvTIBYSxschFqzuEW3sDSgXkln3FrTSN95GND348TjtcMbdgt0ZQicXF5ikyui0mRlS6E/v5HJjnyOguXxAPvL4Ff31ti2mX6mex9163vd3wfrnw43GmOB79IEDJ64bdFhda1ZiJjO7zx128Dnti5aJE6YuTweeqCOVqh7AF+4Klj4zOxCEci8ByaT8PlwnXbSrkYlI+I4DkeWG3xc9TQFXEkLKHsD4yOpbK0Be0ZFSPfpLRM8irR/W9mawgvuqLCawSZd2fdHijx71O5SpqrPagwu1ARADb+6kQcHdnvN+hXXXdl+PNnR0cbxJCkqPpIdwoHXO9efv9l33gpGgzXumtbh1XnoybVKcsKD2ELVT0aFVSCXPlWRRkFgspKjTp4qIBde9Ma69HFAohREKkrOwhWahxeaqocjNIgWNvt7/osayljFFktMdpV+J81Ws0evHWiEyvGX5d2p0iRJr4TJd9khhZC8TXxQZaD2H5WVR5nEoBlJGY2hsIK2sHQ4wcwml6CA+vKTMd3a0XjM0UD8nHHJBCEJbvW+ayG67r1WfoEO5WpakYoUTQpzG+dPQFFFd2qp68ZgX1/saMeC2RRUFmBGFpzpk5ebhm/gpkHudNBhbJcy4NePDBB1Pef+CBB+LZZ59N+ZghQ4bg8ccfT/mYKVOm4LXXXstk08ggRbp1jH4s6BA2j6w2VhzCFh+ot6lcWVv39eGosUOKti09BoKwzWZDdZkLbb0BrSBsIjI6k7gcufCvj4sG4g7hzXt7EQpH4HTk1iFAPeHsC4RTxiSrHwck76soB/6GDuHY8Qj2g9NLXjeqy1wJgyLA3Gdhpn8woIpByqDq1WfkEJY9hAvUK8oM6RzCZquNo49N4xDOWhAOarY1H3hVE2x1IVJGDuFYtbas/g2EI/AGw5qKbyuQIAj7Q5rq5cGGvnLYCoKwfnJtBddyf2PkELbZbDigoRIbdnVhy95eU5PpTJGV/SNqtQvYHG8SQsygnrcOr/XAboum/ezt9qPRQBjLlHZ9ZHSjjIy2jitPcYZWqyOjo2MiOoTTk0qYs2KaUDLUYoYe9hDW0uULKYXwshBOftYFi4w2iLTNhJoyFxqrPWjp9mPz3l4cMaYuj1s3ePAaREbbbDZUepzo9AZ1grBMpUq+BlSZYWS0P6gtbI5H7aY+Dzv7gnhrcxsA4NTJTZr74u21rH/dygS5dlblccZ+3zsNxVT5u13msmvWfoakSUpoVl1DW2L/n76HsPb+TBzC+zfEizrCEaExRMQjno0FXPl71e0PIRCKKGsmybczbvoyYlzMIbyr04e+QCjp+olMJBhRW5ZyzU6ex/5QBL5gOGURRX9iNjIaiBUFdaZvJxeJCCw36B8sGVLpxo52LxM5Bik59xAmpJjIKp5qgziJUYzwM02H4hCOCsJWdwjvUzmgtrUWd5FDDpKqdIMMGT3Srek5md+euXLhf2ilJ+G+UXXlKHc5EAhHsC1FH1+zGFWcpkM+bldH4uAXMO6VK+lPh7D8TIwibYB4pWoqYS/uDE89YMwmMlqeU2UGDuFCTfzN0JkkzkepNg6GTbte+oLGgrArC+e80TammyBlQrLz1mWi37E/qI2MLnc5lHPdbIxSIdH3hLJ6sVB/o68cTtYLqpAMTodwdJ/rdH0H+7uP8O7O6HiyqbZcczsTaQgZnHy0sxPfvv9NXPX4e2kfG4wVfgHRRU6P04ExsULcL1LEHu7t9uO/nnwf731pnLajRi/ayFjF5i5fXsePoXAE//PP9fjXup0ZP3ePgUO4jJHRpkndQ7h0IqObUwjC7CGsRQpG6kQwue7gD0UQKkA7F336QDbk0jddCIFf/d/H+OuqzVm/fyFZubEFVz/+Xt5Flj6l3ZZ2DUOeD1ojQnqHcMaR0brXjEftpp4fvrKxBaGIwIGNVQlOTdlKTb72QKEnVsRf6XEqSQhG/XfldW6I7rs1JI1zsyX2WsNrPKYdwvqkKzOCsCxCUPdC3tej3Y+42cJ4ba2mzAWpH5v5TsTbaxgLzPWVbuX4pOojbNZxW+1xQtb4m+mH3R+EwhFlXTtdZDQQN4ukG9t9sKMDLd1+VLodOG780IT76ypKI5HjP+t3Y9E/Psy5fVkwHMH1z3yAZ97Zbvo5/1q3E9c+tU5J+htIUBAmJY264bweLtCZRy6uSkHYF4xY+oKncQi3FteRI3+E9UJWXBA2iO4xiFLxZNErVYoR+v7BAGC323Dg8PzFRqsHG2YrzxWHcJIYzdQCeW5RwanoShNDY6aHcK9BDx8jyrKIQTISHOVEz0qLPJ2xwb/eISyrjYUwv999SfpJuxWRNbs4RUUQzqOQKfdJP8H2mCjq8Ie11do2my3eR9iClZk9/uhxkwUrjIzWO4SLL74Oxh7CcqGgrlz72ycXmTb3kyCc3iHM8SYhg4lwRGDN5la8vy29WKv+/ZBjOrlImWpB8/5Vm/DPdbvwl1c3pX0PvXu0tsKFhliK0JY89u58/Yt9+NubX+J/lnyUccGeUQ9h9Vg5ErFe+wwrkcohXEqR0WoxQ4/cNzqEo7QpvcHjn7mmb2wB0qPi6QPGc2cz5NI3fWeHFw+9sQW3/OeTknCS3rtyE577cDeWf9KS19eV6wD6dSelp7TqXFCKkPMYGR2fA8ccwiajdtdt7wAAnHTQsIT7slkrKQXikdEO5TrXbOQQNvh+q//tC0YUUVZNsyp233QPYZ1wa2ZdSabiVXmcSi9kvdNZ3Q7DCLvdFi/0MSMI+1ILzAAwMZaGmKpYTo6t0gmsdrtN+Q4Vq/h9e7sXwbBAmcuOkbrCYyPi3/nUn+GHOzoBANPGDzWM8x6Sple1FQiFI1i0ZD2eeHs71mxqzem13t3Wjmfe3YE7ln1m+jl3Lv8cS97fmfN7WxEKwqSkSdVwXh3hZ8XejFYhHBGKaDK6vkKpjsqnoy7ftFrIIazuD6Km2pNYqedPEZHsdqR3peqRC/9DDSKjAWBCLCrusz259w5TTzDMVvDLxzV3+Qyrl30pHcKZHw+zxK8bSRzCiiCcqodwfJCfCsUhnEGBhdFxqcgw0qkQJIuMVm+3mYlGOCKUz1kvsEshMvsewtIhnMfI6IBxIYPiEA4l/73xG/TNrosdv06LOYSD4YgyOZcCmJUc6sVAP0m0QjWtPMfldWtfCUdG3/KfT3DF/76bVhCQInhyh3D/9MvcnaTnoUykaesNpJ2YE0IGDukcPGrkOKTK41TauIyLXbOSCSRCCLwUi/qTBSmpiLtH49fGcTmIMMn4Iubw6/aH8ObmzBbIjKKC1ePGTFrnDEYUp2aKyGgj8cBqyPO5qdbAIZymd+Zgo93AFe522pWi2Z4CFAsbidKZYqYAJhlyrBsRwNYir/2YQYp1+S4c7UvSYkkmlqnnaYqbN1VktFJwnln6m9JDuFyKaKnPQfl9l6kYauR82spmlGzoUbUXG644hJMLwvoin0p3PEVMP8YQQuh6CCcaUYyQ81g5j8nEIVzhjvdC1o9H0jl6gcyu62Ze7+RJ0eIC2R/XiEx68sr3KpZDWCYnjGuoMmxpp0eJe08z75TH2yiNAyiNHsLvbGtXfgP0yWiZIs/dllj0eTqEENgde46ZcXipQUGYlDSpnH6j6qILdL2BsHIBIYl0+4KQenl9hbvo1VFmUMd0btnXW1TBv9eghzAAw4FZPGYnP5HRMq5liEFkNBDvI/xZXhzC8fPB7EKDfFw4IrCnO3FC5NVNKtS4HNGBUP9ERsd7CBshxbpUi1JxZ3hqh7B8rUyqmb0Gblk50euzkNiQTBC2223KOW6uN018n/IdGd3hjV4regPhvEWqGfV4BuJuZn+K9wnoeggD8QWeXAe4+UY9wZCTiGJNkqyCjNqSArklHMKx80aKoaW6gCqEwEOvb8ELG5rTChdKD+EkgvDWfcbJIaFwBLe+8CmWvL8jq21MtoBdU+ZSroPJEjEIIQMPWZSSzMGjxijVSunxm0Qg+bylB9tiSUhGUZN62g3EwvHDUovO2aBOYXjp42bTzwuGI0rRknpxUj0PYGx0ajr6EkV/iRyX9looTSgZe7qjv6fqXtISZVzM9RsA8ZYyejG2KnYtKUR6T3uSWNtMGJfDtUi9LpWNoFxI1GJdvgtH+5IklFUauAX14q0RshjHbAKZT9f6yKwzVX7fjRIB4mslA6sYSG0akb93LYaR0bINjva7ZbPZlDGG3r3Z5Q0p61TDqj3Kmla69Vv5Ocl5jJk1PXURgiJs69b1lDX5JA5hIP6bZea6ns5xDMR7Ua/Z1Jq03WFGgnC5uXO5v9gcK2Y2ExcNxK//3WnWBlOligDxa7qVHcIvbYiL/rl+PvLaHI4ItPakH1d3+0PKuNTMOLzUoCBMSppUTr8ylwPDqqODDi7QJUdOMirdDriddmVR08p9hNWR0V2+UFEnjNKxqReEqw2qzFJFRktBOBwRpqqVgPjCf0MSh/BBscjoL7Lo1aOnR+MQNjdpUC/q7DL4DqaaqLiziNA2S3xRLk1kdIpFqT7lc0/tEPYoPYQjpgsXjIRyOfHrC4YtE6fXlUQQBuJVi6YqT2P7a7PFj70kl8IAXzCsmVzmS8xM5mx3STdzinNWTt7U+ylFLatF48njVeayK5O4dJOOgY5Mzth/qHnx1RsI41f/9zHWbm3rl22Si8NSWDAzuUnFxuZuvL2lf7Y1Fb5gRImGN4pUU9OR5NojBeHmLp9hxfTT7+zAn1duwq+f+ySrbUzlaFKn0hBCBgdVHqcyTknnrpC/H+oFzrhjznicrna+7O1J72aQ26AWbXJx5SVD3QN0+cctpse3LbFFZJfDptlGh92mjPspCCdHCGGqh3ApOIT3pPg9HcIewhriYqyuRY+BK7TftiGPDuGtrb0ZF+mqk+uy6UFcSLq8IWX+mW+RJVlktIzWVReDxMXb5Ev+8nV8wYip9Sfp4pXrG/L3LN0cW37fjVyKikN4gF37ZaFGlcepXOcMI6OTfL8BVQqJ7jySr1Nf4UKZy6ES5tM5hKP3DzfpEI5EhPKbrBGEkzqEkxslMukNr4yXUrzeAQ2VmNBYhVBEYOXGxGj2YDiCL2MFdWZE1hqT/bD7i00t0TGaGfEaMB8ZLY+3vuBAYvVEDiEEln0SLzzM9fNRfwfTrTcA2nPdzONLDQrCpKRJJ+xwgS498ejF6I+B2Uq/YtKq+8EqZnSQ4hBO2kM4fhx9KXq5uFWDdbPxuK09qSu+DmyMOoQ378184qVHPdjwBsy9lnpBYqdBb0WvjNA2dAjnFhWcCvOR0al6CMvP3VwP4XSvp0Y98JbISb8QmcVP9yfJHMKAuidR+kUKJYrI5YDNpo3IySUyWl/Ukq8BfjJnu3QIp+whLCfSBpHRVnNC9CiVzS6lwGWw9xCW59D+MeFR/1tkxPJP9uChN7bgthc29ss2yfNGTiDNbFMqLn1kLebdvyYvhUSZoP6tTBfJJOPV9T2E6yrcyu+hflzgDYRx54pov6BsrgXhSNzxoe8hDMRTadhHmJDBg80W74uXbuFfXnfUPfHkIuXODq+hiPeSShA242ZQomUrEwXhfDqE1Y7m5i4f1u/sNPU8eQ1trC5LiEQsd2WeqDPY8AbDylzCaO5XkUExZjHp8YeUgurG6kTHYH2sT603GC4Jcbu/SRbXbDYyNFeEEHGXcg4O4VF15fA47QiGRcZjJY1DeJ+1HcLSDQvkP4Y1aWS02yCZzoRDWG1oMFOMo/QQ1juEU4yrIxGhFAMZC8ID89rfo0oRHB5LQuj0BhP2M1UcuzK+0J1H+tYL8ehukw5hRRBOfe1QnxMV7riwnWkPYUDVG96MIGzi9QDgtMnDAWjHSpIv2/oQighUuB0JrX6MqDYpqvcXipu50ZwgLNcG0/WQjzuEjY+l/Fystg4l2binG9vb4r8XuX4+ape+Gcev+jEtFIQJifLch7vwwfaOYm+GYbW1mtH10T4VXKBLjnTayEgSKe6k6wVSTOSCt9SOZJxaMehJEhlt5BCOC0kGkdGO+G1mhcNWpYewcWT0qLpylLscCIQj2JrjMVJXH5vtC6veDyOXvs8gGlni6UeHcNrIaJcJQTjJ565H7Qb3m4xCUo6LagJX7nIo57sV+rgKIVIKwhWKIGw+iqjcQFzPJTI6QRDO0wA/qSDsjH5AqcRrv0G1trz2Wi2VQZ5n1WVOpQq128KtBAqBvHbsPzQ6tjBTTSuvff1VuNSuCMJRYaHbF8q6D1cgFMHODi8iAli6fnfettEM6jFHi0GLATUyCl7fQxhQ9xHWHu9HVm9VJnXBsMj4mtLa40coImC3AcMMfnM53iRkcKIscqZ1CCcWMQ+tdKO23AUhEq9Ze7p8+GB7B2y2eNFpKndCJCKUOZ1aLJSi8+Z9vaYTiFLR6Q0qLWtOPLABgDbOLxVyMa3RIDZUjnkpACZHjjncTnuCIASox97FnyekQooJ1R6n4TxK7by3WnpOMUgW12zWIZYrXb6Qcu0wGneZxW63KWO0TAtU1Osp+Sxu6Q/URY35dgh7M4iMluPcVIKwx2lX1hfMXDd8urUsRYhMMYdt7Q0gFBGw2aCkN6qJC8IDLDJa1UO4ptypHDO9mKp8vw0E4WQiarNeEDZp6JFC6/Bacw5heb/NFv3MZQGPfizSnaKNoySTXrWp2kKqOTUmCL+6cW/C3FemoowbVmmqJ69ZUb2/kIUu4xrMRUbL73y6dUEZSZ6smEde063aQ3iZbnyZ61pUpg7hTB9falAQJhnzRUs3rn78ffzgyfeLvSmG/ZjUxB3CXKBLRrwXUcwhHPsxtJo4oUb2bTywMR49VCzU/UHUGMWOpKrUlBNfwLz4JZ0CQ5M4hO12Gw5UYqNz6yNs1JMmFfrHGArCKXoqxx3C+Y9HTnfdkO7NVJ+DrMYzWpBR43LYIMegZp29iuCoem2bzRaPYU5TCVgIegNhZXHAWBA271JIVu0MxAslsnEI6ysd8zXA9yVxtrsd6c8bv0EP4TqlV5q1BuLqqCvpaLJCMUIx0TuE1e0LkiEXhlq6/f1S/d4ZO2/2G1IBZ+xik23sk/ocLLwgbN4hrPQQNrj2KIKwysHW2RfEvSu/0DwuU9Fhd2fc2eZ0JP5mMZGGkMGJ2RhEI8eLzWZTinlk/ziJjIs+Ykyd4hhJ5WboTiLajK6vgNthRyAUMWzfkiky3np4jQdzjxyl2dZ0KLH7Bm6dcvfAdInlE9kjekiFOyFRB8isGLOYKPGxBmkbgNZ5b9UYy0LSZuD8B8z3kMwVKUZVuh0pxUUzxPumZybqqoWuTS09pmPqi4Fa8Mu3yCJFRn0xvVFxgF68NcJms6Eig2Kc+NpN9DmyuL43EE6aRiePx9BKj7K+oyaezGbt61amyLWiKo8TNpstHres+x1v163FqpFpCW26NY0WRRCOCrQ1Jgw9kYhQ5vEjTEZGKxHlsRS3ZL2Q5fezOkXEcya9aru9ieMlIw4fXYfGag96/CG8uVnb7kheY8Y1mHPcFjMls603oFznTfcQloJwGhNXqoID9e1W7SEs3d+TmqLJl7ma1tTXZzOOX/Xj2UOYEACf7I4KS/ofgmLQmebHIh7hxwW6ZCgLq3qHsIUFYRmVfNTYegDA1iJGByXvIZwY3SPdgUaTKZst3j/LTL9UdR+poUl6CAPxKrNcHcK9GoeweZFPYrQIJSceBe8hnOa6YWZi0qeq+kyFzWbLOArJm6RHrVzo6bVA5b+89roddsOJZiYuBa+BI1oS/05kPvHXC6z5uqYlm2C70jiEIxGhfLc1kdEV1oyM7vYbCMIWTo7IhmA4gnPufh3XPrUu7WOFECqHcMyN60/vxlWLm/1RnCYdwkMq3cpiYasJodoI9cLVp83dSfta9gfq30p99byeTl2yiRojh/B9qzahyxfCxOHVSvFVptfR3Sn6HQIsQCRksGJ2MS3uoNGOG8fJSOcW7VxGiqynTW5SLSQnvzbK63el26EZYzjsNuzfEE0w+CIP13QZFz1+WBVOntgIh92GjXu6sc1Ece4eE7Gh7CGcnFTRokC8GNMbDCOSBzd4fyEjdYcbOMUlyaJSByPxyE9dZHSBHMLpzrtMyLanubposDcQTpskU0zU1+l8z+28yrqTThBWCnfj10+fCYcwAFQo51H6a298LSs6B1YLgMn6CMvj0VRr/H33DFCHsFJYHTtG8ndP7zJUCn2MHMJJRFT5Gk2KQzheuJ1MmO8JhCDrKJoUh3Dqa4c+xU2JjO7W7oOZiOe4Qzj9dyL+eqnX2ex2G2bK2OgNzZr7ZK9xsz1546J64ddj5Hx7VF15gvs/GUoRSIrPMBr3n7zgAFCdY30By40bdnd6sX5nJ2w24OtTowWIuaznCSF0kdGZCcKtvf5+aWdYTCgIW5xwRGDp+t2WyiuX1TbeYDgv0VO5YL6HMBfoktGu9OKLHkOr9xD2BcPK4GTqfjFBuIiR0XISVqEbmMcjo6PHMawSg8qcxpdeTwbxuF3eEEKx71+yii8AaIhFW+Za9aWeYJjrMaNzCBv2EE7lmI6L4/muAk4XQ2Oqh3DseOh7RxuRaRRSXxKBVE78rVD5L3t41pS7cnYp9CWpdgZyi4zu6K8ewkk+H+lmTnbeqAs9NJHR5dbs3aKeyFZ5rN9KIBu2tfbigx2d+Ne6nWknQX0qV/zo+nI4Ym5cOZFPhnrivz3PxWm+YFi5jtZVuJW0iGz7COv35T8fNSd5ZP5RR0ClmqD5VD0U6wwmt4ogHBMn9nT58PAbWwAA18+aqEovyOxcbu6M/oYZ9Q8GGBlNyGAlHrdnrneffsFUEUhUDuFuXxCrN+0DEI1ElMJZSkE4iYtQ/R6b8tAbXi5cjh9WhboKN47dfwgAcy5hxRlq5BCOCQyMjE5OPNXLeP4ix95CmE8lKgbNnckLAyTSGddusbFxMVDWanSfe1WBeginc5hlgkxEyNwhrN3HfFzL+gu1i6yjL5DX9VIlVctlHBnd4zdIpnOmEYTdshgn/Xkki2Dla7oc8fj6ZPNseTxkH109cl3MytesTAmEIsq8X35P4+5a7e+4LLgwKnKV8xy901we08bYa6rboCVL85JjEI/TrryX2cho+RnLz7CjT9sLWWnjmMIhXK8UwKeeowohlNdL1t5NjYyNXv7JHs1cXkYwj28057hV0h2L0ENYHW9tFjOR0V7VnDnZ9VueYxFRvLjsZCyPjSuP3K9eMTnlso3tfUHNelyzqR7C8e+rEMBeCxcjZQMFYYvz8qct+P7i93DT858Ue1MUNqkq+oodHykv2LVJqofUC3RWjpYpJp26qqHaIlZHmUEudLsddhw6shYATFWl9xfJIqP1DmG1iyxZpWYmrtjWWGx2tcepcQLoUarxchSE1ZNNM4s1Rg5h/XfQnyR6F4gfCyD/sdHd6SKjY9uTquevrMarSOMQBlQTHZOuB/m4crf2J1pxCFsgtjfeP9h4/8sziIyWgpZRZLQrh8joTn1kdJ4G+D6DSG8g/baqzyejHsKyL6pVkIsK1R6nqvLcmr8L2SLPYzOTIHm/y2FDhduhTGzltTgZ6olEvsVCObm326Kfk0yLaEuzTcnQO3EKGRutdQgn335ZOOG02wwLcvQO4TtXfA5fMIKjx9ZjxsGNynPMOCHU7FYcDsYLWqNiBYhtvQHL928khOQPsw7hZMWIRgLJq5/tRTAsMK6hEhMaq5RF2FSCcCrRJi465z5fUmIYY9t92iExd44ZQTiFM7TcTYdwOlKJ/oB2PmWF4tFk7OlKXhggsXqMZSFJ9t2OCwL9+1kr510Sh1kmKMUpOTiEo8+3siAcv05HRP5MFpGIUDk29ZHR2rGtEEKZr3pSREYD8euGmWuGLG5Xv2bcTJLaIZwsIj7TJLVSQL1WI93cw2X/3U61wCSy6iG8R+cQdjvtyueYzKmtiLblLqU41h+KpCxYUCKjY+ebuhey2mmZkUM4zTXdrxLTUwnMkuPGD0Wl24E9XX58uLMTQPS4ftGSYWR0udbMU0g2qQrtzGKmh3ybat08WZs7t9OO6thrWa1Fw0tKUs7wuIM7h+upfgxtxnSpF40HWh9hCsIW58u2qJskHz1/8oU6QrCYgnAkIlTCTmqHcI8/ZOmeuMVEX3UqL7ZWPV6yb+6QSrcSgdbeF0wQfwpFj+IU1QvCclAR/Y6o3aH5EYRjg8cUcdGAaiCZY+SWOo7EzGKNfExDbPt6A2HNOaV2TBsKwg61IJzfaA71gNgIU5HRqr4w6cg4MjpJlHZlBiJrfxMXhI2PoRRdvCaEkZQ9hGOfRTArh7AuMjpfDuEkFdeeNN9feT457DZND1J5DK3sEB6oPYTV16R0LhR1tbLNZlNN0pM/LxwRmli7HW35dQi3q3rp2u02DK2MLjZkGxktfyeOGlsPh92GDbu6ClZwpZ6A7+3xJ12gkN/r2iTpBDLOu6MviPe+bMdTa7cDAH4yZ1K0V1qWSQtyASeZQ7i23KUsXBglYhBCBib1SRw8euIOYePI6M17e5XCSem2PTUmtsqF9FRuhrYUsYBSvM2Hq04dGQ3E3TnvbG1Lu5iYsofwABQF8o0iHCQR5ux2m3Icrey01osZRrCHcJRIJB75qf/cZbFmfxcKy/lJMmd6JsiivbbeQEZiv7x+joxdCzMVlAuJXnTIVx9htYNWHxkt1wjkPC0YFpDD6HQO4coMIqN9Bulu8jctmZCmCMLJHMIDMDJafg4ep12Z88fjluO/493+eOKfcQ9huY6nPbZGRTVyrp5sDVeug1SXOTVrLqmKWPVrNOo+wmphTBnfpHD0mu0hrC521q+vGuFxOjB9YiMAYNnH0WSrtt4AOr1B2Gzxa046lMKGIqShxQXhzB3Cqb63co2ivtJ4zixJdp4Vky5fEG9ubgUQHWfm4/OR56xcszMj7rbonmOl5N58QEHY4sgLZjEqVYyIRISm50cx+wn2BkLKQCeZsFPmciiRuYzxM6ZD6cWncwgXIS7DDK2qKroKtxONsWq7bW3FmRikcwjLwZccQLsddiVqVE+8X2r6Ablc8B+aJr5JDi6zjRCV9GTcQzj6+LoKtyIK71QVtqgXfFL1EAby30c4XdS820RktDweyart1Ci9cUzuR9IewrHJnxVEua40gnB5RpHR2v40atyxfp9m+mrrkRMiOf7NV4W28vkkcQhHBAzFLHk+qYsdALVDOGipJAtND2FPYk/0gYD6dy7doqM+WWCIEs+cfIG+VSds5jsyukMnAAzJOTI6+rzxwyrx1XHRGNBCxUarP4twRGBfj/FxlQuTtUkWJsvdDmXB8MdPf4BwROCUSY04JhZrmkl/czXxHsLlSR/D2GhCBh/yupsuBjHZ2HPs0Ao47Tb0BcJo7vIhGI7g5U9bAERdEUDyqEk1HUn6jALZu/L0hMIRpUhIisyj6ytw8IgaRASw4pPULuEWXcylGk8JCJnFxkwvVyVNyMJJFXExI3kP4XwVNJc6Xb6gst6lb5NRVaB5YT57CFd6nEphnTomPx1SBJDtwqztENaOX/PlclfPqfUir94tqC5qT+cQziQy2iiGOi7UpBGEk3zfpeN0IBUDyeuvusey/N3bo3IIy3Ojwu0wXA8zElFD4YgSW6s+pul64KpFW4/TDrkcmeo316sIwvH9kOMR+blGIkJZM0jV81deP3oD4ZSfdVy4jhY7m0EWpsliOpmGMqqu3LAlmRFy24vRNjEeGZ25QziVTpSqUFCNLPaxUiLHyo3RpJzxwyoxblhVfG09h89HjqEnj6wBkBh9rieiKuyXz0mVYlaKUBC2OHIQXEzhVc3uLp/GHZhrfGQkIrCxuTurBuZyYOh22DXxm3rkoFMdz0HiyAUEpYdweerqsmKjCKExkVG6gYrRRzgcEfG424QewvFKzUjEXGxPuh6kaqQIMaQy+WQaiB+nXH/gNZHRGfQQrnA7MKouuoCudk2pX8Po++uw25SBaj4dwqFwRJlQVSeLjDYhCEsxodKUQzjbyOgkPYQtIAincwhn0kNYuogr0vSSzhQpHI2ITVzyVfGZLOrclaaIQU7O9dcAOUgPhCKWikrU9BCW1zOLjEXyhcYhnDbuUxuHJd24qYRkfeXp9rb8CoXtOnFUFt+0JhFTzb5efYUbpx82AgDwnwLFRusntMmiUeX3ui5FLNkBMaFi875e2GzR3sGS+GJ5fh3CQDyVZkeehX9CiHWJxyCaT5lQ43LYsd/QaDHJppZevLW5Dd2+EBqq3DhiTFT8aDJw5OiR75/KIbyvx5/T/G57uxfBsECZy46RquKY03SLsUb0+kPKorFR9L7ibB1ALrF8I90+Q1I4NTMpyCwWSk9ROoTTIve/2uPUFEsD5npI5oN0zvRMifc0N1+gIseIR4ypAwCNQcVKhCMCe2NjcFmcmK9zWKaTlbscCUKZ3i0u3bY2m/E6i5qcI6PTmElkskWyyGjZ+izfBoBiIufL6nUi+TsuWycA2nmXEbKXeltfQCkab+0NICKia2VDq1SCcJoeuErbiljCUoWJ5LleXWQ0kCgI9wRCkPXsqRzCNWVOxRSTKhWt05teXNZz8sRGOO02fLanB1v39SppKJkIrOkKG/qLQCiCbbEEsawiowPhpIYCs/3flXGshQqwXtoQLUg/dXITgPh1xh+KpExxTEVzZ/RadFBjtcrxm3zNZF9vtLDfbgMOiQnCjIwmBUVeLK3iytFHTeXas+RPL3+OWX9chX+u25nxc9XRW6kiEGSkSp+FFtqthBIDFBtwFOvH0CyyN6J0xo6NLaJszUNfrExRO4z0DmF5HIWIDqa8BhE7ejKJjG6LCeMNaSKj8zWhVseRZNJDuMzlwMiYIKyOvo/HItuTVv+ZcepmivpamlwQTj8xSRYVboSsojW7H0o1pkv72pVZChn9gTq21Yj4JMN8ZLRRBWc8MjrzoiG56DlmSPQakW+HcJlO2FU7f40EbGUSrZuYV7gdcDnST5AKjVLd7HHGI/AtUIyQT9QL4+njPrXV3kNM9EKSIqKcSOfbIdzp1Vb+yoWBbK/3cuJYX+nGaZObYLcBH+zoLIjAqR/nJivi69KlmhghC8UA4OtHjMLBI2qUfyvR+xmcy0KIlFGnEjqECRl8mI5B9MXnrXpkj7tNe3uUyMMZk4Yri6fSBZTKzaBcvw3Ewuoyl5KotDkHZ90mVU8+9dhdunNWfb436RxBLh5Xuh2G7VbignDxx7hWJV0PYSD+G2dVp3XUcZO+h7Bcl7DSuLgYKIKRwWdupodkPjBz3mWCUd/0dMix39T96gBEU8eseI7LZCC7DZgwvBpA/s7hvqAUGRPny1J47FYE4VgRstOecp1U/dw+M5HRocT1LH0qnp6WtJHRA88hLIs0KjXO2uhv8J4unyLgpRPs5O2BUNzQIH9Lh1V5NKmD6RzC+qSrchNpEl6Dtl5Nqv2Ivm7MpOW0p1zntNlsptYl07WENKK2woWvxJKtln28J6sI5nS9sPuLL9t6EY4IVLodKVMz9MjrQDgikq4xtptMdzA7ji0UgVAEr27cCwA4LdY6pdrjVFL/stXGZDHG8NoyVYR7coFXisUNVR6MqovO8ZMVrJcqFIQtjuIQDoSyctHmG/0kMhe3UCQilN5uG5u7M36+mV4FQFyYMNPLcjAiHcK15drIaMs6hHulQzj6g7l/g3QIF14QliKpw25LEHk8Trsi8nT7QooYpBeR1GTVQzjdD3zs/i5fKCenrbr62MwETD6m3KVyCKsEYb/BhEKPdIfm0yEsB8mVboemj6saUz2EA8knZXoymegIEXedl7n1wqF5kbW/yadDOFUP4bhDOPNJopyA7ycF4Xz1EE7S41l+34FkDmEpCGufZ7PZlOuvlRa+utUO4dhiQSCHqkwroi4SSBf3qZ+gmolnlpMGuYDV0RfMawsQvVtWbtO+HHsI11e4MKzag2MPiE6uXyhAbLTewa/usaVGFqOkdAjHxgUuhw3XzjxIc1827qm23oBS5JFqATvuEKYgTMhgQbZ9UDt4jEg1bx3fGBdIpMtWLoIB0bGWHJvuTXJtTBfrmo/YaBnxOk63yHrIyBqMqiuHLxjB61/sM3yudFUkc4n9f/b+PEySq7wSxk/kXln70lXV+6ZWS91a0QICgZCEBBgzgLfBYBh7GGMYMGPDx++Dzx4GjxewPV6wB2MYw4BtPPaMbbAHg5BABgm0SwikbnW31PtWVV1rZuWeGfH7I+K9cTPy3hs3IiOrslt5nkcPdFVWZmQsd3nPe86hsflSIgWixpKG/SMr8ndpA99isYpaw4JhABsG5cXvnkLYhqrRg8imTl/rJYUdfRjsCjgW8Za028f72bkIYjm9VqBxbmIgjQ3UpBmR6k7VQM03B1iW5bpS+eQH8++nsy6usHqWwDJaUDus1BtsnyRyhuDfSzda62IA1Qj55ifaP5RrJiMdaXwbkcXgJOOsPkivpQZV71yqug72z12FMOAKDVR1PVGsl5shXGn6vCGJ0IIHPbuqPTdTMgcghAHgritdpxJyEAiiuKVmvVKtsaZq9aOcXbRf8wYPvtlA5hKh6+7QbQrhR44tIF+pY8NgGtdtGQEAxGIGe57CijzIrn1qKM0aVFQusuxZG8o0NXRcSugRwl0O6gq0LJsUXm94F27tWEY/fWaZZbKFsbqhyWJQURQELg7rpPVCvWGy80gTtGv70l15lgSyjKZNCSmBTq6DZTSfI+udwA3DcFV15ToqgswVL1IB7HG9xLgMw31J1k0VNofJsqymzaaO2p63jHYVwu4EWqqKbXd5pBPh7YJl8C6GhZ+bVCuTTdNi44meZbSjENY4b9WGybKivOeGyOdCm84MUWDF5zwGs4yWE8LtKISJOGKEcEQdn9Qd7b0+hmGwZ1jUxOBuzluXXm6OcHcsxAF3fBtIJ5s2tJeSbXSTQtjP7tOzQSU7/kUF+UqFod0bBtgcGyVZKLOMDltAXfRYl5Ft9NfXwDaaiHKa22clGzS/DGHAVqttHM7gg3ftZVashP4QjTW0Vp0YSLdYNvLoWUb30MOLDyIFjxf1hsncXUTrJipa3vPsDM6tlNGXjOMVl02w3xuGwRVhxWOjn9KISOf2FMLiIqthGFyGn7iBiJQWcpVYL0PYDzrEnJsH2p3nkYqp4/1p1vQpQi9D2Iaq0YNsgjvt3sMUwhFbRuuORbwl7WAmEZhQXkuQHfr0cAZj/dHmcpKC1+sgBrj1CNOyCUcdIQKBIpuKOhnCgr0sy14V7A+pgSkVjwmbGgC3NnYpNQNR3YwXDmSScdZIT6pEvzHdMAxXvem8lhpmpzwNNarrYP+8uSmtL4BldL/CMlpXpAXoEY+8C2gQ3LXfthZ+4uQifnhmGUBr85oKfK0jyuZtP4RRMwM2Qdrv0wCmm/9O99+yTy1krUCNka+5crLJjcZ1Mm1PITw9lGENFSqCd5ZzM2GW770M4R7WEnz3TDcUYWnAInuKdqysv/4jt8AYprNRtxspGyAX48UGfjClBQr9r2l1hzWtF7Qp8VpGn1wHhTAVlEXWZ4BroZMv14QWO14EUgivNltnyxCPufYsSyEn+UrdRJ1zKCgHUH32JePYTEXy5dYMYS2FcAgyUAZa4MnsogG3m7YiyTHjCXEty2jqfNXIRStX3dd4z83FpRAOYBlda+0+JagIVj8whfD42iiEAVclLDpeeq5FOeK0SV7pIoUwyxBO25k/tOnodFbZWiJQhnCpeezQs4x2c/LIuvz0YnRkodcymjLlw2YIL3s2jq/dPw3DAJ46tYzzK51VvdJ65LJJu9AnzRD2GXsAW0Hy8EfvxHtfvbvld1lqrAmwvtHJDwbgznU9hXAPPbxokE21Kni84OdN0fqTCoFzTqH3VZdPtKwxpofUxatFH/Uob0sdFqxwOdmquiFC+NvPzaEhcDWj45ZZIvYlLz1SIEpYlsX2carirk4u5HqCNQb4WGPyCuFubFBfK6gUXmtlGb3kiRdrF9SccnKxqFXzoPU3WdLSeNlOc0unQA07k4MZLl8+KoWwI0QQuJNlk3EmAFit1LWc2NjfBrCMDqoQpnF/cigtVT/yTmqXyrPOmqo9JCnN47Sv0Gm2GGXNMfb5pYZZr+J6iAlRZArhZqLVbd4PZhlNhDBZgeuKtAA9a+Icq9UFG282j/Rh/6YhmJbrlHVZAIVwIh5zFahryLvIGu10wKziJcfL1gyKJmr7992jELYsy3XKcfKDCbxwLQz4ugw1VMxJXHeAZkXxJK3BFYriixE9QrjLwXdFdkOOMG0E9zqZGGGVapZl4RucBWGYLGI3i8nPMrrzG8wjs3k8fXq5Y+8fFKZp4aGj8/jmAbXNI91fg+kEs89NJ2KMhOlG22ivMpYI4fnV6pp2cwFcPogvIaxnGZ0OkiHMzoN/ty4tAsJuSLwbTZ0O0hIj+VzLaD5DuBwkUzmEXbAM3u5IEfwsoyl7Mmbodd4GsYymc5uMGy2d824X4PoXeXQto/XsxV2lvRdEsFYCEsIN02JzZtQZwmXu3vZC1dQhs4wGXMv+pW4ihCvNmbkDGfWm42IE3yTgmyFMCmGyZ86SZbRiI5FzO1FJPXo6SoVwgfJ0m1XLhWoj1JrHW5iYGsrgxu2jAIBvPNNZ22iav4kQlqngVjw22UERJl/xfE5cfPGCMoQXCtWuaNzpoYceOg9ewSOLfSCHkmwqLlRFEllLuMtTBAPsgjogt7fzVwhHYRntWBtOtCpZbt45hqFMAguFKp46tdTye1/LaGet3K3K1vVGodpgjkkq+8dsl1tGz3DrIhXoPq7UzRf1PaFSePUzQrhz58c0LdYs6Gc7qovpoQyyqTgapoVTGk2SzN3L2btHYX/fKcyx9WLabciPiGQp1VrJOYKtFrTvh9UKV3fSsIwO4url1m94hbA8u3Y25xIwMqSdWpBpoUmAcDHDddlqPv+THttZ2verXB+8SnO3ucpDCDOyTK0QJqJV57qLLKOnObcSy7KCWUazJgl5vcP7vAcBNaYBdn1bFUsgwhAn5lkruFEcwQlhv6agRc2IQaoVd0OG8DNnVzCTKyObiuOW3eNNvxvyyStXodYwWc1masjNEFZZRjPHB+71+Uq9a9dXYdAjhLsYpWqjSVG21mSXF6uVOnsort067Pws3DH98MxKU55oOIWw3mShY4fRDmoNEz/95w/jzZ/+Pj7xjedQj9DeNigWViv47HeP4o4/+A7e9j8exS/91ZN44sSi9PUsf5Dr+DQMo+3um06ClE80sQ1mkswmc61to2kDJiOEXVuLWkAC1P8eml/Vm+D514TdkHg3mqWq//GJMoQv5CvsPDDCWEGosvzYCBXCOpbRKUYIi78nKcv6UwmtrA8iAMsa2asq9Snb+HcB0ZDzIYRZhlm7GcLMMjrYuMqPXUTEFaqNSMZnmpdFdudJhe27Swivn2X0aqWO9/3NU7jnWX8LYF4hzP/vpUQIr3CbZr8MYbeZxFEID/iT+FT43DicwdbR6BXCLE/XKToNphOsiUKVbSxCrWGya8t3Er/+Kts2+hsa90w7oM/e46sQbv7OQREmX3HGUUf7KYSH+5KsgeJsTyXcQw8vGvjZIPo1I472p9haPWYAd14x2fIapsoRqBkapsUa9WQqPlLVnVwohFoLLRaqrLgosmFMxmO4wznuewUNyX6W0b0MYTWoUJtJxoQNiYQgDZnrAVcxqJ5PdZT3LwaoGj1YlFC13jFlZa5cY1FGYdddXhiGwcYQHccCVwRir6+YZfRcFyqESVE2mIk8B5vqMX0Cy2iAj5aqC4lbGVybeQ3LaEEEmsrGdVajAYTfF18q4z+zjPa4n3ntlllGuKKe572PZiSE8KAPWebWzr0KYRUh3Gp9TaR2uWZHD+qKtACO3FZmCIezjAaaFaW7NvQHyuS1P1NNqkcNy7LYOEbOCUHgVxtc8nGOIXRThjCpg2+7fENLPbSd6zO/WoFlAYmYgfH+lKv4VVhG88/aQDrBxDmXUo5w8KeshzWDd6DsdD6IH8iWZcNgGpuG7QJ7WOtIyqMbySaxXKyFIjh0J4u+DltGvzC3yjbhn/3uMTx9ahl/+rbrMSnZ8AL24G9ZaPLEDwvLsvDo8UX8zaOncM+zMy1ExHMzedy4Y0z4t1QAH+lrniSG+hKYX610pULYaxkN2PaQ86tVnFgo4KrNw2t2LO5iT7wx5xXCMWdBoiSE43oKYdO02Pgw4ZMhDLQuJIPC+5yXNJ5Xvot1JJtEXzKOUq2BmZUydkz06xHkATKVdXHBaSjQsoyWEcKUHS2wbBIhiGW0S5TLCWEdS6dOgymEJRY0QVR4vL24F2Eto8lWdiCdaOpoz5frvjkqfigpNtlKhXBNkSHctzaW0d9+bhb/8qPzOLNYxOscok8E07SwSpb4zrNCHcWXkmV0rilDWNcy2lEIc402DdNiURo8mNXQcAZbHKV6lPmyyx61rGEYGO9PYyZXxsJqhTXjBHkvw2hu9HjdVdP4r187iCdOLmE2V1Z2+YeFZVnsvtozaTvQyDJ6dDKEVegPoIQgnJfYs4mwZTSL587ncGaphD2Om04PPfRwacMvK1InE2/3hn4sFqq4aceYcJ3itZr0vj+RNrLC36bhPmSSMZRrJn7yMw+1KJUHMgn85puuYq4qXlAdYPNIH7Ml9uKufdP46tPn8LePncYPTi03/e7wbN7+HpJxlGUIXyKEQNRYVFgH82CW0Yrz+OixBfzxt54Xrq3TyRg+dPdevGTbaBtHC/zvx0/j/zx5Gl6ekhShfgphwzAwmk1iNlfBcrGGLe0dzkULZtcsuO6DaXvcsSx7TSNrUG8HdN8NphNsjxMFdm8YwLNnc3qEsCejlJpbjs8XYJpWJPW0qMDyXYczbi5nRHs7ETnHw77+lSaFsMiVygsaM3SU5lQbabKMpuxaQd1whrOMliGdiMEw7Pu4XDOhKKECAL7wveM4tVjEf3njvsCE31pB5iLozSFd1FDfe4UdMtt9lXU30OquqRPvJarRZJJxVsOfzZUDKXp1apJBMom9uHLjIDaP9OHscimUBTMv5lkLzK9WkSvXYRjAjvEwhDDFeYmfXV2FMLvHuqD56t4Djl30/qmW3/k1PahAa+fJwTRiMYNZRiszhD3j19RwBscuFDCbq4RSdHcjegrhLkYLIbzOqhw+8Lwd60jLsvAvTn7wm6/bDCBcgVl3snA7ZTtz/g6cywEANg3bnSOPHl/EG/7ke3j02ELLa1crdXz50ZP48T/9Hi77ta/jwecvtPXZlmXhnV94DG/93CP45x+eQ7Vh4potw/jkT1yNt960FQBwRqFGYsVkT2F1uEsVwqVqgy1MeKtkmkCjVAiXqg387OcewWe+c1T6mkJVvNgjDLIsj3oghbCMiCSslGosn8uv4wvQy7pUoeDJSi5pZLzQdcqk4jAMg2UrkjNAWUF8EsKqQ2WwLAv/9PRZAFAWOvysu2VdnzIEsYxW2REzG7h1VghblqVtGa1jm+rm0wgyhAOo5nlQs8twXxKJeIyRQFEs8FX51y6B3fp8qCyjmUK4w4QwjZHkMCBDsdZgRTx67gfXwUap0+DnOD+77rzHMprGXssSq4sLlTpr5JseymBrB/JllwWFQhrvgyqE6TsMZZIsQgIANo304fptI7As+MZQhEWx2mBz2p4pe4O1UqoJx0wae8JaRmdDOC3oZggDriNBlMR/Dz300N0Y8Sly6mTi3eQ07/7ESzYLf++1muSxyEUAiSypAbsJ+dotIwBsp64nTi41/fedwxfw+e8dlx7fMceeVaQOJty2dwMGMwnkK/WW96c59HJJowztB7pV2breIGJl3KcRmK2/FbWV//HgcTx8bKHlGj1xcgnff2EBn39Qfh/o4pP3HMLjJ1rfnxTue6f9G6aiVlhejGAKQkETXCYZQ4zLje3I5yssq9vBdqd2c3rRf03sXX9vHcsiGTdQqjVYpEe3YI5TlFGjUFSqO1GeKw/ePpbWz2kNhXC/5p693jCZpTPf3MzXu7yY07CMNgyDvZ9OreQP7j2MLz50As+dz/u+dr1Q8MQuEYjEnfEqhBVNrt71hUwh7Fp3qy2jh0JYRntrNOT0MZsrs7qAjqKXLJxlsUD88esojr0wDIOtoW7aKRZEqcAIxzWqgdNeceNQRivv24sBpyloVXDNLcty6wS+ltFO8wpXY14PlGsN1jz4qj0bWn7v1/SgAjVhkDKYmhNncxVpXXvWExnF3/eXCnoK4S6GtzC83kVYCjzftWGAEWBhFp8/cuyi+5Jx/Pg1G/HFh06Es4zWtKfoC6EGCYID51YAAK+9ahrveNl2vPevn8Lh2Tze9heP4v993V784it34dmzOfzNYyfxT0+fazqObz83h1cKBjtd5Mp1PPj8PADgZ2/eire/dDtTyBJpocpmoUW+1wKIBttuUwiT738qHmOLXgDY4eQIn5iPLkvmB6eX8PCxBbxwYRXvffVu4WsKlWai1AueQDGd12QU3bUqdSEPKvQPZfS6ddslhOk5nxhIYbVSh2nZ5JZq4cIUws5rNo304YW5VWajWeIIYxnSESuEHz2+iCOzq8im4niLpOAGuJsnaYYwWUZrdmIHUghX5XbETCG8zsWyAkfeRGEZXVKQ4FTYrAW0DSeFMBGtQ31JFKqNti2ATNNiz6dQ0ayTISzYnI9EnDMlAxHCqtxbwN1YJOPuJn2gjXm/G9EwrSbnleViVak0cAv69nlIxmMY7ktipVTDYqHaUqSlze5gOoH+dIKprk4vFmFZViRd7a59svscUrPUgg/p74Wqi/jHrtqIH5xaxtefOY933rIj5NHKQec2HjMwOZhmjhKzuTIrGhJYhnBI68L+EDEiRAhPD/krrrd0gPjvoYceuhtjPnO416pRhA/cuQevv2ojrto8JPz9tMLeTsd2EgA+83M34PETiy3Fr0Mzefzxt57HfQdnpaortzFcrooYSCfwf99/Kw7N5IS/3zKaZTnxXvQx29L1i17qZugQ8oBe3WMmZ89Pv3zHZdi/yb3fDp7P40++/byWalMF3l78v7/teiQ866qRbAo3S9zLeLQbeXQpQJUhbBgG+tMJ5Mt1rFbqaNVTRfD5BT1CISjGmXrW/9p6I1uS8Ri2jWVx9EIBxy6sBnLD6TT4jGwiWVZKNdQbZlOzZRgUmFpTPI/w+zSKqdIhmdy6rnpdXOb2tk0KYQWJ5q6f1Q2VmWQc5Zoprb0QGqbFzsPRC6vYt0k8X643ZAphFv3AMoT95+4xynctVlGuNVh9toUQ9iEzibAf7mu2jFY1YVGTgNcVb3IojcOzecyslH0jMXjsnLDnr2OK/O+853kPiv905x7ceeUUrgnhGqnKw+4E6Pr7NXrJMMDZxHtRqDZYDdXPWYTqCJZl3z9Rj/e6oPORjBvCegRdnzCiRK99PT0/pVoDuXK9paZZqTeYWICI4ClFY+bFih4h3MXoXoXwAAZ9AsxV+LqTQ3fHlZNs8NOxKPFCZ3MN8LkYnSKE7U3v/k3D2LVhAF9538vxa195Fl/5wVn8ztcP4X9+/wSzGwTsjdyuiX5867k5nFhoj8CkRdZINolP/MQ1Tb/b5hSfVYQwy5uSKYS7LCuS2UUPpJqKFdsnolcILzkboAv5Cir1hlDVt8oyhGWW0e6kRZthtUWy/Ts/ApRylHUXD+1nCBMhnMYJ5xyXaw01IVxtJvlos8YUwmQ5pLAySibscxbULliGv3rkJADgzddvVi5a6VrXGpbQCpYW+bIOXS+oCUArQ1hHIbzOhByNG8m4IVV4E+lSrZtSO12CKkM4rG34isf9YCiTxHlu0xIW/DVUEtjCDGGFZTTLEO7sBuTUoj3nlGsmitW61PZxteJabtNYO9iGM0jUODKbxwNHLuCdt+wIbWHn3TCblr0BlBGNIkus8f4UVko1LBSq2ON5/QxnFw24Y2Cham8wdPLfVSjXGqzJhLdPHmcNQGrS34sliWMIYNtG//bXn8NjxxdxIV9hHd5Rge6pwYx9v00PZ3B8voCZlWZCuNYwGYkfWiEcwL0AsDuszwdSCNtrr8dOLErXDj300MOlhVGfxkudJuZMMo6rt8gLmFNDzWoGfh+0qEkIj/Wn8Nr90y0/v+3ySfz5d4/i7HIJB8/nsH9T63HwTmEq7Jjox46J4NaHfax5sqcQFkGHkAc4tZ/iPJJS5rX7p5uilq7cOIQ/+fbzOD5f8F27q8Dbi//4NZtCvQfg/1y9GKDKEAbsdXq+XO/Y3lBHwRgGQa4tW39z4+fuDQM4eqGAo3OrbYkrokS51mCCnqmhtLOHskmWlVItNOlDKGlZRtt1ikqt1dpZhn7Nui4/NvN7WUbSVOot48Zs3t8yGqB6UM23eZ6v56pIxfWGHyE8kyvDsiy291LtCUeZnW+NEVGZZKylBq4iMy3LanHX7COrcA3L6KznPiJSbS5f0a7JA27+N0UTioQFbsRGuDEnEY/huq0jof7WJdXXptbRbsONSqRHY3c6ERPWrHgk4/b9lCvXsVisrhshzNay2ZSwMXGoDcvoWaast8eiTDLOGvvncuWWe5HcDVKJGKuNUE1HpXC/2NCzjO5ieO0LRVYAawmadNuxjLYsi+UHv+HqjWxBU6jWfS1ovaCBQKZQI+h0P4WFaVp4jhHCQ87nJfCHP3MtfuvNVyEVj+H8ShnJuIE3XrsJ/+sXX4Zvf/A2vOvWXQDaJzBncvKuu60ahLA3f5BAlh9dpxBeFW+KSCF8vE2CnQdPnp5fFg/6ftbBQ5xCmBGgCuseXYWwKEdZhbYzhFlHYZIRdH7qKpcQts/B5hH7HiVC2P294nzE9Sy0dTCXK+Obz9p2p+942Xbla/lNjuhaFH2swr2gzVhFo8ilzBBOhW/EiRJEtg73JaUqR37h6Ue80AZXRAgnNZ+JlmNktrL2vR/VmMbPI6JmBpXte0WR50TH2ekMYX7OUY0HNLcPcJs7siVab0L4B6eW8JN/9hB+61+ewz1tWBjTvdCfirOuevU5abXEUrkveLviM8k4Jh0i9bRiXtYFzd/xmMGa9AC3USioQnhJkWO1dSyLa7YMw7SA+w7Ohj1kKfIe9TWdJ8piI/AkfthCgWunqbcmzJXqbFzWyRB+5Z4JpOIx/ODUMn7+C4+vu7tPDz300HmM+cQ+MAvEEJl4BF7NkPesA93xO9z796XijFSRjfGuQrUzuWmZnmW0EkSy+imEWS6kZK9Qa5iYXxXbuG4ZzSIVj6FSN3FuObzLxVHNY/UDU96/SAnhhmmxRlFZRFQ7rn06UK0N24GfqwIPkQJxt+M0cLSLSEEiENKJGIssomOOQuVerMqbxgGPZTQphDWaZgcCEsKpRKzJTYm3RfbWq2c1FcJ+7mwEvqbQrpNBJ0FipwEPeU/7iAt5OxudHNdEzbgEXthBzTzTQ5mWGgzda6uVOkyP7W+h2gD9iPZP/RpuErJYL0Zs8wphjX3ZQDrBCLljkusXxXopLNZcIVxob+2menZ184MJbuPB+s23JMiSzXfs+oSo5zGrdW4v7yp+W5voeQKZnjVSCs8JXn+xokcIdzGWPQ/jehaVGqaF4/NECA+Eto589mwOpxdtu+jb906y97Gs4Dao+pbRnbNZPb1URL5SRyoRa7LAMgwDP/ey7fin978Cv/OWq/HIR+/En/7s9bhl9zgMw8COCdc6st6G+nFmxd6siYqUWx2VSr5cl5IMfpbR3ZYhvCCZ2EhBdCFfiYws4ydD2abYjxjkFXVBMoT9yK/5gBN8uwphvsuRCG0/xX3RQ2xShvA5T4awUiGsUFsGxf967DTqpoWbdoziyo1qeyGeEBZtTApMGR69ZXS5qiCEyTK61mhZ6K8lVjQ6N9MJN9dKNfZaltVyr/BIxsOpxKkoS8cY1ZhGjR3ezTBBdbxuhrBKIdy5RXip2mDZbYCa/KRnnkhgwCWHST28Hvjh6WW88/OPsWL487Ph86P4prLRfnXBplxrsOvHZ0Cq8npFGU/MNjqCfFk2f3saM8JmCMvWAwRSld13MPocYe/mn+X6rDQ3Y1FhdDCTCK1cYkoITYXwecdaczSb1FJaXD41iC/+wk3oT8Xx8LEFvPVzj+BC/tLZOPbQQw+t8FUIl1obioKiLxVnjabesXFJMydOhbv32Yaz9x5oJYSrdRMnnUYmP4VqWDBCuKcQboFlWYz48jv/fpbR86sVWBaQiBktjcXxmFujaIds0T1WP7Dn6kVqGb1SqoH0EjLCyCUEOvPcqCyr2wGtu0khp0Ku1Nw0CAC7yHp2vntIQVLDTnFknds42v7eSabWJJDQZrXiOgjpKYTp7/wIYXJ3a97HphNxVh/iibTVSp3ZO6syhO331KuV8A1D3U0Ii0Uj4/0pxAzbler5Ofv4B9IJpZsQL+wgkmpScD7p+bAsYNWzx8lx7m5Uh9ARTdH38FpGT7H81WCW0YA7L8iaOUTP+1phrWvg7Y6vA4o9LXtvzWaedgVEUcA9H+J7iV2fEOIElmc+yBPCcsUv33xBmObu+0sFPUK4i7HIeagD66vKObNURLVhIp2IYfNIX2hC+F8cdfDtV2xAXyqOvmSckQZBiTyRfaMIfR3cYJJd9N6pQUZe8bhy4xDe9tJtLRYxU4MZpBMx1E0L5yTqUx2obAz7UnFm6yhTCTMVncwyussIYbLAnPCcz+G+JFtwR2UbzSv0z0gI4VUfYnAw43aZ6RDCaV2F8GqwvAm2GQmoGCPwBCh1CPp18HuJzU3DHstohTUyQZcg90OtYeJvHrPton/ORx0M2FYzNC6JlJ7uIl/TMtrZJOnY4NE4JcpWpg2bZenZT3cKNG6o3BkMw3BVCop7pVI3WbFDdC/QMxGYEPZkq0bV8VlSEPYAkHI2dOIMYccyWpghrFYXRQEvCakiDKnDm1eeUiF6vdxKfnRmGT/3+UeRr9TZ+T/eRm4839gwllUXbGj9ZRjwqHHlYyvLqhl2x+mtTmPM6cX282WXJRbPEyxDOKBlNGs0Ej/XRBZ8/4WFyJUovGU0IN+gyb5zEGQ1OuJ50Dprelg/o+7ll03gb999C8b7UzhwLoef+vOHcCrCSIseeuihu+DXeBm0YCqDW4xqHt9dlUl40ubOK6cQM4CD53M441kvnFosomFa6E/FmaIiavR1OOLpYsZCoYqVUg2G4WYwykB7Bdl5JPeSycG0sLHRr1ivg2Oa9uJ+GGXZmd1Vj1gr0HgylEkI60wAnxvbmXPkZ1kdFvR+y8Wqr0ugSATCFMJz3aMQZlEx3BhJ93AUJIub5yrLELY/q1CpM1cyURNy69/Z71epm8r9dkWRSzyUad1n0/kYTCd8m+h1ayV848OxC4V1bZBXgTVWe0jNRDzG6rPPnbfryDLyi9CsEJYrrjPJOLve3houvwahZgXXMlqhEK6JY72mOCcn19Jdj8B155hWQp9vwA7rBNUO6DusFe/S7tqNnivR8QYdu9sVEEUBv2Om69OWQniolRAWEbwzguYLGtt7ltE9rAmo8EW5c+uZ50oD9s6JfsRiBpvcChV9q2fLsvANJz/4x67eCMAmDahzKkiB0TQtoX2jCEHz4oLgwLkVAK5dtC5iMQPbHZvjdnKE3UWBuFDplyPsKoK8ltFra5ehC5llNAB2Pk9GZBu9zE2GMoVwganoZBnCvELYv1NTNy91wSHGdS2jx9rssKaus4F0XLtg483CJYXw+eUyTNNyiU+N89GuQvhbB2cxm6tgYiCF113Vmp0mAnVqVgSdqgWJfY70vUghrEHiFhWEYyYRh8EaaNavYJbTIIQBvbGXJ2VE55MKIIEtoz12+FFlwriNHeLlU0pLISywjHY2ApW62TG7RG+zjKpBJC/YyIZtBIsCz55dwc/9xaPIl+u4accoPvETVwNorwGIJ4RHfTZBtN4YSCeaCqhuN20r+eq1jAZchbC32B4GK6zpoXkeGOtPO8cUVCFMZKt4XrlscgA7J/pRbZj47uELQQ9XCbcb3MnokWzQ2HfuC1+Y5BtVdNavMwHyg3lcvWUYf//el2PLaB9OLhTxk3/+EA46TYQ99NAteOCBB/DGN74RmzZtgmEY+OpXvyp97Xve8x4YhoE//uM/bvr5U089hbvuugsjIyMYHx/Hu9/9bqyuNhf6Tp06hTe84Q3IZrOYnJzEhz/8YdTr659HHxX8lBWiDMwwkDXL6GYIqzDWn8KN28cA2OtmHq4F8IA0KqRd0Lq3WjeZjWYPNsiue/NIn6/iry+ptn+lZgKRwgxQF+t1EZVCeKwLLCzXE0sazzWvCu0EFn0sPMOC3q9uWi0W+F6IMkp3T9j31kyuvC77EhFmBYQDT3y3C6YQllpGO/eCpjMdgSdrVQIdqmWJGptdK1f37+cYoeLfRJTWdFMr1erc/290LTHjOm211jbo/jg0Y+8J/MhAelZqDYuNy7LGLNF14P/Nr0H6mUJYfM2rdRO1hj0XZ5PN34N3cgra8EZRAiLLaFkD9lpB1NjQSbBafLsKYVGGcEDnmFGf5vi1AJ8hLEI710fUqD+tIITnBM0X9OzO5SqB4067FT1CuItBAwQVENfTppHlBzvdeDT41BqWdr7ngXM5nFwoIpOM4Y4rJtnPyYIiCMFRqNbdHAQ/hXBANUgQHPDkBwcB2Ry3Q2C6yhXxosCPEF6WFICHJYuJ9YbMMhoAdjjn84SCIAgycC9pEMK02JMRg1TcbraMbj9DmM4DqdP8QAuBci0c2cRbRvdpZnx5ic2poQxihk12z69WUNIhyCNSCP/VI7Y6+K03bVNa8vBQZdkUq+pGAC90bZAAdYZwLGYwm6hONLjoQkchDOgp8eh7pBIxoQUsI4QbwRZdyx73g6iaXMqK6wNw96yIEK6ZTa/h0Z+KI+F8/07ZRnvnAaVldLnVDp/I4bVuTnv27Are/hePIleu44bto/ifv3Az9jlz7on5QugFOc1vw31JtvGQFR1leUZus03rfSUqDFGUw+ml9hXCS56mBwLNC/NBM4R9unINw3AtRSO2jW5VCFOmj5cQjkAh7IzbDVNv/cqI/YCEMGA3Uf7je1+OK6YHcSFfwb/97MN45NhC4PfpoYdOoVAo4Nprr8WnP/1p5eu+8pWv4JFHHsGmTZuafn7u3Dm85jWvwWWXXYZHH30U99xzDw4cOICf//mfZ69pNBp4wxvegGq1ioceeghf+tKX8MUvfhEf+9jHOvGV1gV8U5FoTopKITw5KC5eLQW0BpTh7v00xosJ4XYVnyrw6yodR50XE9zz70+w+tmAqhRmgLpYr4Nq3WTrzd2T7RHC3WBhuZ7wK44DXAxGpzOEfVSMQZFJxtkz70f45yutCuHhbJI54hzvkhxh0bqf3cNrQAizPOlqna1vVXUnQjIeY8pSFbleUcR9scZrbp9NFto662c3XkuvvkToRtto07TYcYqU0TSPP3fejj2SNeIS+lKuJTf9jcyCe1BwHQAutoJrqvCrkfNziNfFjT7/wmqF7eF0G95ULhQ5SQP2WkFGqHcKlJnbrkJYxKMEzSemMT6K5pWwWC6qaxGupXew61Os1tl9KlL8qhTCfPMFPbvVhnnJOJf0COEuBt1kROqtp2U024g4NkV8HoJuV97XyS5672QTgdYfQnVExdlUIubb+aaTj8Dj0EwON/32t/CF7x33fS0Rwvs2DWu9N48dTCEcXik042NlyOwpJWqkZUlBmQbbla6zjLYniQkBEeqnEP6rh0/g2t+4F0+eXNT6LH6QP+uTISzq/gOaF2WUParKzCWiyK9ITVaguhYg/ak4U9uG2ZAUuC5H3QaLssdiJhmPseLD2eWSL7FGfwMEJwN5vDCXx0NHFxAzgJ996Tbtv0srrgVrBNDsXEwHsIz2s9LOdjgrSge6hLBOfnvJZ3ObCmsZ7dznw46SMKpMGD9lu0rRzCyjBYSwYRgdt40+5RkblZbRgs5manBZS8vog+dy+LnPP4qVUg3XbxvBF3/hJgykE9g2loVh2ErmsIVCphDOJH0LNqQQ9uYZMctokUI411oI2eLMyWckTVpBIGvomgitEKbCo/y5JrLg/kNzbTfq8Mh7yBK3Y7f5vNJ39ht7VOCz13TWhUwh7JN/JsPkUAZ/90u34OadY8hX6njnFx6LRCHeQw9R4PWvfz1+67d+C295y1ukrzl79ix++Zd/GV/+8peRTDY/e1/72teQTCbx6U9/Gnv37sVNN92EP//zP8c//MM/4IUXXgAA3HvvvTh48CD++q//Gtdddx1e//rX4zd/8zfx6U9/GtXqpUH0jHEKHtF+NqpMPGoA9havFn0s/3Vxl9P08+jxRea0AnCN4R3KDwaa10Y9QrgZR+f0CWFSjBYl53BWUOTk0a5l9KnFArMXnxxsz168Gyws1xNLPsVxwFXRdYwQLojdaKKAm6+rvr6ymLhdEajZo4Qoc3I0QpU7s4yWCBH45oAgCmFAL4u6rLCMHhTss2dWWjM7ZVDVXXh4j+9YlzQD8ODzXEU1QprHD8/Y5K5OPY/WGPQ3MkJYVu8QNVX4RXsVHTV2Mm60NLNPDKQRM+zmWnL00M4QdhqFTi4UUPfUd3KlaJrnwkJGqHcKfpm5flDlfy8Wg43do5rjcSdBDfZShbDjDFuqNQLVBmlszqbiTcrzSea601rHETX4pBIx5tB5qeQI9wjhLgYVtLuCEJ5rVgjHYoZrH6lxXJZlMUKY7KIJKqsDGYJMFmRxUTctrYHjseOLuJCv4EsPn1C+bi5fxoV8BYYBXLlx0P+gPYhSISyzMiR1+WlB8bnWMNnk4R10h7vWMpqI0NYNJimERZmSc7kyfufrh5Ar1/HdI/Nan9VsGS0e8Au+GcJuswPZsURhGe0S43obbcMw2EIjTI5wgVMIE3GnKtZYlsU2LTyxuWnEzRF2ic/2FdMq/PUjpwDY2Whkv68DZhkt+OwiXXfdDOEgCuGqegNHn1noAoWwt5HECz8rIoDrdpYpbsNaRrcohKNRt/pdH9UzrLKMBtxxt1OE8ElnHqDnQERiEmhuGFxny+gP/u+nsVys4dqtI/jSv7+ZFRwyyTjLJQ8bu8A3NlARXaoQlth90ly04BlX6w0TF/KthSHXMrrUdu7VsiTyYcwhqUu1RiAngSWfTRgAXLd1FBMDaeTLdTx6PDqlK+suF2QI82q7KDKEE5wSQmccPS8g9oNiuC+Jv/z3N+PufVP45dsvwxZHKd5DD90O0zTxjne8Ax/+8Iexf//+lt9XKhWkUinEYu5arq/PHpu/973vAQAefvhhXH311ZiammKvee1rX4tcLocDBw4IP7dSqSCXyzX9183gFTyiOTyogkYGmZ2+zvitg+3j/bh8agAN08K/Hp5jP+ctozuFWMxg57CXI9yMY87edpeGQps1Y0qIHSqMTknmNPqMC/lKqDrAC1zNqF17cZdMq10y9oxBoGPXrMqQjAI6pHRYUG3Cj/Cn+3DYExMXhb15lJgVWCRHacPq10Q90EQIk72zXq1CR6Djxp8pLKO5+3BWkMEpg65CmLeMBrrn2vOg+mAiZgibwIkgp3lOZ96msZD+RkoIC64DIG6q8Iv2ou8hEm/EYwbLQgbs76qjRgfsBtu+ZBy1htXimBXVWiksohIQ6KLdjHaq04j2s0Hfm7mldUGGsIwg5xssgsx5PLnLr0ummQV0a62frZU8z9qkJLrlYkWPEO5i0AOxjVlGd4FCmNsIqjpSvHjufB4nFopIJ5rtogFXbRyE4GCEsEZ4PU9I6dhG0+R3cqGIEwJykUDq4F0T/dpZojx0LI5VKFUbrKAtWxSoLKOpYGEYrZMundduUwirrJJdhXDrd/2jbx1hCygVCcKD7446uywu3rtWyuLFNi0qLMs9dj3LaPV9qspSloHlSoaY5HnL6AyzLJYfY7VhMkt3/vmjHOFzHCGsUkwn28wQLlTq+IcnzwAA3nnL9kB/63aqtn5PGqtkjQBe0DWvaBS4SjX1Zq/T1mA64LNXVaBrr+o2Ztbiku8b9h7wqpijVgjLlO1JUjTXW8cLlxAWjwG0EO+UVc8pZ2y8ftsIAHUHKC2ymxXCVHRSn8PFQhV/dN8RRoiGhWVZeN5Rxfz3n72+pQGMxvzj8+HmULfAxGcIi7+ba/fpUQhLumnnV6swLXvDPM417mwcziAeM1BtmJhr8/wsMwKg+bz0p+LsHvMS1SowhbBiXonHDNy1z17D3eexFG0HrgLb/i5UTKvWzaZ1iK47gR907OwJtGbQjWiQIZOM4zM/dwPef8dlbb1PDz2sJX73d38XiUQCH/jAB4S/v+OOOzAzM4Pf//3fR7VaxdLSEj7ykY8AAM6ftxuBZ2ZmmshgAOzfMzNi+/lPfOITGB4eZv9t3bo1qq/UMYwp7G1lc0hQTEncE6Ikbe7eNw3AjQawLMtVqE52zjIacNdWPYVwMwJZRlMWc8NsUV8BXGFUotobzCSZsjeM+i7IsfqBnqlqw0ShA9Ff3Q4du+ZO7gsbpsUieKLOEObfU0WWWpYlFYLsZvbm3aESFdmxj2mS3jooaBLCq5UGU/PK9pzyv1VYRisUwswymluzu+fDX8CQcY6z7FMDuxgsoynmsT+dEDbFeJtxdJw9vHO7zPJfdB34f/O1c7+9UElhe+09hqG+pHYDUCxmYKfjOkprC3acEa2VwoJqW4VqQzh/RgnTtNwxvk3LaJFAj0UOBM4QXkeFsE9MQiIeY2NVkJqezBmFZQLnK021fsuyhAph/j1EJPLFiB4h3KWoN0zW2bOVKYTXpztyuVhlZBYN3kAwtRCpg1+9d0PLpNKOZbSOQjiViLFsRh17QL5L6rtHLkhfd5DlBwe3iwbcYvaphSKz2ggC6krJpuLSSXOb8xlnl0otn7Hi5FQOZZIt2Z1UbC1Wg9kxEBZWK3j8hJ41cxDQJDEumNjo3pzJlZuu85HZPP7u8dPcsflPcvzzB9hFaZG9KlPOShoC0okYknH73BI50m5mboNbPIjOgwx+CjgViNAbSMddC3ZFsaYpc4T7vkwhvFRyrXcVKtt2FcJfffos8pU6dk704xW7JwL9rZsh3PrZdN11G0FY16vPJgfwJxz7NWyYO43AGcKqe6WmPpd0D9RNS1tRaVlWi5IwqgxhygGWEdiuQrj1O1OjR1rSFMIsozvQiNMwLZxxunCv3zYKIIxltDtXq9YiX3zoBD717efx8X8WK790kSvV2bw1KSgm7Jhoz2Vjhdscj/lkCHstjQljktxImp8nB9NN82siHmOOHrIoB13QPDDs2TQZhsHmBtU15tEwLXY+/Ip+jCw4MBvZmtSbIZxOxNm55TtwmSq6r73CJI03OgXUVXZs7Xerx2NG24qpHnpYKzz55JP41Kc+hS9+8YvS+3b//v340pe+hD/4gz9ANpvF9PQ0du7ciampqSbVcFB89KMfxcrKCvvv9OnT/n+0zmB2e57Cv2m6NtKdUAjXG27jjG7hTwWyjf7u4Qso1xpYKFSRK9dhGG4zc6dAa99StbOF2IsJlXqDOX3pEPJZrklZtP6WFTl5MOXlXHCyhci5XRPt3yt9XINbFJa7FxuWNAr6TBXaAeeolVINtMxrx5lFhjENO+VCtcGazL3jZzcphG0CoVVRFiXJ4iqE1ZbRq5VaG5bR/gphEcks2mfrjDUEVyGsHvvJ+YBEL93SDMBjldXNxNfJez505m3v3ky0Lwbk9Y6cYB/LW0aL9nMit7/mY+AI4YAELrmOep9dmSPXWoF3Ruu0O2uuXGNjW1hLfqoLiniUoGTzmE9z/FpAp7lRlFfuB9lYNDGQYtbn85xoLF+ps1qrl0SmRgiyxL/Y0SOEuxS8ImKrYy1Xa1i+uQqdAGXIbBzONJG5AwHyBB86atv0vnb/dMvvBijrJkAmZk5ToUboY6pGjeJfRY8QPnBuBQCwf9OQ1jF4sWmkD8m4rRQKYzlwfsUu7k8PZ6SFmqnBDFLxGOqmxV5PUFkv8oXPoIq6cq2Bn/zMQ/jpP3+YnaMoUKo22MAsmiRGsilGUPGK6E9+4xBMy508dArk/PNHdijnPDnCpmmx45F1zhmGwc4lLSq0FMIKEn65WGWLhyCFn3Y2JDzx7RZr5M8SkZrJuMEUnoBrVXt22SXtVRnCKYdMD9OUYFkW/urhkwCAt790G2KxYEV4Zhkt2Ji4113TMtr5jrWG5dv8UfY5L1To6QaFsB8hTItUHctouULYvW5+VuqEQrWBunOeR1oyhNu0jGYbbPFz7GYeqxTCMstoUgjrj7mmaWl1KM7kyqg2TCTjBpuzVGPBqrPIHhBYRvutRSgf996DM20VQKioPpBOCM/ZDqYQDlcMyHH38YhPhrDcMtrNjeSbiCh3VlQEoTVduzmyrmqj9TkkVTLFLPghSNHvlt3jyKbimMmV8czZaOb4nEchDIAplOhcAu53Hm6zMEljt06ToJes7qGHFwsefPBBzM3NYdu2bUgkEkgkEjh58iQ+9KEPYceOHex1b3vb2zAzM4OzZ89iYWEBH//4x3HhwgXs2rULADA9PY3Z2WZHAfr39HTrvhAA0uk0hoaGmv7rdoxKGovylTobX9vOEBaoGZrG7wiKqFdvHsbUUBqFagMPH11gpOCW0T5tciEsMhpNpy82nFwowrTsrNgNGlFBqXiMNaKJaiszLAZB/l5EPIch2phCeDIae/EXc44wc27RsIxeDVBH0wWt4Ycyiab9fFTQsSiltXoy3mq/S4TwsflCKHFFlMiV60I7X7p/23V/qjVMtg/2t4xuuPbOmgphHedHIplFNtSifbafPT0PXTc1qhtcvdkW5JxfKa+ri6YIBR8HQa+6V4ew42ufI9mkdC4e8tQdCXRd+DUI1ZQapiWssRR9FOlehXAQyNT97n5wffZcyXiMfd9ORycS8TqQTrRkNOuCnvlKvdURhEWJaOYTk3hovRTClmX5KoQBrukhQE2PyFvvs5eIx1gE4xznvEO1tcFMoqUBhxohZvM9hXAPHQQtjIYyCQxmEiC+bz0yXWXWP4MBlL2LHvtrHuEUwsHsJPoC2APym6eHjy5IbasOtKkQjscMpv4+GaKgTZ0usvxgwLbk2OLY9Hpto5cYIdw64MZjBru+QTM3P/2vLzAb7MMz+UB/q8KC07WTSsSkHXdEEFCm5ENH53H/oTkkYgb+f6+7AoDeJEfnZiiTYPfsWQ8hzHddy44HaF3QyMggAEhr5KXS8Q/3JQNtztrZUPOW0X0axRp6zryL1c1NGcKm8DU82lEIP3FyCYdm8sgkY/jpG4JbDZLSM0rLaEAnG0etnO4GhXBOkxAOYhkt22zw97huYwBtulOJGDv3boZwNJbRvhnCgnu2ouisBniFsP4z+pv/chA3/8638cgxdZ4rqWi3jGZZk4sqT5xlCHP3eH/KXYuoumZpgVxrWPjqD876fwkJXKsj8X1GSiVRTIAO+PvYT6Ug26BmknGWlc3PLSLbOMLWMXscPL1YavldEKzQHC5Qy44FVAjTsQ9qFP0yyThevXcDAFslHAVEpCtl9vIbNNbI1rZlNClq9Alh1TzfQw+XIt7xjnfgRz/6EZ5++mn236ZNm/DhD38Y3/zmN1tePzU1hYGBAfzd3/0dMpkM7rrrLgDALbfcgmeeeQZzc24m7X333YehoSHs27dvzb5PpzEqiRCguSaTjCn3ADoQqRn4mkEiAtImFjOYSvjeg7OsMTwKC2A/sKbTHiHMQIT8Ls1MXsMwmG20txG+WK2zOU2V67lrwiHaAqrvLMuK1DIa6A4by/WCTnFcR9kZFp3MDwY0CWFO2ei9/zeP9iGViKFaN1sa99caRCAMZRJNTc6yeSEo+H2/rImaJ3WpcVe3iUfHetwlmQWEcF9zrJBpWpjLh1EI+xDCjrPYxuEMc0M63mUqYb5uJoJXcaijDuWbdWV2/wBX7/BaRtNzxO2fsty9IWqQLfoo0vnvoePayWOXRN0vs4dfS8hI9ajhV+fQAX+P8fU2y7JCZwjnyrWO22WLUKo12LilVggHd/2j2pRo3UP1Br4BnZpZRHUc+tnsSo8Q7qGDcDs6UojFDAyQHUCHByYR3IV9s/UPLTryGgtQUnWIlCdhFrJB7SR0bG4JvOVOqdbAEyeWWj+/XGNF6LAKYaC9HOHzCgUSDyKdT3sIYdd6UXwO6dwGyRF+YS6PP//u0ZZjjAK8XbRsQ7ydzud8AaZp4Xe+/hwA4G0v3YYbd4w2vY8Ky1yWItkcezcadL/GDLXq17ugkS3iAT0CVJWjrEJQgoBHgbOP7dPIEC5JSD5RhrBaIeyQsiEWJX//hJ0d/KZrN4dSk6ktox2FsK5lNLdx0iWEpQphIlk7YA2mA9O0cM5xGyBiUYYg9uIyQjjVRAjrdX/zpBGNFfQchrXBJ/jdt8m4XOVf8clzIqXnsiJLy4unTtrzk8rNAnDH/61jWbaBzlfqwoYHgCPBOIKuaS2imK/5BfX/fuJ0aFthtpGRbJQpJuDEfCHUZ/BZ2LQZWynVhCqDvCKmwi32uMSlq8BpnZ+3jIrn5KCgAppoXUXzg26G8LKGCoWHN2OyXbDz29da8OAdVHIleSNbELi5WepxtFJvsGc5CsvoHnroNqyurjKyFwCOHz+Op59+GqdOncL4+Diuuuqqpv+SySSmp6exd+9e9h7//b//dzz11FM4cuQIPv3pT+P9738/PvGJT2BkZAQAcPfdd2Pfvn14xzvegR/+8If45je/iV//9V/H+973PqTT/orHiwVjWXFWpMiqMSxEagbK34yStLnLGeO/9dwsXpiLluBTwXUh6hHCBFkdRgVSfnn3alTkzKbiTQ1/XsjsPP0wv1pF3rEXp2isdvHiVgj7P9sswq0DNUKqmbS75pJBR5GmqvnFYwZ2OrWfF9bZNnpGYknqkiz1tvafNCYmYkbT3pjHYNo+R9W6yXJsg1pGq+6jssIly0vSLBarbN8+6VMvANy9sZ8bJgl3sqk4pxBff8twHgVB7BKP4b5kUy1AZ+7mX6NSXMvIMtE6JBGPsXtJ1CBLeyRZjabJMrovWNMszWcthLCAuF5ryEj1qOFX59BBKhFj9eN8xT3efKXO3PJ09/bDfUkYBmBZwer/UYHmuxSn0hZhUJKTrQKRtyKCd3KwVfGrcnqjRoieQriHjmLJswCjG7/TnSoiUHeo1/pnIK1nGW1y2XTDAiVLf4jsk6Cb6z5mXaqTIdxc8P/ukbmW1zznqIM3DWfaymsi9WmYDEQaqFQKYf4zvAphlWU0EHywtSwLv/aVZ1FrWCB33pkICWEqbKsWTa5CuIh//uE5PHs2h4F0Av/pzj1NG0o/WyF+A0SqVsrfJKxyNsqqjm2RokwGLUJ4NXh+MKCX0yOCaVpskdjPEcIqYlNGahK5vlKqsSYRFZmeJPvdEArhQ7O2Ov02R8kWFGnFtXAzhPU2WTFu8+a30fGz0tbp4O0kTi8VUa6ZSCVirAFDBjebRsMyOineSMRiBsuA11WK5wQNSFFlwvgqhBX3DbOMlvwtZcEGUQifXbbH2Gd9rHupgWn7WLYpN35JQj6LMoQBlyBWzfu8ovPQTD60rbDbOSse67aOZWEY9qYnTOc9b31OmyXTEs95bkxF6306zghhLjdLZRlNCuE2LKMty1I22o0LSGoV/M61F7fvnUQiZuDI7CpOhLTs5iFSYFPBg8/KVH3nIHAzhNVrQn6s6CmEe7gU8cQTT+D666/H9ddfDwD44Ac/iOuvvx4f+9jHtN/jsccew1133YWrr74an/vc5/DZz34WH/jAB9jv4/E4vva1ryEej+OWW27Bz/3cz+Gd73wn/ut//a+Rf5/1xCjbZ3gKsRFn4k2x/DJ7bAw6fuvgll3jGEwncCFfwdd+dA4AsCsAIRkWuiqxFxOOhVBoZyVuQnyOnmrvSsX6EwuFQEohKu5vHc1GZi8+KlhjvViwyBRe8rFDx+o3LJY7rRBmtQn5tc37uAIye/MQeddRginKPHU5IlmAYJFAXvB5rrJnl7copnqRrAnZC0YIK/bs5bp8D+zWDe2/p7FmYiCl5WinrRBmUVOJrrn2Xsj20ATDMJpzpjUUojypN6Ug2L3XgeA23jYfU5ZF6LRe90CW0UEVwo4LxVKx1rSHZ+uldYzpCaNADYPFYjRrN94qnkD13r5kXHsuTsRj7LuvRwPWEqeYVq1PZDnZKswyt4LWZ4cRvLxCmCmKRa/vZQj3sAagBQN1G3tzSNcStLingZtAE44fMcFnJ4ksRsNkn6iKsyJkA1hG0yR++xU2kSRSXpFd9L6QdtEEr8VxEJD6dnq4T/k6mT0lkQ6yrqHhgArhf3zqLB49vohMMoZ3v2p30zFGAVcZK18EEUF1ZDaP3//mYQDAe1+9G+MDafY9Lcs/x4Wev9FsEptH7EHfqxCmDkU/2+AWQlixMNfJEKYC/3h/MFVFWMstrzW2jv16SWIZPZBOsPuKSHkdhbBudiwPIil2+JCWMrAMYQ+xV2+Y7GdBCAJSHGsrhFPi+6SfZQivT7GMbOAv2zDASEUZ2LirONaST/cp4KputS2jBZbWibhrNd9Ox6dfxnNSkXvtZghLLKOd49UtGFTqDcw7GbHPnF1RqmRPOg1B28eziMUMNh4sSAhDZhntGb/oHOYli/BCpc5cQ15z5SQA4O8eP631fbxY9ClEZZJxbHLmv6BzqGW5mb9kv09qGVGOsCjjljCmVAi3jtNbmUI4vL1dqdZgTQci5YabIayrEJbnEYswnE3iZbvGAQD3HWzPNto0LeH9xjZozrk0TYvN3X529X7oZ+op9fqVGh/6U3Hf8a6HHi5GvPrVr4ZlWS3/ffGLXxS+/sSJE/iVX/mVpp/95V/+JRYWFlCpVPDDH/4Q73jHO1r+bvv27fj617+OYrGICxcu4L/9t/+GROLSarKQNV5GnYk35ckvY6RNhCq+VCLGGirn8vbcthYK4UzPMroFYRTCfRLLaJcQVu8hNw33IZOModawWhqioz5WPzDl/YvMMrreMFkNRssyugPOUUTC6yrMgoLGLNG6m+CnGGT25hE0J7YDerYmPXa+8ZjB9nftkCx+5Bxg73VpjymL75JBp+G8wuK+BAphD0lDzcE6dtGA2yxNttQylGpuPi9d+6MXmWU00DwG6zxf/F5Y5D5FkJFlMivmrML5z98y2j2OoOubvlSciW6OcSrhblAIy0j1qBGFQhgQNwUtBrSLJoytYwOWTkQC4DYL6F4fy7LcPHOVBTQnaFApiuk9FgqVtlwfugU9QrhLseSx73MVwuEfTtrkB0GtYeKUoyyiLiwC6yTzIYQp5y6bigsD0wcYwdE5hbBrXer/GbR5unvfNGIGcGR2tYUMdPODw9tFA8D2ifAZiKqMQh4yhTB1sMsKq0G6b5aLVfy2Y8/8n+68HDc59swzuejyXBZWiQhVKISd8/nkySWcXS5heiiDf/+KnQBsUom+q59tMv/8MZvjFYlCOK1eaHsJBKVCWENFOk9K6ZCW0UE3I15rbJYhrCKEa/JNC6mECbKsXMAlyINOtkuFKttE75gIZ1nmWhc1f0/eUifrc+15ZHQ3Oj4bOB3VbSfxvNOFu3d60Pe1Oo04OhtcnUYJHstsbGt+RtgCso15lK6fzPpdqRCuqS2jSfWo24TDOzAsF2vKoh3N4zQfuArS1vHAsixGhJETCIGtRSTzNRWO+1Nx/IIz9v7z0+dC2T/qbJTIkvD4fLA5tFBtsKYUWkeMKlwUVJbRY05zDj+vzLCNRGvDFsU4zOTKoTN66B5Pxg2WYdx8TAEzhEMQCnfvp4zJ9myjV6tu0yB/fr0btNVqHaaiuTAIdJsE3Wzjnl10Dz30oIas8VI1f4SB2yzjWEZHpDLxgnKECWtiGa2xx3gxwc7kDa4Q7k+Lz+OsxNbWi1jMwE5Gtuir70jNvCvCe2VEI2f2UgTtBQxDveYZ0BRohIGbIdyZNZBq3U1wFYPiY+gWleisohE0ihxhWq/6xVV5m9VVTmyiv1M1nLvRR4IMYVJVOvetzEJbBhJMlCVRRgQ6vr5k3L3262wX7oWfZTTgnpfBTEJLQc2TZKr8d7lltNiphOZc0XX3a9pvRyEMuK4j/PWLer0UBmEUqGEQnULYPl5+DmC17IBjNzWGt5t5Hga6mfV0fXR5seVijdXllIpfzpFMRSCP96eQiBmwLDBhxsWMHiHcpVhidr72AzHgU4TVwSe/cQg3/fa3W8hNFU4uFFE3LWRT8RbicUDTxpqUqLKs2n5NYplHUPutjEbuKYHUbJtG+nD9NpvY9KqED5yzLTDbJYTdDOHgGYjnNS2jZRnCKz6KINp86HTffPIbh7BYqOLyqQH8h1fuFIaztws+Q1iGHZ68og/dfXkTcUN/66eaWuLstInAPOshW3QWe0D0ltF0HiYCLh7cQlWwxQ3f5WgYRqBcWBFpttlLCAs2FQSmEA5oGX3cUQtODaWlXY1+YBnCHgKXiFhVho8ItCHz2+i4ZLr4uIn8EWW9rAVIIbxnyr/Yw8hrxb1SrMnvFUIy4H3A5hzP2DYUYEyToeRD6qYUamY/y+gRh8DWVQif9czlKttoagja5oyRY4riRKVustyZAa9COKOOiuCLjbfsGseW0T7kK3Xcc+C87/fxQscGcwdrqgrWHU6FtlQ8xp5Nmd0n4BY4RB3QlNe76MwrlmUpM4Q3DKSRSsTQMK3QLhp804PIVmmCMoQ1LaPdPGL9eeU1V9pkwRMnl9raENEaMhk3mp4r7waN1iyZZKxtK0pmGe3TWEObTe9z0EMPPfTgxaiEuMpxefVRgCmEnfljKaQSxA+3XzHJXE8GMwk2r3QSfc583FMI27iQr2C1Ukc8ZrD1mw762BwnzhD2ayYH5BmPKrgK4egI4RdrhvAS54iSUOw3qY5Wa1gtTcztohN29DxGWVRODaYkzsvPFbBbFMKqzElqtvRzqFOBt4xWwatKDaoQVtVjy0qFsFurNk1L243Ae5y+TmqcapXGmePzBd84uLUEkas6hLDuvN2UIaywjB5m+bfudbQsS6oQpusuEk0VFPU8wL7mtG8Ls75hGdCcwjuoC2gn4G1u6BSYRXKbMUgicd1SSHcHus/aGavCQne+cZse9Op55KYzmk0Km1lEEVWqhpZYzGC56FFyHeuFXoWjS7FcbB4g2rWMPj5fwP948BhMC3j0+ALecv0Wrb87xi3svUVHd+GgHixZ4VIyIIXJxMz55Il4kQ3QcVzguqFuu3wDnjy5hO8evoCfvXkbALs77gWnC3H/5vYsozeP9CEeM1CumZjLV7S76GoNkxVgVbYhgEsILxSqWK3U2eLErwBMg62fWu2JE4v4W8cS9LffcjWS8Rg2Ojae86tVVOumUBkeFKR0Uiljx/pTGEwnkK/UccX0IH7iJc33+fhACsfmC75dT7z9GhHCS8UaitV6SyHZj3DklUXJuKG0neSVkJZlCQv9VOAPWvgh0mKpWIVpWohp2l96iW+yIdNRCItyYcmCG7BtlKjYJAIjAhvBFvlkF71zIrxlmcwyusBZhavyLbwg4ttvo1OW5C8Tss51KK5ThvARJ5v58skACmHFsZZ0FMIKG2YRiDjyNiFFkQlT8iGwkxKVv2VZ/pbR1JVZrEqffx7nl5sXoc+cXcHrr97Y8rqVYo2N46QQpnFU1BxD6wzDcK2kCIM+ltHMMm0ojVjMwE/fsBV/9K0j+N+Pn9FedxB07I52MIVwsEIQX6Cn86yyJZR1VvPHR8ebr9RZ85mo6BqLGdgy2odjFwo4vVhkc3QQLBfFTQ/uMdkblUVNy2iXUNDflG4a6cM1W4bxozMr+PZzs/i3N23T/lseec7xhb/naT00v2pbMi2z57r9wmS/hp094DZhRmX12kMPPVy6ICWGt/Ey6J7VD9Mey2j6vHaz1b0YytjRAA8+Py+sA3QCfRqkQKXewEf/8Rm8cs9E4HVFp2BZFv70/heQTsTwS7ftjux9X2CZvH3CQqYMWbZXa15/z7A1mn+9YZegWO+HTlhGR6GujBqWZeGT3ziEob4k3nf7ZR35DF27Zl4xulquIz2gf5+cXizik/ccwgfu2CN0forK0lQGGrMapoV8uY5hwRjm5wpIKsML+QpWSjUtB5kjs3n85tcOBnYiuPPKKbz31eLnezYvV5RFkYOt46gFCBTCmuMGs51V1JppXBaRzHR9LMt29NF1IyC4zmzqvX7RIS6z6Ti2jGaRisdQqZs4t1wKtZ8SwbIsfOIbh7BtLIufe9n2wH9P+2iVZTTN47qNuPz8rrSMZpxBjdUSSrUGa/T27mf6NCyjZap0wzAwPZzByYViKAJX1HQU1AW0E6DvoiIcvz2UQRkAANcgSURBVP7MeXzxoRPCRpaBTAIff+N+1rQuAzWgt9twQ/dZXqAQDlovHtWw8e8UdOcbdn0COurJxiJqWiGXOwCY82lomRrO4NxKuclm+mJFTyHcpaBF70h/NJbRn/nOC8xqbz6v/4AfZdY/rQPaoIa1CMDnOYonioF2CGHNbqQgGcJ8V9dtl9v5Sd9/YZ6REUdmVlE3LVs96kPG+iGViDHF5IkABe25fAWWZaubfAfNTJI1FvAq4eWiuoAwrGGXUWuY+LWvPAsA+Lc3bsVNO8YA2I0MRG7y3TbtQMcy2jAMvGT7KGIG8Otv2NdCvoqyHkVgZHl/CkOZJHv+eHV9QTNDmC8A+S3K03H795YFtnDzgggcVZayCN5Nly68OSh9zLLY3wZYqBAedRXCfcm4ssCko5gWIQpCOCWzjKbz4bMh84I2T17FMY9aw0Stoc5W7pd0/a8F6g2TFYZ0LKOD5E33KRorgt4HsrEt6AJSBD/CXmZzzttdywjhyaE0DMP+njpWvzQekSr5GYlC+OSifc02DLqKeZVlND3zA6lES+OIX1SEtwDwUzdugWEADx9bCKziXfREZ4hALhtBYxdWBB3Isk1Qg8u4FRX0vfbMpNoayiSkjQNbKEd4KXhcBOCuq2RdxXR95wtVLfcRryuNLu52LEXvPRA+R9i1ZW4+t15LJrpmUZAerLGmZxndQw89RAReWcGPu0FdrfxAlndU5FrqQIYw4S3XbwYA3LxzLPL3FiGj0cD9xIkl/ONTZ/F79xxek2PSweHZPP7wviP4xDcOtRXv5UUYu2jAjbTxznF+RU4eQRXC5VqDRZdEaRnN1jOaDW5rgdOLJXz2gWP4b/ce7liG4OEZO57MT80djxlsT+JXk/PiLx8+gX/50Xn83j2HhL9fDOEeEwSZZJztp2UEBI2fssa8wUyS1dKeOrWk9bmf+c5RPPj8PJ44uRTov9/75iFcyItrSHMKApTW6tFkCAezjE5rWkbT+VU55zBCWFDPyiTdaMB8ua60XBVBN1qLGjmzyTjiMYNFg0VpG/3s2Rw+98Ax/Jd/PsCazIPAFVPIa0VXbLTrKJdpjpWZZBxbRu1s9+1j8voWrTNMy60V0TMUjxktDQVZRYOsn2U0AFzh1IMoYiAIaF472qQQ7gLLaA2F8B/edwSPHV8UjhPfOXwBf//kGd/PiS5DuJVL0c3j9YI5cqyLZbS6tkEIKvDwyzOnOXaxUEWl3oBpWowcljVfTA22qoovVvRa3rsUy54HwlXlBFeFnV0u4R+fOsv+HcTaT2X9MyDoRhGBFfEkqg4iOFYDLGKDThakVPSzoLIsy1V+puPYNpbFWH8Ki4UqfnBqGTfvHGuyi46iW3r7eBanFos4uVDES3eNa/3NjJNnSyosP2wdy2KpuILTi0VcudG2uXaLqxKFsFMoVymEP/+94zg8m8dYfwofef0V7OeGYWCj0zE2kytH0rHnWkarN7F/+rbrcSFfEd6zoqxHEVybDfv+2jzSh0MzeZxdLuMyRxmps9gDmjcwMqtYAq+krtZNYabIgoZ1tgjpRBwD6QRWK3UsFqvCLlwRvMS3Tvc+/c6rLgSaM4T9cm2SCvtdFY475BCRRWEg61Sl8cGvEcALZhmtcd4AIJMSn5tsiMz1qHBioYhqw0RfMt5i/S0CbVpV427Rh2AFeKW4pkKYmpA8Y1sUCmFVdzQgt7fm7yOZyiOdiGNqMIOZXBmnF4uY8Gn6OOcUg2/dM4H7D83h2bMrQmUxs4vmxmFVxizLDxYUX/wyhL12hJtH+nDrZRN48Pl5/J8nzuD/ee1e5XfiQZuRcYUrBDV9nJgvaKmqCewe4Qr0siwzvlteRAx6yXWVXTRhq9MYc3pRP8KDh2slKD43dM6qdROFasM32mA5ZCfxXfum8d/uPYIHX5hHoVIPPC4CbqOj99ySJdO5lTJmVsrMCr7d/GCAbxJUj6OrdGwhvlcPPfTw4gIV3uqmhXyl3rLmiKrASXMLFaw6aev6lus3Y8/koFZMSBRgewyF9S2tW86vlEPPO1HjPq4pajZXjqyJiDm1TQYkhCXxMmx9omUZ3VqsV8GOv7Kb4aK0F3czs7un8PrCBdstybLsmt0GhYVrWNx70L6nXr13g+9rBzIJlGqNQPFrAJjjnWwNR/XIqO3oeYz2p1ColrBYqAobuXVEILdfsQF//cgp3HdwFrfvnVR+Xq1h4v5DcwCAX/uxK7F1zH8/C9gE0JHZVXz7uVm89eZmR5wGTyAoFcLhSRYdcg5wlb4EWRNyy9+xeqz8HnKjj8TvOZRJYn61glypxhqWdMYagG+cV9dqvcT47g0DODK7iqMXCni1/hZTCXq+G6aFfz08hzc7jVG60KkV3XrZBL76vldgT4Cx/e/f83KsVsRKekI6EUMqHkO1YSJXqmEgnWhyKfHuk90G2eCW0QDw+z99Ld53ewHXbBnR/h4EmtdOLRZZ3YRqRutqGc1EUeJnodYwmfjk937ymqZjvffALP7xB2e1IqEiyxBOtRLCSxpN9SKMhIwYjAK65yNoBJzfume4zxayVesm5nIVZJJx1E0LhgFpLa4b1yVh0VMIdym8DzEVYVU2HjJ87rtHm9SGF6IihNkxqQeMFR9rw6AKYdO0XItBzclC1zK6XDNBTd39jjrqlXsmAADfPWIvHg+cszs2929qzy6awOcI60I3P5hAhOwpTiG85LEl98LNEBZf32rdxJ9++3kAwP/3Y1e2DN406IbNSPRCxzIasBejsk5qlSqOh/f52yzIEfYqZ2XgiwJ+BKiXEBaBEeMBFcIAb2envyHxEt86antVzs3mJkJYjyAPqxD2s2pRgUg772ezztTAhLB/kYsWwTED0nziAR9l2z3PnsdPfeYhZu0cJZhd9NSAViMKK0gpLaP9N7huY4CedbiMOIoyQ1hGYKcT4mMlZbhhQGmTToWJ00v+RCEphG/fuwGJmIGlYq0lVxhw1bPbOUJ4XOGWkHdiIEQk4gBzK1ErhHk7wn9701YAwN8/eSZQxpNOd+vWsSwMwyaodVTVhJyAEJbl1NFGOpOMCeMPvJbRftZEdNxAGwphny7abCrB7tEFjTUfc6UJqL69fGoA28ezqNZNPPj8hUB/S1CpP9xcn4qvq0kQZDWdFmTq5R566KEHLzLJOFvL8I1FUWfikTKB1AxhG3p0YBgGrt4y3HZuuy7cWBr5up8/t0HjIjoFIu8ARGohyJzaAu5nWEMmV+S3LCuQao/IucVCVUstdHTOUTNPRmsvTseaL9d9m7jWCryNdieyjXPlGh45tgAAuMtxYlGB1dICnh/K3ZWt4dzols6p9fwUabQOUzXU3LVvGgBw38FZaRYx4fHji1gp1TDWn8K/v3UnXnfVRq3/3njNJgDNzzphoVBBw7QQMyBshiAFYDuqOx1yDmiuS6UTMe1nUSfCj5qiZY3N5KKUK9Uwl3cjhHSg0zgPuDUmapB3G1eiUwjzz/e9B2cC/71OjdAwDFy3dSRQQ9P0cAaX+RDIhmFwlsf22iOvaKog8UZRcN5LPpbRgP1chiGDAWByMI3+VBwN08KpxUKTu4ZfI3Mn4ScgOL1YRN200JeM46du2NI0Trz8Mps3oPtfBTeuqU1CmDgZTlwXduym13diXvOD7vmgPbmuwMMvz9wwjCaCl14/3p8WirMAtz4x0yOEe+gUXMk8EcJOHoBPXq8XF/IVlu/6Ey/ZzH6mA8uy2IS4e7J1I+JnHUlwM4TFAxJ1spVqDa1i8Wq1zuyvtRXCmmoQfiFNm1Kyjf7uEXuhzCuEo8B2JwMxiOUl67ob1utqJGUYWUZX6g1GKMmU2352GS/MraJQbWAok8BPvqS1c47IalIztwtmldzGpMlUcT62U0uewjOpWpsto3UJYff3KhUkYFu5kM21SA3ZMK3QmRD23zi5kgE2JHlmkWx/DyoKqVSfVMhpmxAOoRC2LCuiDGEfhXBAy+g0yxCWf5cynTeFlbYfyfrZB47hiZNL+ND//mEg8k0HRAjvmfK3iwb0GnFU9uKE0JbRLRnCwRaQItD1C64Qtr9nKq7enG/1jNUqnHfG1h0T/bjcuSbPCmyjTzlzy7ZxXiEsHwtUCmE270sIYdeWx11037VvCiPZJGZyZTygSRrWGibrzFWNdZlkHJuceTCIJTWzjObWEKOSrlg/dZertra/+6yGAmerYxl9RoP4F8EvQ7j5uPzH+7AqEMMwcMcVthrjoaMLgf6W4CqEBYQwZ8kkUnWHRT8bm9Rrwl6GcA899BAE7jzCEcIRK4RHuFieuVwltDVgN4LWgipSgD+3UZIAYXF+pdQU2TETUSM0AByda08hzDePLhdrbG2qQ9L0pxMsGuvYvP95JjXzrhDWoSoMpBPs+8x1SV4ff991Itv4O4cvoNawsHtDv5b9tk7+qxflWqNpr+ElOusNk627Ojm2+GVW5jREIC/bNYaBdAIX8hX88Myy8vPoe955xWRLtJgKd+23ifnvOWpqHrMr9n05MZBGQkAgMIVwBJbRKnIOaF6vBmnk8dvfAfweWEwhDDrr84VClVm8B1UIl/0yhD1ZyhRreCzCuYB/vr97+EJLfJgf6P5YL3ehQVbDrTf9r2gNorKMVgk8ooBhGGxue2GuwPb9A+mE8DlaK/hFjPGRml6BBN3vfuuAhmlx8U/RWEavcjwRc7sMmyG8DpbRumtZHUtvHowQVgjp6LrN5ipuHWdYvk6i+kS3rEnaQY8Q7kJYlsWKfaToG/RR5cjwF987hkrdxPXbRvDGa+3ONt0MloVCFSulGgxDbL2qs3AA+AxhGSHsTpY6nY308KcSMe2FDhFxfnlxfD4oDfCv3GMTws+ezWEuV8Zz521SJCpCOIxC2LVh0eu62+ZRCFMeRsyQFzqJwJfZZRw8byulr9wots4msjoKhXCp2mAEZBhlLIFsNBcUGcJNz58zIQkJYe2FOa8Q9r9fUxJCCbCVXpZlX7dQhDBl2IRSCNvfU4fkK9WcBaTg+04MpNl39CPIwyiE51eryFfqMIxmi9ygIDskr3WRbna0Fzqdr8Wa/8K7X5HhXKk3cOCs/Vw+c3YFX3roRKBj9AMRwnu1CWHnWGsNaY4p3Ucie3FC0MYAWdbokI/rgQ7oeGWbYVmGMLPZ8rHuIqJQhxA+t2yPrZtG+nD1ZtuxQpQjTOP+9iZCWE4W0jws6s6lRbg0Qzjfqo5NJ+J483V209D/eeK06isxUOOLYfgTgPS9js/rN1WJFMKyjC+//DI6l+WaiVK1oWcZTUpwjesswrJG5i+pFPwaoEyu0SjMpvQqxy0lrCtBTqH+mB52CeHlCLPsskwJoacQHkj3MoR76KEHf4wK1BVROw3waoazyyWt5qmLBTpNp/y5JcJ0PfEtD5E2q6EM0kGp2mCuL4EzhAWEMB3XaDYpVfh5sSuAbTRzlROICNqBfb93lxqH1NBAZ7IW73Puqbv3T2u9Xsfu14uTC0XwfcP3H5pDndu7UP1OZx3eDmjtvSzNEPZvqEkn4sxaW6TgJViWFfjcEvZODWLbmNgRZ1aRHwxwCuEQebQEbcvoFE8I65f6B1iGcEOqsiaXM1k9ixqvaVxOxg3tfQXtj1V1kmrdZK6X2aRrGQ3oW9vrgH++C9VG4IZXqo2vV5wBr9QG1E0VWYXznJd87wTo+h2bX+We9fVtwmVCPEkNnDU/CeZlXSvhlVKNuZK263w1wOLkOIUwCYhCZgjLxuNOQlf0RPW8QrXRNGfJwJxRBuV1mUlujaHz+umeQriHsCjXGnh+Nq+041it1NlkR5Moy+sNQAgvF6v464dPAgDef/tl2OAQaboZwjSZ2wH2rROBzsIB8M8QTidiSDjkq45tdJiweV3L6ILADnbDYBpXbbbJ3y89fAKlWgN9yTh2RtQBu2PCVQjLSBMvzrOCs55CmJEMjhqJJ+ll1q90fmUZwgcd6+x9EmLcVQi3P1ASgZtKxAIrM3mMayhkRc/fZifv8YxQIayfIayzME9JlKmAmxc2PpAO1NVKCNOhygjhTHOGcLVhSifhkmIBGYsZ2DiSaXovGchaVzc7FnAbKzYNi8ctXVCxxHsdiiEVwqzzVaEQdslG+XuzDOFqvWW8OHAu13Su/uDew01NDO3iyKw9J+hmydGxNkxLeD8DrVlAIiQT9n2gSwi7CmFZhnB4yznaqMpIe9k9S5bRfjniulbCuXKNFX42Dffhqi1ECOdaXivKEKbmGJVCWFS8di2jW+cF247QKYp4FtE/c6NtG33fwVktC2M3xz3lO9aRNXwQhTDdAzoZwn75ZQPpBGtaWChUMLPib8m4xZmT5/IVX3s0EZYlTQ88qHnK73zny67rSphNKanTaXwICpcsaf1sUjHN5Mqu28waZgir1Ms99NBDD16InCZ0MjCDgtQMh2fsRpxOkzZrBdcyWlMh3AWW0URAkRpsNiKFMNlhj2STgcn+PtY86s5xOnEWXux21Hc6SmwiZIKS1zrotrw+XjHdjupThGrdxHecjFsdu2ggePwa4JIaV28exmg2ieViDY+fWGK/p7XwcF+yo2o9N19XXG9iTYM+4xudq/sUhPDB8zmcXS4hk4zhVsfaVReGYbDP8JLOMz6WpKxRaI0to8MohAGxfTDg7mWlhLBzjZ53asiTgxmtiCn+PWX1AqB5XujzKIQv5CttOYARGqaF485+klwi7z0gv6dE0I2V6xTcDFyHEFY0VWRZE1br2KFTo2kXbI6ZK7j28Ou8lvES6l64kZqtzU+kQs2V68p1DJGfg5mE1JZYF/0C19blkPnEUeSdh4FlWdqqZn5PrtMENavRqE9r6rlc2R3PFa/vtjVJO+gRwmuMN/7p93DXHz2Ap04tSV9DRa9M0lXAup0q+hPd//z+CRSqDVy5cQh3XDGJDYMuGeaXrwG4xIqM+BzQVPau+OS+GYahlVtB0LGO8aJP0CkrgozsoQXBXzoE+xUbB0MRciJsGbUzEFcDZCDOBMwQ5i2jTdNiC1KV0obPEBYR1c85CuF9G8WEMA26USiESeE00Z9qK5fIm/UoAk1GmWSM3TebHQJTZBntl3ER1LpHpYpleSyD4VTSYTJsvItafiMi6+Av+hCbZBud1sxUDqIQPs7yg8OrgwHeMrr5O9L5CJ4h7N/56pdPC7idv5bVSi4/ddKeV+68YhI3bh9FodrAf/nnA4GOU4ZKvcHO7d5pTYUw9z1ki2IdOyIi21SbRP446Tx6Ywr8LIB0UPa5RrJ7lu4jf4UwKUfVRD6NRaPZJPpScaYQfvbsStN4Xak3cM6xlt425m5c3A7QWktjR14xtqma03KlOrsnvXaE+zYN4erNw6g1LHz16XPK7wbwtkH+m8KdjstGkCzBFUGmoyxD2C+/zDCMprlFxzJ6NJtk64wwttFMLStptAP0LaOpmNmfimurhnhcNjkAw7C/u27DIQ8V6epaOJW1SHBdMOt9nzXhqqchqoceeuhBBVEeZphGZj+QmuHQjL0XG+5LRrYvXU/0XWQKYT7r9Sdv2AIgugxht+gcnGDtF9Q95gLkBxPIzpNXzIlgx4zJi+TtYopbC6w3lovVJre9qBXCjxxbQL5Sx4bBNK7TzOZ0MyT1CWG6v/ZMDeCOK1rJVJZB2WErelVtwrIsLYUwALx67yQSMQMvzK1K7YPp+71yz4ZQNrhECHvV1HM+CuHRCDKEdfJcgea9m9+ek0c6EWNziKweS3tgmcCBrhE5BskIchEyCbeJXNYATvXmZNxg++3BTJLVxY5FoBI+u1RCtW4ilYjh51+xAwDwref8s6kJlmWxvcV65eB6LXVVTkz0HIgck9ZCIbyLy4COOl4jLIiQzlfqwvg1VfPTYDrB1jGq+Sqq/GCgtSHIdv4KFwVF43GuXA8U2dcuCtUGE1P41X6S8Ri7J2l9LUO9YbLahCoqgyd45yTihubX27/Ll+u+zeXdjh4hvMYgYk6VFyvyTw9qGb1aqeOLjl3o+27f3VSw5HNIVaANzSYJ6ZhOxJgaSrUAXS5R4VL+cLt5xP5KGd2FIQ/qbFJtMAG3OOjthLrtcjsjj85/VHbRQLgMxKBdvhtHMojHDFTqJi6sVrQKq1Qor5tWC5FuWVaTZbQIuhkKOmCbkoH2Jk1SxS0Va9KFncg6kyyjZ1bKbGGgSwzy96lOsZ1ZRgsmYdrMhyWEw3R9eYnvdCIG4uRlz5MfsUnn09cyOkSGMOUHi2zug0Cm1C6GXOTTRqesyKGhjZZq4c2fM++4+4NTywCAl2wfxe/8xNVIxAzcd3AW9zw7E+hYRTg+X0DDtDCYTmjnASXiMXYNZd3GJY3vnAxwHxDRFzNas3v8XA/8YFkWO15Zs4Psnq3qWkY7a4RzyyVlBjQRwhudueOK6UEkYgYWC1Wc48bcM0slWJZ9fie48XM0m2LPsdfCbFVhkzuoKDqRHeFINik8Pz/lFEvvPeB/Py4G2CiRZXSQ2AVRHi2N+culWtO5pzWHSiXKk686ltGGYWirwUWgxkHVpmlc0zJ6KWQXMaEvFWdr2yMzwW2jcwpFOp/p4+c2EwRUUPNzjXGbAXqEcA899OAPVvh3xlXTtFjTS5BGZj9QoYpijDpN2qwVXDcdBSHMKQmPzxe0C/WdAJ/1+rJd4wCisxBUqZD8ILSM1mhW84LygP0yhGdzFRSqDcRjRlPzYVTg1wLrDa81bTs2wCIQafmaK6e01ZX9mjEYPHhSg6lrn5thTaVLPoKOqKByLyvVGsy1zW/8HO5L4pbd9jMoUwkzu2hN5bUXN24fFaqpZ/wso53vmK/UAzW589DNcw2rEDYMgzWSyOq6VBPJSOpZdI2OObWYIM0nvEhANv7TeOatHzHb6AgahI6yLPR+vHz3uHY2NaFSN9kecr2aSVkDfJkyhOX72H6lZbSeTXk7YJbRF1aFzdrrgSYFqoB7OaZo1jIMoynuSAbdvFwdeAnhfNklsoOO30N9SVYfWo54blOBCPJ0IuZbHwZ41z/1Mc6vVmFaQDxmYKJfRQi7FtAzGhnCA+kEey66YV3SDnqE8Bpj23hzlqsIS4KctCEfL3sv/vqRk1gp1bBrQz9ef9VGAHZRnYqHFzRUHDSITUomc17Zq8oRZjZ/igGpn3nf6yiEg9tJ6FpGFyXKqOu3jTSRC/udzLyowAraGhmIpunacuoqhJPxGDY5KtdTi0VOXSQ/h33JOLPy9g6251bKWCnVkIgZUvtYOra5fFnL318F6uwZUwzkOqBJt2FaUlJI9PxNDmaQiBmomxZT6brEoHrS4hsnglhGixXCRAjrL7B5jIcihKkj1f6ehmG49jKS58mP2CSFsN+mhs6FaUH7HnKdDdorSDCFsEeFS2NU0MUxs0JSWkarrZgA23K7X2J3Ss4T128bweVTg/il23YBAD7+zwcCuUuIQLaEl08PBlLpk210UTC21xomag0nC0ilEKZcXo1NNDlSDAns8L0WSkFRbZjMWldKCEsVwkQIq++bqaEMUvEY6qaF8yty5SifH0zHs8ex7n3mjJsjzNtF89ctHjPY+O8dD1SqSFVzmswumkCNVOcU34uwGCDTlp71k/P6sQuiDGHaNFlWc9OAjt0nka8XchU2X/kVQsg2OoxCeEljXeWO9+r13lIEm1LXNjo4IZxXdITT+nN2pezrNhMEKut90bGJ7Kx76KGHHrzwOk0Uqq4lf5SqFypU0dosbENPt6EvZa+hdBXClbrJcnbXA0Qw3bVvmhWB5yIihEntJsop9INrGe2eRz9bWxEoD/jUQlHZlEkkyvaxLFsHR4nJLsoQ9qpPo1QIN2XcBiAtXWGF/v6GJzVedfkE0okYTi+WcMgZU3TzHNuFyFWBQOqveMzQIglUttFnloo4cC6HmAHceWU4QjgRjwnV1EQIyJothjJJxBjJEu5+0VVr8ns3GXEr/Vufui7Vd2QObzTH0R44ECHMCQ5k8VpMJe2p09I4pWNt7wfemUE3m5oHvz/OBiDko8SQx1lUtY9lNXKPZTTfBN9Jy+jt41nEDLu+T05f673nSifirGbrrRktFqpsDy6rNZJwRzVfRTm+0vNADm/tOH/x9SEdAWFU4M+HTp1R1/WPrsHkYFrZYDXFLKMrbDyXcWCAQ/xHKH5bTwRasX3mM5/BNddcg6GhIQwNDeGWW27BN77xjabXPPzww7jjjjvQ39+PoaEhvOpVr0Kp5C7UFxcX8fa3vx1DQ0MYGRnBu971LqyuNg/eP/rRj/DKV74SmUwGW7duxe/93u+18RW7C9sdFcUphUJYpPygyb1U8w/PLtca+IsHjwMA/uOrL2uykCLb6Pm8vkJYtXEYEHjWe7EsKLx6IfK+lyFM4DyzjBbkI/BwVZ/Ng2cyHsMruKwRmU1yWGwf189AnC9UUDctxAz3euqAt4127zH5JGQYBrtmXvL0OSc/+LLJAelEMz6QRiJmwLT0GhBUIMJios1JM5WIMUJjQVIkFz1/8Zjb7UXKPJYh7LNIMgyDLWy0LKPjKkKYmjTaVAgHmOBFOSh9bPHoYxkt2bS84ZqNuHbLMN583WblZ/OZGkQc+uG401TRrkKY7muvUlv3unsRyDLaZ7OXFXSCn18p4fxKGTEDuNaxGPvlO/Zgx3gWM7ky/uDeI4GO14vnnXzQyzXzg9mxJuV2/UVBFpAIKtW8F8z9QDDfuBZK4axd+A2qrDDhqpmb71dGCPs0hcRjBsssVzWO0ThEjT4AcLWTdf/sWY4QXmjNDya4qtbmsZBlCAsto+1zuFppJdLcBbR4fJriFB5+xC0VhsY1XCG2jtmxC/kAsQsrAqeRZNydH3iS3M8yGnDP5aGZPCzLtjMb95mvto452fSK6yyCZVlYKfmTuONOA5XfOaGNbTuEAo0Lh0PkCLuZUQKFsDPv5it11kgQTYaw3Hqfh6uW7ymEe+ihB3/Q3oHmEGpiTiVigdRafqD5lNaNUahMugEZn4ZTy7LYuaVxOQoSIAz4rNe790+xeslcvhKJajkKy+gS1ziqU+T0Ynoog2wqjrppKd3tiFzc1QG7aDoOIDqyvR2QspbuvygzhJ85u4KZXBnZVJypXXVAe1Idpz3Afo5chXA/sqkEXrnHrnMR0Rmlgk0FlrsuOI+uhWxCiyR4jUP0PnlqCRfyzXubbznf68btY22RMCI1tSuiEe9/YjFD+T11oJvnygsV/PacLX+bkUf41RsmU2tLFcKe2mwQQtgwDNaML6uVFCQqaeZkEIFl9FHWiGOPZTrZ1E3HyOpEcW2Ff9RgDfBOvSOncDuieobXXaBcM0Fb9U4qhDPJOGuQ/oEjbOgGVyaZApXm5c0jfdLaldscJq9/U2Z6JxTCbOwOOc6tR45w0PlGVyE86+PeQOAVwn4CB8IkW/Ot/7qkHQSaJbZs2YJPfvKTePLJJ/HEE0/gjjvuwJve9CYcOGBnFD788MN43eteh7vvvhuPPfYYHn/8cbz//e9HLOZ+zNvf/nYcOHAA9913H772ta/hgQcewLvf/W72+1wuh7vvvhvbt2/Hk08+id///d/Hxz/+cXzuc5+L6CuvLxjxp6EQFllGA/6k6d89fhrzqxVsGe3Dm67b1PS7iQGHENYg6OjmVj0MfoRwudZgxJYqr9Y7kKmgo9bxos9ng0koKvI5bnM6xOIxQztDUxc7mOWlf2GYulA2DKYDhdBvHXXV6Yyk91HaeBcUhIM++cGAfZ5ocG03RziIfagf6BmQ2WiKnj/AVbWSmktElMpAC5tACuFG673armW0qgtXBlFWsl8mN+solBS/Lp8axD+9/1bcfsWk8rP5LnMdiyXLslhTxY52FcJJcYZwQdKd6gcdGzydDGEAQoUw2UVfMT3Eji2TjOO33nw1AOBLD5/A06eXAx0zj8OO8o+UgLpQ3Ss0HsdjBiN9RZCRrCK4jhStYwURTiVuXgoCunYxA0z174X7/JotWb6AXp7TllEiCuWqFxpTSSEMgOUIP8MRwlTAIxcKHkQYehf8eQ2FcMO0Wog0v0U3LZyrddPXtjvIxiBM7IJrS9U8B7rZynz+o75l9MHz9rmfHMz4FgJoTg5qGV2sNtizoFLLjulaRgfIa5aBxoXn21AIizrCB9IJNt4RcRwFIcyPsQVF9k9eYWfdQw899ODFKFtnO8qcEDFHOvDOs2P9l4aLgV+GcKnWYA12128bAdBq4btW8Ga9bhhIwzDsqCXd5jQZTNNi5EYYy2iWC9mmZbRhGIwYkeWyAupMxShAZHs3KISJEKD7L0qFMJFOr967IVADiYrIE2EuX8FqpW5bfDv7g7v3TTcdQ5QZlyqMOmOXyJ40H7Dmt2mkD1dvHoZlAfcfaibw7nvOUV7vD6cOJojU1LMaUTHtkiy6CmG+hhm0CUkl0Clz+2bZ+3qvk8pyVQRqxvfGdRFKknPAss4jVggDetnUPILUBzsFqjtSzTwn2fMC7nF6a+T83khHnd8OaI6j+kWQGn+nIKuBM2eFSflcN6XhaOHWm9v/rt7IgHbHboogCetmEAZBFdO0L/cTecxqOqPQ74vVBhujVeO5/Tf+1uAXAwIRwm984xvxYz/2Y9izZw8uv/xy/PZv/zYGBgbwyCOPAAB+9Vd/FR/4wAfwkY98BPv378fevXvxMz/zM0in7RP83HPP4Z577sFf/MVf4KUvfSluvfVW/Omf/in+9m//FufOnQMAfPnLX0a1WsUXvvAF7N+/H29961vxgQ98AH/4h38Y8VdfH2xlCuGCVCHjqjWalStEJvnZRn/+e7Y6+Jdu291CGAYhhHU6KlieoOSYaHGX4GxORaCJXYsQLvmrdWTvLyOwCAVFVsLd+6YwPZTB666ajrTLGwimECZCOMiGDuDuPc4y2q/Y7k6GzYv0g45CeJ9PljINpO1aKcyvRpMhDLgTjWxBLnr+AJcQJqvWQoAFHxW6dRZUOpbRG0JaRrPu1ACbEaFCmMhNGSFMGS9tdhQmOEJFRx06l6+gWG0gZogVkUEgs4wmErbfxyq85f0YISz/HmVJNo4X1B3MF3qeOml3Vb5k+0jTa2/dM4G3XL8ZlgV89B+fCW3f/nxIQtjNpmkd21k2TTKu7PxWPRNeqOzw+aaGMBbaJe76yI5Xpmqn+0jHukcnW/YsUwi7hPBVDiH87NkVtr5gltECxTyNcS2W0QpVZDYVZ5Ze3nM457PoTifibOPjl7cStAlox4R9zo5rxC4A7ibZSy6Kxsi8RkwFqYFpbtSxZCTi/7SC+BeBNk0pn5ydCaYQ9rGMDmDPLQONC4dn89q23QQ/0nXKsyGLwjKatx+UNQqapoXVKh3b+hcneuihh+7HmEcFlutQJp53b37pWEarmydpbk7FY7hmi73m0SnSdwJu1uskYjEDiXiM1VnaLRDO5Moo1RpIxAy2JgwC2ieUBIRwENUewOVzKoj3dtTMOgjiMNNp0P124/YxANEqhO89QBbkwUjLgQDRa4B7vbaO9rF9yR1XTsIwbFLm3HLJjW7ptGU0Rz40PMr6MDU/kaJzpVjDI8cWm34fFl41daXeYLUjlYiG9j9hczl181z5eo1OEzIPJtAR7Nn5MVn2vt7r5Kew88LPTU2mkiZC8cRCoe2YumMehbBONjUPkZBirTHoUU/mFE5XMhdNvubRaaUzzRtUI4u6gS4MvKQ6gSnIFcITEu6o1gFLbap4efDPrWVZbe/r3eaVtcsQZoppzfOhGwOnu+7JphJNdYgUF7Uqg2sZ/SLNEG40Gvjbv/1bFAoF3HLLLZibm8Ojjz6KyclJvPzlL8fU1BRuu+02fO9732N/8/DDD2NkZAQ33ngj+9lrXvMaxGIxPProo+w1r3rVq5BKuTfDa1/7Whw+fBhLS0thD7drsHWsD4ZhF/Jl3aMyss47uItQqjZYAfjfXLup5fe0UfHaqHhRb5jsNTqW0XnJAnS5RHmsSWXB3+1I87e6cRXCwS2jS7WGciNRrMjVf+MDaTz80Tvw6be9RPtzdUHFbC2FsEYXoggiy2i/wipNhi2W0TP+CmH+GNtXCNv3oioMXheuTaqEEJYo04h4ObtchGlaKNboXvEneAaZQljfMlrUHUnPZFjLaCItcuW6MguKR6EqIISp0KDo4Afat5gxDKNJcekHyh7ZMtp+hpWsS5XGqKB5KhmyQarLxzg6bzKrbUK/IJeX5QdvHW15/a+/4UqMZJN47nwOf/PYqUDHDdjzCrlaBFYIa1hG+zUOJANYRtNYJRrbEvEYm7NyPo1VItC1Ux0vv0nmj9fNEPa/L5lyVOEkQvnCm7h54MqNQ4jHDCwUqmzMPbVoPxNiy2ixW4IqQ9gwDOm8P6Ox6Nbtpgy6maGmqhPz/k1VlXrD3XS2EMKtuTm8ZZ0Mo9zYCujNz1TkPaloEBSBzd996nUVNVAtFqrK94+CEN61oR/xmIF8ue5L9nvhKrDF6xG+oBSPGZEVWfq5HGER7I01nGPrKYR76KEHf4x6nHjchpeoFcLN+4BLxTKa1oy1hiUs7C8V3KZdl6hce0K4Oet1mv18OiLFCMvkHc8GcgMj8E5ClmWfSxIDTAVU7emcZy+JEjV4h5mwhFoUqDVM5rxz0w57v7UUUdH81EIRh2fziMcM3L5X7aDlhTdD0g8iRffEQBo3bLO/07eem3VVZh0eW8hB0LRaBQhhan6kAH7w+XlGov7r4Tk0TAuXTw2w/UI74Elncm9LJWLKulqYpnweupbR/Ho1sEKYrMcFe2Tax6YSMSlB6L1O3oZOP9Dxet3ZCDLhzqbhPmSSMdQaFnPyC4OVYo2Nk3x2exDbaDpG0R56reDmq9rHklcohJloylOD11WkR4FdnkaiqBvowoDxLp4x6eicv0KYagBKQjjCDGHaF1uWfd3afW8a89c0QzigW9mQ5Pp4QWStTiMcL7abHEr7xhRQ/Mbsi8kyGgCeeeYZDAwMIJ1O4z3veQ++8pWvYN++fTh27BgA4OMf/zh+8Rd/Effccw9e8pKX4M4778Tzzz8PAJiZmcHkZPMCJ5FIYGxsDDMzM+w1U1PNnVv0b3qNCJVKBblcrum/bkQ6EcdG5+aRZbEsMbLOQwin5ZM0gSaxTDImLF5ODNrv6ZfpulCowrTs4tv4gHzj0O9zTLRo97N+CGQZHcJ+i8+Lk9mQALwaUjz56eSXhAEV61dKNV97Bir0bxzuU75O9hmnF0tsgPezXhwWdN/kyzV2717pQwhvZJ0z4RdnQLSW0eO+CmFqYvBYRo+6CmG7scD+uU5xOhAhLFFDWpblEsIhLaOH+pKgNbzuJE/2I02W0U4Hp0xxzzKEI1DSE0Fe01CHEhnUrl00wCmEPZuSos8YIYOOZXQxoEKYxqtKvYFnz9pz3ku2txLC4wNpvOsVOwEAj58I3lh19MIqLMtepE0EVOlnU3IVnm7jQDJh37Q698CKIkMY4Do+fRaQItB3UKl8mxTCdZ4Qdv5W45mgbNnTkk2taVrMdYFXCGeScexxNijPOCphahDbLiCEZWMh3VeiDGHAnXu98z7Lp1N0hE9qFkvZmK95v+0kQljDZYPuEcNo/Y6irliXEPZXCBN0Nh47J2wSNVeuB7JB1G3oomOqNSxlAwQVM9uxHE0n4iz64nAA2+iGaTGnAxnpypPrfiR4EDBLTUkjIhE5ybgRWGXRQw89vDjBYgdKNZimpdVQFAZeNUOnSZu1Ar9vKAvWfHwD0y4N5WqnIMt6JaI+aGOUF6zoHFJxS/Ob6dQ95le5uk7A5mo/y+hitc5cazqlEG5ymFnH4uupxSLqpoVsKs5qIKuVeqgYGi/uPWjXOV+6c0wZsyZCf4A6GiAnNYhMve/gLFeP7KxaL5WIsbW4V20dpua3d2oQW8f6UKmbeODIPAAImzfawZ1XTjE19Q+cOKYpHwIhTGwXD5ldshd8A79OVBkPIjFFAh2qX6jWwy0K4YBuBJRNLHNTk52DWMzAzon2G4SOztt/Oz2Uaap7qbKpvaC9gyh+cK3gzVdVNVbQcXprerK85k7AG4vQFQphVgP3WEbP+0c58I4WMkSZ0Z5Jxlh9d7VSZzWMsGP3iMRBrpMI2pzOmh58BB4sAlVjLOJfE4RAnm1T+LbeCFzh2Lt3L55++mk8+uijeO9734t/9+/+HQ4ePAjTtAfuX/qlX8Iv/MIv4Prrr8cf/dEfYe/evfjCF74Q+YF78YlPfALDw8Psv61bt3b8M8OCsjpk6h9ZhwRt/FSW0a6lrHhRsoFZRqsfcCrWbhhII66wiRj0ySzxK84TVJkVXrSTIQyobaNdO5a1ncSzqQTbRPqphGnQCbrIIjXSTK7Muhl1LaN5hTDlpWwczvjaOkSlEF5Ly2gqtnufv03MMrrE7nfD0LOBpqKFju2XTBG7XKyxn20ISQjHYwbbZOp2NIuaJLIKhXDDtNjGOIrnKJBC2CGDdgryUoPCzRBuzoJV5Ywr348UwirLaM0M4YF08+L94Lkcqg0TY/0pRsp4QffegkZcgBeHZ1y76KBkTFZhP0X3Vp/PuUyzDGEdy2ixFTBB12JGBJbxrNgcxWMGmzPDKoS3cfb+IsyvVlBrWIgZrc0hV3O20XP5Cso1E/GYwRpaeMjGQlpjyLqbmULYsxaZ03CvmNKwUQIQWJlAGck6hDBfYPJ2uYtyc1zLaFWGcPN10Il0yCTjuMyZGw6c1W9idJ1X1Ocmk4wzlZBqU7coaYIKijA5wnxTgYwQ5h0xhiMsTPYLLDWbjo2zfetUM2APPfRwaYEKcA3TQr5cV2b3tQt+nrlULKPTiRiLpRCNzc2EsF2QvZCvhFrTtQMimG67vDnrVSc7UAdUdPYqp3TB77+K1QY7nslBdV1HBN4yWuQ2Qurgsf5UR+9DnSJ7p0HfdedEP4a5JusoshbvPRjOLhoIJqwAuPvL00B9l0OYPnx0AWec2JpOZwgDrc4KBJXVrQyGYeCuK+3vce/BGVTqDXzn8ByA9u2iCbya+suPnATgv+5nDach7hXLspSxdjx4IjOjEVMk+lvRfUQ1ClWzPz/PDaQTgR19wlpGAy5B1w4hLHM6UGVTe1FQuE2uFfjIP8uymFJY5FTCu2ianGV7KWS9Kwy8jSldkSEsEBBU6q4Tq6r5iXcK8YsIjWJ8NQyjiUtp192BKYTXgRDWPR/epgcZWL57QEJY7/VOTevFphBOpVK47LLLcMMNN+ATn/gErr32WnzqU5/Cxo0bAQD79u1rev2VV16JU6dsi8rp6WnMzc01/b5er2NxcRHT09PsNbOzzQMt/ZteI8JHP/pRrKyssP9Onz4d9KutGbaPUV6sTCGstozOV+Q3/oW8S+SKMOEUY+d9uptose2XgzfgQ+SuSNTOsvcR5Ux64eaJ6E9Q8Zir8FB9RoFNfp3vhvJCN0fYVQgHI4RHs0l2nok48+scYgphLrCd5Qf7qIPtY7RJiHYzhKmYHYVlNCnepZbRkuePMoTPLpVckjSlVyj+1ddcjq/98q348as3+r5WphAmVf9INqmVQyoDEd06XV+1hsmOo1kh7K/65F/XDpJxh1xba4Vw3D52y2rOgvVzEZBBRyGsm73MMtedseypU8sAgOu3jkjvR4oL8NoD6+DIXLj8YMDOBwbEjTg0lshIbEIQy+hlZ+E+LJlzXIuZ4JbRlAPsd1+L7lk3Q1jfMvpCviK8X0iJMT2UQcJjJXi1k6n3zNkVtmnZNJIRWg6OD4gJ4VVnjSHbyLsd5O5axDQt1pCmWje4Nko+GcIBNwY7nWf+5HzR1355pSQneEcFJLmOQsF7nLqRDvs32fPowfP6hPBSUa/RDuDmO0UjyHJEtlU0PhwJQAjTRi6diEnnNX5TpvOddeEdR72gjOxefnAPPfSgi3SCa8QpVkMRGrrgi1ftODx0EwzDzXcXrX94x6ihTJI1xR1bY5UwZb2SopJA12QuIstolQpJBW/dg4qikwGbyQF7fWUYdnO4aO8sIxejxlQXqHH4rORYzHBtgNskhBcLVTxxInzGrVuP849eA+QK4Z0T/bhscgB102LN+GvRbCJaewPhM9jpubz/0By+9/w8CtUGpocyrGk2CtBnPHrcvm5+z1Y7JIvdnG7//6wP0ZhOxFjTR2DLaKe2IarrUkO7SnXMz3Nh4s3SPgphVY4yNc+0MxeostB1baPdDOG1ryUTXLKsjkrdZPUTUe2cP5d8DU831isKjPenmo6tuxTCbq3j1EIRDdPCQDqhdGsk4U6lbrbELhLctUw033WQa+ZoN/+9neaVsGCK6aAZwj71vBkmpPMfj/jX6IxffJNakOivbkPbHmimaaJSqWDHjh3YtGkTDh8+3PT7I0eOYPv27QCAW265BcvLy3jyySfZ7++//36YpomXvvSl7DUPPPAAajX34bnvvvuwd+9ejI62WmES0uk0hoaGmv7rVpBC+OSieMKS2QEOaFhGX+AUwiIQUexnGa27cRhIE0ntkyHspxD2se7jEUYhDHAdUCqFsPM9/BZbnQCRIifm1QrhsBnChmEwlSCNWb4K4UyrQvg5p3C9b5P/MxaFQrhYrbMFShQKYbLRlBXIZc/fphH7u+Qrrr2nLimYSsRw1eZhaeYKD1JDegnQOWbH2h4pziyLNCZ5vkO02YLI7Sb0gn++gloViRBEIUzPTiSEMHfs/GcXBZnKOnBzceTfo6SpEKbPprwXyg8W2UUTiPybD6EQPkIK4ekQhLBi3KXix007xpTvkWRNEv6LLSK3pJbRzGImvELY775OCQhsZhmt0cwxwjXvUIc+D9YUNNKq+r2KUwhT05koPxgQK4RrDZNtxAfT4nMocitZLFZRNy0Yhtt8IIKOZXSxWmfHoLsx2DqWhWHY47Os2YdABSaRitw7PlqWa7esIga9ltE6naWAO49Sc4QOVgLYKtH3UZ2Tdq2lCEQIH57V787Xydfkz6VfzEUQZFPqRkT3uq9/llUPPfRw8YAnN8ISGjrgC1aXSoYwwDWdCvYYzEXNKaKSkosIrrWAKuuVCortKoSPzjm2lIqcQj+wbMhqw3VwCUHSZJJx1hQtIlvatbfWRVT5zO3A+11lRGZQ3H9oDqZlN9tvGQ3uchVEIVyqNpQW33d7COm1sKOnZnVvPnQuZGPejdtHMZJNYrlYw+/dY9emX7NvUqsOo4u7PPbTU4q4HMBdYy+GyMDmm6r9agSGYbC6atC4E5X1eIX2wIp9bCYZQ8I5x37nQwTXnU2tEBaRlFEohN3nu7WOJMqmFoG5C3VBhnDDtNh4GTPEat9MIs5cOfj7TEW+Rw3DMJrmum7Yd4kEBG72er9SEJRJchEHggb4esMlitt15yIIFcJtZwivnfMKi6/StYzWUAiXqg22l9fJM+e5FZ06Dq3Bq3WzZe66mBBolvjoRz+KBx54ACdOnMAzzzyDj370o/jOd76Dt7/97TAMAx/+8IfxJ3/yJ/j7v/97vPDCC/jP//k/49ChQ3jXu94FwFYLv+51r8Mv/uIv4rHHHsP3v/99vP/978db3/pWbNq0CQDwtre9DalUCu9617tw4MAB/N3f/R0+9alP4YMf/GD0336dwOwgAyuE/b3S3YxR8U1MhdrFQrXJFsIL2jj4dVOwTjKfDGE/m79AltEh8kQAtVKNIMpLXSvoKIQty8J5J483qEIYALaNNRMIftdFlCFMSia//GDAPca5fFl5v6lAisZ0IhaJctvPMlqWV5xNJdjk/rxT8O6EHQwRoF57XMpAUOVz6kCHICDQ85hKxJoUhnyRwYsSl4Mbhc1mUjND2DQtZhdLeaLtIMV9X9oEVesmUwsHtcMmErGiUghrWBLbn92sbPvBSZsQvn7riPRvmBq0WEUj4LN4xLnfLw9RmOqTZNM0TAtPOMftRwinAlhGuwtsWYawa6MUFHRv+3Vci55hZhmt0SRhGAa2OBbPpxdbc4TPOYWcTQJCeN/GIcRjBuZXq3js+AIAYNuY+HkQjQXNTSDi7ymyjKYOzPH+tFCNTGCW0QqXEhqDUwHG/Ewyjk2OI4Wfy8aKghD2OiiUag32vKgK+sN9ySYbRt2GLXLaOHB+Rev1gH6GMACW+S1zBrAsKzKF8N5pe3x4YTavPd/nNfI1+cbEqDbOADeOShoRaV27HuvBHnro4eIFnxWpk0EfFtNNCuFLhxDOKFyImHuIMxcQoXVsfu0IYcp6vXlHa9ZrFLbGq1zj8e6Jdghhd/09w+o64faQrm1063lmqrrJTiuEoyHb24Fr5W1/17GAMUwy3OfcU2EtjakeUao1UPfZKx2fd13iROMGfwwxY23sW8ckSmvXYSHYOiwRj+GOK+xmjcOOa42XwG0XpKYmTA+ra6YsXz6E6o72Zrz6VwUi0IMqhFXOj+W6/x7YMAx2vwQVrvDvLVcIy22Md0eQKa+y6hdlU4vgOsmt396hLxlnxPyZJbtmMCiISQLs/GWR85/KnrsT4JtTusIyuo9qHe7YTnOdTpSDKj6CF1pF5XzVzwkHg+bxeiGz8O8kXFWz3vkYFFh6e0HNEH3JOFNQq8DX2HXWSulEnI3r67kuaReBCOG5uTm8853vxN69e3HnnXfi8ccfxze/+U3cddddAIBf+ZVfwUc/+lH86q/+Kq699lp8+9vfxn333Yfdu3ez9/jyl7+MK664AnfeeSd+7Md+DLfeeis+97nPsd8PDw/j3nvvxfHjx3HDDTfgQx/6ED72sY/h3e9+d0Rfef2xnSmEWwnhSr3BBmCpZbRmhrAIRAo0TEupEGSW0T7k02BGTeQuKwqvPHQ7G03TYmrkoN3WfQoSi6Cbz9EJ7HBILFUGYq7kKqfCbOp4pVg8ZvgOjnSOaeKqN0yWIaxjGb1hMI2YYVvu6hCQIlBhfrw/FQnBqCJEy7UGI+VEhWfK4aTNRSdyNWSW0XP5iBXCGtdD1iBBz5LIzk2X1NSFSG0pwvlcGZW6iUTMJdPaQSxmsM8mMq+JLAv4/dgmR0Fs62YI8wrhmZUyzq2UETOAaxWE8Fg2BcOw3QGCdLKvVuqskzyMZXQ/G3ebx/bDM3nky3X0p+K4cqP6fZOSZ0IEP7KsnQxh2gz7XZ+UQOXvKoT1ll3k5nBaoBA+t2wvOjcJNtuZZBx7nALFNx1Lw+0SS+5xx4J/qeg2iNH6IpOMtdhRE0TzPjWs+DWR6dgp8l2iQcb8HRP29zzu47KhKtCPsgxh+zXUGRznNswi2NaB7vvpzs+kED69WJLaSnmxpNloB3DzncQZIF+po+5c+3YVZtvH+5GMGyhw6hM/6Khw+aJSlAphVkCVrAl11Ms99NBDD17wNrIs5qgDBU6aZ2JGd1gsRgU+09ALWh9QwZKRAHNrZxlNWa9eu2ggGsvo4w6hMTGQ0prnZchy6283CqxNQligxCYCZlcb5LUOpjQjRzoFy7LwQotCmFSf4Qvn5VqDEUzhCWF3fVpQ1LkAtS0uAFy7ZYTVGkayqcCZ02EgzRBuI4P9bo4AHkwncMuu8TaOUPYZ7vXye7baUZPTWKhLMtL9ENSpTUUIVzQsowGXvA9jGe0Xr6W2jLbrqIuFaigiq9YwWUOxyJnBMAx2T6lso5ll9BoRqSLwxDw5janq5qIIHZcQXpuaOJ/b3FUKYQEhrBPlMKVwtCAOZrgvKa21BAXjUqr1tvOJg9SKo4BlWa77i65CuM+fF5vlXFV16klBLaMBty6/ns4l7SLQ0/b5z3/e9zUf+chH8JGPfET6+7GxMfzN3/yN8j2uueYaPPjgg0EO7aICZQhfyFdQqjaaiBMqQsZjRstg6No0qjKE1YRwMh7DaDaJpWIN86tVli/nxSwr7upZRkszhEmt5WcZrakQXq3Wmd1xYIWwMzGrMjxZ59m6KISdRgGJchwAzufsIutoNhm46w9wSQbAviZ+g6NXTXd8voBq3UR/Ki61IeWRjMewYTCN2VwFMytl6X2pwkLBvqejsIsG3KaIpUIVlmU1nQP++RN1o24a7sOzZ3N4ngjhDuSDMBLSqxB2NsAbQiywebBCVQCFsPd79iXFJB+gb3usC5li2gvKD946lo1scZVOxFBtmC4hXHU7dIN+Riah3uQA+gpUWpyvVuv4gWMXvXd6SDluJeIxjGZTWCxUsVCoaD+LdK9vGEyHyiKRNeI8cdK2i37J9lHfc5lyMnmDKIRlxNEQ6ygMniGse32SIoWws5FOaRLCKicRlUIYsG2jD83k2bmQjdVUyGqYFnLlGkayKdfqSmIXDbgEGT9f6xYbWbE0X0HDtISFprDZN9vH+/H9FxbYWCDDSlF+jzAHCecYcpyC1W++HOtPYX61ipEA8/NINoXNI304u1zCc+dzeJlGwWqlpL9pYhnCkvF+2Smu9yXjodYUPJLxGHZvGMChmTyen8s3rTdkyGtEgGzg1qnt2lrz8MsQpozsbihM9NBDDxcPeCVYvuLvghAWNJ+OZFORWqGuN4hwEBLCHkeLXZo2of/09Fk8fmIRH3/jfq31+5mlIj72TweE6hOKaRGRd6TaXihUUak3tGJCvAiiQlKBEcKVBitWhiWE6Tz/4w/O4unTy02/o31CO/bWOiCRwnoVXhcLVayUajAMWx0KRFM4/97z8yjVGtg80of9GnFcIqQTcaTi9p61UKkrm+f8SI1YzMBr9k3hbx49FemaSwWZe1s7GeyvunwC6UQMlbqJ2/Zu0N5/BcFd+6bwZ985CsD/2WonQ7hYDVZboXpAOnCGsFygU9aMPmIK4RBjTca5RuUQltHZVAKbhjM4t1LGsflV3NCvdh/z4vRiEbWGhb5kHBslx37Xvil8/nvH8e1Ds6g3TOFc0g0KYcDeuywWqkwhrHqG7Bp5tdkyuiIn3zsBalDJpuJKp7G1giij9hizjNZRCDtEoSA2kaKaonR24d3blgOqbb2gBvd8pY6f+sxDbR9bMh7DB+7cg1t2i2scYZrThzQUwqTa1RVTBbWMBuxx/9BM/sVDCPcQDYazSQxlEsiV6zi1WMReLpdxics/9G7u/NS4gJsNvEGR4TcxkHYI4Qr2QqzMouKuX3cE5SPILKNXmFpL/XD3c10tKtBDn07EAhcvtRTCazz58SBCeMGxGBNN3JQdOT0cTgHZRAhrLPKZZbRz3sku+oqNQ9rFh+nhPszmKji/UsLVW4aDHjKzuiQ1W7ugybduWsiV6k3d1/zzJyr+k0KYLHQ7YSUpVwjb1171bOsgTIawVwnt5nG3EnREEkeuEPZRh5IF1g6JGjIM0skY8hVX3dlOwwgVuMq1RksjAkFXXe0qhOtufvC2Ed9jGO93CGGJfawIR5xCz94Q6mCg2bKOx2PH9fKDAf0caSI2AWC4TzzntKUQ1mx28CrL+f+vWxzcSpbRIoXwipoQvnrzMP7+yTPs3zJCOJ2wLXQod5cnhFUkmLvpcM+hbrFxYiCFmGFfq4VCRWiBv0hNQAE3Mjs1XDYAH8toZ3xcKdVQb5hahCWBxtagRZB9m4ZwdrmEg+f0CGHq/NWxmRr3iQhg5HtERb89U4M4NJPH4ZlV3HGFv9Ilr6EQTiVimBhwyPZIM4TVa0KdY+uhhx568MJtvKy5CuEOKHj3Tg/CMIDLOpzdutagNVZZZBntUZFQYfbkQlFaoK/UG/i1rzyL1Uodr7lyCq/25P6K8PdPnsH9h+akv79+24gw63Ukm0QqEUO1buJCvhIqD5YUXds1mqpUYHWPGk8Ih9tDXuc4EC0WqsKG4vH+FFu3dgrTw+tLCJOd7KbhPnZuR7L6e2oZ7uXsottxQutPx1Etmr5ue0RqqBoO3nzdZvyvx05pxYNFgVHJecy3oRDOphJ47f5p/PMPz+HN121u/yAFuHbLCHZt6Me55ZIvSUT7i0K1gXKtEaiOGZSc2znejx+cWsbWgOOP69jYOvaWNRXCOyf68aMzK7hiOvi9k2a1EvF+v6SwjAaAy6cHcW6ljCdPLuGG7cEIYXoudk70S2ucN24fxWA6geViDS9cWBV+R6YQXmdCmNYceoSwwDI6Ysc/P1y9eRiJmMEcM9cbblSnPQZZlhXKMppEdjzcdUz0rldnl0ug1KYRSS3MD0OZJCYG0phfrbB4t3aRTMSkhDDfnK57vzGFcKUuFRic9RFQeLFhII3x/hSqDVP7b6YjiAlZb/SqHOuE7eP9eObsCk4uFJoJ4YLc7tJVCGtkCCsW/BMDaTw/t8peK8KcZnFXZS0CAMuOksXP8ki1AOFBhdwwFn5ZiXUpj/WcxAczSVb0PLVQxFWbW8lTymmcDrmh29ZECPtPEi55Yp+Xg+dsQljHLpqwcSiDHyK8tz5vGR0FmkmQipgQltyvm53Jge7DTmYISy2jQ3Z3E/wylHnInge2cKwJOkhr0VrMJJlltDqTklSBOyaiW0gSeUfqztU2GkaoS9e0bAv1VEJBCPtZRqeogaaBp04tAwCu3zbqeww09s9L7GNFoOaHPVPhCo6kLufHXcuy8PgJfUI4qdkUkC/XmIOEXCEcPkOYNqh+i1WWe83ds6Eto4UZwvZYKsuR984dMstowHZeyFfqWCxUsXuDXm6qKEPYVQir56ZEPIaJgTTm8hXM5WSEMHXOBpvn6Nn3I4RzCpKXCEfLssd5KubrkII0tgZV4OzbOIT7Ds7igDO/+mGZzVP+c+KE00B0XmLhvBRSjS3D3qkB/F+4iiE/EOE+qFCkA3auz/xqtS37TC+oWUVWPO0Rwj300EMYUJGvKUM4YMyRDnZO9ONffvmVobIauxksQ1ihECYCafNIH1MBnlkqCfcAjxxbZOv3oxcKePVe/2Mga+CfvmEL7rzSSyAbuGmHeM1tGAamhtI4vVjCbK4cihCmNZDMxU0XtFcoVetc/SDcvXLV5mH80/tegfMr4rXE/k3DkbkzyUC1rfnVipT87yTILptXQrej+gTs5shvP2c3HoS1iyb0pxNYKtZ83fb8LKMB4OadY/jmr7xqzcYWagClhkdCu+PnJ37iarz7VbuENbUoEIsZ+Nt3vwzFSsPXeWsok0A8ZqBhWlgu1jA9HIAQJvtezbrTb775Kvz8K3bg6oDfW+XYSPUdP9Xxb7/lavzCK3bi2hAiEHJTq0gUwgUf0cHteyfxncMXcN/BWbz7VbuFr5HBzUKXPxeJeAyXTQ3gB6eWcXSuICGEnbi1dd470DNDDUaqvUyfwDHJj3yPGptG+vAvH3hlpKrZduCtF82vVpEv1xEz1HUVAssQXmmtuXmdTqLAgFNvO+PUjQbTidCuCLGYga++7+V49uxK28d1fL6I373nkDBugrAY4nzw9/OqxBWDNT9p1oYT8Ri++r5XwLQs7Yadt968FbdfMRmIG+k29Koc64Rt41k8c3YFpzw5wqoQcDdDWFzINk3L1zIaACYG3QW1CNW6ydQkbRPCCmtGHkQa+C1iWbZgCAsEl8QSLzJM02LdUNl1yn3YPt6P+dUqTiwU1IRwSIXw5pE+liOqo7Sh67ZaqaPeMJlCeF8ASyPaTJwXWGbogO7FKCdNIkEWClXs2uD+nO5XmV2Ft1uoE/eJjBC+EFGGcJAMG5ntDSvWCLr3i5q2urqQnQ8viATSnfSDfDapO4uSTGUd8B215XpDuEgraVpCZZ3xcqVYw3Hne2sphB279Pk1VAi79uLuvXJmqYTZXAXJuMFUByq4BKv6HqDntz8Vly6CaYOUUzRWyVBim2H1AluUeVxlCuGghHCxSVFeqTfY3L1Z0r24b+MQYobdfDDWn1I2UI31p3ByochU43mNpihhhnAAO8KpoQzm8hXM5srCeY4Ka2MByT9yBzg5X5Sq8AG3oUdECCfiMebgslSsKfOGvQirECaLQJpf/cCiODTOD53fH51dESoSgmb2+GGPM04c1iaE9UjXn7xhC8qPntRSUOuC1p1+GcIq+/QeeuihBy9GuegBloHZoYzfIPuxiwV9EkLYzpmjDGH7fMZiBnZO9OPQTB5HL6wKCeF7D8yw/3/Mx1rafZ29tn7t/mm8JiBRNzWYcQjhcIoRt1jc3j1DRX7becyez9ppKr526wiu1Vizdwrj/WlGqM2vVte8EUJktew+68GbTAHgB6eWsFCoYiiTwM07gykavfCryQF2rcu1PVXvly8Pue8LgxEBsW5ZVtsOC/3pRMfIYMLkYAYSw8UmGIaB0WwS86u2yj7I/cvqkwEso6/ZMqL9/oQBRT2WKYR9nK4G0gmtvb0ItEep+CiEZY35r9k3hf/yzwfwxMklzK9WWFOsDnTzYXdN2ISwbC7JS2pnaw16Zs6SQlhR93Wbh9w5l5pl10ohDKBJJLfeoHpRvlKHabrq4K1jWa0apxuRJVcI6zR264LuN3KWa7fRe8toNlRDmxcLqxX87j2HcG6l1BKVSmC1iABrnnQijkwyhnLNRK5UE3JNYeI3dOKueOgIcrod62/Q/iIF2QB582KXFMoPP4XwcqnG/NdV9rpkOXtBQgjTz5Nxw9fKYMDHxlo3Q5gWsdW6qSz6U55sGPvgjICY4FGuN5i6rBPZsDrwyxEmQlimDPNDJhlnGTw6kxBfpM2X60whHMRCiI51JiwhTJbRbXZK86DCvdc6l1l4SCZRLwEz0MEMYa897lzAHAQZgnQz+ymERc+S32I9KHTJwOMdUQgTIWx/J+qcDPPdUvEYiJ+S5Qi7ltHqqZkW7kfm8qjWTYxmkyzPSgXaGC0EUgjbxM6eNi2j+U0GqYOv2jystdFwc6TVKvFlRpTJx7Z2FMK6Cu604J5lltGam/ktjvVevlJn8yjgjqOZZExKCPal4tgzaV8vv4XtuKdBhCmEFQSdaC0yE8COkOXqSIqlYTOEt45lYRhgzT4y+OVM87b6QfLLbr1sAzLJGF51+Qbf1/Kggv7zs3lpVzzBsizfxiUeuzf0Y8NgGtW6yezleZAaIyqFMBUQX5hbRcNUP6+Aq/7wc3151607cf+HXo2NIZvhRGAKYYlrDFMv9xTCPfTQQwDwTjxsDonQ7v5SR5/AvhKwXXFob8Q3CZOii4guHqZp4VvPzbJ/+2UN098cm/dXi8ngKoPac8Zqt1GL9irHnfPSl4x3JMt6rRCPGWwPvB620SKrZaZsDakQvvegfW/eccVk27mZqvxXwkyujFKtgUTMCFz47iTGuCYaQqVusuf9Uhk/6ZleDmgxvlZ5rtQAWajUYVnNa3jan/hZRrcDPl5LBKaUlggyKIfbsoD7n5Nb/ougY6UOALsn1bn1bu1sfWrJBNq30v5ctY8VxSoWI3b8u9hA58uygNVq3SUXNeuMrpVw61y13AGFMCOEF6MhhKPCWH8KI9kkLMut1XoRds3DanoCsaRlWZyrR3fYkHcreoTwOoGse096FMJuoa910BbZNPIgBeGok18jw8SgoxLLixcjs4x4yvhmmfBErreQaefv2ceqmyEMqBeyROCNDQQf5Pzy4sjiwzD8u986BcpNkC0yzudIIRy+K5buPR11UTIeQ79z3l64sIqFQhUxI5ha0FUIi22m/LDImgCim9i8JAhh2SdP0asQ7kT3X1qgLixU6ig4921kltEamxFXIdz8PLB8L8GCXZc004XofHjRMC1mrRtl9oj3swttdH0ahuFaIfl0vvb5KM9pLKO92vXbRrVypyaYQliPEF4p1hhpd3lIy2hSM/OkCxHCN2vYRQP6OdL0/KocKdrKENZUcCcdO/CqMENYb9mVTSUYgc/bRvN5KKprTh3xfhl0buHavs6rFbLwVVlGO84RAstokQW0FzSGyWIEFlfDbZQyyTg2OYThCcmmAwCnOBB/R95FIVfSJwVfd9U0DvzG6/CGazYGOu7NI30Y7kuiblp4flZdrF6t1Fnjn84cbhgGbnFUtY8cXWj5/VLEOUbbxrLMvvP0orixjYdLlqx9kbqXIdxDDz10AlTUOrtUYo0xnVIIX4qQ7TFovkonYk3rMLK+Fe2dnzm70tR8dlRAGntxPldGuWYiGTdC5eKqsgN1EJWdJJEmVISdGkq3lVHbDfBbP3YSQoVwVlxP0IFlWbjPIYTv2jfd9vG5CmF5YyF9h+3j2bYJ6ChB53GlVEPdIYFpnxYzwGpRFztGA9RgeAS1jA4LqvfUTYvtWwmkEE53sEaaUdSXADd+SkVS3u08S9RsoYsgCmHAzRT3op1aUZSgfRX15qr2WaJYxbW2jO42ZJKu21yuVOOcFfTqYdT8fiFfYWMagWIhonLnAty9KjV6B3VZ6xQMw2AkuozfUDnkqsBqeqVW7oicUQwj2trwpYjuWQm8yLBt3LWD5LGkUCj6WUa7lrLqguyEj0J4LoDSZ6CJyG2evHlLTr+O1GQ8xgZdldVNO3mytDGSLTJoAs8m44gJgsnXAmTFdO+B2SZVGGG2zQwgANjlLHR0laY02FIxedeGgUD2IdNtdkqT0ms8RBOADF4ShLDko7yaGEg1NVt0ImtaZJFM+cHZVLztz6SxpVwzpVaZBNpUehe1ok5CgktqRqUQtp9FlUL43HIJ1YaJVDzWQtq3A5YhTIRwm4tjVeeryW2+fDOEPddDxy4acFX2XmW8DEfmbHXwpuFMqNx2gLPq5+6Vx47bhPCNmoSwrkrcT/kJ8Arh4JbRZdYdrb4+IpV/0AxhANg6Zt/LZP8DAOed/OBNPkrJN123CWP9KbzuKnWRiXJ6F0IohGmurjVM5t6hYxlNc8KcjBBuoxi6Y8JeW52QuGwA/vfJKOeioMobFiEeYu1gGAbLnjnokyNMTYPpREzblv+W3TYh/PAxASEcchMmQzxm4DJHUaVjG+2Srmu/caU1oYwQpvu7Rwj30EMPQUBzF5FWybjRUVXVpQaXFGhe8/FEKU9sUgFfVGy896BtF/3KPRMA7FqJX0MgqUq2j/eHyqllLijtKoTbJoTt80iROjrrs27HtHNuZevHTqFSb7CYt8uaFMKuo0xQHL2wiuPzBaTiMdy2N5izjAgDGgphppgKYKG5FqAGR8ty1+i0TxvMJC/6RgZC2MzpUkDL6LDg6xve+4hqF52cy9KSsZ9Q1HChoyzuB5+/0ERwqrBYqLIaIBG+MlxGCuG51RYVNeDuHTpRIwwCbxOaqilNtB9aD8vobsMQ417qWhnTPMYH7IgD00KLa1lUsRA8vLXJblEIA+58I3JxAdw1T9C6D+3PRWs6muu2jPZFFmN4qaK3O1knbHc6Fc4sFZts9VSE1BBXhBVNQORRr8oPBlzL6Pm8mBCmTlqdjUM8ZjDyYtWjXCa11mA6obWhcheycpKqHctoN8tSvDggBdt6dnS98rIJ7JkcwGqlji8/erLl96SyDWsZDQDvu/0y/Kc79+Cnb9yq9Xoqmj9y3C4mB7GLBsAsHs+vlIX3rR8WQqrFVPCSIASVZTtgF+552+iOZghzZFJUdtFAc76qX4eqzDJalu8FuIvJqBTC3hxfEaj7fdt4NhQhIwNlxRKZxyybQtoAyYpcgEs2AjqEcPPvdfMrqJFmXnMjenimPbtoAMgmmzcZC6sVptC4cbvecYueCRF0slWpQ7ZUa/gqjr3QzXhOChTNlRCd1VtHWxvHzjGFsHoOeNXlG/Dkr78GP3a1Wq3qdUvQyRAe8CzA51crsCwgETO0mrVcy2hxQc/NEA4+5tPaSq0Q1iSEizVGWHZa3aWbIxzELppACuGnTy+3NAEt+bhihAE5iDyvRQivny0zjaOy4mle0866hx566IGHNwdt6BIiNNYCzDLas8eQ2Qqqio2kwPzJl2xheyhZUZKgqxSTgZyxwmYIh5nnRSDSZN7ZR18KhPDUOimETy0UYVr22pivs1G9oFhtSAUHMnzzgH1vvvyy8UjIo35F/iuBVI1BMhXXAsl4jNU5aV3qNmReOk15rgNRMJeqtSLnYjGDjRve+6ii2RTdDqhpuiyIzzFNyyXGFfW3KzcOYvNIHyp1Ew8+P6/1uZQHvHmkz/ccbxvrRzxmoFBttIzxtYbJ6lXrTgh79riqxmaRY1LpRW4ZDbhjT65UC2wZHY8ZjHPxiqKiioXg4eUvonzvdkEkulwhHG7No4qBOxpQ0f1iRo8QXidMD2WQisdQa1iswAuoLWupKGVaYkUDKYR9CWHn9zLb0FmmENbbOFBxOF9pfhgpz3FYs9Cos5DtpGU0/Xw9CeFYzMB7btsNAPjC9040bS4KlTpTXbdjGb11LItfvetybYKVBtsnT9r5g/sCEsKTTvG/UjfZJteLcq2Bzz1wFN88MNNiPe6qwqPLECbr3FbLaLllO4EnYjqRNZ2KN6tSAVchrGPH6gfDMBjRsuijFJXZ3ohyYQnliBeQOupQ6n6P2hKEZQjXPJbRoRXCDiEs2Ojw59JPRcp/fsxwnQX8MDGobgbyggidvdNtEMJpt7BnmhaecMaRPZMD2t2LpBL3t4z2J4T5DZrMbUMG2hxlfO5tN/NYlCHcnkL4HMuR91fC6xSgxzyEsJZCON3cnObaRae13DUmh9TF0qWQGcKAu/B/fk5MRjZMi5Hess0xy4QrBrOMbgeUI3zg3IrydW7Tkj5JuX08i43DGdQaFp44udj8fmRbFWHDFTWQHPaxvwbW15ZZVyG83kWdHnro4eLCSF/zeHqp5F+uFWRNp+7aoPl87nQKtAuFalM254n5Ao7MriIeM3D73knXWnpOPTcFtYb0gvZqYSyjK/UGm3vCNMXx8JImOs5v3Y4pn/Vjp8A3CfBr66FMgjUiy2ocMrh20VORHGM/tzaXod1mh07CVVuTQtghhC+hpjx+fxEEbo2y8+TcgOQ+omb2zmYIy6O1yvUGi8pS1ZgMw8Dd++1n6j5N22hG9mk8F6lEjMXvHfMQXHyDabdYRrN/K/ZZIstov7zmFwNo7LmwWsGZJZuv0VUIA8AUaw5rXgtEFQvBw7tXjfK924Uq1gPghAABFdNuDFzrnHeMEfg9QtgPPUJ4nRCPGdjiFHtPceoflUIxk4yxRacoR1iXECbL6IVCFabZqtikrstJzY3DoETZq6PW4kEkh8rqpj3L6FbrUh7MMnqdO6H+zXWbsGk4g/nVCv7hqTPs53Rd+lPxNVWs0GBLC0EqXOsik4yz63VeYp/1xYdO4He+fgi/9FdP4qbf+hY++o8/wsNHF7BaqbOCQCcso73WuXR/qTKveYXwWltGb4hoM6+bYbMqIYTXQyGsIgNJIbxzQp2XGhRSy+iQ1511viqylzPJmC+pxp/by6cGte/DCaaMr2ip9cnydU+Axa8X/HhaqjXwhJMffNNOPbtowLVg9rOMpmLMcJ/8+U3EY+x8iRaQKrDNsA9hL8o8DmUZ7SiET3EZwtRAtjkia3RqrqKxkNnkKu4pmn8spzltlq0Z9BpWppxi6ZygWGqalpt/E2Ked9Wp4k0H3wQgVQjzGcJlNXkcFfZvsjOfnzufF67LCMsB11VAc47ww54c4agtowFg77RDymsohNez4CcqgPDI9TKEe+ihhxBIJWJNc2hvDAkGliFc9TYIi1Uk/ekEc87iM4KJDHjpzjEMZ5PY7Vh9HptXE8IuORBu7csUwiEso2kdG48Zbd833nrGpaQQljnMdAoytZFhGKFyhOdyZTx9ehkAcNeV0RDCg1qW0c73aGNf1ymMeM5jbo0cetYSYTOnS2tIzskcG13L6A5mCCsUwnzzpl+NiZosvv3cbEt+qwhB1YSymALaQ6cSsXXP6B5MB1EItzbIFrukLr6eoDn4R2dWYFl23SAIBzE1KHZE06k3B4W3kb+bFMLUaHHsQkFY41gMKQSgJgexQpgsvruv+anb0COE1xHUXXRygSeE5QpFw3A3ByJlk6siVJNGRKw1TIsVF5vex+m61M2pHWBW1s3vtUJqLUVxvul9NBayYT3mAXcBI1OD0MInrPovKiTjMfyHV+4CAHz2u8fYQoblB7ehDg4Db4fZlRuDqwXpmGdyJeHvv+Vs2jPJGHLlOv7XY6fxs//jEbz69/8VgE2iRLkgYYRwi0LY//7iM2o70f0nJoSjs4wGuA5Vnw0J2agPeDpSeTs3L7Goq6LUhQ4ZSPawOzRtXHTBFMJkGU228iG/m9IyuqZPpPOWTi/RtF0G3LG/XDOl4yAPItXaUQhnOIvkYrWBx07YCuGbNfODAV5xqyaxl0t66knVAlIFdo3aUQgHsIymNcIZrmmMxQb4WEbrwmsZzVSRikKktznNdRXRG5/odfOr1ZZGj1y5xmI0wmxmLnfIyBMLBWHjBTWqZVNx6WadzxCmtZaqszoK7NrQj1QihtVKvalJ0IsVahrUXFcRZDnCnehS3jNpjxdHL6z6NnGslSW3CP0KhXCl7lrK9yyje+ihh6DgC1uXEqGxFshILKOXFDUAkQKFCOG7HXKAlCJEisnQroqS1jiFakOp1hTBtZJMajmuqOBdq14KhPD0uhHCcgVhGNXnfc/Z9+Z1W0e0myn94KcQXq3UmbhgdxeqpphCmAhhahi8lCyjWSRNMEKY6jFRNdur0C+px9I+NhNgHxsUqjoJH9vkNzbevGMMw31JLBVrzOFQhWMBx3x3vmmeS6iW3A3OQl4CWNVgJBJNFXuW0ewc/uCUfQ/t8jhE+EHkaFFrmGzvG61CuPk6RZlP3C62jWWRiBko1RrCuIewUWF0fURCyZ5ltD56hPA6YvsYqX9aFcKyDgk3PDu8QjgZj7GC+QWBdWhgy+g0kdTiDGF9y2h/qxuyuZ4IZRktt7kF+Azh9Z/43nrzVoxkkzi1WMQ3np0B4KprdaxCowRfyJgYSIeyLabObZFCeKlQxVPORHvfr96Gv/kPL8XP3LgFg+kEyz3aMJiONH+L7KcXC833v6ohg8Ar8zrRPMDUhVwh/UIuOstowM1Q9utQXWUL2+bzQUUGy2rN9mWZI2uoED7hNNXsjNgyOuWxjKbzEbYRgGyWhArhqv0Zups9Gs+u17SLBuzjpveXRQYQlgpV1jBxWRud5DEuZ36hUMGBs7Yl7o079IlsUSavCG4Tkg8hzCxmwllGt5chHMQy2iGEl0owTQuWZeHsEmUIR6QQ5ghhy7LYPO595nkYhsFZitUCrxnG+lPMBvyC5z6kMWkwnWDPXxBsGEhjJJuEaQEvCGwhcyV/ApIv2LiW0Z3dWCXjMVzhNF6ocoSXNGzRRSBC+EdnVtgay7IsZhkd9P1U2DzSh/5UHLWGhZML8sJ7rWGyZ2pdLKPTbpOgt2N5lVvPdkNhp4ceeri40EQIX0KExlpA5kK0qHC02OVRbC2sVlhEwmscQtgvxw6waxBUvA2rEM6mEmxO82YH+mEpwmxB7x51rRvKOwEi24Oe13ahKi6HUX2yZoX90aiDATmRRzjufIeJgZR2bW4twc6jN0P4EmqocW2xwymE16JGSZ+Rb7GMdpyu1sQyurVOQnVaHYIyEY/hzismAejZRgclj7zzDaGbomZaLaPlzxHV9Qoiy+gu+C7rBTpnzzi1q6Dk4rTAMppcQAxD7lQWBt2cIZyMx7B93K5pidZfKodcFViGsKeeV641cMaJW9OxgX+xo0cIryO2OeTFqUV7EmqYlq/NMtk/iEhTKqxSgLkK9BoRKRBU7SMjclmGsOZg56cQrjVMRoSPhciTZfaANfH7M2uMLpj4sqkEfv7lOwAAf/7do7Asi3XUrPWGjr9+Qe2iCUwhLNjAfffIBZgWcMX0ILaOZfHyyybwez91LR7/9dfgM29/CX7mxi349TdcGe7gJRgbaCZBAPv5owlF1zK6IxnCCsvoyBTCzvjit3l1M4Q9CuFks+qTB+vgjDhDuCpRh9YaJmuq6ZRCmMj5ouR86MLtfBVZIdnvrausvnbLMLKpOF65Z0OgYyCV8LxPfvRZx5p4YiDdtkUVna+HXlhA3bSwaTiDLaP69t5JrklCZXW9ojnnECG8ElAhTM+Dn10We4ade9ayLNcyOsBGeuNwBvGYgWrDxFy+gly5zmzLN0XUGETNMdWGidVKXXsz67qVuMVTXULYMAw3Y0+SqxM209YwDFxOttGCHGGde4TPMXMtozu/Lti30T9H2M3JDnZ+toxmsXWsDw3TwuOObXux2mBjW5RdyrGYgcsoR3hGUXjnSdd1IIT5YrmXeKDGiP5UnKnhe+ihhx50Mcbt4y8lQmMtQM2T3gZulYsTFWop//fbh+ZgWva8SutNUn+dXChKbURJKTYxkG6rWEvrobmAStaw1okitFhGR9RUvJ4gNW2uXJc2+EcNy7JwbI7sJ+WEsC7Jt1qp46EXbLeWuyPKDwbk2a+Edq3QOw2vexlr4LyEMthHmQo62P6TxXGtqWW0hBDuoEJYFa1VDFhfItvo+56bVdYOqnW3jqRrpe6dbwiyqLX1gHfdoXqOvI5J9YbJ6pBRCTwuRtDenxTrQQlhqtvyqlhGfvYlI91feu+5bsoQBtx5x/vMtBMVRtfH6/h3cqEI07JrVTq82IsdPUJ4HbHdYxmdK9VA85XMDnBAYRlNal+d7N8JCSFcqjZYAVTXwkaWWcLIbc2FHJEGBckCnxaIMUP/PXn0+WUIU/ddl1hj/LtbdqAvGceBczk8+Pw8I1N1rbyjAr+AoIJ1UJCqWaQQvv/QHADgDqeTj5BJxvH6qzfi937qWrzuqo2hPlcGskmtNSzWAbnCP3+KztlNHc4QTqsso9c4Q7ggIYfiMYORXt5CeiniTYufQvjMUgkN00I6EYv82UhTpyrLEKbu1JAKYWcTVRZ8F131KeGz77gBj/5/dwZuEBmnDHkfhfBZllXb/jmlsfc7Ry4AAG4MYBcNoEkpWtfIV/XrfGcdhSV9K7/FQpWR6H6NB16FcN20QIcdZCOdiMeYu8LppSKzix7NJiNruOhLxdk9t1ioMpLOT7HJO4MEVQjbr7XvQ2+xlLKM2ymGXj5lbzpEZKQeIew2zOTXUKGw32m4OnhOrhBeZl20wY+HcoQfcXKEqSEolYhFbkO317kGRxQ5wkS69iXl9t2dRCYZAxmPFDw5wixLu0fk9NBDDyHQrBDujSNB0CdpnmR2yhqW0SIF5qbhPmSSMVQbJs4siSOM2rWLJjAla0BCWMepShfedWJUe8j1xFDGdTpaK9voC6sV5Ct1xAwwlROP0f5gCuHvHr6AasPEzon+SO0sXUJYXOcKaou71nDPo/0M0Pr7UspgHwuZIUxN42tBzskJYccyei0UwqI6CavT6t0Pr7p8A1KJGE4uFHFkVt6cemqxgIZpoT8V1xZe0HN7drnErg3A183Wv5bMrzsMw63Xi+C1jC5yc29U9YaLEd69f1C1KdXo5jjLaNU6ph14n4so84mjgCjWA7BrARQVFrS2IVMIu+u4gUgdRi9V9AjhdcQ2Z1F5aqFoW/c5hb4BhVXiEKfK4VGuNVihc8OAf1F2wpnwvJbRRDz1JePKiYMHyxD2HNNKQGtDP8voBc5GKUyujigfgQdN4u2q4aLCaH8Kb715KwBbJXx+nTKE+cJ5mPxgwCWxvQrhesPEdw6LCeFOIpOMM+J/0SEg6PkbTCeUxemNIxkMZRIYSCc6YrmUSrRaRrsK4agso5tzemRQdTq6z1Pz81oMSGz6IemTIczyg8f7287b8oJlCDvfqd1sGNpEiayQygGzWhLxWCiyYoOmQvjccnTWxNmkfb4edfJLb9oZkBDmnkeVbfSyZm496ygMYBn9nGPju30863v9vRnC/MY2iGU0AGwdddcJUV4THnymelCF8GqlzjY6uq4i9mtbc3UAdxweb2OjtJcUwgIyklnQKRS/tIlaKdVYAWQtCGFy4DigIIRdy8wQhLAnR5iel7FsKvINk0qlTcitc7HPMAxWXPOuC+nY1kO53EMPPVz84O36Op1Bf6lBZhlNqjrR/EeF2lMLReTKNTz4vN2AeBenwIzFDOycEBclCaRe0VWKySBb4/hBlZMcFPzebSSb9HW3uRhgGAZba64VIUyZ01vHssKmTmoipDWVH+47aEeB3b1vKtK1l59ldLdnKhJZuswso/0jXi42jDj3SqnWCKRwd+171y5D2FuPLTtOV50cR1TRWnRf6xKU/ekEbr1sAoD7zInwwpw75us+j6P9KTYPHZ93FY/dpBDuT8VBZbGBdEJZI/NaRtO9GY8ZgesWlxK8zXxBx05aBzQphEPm5fohHjOaaohRRkFFgd0Sm3Wq+/Sn4oHHFhal6hF4HGNuGN3Z/NRtePE+4V2AbY5COF+pY6lYc7tCFSHgRAB4FcKk9E3FY1rWhpTB683vm+UKu7qTIlMKSSyj/Yrz3veRLWRJOTQeIj8Y4C2jxQswWmx1Q+4D4T+8chcSMQMPHV3AY8ftIu7GNSaE+ULG/pCW0W6GcHNH9pMnl5Ar1zGSTeL6bfqZolGAbKMXnBxhmqBHFM8fYCv8/uG9L8ffv/eWjtjmpDzqwkq9wTaZUVlG6+QdWZYlVQgDXMGm2kzQlavBiE0/+CmEaSG+M2K7aIAjhFsUwtFbRlPhq9MFG7II9lMIR5lZThtYOo83B1QIU94sIG8MsCwLKyU99aSrENYnhEm1qeOSkHKOlz3D3PUOurGidcLppSLOLXcmR54RwqtVdo/7EWG0Flkt1zGbD6MQbt0kAa4yoJ3sGyIjDwsIYWqcUym2RA4ka0EMXjE9BMOwG4C8zXoAcHqxiO+/MA8AuGwyeHPWLbvswsizZ1eQK9cYudyJTSO7BjP+hPB6queybN0ptoy+lJQpPfTQw9phrKcQDg2KTgmSITw9lEE2FUfdtPA3j55CuWZi80hfy5qNCoRe20ICs9Vtc0/hEsIBLaMjzBDmG3PX2l2sk2DnVrBO6gR4tZEIQTKEaw2TOaPdFaFdNOBfR/P7HusNr3tZTmO9frFhMJ1AwiHmguQIM0J4HS2jK0wh3ElC2N9JLUgNhtlGK3KEwz4XruLRnUtUdbO1hmEY7Nnxa6ogdSkRwUwklYy/qBWWfA08ETOEDhEq0FxlN5jb5zbKWAgvqBFhKKMWN60HZJbR7ZwPur9bFcLd3fzUbeiuO+VFhkwyzrocTy0WWUecahPA7GA8alwqHm4Y1CNymWV0vnkxQhsXXbtogOsk8xwTfR/dhZy/Qtj+jmG7ZmmR4c08JbDJrwtsPgibR/rwb67bBMDtlAxSdI8CpBDOJGOsszooSNXs7ZS+31EH3753cs1z+sYYMUYKYVct5Yc9U4O4YjocOe4HLwFKz3YqHouscD/OMjLlm5FyzWQ2t6JOR+omLLYohPVyVnVB5JpUIbzgKIQ7Qgg3E5lFhzQI2/npEsIiKyT7Z1Fbt3oxPuCqQVU4y9So7Y83/OZtuC+JPQGVF4l4jHW5ViX3QbHaQK2hZzkjW0CqQArhK3UIYYlCOBWPBd5YbR2zyd/TiyWmEI7CxpsHzamnF4vMNt9vM0u/v7BaYQ0rQfLpJiUKjyWWERh+rCMy8sxSSRplobKMTsRjTb8fTCfWZH7qTyewc9wexw6eb1UJ//43D6PWsPDKPRO4YXvwBqrp4Qx2TvTDtIDHji0q8xjbBV2DEwtFlp/tRTeQrv2SeYzWs91Q1Omhhx4uPjQrhC8dQmMtIGo4tSxLqZ6NxQxG9n7he8cB2GSAd80lsy0kHOXUYu1gOiQhvBThvMyvvYPUdbodjBAWxFB1AlTAljUJjGnsqQmPHV9ErlzHeH8q8kZ4il7z1uMAoGFarIG6W1VTLIuZMoRZZMulsw4zDMPNEQ5ECLfXkB4EsnosreU7qRilaK2GabXUfcKQ4ndeOQnDAH54ZqXFpZDg93zLwOaSOXcu6SZCGHDXHn61eLem12j63xezXTTQfN62jWUDk6xDmQRTvdNaYIk1fUW/LqT7rtvygwFXIXx+pdw0tiy10QQnE3h0e/NTt6FHCK8zto/ZD8fJhQLrLFR5vjNpvIIQ1gG9zpshHCYLkLeO5MEUwrqW0WRXISGE6fyQwi0oaAFRrZvMq55HMWA2xVrhPbftbvr3WiuE920awq6JfvzMjVtDF8WJEF6t1JvU7fc/5xDCa2gXTRj3ZP4sFf2fv7UAbxltWRazi9Zt9tCBTt4R/zyLMmtklm5UwIlcISwhAl2FcLCuPR2kyeK53twxGZYQTiuskFiGcIcX39QM5HWH8MIlH9tXo/Yl3fN14/bRUNbe3lxeL2i+ScX981CHJBYzKhBBp6MQZsfqIYTDbKK3cgphptqO2DKaxsJTi0UAtiLb71hJMUuL7nRCz52EQMXSOU+TUBQZwqP9KbbGeX6uuejLFAc+BXp+M7WWhOWVkhzhH51Zxj//8BwMA/h/X3dF6Pd/2S7XNrqdTZgfpobSGMwk0DAtqRLLJYTXjyyhrHtvo+BaZkf30MN64oEHHsAb3/hGbNq0CYZh4Ktf/ar0te95z3tgGAb++I//uOnnR44cwZve9CZMTExgaGgIt956K/71X/+16TWnTp3CG97wBmSzWUxOTuLDH/4w6nX9OfhiA9/U1HMaCAZRhnC+Ukfd2bvL5qxdTtMy7ZvuFigwZbaFgEOaOU2ml7VZSAxraxylQpjfq0xF5DDVDXCbzNfIMpqKy5ImgSAZwqRUfM2VU5E3GjJlZ7UOy2quc51bLqFSN5GKx7BlNPr9chSgMZPO46WoEAZc4QFZ4OugGLH7mgouIdy8Li6vgUI4zeUTe2slbrSf/udPDmZw/dYRAMB9z4lVwn7PtwzMbYKzjM53kWU04K49/NYgWU9zLNWkuuV7rBf4ZpRdIdYEhmFwzWGOIyVzhO2EQjjesfduFyPZFHOoPc7VBdrJVKa6U75Sh+msDy3LrTvs7tLmp25DjxBeZ/A5wqSyUXWMuJbRzZvouaCE8ICYEKb3CbJxGJB0kuWCEsIS6z4CI4TbtIwGWtUgQPt2sJ3C5VODeM2V9qY2FY+tedfPYCaJ+/+fV+O/vumq0O+RTSWY4oo69E4vFvH83CriMQO37dkQybEGAZ+bCYBT6K/vxoPPD682TEaY6D7bOnC7mWtsAvWCkZ+puJDAExVsADdTOOoM4YqECDy5YJNY28ejn/TJvrtSs8l5GiP6w1pGJ8gKSZ4hvGYKYT/L6OXoyMd+znXhxoB20YQUy5IW36+UWT/Ul/RtnAiqEK7UG3jBIRb3adjme1X+9L/8RlcXVLg5s1jkVNudsYw+6RRCB9IJ33M4yAhh+2+mhjKBGlZkdopMHdNmMZRyhI94LIt1FMJA87plLYtR+1mO8Ar7mWVZ+MTXDwEA3nLdZly1eTj0+7Mc4aMLWNSIKQkLwzDcayCw7gZc0rUbFcLdoF7uoYe1QKFQwLXXXotPf/rTytd95StfwSOPPIJNmza1/O7Hf/zHUa/Xcf/99+PJJ5/Etddeix//8R/HzIyd29doNPCGN7wB1WoVDz30EL70pS/hi1/8Ij72sY915Dt1A5oUwpcYodFpUGMkv79YdsiTvmRc2jjJq0GGMgnctLN1vSmy+SScXSqhWjeRSsTaXmeFzhCOUCGcTsRAy7LpNW4m7yQoPskbOdIp6FpGL/kQwpZl4d4D9pgYtV004DZqmlZrs/YLznfYOdG/5o5suqDzmCvXUWuYl2SGMOCuuRc1FcIN02I1kLWwjB6UWEaXWbRV5+gDvhnZ66ZWCkmK37VvGoDYNtqyrPYtowUK4W4hUplCWNMyutawldksr/kSyJ1vB/x52z0Zrs446al3dCpDGOAUwussbpKBmvaOzbvPjFv3CT7O0/WxLJfHmctXsFqpIx4zGM/Wgxo9QnidQfmAJxeL7IFQdYW6atzmQnZQhTBTieXbVwiLCGHLshjBrZsh7GcZPb/a3iaJ3xh5F8pA903iPP7j7bsRM2z10MWa5eDmCNv3GGXo3LB9FMPrQMISMeYqhKmBYZ0VwpwdSbVu4oKTzxlVfjDgkh0N02ppLiGs+jwPXnsZwH7uw2S8qOASga2EcMO0mJKVxtIoQQRetWGiUncttLMhxwgqCp5dKrX8jjY6nc4QpmYgUmKKUGuYLBc2asvom3eGs0jz2jB7sayZHwwEzxB+fnYVddPCcF9Sy6Eh6blnXZut4NeWLKPP58o45TQ/bIq4sEd56icdhbBOXi4VDI45G2FSw+hCpp5ZVFhCBsGeKXvT4SUjdQlhfjO1lqQgKdB5y+jvHLmAh48tIBWP4YN3X97W+79sl10gf24mhxNOV3snFMKAHa0AyAlhUuivpx2gLEN4tcts33rooVN4/etfj9/6rd/CW97yFulrzp49i1/+5V/Gl7/8ZSSTzWPn/Pw8nn/+eXzkIx/BNddcgz179uCTn/wkisUinn32WQDAvffei4MHD+Kv//qvcd111+H1r389fvM3fxOf/vSnUa3q22ZeTGjKEL7ECI1Og9bBdc42dFGDKOULtndeOSW0d9zp2IIuFqotBB6fH9wuaUZ1lLl8Wdp4KwKpBqOICDIMgzk8XUqW0URuex1mOoFyrcGaMWVWy7Re9CP4DpzL4dxKGX3JOG7dMxHtgcImb+i29dbSiLTqVrtowF6XU4lruVjjFMKX1jqMNeVrKMqB5obF9bKMrjdM5tCQCbGX1YVhuA5V3riZYi24ZTQA3L3fbr54+Oh8SyP4hdUK8uU6DAOB82FJUXxsfpWN8bSXGOiS+EF6dvyeob4m0VQjNPl+qYFv5tsdMjbR2wDfyQxh2rN2o0IYcNdofBPFYiG8YjqTjLP6IDUQ0XtvG8uGqru9GHFpzbAXIbZzCmHauKg2AVSY9JI4ZP9JxX4/TAy66kjTtJgC0M0QDqAQJpKaO6ZCtcEWDrqbGhrEROpdAFh0MoTHQw5ytDEqcBMdj0Kb+aCdxEu2jeJrv/xKZrVwMWJ6OINDM3mmEP62QwjfuQ520YDAMrqD9plB4CWESbUf5Jn0QzoRx2A6gXyljsViVUjI++WgiCyjedI0E7VltEAhPJcvo25aSMSMjmRrswzhmulroa2DVzoFgO+/sIB8udZklbpWltHjEncIHjMrZViWfS9OhLTo50GW0elELLS60c8yeoU1IGkQwn3i6AUZeLtonYacdCI6y+gNA2lkkjGUayZTQ0StEKax8MyiXfQaSPufQxoXyB4r6PNHxclcuY5StcHu+6jUMaROPewhI5niwOc+GV2nYv7+TfbzcXy+gEKljkwyjk866uCff8WOtq3+JgczuGxyAC/MrbKmrE7NeXsdUv7wjFohvJ5kCY3l3nVnrgvsrHvooRtgmibe8Y534MMf/jD279/f8vvx8XHs3bsXf/mXf4mXvOQlSKfT+OxnP4vJyUnccMMNAICHH34YV199NaamXFXca1/7Wrz3ve/FgQMHcP3117e8b6VSQaXirlNyudZc9W7GSJNCuPv2ld0MXpVUqjWQjMfcPZrC0WIXV7CVKTD70wlsGs7g3EoZx+ZXcUO/qyKOMnfOjvmxFVeLxSprxPdDlAphwG56KlQbzLbyUgCtN6NUCJ+YL+Dj//dAS/5upW7CsmyyUlZ/onuyXDOb1rNe3OsoFF91+URHmn8Nw0B/yt7bv+uLTzTtOc44jcjdnKmYiMcw3JfEcrGG2VyZ7Z0uNYcFmhs+98Ax/N8fnvN9fc0prMSMzub3EkRZ1GVu793pxvVMMo5K3WxRCBdDWEYD9j2/a0M/jl0o4Gf+/OGmulbBqQdvHc0G/l5bR/uQjBso10ycz5WxeaSPaybtjntWVyGcSsSQiBmomxaK1bprUd6FNfG1RBQK4WlPA3wnFcLEYay326UMIoeW5Tad4YYyScyvVpAr1bB5pA9H58Nlgr+Y8eJ+yrsApGo7tVhkikUdhXALIRyQNKIc3oZpYblUYxsP6rZsVyFMD3cqEdOeYHUto8faICj6UvbGyJsXB7gFwbB2sJ2GjlVpN4NXCBcqdTxydAEAcOeV60MI031ExBhT6HfAPjMIYjEDybiBWsNqsoyeHIx2Mz/an7IJ4UKVdczzYPbIksUgLcj55gre3i0qmxmVQpg2uBtHMh2xwOK7VIsVt1syTAYuAOyZdDcl9x+aw5uu28x+R2PSWllGLxVrqDdMJAQKClLxTw9nQn9XHrS5vHbrSOhuvWTCPg5ZlnSQzPqgCuHniBDWHIOZQrhub+IrzqY2FWIjbxgGto5mWRZuzIjWLQBwx0I6t4MaG0AvURaUEB5MJ9CXjKNUa2A2V8YOUu1EkCEMyNWpOV2FME8Ir2ExasNgGhsG07iQr+DQTB7HLqzi8Gwew31JvO/Vl0XyGbfsGscLc6tszdapOe/qLTa5/YNTy7Asq6WZohtsmbPpVqcLgFMI9yyje3iR43d/93eRSCTwgQ98QPh7wzDwrW99C29+85sxODiIWCyGyclJ3HPPPRgdtR1BZmZmmshgAOzfZCvtxSc+8Qn8xm/8RoTfZG0xmrUJpGrDXPOon4sdybiBeMxAw7RQrjYwlElqZevu2tCPiYEUTAt41eXyKKJdGwZwbqWMo3MF3LCdJ4QL7H3a/w4xjPenMb9awWyurEUIl2tufSIqhc/2sSzmVyu4fKp7icCgmBp0FVeitUUY/O3jp/Gdwxekv79u64j0cwbSCbZvXypW0ZcSN20+fnwRAHD73s7VPXZM9OOZsyt45uyK8PfXOXmq3YqxbArLxRpOOY5FhgEMrIFN8lqC8snPLpeY+lwH28f718QlkM+iJlS4+k6nSelMMoaVUmskGauThKjTvvGaTfjUt5/HIUmDapjnIhGPYft4P16YW8XRuVWbEC5T7aw7ask7nblMZ07LpuLIlW0ymGriYQUQlwoyyRimhzLIlWusrhAUbgOTXc/tpEKY4vMuC5iHvVag+5Ca74D2MoQBu+GSCGHAVQgHzQR/MePSmmEvQtCDO5Mrs05H1QPhZgg3F7JZhrBmB2oqEcNI1u7Cm1+tsM1qW5bRHElNtow6ai33fZyONIll9EKbGcIA0JeyFzEiQrhQDWdF0oMepofsDdJMroTvvzCPasPE1rG+detWbVEIswzv9S/cpOIx1BoNRyEcvWU0YI8zpxaL7Pt7scoU8+LFYJ+AECaVazJuCK3awkClED6zZG8Yt4x0JiOCKYTrJpcxHn58MAwDr9s/jT/7zlHc8+xMEyFcjthqW4bRbAoxw86YWixWhY0G51hWbTRNCDfuGEM6EcNPXL/Z/8USsMYAiUKYIgqGNSIKhgNmCB88ZxPCV27UI4RZ9rTXMjrkxmrrmEsITw9lhCR+O/AWq3VIMO9rglpGG4aB6eEMjs8XGCFcrZtMcdxu5ywVP2dzFawUa8wFQdcyenSdLKMBO0f4O4cv4KmTS/j8944DAN53++7IohVu2T2Ov3rkJPt3p+a8qzYPI5WIYaFQxYmFYkvjUb5CGcLr14RFuVkFz5qwG/KNe+hhvfHkk0/iU5/6FJ566ilpIdqyLLzvfe/D5OQkHnzwQfT19eEv/uIv8MY3vhGPP/44Nm7cGOqzP/rRj+KDH/wg+3cul8PWrVtDvdd6IBGP4avvewVMy+rZ1gWEYRjoS8axWqmzfYVOrFYmGcc/vf9WAGq7/90b+vG9F+ZxlMuxA6JVCAP2uogIYXL/UIG+YyJmaDXm6eBz77wRMytlVm+6FEDih0rdxEqpFknU0wvOGvvtL93G3JwIhmHgpYI8av73o9kU5vIVLBaqUhcfyk28QnMvEQb/8xduwhMnlgC02pSPZlO4WfE9ugHU1HtiwW7OGEgnImlM7ia845bt2DM10JLR64frt4WLXAoK2t/xx0cK4VQ81vHrQUIimWV0GOHO+26/DNdvG2khmQEgHouxOJ2g2DXhEMIXVvGqyzewWlG3xM38h1t34aU7x3HtFv/5J5tKMNeuYs8yGoA9tv/jf3w5yrVGaDcrr2U0xUJ0QsX7vtt347bLN3Rt4w+trY7PF9AwLcRjhtbaTgWqIZCz17GeQjgwumO0ehFjNJvEQDqB1UqdFZ1VA4SbIdy8iJgPmCEM2DnCy8Ua5vMVXD41iNVKnRXFgpBPzDK6Wmedmsy+M8Bg5yqE68KOT8q8DGsZDQBZx7pUbBndXV1dlxqmh+176vxKGf96mOyip9YtE3nMQwgvtzkhRYlUIoZCtdExy2gAGHOeTVmGjb9ltGPxzi2uix3IwXXzWFs3t5TFu3k0WgtdAmUIV+omdz7a+26vv2oj/uw7R/GdwxearMXWKkM4HjMw1p/C/GoV83kxIXyWEcLRnNfbLt+AA7/x2raITGYZHWGGcLlmolJvKIu1lmU1WUZrHWuimbxuxzIasG2pCFHbRQOtc6rORtZbrAxj2T45mLYJYWeMozE4ZvgTtr7Hl0li80gfzi6XcGQuj5t2jMGyLO1MMn4dttaWxvs22oTwn3z7eeQrdWwe6cM7b9kR2fu/bNd40787NeelE3Fcs3kYT5xcwhMnFlsJ4W5SCHvW1HRs65lv3EMP640HH3wQc3Nz2LZtG/tZo9HAhz70IfzxH/8xTpw4gfvvvx9f+9rXsLS0hKEhe478sz/7M9x333340pe+hI985COYnp7GY4891vTes7O2fer09LTws9PpNNLpaNe9a42tY51pVnwxIJOMYbXiNpq6LmHq+WqzxhqJlCNH5wpNPz/mKISjIoSnhzI4cC6HWc2sW14pE9XeeKw/dckp1DPJOBM1zOYqkRDCRNa+/qqNofJ9x/ptQnhJkiOcL9fYfdDJHN+JgTRed5V4TL0YQPfqyXm74ftSzF9PxmN45R65g8F6gxol+VozEalUF+kkaK8st4wOvi5PJWJ4dQeU+bsnB4CDs2zuWGW15O7YO6QSMdywXa+RgMjfAscHZHs18bbrLjwhXK27EXSdmJfTibj29V4PbBnNIhWPoVI3cW65hK1jWW7dE26sp316TyEcHp0f1XtQwjAMZhtNRWNVcY4KtXz2oWVZzDI6GCFsfw7lD1O262A6EWgiG3RyEizLJYSYfaeGWotAn1k3LXYuCLWGyZQ97QygRL548+JM02LH3i2T+KWG6WF7Qj2/XGbZhbevU34w4CrNFwpVWJbFFMJBmhg6hVTCJSIZIdwBy2jAtS7xouCzqCW1fZNCuAMdhfy58IIso7d0ihCmz641InMQuGrzELaM9qFUa+C7R+bYz1mG8BrY81BkwEJBXKQ6v+IQwsPRndd2Va10H4iswwF9K2CgWd3qjV/w4uxyCfny/7+9O4+Oo7zzhf+t3rvV2mVJlm15xwsYY2zgGkKAQHAcv4QMyeROQsA3y+ElYxIIGQcyE8gkORkH8pKdIZMZAnNuyGSSuSEkEMY4OEC4MWAbjAGDAduYzbJsSbbUWnqt94+q5+nq0tZLVXd11/dzjg9IlqWSSt1d9fye3/eXgt+r5B3BEzAVr2WHcLEFYcOi8kwbCsIt0cI7hM1dncU8P4mbpF5912y/YVOOFTvQF+tdwiI2eiSRRkqfxTVth3BOZHS5O4S1ndyiW/rv1p1i6UaRlroAlnbW57xtlzXztF33WsdKLifM6RWbBM0dwiLxxilzwIgq4aqrrsLevXuxZ88e+aerqwubN2/G1q1bAQAjI9rCvceT+/rm8XiQyWivgWvXrsULL7yA3t7sNc+2bdvQ0NCA5cuXl+m7oWoiXvPEfYWVKU5i1vBBQ2zhST0xDcjGbJaqXURFnsxv1q3oHLJjtmCt6bRwjnAyncGbfdrzWLFzIsXawWSpW6JgNKM+WJNFTquIx7foEK61+cHVQKw1jyUzSOn3saIgbPemdePXGNchXEJktF2yM1G115LpmimcTG6QTaYxakEqHmk6DQXhAcPGdze+Dng9Cua1aWta4jEjru2KXYtoMKT+jSbSsqmlUgmk1YgFYQeY25q7g3iqgpRYOEukMvKF8uRoUi48F9ohDGTnD4tF2UI7EUN+j5zfKXa9iPjOQi7k6gwvOuYYFfEEqigoaSeonHtqigwxvl3HFz9biBnCr/YO4ehgHJGAd8oIJruJolgilcFwIp3tEHbATuqA3B2ZRl+s8M0e+RBdgZN1CA+NTV0QFheJE0VGW1nU9OcxQ3h2sz1dGMZi9IhFCQIiNhoAHn4xOztP/uzKcKPTVq9vhohNfO7fPaG9FtjRjVosWWRNje8UB4yR0dO/5ngNcXzTzREWyR2L2+vzngEc0Ocdi99ZMUO42NhI4++3VTHeRvX6/DPj29MpNTLa+G/EYqlV84OFJWKOsD4zSmwq83uVaZ+jjDcm5S5YGmdVL5/ZgMtXFh+1Phljl7Cdm6DW6DuVdx3uH/d3Q6Jbu4JduOL5fDRh7hBmZDS5QywWk8VeADh06BD27NmDN998E62trTjttNNy/vj9fnR2dmLJkiUAtGJvc3MzNm7ciOeffx6vvvoqNm/ejEOHDmHDhg0AgEsvvRTLly/HVVddheeffx5bt27FV7/6VWzatKnqu4DJHuI1WkZGyw7h0l+vRNHvzf4ReZ0m4qM7G0KWLeaLhWAx+mc6Yq3DCRuTna7dFMNZisN9I0hlVEQCXnnOCtUyzT216EBmjOXUZIdwn+gQ5jVYuRnXfYb18WGiWzdUhg7hkH6vbO4QFq8FTkpyFN3+YsOH+HlVZUHYkKIpi+8unyFsBVFXGUtm8IYeZ2zVxvdqlN1EocVGi/X3YjfCicL64GgKh/Sfb1PEX3PJKHZiQdgBuk0F4Xw6hIFswUYUdBvD/oIWnEWB6bi+CHtUv2HpbCzsYlhRFDnPQRxTIfGdgteTXaQVL6iCKFy0RAKy+FyMyARzTwHImQ+KUp6LHTcSv1eqXs95z6K2suw0nEw44JW/b4f7hmUksR0zHQolil9HTo4ho2q/l6VEpU9EFF1EQoDZdLscQ/7xmytG5e5N6y6Eg1PMEBa7wPKJiCvua3vl17YyBmj9Cq0gvP3lXrmxZ6wCHcLHJzn3Vs8QtsJ0kdF9ecYJCtkdhVN3CIu46HznBwOGYzVHRhf52tJt6BC2smtbUBQl5+eWz42s+WOKiYyWMUr6NUx/iTcFZotFQfiothAnZkY3hPzTxjEar8PKvYt3bktEno+b1y+15aZx7UKtIOz3KrYuXIjoqgPHhsd1zjiiQ3iyGcLxysdZE5XDrl27sGrVKqxatQoAcOONN2LVqlW49dZb8/r3bW1t+O///m/EYjG8733vw5o1a/Dkk0/igQcewMqVKwEAXq8XDz74ILxeL9auXYtPfvKTuPrqq/GNb3zDtu+LqpvYHCmujfst3LTb2RBCJOBFKqPKwpOMiy6yQ3QiYtNbvpHRoiDMhczpdeo/214LCsKiU3zBjLqio7rFNWP/yMSbTEU8OWMspyYe36Lzmx3C5RfweeQ6VExfHxVrFaEiNzYXQtwrm+f9inUpMbLMCRbqaRM9g2MYHEs6LjK6EGFDZHQ2NZMF4VKJEQcA8Iq+Qd0JzUeVYuyqHxxNQg9uK7rhT6S4DY0lZdcxu4MLU33PVjXIuNgb8HqmjFv1ehQ5czg2lkJbNFhUXDSQ7RAWRQFxw9JRRPRjfciPwbGUfLE+KSOjC7uQqwv6MJpMj5uRnO/soOmIQtWIuSCsF6DrAr6KzbStdfVBH+oCXrnw+r4KxkULLXUBvHNiFAf0hYCAz+OI3XAB/YJbdMC21gVLjtw1m9uiLXqIWQtmYpPEZB3zERm/Pn6GcNjCTRWTdQhnMqqcIWx7ZHQqk704tqDYvWpOM9rrg+gdiuMvr/fhoqXtZZshDGTj0o9P2iFs7QxhK5jn8pqJ14h8N07Uh/LrEH5ZzA/uyr8gbI63Lj0y2t4ZwgDQUheU1wD53MgaC2WFjpkQOkwdHgMWvc4LskNYj4w+WUAXec4M4TJHRns8Cu7euAbHYwm89xR75oydt6gNc1rCOKW93tZrnua6ABa1R/F6bwy7Dw/g/cs75N85oQtXLHYYx4hkMqq8Bs0nPp2oml144YVQ1YmTNybyxhtvjHvfmjVrZIT0ZObOnYs//OEPhR4euVQ2Mlq7jhLXB1ZERiuKggUz6vDiO4M4cCyGRe1RuZAo4qSt0NFYWGS0cYYwTa3DwsjoAxbMjhbXrScmGcPEher8mDeEujFW1QmiIR/6hxNyXTcuO4TLFxk9rkPYhrFkpWqM+NEWDeJ4LI6X3hmU76/GDmGZmJRMy3siKxs83KyjPoQTI0m80qP9jrh5LES2qz4mN8HVB315p/CZyQ7hnIIwkzgKwVZIBxCFGUDrqJ1ucU68yMgOYREpGy2sIDzDFBl9VEZGF14QFsckFtFOFjmPNaq/GA2b4vsK7f6aTGSCrkbAOC/VORcZtUZRlJzu80rODxZEYUwURVsiAUdsCBAvim8PaDvX2y2OiwayBa5XeobkjBijWHzq3YFhf+7ufeP/WzlzRPwsUhkVmUx20fJYLI5EOgOPUniqQb5kd3I62yFsxY2Ix6NgnYyNPgKgzJHR+nN/3wQdwkNjSdm5N9Omn2sxAlNEhwOGTUPRQjuEp4mMFgXhIjqERWdwqZHR9SG/PGfmERNWMRbS8ymCBX0eGTNd6JgJYdwMYX1+nlWLoYvao1AU7frheCwuN6rl03HQGPZDvBRUooN1VXdzTvHUatGgD4//3UX4t41rbPsawkSx0drYE+1xUckFP/E6ZtzYNJxIySQTLkYSEZXfuMjoEesKwkC2MCc6g8V9oJULiWKDfd6R0cPWpqTUsuyGwvy6r6dixWYA2SE8zQzhBVyonpJ53bDcGzJJI9Z+xNqHWN8pdmNzIYK+iTuERxwYGQ1kH9N73z4BQJsPW41pk6LzesQQGR1xQJNMLRDrJC8f0Taou3kshDEyWo7JKGEUiFzPG00ZXme58aoQ1fdsVYOMC7z53OiIbgrRXdGrXwwXuigr5kiKDmHxeYqZBRgN5RapC5nnaFRnKiwL/foxtua52D+ZcGB8N4j2tnXdfzS5mXrc6WmzGoqKGLWa2GAgbgad8gId9IqCsNapWWzBZSpzWyKIBLyIpzJy5oLRdJHREz2WRmzocjXONjXGBYufzczGsCzAWS1o+D7ETb5VMUDrT9MKwtv2HUUqnSlrZHRbNPe53+iI3snQEPJVNMrVTMzlnSgyOp1RC47aM84cmczgWBJv9Wu/Z4UUhM3FaxkZXcKN9Pf+50r842XLcYre9Wq1nJm5efyOK0o2arjY53JjnKKqqugfjuvHYs3vXTjglQksrx4dKqgg7PN6MKspDEVx1sYIK3k8Slk2QInY6N1vDMj3DRk2YlSyC1c8n48YxpSI60+fRynL4hcREeUyFoRVVcWAvq5gVYKIMbYQAA4etz7SV1zjHI8lJhx7YybihtkhPD1zwkwpRGR0KXHhcobwBB3C6Ywq77MXcaF6SubHt5PuQ91ErIfG9HXdsVT5Usxkh3DKVBCOWz+WzAritWTv2ycBaOtmTmguKZRM/mNktOXEbPr9emS0m8dCiA0Ux4bicmRHKZvgxJz5QUZGF40rHQ4wszEEnz4jrjmPhVAZdVlyh7D25JSNjNYuqotZ3DUXcsUM4cYCH+Di8wzHJ+4QFrMvixWeIOYWyHYkR/jCZyvxInDp8s4KH4lG/D69ru8Mt2rneanK0SHs8ShyLqrogjSabg5KdrEmu8gxmrQ+zscYIZJbENZ+NrNsiosGcgt4A7IgbM33dvb8FjRH/BgYSeLpQ/2GuO3yzRDum2AnuxPjooHxc3mNTowkZEdfvo9hset8qg7hV/SdnLOawmgsYLNIwDT3WkZGl7Bj+PzFM/C/zptf9L+fTkuBHcJAdqGm2IJwu949M5pMYyieyi6GWvg8LAror/YMyWumfDeq3b3xLPzvT5/jiM1L1eyseS0AtMUSsfFFnIto0AevDTOS8yVeq4ypNENytnF1LuoQEVU7cb8eT6YxOJZCWk8IsmrjrrgfPXAshmQ6g8N91neWtNQF5KbWYxNswDTLjs1gEWw62Q2FpRWEVVW1JDJa/F6KpBujtwdGkEhnEPR5HHdv5TTmzRANHNtREVHTeuyYjIy2v3QgvkbcsL6USmfkGpDTulZFqsTzeodwNcZFA9k1cGOHsNOK79VKrCOIdVI3b/qqD/nluvauw9pG8VJ+HqLB48RIUnYIMzK6MCwIO4DP65EzMPNZCI3qv/iiYFP0DGG9Q7gvlkAmo+LokCgIF158Eh1FMX1x/aTedVXoDGHzBYhgdWS0OYZkWMbB8oXPTl+4eDG2XLEC/+8FCyp9KACyHedi524+GzLKQRSU3tGLc+1FzPXOh+h63Pfu+ILwdB3CYiF91LCQLv7fyqKm35N9mTLOjxUdwrNtvLn2eRSIWoV4DrLqOcLn9ciNEQ+/eKS8kdH1IjJ6ooKw9jrgtEWLbNft+FmHonu7MezPu1s82yE8eUF437vabt9lBXQHG481o2qdAdkOYWfdxBrlREbneTMrPq7YBINwwCsXe46eHJOLoaUmgRid0qEt8L3aG5Mdwo15RtAt6azHexa3WXYsbjW3NYK2aACJdAYvvqM9ppwwPxgwdAgbNglmj80Z1wNERG6TnSGczm7IDHgt61CTHcK9MbzVP4JkWkXY78VMCzeAKYoi79/ymSMs4xMdsjnZyUTH1bGh+IRjj/LVN5zAydEkFAWY32ZBh/AEG23FIvX8trqKboCrBuNmCBe4jkjWEBuDx0VGl6ND2De+Q3jEsG7rtOYd8Voi1qWsSpIrt4iIjE6m5Xqek+Y1V7MOU9KY28dCiMfMrje0UVIldQjrazoHj8cwmkzD51Ewp8We8Wq1igVhhxC/uPncBJgjo4stCIsusVRGxYnRpJzDUkzxSRZy9UW1k/KmptjI6NyCbX/MmoXiyTqERQxJte7qqhZt0SA+fna3Ywoj4gZOFGycchMuCkpiR6YdkdFAdo7wRB3Cw9N0CIcmmMdtR1HT41HkDntjh7Aols+2sUNYURT5uyoWaqx8jvjACq0g/NDeI7LDtRwFYVH8OxbTonqNsh3CzuqK9Psm7xDOJkjk//jNZ4Zwdn5wYTHNfmNXeypjmCHs3Esu4+zlfIt0YsGgs4QFVDH/++hgXBb2besQFpHRLPSVlaIoMjZa7AY2duFWUnaG8PgOYV4PEhFVhjEyul/MD7awq2Z+Wx0URUur2KkvSi6YUQePxQU7cY3Tm0cnK2cI5681GoTXoyCjTpx2lC9RrJ3VFC5ps4GcITySGHdfxRjL/DWE/TA+BHm9XhnmxEaxThYqw/qdeBwaO4TFOq3Xo8g1MqcwP66rtiBsiIwW6/ksCFujw1SjcXOHMJAdz/DqUT2h04IOYbFmPrc1YtsowVrFn5ZDLNJn1uSzsNpgmtfbq3f2FlrIDfg8Mjrx9d6YXGgvpvg0boawvvDaFC7sAR7Vd32ZO4T7LYqMFt19k0ZG84XPVcwd580OmSEcMBWO7IiMBnI7hM03sGJTxmQRyZEJNleMJrTnEKuLmuKFPZnKHqPsEG62dxeYOBf9skPYuu/t3IWtqA/65Gw0AAiVoWjYpo8XSKQy4+a1v3vSmZHR5rm8Rv1FJEjImSNTzBB+WY+MFhsn8mW8WU2kM9nIaAcXhHM7hPN7HjxrXjP8XgVr5rYU/XWNc+CKOY/TWdKpFYT3G2YI5xsZTdYRsdFiN7BTunDFws1YMiMjSZ1SrCYicqtwQLteGk2mDVHK1l0bhPxezNKvcx956SgAa+OiBZG61pNHQVgUvt08XzBfXo8iR6Xl0309GauKteKcJVKZcWtM2a/BGMvpeD1Kzub8hjwTfcha0UBuo0+2Q9j++1hxr2xMcxSbNiN+r+NGucxqDues21XrvYMxMnpUFoSr83txmk5zh7BDEikrZUFb7uttKdc85hQJbrwqnHNXJ13m2gsWYvO6Jfjk/+ie9mPrLYqMBoA2vSvoJT0aszniL6p7Myo7e5OIp7KzBwpdeK0L5O5IE44Pa99jyZHRgWwElZE43jq+8LmKuaPQaTOEhRk2RUYv6ayHR9F2V/cO5c63mi4yWhR9x3I6hK2PjAYMM1nT2a9VjhnCQPbGJDtD2LrniKDPi4uXtcu3A14PfGXY1RYOeFGnnz9zbLTsEG50WEHYN3lBuJiRAtN1CCfTGew/qheEZzYWdKyiox3QFodEZ7uTC8Iths1W+c4Q3rxuKfZ+bR1WzC7s52Mk4xQHx7JdQBY+D4uIvqGxFF7Vzycj6MpPdAjvPjwAVVXlDOFKL5wYN/iIBSdxbV3pYjURkVuFDSOexGYxq1OcxMLhn18/rr9tfcEuu+lt6hnCo4m07HBxe/dQvqyYI3ygVyvWLijx3EcCXnmfIhKl5Nc4Zv186lpmTBdkh3BliLUOsUFSzhAuY4dwbkFYL1A6LC4a0DYxzG/NPn9U61qysdFjhI1SluowNfw5JZGyUha2574WFpooa2R+jeDrbOGcuzrpMh0NIWy6aBFao9MXdaPyRTqJRCoju8uKKQiLf/OSPkPU/ISVL1kQHkvJLhxFKXyxLxsZPUmHcImR0aEJ4gGNX8+JFxpkn/Edws54gS5Xh3DI75ULIsY5wumMKuOfJyuAilkjybQqi3SjNkXMiA7hhN4hrKoq3hmwPzIayO6GFbtkrY4C+sBpM+X/h8qw81YQrzXHY7mLVE6dISyKrPEJIqOLGSkgNisd7huRnYFGB48NI5HKIBr0Ffw7pihKTkdzNjLaua8v4rlQUbQd2PkqNQ1ALOi9cXxYppRYOUM46PPKuXAv6xHg7BAuv1O7GhH0eTAwksSBY8OOie8O+jxypp9YcHLKfGMiIrfKmSEsOmctTnES9z/i2sOOzhKxrjJdZLTYEBfweuSGTZqaLLYPTV1sn8rB41qxttRzryiKjPoeGM7daHqQkdEFMUam83q9MsyJjaI4W451CvE1jPf7Iw7vWBURuED1RkaH9XW9gZEExLIIC8LWaIsGc6Lw3T4Wwrz5rpSfR8jvyWnEYBJH4VgQrkJikWpwLCUX830eBU1FXDSJ6FBREG4vtiAcys7+HTTEMhY6iycaHN8hnEpncEIvelvVITx+hrA+L9WhFxpkj7aoeaaDM248zPNRitnska+J5ggPGzZMTNYhHApkj1EUj8XjqpQ5TBMRPw/RaXk8lkA8lYGiADNt7mQ1F/GsXqi54JQZshOiHPODBVF0O27oEM5kVBm95rgZwlNGRheeIHH2vBbUh3w4dHwY9z19eNzfi+Lhspn1Rc2Uk3OvUxl5U1uOqK1izW2N4PTZjVh/WqflM/SmIhb0Xu7Rft5Bn8fyhIFTOrRFOHGDywWm8gv4PDhjThMALTbaKbHMiqLIDRDZgrAzjo2IyK1ChhnCYuO71Z2z5q7QUrtEJ5JvZLRIIWqu8zsuEtWpZEHYAZHRQLbLqd/QIXxyJCnvs+z4/apFxsd5pTcNupVY183OELZnfWciwQk7hO1JoLOK8fkjWqXNRWJEnDE5zqkF+Grj9Sg5a7luTwHpagznbC4p5eehKErO64S5+5im59zVSZqUiLEbGkvlxEUXs4grCmKv6VGK5qHn+TJGRovibTEF6myHcPYiQNwIKkrpHZyRCWJuAfu6/8jZzAUkp0R4GKNlG8N+Wy/AjXOEBXED4PMok8bcBrzZzirRGSwKw1bvKDTHBYu46I760LhuaquZv3+rL47DAS8uWjpD+/8y3uiI5/6+4ezO+uPDcSTSWqG92LQIu+QXGZ3/61dzXQBfXrcEAPCdrfvla6kgNkiIx0cpx1sNM4T9Xg8e2HQe/vnK1WX9uuL37NWj2qJcS13A8sXQUzrqc97mAlNlrJmnxUbvOjxgKLpW/lxETJ0Q4tgm2wxFRET2CsuCcCY7Q9imyGjBPNfOCtnI6GkKwjaMzKh1Yi5jsZHR8VQab/Vr95NWdBWJNQXx+woAB45r17adDSGuMeXJ+DjPd4QNWcuc2CiSrsrTISzWarP3+6NyndaZxVbjZo9qfZyLtTuxLhQwJChR6cS1gNejoMHlz2sej4L5huutUhv+jBu4F9pwHVfrnLs6SZMSv/SxsWRJ84ON/y6lt84UHRkdyl44iIJwMV04daaFOSD7wtQcCZT8whSerENY33nm1AsNskck4M0p0jjlRtxY5LQrLlqYsENYdMwHfZMWZxRFyS7YiIKw/l/LZwjLyGjt5uCdE+WJiwbGF/HsKBKs12Ojy7ljUMyPPz6UXbgQcdEd9SHZkesU5t8BIzlSoMCf3yfOmYsVsxoxNJbClj+8nPN3YoPEsiILwuLnFzd2CDs4MhpARbpSRPeMOK92PAcvMRWE2SFcGWvmtgAQHcLOiWUWyTDjO4T5e0JEVAnifn0skZ0hbPU1sjHmc1ZT2JaUnnxnCMvv0SH3odVA3B9P1309mcN9I8ioQH3QZ0kSl/j97DcWhPUZxcbfNZqa+DlGgz4WpCokaioIj5WxQzikr7uIrwlkG3fCDu1YzekQdsB9TTHChlFwgPWJeG4nrgWaI9ZvfK9Gxk1YpV73NOjrOm3RABotHi3iBs5a8aW81MsZwikc0yOjZ+Qxe3gi5n8nFmcLZZwhfEJERhfx4JaR0YbIWjEfstTdI0C2u2/UVBAWHcmMxnAXRVFyikjNDnkRMUZGtxf5mMyXKHi90TcsC8Hi8TBd8dO8wUJ0CFu9qOL36fG7skO4nAXh3O/FjjnjG1bMxNcuW46vXXaq5Z97Mq114zuEj+iFdqfFRQPGyOjx8377h4t7jfB6FHzzw6dBUYDfPPcOnjrYB0CbUS0io8WGiULldAjLGcK85DIzb0Kzcn6wsJgFYUc4s7sZigK80TeCQ/rcPifskhbP6WJjYCzunGI1EZEbhXMio61bBzCaEQ3KNRW74nzFNU4snpLFlYkMFHkd62bZ+czFzRAWxdoF7VFLFujlDGFDZLRVM4rdpEUf3+WE60O3EhslszOEy3cfG5ywQ1g7johDI6MX5ERGV+fvrbkpimvi1hI1lhaHjCesNONjpqnE9XeR/LaAr7NF4SO9Chkjo8VFcLE7G9vqc288ip4hbNhJdnLUishoY4ewlQVhfeEvmYaqqvIGIDtD2JkXGmSflmgA754cg0dxTpRoboewvcW5tmgQHQ1BHB2M45WeIaye22zoEJ768WBcsAHK2CGsF4RnlaEgbI6ktuNC3+NR8Knz5lv+eaciOoSNs2JE5/XMJvt/roUS5yExZWR04a8RZ8xpwifO7sZ9T7+JW377Ih76wvkYGEmgbzgBr0cZFzec9/EafmdlZLSDZwhXivnaxY7umHmtEQS8Hvm7U627t6tdY8SPU9rrsf/oEJ59cwBAdldvJUX8k3UI8/eEiKgSjDOExWadUhcNzRRFwYL2KJ5/64RtBbto0Ido0IdYPIWjg2OITvJ1+uWc5Mq/JlYLERl98HgMH73rL+P+fm5rHbZcsWLS0UJyfnCbNZsBRGersSAsi84WfQ03EOO7nHB96Fbm9Vgxaq+cHcLxnBnCeuOOQ5Mco0GfXEurq9JCqrmZw47EDDfr1GssThlPWGmiQ7g+5Cs5lbAh7Mv5nFQYrk5WIbFINTSWxLGYFpNTbKxs27gOYQsKwvqFcDE3buYdaQDQp3dBt1nQOSQuZNIZNaewwBnC7iU6JZsigaLmcNuhnJHRgGGOsN4VGTNERk9lXGR00p5O+2x3aO4M4dnNEUu/zkSMu2E9Su10ebbqz/0iZQLIRkbPcmBB2D9JZLSqqrKzotju0s3rlqClLoDXemP42f89JB8HC9rqir75zXYIq1UTGV0Jfq8n57Xdju4Yn9eDhe3aImx9iBF0lbRanyOsTylxRNF1shnCTjg2IiI3EovRo4k0BvRiqR3XB6vmNGn/7W6y/HMLM/XCpdjMOhG75iTXstnNYUSDPiTTKnYdHhj35/88+za2v3J00n9/8JjevdtuzWaAFn3da2A4Kd8ni84WfQ03WKz/rOa1cnG/UsT177CeGCcKwuW4jxX33fHU+HXaiIOLlGd2a/c3c1vtX5uyg3ntjk1S1lraqa21LuJrAQBg5ewmeBRrfh7itWLVnOaSP5cbcbWjCskX6UQaPSdL7BA2FYQ7iywIi2MaS2ZwTO84K65DWCzMZXeFFRsHOhHjhcRoIi0vbDhD2L1EZLTVO89LYSwIWzHXaDrLuxrwp/3H5NxUsTCeb2S0KASPyBkv1hZNZXdoKjcyuhyFy6ChIFgXmHymcrVplR3Chsjok3pkdKPzIqONEcxGg6MppPTqUrGvEU2RAL6yfik2/9de/OCPr+GKM2cBKD4uGjAUsNNpQ0G4NjYTWK2jIYTjMXvn553SEcXLRwYZF11ha+Y24xdPvynfdsKcXvMM4Zh8/av8sRERuZExgejEiH3F0ps+sBSXreyShWE7LJhRh9d6Yzh4LIb3njJjwo/pH7FnTnItiwR8+P3n34P9PYPj/u73zx/BQy8cwSP7juIDp82c8N+LYq1V3bvmGcLJdAZv9msbmBllmb9V3c343XXnYR67qitGNASYI6NDZUi6CsnI6OxasIyMdnD37W0fPR2fu3AhVsxqrPShFMWc7scOYWtdvKwd9//tuVjSWVzyXK2Z11aHBz9/ftHjSo2uv2QxLl7WgTNsvI6rZc59VqVJGeMO3+jTdjcWWzQydlQpSvFduMZOQhE7WkzUi3GGsIh0zsaBlv6E4fd64PcqSKZVjCbTaNLfLy54nHyhQfYQRSS7ChHFyJ0hbH9xbvlM7eJVdEbKyOhpHg/jIqNtihQKGDqEVVWVzzHlmSGcPRe1lCAg5scfN0RGv+vkyGivVog3F4TFDORo0FfSzuWPnDkbv9r1Fna+MYD79IKV6JwvRnYTgypjr9ghPLGOhhBe0jejtNgwQxiAjP52ylgAtzprXkvO207owhWLHtnIaM4QJiKqJHF/IYprgD1Ri+GAF6vn2ttVohUDj+KA3pE6EVH0dtK9aDWY31aH+RMUDpsjATz0whFsf6UXqXQGPlMkpaqq8nxY1b3bbJoh/Fb/CJJpFWG/FzPLcC9fS06f3VTpQ3A10SAT09djxeijskRG60XnsYkiox1cpGwI+av699brURDye2Txn2vi1lIUBau62cFqVErjhVHQZ/91XC1ju0oVCvq8crH5cIkF4aDPKztm2qLBcRfM+fJ7PbJwIuJci7lxEwUXVc0Wl8TNYKtFu2bFTaa4uACyHcnVOveBiicKEM0O7RAuS2S0/oL8ypFBpNIZxOL5RahHZKRbSothT9lzEWnsEB4YScrHblc5OoQN58Kps2uKISKjT44ms7OZqzAy2qoECY9HwTc/fFpOnPCyEgrCfr2AnUhnsh3CnCE8IePuULviEs+erxUiGdtXWbObwzmvac7oEM5NihlkZDQRUUWFTElD9UHfpLNgnU7MJxYdqRPpHxYzhFkQtsLquc1ojvhxYiSJnW8MjPv7Y0NxxOIpeBTrIl5bTB3CouC8YEadY0ZSEeUjaliPHUmkZZGwHElXYvP0mOF+vxoKwrXAuH7HnzWRO1TnlTWhQV+oSqa1qMz2+uJ3Hoqu4FJb9sXimZiRU0xkdCTghUhkFbF9fbHS5kOO/xracYq5p+mMKovPjIx2nwtOmYFZTWGsnyRSqhKCZS4Iz22JIBLwIp7K4I2+YUNk9NSPh5BhxteoYSenOXamVNn4XVVuOJlRHyzLTlVjV2ctbRhpCvtl8XNgJIF4Ko3jenx0OQrthZKbAvTXPEF0OFsxUmBpZwM+de48+XYpBeGAuKFNpGWkNSOjJ2a8fmmus6dAeNa8Fjz0hffgto+ssOXzU34URcGaedldvA0OKLpGZDReGvFUWm46qWdkNBFRRZjvI6q5ULpwhtbBenCKDmHOELaWz+vB+5Z2AAC27Rs/R/h1vTg/pyViWXqP+B0dGElAVVUcFJHUjIumKhP2eyH2MAzHUxXpEE5nVJkKJjZshmtoHcaJjEVgFoSJ3IGrk1XKPNvTPAu4EOLfdpRQVDYek+iGKmYmq6IosugiunZFJKgVC/5A9gVO7DYzFrJqKRKW8nNqVyP+783vw0dWz670oUg5HcJliJnyeBRZ/Hrp3UG5GWPaDmHRbZ9Myw0WgPUzZowdwmLDSTniooHcrs5a2jDi8SjyOfXYUBw9J7Xu4KDP46huecFviA03sjpB4ob3n4LVc5vxwRWdJc3vFhHXQ/pjCWBk9GQ6DM9xVr3OT+TUrkZGYDnAmrlat7aiOGOTjbFDODaWfbxGHVCsJiJyI3PhoZoLwqIg2DM4Ju+vjFRVNcwQdt71d7W69FStIPzIvh6oau5mUlGcX2hhsVYU85NpFbF4SnaEiw0BRNVCURS5BhSLpwwzhMtREM5+DbGmLNZs61iktFVuQZj3QERuwIJwlTLG7NUHfSUNfm/TF71LLTyZF88ai+gQBrJFF9GlmF3wt6ZTMuTPjQcUX8ejsIOLnCHg1X5HIwHvuM0fdlk2U5uxue9I/gVh8bwzlsgWhMN+LxTF2mgsYzHwbVkQtibiazrGec5OKF5YSRRR+4YTci7zrKaw5efPCpNHRlu7YSga9OH/fO5c/POVq0v6PGITg7HAVK1xh3brbDRERlfxoi/lR8R3t0QCjohRFB0HI4l09rUv4M2JjyciovLxez3wGZ6DnbhRMV+NYb/cfH9wgtjokUQ2mYLXQNY5f3Ebgj4P3h4YxSs9Qzl/Z0exNhzwyg3RJ0aS2RnF7BCmKhTNKQiLDuFyREZnv4b4uoyMLo8wI6OJXIerk1XKONuslC4mIHuhuqjE2XrmYkljkTdvxh1pqXQGJ0a1uTrWRUZnY26BbEG4LuBzZCGE3EdspijnLNflMxsBAPveHTRERudXEB4xREbbcQEZNHQIi8jocv1sjB3CkRpLEBCvHX2xOI7o84OdGBcNZH8HzB3CfSJmz6LXB6uIAnYsrr1++TwKC0yTyImMZlxizTu1qwFf3bAM3/orZ8R3GzuEh/QNHOwOJiKqLGNsdLVHKYvC40RzhMXG96DPY/nIHTeLBHw4f3EbgPGx0dn5vtYWa8U1bP9wwhAZzQ5hqj5iPXZwNCVHH4XKkHSlKIq85zcXhBkZba86RkYTuQ4LwlXKyoLwtRcswD2fOgtXntNt2TEBxXcIR+U8txQGRpJQVS1a0KqFYlHEGjXvOquhOFiqbqfN0hbMt1xRvgXz5V1aZPS+AiKjxcLFaDItO+7tiBPy6/G7yXRGdrKWLTLacPMz3UzlaiM6hI/H4nhX/7nObLQ/orwY5YqMtkpAFoS1xwXTJyY3v60OzRE/ls9skOeZapeiKPjs+QvwgdM6K30oAHJnCA+OaRs4jCk8RERUfiHDgnQ1R0YD2cLjRHOET4xorzvNkQA3plvs0uXadcYj+3py3n9QdgjbUxA+cCyGAf28LmhjhzBVH7EGJEb3AeWJjAZgKAhr9/yjiWx6D9nHWARm8Z3IHfhIr1LRYHaxqtSCcCTgw0VL2ks9pJxuwkjAW/S8RNFpHIun5GJ/U9hvWXeVeYbwcJ7FL6JyEQvm5bSkox4eReu4PHRcW7CYrgBq7La3s0NYRO3GU8bI6HIVhA0dwjV2cdwaFR3CCVkIcWqHsNgUEB8XGa13CFs0UsAqfv33RnQcBtn1Mam6oA+Pf/minHh2onKRHcLJtIx4L9eoBiIimlhOh3CVF4Sn7BCW84Or+3t0ovcta4eiAC++M4h3T4yiqymM0URabi62er6v+D3ddXgAgJZmVcpYN6JKqRcF4VhCvq9cm5tDfi8Gx7JR1cOyQ5iPJTsZi8AsvhO5Q0HP6nfddRdOP/10NDQ0oKGhAWvXrsXDDz887uNUVcX69euhKAp++9vf5vzdm2++iQ0bNiASiaC9vR2bN29GKpXK+ZjHHnsMZ555JoLBIBYtWoR777234G+s1lnZIWwVY8Resd3BQLYwOxxPy11pVt4IiqKOiIwWheFamw9KVIhwwCt3sIuiayEdwqM2XqzL+bHpyhaEa+3iWMw0Ox5L4F09MrqcMeWFCEwWGR1zdoewLAizQ3hKDSF/2XaeExnJ0QfxbGS0OfGGiIjKy1gQrvZxEgv1sVwHesd3CA/IjY1MprBaWzSI1d3NAIA/vqzFRh86PgxV1daqrN5oIIr6u97oB8C4aKpedXpTwPGYthYb8HrgKdPoI3E/GE9pa0ujcoYwr83tVJfTIcx7ciI3KGiFcvbs2fj2t7+N3bt3Y9euXXjf+96Hyy+/HC+99FLOx33/+9+fMPImnU5jw4YNSCQS+Mtf/oJ///d/x7333otbb71VfsyhQ4ewYcMGXHTRRdizZw9uuOEGfPazn8XWrVuL/BZrU4MTC8KGruVSCsKiK3HY0CEsOtmsEDZ1CItIT85KILdbPrMh5+1pC8L6hblxhrAd869EMfD4UFw+Xmc1RSz/OhMxdnbWWoqAmMueExnd5MzI6ICMjFZz3p/tEHbWYqH4nWVkNJGz1Rlex8TjtYGR0UREFWWMjK72YulCPTb4UN8w0pmJr2OrvejtVJee2gEAeOQlrSB88LiIi66zPKK7JaL9nr561J5IaqJyqTN1CAf95buPDelfK57MQFVVOZas1jbmO004Z4Zwba15EdHECnpmv+yyy/DBD34QixcvximnnIJvfetbiEajeOqpp+TH7NmzB3fccQd+9rOfjfv3jzzyCPbt24ef//znOOOMM7B+/Xp885vfxJ133olEQnux+clPfoL58+fjjjvuwLJly3Ddddfhox/9KL73ve+V+K3WFuN8s/Z6ZyzgG+NlmyKldwjH4ilbur8ifhEPqF1cyIuMGiv2EBVKzBEWpovNzJ0hbF+HsCgGiijrtmigbDsXcyKja+w5om2CgrBzI6O185DOqHIxTVVVxxaERcT1kB7FXewIBSKyl+iCGE6k5OOVkdFERJUVNhQgmqq8WDqrOYyAz4NEKoN39KQjYWDEmdexteL9+hzhpw724eRoUnZp21GsNcd+i85womoTNc0QLmeKk/haY6k04qkMxB4adq3ay9gcxeI7kTsUvdUnnU7jl7/8JYaHh7F27VoAwMjICD7xiU/gzjvvRGdn57h/s2PHDqxYsQIdHR3yfevWrcPg4KDsMt6xYwcuueSSnH+3bt067Nixo9hDrUlRR3YIZ4+pKVz8TU1URkan0GfDYn/YMPdU+zp6ZDQXAMnlCu0QNs4QHitDh/DhvhEA5Y01dkNk9OG+ETmfp6vRmQXhgOE8iNjoWDyFhP7/otvZKQJe7XclJmcIs0OYyIkihg5hRkYTETlDLc0Q9noULGibeI4wO4TtNb+tDovao0hlVDy2v1f+/BfYURA2ncOFbYyMpuok1oCO6805oXJ2COubqMeSGdlwALBr1W7Gny+L70TuUPAz+wsvvIBoNIpgMIhrr70W999/P5YvXw4A+OIXv4hzzz0Xl19++YT/tqenJ6cYDEC+3dPTM+XHDA4OYnQ0d0elUTwex+DgYM6fWpYzQ9jCOOVSRA1dy1Z0CA8nUujXd6VZ2SFsLggzhoRIs8xUEI5Oc+EdqsAMYQCY3VyeuGggtxBZa5tGRBS/iEltjvgdewMgfgeA7O+BWEQL+72Ou0n0+0SHMCOjiZxMbGxKpDKyU6uekdFERBVlvB6thWKpmCdrLgifGNGSKaq96O1k71+ux0bvO5oTGW01dghTrTB3CJcz6Upsoh5LpuU6bdDngbdMM4zdKsLIaCLXKfiRvmTJEuzZswcnT57Ef/3Xf2Hjxo14/PHH8frrr2P79u147rnn7DjOaW3ZsgVf//rXK/K1K8G4WOXEDuFSZghnI6PTSGdE95d132M2MlrMENb+yxc+crsZ9UG01wfRO6Rd/NcFp774N3YIy8hoOzqEvbnFtFnN5ewQNsbn1NZzhHmjjVPjooFsBDOgFW4A2JIgYRXxOxuTN7LOLLQTuZ3x2u/ooPbaF2WHMBFRRRkjSkvZaO4UIqL4wLHhnPeLzY218D061aXLO3DXYwfw+P5jcuyMHcXaFsPGhWjQh3aHrNERFSpqmiFczg7h4AQdwhGHblivJbkFYf68idyg4Gf2QCCARYsWYfXq1diyZQtWrlyJH/zgB9i+fTsOHDiApqYm+Hw++Hzai8hHPvIRXHjhhQCAzs5OHD16NOfzibdFxPRkH9PQ0IBwePLF6q985Ss4efKk/PPWW28V+q1VFdEh7PUojlkMN3YtN5ZwUyNmEQ/HUzKmxMrvUSz+jesQnqb4ReQGYo5w0OeBzzv1S4Tstk9mI6PtuID0m7orZ5e1IGycIVxbzxEhvxf1ho08Ti4IK4oii6wiMrpfzJh3WFw0kO0sV/W5R+wQJnKmgM8jN5wcHRwDwMhoIqJKExtMG0K+nJSYapUtCOd2CHOGsP1Wzm5Ce30QsXgKo8k0fB4F3S3Wp00112XXvxbMqIOisKORqpNo0BEF2VAZNzaL4nM8lTYUhHldbjfjz5gFYSJ3KPnqOpPJIB6P4+abb8bevXuxZ88e+QcAvve97+Gee+4BAKxduxYvvPACent75b/ftm0bGhoaZOz02rVr8eijj+Z8jW3btsk5xZMJBoNoaGjI+VPLZjeF4fUoWDQj6pj4jDqLZghnO4RTctesHZHRohDMGcJEWWKOcDSPx4NYrBlJpMraIVzOgrBxR2w+P5NqYyymdjWGKngk0xNFm2RKq7L2V0GHsMAZwkTOJRZBRDpGfQ0+1xMRVRNxP+HEa7xiiMjog5N0CNdCLLZTeTwKLl6WHUnX3RqxZZOB8Xd1oQ0zionKJWraBB+yYX1nMuJraR3C2notC5T2Y2Q0kfsU9Ej/yle+gvXr16O7uxtDQ0P4xS9+gcceewxbt25FZ2en7PI16u7uxvz58wEAl156KZYvX46rrroKt99+O3p6evDVr34VmzZtQjCoRapce+21+PGPf4wvf/nL+PSnP43t27fjV7/6FR566CELvt3a0d4Qwu+ve4+jbpKMxRJLZggbCsItFnaARThDmGhSokM4nw0SYnPFWDKDYf1xFLbhAjLgy930MqupfDOEjVG/tXgz0hoN4o2+EQDO7hAG9E7xRBqJtPbc7eTIaPNCEyOjiZwrEvDi5GhSXnNyhjARUWWJooB5Lmu1WqAXCI/H4jg5kkRjxA9VVdkhXCaXntqB/3jmTQD2FWuNRX07ZhQTlUs0mHsdXM7I6JBxhnCckdHlItb1FKW855uIKqegR3pvby+uvvpqLFmyBBdffDF27tyJrVu34v3vf39e/97r9eLBBx+E1+vF2rVr8clPfhJXX301vvGNb8iPmT9/Ph566CFs27YNK1euxB133IF/+7d/w7p16wr7zlxgeVcDOh3U0ZUTGV3CDGFRWB4cS8qbpNY662awZLsaxQxhsfOMO6GIzl88AytnN+Jja2ZP+7HGi/MTI0kAQNiGC8iAN/cmoLwzhLPfT63NEAaANmOHsMMLwqLrNiE7hLVuPisTJKwS8JkLwryxInIq80ITI6OJiCpLLE7XSudsNOhDZ4O2bnPguBYbHYunkExr17S18n061bkLW+Xm/wU2FWtDfq9cZ1rADmGqYuZResEydgjLGcKpNEb0kWRhFoRtJ9a5In4v4+6JXKKgFY+77767oE+uiuF5BnPnzsUf/vCHKf/dhRdeiOeee66gr0WVZ+wQLqUgLF6MjpwYk/MXm0voODYzzj0FsoVhzhAm0h67D1z3nrw+1jhPRnRr2rGxQkQFA9pzQTmjmyNBHzyKNq+9FmPlW6PZzTZdTc7ZYDQRv2mGcLZD2LoNQ1YZ3yHMgjCRU5mf26MsCBMRVdQcfcbrovbaKawtmFGHnsExHDw2jDO7mw2bab0seNgs6PNiw+kz8atdb+PseS22fZ1F7VHsOzKIFbMabfsaRHYzr7WU8z5WzhBOZjAqkxx5XW63rqawNl+9lekGRG7BZ1ayTCTghc+jIJVRS4p3EhcgqYxWDW6K+OGzcM6LKFiJyOhhdggTFcXjURD0eRBPZWS3ZsiGBQ1jt2U5u4MB7fno21ecjqDfM67rsxa01VVRh7D+80/oBWE7ZsxbxXzjXM6d1URUmLCfHcJERE7y/6yYidnNYSyf2VDpQ7HMwhlR/OVAHw4c0zqEs/ODOaagHL5x+Wm46n/Mw4rZ9hVr7/nUWTg2FJcbGoiqkXmjZFlnCIsO4WQaw3F2CJfLjPog/nD9+UyrIHIRrniQZRRFwd+tW4JjQ3F0lRBlbe7UtXqxX0QDjiTMHcJ8OBAVKhLwagXhmN4hbMMNg7HbcnYZ5wcLHztrTtm/Zrm01WvdtV6PgvZ6Z3cIi8joZCq3IOzEuWvsECaqHubrv/ogF+eJiCrJ41FwZndzpQ/DUmKu7IFevSCsj8aqlTnJThfye20tBgNAWzSItqjzkouICjGuIOwrY0FYX0uKpzIy0ZEzhMvjlI76Sh8CEZURK2BkqWsvWFjy5zBfgFg5PxjIjYzOZFTZIczIaKLChf1eDCCJ4YR9OziNxbTZZe4QrnXi+bWzIQSvx9nzYvw+7fhEh3CfvgmhJeq8hTRzN3nAwpQLIrKWcaHJ51FkXB0REZFVxFzZg8eHAQADDt7YSETuZY6MLud1sfhaY8k0RhJMciQisgtXPMhxgj5PTmHC6psk48LfWCqNYc6mICqauQBsR6SQsduy3JHRte6M7ibUB324cMmMSh/KtMTvQSLl/Mho49xrAAiywETkWMbrv/qQD4ri7M0xRERUfRbq85AP9w0jmc4YIqOddx1LRO7l9Sg541TKGRkdnCAymh3CRETWYwWMHEdRFNQFvBgc0wq1Vnd/GSNPYmMpjCW14gIvNIgKZy4I2/E4CuR0CHMmk5VmNYWx+5b3V8V8ZBkZnVYxmkjLGCkndlaYf57BMkZtEVFhjK9jUc4PJiIiG8xsCCHs92I0mcZb/SMYGGGHMBE5U13QJ++1yzn6KCg7hDMYTbAgTERkF+evAJMrGWNK2iy+SfIY4gD79J25AGcIExUj4s993IRt2EEaYGS0raqhGAxkjzOZzqBvOK69z+sZF2vlBOaIaM4QJnIu48gQzg8mN3niiSdw2WWXoaurC4qi4Le//e2kH3vttddCURR8//vfl+977LHHoCjKhH927twpP27v3r04//zzEQqFMGfOHNx+++02fldEzuTxKJjfps0RPnhsGAMjSQDsECYi54kGK9MhLL7WWCqNETlD2Hn3+kRE1Y4rlORIxuKsHbtmxUXF8ZhWVPB6FC7YExUhVIYOYXFjoCiMjHYzY2R0v2HumhPjXcd1CDMymsixIqbIaCK3GB4exsqVK3HnnXdO+XH3338/nnrqKXR1deW8/9xzz8WRI0dy/nz2s5/F/PnzsWbNGgDA4OAgLr30UsydOxe7d+/Gd77zHfzjP/4jfvrTn9r2fRE5lYiNPnAsJmcIN9dxIxIROYsxMae8M4S1dZ94MoORuJghzA5hIiKrcdWDHCmnIBwNWv75RRfjsSGtIBwJeB1ZVCByuohpx6i5QGyFaNCHv//gUvg8HjSEuGjiVqLrNpHOyHQHp8bs+cd1CPNGlsip6gyvWywIk5usX78e69evn/Jj3nnnHXz+85/H1q1bsWHDhpy/CwQC6OzslG8nk0k88MAD+PznPy/vq+677z4kEgn87Gc/QyAQwKmnnoo9e/bgu9/9Lq655hrrvykiB1s4Q+sQPnAsxhnCRORYdQFjQbiMHcL6puqxVBojemS0eUQZERGVjqse5EjGCNBWWzqEtYsK0SFcxxgSoqKYL9DtiIwGgGveu9CWz0vVw2+IjO6PaYtorRbPmLfK+BnC7BAmcqrcDmFuOiISMpkMrrrqKmzevBmnnnrqtB//u9/9Dn19ffjUpz4l37djxw68973vRSCQfb1et24dbrvtNgwMDKC5uXnc54nH44jH4/LtwcHBEr8TImdYMEPrED54bBiDY1pktFM3NxKRexnXY8u5sTmnQ1iPjOZaLRGR9bhCSY5knOdmx4J/tiCcGPf1iCh/xoKw36uM64wksorfq3UbmSOjnYgdwkTVI2K4BnTiTHKiSrntttvg8/nwhS98Ia+Pv/vuu7Fu3TrMnj1bvq+npwcdHR05Hyfe7unpmfDzbNmyBY2NjfLPnDlzivwOiJwlt0OYM4SJyJmMiY3ljIwWY5bGkmlGRhMR2Ygr9+RIds8QFjvPjuuR0XVcACQqirEj2K7uYCIg22WbrILIaHNHMGcIEzlXHWcIE42ze/du/OAHP8C9996b11idt99+G1u3bsVnPvOZkr/2V77yFZw8eVL+eeutt0r+nEROsKBN6xAeGEnKpDKnXssSkXvVVapDWP9aY0lGRhMR2YkrlORIxg4NO3bNil1mx2LxnLeJqDDGxw4v1slOfjlDWEX/sPbcbcdIASuM7xDm5RaRU0VyZggzMpoIAP785z+jt7cX3d3d8Pl88Pl8OHz4ML70pS9h3rx54z7+nnvuQWtrKz70oQ/lvL+zsxNHjx7NeZ942zh/2CgYDKKhoSHnD1EtCAe8mNUUznlfU4SvO0TkLMYNkuXsEBaNO2OpDEZFZDSbd4iILMcVSnIk8aLfGPbbEkEr5sXJyGjOpSAqSsjQFRzh44hsJAvCOZHRwUoe0qS8HgVeT7ajipHRRM5lfO2KskOYCABw1VVXYe/evdizZ4/809XVhc2bN2Pr1q05H6uqKu655x5cffXV8Ptzi1tr167FE088gWQyKd+3bds2LFmyZML5wUS1boEeGw1oG5JCTFgiIocxro+W8zlKFJ/TGRWDo9p1A1PoiIisx1UPciTRIWzH/GAg28koopoi3HVGVBRjZxUXNMhOgSqKjAa0mcfpjAqAHcJETmacIdzAgjC5SCwWw+uvvy7fPnToEPbs2YOWlhZ0d3ejtbU15+P9fj86OzuxZMmSnPdv374dhw4dwmc/+9lxX+MTn/gEvv71r+Mzn/kMbrrpJrz44ov4wQ9+gO9973v2fFNEDrdwRhR/fu04AM4PJiJnqgtWZo3H+LVS+n000xyJiKzHVQ9ypDr9Rd+uOFBxUSG6zKJBXmQQFSN3hjCLXmQf0SGcTGc7hO3aNGQFv9eDsWQGAGcIEzkZZwiTW+3atQsXXXSRfPvGG28EAGzcuBH33ntv3p/n7rvvxrnnnoulS5eO+7vGxkY88sgj2LRpE1avXo22tjbceuutuOaaa0o+fqJqtNDQIezkjY1E5F7GEX7ljIwOTJAOychoIiLr8ZmVHGlRez0AYGmnPTOjRIdwWu4640OBqBjGucF8HJGdAl4tgjmRyqAv5vwO4aDPgyH5/9x0RORUxg7haJCzHMk9LrzwQqiqmvfHv/HGGxO+/xe/+MWU/+7000/Hn//850IOjahmLZwRlf/f7ODrWCJyL2MRtpz3sR6PgoDPg0RK21StKEzaIiKyA1fvyZHes7gNj37pAsxpjtjy+SP+3F/9OsaQEBXF2CHMyGiyk4iMjsVTiMVTAOxLkbCC37DDmTeyRM4VMbx2sUOYiIjstLA9WxBuiXATEhE5TzRUmQ5hAAgZCsIRvxeKopT16xMRuQFXKMmxFs6IygKA1cKB3M/LGcJExTF2BXO+C9lJFFiPDo4BALweBQ0h5y6kGV+/WBAmci6f1yMLwU5OHSAiourXXh+Um9HZIUxETpQTGV3mpCtjkwHXaYmI7MFnV3KlsCnalnMpiIpj3FwRZocw2UgUhHv0gnBzJACPx7k7hsXxehSt4EREzvX//fVKHBuKo6MhVOlDISKiGqYoCha2R7H37ZNojrAgTETOU6evlwa8nrLfb+cUhNlwQERkC1bByJUipsIVI6OJihM2xK+H+TgiG4mO26Mn4wCcHRcNaDfQAOcHE1WDdad2VvoQiIjIJc7sbsbet0/mzBMmInKKrqYQAj4PZjeHy/61jclabDggIrIHC8LkSuadZpEAHwpExTAWgVkQJjuJAmsirc0Ucnq0q1+/mQ2Wee4SERERETnXTR9Yig+d0YUzZjdV+lCIiMZpigTwhy+cj4ZQ+ddJjR3CTHIkIrIHn13JlcyFq7ogC1lExTDu2jR33hNZyW+KXW6JOrsgHJQdwiwIExEREZEmHPDizO7mSh8GEdGkFrVXJsEgZNhMzchoIiJ7cJWSXMncEcydZ0TFYYcwlUvAVFh1emS036fNW2JkNBEREREREdHUjB3CjIwmIrIHC8LkSuYLizpGRhMVxfhYYkGY7OT3KjlvOz0yOsAOYSIiIiIiIqK8GDdTs3GHiMgeXKUkVzIXrhhFQlScgM8Dn0cr1HEHJ9kp4K2yDmEvZwgTERERERER5cMYGc2GAyIie3CVklzJXADmzjOi4olCMAvCZCdzZHRLXbBCR5IfcbyMjCYiIiIiIiKamvHeOcL1JSIiW7AgTK5kLgizQ5ioeGLnJndwkp385g7hqLM7hBkZTURERERERJQfY4dwhI07RES24ColuZKxcOXzKFywJypBfcin/9df4SOhWjauIOzwyOhshzBfX4iIiIiIiIimEjJ0BbNxh4jIHtxuQ64U8Hrg9ShIZ1REAl4oilLpQyKqWn//wWV45o1+nDGnqdKHQjVsfGS0swvCcoYwI6OJiIiIiIiIppTTIcyCMBGRLVgQJldSFAVhvxexeIrzg4lKdPGyDly8rKPSh0E1LmDoEFYUoCni7IKw7BD2s0OYiIiIiIiIaCoh4wzhANdqiYjswFVKci0RG81dZ0REzmfsEG6OBOD1ODvZwc8ZwkRERERERER5CbJDmIjIdlylJNcSFxdRdggTETme35stADs9LhrgbG0iIiIiIiKifBlnCIdZECYisgUrYeRaYb/oEObDgIjI6fyGTttqKAh/bM0cjCXT+NiaOZU+FCIiIiIiIiJHM0ZG13GtlojIFnx2JdcSHcJ1Qe46IyJyOuMM4dYqKAjPqA/iS5cuqfRhEBERERERETkeI6OJiOzHyGhyLdEZzA5hIiLn83urq0OYiIiIiIiIiPLDyGgiIvuxIEyuJS406jhDmIjI8bweBV6PNke4GjqEiYiIiIiIiCg/QcOYKEZGExHZgwVhci0ZGc1dZ0REVUHERrNDmIiIiIiIiKh2sEOYiMh+LAiTa0VDvpz/EhGRs/m9WodwSzRY4SMhIiIiIiIiIqsYC8KcIUxEZA9Wwsi1PnF2N06MJPDhM2ZV+lCIiCgPAT1CipHRRERERERERLUj5Nfu9wNeD/xe9rAREdmBBWFyrdNmNeKfr1xd6cMgIqI8zWoKY2AkifltdZU+FCIiIiIiIiKySEd9CAGvB92tkUofChFRzWJBmIiIiKrCz/7XWTgWi6OrKVzpQyEiIiIiIiIiizTXBfCH689HQ5jlCiIiu/AZloiIiKpCazSIVs4PJiIiIiIiIqo5i9qjlT4EIqKaxkB+IiIiIiIiIiIiIiIiIqIaxYIwEREREREREREREREREVGNYkGYiIiIiIiIiIiIiIiIiKhGsSBMRERERERERERERERERFSjWBAmIiIiIiIiIiIiIiIiIqpRLAgTEREREREREREREREREdUoFoSJiIiIiIiIiIiIiIiIiGoUC8JERERERERERERERERERDWKBWEiIiIiIiIiIiIiIiIiohrFgjARERERERERERERERERUY3yVfoA7KKqKgBgcHCwwkdCRERERETkPOJeSdw7ETkN7+uJiIiIiIimlu+9fc0WhIeGhgAAc+bMqfCREBEREREROdfQ0BAaGxsrfRhE4/C+noiIiIiIKD/T3dsrao1uB89kMnj33XdRX18PRVEqfTjS4OAg5syZg7feegsNDQ2VPhyyGc+3u/B8uwvPt7vwfLsLz7e7uPl8q6qKoaEhdHV1wePhNCFyHqfe1wPufu5wI55vd+H5dheeb3fh+XYXnm93cfP5zvfevmY7hD0eD2bPnl3pw5hUQ0OD634p3Yzn2114vt2F59tdeL7dhefbXdx6vtkZTE7m9Pt6wL3PHW7F8+0uPN/uwvPtLjzf7sLz7S5uPd/53NtzGzgRERERERERERERERERUY1iQZiIiIiIiIiIiIiIiIiIqEaxIFxmwWAQX/va1xAMBit9KFQGPN/uwvPtLjzf7sLz7S483+7C801ExeBzh7vwfLsLz7e78Hy7C8+3u/B8uwvP9/QUVVXVSh8EERERERERERERERERERFZjx3CREREREREREREREREREQ1igVhIiIiIiIiIiIiIiIiIqIaxYIwEREREREREREREREREVGNYkGYiIiIiIiIiIiIiIiIiKhGsSBcZnfeeSfmzZuHUCiEc845B88880ylD4lKtGXLFpx11lmor69He3s7PvzhD2P//v05HzM2NoZNmzahtbUV0WgUH/nIR3D06NEKHTFZ6dvf/jYURcENN9wg38fzXVveeecdfPKTn0RrayvC4TBWrFiBXbt2yb9XVRW33norZs6ciXA4jEsuuQSvvfZaBY+YipVOp3HLLbdg/vz5CIfDWLhwIb75zW9CVVX5MTzf1euJJ57AZZddhq6uLiiKgt/+9rc5f5/Pue3v78eVV16JhoYGNDU14TOf+QxisVgZvwvK11TnO5lM4qabbsKKFStQV1eHrq4uXH311Xj33XdzPgfPNxFNhvf1tYn39u7Ge/vax3t79+C9fW3jvb278N7eWiwIl9F//ud/4sYbb8TXvvY1PPvss1i5ciXWrVuH3t7eSh8aleDxxx/Hpk2b8NRTT2Hbtm1IJpO49NJLMTw8LD/mi1/8In7/+9/j17/+NR5//HG8++67uOKKKyp41GSFnTt34l/+5V9w+umn57yf57t2DAwM4LzzzoPf78fDDz+Mffv24Y477kBzc7P8mNtvvx0//OEP8ZOf/ARPP/006urqsG7dOoyNjVXwyKkYt912G+666y78+Mc/xssvv4zbbrsNt99+O370ox/Jj+H5rl7Dw8NYuXIl7rzzzgn/Pp9ze+WVV+Kll17Ctm3b8OCDD+KJJ57ANddcU65vgQow1fkeGRnBs88+i1tuuQXPPvssfvOb32D//v340Ic+lPNxPN9ENBHe19cu3tu7F+/tax/v7d2F9/a1jff27sJ7e4upVDZnn322umnTJvl2Op1Wu7q61C1btlTwqMhqvb29KgD18ccfV1VVVU+cOKH6/X7117/+tfyYl19+WQWg7tixo1KHSSUaGhpSFy9erG7btk294IIL1Ouvv15VVZ7vWnPTTTep73nPeyb9+0wmo3Z2dqrf+c535PtOnDihBoNB9T/+4z/KcYhkoQ0bNqif/vSnc953xRVXqFdeeaWqqjzftQSAev/998u38zm3+/btUwGoO3fulB/z8MMPq4qiqO+8807Zjp0KZz7fE3nmmWdUAOrhw4dVVeX5JqLJ8b7ePXhv7w68t3cH3tu7C+/t3YP39u7Ce/vSsUO4TBKJBHbv3o1LLrlEvs/j8eCSSy7Bjh07KnhkZLWTJ08CAFpaWgAAu3fvRjKZzDn3S5cuRXd3N899Fdu0aRM2bNiQc14Bnu9a87vf/Q5r1qzBX//1X6O9vR2rVq3Cv/7rv8q/P3ToEHp6enLOd2NjI8455xye7yp07rnn4tFHH8Wrr74KAHj++efx5JNPYv369QB4vmtZPud2x44daGpqwpo1a+THXHLJJfB4PHj66afLfsxkrZMnT0JRFDQ1NQHg+SaiifG+3l14b+8OvLd3B97buwvv7d2L9/bEe/up+Sp9AG5x/PhxpNNpdHR05Ly/o6MDr7zySoWOiqyWyWRwww034LzzzsNpp50GAOjp6UEgEJBPQkJHRwd6enoqcJRUql/+8pd49tlnsXPnznF/x/NdWw4ePIi77roLN954I/7+7/8eO3fuxBe+8AUEAgFs3LhRntOJntt5vqvPzTffjMHBQSxduhRerxfpdBrf+ta3cOWVVwIAz3cNy+fc9vT0oL29PefvfT4fWlpaeP6r3NjYGG666SZ8/OMfR0NDAwCebyKaGO/r3YP39u7Ae3v34L29u/De3r14b+9uvLefHgvCRBbatGkTXnzxRTz55JOVPhSyyVtvvYXrr78e27ZtQygUqvThkM0ymQzWrFmDf/qnfwIArFq1Ci+++CJ+8pOfYOPGjRU+OrLar371K9x33334xS9+gVNPPRV79uzBDTfcgK6uLp5vohqVTCbxsY99DKqq4q677qr04RARkUPw3r728d7eXXhv7y68tydyH97b54eR0WXS1tYGr9eLo0eP5rz/6NGj6OzsrNBRkZWuu+46PPjgg/jTn/6E2bNny/d3dnYikUjgxIkTOR/Pc1+ddu/ejd7eXpx55pnw+Xzw+Xx4/PHH8cMf/hA+nw8dHR083zVk5syZWL58ec77li1bhjfffBMA5Dnlc3tt2Lx5M26++Wb8zd/8DVasWIGrrroKX/ziF7FlyxYAPN+1LJ9z29nZid7e3py/T6VS6O/v5/mvUuKG8fDhw9i2bZvcQQzwfBPRxHhf7w68t3cH3tu7C+/t3YX39u7Fe3t34r19/lgQLpNAIIDVq1fj0Ucfle/LZDJ49NFHsXbt2goeGZVKVVVcd911uP/++7F9+3bMnz8/5+9Xr14Nv9+fc+7379+PN998k+e+Cl188cV44YUXsGfPHvlnzZo1uPLKK+X/83zXjvPOOw/79+/Ped+rr76KuXPnAgDmz5+Pzs7OnPM9ODiIp59+mue7Co2MjMDjyb008nq9yGQyAHi+a1k+53bt2rU4ceIEdu/eLT9m+/btyGQyOOecc8p+zFQaccP42muv4Y9//CNaW1tz/p7nm4gmwvv62sZ7e3fhvb278N7eXXhv7168t3cf3tsXSKWy+eUvf6kGg0H13nvvVfft26dec801alNTk9rT01PpQ6MSfO5zn1MbGxvVxx57TD1y5Ij8MzIyIj/m2muvVbu7u9Xt27eru3btUteuXauuXbu2gkdNVrrgggvU66+/Xr7N8107nnnmGdXn86nf+ta31Ndee02977771Egkov785z+XH/Ptb39bbWpqUh944AF179696uWXX67Onz9fHR0dreCRUzE2btyozpo1S33wwQfVQ4cOqb/5zW/UtrY29ctf/rL8GJ7v6jU0NKQ+99xz6nPPPacCUL/73e+qzz33nHr48GFVVfM7tx/4wAfUVatWqU8//bT65JNPqosXL1Y//vGPV+pboilMdb4TiYT6oQ99SJ09e7a6Z8+enOu3eDwuPwfPNxFNhPf1tYv39sR7+9rFe3t34b19beO9vbvw3t5aLAiX2Y9+9CO1u7tbDQQC6tlnn60+9dRTlT4kKhGACf/cc8898mNGR0fVv/3bv1Wbm5vVSCSi/tVf/ZV65MiRyh00Wcp808jzXVt+//vfq6eddpoaDAbVpUuXqj/96U9z/j6Tyai33HKL2tHRoQaDQfXiiy9W9+/fX6GjpVIMDg6q119/vdrd3a2GQiF1wYIF6j/8wz/kXETyfFevP/3pTxO+Xm/cuFFV1fzObV9fn/rxj39cjUajakNDg/qpT31KHRoaqsB3Q9OZ6nwfOnRo0uu3P/3pT/Jz8HwT0WR4X1+beG9PvLevbby3dw/e29c23tu7C+/traWoqqpa33dMRERERERERERERERERESVxhnCREREREREREREREREREQ1igVhIiIiIiIiIiIiIiIiIqIaxYIwEREREREREREREREREVGNYkGYiIiIiIiIiIiIiIiIiKhGsSBMRERERERERERERERERFSjWBAmIiIiIiIiIiIiIiIiIqpRLAgTEREREREREREREREREdUoFoSJiIiIiIiIiIiIiIiIiGoUC8JERERERERERERERERERDWKBWEiIiIiIiIiIiIiIiIiohrFgjARERERERERERERERERUY1iQZiIiIiIiIiIiIiIiIiIqEb9/3WI2g9WtWn0AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generator AUROC: 0.0\n", + "Generator loss: 0.69430065\n", + "Discriminator AUROC: 1.0\n", + "Discriminator loss: 0.3475641\n", + "-------------------\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "import numpy as np\n", + "from sklearn.metrics import roc_auc_score\n", + "\n", + "# Define latent dimension and batch size\n", + "batch_size = 128\n", + "latent_dim = 125\n", + "steps = len(reshaped_data) // batch_size\n", + "half_batch = batch_size // 2\n", + "epochs = 1\n", + "\n", + "# Define optimizers\n", + "init_lr_desc = 0.00002\n", + "init_lr_gen = 0.00004\n", + "opt_desc = tf.keras.optimizers.Adam(learning_rate=init_lr_desc, beta_1=0.5, beta_2=0.9)\n", + "opt_gen = tf.keras.optimizers.Adam(learning_rate=init_lr_gen, beta_1=0.5, beta_2=0.9)\n", + "\n", + "# Training loop\n", + "for epoch in range(epochs):\n", + " if epoch % 5 == 0: # Learning rate adjustment every 5 epochs\n", + " init_lr_desc /= 2\n", + " init_lr_gen /= 2\n", + " opt_desc.lr = init_lr_desc\n", + " opt_gen.lr = init_lr_gen\n", + "\n", + " accu_loss_gan = []\n", + " accu_loss_desc = []\n", + " print(f\"Epoch {epoch}/{epochs}\")\n", + "\n", + " for step in range(steps):\n", + " # Generate real and fake samples\n", + " x_real, y_real = generate_real_samples(reshaped_data, half_batch)\n", + " x_fake, y_fake = generate_fake_samples(gen, latent_dim, half_batch)\n", + "\n", + " # Ensure x_fake has the same shape as x_real\n", + " if x_fake.shape != x_real.shape:\n", + " x_fake = x_fake.reshape(x_real.shape)\n", + "\n", + " # Store original x_real for later denormalization comparison\n", + " x_real_original = x_real.copy()\n", + "\n", + " # Combine real and fake samples\n", + " X_train = np.vstack([x_real, x_fake])\n", + " X_train = np.transpose(X_train, (0, 2, 1))\n", + " y_train = np.vstack([y_real, y_fake])\n", + "\n", + " # Shuffle the combined data\n", + " p = np.random.permutation(len(y_train))\n", + " X_train, y_train = X_train[p], y_train[p]\n", + "\n", + " # Update discriminator\n", + " with tf.GradientTape() as tape:\n", + " pred_desc = desc(X_train)\n", + " loss_desc = tf.keras.losses.binary_crossentropy(y_train, pred_desc)\n", + " accu_loss_desc.append(loss_desc)\n", + " grads = tape.gradient(loss_desc, desc.trainable_variables)\n", + " opt_desc.apply_gradients(zip(grads, desc.trainable_variables))\n", + "\n", + " # Update generator\n", + " with tf.GradientTape() as tape:\n", + " x_latent = generate_latent_points(latent_dim, batch_size) # Generate latent points\n", + " x_gan = gen(x_latent) # Generate fake data\n", + "\n", + " # Denormalize the generated fake data (for consistency in plotting/comparison)\n", + " x_gan_denormalized = denormalize(x_gan, tf.reduce_min(x_real_original), x_real_original)\n", + "\n", + " y_gan = np.ones((batch_size, 1)) # Labels for generated data\n", + " pred_gan = desc(x_gan) # Use normalized data for training discriminator\n", + " loss_gan = tf.keras.losses.binary_crossentropy(y_gan, pred_gan)\n", + " accu_loss_gan.append(loss_gan)\n", + " grads = tape.gradient(loss_gan, gen.trainable_variables)\n", + " opt_gen.apply_gradients(zip(grads, gen.trainable_variables))\n", + "\n", + " # Output statistics every 5 epochs\n", + " if epoch % 5 == 0:\n", + " res = gen(generate_latent_points(latent_dim, 1)) # Generate a new batch\n", + " res_denormalized = denormalize(res, tf.reduce_min(x_real_original), x_real_original) # Denormalize before plotting\n", + " compare_real_and_gen_timestep(res_denormalized)\n", + "\n", + " # Calculate AUROC and loss for generator and discriminator\n", + " print(\"Generator AUROC:\", roc_auc_score(np.concatenate([y_gan.ravel(), np.array([0])]), \n", + " np.concatenate([np.asarray(pred_gan).ravel(), np.array([0.5])])))\n", + "\n", + " # Calculate AUROC and loss for discriminator\n", + " print(\"Generator loss:\", np.mean(np.asarray(accu_loss_gan)))\n", + " print(\"Discriminator AUROC:\", roc_auc_score(y_train.ravel(), np.asarray(pred_desc).ravel()))\n", + " print(\"Discriminator loss:\", np.mean(np.asarray(accu_loss_desc)))\n", + " print(\"-------------------\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/user_tools/scripts/data_loader.ipynb b/user_tools/scripts/data_loader.ipynb index d6e1176..0471ae3 100644 --- a/user_tools/scripts/data_loader.ipynb +++ b/user_tools/scripts/data_loader.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -151,7 +151,7 @@ "4 25 GarminSD " ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -235,6 +235,10 @@ " o2Sat\n", " rawData\n", " rawData3D\n", + " seizure_times\n", + " alarmState\n", + " alarmPhrase\n", + " FFT\n", " \n", " \n", " \n", @@ -246,6 +250,10 @@ " -1\n", " [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149...\n", " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.2960299500264227e-11, 143.05125737182817, 5...\n", " \n", " \n", " 1\n", @@ -255,6 +263,10 @@ " -1\n", " [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150...\n", " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [9.094947017729282e-13, 75.0235079481899, 31.0...\n", " \n", " \n", " 2\n", @@ -264,6 +276,10 @@ " -1\n", " [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148...\n", " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [2.2737367544323206e-13, 91.25440903139302, 81...\n", " \n", " \n", " 3\n", @@ -273,6 +289,10 @@ " -1\n", " [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148...\n", " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.3642420526593924e-11, 101.37768172754973, 7...\n", " \n", " \n", " 4\n", @@ -282,33 +302,481 @@ " -1\n", " [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149...\n", " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [7.275957614183426e-12, 116.42740204040987, 77...\n", + " \n", + " \n", + " 5\n", + " 407\n", + " 39\n", + " 70\n", + " -1\n", + " [1500, 1480, 1496, 1488, 1480, 1488, 1484, 149...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.4097167877480388e-11, 64.1735150114216, 146...\n", + " \n", + " \n", + " 6\n", + " 407\n", + " 39\n", + " 72\n", + " -1\n", + " [1500, 1476, 1484, 1468, 1500, 1472, 1496, 148...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.8189894035458565e-12, 2033.467961869582, 26...\n", + " \n", + " \n", + " 7\n", + " 407\n", + " 39\n", + " 72\n", + " -1\n", + " [1432, 1304, 1320, 1180, 1308, 1392, 1384, 129...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.318767317570746e-11, 8830.291963065638, 253...\n", + " \n", + " \n", + " 8\n", + " 407\n", + " 39\n", + " 71\n", + " -1\n", + " [1504, 1476, 1448, 1592, 1612, 1420, 1348, 166...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.0686562745831907e-11, 2977.6280564474355, 6...\n", + " \n", + " \n", + " 9\n", + " 407\n", + " 39\n", + " 71\n", + " -1\n", + " [1532, 1532, 1488, 1516, 1512, 1508, 1536, 156...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [3.410605131648481e-12, 10345.864896884996, 99...\n", + " \n", + " \n", + " 10\n", + " 407\n", + " 39\n", + " 71\n", + " -1\n", + " [1624, 1556, 1588, 1620, 1644, 1652, 1576, 159...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.8189894035458565e-12, 4758.6242435382155, 6...\n", + " \n", + " \n", + " 11\n", + " 407\n", + " 39\n", + " 73\n", + " -1\n", + " [1644, 1664, 1676, 1664, 1648, 1620, 1684, 174...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [9.094947017729282e-13, 2681.909476987883, 869...\n", + " \n", + " \n", + " 12\n", + " 407\n", + " 39\n", + " 75\n", + " -1\n", + " [1548, 1772, 1648, 1648, 1540, 1424, 1688, 157...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [4.092726157978177e-12, 3115.4664177566137, 18...\n", + " \n", + " \n", + " 13\n", + " 407\n", + " 39\n", + " 76\n", + " -1\n", + " [1432, 1348, 1400, 1572, 1692, 1528, 1488, 149...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [3.865352482534945e-12, 5766.086338291534, 271...\n", + " \n", + " \n", + " 14\n", + " 407\n", + " 39\n", + " 77\n", + " -1\n", + " [1596, 1516, 1696, 1832, 1888, 1668, 1540, 159...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [4.092726157978177e-12, 2380.5590347877906, 19...\n", + " \n", + " \n", + " 15\n", + " 407\n", + " 39\n", + " 77\n", + " -1\n", + " [1596, 1516, 1696, 1832, 1888, 1668, 1540, 159...\n", + " []\n", + " [-38.0, 76.0]\n", + " 5\n", + " ALARM\n", + " [4.092726157978177e-12, 2380.5590347877906, 19...\n", + " \n", + " \n", + " 16\n", + " 407\n", + " 39\n", + " 78\n", + " -1\n", + " [1568, 1576, 1484, 1500, 1608, 1588, 1524, 151...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [3.865352482534945e-12, 7195.613230905877, 256...\n", + " \n", + " \n", + " 17\n", + " 407\n", + " 39\n", + " 79\n", + " -1\n", + " [1424, 1500, 1504, 1468, 1376, 1380, 1408, 134...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [6.366462912410498e-12, 2966.75318129232, 1770...\n", + " \n", + " \n", + " 18\n", + " 407\n", + " 39\n", + " 75\n", + " -1\n", + " [1396, 1424, 1368, 1380, 1516, 1740, 1836, 176...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.2050804798491299e-11, 3280.4888847459856, 3...\n", + " \n", + " \n", + " 19\n", + " 407\n", + " 39\n", + " 80\n", + " -1\n", + " [1208, 1308, 1104, 1084, 1064, 1092, 1292, 253...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.3642420526593924e-11, 1600.2379893520342, 3...\n", + " \n", + " \n", + " 20\n", + " 407\n", + " 39\n", + " 83\n", + " -1\n", + " [1556, 1524, 1852, 1496, 1232, 1248, 1348, 133...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.3642420526593924e-12, 5290.879090097301, 40...\n", + " \n", + " \n", + " 21\n", + " 407\n", + " 39\n", + " 96\n", + " -1\n", + " [1468, 1804, 1720, 1696, 1760, 1460, 1200, 100...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.3869794202037156e-11, 8635.64681666837, 256...\n", + " \n", + " \n", + " 22\n", + " 407\n", + " 39\n", + " 109\n", + " -1\n", + " [1916, 1848, 1748, 1596, 1440, 1332, 1312, 141...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.2050804798491299e-11, 4206.186323803453, 14...\n", + " \n", + " \n", + " 23\n", + " 407\n", + " 39\n", + " 111\n", + " -1\n", + " [1220, 1236, 1248, 1304, 1392, 1728, 1904, 169...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.2505552149377763e-11, 812.516964348523, 521...\n", + " \n", + " \n", + " 24\n", + " 407\n", + " 39\n", + " 114\n", + " -1\n", + " [1440, 1408, 1484, 1508, 1576, 1560, 1504, 153...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [3.410605131648481e-12, 833.1904146466032, 145...\n", + " \n", + " \n", + " 25\n", + " 407\n", + " 39\n", + " 119\n", + " -1\n", + " [1396, 1436, 1504, 1516, 1428, 1324, 1276, 130...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [2.7284841053187847e-12, 2631.80541108207, 286...\n", + " \n", + " \n", + " 26\n", + " 407\n", + " 39\n", + " 117\n", + " -1\n", + " [1684, 1588, 1580, 1704, 1652, 1508, 1460, 169...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [8.185452315956354e-12, 744.5712709516775, 101...\n", + " \n", + " \n", + " 27\n", + " 407\n", + " 39\n", + " 116\n", + " -1\n", + " [1472, 1500, 1544, 2076, 2200, 1848, 1556, 147...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.318767317570746e-11, 4949.773029867048, 320...\n", + " \n", + " \n", + " 28\n", + " 407\n", + " 39\n", + " 115\n", + " -1\n", + " [1488, 1440, 1744, 2348, 2188, 1636, 1564, 164...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [6.821210263296962e-13, 4810.161590653417, 195...\n", + " \n", + " \n", + " 29\n", + " 407\n", + " 39\n", + " 113\n", + " -1\n", + " [1712, 1536, 1620, 1648, 1624, 1640, 1712, 161...\n", + " []\n", + " [-38.0, 76.0]\n", + " 0\n", + " OK\n", + " [1.2505552149377763e-11, 5648.035475729023, 23...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " eventId userId hr o2Sat \\\n", - "0 407 39 67 -1 \n", - "1 407 39 67 -1 \n", - "2 407 39 68 -1 \n", - "3 407 39 69 -1 \n", - "4 407 39 69 -1 \n", + " eventId userId 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[] \n", - "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] \n", - "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] \n", - "3 [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148... [] \n", - "4 [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149... [] " + " rawData rawData3D \\\n", + "0 [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149... [] \n", + "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] \n", + "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] \n", + "3 [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148... [] \n", + "4 [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149... [] \n", + "5 [1500, 1480, 1496, 1488, 1480, 1488, 1484, 149... [] \n", + "6 [1500, 1476, 1484, 1468, 1500, 1472, 1496, 148... [] \n", + "7 [1432, 1304, 1320, 1180, 1308, 1392, 1384, 129... [] \n", + "8 [1504, 1476, 1448, 1592, 1612, 1420, 1348, 166... [] \n", + "9 [1532, 1532, 1488, 1516, 1512, 1508, 1536, 156... [] \n", + "10 [1624, 1556, 1588, 1620, 1644, 1652, 1576, 159... [] \n", + "11 [1644, 1664, 1676, 1664, 1648, 1620, 1684, 174... [] \n", + "12 [1548, 1772, 1648, 1648, 1540, 1424, 1688, 157... [] \n", + "13 [1432, 1348, 1400, 1572, 1692, 1528, 1488, 149... [] \n", + "14 [1596, 1516, 1696, 1832, 1888, 1668, 1540, 159... [] \n", + "15 [1596, 1516, 1696, 1832, 1888, 1668, 1540, 159... [] \n", + "16 [1568, 1576, 1484, 1500, 1608, 1588, 1524, 151... [] \n", + "17 [1424, 1500, 1504, 1468, 1376, 1380, 1408, 134... [] \n", + "18 [1396, 1424, 1368, 1380, 1516, 1740, 1836, 176... [] \n", + "19 [1208, 1308, 1104, 1084, 1064, 1092, 1292, 253... [] \n", + "20 [1556, 1524, 1852, 1496, 1232, 1248, 1348, 133... [] \n", + "21 [1468, 1804, 1720, 1696, 1760, 1460, 1200, 100... [] \n", + "22 [1916, 1848, 1748, 1596, 1440, 1332, 1312, 141... [] \n", + "23 [1220, 1236, 1248, 1304, 1392, 1728, 1904, 169... [] \n", + "24 [1440, 1408, 1484, 1508, 1576, 1560, 1504, 153... [] \n", + "25 [1396, 1436, 1504, 1516, 1428, 1324, 1276, 130... [] \n", + "26 [1684, 1588, 1580, 1704, 1652, 1508, 1460, 169... [] \n", + "27 [1472, 1500, 1544, 2076, 2200, 1848, 1556, 147... [] \n", + "28 [1488, 1440, 1744, 2348, 2188, 1636, 1564, 164... [] \n", + "29 [1712, 1536, 1620, 1648, 1624, 1640, 1712, 161... [] \n", + "\n", + " seizure_times alarmState alarmPhrase \\\n", + "0 [-38.0, 76.0] 0 OK \n", + "1 [-38.0, 76.0] 0 OK \n", + "2 [-38.0, 76.0] 0 OK \n", + "3 [-38.0, 76.0] 0 OK \n", + "4 [-38.0, 76.0] 0 OK \n", + "5 [-38.0, 76.0] 0 OK \n", + "6 [-38.0, 76.0] 0 OK \n", + "7 [-38.0, 76.0] 0 OK \n", + "8 [-38.0, 76.0] 0 OK \n", + "9 [-38.0, 76.0] 0 OK \n", + "10 [-38.0, 76.0] 0 OK \n", + "11 [-38.0, 76.0] 0 OK \n", + "12 [-38.0, 76.0] 0 OK \n", + "13 [-38.0, 76.0] 0 OK \n", + "14 [-38.0, 76.0] 0 OK \n", + "15 [-38.0, 76.0] 5 ALARM \n", + "16 [-38.0, 76.0] 0 OK \n", + "17 [-38.0, 76.0] 0 OK \n", + "18 [-38.0, 76.0] 0 OK \n", + "19 [-38.0, 76.0] 0 OK \n", + "20 [-38.0, 76.0] 0 OK \n", + "21 [-38.0, 76.0] 0 OK \n", + "22 [-38.0, 76.0] 0 OK \n", + "23 [-38.0, 76.0] 0 OK \n", + "24 [-38.0, 76.0] 0 OK \n", + "25 [-38.0, 76.0] 0 OK \n", + "26 [-38.0, 76.0] 0 OK \n", + "27 [-38.0, 76.0] 0 OK \n", + "28 [-38.0, 76.0] 0 OK \n", + "29 [-38.0, 76.0] 0 OK \n", + "\n", + " FFT \n", + "0 [1.2960299500264227e-11, 143.05125737182817, 5... \n", + "1 [9.094947017729282e-13, 75.0235079481899, 31.0... \n", + "2 [2.2737367544323206e-13, 91.25440903139302, 81... \n", + "3 [1.3642420526593924e-11, 101.37768172754973, 7... \n", + "4 [7.275957614183426e-12, 116.42740204040987, 77... \n", + "5 [1.4097167877480388e-11, 64.1735150114216, 146... \n", + "6 [1.8189894035458565e-12, 2033.467961869582, 26... \n", + "7 [1.318767317570746e-11, 8830.291963065638, 253... \n", + "8 [1.0686562745831907e-11, 2977.6280564474355, 6... \n", + "9 [3.410605131648481e-12, 10345.864896884996, 99... \n", + "10 [1.8189894035458565e-12, 4758.6242435382155, 6... \n", + "11 [9.094947017729282e-13, 2681.909476987883, 869... \n", + "12 [4.092726157978177e-12, 3115.4664177566137, 18... \n", + "13 [3.865352482534945e-12, 5766.086338291534, 271... \n", + "14 [4.092726157978177e-12, 2380.5590347877906, 19... \n", + "15 [4.092726157978177e-12, 2380.5590347877906, 19... \n", + "16 [3.865352482534945e-12, 7195.613230905877, 256... \n", + "17 [6.366462912410498e-12, 2966.75318129232, 1770... \n", + "18 [1.2050804798491299e-11, 3280.4888847459856, 3... \n", + "19 [1.3642420526593924e-11, 1600.2379893520342, 3... \n", + "20 [1.3642420526593924e-12, 5290.879090097301, 40... \n", + "21 [1.3869794202037156e-11, 8635.64681666837, 256... \n", + "22 [1.2050804798491299e-11, 4206.186323803453, 14... \n", + "23 [1.2505552149377763e-11, 812.516964348523, 521... \n", + "24 [3.410605131648481e-12, 833.1904146466032, 145... \n", + "25 [2.7284841053187847e-12, 2631.80541108207, 286... \n", + "26 [8.185452315956354e-12, 744.5712709516775, 101... \n", + "27 [1.318767317570746e-11, 4949.773029867048, 320... \n", + "28 [6.821210263296962e-13, 4810.161590653417, 195... \n", + "29 [1.2505552149377763e-11, 5648.035475729023, 23... " ] }, - "execution_count": 3, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Load the JSON file\n", + "file_path = '../../tests/testData/testDataVisualisation.json' # Replace with your JSON file path\n", + "with open(file_path, 'r') as file:\n", + " raw_json = json.load(file)\n", + " \n", "# Flatten the JSON and extract relevant fields\n", "flattened_data = []\n", "\n", @@ -317,12 +785,15 @@ " seizure_times = attribute.get('seizureTimes', [])\n", " datapoints = attribute.get('datapoints', [])\n", "\n", + "\n", " for point in datapoints:\n", " event_id = point.get('eventId', None)\n", " hr = point.get('hr', [])\n", " o2Sat = point.get('o2Sat', [])\n", " rawData = point.get('rawData', [])\n", " rawData3D = point.get('rawData3D', [])\n", + " alarmState = point.get('alarmState', None)\n", + " alarmPhrase = point.get('alarmPhrase', None)\n", " # Append every datapoint as a row\n", " flattened_data.append({\n", " 'eventId': event_id,\n", @@ -331,20 +802,61 @@ " 'o2Sat': o2Sat,\n", " 'rawData': rawData,\n", " 'rawData3D': rawData3D,\n", - "\n", + " 'seizure_times':seizure_times,\n", + " \"alarmState\":alarmState,\n", + " \"alarmPhrase\":alarmPhrase\n", " })\n", "\n", + "\n", "# Create a DataFrame\n", "df_sensordata = pd.DataFrame(flattened_data)\n", - "df_sensordata.to_csv('generatedCsvDatasets/sensordata.csv', index=False)\n", + "# Sampling frequency (25 Hz as per your clarification)\n", + "sampling_rate = 25 # in Hz\n", "\n", - "# Display the DataFrame\n", - "df_sensordata.head()\n" + "# Define FFT calculation function for each row\n", + "def calculate_fft(raw_data):\n", + " # Remove the DC component (mean of the signal)\n", + " raw_data = raw_data - np.mean(raw_data)\n", + " \n", + " # Compute the Fourier Transform (FFT) for the entire signal\n", + " fft_result = np.fft.fft(raw_data)\n", + " \n", + " # Compute the frequencies corresponding to the FFT result\n", + " frequencies = np.fft.fftfreq(len(raw_data), d=1/sampling_rate)\n", + " \n", + " # Compute the magnitude of the FFT (absolute value)\n", + " fft_magnitude = np.abs(fft_result)\n", + " \n", + " # Only consider the positive frequencies (the FFT is symmetric)\n", + " positive_frequencies = frequencies[:len(frequencies)//2]\n", + " positive_fft_magnitude = fft_magnitude[:len(frequencies)//2]\n", + " \n", + " return positive_frequencies, positive_fft_magnitude\n", + "\n", + "# Add a new column for FFT data for all rows in the DataFrame\n", + "fft_results = []\n", + "\n", + "for _, row in df_sensordata.iterrows():\n", + " # Extract rawData for the row\n", + " raw_data = np.array(row['rawData'])\n", + " \n", + " # Calculate the FFT for the current row\n", + " positive_frequencies, positive_fft_magnitude = calculate_fft(raw_data)\n", + " \n", + " # Store the result as a list of FFT magnitudes\n", + " fft_results.append(list(positive_fft_magnitude)) # Modify if needed to store specific frequency ranges\n", + "\n", + "# Add the FFT results to the DataFrame as a new column\n", + "df_sensordata['FFT'] = fft_results\n", + "\n", + "df_sensordata.to_csv('generatedCsvDatasets/sensordata_fft.csv', index=False)\n", + "\n", + "df_sensordata.head(30)\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -374,6 +886,7 @@ " o2Sat\n", " rawData\n", " rawData3D\n", + " seizure_times\n", " FFT\n", " \n", " \n", @@ -386,6 +899,7 @@ " -1\n", " [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149...\n", " []\n", + " [-38.0, 76.0]\n", " [1.2960299500264227e-11, 143.05125737182817, 5...\n", " \n", " \n", @@ -396,6 +910,7 @@ " -1\n", " [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150...\n", " []\n", + " [-38.0, 76.0]\n", " [9.094947017729282e-13, 75.0235079481899, 31.0...\n", " \n", " \n", @@ -406,6 +921,7 @@ " -1\n", " [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148...\n", " []\n", + " [-38.0, 76.0]\n", " [2.2737367544323206e-13, 91.25440903139302, 81...\n", " \n", " \n", @@ -416,6 +932,7 @@ " -1\n", " [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148...\n", " []\n", + " [-38.0, 76.0]\n", " [1.3642420526593924e-11, 101.37768172754973, 7...\n", " \n", " \n", @@ -426,6 +943,7 @@ " -1\n", " [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149...\n", " []\n", + " [-38.0, 76.0]\n", " [7.275957614183426e-12, 116.42740204040987, 77...\n", " \n", " \n", @@ -440,12 +958,12 @@ "3 407 39 69 -1 \n", "4 407 39 69 -1 \n", "\n", - " rawData rawData3D \\\n", - "0 [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149... [] \n", - "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] \n", - "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] \n", - "3 [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148... [] \n", - "4 [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149... [] \n", + " rawData rawData3D seizure_times \\\n", + "0 [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149... [] [-38.0, 76.0] \n", + "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] [-38.0, 76.0] \n", + "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] [-38.0, 76.0] \n", + "3 [1488, 1476, 1480, 1504, 1496, 1508, 1484, 148... [] [-38.0, 76.0] \n", + "4 [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149... [] [-38.0, 76.0] \n", "\n", " FFT \n", "0 [1.2960299500264227e-11, 143.05125737182817, 5... \n", @@ -455,7 +973,7 @@ "4 [7.275957614183426e-12, 116.42740204040987, 77... " ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -507,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -537,7 +1055,223 @@ " o2Sat\n", " rawData\n", " rawData3D\n", + " alarmPhrase\n", " FFT\n", + " timestep\n", + " label\n", + " \n", + " \n", + " \n", + " \n", + " 0\n", + " 407\n", + " 39\n", + " 67\n", + " -1\n", + " [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149...\n", + " []\n", + " OK\n", + " [1.2960299500264227e-11, 143.05125737182817, 5...\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 1\n", + " 407\n", + " 39\n", + " 67\n", + " -1\n", + " [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150...\n", + " []\n", + " OK\n", + " [9.094947017729282e-13, 75.0235079481899, 31.0...\n", + " 5\n", + " 0\n", + " \n", + " \n", + " 2\n", + " 407\n", + " 39\n", + " 68\n", + " -1\n", + " [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148...\n", + " []\n", + " OK\n", + " [2.2737367544323206e-13, 91.25440903139302, 81...\n", + " 10\n", + " 0\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " eventId userId hr o2Sat \\\n", + "0 407 39 67 -1 \n", + "1 407 39 67 -1 \n", + "2 407 39 68 -1 \n", + "\n", + " rawData rawData3D alarmPhrase \\\n", + "0 [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149... [] OK \n", + "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] OK \n", + "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] OK \n", + "\n", + " FFT timestep label \n", + "0 [1.2960299500264227e-11, 143.05125737182817, 5... 0 0 \n", + "1 [9.094947017729282e-13, 75.0235079481899, 31.0... 5 0 \n", + "2 [2.2737367544323206e-13, 91.25440903139302, 81... 10 0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "\n", + "# Load the JSON file\n", + "file_path = '../../tests/testData/testDataVisualisation.json' # Replace with your JSON file path\n", + "with open(file_path, 'r') as file:\n", + " raw_json = json.load(file)\n", + "\n", + "# Flatten the JSON and extract relevant fields\n", + "def flatten_json_to_df(raw_json):\n", + " flattened_data = []\n", + " for attribute in raw_json:\n", + " user_id = attribute.get('userId', None)\n", + " seizure_times = attribute.get('seizureTimes', [])\n", + " datapoints = attribute.get('datapoints', [])\n", + "\n", + " for point in datapoints:\n", + " event_id = point.get('eventId', None)\n", + " hr = point.get('hr', [])\n", + " o2Sat = point.get('o2Sat', [])\n", + " rawData = point.get('rawData', [])\n", + " rawData3D = point.get('rawData3D', [])\n", + " alarmState = point.get('alarmState', None)\n", + " alarmPhrase = point.get('alarmPhrase', None)\n", + " flattened_data.append({\n", + " 'eventId': event_id,\n", + " 'userId': user_id,\n", + " 'hr': hr,\n", + " 'o2Sat': o2Sat,\n", + " 'rawData': rawData,\n", + " 'rawData3D': rawData3D,\n", + " 'seizure_times': seizure_times,\n", + " \"alarmState\": alarmState,\n", + " \"alarmPhrase\": alarmPhrase\n", + " })\n", + "\n", + " return pd.DataFrame(flattened_data)\n", + "\n", + "# Create the DataFrame\n", + "df_sensordata = flatten_json_to_df(raw_json)\n", + "\n", + "# Sampling frequency (25 Hz as per your clarification)\n", + "sampling_rate = 25 # in Hz\n", + "\n", + "# Define FFT calculation function for each row\n", + "def calculate_fft(raw_data):\n", + " raw_data = raw_data - np.mean(raw_data) # Remove the DC component\n", + " fft_result = np.fft.fft(raw_data) # Compute FFT\n", + " frequencies = np.fft.fftfreq(len(raw_data), d=1/sampling_rate) # Compute frequencies\n", + " fft_magnitude = np.abs(fft_result) # Compute the magnitude\n", + " positive_frequencies = frequencies[:len(frequencies)//2] # Only positive frequencies\n", + " positive_fft_magnitude = fft_magnitude[:len(frequencies)//2] # Only positive FFT magnitudes\n", + " return positive_frequencies, positive_fft_magnitude\n", + "\n", + "# Add a new column for FFT data for all rows in the DataFrame\n", + "def add_fft_column(df):\n", + " fft_results = []\n", + " for _, row in df.iterrows():\n", + " raw_data = np.array(row['rawData'])\n", + " _, positive_fft_magnitude = calculate_fft(raw_data) # Calculate FFT for the row\n", + " fft_results.append(list(positive_fft_magnitude)) # Append FFT result\n", + " df['FFT'] = fft_results\n", + " return df\n", + "\n", + "# Add the FFT column to the DataFrame\n", + "df_sensordata = add_fft_column(df_sensordata)\n", + "\n", + "# Step 1: Add 'timestep' column in 5-second increments\n", + "df_sensordata['timestep'] = df_sensordata.index * 5\n", + "\n", + "# Step 2: Add 'label' column, initialized to 0\n", + "df_sensordata['label'] = 0\n", + "\n", + "# Step 3: Function to label based on 'seizure_times' and 'alarmPhrase'\n", + "def label_alarm_events(df):\n", + " for idx, row in df.iterrows():\n", + " if row['alarmPhrase'] == 'ALARM': # If alarmPhrase is ALARM\n", + " alarm_time = row['timestep']\n", + " seizure_times = row['seizure_times']\n", + " \n", + " # Process the seizure times list, assuming seizure_times are in seconds\n", + " for seizure in seizure_times:\n", + " start_time = alarm_time + seizure # Adjust by the seizure offset\n", + " \n", + " # Label the rows before and after the alarm (within the range of seizure_times)\n", + " # For the negative offset (before alarm)\n", + " before_idx = df[(df['timestep'] >= start_time) & (df['timestep'] < alarm_time)].index\n", + " df.loc[before_idx, 'label'] = 1 # Mark as seizure (1)\n", + " \n", + " # For the positive offset (after alarm)\n", + " after_idx = df[(df['timestep'] >= alarm_time) & (df['timestep'] <= start_time)].index\n", + " df.loc[after_idx, 'label'] = 1 # Mark as seizure (1)\n", + " return df\n", + "\n", + "# Apply the function to label the DataFrame\n", + "df_sensordata = label_alarm_events(df_sensordata)\n", + "\n", + "# Step 4: Drop the 'seizure_times' column\n", + "df_sensordata.drop(columns=['seizure_times','alarmState'], inplace=True)\n", + "\n", + "# Step 5: Save the labeled DataFrame to a CSV file\n", + "df_sensordata.to_csv('generatedCsvDatasets/sensordata_labeled.csv', index=False)\n", + "\n", + "# Display the first few rows of the updated DataFrame\n", + "df_sensordata.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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eventIduserIdhro2SatrawDatarawData3DalarmPhraseFFTtimesteplabelTotalDistance
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-1[1492, 1508, 1496, 1476, 1484, 1476, 1496, 150...[]OK[9.094947017729282e-13, 75.0235079481899, 31.0...501.459916
-1[1488, 1496, 1484, 1492, 1492, 1508, 1504, 148...[]OK[2.2737367544323206e-13, 91.25440903139302, 81...1001.461643
-1[1488, 1476, 1480, 1504, 1496, 1508, 1484, 148...[]OK[1.3642420526593924e-11, 101.37768172754973, 7...1501.460827
-1[1504, 1488, 1504, 1492, 1484, 1500, 1496, 149...[]OK[7.275957614183426e-12, 116.42740204040987, 77...2001.462145
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eventIduserIdhro2SatrawDatarawData3DalarmPhraseFFTtimesteplabel
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14073967-1[1492, 1508, 1496, 1476, 1484, 1476, 1496, 150...[]OK[9.094947017729282e-13, 75.0235079481899, 31.0...50
24073968-1[1488, 1496, 1484, 1492, 1492, 1508, 1504, 148...[]OK[2.2737367544323206e-13, 91.25440903139302, 81...100
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" + ], + "text/plain": [ + " eventId userId hr o2Sat \\\n", + "0 407 39 67 -1 \n", + "1 407 39 67 -1 \n", + "2 407 39 68 -1 \n", + "\n", + " rawData rawData3D alarmPhrase \\\n", + "0 [1496, 1480, 1500, 1492, 1496, 1484, 1500, 149... [] OK \n", + "1 [1492, 1508, 1496, 1476, 1484, 1476, 1496, 150... [] OK \n", + "2 [1488, 1496, 1484, 1492, 1492, 1508, 1504, 148... [] OK \n", + "\n", + " FFT timestep label \n", + "0 [1.2960299500264227e-11, 143.05125737182817, 5... 0 0 \n", + "1 [9.094947017729282e-13, 75.0235079481899, 31.0... 5 0 \n", + "2 [2.2737367544323206e-13, 91.25440903139302, 81... 10 0 " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "\n", + "# Load the JSON file\n", + "file_path = '../../tests/testData/testDataVisualisation.json' # Replace with your JSON file path\n", + "with open(file_path, 'r') as file:\n", + " raw_json = json.load(file)\n", + "\n", + "# Flatten the JSON and extract relevant fields\n", + "def flatten_json_to_df(raw_json):\n", + " flattened_data = []\n", + " for attribute in raw_json:\n", + " user_id = attribute.get('userId', None)\n", + " seizure_times = attribute.get('seizureTimes', [])\n", + " datapoints = attribute.get('datapoints', [])\n", + "\n", + " for point in datapoints:\n", + " event_id = point.get('eventId', None)\n", + " hr = point.get('hr', [])\n", + " o2Sat = point.get('o2Sat', [])\n", + " rawData = point.get('rawData', [])\n", + " rawData3D = point.get('rawData3D', [])\n", + " alarmState = point.get('alarmState', None)\n", + " alarmPhrase = point.get('alarmPhrase', None)\n", + " flattened_data.append({\n", + " 'eventId': event_id,\n", + " 'userId': user_id,\n", + " 'hr': hr,\n", + " 'o2Sat': o2Sat,\n", + " 'rawData': rawData,\n", + " 'rawData3D': rawData3D,\n", + " 'seizure_times': seizure_times,\n", + " \"alarmState\": alarmState,\n", + " \"alarmPhrase\": alarmPhrase\n", + " })\n", + "\n", + " return pd.DataFrame(flattened_data)\n", + "\n", + "# Create the DataFrame\n", + "df_sensordata = flatten_json_to_df(raw_json)\n", + "\n", + "# Sampling frequency (25 Hz as per your clarification)\n", + "sampling_rate = 25 # in Hz\n", + "\n", + "# Define FFT calculation function for each row\n", + "def calculate_fft(raw_data):\n", + " raw_data = raw_data - np.mean(raw_data) # Remove the DC component\n", + " fft_result = np.fft.fft(raw_data) # Compute FFT\n", + " frequencies = np.fft.fftfreq(len(raw_data), d=1/sampling_rate) # Compute frequencies\n", + " fft_magnitude = np.abs(fft_result) # Compute the magnitude\n", + " positive_frequencies = frequencies[:len(frequencies)//2] # Only positive frequencies\n", + " positive_fft_magnitude = fft_magnitude[:len(frequencies)//2] # Only positive FFT magnitudes\n", + " return positive_frequencies, positive_fft_magnitude\n", + "\n", + "# Add a new column for FFT data for all rows in the DataFrame\n", + "def add_fft_column(df):\n", + " fft_results = []\n", + " for _, row in df.iterrows():\n", + " raw_data = np.array(row['rawData'])\n", + " _, positive_fft_magnitude = calculate_fft(raw_data) # Calculate FFT for the row\n", + " fft_results.append(list(positive_fft_magnitude)) # Append FFT result\n", + " df['FFT'] = fft_results\n", + " return df\n", + "\n", + "# Add the FFT column to the DataFrame\n", + "df_sensordata = add_fft_column(df_sensordata)\n", + "\n", + "# Step 1: Add 'timestep' column in 5-second increments\n", + "df_sensordata['timestep'] = df_sensordata.index * 5\n", + "\n", + "# Step 2: Add 'label' column, initialized to 0\n", + "df_sensordata['label'] = 0\n", + "\n", + "# Step 3: Function to label based on 'seizure_times' and 'alarmPhrase'\n", + "def label_alarm_events(df):\n", + " for idx, row in df.iterrows():\n", + " if row['alarmPhrase'] == 'ALARM': # If alarmPhrase is ALARM\n", + " alarm_time = row['timestep']\n", + " seizure_times = row['seizure_times']\n", + " \n", + " # Process the seizure times list, assuming seizure_times are in seconds\n", + " for seizure in seizure_times:\n", + " start_time = alarm_time + seizure # Adjust by the seizure offset\n", + " \n", + " # Label the rows before and after the alarm (within the range of seizure_times)\n", + " # For the negative offset (before alarm)\n", + " before_idx = df[(df['timestep'] >= start_time) & (df['timestep'] < alarm_time)].index\n", + " df.loc[before_idx, 'label'] = 1 # Mark as seizure (1)\n", + " \n", + " # For the positive offset (after alarm)\n", + " after_idx = df[(df['timestep'] >= alarm_time) & (df['timestep'] <= start_time)].index\n", + " df.loc[after_idx, 'label'] = 1 # Mark as seizure (1)\n", + " return df\n", + "\n", + "# Apply the function to label the DataFrame\n", + "df_sensordata = label_alarm_events(df_sensordata)\n", + "\n", + "# Step 4: Drop the 'seizure_times' column\n", + "df_sensordata.drop(columns=['seizure_times','alarmState'], inplace=True)\n", + "\n", + "# Step 5: Save the labeled DataFrame to a CSV file\n", + "df_sensordata.to_csv('generatedCsvDatasets/sensordata_labeled.csv', index=False)\n", + "\n", + "# Display the first few rows of the updated DataFrame\n", + "df_sensordata.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- load_data: Loads and flattens the JSON data into a DataFrame.\n", + "- calculate_fft: Computes the FFT of the raw data.\n", + "- add_fft_column: Adds a column of FFT magnitudes.\n", + "- add_timestep_and_label: Adds the timestep and label columns.\n", + "- label_alarm_events: Labels the rows based on the alarmPhrase and seizure_times.\n", + "- process_data: A convenience method that runs the entire pipeline and returns the final processed DataFrame." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/user_tools/scripts/raw_data_plotter.ipynb b/user_tools/scripts/raw_data_plotter.ipynb index 6d1739d..7548289 100644 --- a/user_tools/scripts/raw_data_plotter.ipynb +++ b/user_tools/scripts/raw_data_plotter.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -127,7 +127,7 @@ "4 [1504, 1488, 1504, 1492, 1484, 1500, 1496, 149... [] " ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -167,12 +167,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Assuming df_sensordata is your dataframe containing sensor data\n", - "event_id = 6897 # Set the eventId \n", + "event_id = 407 # Set the eventId \n", "sensor_df = df_sensordata # Load the dataframe\n", "filtered_data = sensor_df[sensor_df['eventId'] == event_id] # Filter dataframe by the eventId\n", "\n", @@ -210,14 +210,21 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rawData3D is empty or not available.\n" + ] + }, { "data": { - "image/png": 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", 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" ] }, "metadata": {}, From df6507ae865767beaf7e58d2f4d70706eff33977 Mon Sep 17 00:00:00 2001 From: Jamie Pordoy PhD Date: Mon, 13 Jan 2025 23:10:28 +0000 Subject: [PATCH 2/3] Updated README.md file describing the GAN script --- user_tools/scripts/Seizure_GAN_Research/README.md | 12 +++--------- 1 file changed, 3 insertions(+), 9 deletions(-) diff --git a/user_tools/scripts/Seizure_GAN_Research/README.md b/user_tools/scripts/Seizure_GAN_Research/README.md index 6037722..d85498e 100644 --- a/user_tools/scripts/Seizure_GAN_Research/README.md +++ b/user_tools/scripts/Seizure_GAN_Research/README.md @@ -1,7 +1,7 @@ # 🌀 GAN-Based Acceleration Data Generation ## Introduction -This project uses **Generative Adversarial Networks (GANs)** to generate synthetic acceleration data from a dataset of epileptic recordings captured using accelerometers. The dataset represents 1D vector magnitudes, providing insights into motion patterns associated with seizures. +This project uses **Generative Adversarial Networks (GANs)** to generate synthetic acceleration data from a dataset of epileptic seizure recordings captured using an accelerometer. ### Key Features - Generates realistic acceleration data mimicking real-world seizure recordings. @@ -11,19 +11,13 @@ This project uses **Generative Adversarial Networks (GANs)** to generate synthet ## 📊 Dataset ### Source -The dataset is sourced from the **[Open Seizure Database](https://www.epilepsydatabase.org)**. It contains motion data recorded using accelerometers during epileptic seizures. +The dataset is sourced from the **[Open Seizure Database](https://www.epilepsydatabase.org)**. It contains 1D acceleration data from epileptic seizures. ### Data Description -- **Type**: 1D vector magnitudes representing acceleration. +- **Type**: 1D vector signal as vector magnitude (rawData) - **Format**: Time-series data. - **Use Case**: Train the GAN to generate synthetic acceleration data mimicking real seizure recordings. -### Preprocessing -⚙️ **Steps Involved**: -1. Normalize the raw acceleration data to scale values between `[0, 1]` or `[-1, 1]`. -2. Split the data into smaller segments for batch training. -3. Ensure consistent formatting for input into the GAN. - ## 🏗️ GAN Architecture ### Overview From fabad88bd23a5274c907b3d1a935624a3b56caad Mon Sep 17 00:00:00 2001 From: jpordoy Date: Thu, 23 Jan 2025 21:11:48 +0000 Subject: [PATCH 3/3] DataLoader script for OSDB Version 1 --- .../ConvolutionalNeuralNetwork.v1.24.ipynb | 1 - .../scripts/DataLoader_OSDB_version1.ipynb | 254 ++++++++++++++++++ 2 files changed, 254 insertions(+), 1 deletion(-) create mode 100644 user_tools/scripts/DataLoader_OSDB_version1.ipynb diff --git a/user_tools/scripts/ConvolutionalNeuralNetwork.v1.24.ipynb b/user_tools/scripts/ConvolutionalNeuralNetwork.v1.24.ipynb index eb2a66b..a973ed0 100644 --- a/user_tools/scripts/ConvolutionalNeuralNetwork.v1.24.ipynb +++ b/user_tools/scripts/ConvolutionalNeuralNetwork.v1.24.ipynb @@ -1008,7 +1008,6 @@ ], "source": [ "# Print Lables and features to see if they have same value\n", - "\n", "#Labels for the train dataset\n", "train_labels = df[[\"outcome\"]]\n", "print(train_labels.shape)\n", diff --git a/user_tools/scripts/DataLoader_OSDB_version1.ipynb b/user_tools/scripts/DataLoader_OSDB_version1.ipynb new file mode 100644 index 0000000..c6e0677 --- /dev/null +++ b/user_tools/scripts/DataLoader_OSDB_version1.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# Core Imports\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "from itertools import cycle\n", + "\n", + "# Ignore warnings in Python\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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9294929514898156FallUncontrolled0[1012.4248508971073, 1004.5334132492027, 1003....
9295929614898156FallUncontrolled0[1004.9762153019517, 1000.7225907604744, 1005....
\n", + "
" + ], + "text/plain": [ + " Id eventId userId type subType hr \\\n", + "9291 9292 14898 156 Fall Uncontrolled 0 \n", + "9292 9293 14898 156 Fall Uncontrolled 0 \n", + "9293 9294 14898 156 Fall Uncontrolled 0 \n", + "9294 9295 14898 156 Fall Uncontrolled 0 \n", + "9295 9296 14898 156 Fall Uncontrolled 0 \n", + "\n", + " rawData \n", + "9291 [1004.324016377599, 1005.6113176704044, 1008.3... \n", + "9292 [1000.1011495342927, 1004.0482531052368, 1000.... \n", + "9293 [1001.1701269235376, 1002.7462560430771, 998.6... \n", + "9294 [1012.4248508971073, 1004.5334132492027, 1003.... \n", + "9295 [1004.9762153019517, 1000.7225907604744, 1005.... " + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "import pandas as pd\n", + "\n", + "# List of file paths\n", + "file_paths = [\n", + " 'C:/Users/jamie/Desktop/PhD Research/Experimental Research Code + Datasets/Experimental Research Code + Datasets/Early Version of Open Seizure Database/Open Seizure Database/osdb_3min_allSeizures.json',\n", + " 'C:/Users/jamie/Desktop/PhD Research/Experimental Research Code + Datasets/Experimental Research Code + Datasets/Early Version of Open Seizure Database/Open Seizure Database/osdb_3min_falseAlarms.json',\n", + " 'C:/Users/jamie/Desktop/PhD Research/Experimental Research Code + Datasets/Experimental Research Code + Datasets/Early Version of Open Seizure Database/Open Seizure Database/osdb_3min_fallEvents.json'\n", + "]\n", + "\n", + "# Initialize an empty list to store data from all files\n", + "all_rows = []\n", + "current_id = 1 # Start Id counter\n", + "\n", + "# Process each file\n", + "for file_path in file_paths:\n", + " with open(file_path, 'r') as file:\n", + " data = json.load(file)\n", + "\n", + " # Extract data from the JSON file\n", + " for event in data:\n", + " event_id = event.get(\"id\")\n", + " user_id = event.get(\"userId\")\n", + " event_type = event.get(\"type\")\n", + " sub_type = event.get(\"subType\")\n", + " hr1 = event.get('hr')\n", + "\n", + "\n", + " # Loop through each datapoint within the event\n", + " for datapoint in event.get(\"datapoints\", []):\n", + " raw_data = None\n", + "\n", + " # Extract rawData from the nested dataJSON field\n", + " try:\n", + " nested_data = json.loads(datapoint.get(\"dataJSON\", \"{}\"))\n", + " nested_inner_data = json.loads(nested_data.get(\"dataJSON\", \"{}\"))\n", + " hr = nested_inner_data.get(\"hr\")\n", + " raw_data = nested_inner_data.get(\"rawData\")\n", + " except json.JSONDecodeError:\n", + " pass\n", + "\n", + " # Append the extracted data with the current Id\n", + " all_rows.append({\n", + " \"Id\": current_id,\n", + " \"eventId\": event_id,\n", + " \"userId\": user_id,\n", + " \"type\": event_type,\n", + " \"subType\": sub_type,\n", + " \"hr\": hr,\n", + " \"rawData\": raw_data\n", + " })\n", + " current_id += 1 # Increment Id\n", + "\n", + "# Create a single DataFrame\n", + "df = pd.DataFrame(all_rows)\n", + "\n", + "# Display the DataFrame\n", + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unique subTypes after filtering, renaming, and replacing spaces: ['Other_Seizure' 'Tonic-Clonic' 'Aura' 'Typing' 'Pushing_Pram/Wheelchair'\n", + " 'Washing_/_cleaning' 'Other_False_Alarm' 'Talking' 'Brushing_Teeth'\n", + " 'Sorting' 'Motor_Vehicle' 'Cycling' 'Computer_Games' 'Fall']\n" + ] + } + ], + "source": [ + "# Define the subType values to drop\n", + "subtypes_to_drop = [None, 'null', '', 'Unknown']\n", + "\n", + "# Identify eventIds that have these subType values\n", + "event_ids_to_drop = df[df['subType'].isin(subtypes_to_drop)]['eventId'].unique()\n", + "\n", + "# Filter out rows with these eventIds\n", + "df_filtered = df[~df['eventId'].isin(event_ids_to_drop)]\n", + "\n", + "# Rename 'Uncontrolled' to 'Fall'\n", + "#df_filtered['subType'] = df_filtered['subType'].replace('Uncontrolled', 'Fall')\n", + "df_filtered.loc[df_filtered['subType'] == 'Other', 'subType'] = 'Other_Seizure'\n", + "df_filtered.loc[df_filtered['subType'] == 'Uncontrolled', 'subType'] = 'Fall'\n", + "df_filtered.loc[df_filtered['subType'] == 'Other (Please describe in notes)', 'subType'] = 'Other_False_Alarm'\n", + "\n", + "# Replace spaces with underscores in the 'subType' column\n", + "df_filtered.loc[:, 'subType'] = df_filtered['subType'].str.replace(' ', '_')\n", + "\n", + "# Print all unique subType values after replacement\n", + "unique_subtypes = df_filtered['subType'].unique()\n", + "print(\"Unique subTypes after filtering, renaming, and replacing spaces:\", unique_subtypes)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}