data_processing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating dataset from video"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load tracking data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import butter, filtfilt\n",
    "from scipy.fft import fft, fftfreq\n",
    "from scipy.stats import skew, kurtosis\n",
    "from scipy.signal import find_peaks\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from joblib import dump, load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "source_csv_file = 'data/tracking_data.csv'\n",
    "destination_csv_file = 'data/classification_dataset.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
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       "      <th>wave</th>\n",
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      "text/plain": [
       "   frame  id   x1   y1   x2   y2   xc   yc class  wave           video\n",
       "0     32   0  302  518  643  822  472  670  palm     1  wave_train.mp4\n",
       "1     37   1  248  336  719  867  483  601  palm     1  wave_train.mp4\n",
       "2     38   1  240  332  716  872  478  602  palm     1  wave_train.mp4\n",
       "3     39   1  236  332  713  874  474  603  palm     1  wave_train.mp4\n",
       "4     40   1  239  335  713  876  476  605  palm     1  wave_train.mp4"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(source_csv_file)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`window_function` is a function that returns labeled windows for given `id` and `video` and `starting_window`. Windows is number of frames for which signal is considered. In our case we want to detect hand wave, so we will use `window_size` = 40, as our camera captures 30 frames per second, which means that wave needs to be a bit over a second long. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def window_function(df, id, video, starting_window, window_size=30, skip=2):\n",
    "    labeled_windows = []  # List to store labeled windows\n",
    "    \n",
    "    # Filter DataFrame rows for the given ID and video\n",
    "    id_video_df = df[(df['id'] == id) & (df['video'] == video)]\n",
    "\n",
    "    # Iterate over the DataFrame rows with specified skip\n",
    "    for start_idx in range(0, len(id_video_df) - window_size + 1, skip):\n",
    "        # Extract frames for the current window\n",
    "        window_frames = id_video_df.iloc[start_idx:start_idx+window_size]\n",
    "        \n",
    "        # Append the window and its label to the list\n",
    "        labeled_windows.append((window_frames, starting_window))\n",
    "        starting_window += 1  # Increment the window number\n",
    "    \n",
    "    return labeled_windows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create new dataset with `window` label, so that we have signals of the same length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "starting_window = 0 # will be unique accross all videos\n",
    "\n",
    "new_df = df.copy()\n",
    "\n",
    "# Iterate over each unique combination of ID and video name in the DataFrame\n",
    "for (id, video) in df[['id', 'video']].drop_duplicates().itertuples(index=False):\n",
    "    # Get labeled windows for the current ID and video name\n",
    "    id_video_windows = window_function(df, id=id, video=video, skip=10, window_size=40, starting_window=starting_window)\n",
    "    starting_window += len(id_video_windows)  # Update starting window for the next video\n",
    "\n",
    "    for window, window_number in id_video_windows:\n",
    "        new_df = pd.concat([new_df, window.assign(window=window_number)])\n",
    "\n",
    "\n",
    "# remove rows with NaN values which were noise\n",
    "new_df.dropna(inplace=True)\n",
    "new_df.reset_index(drop=True, inplace=True)\n",
    "\n",
    "# Convert 'window_num' column to integer type\n",
    "new_df['window'] = new_df['window'].astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save dataset to `data` folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the new DataFrame to a CSV file\n",
    "new_df.to_csv(destination_csv_file, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "loading dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "   frame  id   x1   y1   x2   y2   xc   yc class  wave           video  window\n",
       "0     37   1  248  336  719  867  483  601  palm     1  wave_train.mp4       0\n",
       "1     38   1  240  332  716  872  478  602  palm     1  wave_train.mp4       0\n",
       "2     39   1  236  332  713  874  474  603  palm     1  wave_train.mp4       0\n",
       "3     40   1  239  335  713  876  476  605  palm     1  wave_train.mp4       0\n",
       "4     41   1  247  337  713  871  480  604  palm     1  wave_train.mp4       0"
      ]
     },
     "execution_count": 59,
     "metadata": {},
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    }
   ],
   "source": [
    "dataset = pd.read_csv(destination_csv_file)\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_wave(xc, yc, title):\n",
    "    fig, axs = plt.subplots(3, 1, figsize=(8, 10))\n",
    "    \n",
    "    # Plot xc\n",
    "    axs[0].plot(range(len(xc)), xc, label='X center', color='purple')\n",
    "    axs[0].set_title(title)\n",
    "    axs[0].set_xlabel('Frame')\n",
    "    axs[0].set_ylabel('Amplitude')\n",
    "    axs[0].legend(loc='upper right')\n",
    "    \n",
    "    # Plot yc\n",
    "    axs[1].plot(range(len(yc)), yc, label='Y center', color='green')\n",
    "    axs[1].set_xlabel('Frame')\n",
    "    axs[1].set_ylabel('Amplitude')\n",
    "    axs[1].legend(loc='upper right')\n",
    "\n",
    "    # Plot xc and yc\n",
    "    axs[2].plot(xc, yc, label='Movement', color='red')\n",
    "    axs[2].set_xlabel('X center')\n",
    "    axs[2].set_ylabel('Y center')\n",
    "    axs[2].legend(loc='upper right')\n",
    "    axs[2].set_aspect('equal', adjustable='box')  # Set square shape\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = 2\n",
    "xc_wave = dataset.xc[(dataset.window == window) & (dataset.wave == 1)]\n",
    "yc_wave = dataset.yc[(dataset.window == window) & (dataset.wave == 1)]\n",
    "plot_wave(xc_wave, yc_wave, \"Example of wave\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = 178\n",
    "xc_non_wave = dataset.xc[(dataset.window == window) & (dataset.wave == 0)]\n",
    "yc_non_wave = dataset.yc[(dataset.window == window) & (dataset.wave == 0)]\n",
    "plot_wave(xc_non_wave, yc_non_wave, \"Example of non-wave\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def highpass_filter(signal, cutoff_frequency=0.1, sampling_rate=30):\n",
    "    # Design a Butterworth high-pass filter\n",
    "    order = 4  # Filter order\n",
    "    nyquist = 0.5 * sampling_rate\n",
    "    normal_cutoff = cutoff_frequency / nyquist\n",
    "    b, a = butter(order, normal_cutoff, btype='high', analog=False, output='ba')\n",
    "\n",
    "    # Apply the filter to the signal\n",
    "    filtered_signal = filtfilt(b, a, signal)\n",
    "\n",
    "    return filtered_signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "frame_rate = 30\n",
    "width = 1920\n",
    "height = 1080\n",
    "cutoff_frequency = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def filter_compare(xc_wave, xc_non_wave):\n",
    "    xc_wave_filtered = highpass_filter(xc_wave, cutoff_frequency, frame_rate)\n",
    "    xc_non_wave_filtered = highpass_filter(xc_non_wave, cutoff_frequency, frame_rate)\n",
    "\n",
    "    plt.figure(figsize=(10, 8))\n",
    "\n",
    "    # Plot xc_wave\n",
    "    plt.subplot(221)\n",
    "    plt.plot(range(len(xc_wave)), xc_wave, color='purple')\n",
    "    plt.title('Original Signal (wave)')\n",
    "    plt.xlabel('Time (frames)')\n",
    "    plt.ylabel('Amplitude')\n",
    "\n",
    "    # Plot xc_wave_filtered\n",
    "    plt.subplot(222)\n",
    "    plt.plot(range(len(xc_wave_filtered)), xc_wave_filtered, color='purple')\n",
    "    plt.title('Highpass-Filtered Signal (wave)')\n",
    "    plt.xlabel('Time (frames)')\n",
    "    plt.ylabel('Amplitude')\n",
    "\n",
    "    # Plot xc_non_wave\n",
    "    plt.subplot(223)\n",
    "    plt.plot(range(len(xc_non_wave)), xc_non_wave, color='green')\n",
    "    plt.title('Original Signal (non-wave)')\n",
    "    plt.xlabel('Time (frames)')\n",
    "    plt.ylabel('Amplitude')\n",
    "\n",
    "    # Plot xc_non_wave_filtered\n",
    "    plt.subplot(224)\n",
    "    plt.plot(range(len(xc_non_wave_filtered)), xc_non_wave_filtered, color='green')\n",
    "    plt.title('Highpass-Filtered Signal (non-wave)')\n",
    "    plt.xlabel('Time (frames)')\n",
    "    plt.ylabel('Amplitude')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "filter_compare(xc_wave, xc_non_wave)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting Frequency domain of the signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_frequency_spectrum(xc_wave, xc_non_wave, frame_rate, title):\n",
    "    N = len(xc_wave)\n",
    "    f = np.linspace(0, frame_rate, N)\n",
    "    X1 = np.fft.fft(xc_wave)\n",
    "    X2 = np.fft.fft(xc_non_wave)\n",
    "    \n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.stem(f[1:N//2], 2/N * np.abs(X1[1:N//2]), markerfmt='bx', linefmt='b-', basefmt='b', label='wave')\n",
    "    plt.stem(f[1:N//2], 2/N * np.abs(X2[1:N//2]), markerfmt='ro', linefmt='r-', basefmt='r', label='non-wave')\n",
    "    plt.xlabel('Frequency (Hz)')\n",
    "    plt.ylabel('Magnitude')\n",
    "    plt.title(title)\n",
    "    plt.grid(True)\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_frequency_spectrum(xc_wave, xc_non_wave, frame_rate, 'Frequency Spectrum of Wave and Non-Wave Signals')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_features(x_signal, y_signal, features, sampling_rate=30, cutoff_frequency = 0.1, width=1920, height=1080):\n",
    "  # signal min max scaling\n",
    "  x_signal = x_signal/width\n",
    "  y_signal = y_signal/height\n",
    "\n",
    "  # Amplitude-related features\n",
    "  max_amplitude_x = np.max(x_signal)\n",
    "  max_amplitude_y = np.max(y_signal)\n",
    "\n",
    "  min_amplitude_x = np.min(x_signal)\n",
    "  min_amplitude_y = np.min(y_signal)\n",
    "\n",
    "  avg_amplitude_x = np.mean(x_signal)\n",
    "  avg_amplitude_y = np.mean(y_signal)\n",
    "\n",
    "  rms_amplitude_x = np.sqrt(np.mean(x_signal**2))\n",
    "  rms_amplitude_y = np.sqrt(np.mean(y_signal**2))\n",
    "\n",
    "  # Temporal features\n",
    "  rise_time_x = 0.1 * (np.argmax(x_signal > 0.1 * max_amplitude_x) - np.argmax(x_signal > 0.9 * max_amplitude_x)) / sampling_rate\n",
    "  rise_time_y = 0.1 * (np.argmax(y_signal > 0.1 * max_amplitude_y) - np.argmax(y_signal > 0.9 * max_amplitude_y)) / sampling_rate\n",
    "\n",
    "  fall_time_x = 0.1 * (np.argmax(x_signal > 0.9 * max_amplitude_x) - np.argmax(x_signal > 0.1 * max_amplitude_x)) / sampling_rate\n",
    "  fall_time_y = 0.1 * (np.argmax(y_signal > 0.9 * max_amplitude_y) - np.argmax(y_signal > 0.1 * max_amplitude_y)) / sampling_rate\n",
    "  \n",
    "  peak_to_peak_time_x = (np.argmax(x_signal > 0.9 * max_amplitude_x) - np.argmax(x_signal > 0.1 * max_amplitude_x)) / sampling_rate\n",
    "  peak_to_peak_time_y = (np.argmax(y_signal > 0.9 * max_amplitude_y) - np.argmax(y_signal > 0.1 * max_amplitude_y)) / sampling_rate\n",
    "\n",
    "  # Nonlinear features\n",
    "  x_signal_kurtosis = kurtosis(x_signal)\n",
    "  y_signal_kurtosis = kurtosis(y_signal)\n",
    "\n",
    "  x_signal_skewness = skew(x_signal)\n",
    "  y_signal_skewness = skew(y_signal)\n",
    "\n",
    "  # Zero-crossing features with filtered signal\n",
    "  filtered_x_signal = highpass_filter(x_signal, cutoff_frequency=cutoff_frequency, sampling_rate=sampling_rate)\n",
    "  filtered_y_signal = highpass_filter(y_signal, cutoff_frequency=cutoff_frequency, sampling_rate=sampling_rate)\n",
    "  \n",
    "  zero_crossing_rate_x = np.sum(np.diff(np.sign(filtered_x_signal)) != 0) / (2 * len(filtered_x_signal) / sampling_rate)\n",
    "  zero_crossing_rate_y = np.sum(np.diff(np.sign(filtered_y_signal)) != 0) / (2 * len(filtered_y_signal) / sampling_rate)\n",
    "\n",
    "  # FFT\n",
    "  fft_x_signal = fft(x_signal.values)\n",
    "  fft_y_signal = fft(y_signal.values)\n",
    "\n",
    "  fft3_x = np.abs(fft_x_signal[2])\n",
    "  fft3_y = np.abs(fft_y_signal[2])\n",
    "\n",
    "  # Peaks\n",
    "  peaks_x, _ = find_peaks(x_signal)\n",
    "  peaks_y, _ = find_peaks(y_signal)\n",
    "\n",
    "  num_peaks_x = len(peaks_x)\n",
    "  num_peaks_y = len(peaks_y)\n",
    "\n",
    "  features.append({\n",
    "      'x_max_amplitude': max_amplitude_x,\n",
    "      'y_max_amplitude': max_amplitude_y,\n",
    "      'x_min_amplitude': min_amplitude_x,\n",
    "      'y_min_amplitude': min_amplitude_y,\n",
    "      'x_avg_amplitude': avg_amplitude_x,\n",
    "      'y_avg_amplitude': avg_amplitude_y,\n",
    "      'x_rms_amplitude': rms_amplitude_x,\n",
    "      'y_rms_amplitude': rms_amplitude_y,\n",
    "      'x_rise_time': rise_time_x,\n",
    "      'y_rise_time': rise_time_y,\n",
    "      'x_fall_time': fall_time_x,\n",
    "      'y_fall_time': fall_time_y,\n",
    "      'x_peak_to_peak_time': peak_to_peak_time_x,\n",
    "      'y_peak_to_peak_time': peak_to_peak_time_y,\n",
    "      'x_signal_kurtosis': x_signal_kurtosis,\n",
    "      'y_signal_kurtosis': y_signal_kurtosis,\n",
    "      'x_signal_skewness': x_signal_skewness,\n",
    "      'y_signal_skewness': y_signal_skewness,\n",
    "      'x_zero_crossing_rate': zero_crossing_rate_x,\n",
    "      'y_zero_crossing_rate': zero_crossing_rate_y,\n",
    "      'x_fft3': fft3_x,\n",
    "      'y_fft3': fft3_y,\n",
    "      'x_num_peaks': num_peaks_x,\n",
    "      'y_num_peaks': num_peaks_y\n",
    "  })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of wave signals: 531 having 24 features\n",
      "No. of non-wave signals: 656 having 24 features\n"
     ]
    }
   ],
   "source": [
    "wave_features = []\n",
    "non_wave_features = []\n",
    "\n",
    "for window_id, window in dataset[dataset.wave == 1].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal=x_signal, y_signal=y_signal, features=wave_features)\n",
    "\n",
    "for window_id, window in dataset[dataset.wave == 0].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal=x_signal, y_signal=y_signal, features=non_wave_features)\n",
    "\n",
    "print(f\"No. of wave signals: {len(wave_features)} having {len(wave_features[0])} features\")\n",
    "print(f\"No. of non-wave signals: {len(non_wave_features)} having {len(non_wave_features[0])} features\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x_max_amplitude': 0.28229166666666666,\n",
       " 'y_max_amplitude': 0.5722222222222222,\n",
       " 'x_min_amplitude': 0.20625,\n",
       " 'y_min_amplitude': 0.537962962962963,\n",
       " 'x_avg_amplitude': 0.2476171875,\n",
       " 'y_avg_amplitude': 0.5579398148148147,\n",
       " 'x_rms_amplitude': 0.24834837183124964,\n",
       " 'y_rms_amplitude': 0.5580011180731801,\n",
       " 'x_rise_time': -0.05,\n",
       " 'y_rise_time': 0.0,\n",
       " 'x_fall_time': 0.05,\n",
       " 'y_fall_time': 0.0,\n",
       " 'x_peak_to_peak_time': 0.5,\n",
       " 'y_peak_to_peak_time': 0.0,\n",
       " 'x_signal_kurtosis': -0.5617444584662201,\n",
       " 'y_signal_kurtosis': -0.2799245306616145,\n",
       " 'x_signal_skewness': -0.03944603875811224,\n",
       " 'y_signal_skewness': -0.6203982187445289,\n",
       " 'x_zero_crossing_rate': 2.625,\n",
       " 'y_zero_crossing_rate': 4.875,\n",
       " 'x_fft3': 0.08640781524065316,\n",
       " 'y_fft3': 0.015488694388993838,\n",
       " 'x_num_peaks': 5,\n",
       " 'y_num_peaks': 6}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wave_features[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x_max_amplitude': 0.38125,\n",
       " 'y_max_amplitude': 0.6129629629629629,\n",
       " 'x_min_amplitude': 0.37447916666666664,\n",
       " 'y_min_amplitude': 0.6055555555555555,\n",
       " 'x_avg_amplitude': 0.37802083333333336,\n",
       " 'y_avg_amplitude': 0.6090277777777777,\n",
       " 'x_rms_amplitude': 0.37802627269440175,\n",
       " 'y_rms_amplitude': 0.6090330478958882,\n",
       " 'x_rise_time': 0.0,\n",
       " 'y_rise_time': 0.0,\n",
       " 'x_fall_time': 0.0,\n",
       " 'y_fall_time': 0.0,\n",
       " 'x_peak_to_peak_time': 0.0,\n",
       " 'y_peak_to_peak_time': 0.0,\n",
       " 'x_signal_kurtosis': -1.069043657451542,\n",
       " 'y_signal_kurtosis': -1.5566233092995723,\n",
       " 'x_signal_skewness': -0.21763017723156228,\n",
       " 'y_signal_skewness': 0.23336525692570115,\n",
       " 'x_zero_crossing_rate': 1.875,\n",
       " 'y_zero_crossing_rate': 1.125,\n",
       " 'x_fft3': 0.018228471156081,\n",
       " 'y_fft3': 0.010155068799937281,\n",
       " 'x_num_peaks': 8,\n",
       " 'y_num_peaks': 3}"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_wave_features[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparison of distribution of the features between **wave** and **non-wave** signals (on the whole dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
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ee/XII4+Yajsp53+TPXv26PTp0wXOpWLFirp06ZI2b95c8CcAAAAK5VwX9RT1FFCWcClAoJRzcHDQRx99pGbNmql8+fIKDw+/4Xq+BVG7dm2zbRsbG9WqVct0XeTDhw9Lkvr27XvTfSQnJ6tSpUq6fPmypk+frvDwcJ06dUqGYZjFXO/555+Xvb29oqOj5evre9u530xu0VW3bt0b5urVq6cdO3bc9j5L4+t0KwEBAWbbuV8I+vv75zl+4cIFSf//dXj44Yfz3K+bm1uh5gkAwN2oV6+emjVrpk8++UT9+/eXlLM0+gMPPKBatWrd1r5KY61ATXX3qKkAALg9d3u+a9SoUdqyZYvuv/9+1apVSx07dtSzzz6rVq1a3fQ+uTXP9fWfh4eHKlWqlOd9rv+Mz43L/SyXpD/++EPjxo3Ttm3blJKSYhafV61yu+Li4tS7d289+eSTmj9//l3vr0aNGgWOvVWdWL9+fW3cuFGXLl1ShQoV9N5776lv377y9/dXSEiIunTpoj59+qhmzZo33f+gQYP0+eefq3Pnzqpatao6duyop556Sp06dbr9JwYAQBlSGOe6qKfuHPUUYH1orALKgI0bN0qSrly5osOHD9/WB3ZB5a4IMHPmTDVu3DjPGBcXF0k5nefh4eEaPny4WrRoIXd3d9nY2OiZZ54x7eefHn/8ca1YsULz5s3T9OnTCz334lTaXqebXTv6ZuO5X2Tm5r9y5co8v7D858oMAACUBH369NGwYcP0999/KyMjQz///LP+/e9/F/rjlLZaoaiUtteJmgoAgNt3N+e76tevr9jYWH333Xf6/vvvtWbNGi1cuFATJkzQ5MmTCy3H/D7LL168qDZt2sjNzU1TpkxRUFCQypcvr19//VWjRo3Ks1a5XX5+fqaVP/ft26emTZuazd+sIS0rKyvP8X+uCFGYnnrqKT344IP6+uuvtWnTJs2cOVMzZszQV199pc6dO+d5H29vbx04cEAbN27Uhg0btGHDBoWHh6tPnz5avnx5keQJAEBpcbfnuqin/j/qKaD04ywrUMr99ttvmjJlivr166cDBw7oxRdf1KFDh8wuNVIQub+Gz2UYho4cOaJ7771XkhQUFCQp51fxHTp0uOW+vvzyS/Xt21ezZ882jV25ckUXL17MM37o0KGqVauWJkyYIHd3d40ePfq2cr9ZQZN7WZfY2NgbfuUfGxt7R5d9KY2vU1HIfR28vb3zfR0AACgJnnnmGY0YMUKffvqpLl++rHLlyunpp5++7f2UxlqBmsocNRUAAEWvMM53VahQQU8//bSefvppZWZm6vHHH9fbb7+tMWPGmF3eOFduTXPkyBGzJq7z58+brZhwOyIjI3X+/Hl99dVXeuihh0zjcXFxd7S/vJQvX17fffedHn74YXXq1Ek//PCDGjZsaJqvVKlSnnXRPy+vk5+C1InXi4mJUeXKlVWhQgXTmJ+fnwYNGqRBgwbpzJkzuu+++/T222/f9ItAKWf1sm7duqlbt27Kzs7WoEGD9OGHH2r8+PG3vbosAABlSWGc66KeykE9BZR+d37xTwAl3tWrVxUWFqYqVapo3rx5ioiIUGJiol577bXb3teKFSuUmppq2v7yyy8VHx9v+iAOCQlRUFCQZs2apbS0tBvuf/bsWdPfdnZ2ZpdgkaT58+fftHNbksaPH6833nhDY8aM0aJFi24r99yC4vqipmnTpvL29tbixYuVkZFhGt+wYYOio6PVtWvX23ocqXS+TkUhNDRUbm5ueuedd3T16tUb5v/5OgAAUBJUrlxZnTt31scff6xPPvlEnTp1UuXKlW97P6WxVqCmMkdNBQBA0SqM813nz58323ZwcFCDBg1kGEaen6mS1L59e9nb299QG9zNKqa5KzD8s1bJzMzUwoUL73ifeXF3d9fGjRvl7e2tRx55REePHjXNBQUFKTk5Wb/99ptpLD4+Xl9//XWB9+/s7CzpxvrHz89PjRs31vLly83mfv/9d23atEldunSRlLOaw/WX6fH29laVKlXM6svrXf+/o62trakR/1b3AwAAd3+ui3qKegooS1ixCijFpk2bpgMHDmjr1q1ydXXVvffeqwkTJmjcuHF64oknTB+2BeHh4aHWrVurX79+SkxM1Ny5c1WrVi0NGDBAUs4H7X/+8x917txZDRs2VL9+/VS1alWdOnVK27dvl5ubm9atWydJ+te//qWVK1fK3d1dDRo00O7du7VlyxZ5enreMoeZM2cqOTlZgwcPlqurq3r37l2g3IOCglSxYkUtXrxYrq6uqlChgpo3b64aNWpoxowZ6tevn9q0aaNevXopMTFR8+bNU2Bg4B01oJXW16mwubm5adGiRXr++ed133336ZlnnpGXl5dOnDih//u//1OrVq2K5PJKAADcjT59+uiJJ56QJE2dOvWO9lFaawVqqoK9ToWNmgoAUBYVxvmujh07ytfXV61atZKPj4+io6P173//W127dpWrq2ue9/Hx8dGwYcM0e/Zsde/eXZ06ddLBgwe1YcMGVa5c+Y5WrWzZsqUqVaqkvn376tVXX5WNjY1Wrlx5Q1N4YahcubI2b96s1q1bq0OHDtqxY4eqVq2qZ555RqNGjdJjjz2mV199Venp6Vq0aJHq1KmjX3/9tUD7dnJyUoMGDbR69WrVqVNHHh4euueee3TPPfdo5syZ6ty5s1q0aKH+/fvr8uXLmj9/vtzd3TVp0iRJUmpqqqpVq6YnnnhCwcHBcnFx0ZYtW7R3716zVUev9+KLLyopKUkPP/ywqlWrpuPHj2v+/Plq3Lix6tevXxgvGwAApdrdnOuinqKeAsoUA0CpFBUVZdjb2xtDhw41G7927ZrRrFkzo0qVKsaFCxfy3c/27dsNScann35qjBkzxvD29jacnJyMrl27GsePH78hfv/+/cbjjz9ueHp6Go6Ojkb16tWNp556yti6dasp5sKFC0a/fv2MypUrGy4uLkZoaKgRExNjVK9e3ejbt68pLjw83JBk7N271zSWlZVl9OrVy7C3tze++eabAr8ea9euNRo0aGDY29sbkozw8HDT3OrVq40mTZoYjo6OhoeHh/Hcc88Zf//9d4H3XRZep759+xrVq1c3xcXFxRmSjJkzZ+b5OnzxxRdm43nlmBsfGhpquLu7G+XLlzeCgoKMsLAwY9++fQXOGQCA4pKRkWFUqlTJcHd3Ny5fvnxb9y3ttYJhUFMV5HWipgIA4O4U1vmuDz/80HjooYdMNURQUJAxcuRIIzk52RST+7kbFxdn9jjjx483fH19DScnJ+Phhx82oqOjDU9PT+Pll1++4b55fWZLMrZv324a27lzp/HAAw8YTk5ORpUqVYw333zT2Lhx4w1x19cRBdGmTRujYcOGZmNHjhwx/Pz8jPr16xtnz541DMMwNm3aZNxzzz2Gg4ODUbduXePjjz82Jk6caFz/9YEkY/DgwXk+1q5du4yQkBDDwcHBkGRMnDjRNLdlyxajVatWhpOTk+Hm5mZ069bN+PPPP03zGRkZxsiRI43g4GDD1dXVqFChghEcHGwsXLjQ7DGufw2+/PJLo2PHjoa3t7fh4OBgBAQEGC+99JIRHx9/W68TAABl1d2c66Keop4CyhIbwyiCdk0ApUZkZKTatWunL774wtS1jhvxOgEAUPpdu3ZNVapUUbdu3bRs2bLbui+1QsHwOgEAAGtz8eJFVapUSdOmTdNbb71l6XQAAAAK7G7OdRUm6ikAJZ2tpRMAAAAAAGvwzTff6OzZs+rTp4+lUwEAAIAFXL58+YaxuXPnSpLatm1bvMkAAADcJUuc66KeAmCN7C2dAADLyMzMVFJS0i1j3N3diymbO1PQ5+Dk5FTkj1GSFcfrBABAabZnzx799ttvmjp1qpo0aaI2bdqY5qgVCvcxSjJqKgAASr6i/rxevXq1IiIi1KVLF7m4uGjHjh369NNP1bFjR7Vq1eqO9nknkpKSlJmZedN5Ozs7eXl5FVs+AADAuhTGuS7qKQBlCY1VQBm1a9cutWvX7pYx4eHhCgwMLJ6E7kBBn0NYWFiRP0ZZf50AACjNFi1apI8//liNGzdWRESE2Ry1QuE+Rll/nQAAwN0p6s/re++9V/b29nrvvfeUkpIiHx8fDRs2TNOmTbuj/d2pxx9/XD/88MNN56tXr65jx44VX0IAAMCqFMa5LuopAGWJjWEYhqWTAFD8Lly4oKioqFvGNGzYUH5+fsWU0e0rjufA6wQAAG6lNHzOUlMVTGl4DgAAlHZl5fM6KipKFy5cuOm8k5NTsa74AAAASg/qqRzUUwD+icYqAAAAAAAAAAAAAAAAALiOraUTAAAAAAAAAAAAAAAAAICSxt7SCZQG2dnZOn36tFxdXWVjY2PpdAAAQBExDEOpqamqUqWKbG3pTy9M1FMAAJQd1FRFg3oKAICyg3qqaFBPAQBQdtxOPUVjVSE4ffq0/P39LZ0GAAAoJidPnlS1atUsnUapQj0FAEDZQ01VuKinAAAoe6inChf1FAAAZU9B6ikaqwqBq6urJGlJZJScXFwsnA0AACgql9PSNLBtiOmzH4Un9zWddGiSyruWt3A2AACgKF1JvaJJjSZRUxUyzk8BAFB2cI6qaHB+CgCAsuN2zk/RWFUIcpcDdXJxkbMLRSwAAKUdS4EXvtzXtLxreZV348QVAABlQVmqqX788UfNnDlTUVFRio+P19dff61HH33UNG8YhiZOnKilS5fq4sWLatWqlRYtWqTatWsX+DE4PwUAQNlTluqp4sD5KQAAyp6C1FNceBkAAAAAAAAoQpcuXVJwcLAWLFiQ5/x7772nDz74QIsXL9aePXtUoUIFhYaG6sqVK8WcKQAAAAAAAP6JxioAAAAAAACgCHXu3FnTpk3TY489dsOcYRiaO3euxo0bpx49eujee+/VihUrdPr0aX3zzTfFnywAAEAJNH36dDVr1kyurq7y9vbWo48+qtjYWLOYK1euaPDgwfL09JSLi4t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Zo/+N+J+STydLkvpM7yMXM79OB4oTdy93u8ahZCiWPwlmzJih0NBQeXp6qlmzZtq0adN1Y+fMmaM2bdqoTJkyKlOmjDp27HjDeECSXnq4i/o2rq7NK5bo8F9x2rxiifo2rq6XHuY2gAAAADfi6u6qdoPb6cKpCxpXZ5zWRa3T+ePntS5qncbVGacLpy6o3TPt5OrO4roAgJIpP9e1UHKZzWb1f3mMYmOWaeKQAdqzdYtSkpO1Z+sWTRwyQLExy9T/pdGsrg4AAHADDbo10IB5A1Smchmb8TLBZTRg3gA16NbAQZkBuFV8A3ztGoeSodj9tuKrr77SiBEjNHv2bDVr1kzTpk1Tp06dtGfPHlWoUCFbfExMjPr06aOWLVvK09NTEydO1L333qudO3cqKCjIAd8BirqXHu6i+B3bZDKZ1LZ7T3Uf8LR+mDtbq36IVvyObXrp4S6a9PUiR6cJAABQZPUY10OS9NvM3/S/Ef+zjru4uqjDsA7WeQAASpr8XtdCydb83i56MXKO5k0cp1f7dLeOV6gcohcj56j5vXwAEAAAIDcNujVQvS71FL8+XkkJSfIL8FN4i3BWqgKKKZ+yPnaNQ8lQ7Bqrpk6dqkGDBmnAgAGSpNmzZ+vnn3/Wp59+qldeeSVb/IIFC2y2//Of/yg6OlrLly9Xv379CiVnOI+U5GRrU9X8rfHy9PSUJD078QM9OW6S+t4Rrvgd25SSnCwvH062AAAA19NjXA91fa2r1nyyRqcPnFa528up9cDWrFQFACjR8ntdC2h+bxc1ubuT4rZs1NlTCSpTPkC1GjdjpSoAAIB8cDG7qFrrao5OA0BhMNk5DiVCsWq1TU9PV2xsrDp27Ggdc3FxUceOHbV+/fo8HePSpUvKyMiQv7//dWPS0tKUlJRk84WSIfKlYZKktt17Wpuqsnh6eqrN/Q/ZxAEA4Ky4tTIKg4vZRUH1gnR7s9sVVC+ITwICAEo0e1zXQslkNptVt1lLtbn/QdVt1pKmKgAAAAC4jrRLaXaNQ8lQrD4Ofvr0aVksFgUEBNiMBwQEaPfu3Xk6xssvv6xKlSrZXMS61vjx4zVu3LgC5QrndOLIIUlS9wFP5zjfLeJJrfox2hoHAIAz4tbKKAzbf9yuhW8sVOKhROuYf4i/erzVQw26NXBgZgAAOEZ+r2ulpaUpLe2fC7188K/kslgsrFgFAAAAAHmQkphi1ziUDHwk/CoTJkzQl19+qe+++y7bakRXGzVqlM6fP2/9Onz4cCFmCUcKrBwiSfph7uwc53+M+tgmDgAAZ3T1LWhq166t2bNnq1SpUvr0009zjF+wYIEGDx6shg0bqmbNmvrPf/6jzMxMLV++vJAzh7PY/uN2RUVEqWLtinpuyXOaeGiinlvynCrWrqioiCht/3G7o1MEAKDIGz9+vEqXLm39Cg4OdnRKcIANSxdp6L0tNaZ/L017cYjG9O+lofe21IalixydGgAAAAAUOclnku0ah5KhWDVWlStXTmazWQkJCTbjCQkJCgwMvOG+7733niZMmKClS5eqfv36N4z18PCQn5+fzRdKhuGTpkuSVv0QrdTUVJu51NRUrf7pW5s4AACcTWHdWhklV6YlUwvfWKjanWpr4PyBCm0SKg8fD4U2CdXA+QNVu1Nt/TD6B2VaMh2dKgAAhSq/17X44B82LF2k94YPUnDVGury+EB1/FdfdXl8oIKr1tB7wwfRXAUAAAAA17Bcttg1DiVDsWqscnd3V6NGjWxWR8haLaFFixbX3W/SpEl66623tHjxYjVu3LgwUoWT8vLxUXi9hjIMQ33vCFfkyGHav3OHIkcOU987wmUYhsLrNZSXj4+jUwUA4Kbc6BY0J06cyNMx8nJr5bS0NCUlJdl8oWSIXx+vxEOJuuf5e+TiYvvfERcXF3V8rqPO/H1G8evjHZQhAACOkd/rWnzwr2SzWCyaN3GcAoJDFLtquRZ9/omW/W++Fn3+iWJXLVdAcIjmTXpTFgu/DAAAAMjN5fTLipkVo29e+kYxs2J0Of2yo1MCcIuUKlPK+tjsYXsL9au3r44DXB2dgL2NGDFC/fv3V+PGjdW0aVNNmzZNFy9e1IABAyRJ/fr1U1BQkMaPHy9JmjhxokaPHq0vvvhCoaGh1l8Y+vj4yIfmGORg0teL9NLDXRS/Y5tW/RitVT9GW+fC6zXUpK/5NCAAoOTKurVyTEzMDW+tPH78eI0bN64QM0NRkZRwpYmuYq2KOc5njWfFAQBQkuR2XQvIErdlo04evbJKmcnFRYZhWOdMJpNOHPrbGle3WUuH5AgAAOAMFo5ZqJgZMTIy/6mnFr6xUO2HtFePcT0cmBmAW+G2wNt06q9TkiRLmu0HUa7evi3wtsJMC0VcsWus6t27t06dOqXRo0frxIkTatiwoRYvXmxddeHQoUM2n4yfNWuW0tPT1atXL5vjjBkzRmPHji3M1OFEJn29SCnJyYp8aZhOHDmkwMohGj5pOitVAQCcnj1urbxs2bJcb608atQojRgxwrqdlJSk4ODgm08cTsMv4MpqGsfjjiu0SWi2+eNxx23iAAAoSXK7rgVkOX38qPXxHW066M62d8vd00PpqWn6fdVy/f7b8mxxAAAAsLVwzEKtnL5SJhdTtrmV01dKEs1VgJNKv5SuhL0J2cbLBJXJ0/5lgsro8PbDNmMB1QLkXsrdLvnBuRS7xipJGjp0qIYOHZrjXExMjM32wYMHb31CKJa8fHz0ysy5jk4DAAC7uvoWNA888ICkf25Bc736Srpya+V33nlHS5YsydOtlT08POTh4WGvtOFEwluEyz/EX7++/6sGzh9o86GHzMxMLZu2TGWrlFV4i3AHZgkAgOPc6LoWkGXP1i2SpNvKVdChv3ZbG6kkqVzFIN1WrrzOnT6lPVu3qP0DDzsqTQAAgCLrcvplxcyIkSS5uLrIkv7PSjVZ2zEzYtT1ta5ydS+Wv1IHirWEvQma0mHKTe+/6b+btOm/m2zGXlj5goIb8AHxkoifAsBNOnP0qJ5/sKNSLibLy9tH73+3TGWDghydFgAABcatlXEruZhd1OOtHoqKiNInfT9Rx+c6qmKtijoed1zLpi3TriW7FBEVIRezS+4HAwAAKKHOnjopSTp3+qTcPWxvwZ2UeEbpaak2cQAAALC1es5q6+3/LBnX3A7s/7eNTEOr56xWhyEdCj0/AAUTUC1AL6x8Idt4piVTH/X6SJfOXbruvqXKlNJTXz+V7Rp1QDVWky6paKwCbkLveqG6nJFu3b6YdF5P3t1Erm7u+mrHQcclBgCAHXBrZdxqDbo1UERUhBa+sVCRnSOt42WrlFVEVIQadGvgwOwAAACKPk9vb+vjrCaqnLavjgMAAMA/4tfHWx/7lvNVl9e6qE6nOtq5ZKcWvbNIF05dsMbRWAU4H/dS7tddXap3ZG/NjZgrNw83ZaRmWMfdvK5s957WW1XurFJYqcIJ0FgF5NPVTVVlygeo7wuvaf6Ud3T2VIIuZ6Srd71QmqsAAE6PWyvjVmvQrYHqdamn+PXxSkpIkl+An8JbhLNSFQAAQB5UqVFLq3/MWxwAAACyS02+0ozu5uWmMTvHyNX1yq/NW/RroSaPNtGoKqOUkZJhjQNQfDTo1kADogZo4RsLlXgo0TruW8FXPd7swQd/kQ2NVUA+nDl61NpUNWfdn/L395cktX+glxITEzWoZV1dzkjXmaNHuS0gAABALlzMLqrWupqj0wAAAHA6F86etWscAABASWOS6coDI+d5wzBs4wAUK1kf/N0wf4P+9/z/9K/3/6XmfZvzwV/kiMYqIB+ef7CjpCsrVWU1VWXx9/fXbeUq6Nzpk3r+wY76bFOcI1IEAAAAAABAMbd/1w67xgEAAJQ0Hj4ekqSM1AyNqTVGTXo3UbnQcjp98LQ2f7VZl1Mv28QBKH5czC4KbnjldoHBDYNpqsJ10VgF5EPKxWRJUt8XXstxvs/wlzTrjRetcQAAAAAAAIC9paWk2DUOAACgpAlvEa4/F/0pSbp45qJiZsZcNw4AULLRcgfkg5e3jyRp/pR3cpz/b+QkmzgAAAAAAADA3tw9Pa2PvXz9VKVGbQWFVVWVGrXl5euXYxwAAAD+0WZQG5lMN77Nn8lkUptBbQopIwBAUUVjFZAP73+3TJJ09lSCEhMTbeYSExN17vRJmzgAAAAAAADA3kr7l7U+TrmQpL/37NLR/fv0955dSrmQlGMcAAAA/uFidsn1Nn8evh7cGgwAwK0AgfwoGxQkVzd3Xc5I16CWdXVbuQrqM/wl/TdykrWpytXNXWWDghycKQAAAAAAAIorF7PZrnEACs+xg/uVejG5wMc5sn+vzZ8F5ento0qhYXY5FgA4g/j18Uq9kHrDmNSkVMWvj1e11tUKKSsAQFFEYxWQT1/tOKje9UJ1OSNd506f1Kw3XrTOubq566sdBx2XHAAAAAAAAIq928oH2DUOQOE4dnC/hnVubddjRo4cZrdjTV+8huYqACXG+ePnrY9L+ZfSbZVu0+W0y3L1cNW5Y+d0KfFStjgAQMlEYxVwE77acVBnjh7V8w92VMrFZHl5++j975axUhUAAAAAAABuuSN799g1DkDhyFqpavjkD1U5rGqBjpWelqqTRw+rQlCw3D08C3SsI/v3KXLkULuspAUAzuL8iSsNU2Y3s1LPp+pY4jHrnIvZRWY3sywZFmscAKDkorEKuEmJx4/qYtKVYupi0nklHj9KYxUAAAAAAABuuX07tlkfu7l7KCM97Z9tDw9lpKVliwNQdFQOq6qwOvULfJyadza1QzYAUDId/fOoJMmSYZFPeR91fa2r6nSqo51Ldurnd35W8qlkmzgAQMlFYxVwE3rWrJRt7JW+D0iSoncfyzYHAAAAAAAA5FdayiUd3b8v23iKzaoyhu2kYRu3f+cfNtNBYVXl4VXKjlkCAAA4n7TkfxrTQ+4IUWDNQLmXcldgzUCF3BGiXUt3ZYsDAJRMNFYB+XRtU9XdvR7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      "text/plain": [
       "<Figure size 2400x3600 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_all_features(wave_features, non_wave_features, title):\n",
    "    # Initialize a dictionary to store feature lists\n",
    "    feature_values = {key: {'waves': [], 'non_waves': []} for key in wave_features[0].keys()}\n",
    "    \n",
    "    # Extract feature values for wave and non-wave samples\n",
    "    for feature in feature_values.keys():\n",
    "        wave_values = [signal[feature] for signal in wave_features]\n",
    "        non_wave_values = [signal[feature] for signal in non_wave_features]\n",
    "        feature_values[feature]['waves'] = wave_values\n",
    "        feature_values[feature]['non_waves'] = non_wave_values\n",
    "\n",
    "    # Calculate the number of rows and columns for subplots\n",
    "    num_features = len(feature_values)\n",
    "    num_cols = 4  # Number of columns per row\n",
    "    num_rows = (num_features + num_cols - 1) // num_cols  # Round up division\n",
    "\n",
    "    # Plot comparison for each feature\n",
    "    plt.figure(figsize=(24, 6*num_rows))\n",
    "    for i, (feature, values) in enumerate(feature_values.items()):\n",
    "        ax = plt.subplot(num_rows, num_cols, i + 1)\n",
    "        ax.boxplot([values['waves'], values['non_waves']], labels=['Waves', 'Non-Waves'])\n",
    "        plt.title(feature)\n",
    "        plt.ylabel('Value')\n",
    "        plt.xlabel('Categories')\n",
    "\n",
    "        # Set background color for even subplots\n",
    "        if i % 2 == 1:\n",
    "            ax.set_facecolor('lightgreen')\n",
    "        else:\n",
    "            ax.set_facecolor('lightblue')\n",
    "\n",
    "    plt.suptitle(title)\n",
    "    plt.tight_layout(rect=[0, 0.03, 1, 0.95])  # Adjust layout to accommodate titles\n",
    "    plt.show()\n",
    "\n",
    "# Usage example\n",
    "plot_all_features(wave_features, non_wave_features, 'Comparison of Wave and Non-Wave Features')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Splitting data into train and test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainset = dataset[(dataset.video == 'wave_train.mp4') | (dataset.video == 'no_wave_train.mp4') | (dataset.video == 'wave_train_2.mp4') | (dataset.video == 'wave_train_3.mp4') | (dataset.video == 'no_wave_train_2.mp4')]\n",
    "testset = dataset[(dataset.video == 'wave_test.mp4') | (dataset.video == 'no_wave_test.mp4')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of wave signals: 387 having 24 features in training set\n",
      "No. of non-wave signals: 321 having 24 features in training set\n",
      "No. of wave signals: 144 having 24 features in testing set\n",
      "No. of non-wave signals: 335 having 24 features in testing set\n"
     ]
    }
   ],
   "source": [
    "wave_train_features = []\n",
    "non_wave_train_features = []\n",
    "wave_test_features = []\n",
    "non_wave_test_features = []\n",
    "\n",
    "for window_id, window in trainset[trainset.wave == 1].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal,y_signal, wave_train_features)\n",
    "\n",
    "for window_id, window in trainset[trainset.wave == 0].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal, y_signal, non_wave_train_features)\n",
    "\n",
    "for window_id, window in testset[testset.wave == 1].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal, y_signal, wave_test_features)\n",
    "\n",
    "for window_id, window in testset[testset.wave == 0].groupby('window'):\n",
    "    x_signal = window.xc\n",
    "    y_signal = window.yc\n",
    "    calculate_features(x_signal, y_signal, non_wave_test_features)\n",
    "\n",
    "print(f\"No. of wave signals: {len(wave_train_features)} having {len(wave_train_features[0])} features in training set\")\n",
    "print(f\"No. of non-wave signals: {len(non_wave_train_features)} having {len(non_wave_train_features[0])} features in training set\")\n",
    "print(f\"No. of wave signals: {len(wave_test_features)} having {len(wave_test_features[0])} features in testing set\")\n",
    "print(f\"No. of non-wave signals: {len(non_wave_test_features)} having {len(non_wave_test_features[0])} features in testing set\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set shape: (708, 24), Testing set shape: (479, 24)\n"
     ]
    }
   ],
   "source": [
    "x_train, x_test, y_train, y_test = [], [], [], []\n",
    "\n",
    "for wave in wave_train_features:\n",
    "    x_train.append(list(wave.values()))\n",
    "    y_train.append(1)\n",
    "\n",
    "for non_wave in non_wave_train_features:\n",
    "    x_train.append(list(non_wave.values()))\n",
    "    y_train.append(0)\n",
    "\n",
    "for wave in wave_test_features:\n",
    "    x_test.append(list(wave.values()))\n",
    "    y_test.append(1)\n",
    "\n",
    "for non_wave in non_wave_test_features:\n",
    "    x_test.append(list(non_wave.values()))\n",
    "    y_test.append(0)\n",
    "\n",
    "x_train = np.array(x_train)\n",
    "x_test = np.array(x_test)\n",
    "y_train = np.array(y_train)\n",
    "y_test = np.array(y_test)\n",
    "\n",
    "print(f\"Training set shape: {x_train.shape}, Testing set shape: {x_test.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy: 0.9373695198329853\n"
     ]
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=13, random_state=42)\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "test_accuracy = model.score(x_test, y_test)\n",
    "print(f\"Test accuracy: {test_accuracy}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature_importances(forest, feature_names):\n",
    "    # Get feature importances from the trained model\n",
    "    importances = forest.feature_importances_\n",
    "    feature_importances = [(feature, importance) for feature, importance in zip(feature_names, importances)]\n",
    "    feature_importances.sort(key=lambda x: x[1], reverse=True)  # Sort by importance\n",
    "    return feature_importances\n",
    "\n",
    "def plot_feature_importances(feature_importances, title):\n",
    "    # Plot feature importances\n",
    "    features, importances = zip(*feature_importances)\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.barh(range(len(features)), importances, align='center')\n",
    "    plt.yticks(range(len(features)), features)\n",
    "    plt.xlabel('Importance')\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iIiJSpinxFRERERERkTJNia+IiIiIiIiUaUp8RUREREREpExT4isiIiIiIiJlmhJfERERERERKdOU+IqIiIiIiEiZpsRXREREREREyjQlviIiIiIiIlKmKfEVERERERGRMk2Jr4iIiIiIiJRpSnxFRERERESkTFPiKyIiIiIiImWaEl8REREREREp05T4ioiIiIiISJmmxFdERERERETKNCW+ct+oN/EbfEavLu0wRERERETkPqPEV0RERERERMo0Jb73qNatWzNy5MgHdnwREREREZHiUq60A5D8rVixgvLly5f4OImJibRp04YLFy7g6up618cXEREREREpaUp87zHZ2dnY2Njg5uZWqnGU9vgiIiIiIiLFRUudi8HixYupWLEiWVlZFuU9e/YkLCys0LbR0dHUr1+fDz74gOrVq2NnZwfkXWr83nvv4evri52dHR4eHjz99NPma7m5ucTGxlK9enXs7e0JCgris88+u2XcKSkptGnTBoAKFSpgMBiIiIjId3wfHx8mT55MeHg4RqMRb29vVq5cyblz5+jRowdGo5HAwECSkpIsxvjuu+9o0aIF9vb2eHl5MXz4cC5dunTL2ERERERERIqLEt9i0Lt3b3Jycli5cqW5LC0tjdWrVzNo0KBbtv/pp5/4/PPPWbFiBXv27MlzPSkpieHDh/PGG29w9OhR1q5dS8uWLc3XY2NjWbx4Me+//z4HDx7klVdeYcCAAWzevLnQcb28vPj8888BOHr0KKmpqcyePbvA+u+88w7NmjVj9+7ddO3albCwMMLDwxkwYAC7du3ikUceITw8HJPJBEBycjKdOnXiqaeeYt++fXzyySd89913REZGFhpXVlYWGRkZFoeIiIiIiMid0lLnYmBvb09oaCgLFy6kd+/eAHz00UdUq1aN1q1b37J9dnY2ixcvxt3dPd/rp06dwtHRkW7duuHk5IS3tzfBwcHA9SRx6tSpbNiwgSZNmgBQo0YNvvvuO+bNm0erVq0KHNfa2tq8pLlSpUoWz/jmp0uXLrzwwgsATJgwgblz59K4cWPzPY8aNYomTZpw9uxZPD09iY2NpX///uaZY19fX+Li4mjVqhVz5841z27/XWxsLDExMYXGIiIiIiIiUlSa8S0mQ4YMYd26dZw5cwaA+Ph4IiIiMBgMt2zr7e1dYNIL0KFDB7y9valRowZhYWEkJCRw+fJl4Pps8eXLl+nQoQNGo9F8LF68mOTk5OK5uf9fYGCg+bOHhwcAAQEBecrS0tIA2Lt3L/Hx8RZxhYSEkJuby4kTJwocZ8yYMaSnp5uP06dPF+t9iIiIiIjIg0UzvsUkODiYoKAgFi9eTMeOHTl48CCrV68uUltHR8dCrzs5ObFr1y4SExNZt24dEyZMIDo6mh07dpCZmQnA6tWrqVq1qkU7W1vbO7uZAty8y/ONhD6/stzcXAAyMzN54YUXGD58eJ6+qlWrVuA4tra2xR67iIiIiIg8uJT4FqPBgwcza9Yszpw5Q/v27fHy8iq2vsuVK0f79u1p3749EydOxNXVlW+//ZYOHTpga2vLqVOnCl3WXBAbGxsAcnJyii3WGxo0aMChQ4eoWbNmsfctIiIiIiJSVEp8i1FoaChRUVHMnz+fxYsXF1u/q1at4ueff6Zly5ZUqFCBNWvWkJubi5+fH05OTkRFRfHKK6+Qm5tL8+bNSU9PZ+vWrTg7O/Pss88W2re3tzcGg4FVq1bRpUsX7O3tMRqNxRL3qFGjePzxx4mMjGTw4ME4Ojpy6NAh1q9fz5w5c4plDBERERERkVvRM77FyMXFhaeeegqj0UjPnj2LrV9XV1dWrFhB27ZtqVOnDu+//z5Lly7F398fgEmTJjF+/HhiY2OpU6cOnTp1YvXq1VSvXv2WfVetWpWYmBhGjx6Nh4fHLXdcvh2BgYFs3ryZY8eO0aJFC4KDg5kwYQJVqlQptjFERERERERuxWC68e4ZKRbt2rXD39+fuLi40g6lzMjIyMDFxQWvkcuxsnUg5c2upR2SiIiIiIiUghu5QXp6Os7OzkVup6XOxeTChQskJiaSmJjIe++9V9rhlEkHYkJu65dbREREREQEtNS52AQHBxMREcG0adPw8/Mzl/v7+1u8zufmIyEhocTjGjp0aIHjDx06tMTHFxERERERKW1a6lzCTp48ydWrV/O95uHhgZOTU4mOn5aWRkZGRr7XnJ2dqVSpUomOXxzudDmDiIiIiIiULVrqfI/y9vYu1fErVap0XyS3RVFv4jdY2TrkKdczvyIiIiIiUhgtdRYREREREZEyTYmviIiIiIiIlGllKvGNjo6mfv36pR3GXRcfH4+rq2ux9tm6dWtGjhxZrH2KiIiIiIiUhjKV+P4TJZE83g8SExMxGAxcvHjRonzFihVMmjSpdIISEREREREpRtrcSvLl5uZW2iGIiIiIiIgUiyLP+J47dw5PT0+mTp1qLtu2bRs2NjZs3Lix0LY3liDPmzcPLy8vHBwc6NOnD+np6Rb1PvjgA+rUqYOdnR21a9fmvffes7g+atQoatWqhYODAzVq1GD8+PEFvioIIDk5mRo1ahAZGUlhb21KTExk4MCBpKenYzAYMBgMREdHA3DhwgXCw8OpUKECDg4OdO7cmePHjxd6vzfcmEX+8ssv8fX1xc7OjpCQEE6fPm1R76uvvqJBgwbY2dlRo0YNYmJiuHbtmvn6zJkzCQgIwNHRES8vL1566SUyMzMLHPfcuXM0atSIXr16kZWVVWC9lJQU2rRpA0CFChUwGAxEREQAeZc6+/j4MHnyZMLDwzEajXh7e7Ny5UrOnTtHjx49MBqNBAYGkpSUZDHGd999R4sWLbC3t8fLy4vhw4dz6dKlQr+3rKwsMjIyLA4REREREZE7VeTE193dnQULFhAdHU1SUhJ//vknYWFhREZG0q5du1u2/+mnn1i+fDn//e9/Wbt2Lbt37+all14yX09ISGDChAlMmTKFw4cPM3XqVMaPH8+iRYvMdZycnIiPj+fQoUPMnj2b+fPn88477+Q73r59+2jevDmhoaHMmTMHg8FQYGxNmzZl1qxZODs7k5qaSmpqKlFRUQBERESQlJTEypUr+f777zGZTHTp0qXQhPtmly9fZsqUKSxevJitW7dy8eJFnnnmGfP1LVu2EB4ezogRIzh06BDz5s0jPj6eKVOmmOtYWVkRFxfHwYMHWbRoEd9++y2vv/56vuOdPn2aFi1aUK9ePT777DNsbW0LjM3Ly4vPP/8cgKNHj5Kamsrs2bMLrP/OO+/QrFkzdu/eTdeuXQkLCyM8PJwBAwawa9cuHnnkEcLDw81/ZEhOTqZTp0489dRT7Nu3j08++YTvvvuOyMjIQr+z2NhYXFxczIeXl1eh9UVERERERApluk0vvfSSqVatWqbQ0FBTQECA6cqVK7dsM3HiRJO1tbXpl19+MZd9/fXXJisrK1NqaqrJZDKZHnnkEdPHH39s0W7SpEmmJk2aFNjv22+/bWrYsKHFOEFBQaatW7eaKlSoYJo+fXqR72vhwoUmFxcXi7Jjx46ZANPWrVvNZb///rvJ3t7etHz58iL1CZh++OEHc9nhw4dNgOnHH380mUwmU7t27UxTp061aLdkyRJT5cqVC+z3008/NVWsWDFP7EeOHDF5eXmZhg8fbsrNzb1lfCaTybRp0yYTYLpw4YJFeatWrUwjRowwn3t7e5sGDBhgPk9NTTUBpvHjx5vLvv/+exNg/pk+99xzpueff96i3y1btpisrKxMf/31V4ExXblyxZSenm4+Tp8+bQJMXiOXm7xHrcpziIiIiIjIgyE9Pd0EmNLT02+r3W0/4zt9+nTq1avHp59+ys6dOwudUbxZtWrVqFq1qvm8SZMm5ObmcvToUZycnEhOTua5555jyJAh5jrXrl3DxcXFfP7JJ58QFxdHcnIymZmZXLt2DWdnZ4txTp06RYcOHZgyZco/3pX48OHDlCtXjscee8xcVrFiRfz8/Dh8+HCR+ihXrhyNGzc2n9euXRtXV1cOHz7Mo48+yt69e9m6davFDG9OTg5Xrlzh8uXLODg4sGHDBmJjYzly5AgZGRlcu3bN4jrAX3/9RYsWLQgNDWXWrFn/6L4LEhgYaP7s4eEBQEBAQJ6ytLQ0PD092bt3L/v27SMhIcFcx2QykZuby4kTJ6hTp06+49ja2hb590pERERERORWbjvxTU5O5tdffyU3N5eUlBSLxOdO3Xhedf78+RZJJoC1tTUA33//Pf379ycmJoaQkBBcXFxYtmwZM2bMsKjv7u5OlSpVWLp0KYMGDcqTGN9rMjMziYmJ4cknn8xzzc7OjpSUFLp168aLL77IlClTcHNz47vvvuO5554jOzvbnPja2trSvn17Vq1axWuvvWbxR4biUr58efPnG0vH8yvLzc0139sLL7zA8OHD8/RVrVq1Yo9PREREREQkP7eV+GZnZzNgwAD69u2Ln58fgwcPZv/+/VSqVOmWbU+dOsWvv/5KlSpVAPjhhx+wsrLCz88PDw8PqlSpws8//0z//v3zbb9t2za8vb0ZO3asuezkyZN56tnb27Nq1Sq6dOlCSEgI69atw8nJ6Zbx2djYkJOTY1FWp04drl27xo8//kjTpk0BOH/+PEePHqVu3bq37BOuz1onJSXx6KOPAtefpb148aJ5trNBgwYcPXqUmjVr5tt+586d5ObmMmPGDKysrj+SvXz58jz1rKysWLJkCaGhobRp04bExETzd32r+wby3HtxaNCgAYcOHSrw3kRERERERO6G23qP79ixY0lPTycuLs68w/KgQYOK1NbOzo5nn32WvXv3smXLFoYPH06fPn3w9PQEICYmhtjYWOLi4jh27Bj79+9n4cKFzJw5EwBfX19OnTrFsmXLSE5OJi4uji+++CLfsRwdHVm9ejXlypWjc+fOhe6AfIOPjw+ZmZls3LiR33//ncuXL+Pr60uPHj0YMmQI3333HXv37mXAgAFUrVqVHj16FOm+y5cvz7Bhw/jxxx/ZuXMnERERPP744+ZEeMKECSxevJiYmBgOHjzI4cOHWbZsGePGjQOgZs2aXL16lXfffZeff/6ZJUuW8P777+c7lrW1NQkJCQQFBdG2bVt+++23W8bn7e2NwWBg1apVnDt3rkjfVVGNGjWKbdu2ERkZyZ49ezh+/DhfffXVLTe3EhERERERKU5FTnwTExOZNWsWS5YswdnZ2TzDuGXLFubOnXvL9jVr1uTJJ5+kS5cudOzYkcDAQIvXFQ0ePJgPPviAhQsXEhAQQKtWrYiPj6d69eoAPPHEE7zyyitERkZSv359tm3bxvjx4wscz2g08vXXX2MymejatestX6HTtGlThg4dSt++fXF3d+ett94CYOHChTRs2JBu3brRpEkTTCYTa9assVjiWxgHBwdGjRpFaGgozZo1w2g08sknn5ivh4SEsGrVKtatW0fjxo15/PHHeeedd/D29gYgKCiImTNnMm3aNOrVq0dCQgKxsbEFjleuXDmWLl2Kv78/bdu2JS0trdD4qlatSkxMDKNHj8bDw6NYk9LAwEA2b97MsWPHaNGiBcHBwUyYMKFIM9EiIiIiIiLFxWAyFfKC22ISHR3Nl19+yZ49e0p6qHtKfHw8I0eO5OLFi6Udyn0tIyMDFxcX0tPT7/lntkVEREREpOTcaW5wW0udRURERERERO43xZL4+vv7YzQa8z1ufpVNaercuXOBMU6dOvWe6bO4DR06tMAYhw4dWtrhiYiIiIiIlLhiWep88uRJrl69mu81Dw+PIu2qXNLOnDnDX3/9le81Nzc33Nzc7ok+i1taWhoZGRn5XnN2di7SjtylTUudRUREREQE7jw3uCvP+Ir8Ezd+ub1GLsfK1iHP9ZQ3u5ZCVCIiIiIicrfpGV8RERERERGRfCjxvUe1bt2akSNHPrDji4iIiIiIFJdypR2A5G/FihVFflfwP5GYmEibNm24cOECrq6ud318ERERERGRkqbE9x6TnZ2NjY1NqW+MVdrji4iIiIiIFBctdS4G586dw9PT0+IVRtu2bcPGxoaNGzcW2jY6Opr69evzwQcfUL16dezs7IC8S43fe+89fH19sbOzw8PDg6efftp8LTc3l9jYWKpXr469vT1BQUF89tlnt4w7JSWFNm3aAFChQgUMBgMRERH5ju/j48PkyZMJDw/HaDTi7e3NypUrOXfuHD169MBoNBIYGEhSUpLFGN999x0tWrTA3t4eLy8vhg8fzqVLl24Zm4iIiIiISHFR4lsM3N3dWbBgAdHR0SQlJfHnn38SFhZGZGQk7dq1u2X7n376ic8//5wVK1awZ8+ePNeTkpIYPnw4b7zxBkePHmXt2rW0bNnSfD02NpbFixfz/vvvc/DgQV555RUGDBjA5s2bCx3Xy8uLzz//HICjR4+SmprK7NmzC6z/zjvv0KxZM3bv3k3Xrl0JCwsjPDycAQMGsGvXLh555BHCw8O5sVF4cnIynTp14qmnnmLfvn188sknfPfdd0RGRhYaV1ZWFhkZGRaHiIiIiIjIndJS52LSpUsXhgwZQv/+/WnUqBGOjo7ExsYWqW12djaLFy/G3d093+unTp3C0dGRbt264eTkhLe3N8HBwcD1JHHq1Kls2LCBJk2aAFCjRg2+++475s2bR6tWrQoc19ra2rykuVKlShbP+BZ0jy+88AIAEyZMYO7cuTRu3JjevXsDMGrUKJo0acLZs2fx9PQkNjaW/v37m2eOfX19iYuLo1WrVsydO9c8u/13sbGxxMTEFBqLiIiIiIhIUWnGtxhNnz6da9eu8emnn5KQkICtrW2R2nl7exeY9AJ06NABb29vatSoQVhYGAkJCVy+fBm4Plt8+fJlOnTogNFoNB+LFy8mOTm5WO7rhsDAQPNnDw8PAAICAvKUpaWlAbB3717i4+Mt4goJCSE3N5cTJ04UOM6YMWNIT083H6dPny7W+xARERERkQeLZnyLUXJyMr/++iu5ubmkpKRYJIWFcXR0LPS6k5MTu3btIjExkXXr1jFhwgSio6PZsWMHmZmZAKxevZqqVatatCtq4l1UN+/ybDAYCizLzc0FIDMzkxdeeIHhw4fn6atatWoFjmNra1vssYuIiIiIyINLiW8xyc7OZsCAAfTt2xc/Pz8GDx7M/v37qVSpUrH0X65cOdq3b0/79u2ZOHEirq6ufPvtt3To0AFbW1tOnTpV6LLmgtjY2ACQk5NTLHHerEGDBhw6dIiaNWsWe98iIiIiIiJFpcS3mIwdO5b09HTi4uIwGo2sWbOGQYMGsWrVqn/c96pVq/j5559p2bIlFSpUYM2aNeTm5uLn54eTkxNRUVG88sor5Obm0rx5c9LT09m6dSvOzs48++yzhfbt7e2NwWBg1apVdOnSBXt7e4xG4z+OGa4/8/v4448TGRnJ4MGDcXR05NChQ6xfv545c+YUyxgiIiIiIiK3omd8i0FiYiKzZs1iyZIlODs7Y2VlxZIlS9iyZQtz5879x/27urqyYsUK2rZtS506dXj//fdZunQp/v7+AEyaNInx48cTGxtLnTp16NSpE6tXr6Z69eq37Ltq1arExMQwevRoPDw8brnj8u0IDAxk8+bNHDt2jBYtWhAcHMyECROoUqVKsY0hIiIiIiJyKwbTjXfPiNyjMjIycHFxwWvkcqxsHfJcT3mzaylEJSIiIiIid9uN3CA9PR1nZ+cit9NSZ7lvHIgJua1fbhEREREREdBS5xLn7+9v8Tqfm4+EhIQSH3/o0KEFjj906NASH19ERERERKS0aalzCTt58iRXr17N95qHhwdOTk4lOn5aWhoZGRn5XnN2di62XadL0p0uZxARERERkbJFS53vUd7e3qU6fqVKle6L5FZERERERKSkKPGV+0a9id/ku7kVaIMrEREREREpmJ7xFRERERERkTJNie896D//+Q9eXl5YWVkxa9asIrXx8fGxqGswGPjyyy/vOIaIiAh69ux5x+1FRERERETuFVrqfI/JyMggMjKSmTNn8tRTT+Hi4lKi46WkpFC9enV2795N/fr1zeWzZ89G+56JiIiIiEhZoMT3HnPq1CmuXr1K165dqVy5cqnFUdIJt4iIiIiIyN2ipc4l4Ny5c3h6ejJ16lRz2bZt27CxsWHjxo0FtouPjycgIACAGjVqYDAYSElJITk5mR49euDh4YHRaKRx48Zs2LChWGKtXr06AMHBwRgMBlq3bg3kXercunVrhg0bxsiRI6lQoQIeHh7Mnz+fS5cuMXDgQJycnKhZsyZff/21Rf8HDhygc+fOGI1GPDw8CAsL4/fffy+W2EVERERERIpCiW8JcHd3Z8GCBURHR5OUlMSff/5JWFgYkZGRtGvXrsB2ffv2NSe027dvJzU1FS8vLzIzM+nSpQsbN25k9+7ddOrUie7du3Pq1Kl/HOv27dsB2LBhA6mpqaxYsaLAuosWLeKhhx5i+/btDBs2jBdffJHevXvTtGlTdu3aRceOHQkLC+Py5csAXLx4kbZt2xIcHExSUhJr167l7Nmz9OnTp9CYsrKyyMjIsDhERERERETulBLfEtKlSxeGDBlC//79GTp0KI6OjsTGxhbaxt7enooVKwLXk2dPT0+sra0JCgrihRdeoF69evj6+jJp0iQeeeQRVq5c+Y/jdHd3B6BixYp4enri5uZWYN2goCDGjRuHr68vY8aMwc7OjoceeoghQ4bg6+vLhAkTOH/+PPv27QNgzpw5BAcHM3XqVGrXrk1wcDALFixg06ZNHDt2rMBxYmNjcXFxMR9eXl7/+D5FREREROTBpcS3BE2fPp1r167x6aefkpCQgK2t7R31k5mZSVRUFHXq1MHV1RWj0cjhw4eLZcb3dgQGBpo/W1tbU7FiRfPSbAAPDw8A0tLSANi7dy+bNm3CaDSaj9q1awOQnJxc4DhjxowhPT3dfJw+fbokbkdERERERB4Q2tyqBCUnJ/Prr7+Sm5tLSkqKRZJ4O6Kioli/fj3Tp0+nZs2a2Nvb8/TTT5OdnV3MEReufPnyFucGg8GizGAwAJCbmwtcT9i7d+/OtGnT8vRV2MZdtra2d/xHAhERERERkb9T4ltCsrOzGTBgAH379sXPz4/Bgwezf/9+KlWqdNt9bd26lYiICHr16gVcTyhTUlKKJU4bGxsAcnJyiqW/mzVo0IDPP/8cHx8fypXTr5qIiIiIiJQOLXUuIWPHjiU9PZ24uDhGjRpFrVq1GDRo0B315evry4oVK9izZw979+4lNDTUPKv6T1WqVAl7e3vzxlPp6enF0i/Ayy+/zB9//EG/fv3YsWMHycnJfPPNNwwcOLBEEm0REREREZH8KPEtAYmJicyaNYslS5bg7OyMlZUVS5YsYcuWLcydO/e2+5s5cyYVKlSgadOmdO/enZCQEBo0aFAssZYrV464uDjmzZtHlSpV6NGjR7H0C1ClShW2bt1KTk4OHTt2JCAggJEjR+Lq6oqVlX71RERERETk7jCYTCZTaQchUpiMjIzruzuPXI6VrUO+dVLe7HqXoxIRERERkbvtRm6Qnp6Os7NzkdvpwUu5bxyICbmtX24RERERERHQUue7zt/f3+L1PjcfCQkJxT7e1KlTCxyvc+fOxT6eiIiIiIjIvUZLne+ykydPcvXq1XyveXh44OTkVKzj/fHHH/zxxx/5XrO3t6dq1arFOl5JuNPlDCIiIiIiUrZoqfN9wtvb+66O5+bmhpub210ds6TUm/hNgc/4FkTP/oqIiIiIiJY6i4iIiIiISJmmxFdERERERETKNCW+D4DWrVszcuRI87mPjw+zZs26K2OJiIiIiIiUNj3j+wDasWMHjo6O5nODwcAXX3xBz549Sy8oERERERGREqLE9wHk7u5e2iGIiIiIiIjcNffNUufFixdTsWJFsrKyLMp79uxJWFhYoW2Tk5Pp0aMHHh4eGI1GGjduzIYNG8zX/+///o/HHnssT7ugoCDeeOMNAK5du8bw4cNxdXWlYsWKjBo1imeffbbIs6Rr166lefPm5vbdunUjOTnZfD0lJQWDwcDy5ctp0aIF9vb2NG7cmGPHjrFjxw4aNWpkfvfuuXPnzO0iIiLo2bMnMTExuLu74+zszNChQ8nOzi4wlpuXOvv4+ADQq1cvDAaD+fxGvzcbOXIkrVu3Np9funSJ8PBwjEYjlStXZsaMGXnGysrKIioqiqpVq+Lo6Mhjjz1GYmJiod9VVlYWGRkZFoeIiIiIiMidum8S3969e5OTk8PKlSvNZWlpaaxevZpBgwYV2jYzM5MuXbqwceNGdu/eTadOnejevTunTp0CoH///mzfvt0iET148CD79u0jNDQUgGnTppGQkMDChQvZunUrGRkZfPnll0WO/9KlS7z66qskJSWxceNGrKys6NWrF7m5uRb1Jk6cyLhx49i1axflypUjNDSU119/ndmzZ7NlyxZ++uknJkyYYNFm48aNHD58mMTERJYuXcqKFSuIiYkpUlw7duwAYOHChaSmpprPi+K1115j8+bNfPXVV6xbt47ExER27dplUScyMpLvv/+eZcuWsW/fPnr37k2nTp04fvx4gf3Gxsbi4uJiPry8vIock4iIiIiIyN/dN4mvvb09oaGhLFy40Fz20UcfUa1aNYtZyPwEBQXxwgsvUK9ePXx9fZk0aRKPPPKIOYn29/cnKCiIjz/+2NwmISGBxx57jJo1awLw7rvvMmbMGHr16kXt2rWZM2cOrq6uRY7/qaee4sknn6RmzZrUr1+fBQsWsH//fg4dOmRRLyoqipCQEOrUqcOIESPYuXMn48ePp1mzZgQHB/Pcc8+xadMmizY2NjYsWLAAf39/unbtyhtvvEFcXFyepDo/N5Y9u7q64unpWeRl0JmZmXz44YdMnz6ddu3aERAQwKJFi7h27Zq5zqlTp1i4cCGffvopLVq04JFHHiEqKormzZtb/Bz/bsyYMaSnp5uP06dPFykmERERERGR/Nw3iS/AkCFDWLduHWfOnAEgPj6eiIgIDAZDoe0yMzOJioqiTp06uLq6YjQaOXz4sHnGF67P+t5IfE0mE0uXLqV///4ApKenc/bsWR599FFzfWtraxo2bFjk2I8fP06/fv2oUaMGzs7O5iXFN8cAEBgYaP7s4eEBQEBAgEVZWlqaRZugoCAcHBzM502aNCEzM7NEE8bk5GSys7Mtloi7ubnh5+dnPt+/fz85OTnUqlULo9FoPjZv3mwxu/53tra2ODs7WxwiIiIiIiJ36r7a3Co4OJigoCAWL15Mx44dOXjwIKtXr75lu6ioKNavX8/06dOpWbMm9vb2PP300xbPwfbr149Ro0axa9cu/vrrL06fPk3fvn2LLfbu3bvj7e3N/PnzqVKlCrm5udSrVy/Ps7jly5c3f76R0P+9rCgzuf+UlZUVJpPJouzq1au31UdmZibW1tbs3LkTa2tri2tGo/EfxygiIiIiIlIU91XiCzB48GBmzZrFmTNnaN++fZGe/9y6dSsRERH06tULuJ6QpaSkWNR5+OGHadWqFQkJCfz111906NCBSpUqAeDi4oKHhwc7duygZcuWAOTk5LBr1y7q169/y/HPnz/P0aNHmT9/Pi1atADgu+++u427LtzevXv566+/sLe3B+CHH37AaDQW+dnY8uXLk5OTY1Hm7u7OgQMHLMr27NljTsIfeeQRypcvz48//ki1atUAuHDhAseOHaNVq1bA9T9U5OTkkJaWZr5vERERERGRu+2+WuoMEBoayi+//ML8+fNvuanVDb6+vqxYsYI9e/awd+9eQkND85017d+/P8uWLePTTz81L3O+YdiwYcTGxvLVV19x9OhRRowYwYULF265zBqgQoUKVKxYkf/85z/89NNPfPvtt7z66qtFu+EiyM7O5rnnnuPQoUOsWbOGiRMnEhkZiZVV0X68Pj4+bNy4kd9++40LFy4A0LZtW5KSkli8eDHHjx9n4sSJFomw0Wjkueee47XXXuPbb7/lwIEDREREWIxZq1Yt+vfvT3h4OCtWrODEiRNs376d2NjYIs3Ui4iIiIiIFIf7LvF1cXHhqaeewmg0FvlVQjNnzqRChQo0bdqU7t27ExISQoMGDfLUe/rppzl//jyXL1/O0/eoUaPo168f4eHhNGnSBKPRSEhICHZ2drcc38rKimXLlrFz507q1avHK6+8wttvv12k2IuiXbt2+Pr60rJlS/r27csTTzxBdHR0kdvPmDGD9evX4+XlRXBwMAAhISGMHz+e119/ncaNG/Pnn38SHh5u0e7tt9+mRYsWdO/enfbt29O8efM8zz0vXLiQ8PBw/vWvf+Hn50fPnj3ZsWOHeZZYRERERESkpBlMf3+Q8z7Qrl07/P39iYuLK7UYcnNzqVOnDn369GHSpEmlFkdERAQXL168rVcr3W8yMjJwcXEhPT1dG12JiIiIiDzA7jQ3uK+e8b1w4QKJiYkkJiby3nvv3dWxT548ybp162jVqhVZWVnMmTOHEydOmN/zKyIiIiIiIvem+yrxDQ4O5sKFC0ybNs3itTn+/v6cPHky3zbz5s3L87zunbCysiI+Pp6oqChMJhP16tVjw4YN1KlTh1OnTlG3bt0C2x46dEhLe0VERERERErJfbnU+e9OnjxZ4Kt2PDw8cHJyKtHxr127lmeX6Jv5+PhQrtx99TeGe4qWOouIiIiICDwgS50L4u3tXarjlytXjpo1a5ZqDA+CehO/wcrWodj7TXmza7H3KSIiIiIi9477bldnERERERERkduhxLeMS0lJwWAwsGfPHgASExMxGAxcvHixxMcSERERERG5FyjxfcA0bdqU1NRUXFxcAIiPj8fV1bV0gxIRERERESlBZeIZXyk6GxsbPD09SzsMERERERGRu+aenPFdvHgxFStWJCsry6K8Z8+ehIWFFdo2Ojqa+vXrs2DBAqpVq4bRaOSll14iJyeHt956C09PTypVqsSUKVMs2s2cOZOAgAAcHR3x8vLipZdeIjMz03x90KBBBAYGmmPKzs4mODiY8PDwIt3TqFGjqFWrFg4ODtSoUYPx48db7ER9p3EbDAbmzp1L586dsbe3p0aNGnz22WcFxnHzUufExEQGDhxIeno6BoMBg8FAdHS0ud8vv/zSoq2rqyvx8fHm8+3btxMcHIydnR2NGjVi9+7decY7cOAAnTt3xmg04uHhQVhYGL///nuRvjMREREREZHicE8mvr179yYnJ4eVK1eay9LS0li9ejWDBg26Zfvk5GS+/vpr1q5dy9KlS/nwww/p2rUrv/zyC5s3b2batGmMGzeOH3/80dzGysqKuLg4Dh48yKJFi/j22295/fXXzdfj4uK4dOkSo0ePBmDs2LFcvHiROXPmFOmenJyciI+P59ChQ8yePZv58+fzzjvv/OO4AcaPH89TTz3F3r176d+/P8888wyHDx++ZUxNmzZl1qxZODs7k5qaSmpqKlFRUUW6n8zMTLp160bdunXZuXMn0dHRedpevHiRtm3bEhwcTFJSEmvXruXs2bP06dOn0L6zsrLIyMiwOERERERERO7UPbnU2d7entDQUBYuXEjv3r0B+Oijj6hWrRqtW7e+Zfvc3FwWLFiAk5MTdevWpU2bNhw9epQ1a9ZgZWWFn58f06ZNY9OmTTz22GMAjBw50tzex8eHyZMnM3ToUN577z0AjEYjH330Ea1atcLJyYlZs2axadOmIr87aty4cRb9R0VFsWzZMovk+k7ihut/KBg8eDAAkyZNYv369bz77rvm2AtiY2ODi4sLBoPhtpc/f/zxx+Tm5vLhhx9iZ2eHv78/v/zyCy+++KK5zpw5cwgODmbq1KnmsgULFuDl5cWxY8eoVatWvn3HxsYSExNzW/GIiIiIiIgU5J5MfAGGDBlC48aNOXPmDFWrViU+Pp6IiAgMBsMt2/r4+ODk5GQ+9/DwwNraGisrK4uytLQ08/mGDRuIjY3lyJEjZGRkcO3aNa5cucLly5dxcLj+7tgmTZoQFRXFpEmTGDVqFM2bNy/y/XzyySfExcWRnJxMZmYm165dy5M030ncN+L6+3lJ76x8+PBhAgMDsbOzKzCOvXv3smnTJoxGY572ycnJBSa+Y8aM4dVXXzWfZ2Rk4OXlVUyRi4iIiIjIg+aeXOoMEBwcTFBQEIsXL2bnzp0cPHiQiIiIIrUtX768xbnBYMi3LDc3F7j+Gp5u3boRGBjI559/zs6dO/n3v/8NXH+W94bc3Fy2bt2KtbU1P/30U5Hv5fvvv6d///506dKFVatWsXv3bsaOHWvR953EXZIMBgMmk8mi7OZnkosiMzOT7t27s2fPHovj+PHjtGzZssB2tra2ODs7WxwiIiIiIiJ36p6d8QUYPHgws2bN4syZM7Rv377EZv127txJbm4uM2bMMM+uLl++PE+9t99+myNHjrB582ZCQkJYuHAhAwcOvGX/27Ztw9vbm7Fjx5rLTp48WWzx//DDDxabbP3www8EBwcXqa2NjQ05OTl5yt3d3UlNTTWfHz9+nMuXL5vP69Spw5IlS7hy5Yp51veHH36w6KNBgwZ8/vnn+Pj4UK7cPf2rJiIiIiIiZdg9O+MLEBoayi+//ML8+fOLtKnVnapZsyZXr17l3Xff5eeff2bJkiW8//77FnV2797NhAkT+OCDD2jWrBkzZ85kxIgR/Pzzz7fs39fXl1OnTrFs2TKSk5OJi4vjiy++KLb4P/30UxYsWMCxY8eYOHEi27dvJzIyskhtfXx8yMzMZOPGjfz+++/m5LZt27bMmTOH3bt3k5SUxNChQy1mn0NDQzEYDAwZMoRDhw6xZs0apk+fbtH3yy+/zB9//EG/fv3YsWMHycnJfPPNNwwcODDfZFtERERERKQk3NOJr4uLC0899RRGo5GePXuW2DhBQUHMnDmTadOmUa9ePRISEoiNjTVfv3LlCgMGDCAiIoLu3bsD8Pzzz9OmTRvCwsJumcQ98cQTvPLKK0RGRlK/fn22bdvG+PHjiy3+mJgYli1bRmBgIIsXL2bp0qXUrVu3SG2bNm3K0KFD6du3L+7u7rz11lsAzJgxAy8vL1q0aEFoaChRUVHmZ53h+mZf//3vf9m/fz/BwcGMHTuWadOmWfRdpUoVtm7dSk5ODh07diQgIICRI0fi6upq8dyyiIiIiIhISTKY/v4g5z2mXbt2+Pv7ExcXV9qh3JMMBgNffPFFif5hoLRlZGTg4uKC18jlWNk63LrBbUp5s2ux9ykiIiIiIsXvRm6Qnp5+W3sB3bMPXl64cIHExEQSExNv+VoeeTAciAnRRlciIiIiInLb7tn1psHBwURERDBt2jT8/PzM5f7+/hiNxnyPhISEUol16tSpBcbUuXPnUolJRERERERErrvnlzr/3cmTJwt8rY6Hh4fFe3Dvlj/++IM//vgj32v29vZUrVr1LkdUttzpcgYRERERESlbytxS54J4e3uXdgh5uLm54ebmVtphiIiIiIiISD7uu8RXHlz1Jn5TIptb/Z02uxIRERERKVvu2Wd8RURERERERIpDmUp8o6OjqV+/fmmHcdfFx8fj6uparH22bt2akSNHFmufIiIiIiIipaFMJb7/REkkj/eDxMREDAYDFy9etChfsWIFkyZNKp2gREREREREipGe8ZV8abMuEREREREpK4o847t48WIqVqxIVlaWRXnPnj0JCwsrtO2NJcjz5s3Dy8sLBwcH+vTpQ3p6ukW9Dz74gDp16mBnZ0ft2rV57733LK6PGjWKWrVq4eDgQI0aNRg/fnyBrzYCSE5OpkaNGkRGRlLYW5sSExMZOHAg6enpGAwGDAYD0dHRAFy4cIHw8HAqVKiAg4MDnTt35vjx44Xe7w03ZpG//PJLfH19sbOzIyQkhNOnT1vU++qrr2jQoAF2dnbUqFGDmJgYrl27Zr4+c+ZMAgICcHR0xMvLi5deeonMzMwCxz137hyNGjWiV69eeX5eN0tJSaFNmzYAVKhQAYPBQEREBJB3qbOPjw+TJ08mPDwco9GIt7c3K1eu5Ny5c/To0QOj0UhgYCBJSUkWY3z33Xe0aNECe3t7vLy8GD58OJcuXSrS9yciIiIiIlIcipz49u7dm5ycHFauXGkuS0tLY/Xq1QwaNOiW7X/66SeWL1/Of//7X9auXcvu3bt56aWXzNcTEhKYMGECU6ZM4fDhw0ydOpXx48ezaNEicx0nJyfi4+M5dOgQs2fPZv78+bzzzjv5jrdv3z6aN29OaGgoc+bMwWAwFBhb06ZNmTVrFs7OzqSmppKamkpUVBQAERERJCUlsXLlSr7//ntMJhNdunQpNOG+2eXLl5kyZQqLFy9m69atXLx4kWeeecZ8fcuWLYSHhzNixAgOHTrEvHnziI+PZ8qUKeY6VlZWxMXFcfDgQRYtWsS3337L66+/nu94p0+fpkWLFtSrV4/PPvsMW1vbAmPz8vLi888/B+Do0aOkpqYye/bsAuu/8847NGvWjN27d9O1a1fCwsIIDw9nwIAB7Nq1i0ceeYTw8HDzHxmSk5Pp1KkTTz31FPv27eOTTz7hu+++IzIystDvLCsri4yMDItDRERERETkThU58bW3tyc0NJSFCxeayz766COqVatG69atb9n+ypUrLF68mPr169OyZUveffddli1bxm+//QbAxIkTmTFjBk8++STVq1fnySef5JVXXmHevHnmPsaNG0fTpk3x8fGhe/fuREVFsXz58jxjbdu2jdatWxMVFcXkyZNvGZuNjQ0uLi4YDAY8PT3x9PTEaDRy/PhxVq5cyQcffECLFi0ICgoiISGBM2fO8OWXX976SwOuXr3KnDlzaNKkCQ0bNmTRokVs27aN7du3AxATE8Po0aN59tlnqVGjBh06dGDSpEkW9z1y5EjatGmDj48Pbdu2ZfLkyfne99GjR2nWrBkhISEsXLgQa2vrQmOztrY2L2muVKkSnp6euLi4FFi/S5cuvPDCC/j6+jJhwgQyMjJo3LgxvXv3platWowaNYrDhw9z9uxZAGJjY+nfvz8jR47E19eXpk2bEhcXx+LFi7ly5UqB48TGxuLi4mI+vLy8Cr0PERERERGRwtzWM75DhgyhcePGnDlzhqpVqxIfH09EREShs6k3VKtWjapVq5rPmzRpQm5uLkePHsXJyYnk5GSee+45hgwZYq5z7do1i0Tsk08+IS4ujuTkZDIzM7l27RrOzs4W45w6dYoOHTowZcqUf7wr8eHDhylXrhyPPfaYuaxixYr4+flx+PDhIvVRrlw5GjdubD6vXbs2rq6uHD58mEcffZS9e/eydetWixnenJwcrly5wuXLl3FwcGDDhg3ExsZy5MgRMjIyuHbtmsV1gL/++osWLVoQGhrKrFmz/tF9FyQwMND82cPDA4CAgIA8ZWlpaXh6erJ371727dtHQkKCuY7JZCI3N5cTJ05Qp06dfMcZM2YMr776qvk8IyNDya+IiIiIiNyx20p8g4ODCQoKYvHixXTs2JGDBw+yevXqfxzEjedV58+fb5FkAuZZy++//57+/fsTExNDSEgILi4uLFu2jBkzZljUd3d3p0qVKixdupRBgwblSYzvNZmZmcTExPDkk0/muWZnZ0dKSgrdunXjxRdfZMqUKbi5ufHdd9/x3HPPkZ2dbU58bW1tad++PatWreK1116z+CNDcSlfvrz5840/duRXlpuba763F154geHDh+fpq1q1agWOY2trW+gSbRERERERkdtx27s6Dx48mFmzZnHmzBnat29f5Jm4U6dO8euvv1KlShUAfvjhB6ysrPDz88PDw4MqVarw888/079//3zbb9u2DW9vb8aOHWsuO3nyZJ569vb2rFq1ii5duhASEsK6detwcnK6ZXw2Njbk5ORYlNWpU4dr167x448/0rRpUwDOnz/P0aNHqVu3bpHu+9q1ayQlJfHoo48C15cjX7x40Tzb2aBBA44ePUrNmjXzbb9z505yc3OZMWMGVlbXV6bnt8zZysqKJUuWEBoaSps2bUhMTDR/17e6byDPvReHBg0acOjQoQLvTURERERE5G647ff4hoaG8ssvvzB//vwibWp1g52dHc8++yx79+5ly5YtDB8+nD59+uDp6Qlcf9Y1NjaWuLg4jh07xv79+1m4cCEzZ84EwNfXl1OnTrFs2TKSk5OJi4vjiy++yHcsR0dHVq9eTbly5ejcuXOhOyDf4OPjQ2ZmJhs3buT333/n8uXL+Pr60qNHD4YMGcJ3333H3r17GTBgAFWrVqVHjx5Fuu/y5cszbNgwfvzxR3bu3ElERASPP/64ORGeMGECixcvJiYmhoMHD3L48GGWLVvGuHHjAKhZsyZXr17l3Xff5eeff2bJkiW8//77+Y5lbW1NQkICQUFBtG3b1vz8dGG8vb0xGAysWrWKc+fOFem7KqpRo0axbds2IiMj2bNnD8ePH+err7665eZWIiIiIiIixem2E18XFxeeeuopjEYjPXv2LHK7mjVr8uSTT9KlSxc6duxIYGCgxeuKBg8ezAcffMDChQsJCAigVatWxMfHU716dQCeeOIJXnnlFSIjI6lfvz7btm1j/PjxBY5nNBr5+uuvMZlMdO3a9Zav0GnatClDhw6lb9++uLu789ZbbwGwcOFCGjZsSLdu3WjSpAkmk4k1a9ZYLPEtjIODA6NGjSI0NJRmzZphNBr55JNPzNdDQkJYtWoV69ato3Hjxjz++OO88847eHt7AxAUFMTMmTOZNm0a9erVIyEhgdjY2ALHK1euHEuXLsXf35+2bduSlpZWaHxVq1Y1b7Dl4eFRrElpYGAgmzdv5tixY7Ro0YLg4GAmTJhQpJloERERERGR4mIwFfaC2wK0a9cOf39/4uLiilQ/OjqaL7/8kj179tzuUPe1+Ph4Ro4cycWLF0s7lPtaRkbG9d2dRy7HytahxMdLebNriY8hIiIiIiK370ZukJ6eflv7Od3WM74XLlwgMTGRxMREi9lakbvhQEzIPb9ZmYiIiIiI3Htua6lzcHAwERERTJs2DT8/P3O5v78/RqMx3+PmV9mUps6dOxcY49SpU++ZPovb0KFDC4xx6NChpR2eiIiIiIhIibujpc5/d/LkSa5evZrvNQ8PjyLtqlzSzpw5w19//ZXvNTc3N9zc3O6JPotbWloaGRkZ+V5zdnamUqVKdzmi23enyxlERERERKRsudPcoFgSX5GSdLef8f07PfMrIiIiInJvuNPE97Z3dRYRERERERG5nyjxFRERERERkTJNiW8hDAYDX375ZWmH8Y/Fx8fj6upqPo+OjqZ+/fp3ZSwREREREZHSpsS3EKmpqXTu3Lm0wyh2UVFRbNy40XweERFBz549Sy8gERERERGREnRb7/F90Hh6epZ2CCXixuuMREREREREHgT3zYzvuXPn8PT0tHg/7rZt27CxsbGYvczPjaW9CxYsoFq1ahiNRl566SVycnJ466238PT0pFKlSkyZMsWi3c1LnVNSUjAYDKxYsYI2bdrg4OBAUFAQ33//fZHiP3/+PP369aNq1ao4ODgQEBDA0qVLLeq0bt2aYcOGMXLkSCpUqICHhwfz58/n0qVLDBw4ECcnJ2rWrMnXX39tbpOYmIjBYGD16tUEBgZiZ2fH448/zoEDB275fdz4vGjRIr766isMBgMGg4HExERzvxcvXjS327NnDwaDgZSUFHNZfHw81apVw8HBgV69enH+/Pk843311Vc0aNAAOzs7atSoQUxMDNeuXSswvqysLDIyMiwOERERERGRO3XfJL7u7u4sWLCA6OhokpKS+PPPPwkLCyMyMpJ27drdsn1ycjJff/01a9euZenSpXz44Yd07dqVX375hc2bNzNt2jTGjRvHjz/+WGg/Y8eOJSoqij179lCrVi369etXaBJ3w5UrV2jYsCGrV6/mwIEDPP/884SFhbF9+3aLeosWLeKhhx5i+/btDBs2jBdffJHevXvTtGlTdu3aRceOHQkLC+Py5csW7V577TVmzJjBjh07cHd3p3v37gW+W/lmUVFR9OnTh06dOpGamkpqaipNmza9ZTuAH3/8keeee47IyEj27NlDmzZtmDx5skWdLVu2EB4ezogRIzh06BDz5s0jPj4+zx8ZbhYbG4uLi4v58PLyKlI8IiIiIiIi+blvEl+ALl26MGTIEPr378/QoUNxdHQkNja2SG1zc3NZsGABdevWpXv37rRp04ajR48ya9Ys/Pz8GDhwIH5+fmzatKnQfqKioujatSu1atUiJiaGkydP8tNPP91y/KpVqxIVFUX9+vWpUaMGw4YNo1OnTixfvtyiXlBQEOPGjcPX15cxY8ZgZ2fHQw89xJAhQ/D19WXChAmcP3+effv2WbSbOHEiHTp0ICAggEWLFnH27Fm++OKLW8ZlNBqxt7fH1tYWT09PPD09sbGxuWU7gNmzZ9OpUydef/11atWqxfDhwwkJCbGoExMTw+jRo3n22WepUaMGHTp0YNKkScybN6/AfseMGUN6err5OH36dJHiERERERERyc9994zv9OnTqVevHp9++ik7d+7E1ta2SO18fHxwcnIyn3t4eGBtbY2VlZVFWVpaWqH9BAYGmj9XrlwZgLS0NGrXrl1ou5ycHKZOncry5cs5c+YM2dnZZGVl4eDgUGD/1tbWVKxYkYCAAIsYb4x5syZNmpg/u7m54efnx+HDhwuN6Z86fPgwvXr1yhPH2rVrzed79+5l69atFjO8OTk5XLlyhcuXL+e5fwBbW9si/1xFRERERERu5b5LfJOTk/n111/Jzc0lJSXFIiksTPny5S3ODQZDvmW5ublF7sdgMADcsg3A22+/zezZs5k1axYBAQE4OjoycuRIsrOzbyvO2xnzn7jxBwGTyWQuK8rS6b/LzMwkJiaGJ598Ms81Ozu7Ow9QRERERESkiO6rxDc7O5sBAwbQt29f/Pz8GDx4MPv376dSpUqlHdotbd26lR49ejBgwADgeuJ67Ngx6tatWyz9//DDD1SrVg2ACxcucOzYMerUqVOktjY2NuTk5FiUubu7A9df6VShQgXg+uZWN6tTp06eZ6J/+OEHi/MGDRpw9OhRatasWeR7ERERERERKU73VeI7duxY0tPTiYuLw2g0smbNGgYNGsSqVatKO7Rb8vX15bPPPmPbtm1UqFCBmTNncvbs2WJLfN944w0qVqyIh4cHY8eO5aGHHiryu3l9fHz45ptvOHr0KBUrVsTFxYWaNWvi5eVFdHQ0U6ZM4dixY8yYMcOi3fDhw2nWrBnTp0+nR48efPPNNxbLnAEmTJhAt27dqFatGk8//TRWVlbs3buXAwcO5NkIS0REREREpCTcN5tbJSYmMmvWLJYsWYKzszNWVlYsWbKELVu2MHfu3NIO75bGjRtHgwYNCAkJoXXr1nh6ehY5MS2KN998kxEjRtCwYUN+++03/vvf/xZ5k6ohQ4bg5+dHo0aNcHd3Z+vWrZQvX56lS5dy5MgRAgMDmTZtWp5E9fHHH2f+/PnMnj2boKAg1q1bx7hx4yzqhISEsGrVKtatW0fjxo15/PHHeeedd/D29i62excRERERESmMwXTzQ5xy30lMTKRNmzZcuHABV1fX0g6nRGRkZODi4kJ6ejrOzs6lHY6IiIiIiJSSO80N7psZXxEREREREZE7USYSX39/f4xGY75HQkLCXYmhc+fOBcYwderUuxKDiIiIiIiI5FUmljqfPHmywFfteHh4WLy/t6ScOXOGv/76K99rbm5uuLm5lXgMZZWWOouIiIiICNx5bnBf7epckHtho6SqVauWdghlXr2J32Bl63DXx015s+tdH1NERERERIpPmVjqLCIiIiIiIlIQJb5AfHx8qeyInJiYiMFg4OLFi7esW1ox3imDwcCXX35Z2mGIiIiIiIgo8QXo27cvx44dK+0wSkVKSgoGg4E9e/YUa7+pqal07ty5WPsUERERERG5E2XiGd9/yt7eHnt7+9IO467Lzs4usb49PT1LrG8REREREZHbcV/N+C5evJiKFSuSlZVlUd6zZ0/CwsIKbbt3717atGmDk5MTzs7ONGzYkKSkJCD/ZcSTJ0+mUqVKODk5MXjwYEaPHk39+vXN1yMiIujZsyfTp0+ncuXKVKxYkZdfftlid+klS5bQqFEjnJyc8PT0JDQ0lLS0tH/2Jfz/zp07R6NGjejVqxdZWVm0bt2akSNHWtTp2bMnERER5nMfHx8mTZpEeHg4zs7OPP/881SvXh2A4OBgDAYDrVu3BiA3N5c33niDhx9+GFtbW+rXr8/atWvNfWVnZxMZGUnlypWxs7PD29ub2NhY8/Wblzrfqq6IiIiIiEhJuq8S3969e5OTk8PKlSvNZWlpaaxevZpBgwYV2rZ///48/PDD7Nixg507dzJ69GjKly+fb92EhASmTJnCtGnT2LlzJ9WqVWPu3Ll56m3atInk5GQ2bdrEokWLiI+PJz4+3nz96tWrTJo0ib179/Lll1+SkpJikYjeqdOnT9OiRQvq1avHZ599hq2tbZHbTp8+naCgIHbv3s348ePZvn07ABs2bCA1NZUVK1YAMHv2bGbMmMH06dPZt28fISEhPPHEExw/fhyAuLg4Vq5cyfLlyzl69CgJCQn4+PjkO+bt1AXIysoiIyPD4hAREREREblT99VSZ3t7e0JDQ1m4cCG9e/cG4KOPPqJatWrmmcqCnDp1itdee43atWsD4OvrW2Ddd999l+eee46BAwcCMGHCBNatW0dmZqZFvQoVKjBnzhysra2pXbs2Xbt2ZePGjQwZMgTAIhmvUaMGcXFxNG7cmMzMTIxG423fP8DRo0fp0KEDvXr1YtasWRgMhttq37ZtW/71r3+Zz62trQGoWLGixfLk6dOnM2rUKJ555hkApk2bxqZNm5g1axb//ve/OXXqFL6+vjRv3hyDwVDoK6Vupy5AbGwsMTExt3VfIiIiIiIiBbmvZnwBhgwZwrp16zhz5gxwfZlyRETELRPAV199lcGDB9O+fXvefPNNkpOTC6x79OhRHn30UYuyv58D+Pv7mxNHgMqVK1ssZd65cyfdu3enWrVqODk50apVK+B6Ingn/vrrL1q0aMGTTz7J7NmzbzvpBWjUqNEt62RkZPDrr7/SrFkzi/JmzZpx+PBh4PpS7z179uDn58fw4cNZt25dgf3dTl2AMWPGkJ6ebj5Onz5dhDsTERERERHJ332X+AYHBxMUFMTixYvZuXMnBw8eLNLy4ejoaA4ePEjXrl359ttvqVu3Ll988cU/iuXvS6UNBgO5ubkAXLp0iZCQEJydnUlISGDHjh3m8e50UylbW1vat2/PqlWrzIn/DVZWVphMJouym583vsHR0fGOxv67Bg0acOLECSZNmsRff/1Fnz59ePrpp/9xXbh+n87OzhaHiIiIiIjInbrvEl+AwYMHEx8fz8KFC2nfvj1eXl5FalerVi1eeeUV1q1bx5NPPsnChQvzrefn58eOHTssyv5+fitHjhzh/PnzvPnmm7Ro0YLatWv/442trKysWLJkCQ0bNqRNmzb8+uuv5mvu7u6kpqaaz3Nycjhw4MAt+7SxsTHXv8HZ2ZkqVaqwdetWi7pbt26lbt26FvX69u3L/Pnz+eSTT/j888/5448/8h3nduqKiIiIiIgUp/sy8Q0NDeWXX35h/vz5t9zUCq4vEY6MjCQxMZGTJ0+ydetWduzYQZ06dfKtP2zYMD788EMWLVrE8ePHmTx5Mvv27butpcXVqlXDxsaGd999l59//pmVK1cyadKkIrcviLW1NQkJCQQFBdG2bVt+++034Pqzu6tXr2b16tUcOXKEF198kYsXL96yv0qVKmFvb8/atWs5e/Ys6enpALz22mtMmzaNTz75hKNHjzJ69Gj27NnDiBEjAJg5cyZLly7lyJEjHDt2jE8//RRPT888u2Pfbl0REREREZHidl8mvi4uLjz11FMYjUZ69ux5y/rW1tacP3+e8PBwatWqRZ8+fejcuXOBGyj179+fMWPGEBUVZV6mGxERgZ2dXZFjdHd3Jz4+nk8//ZS6devy5ptvMn369CK3L0y5cuVYunQp/v7+tG3blrS0NAYNGsSzzz5LeHg4rVq1okaNGrRp06ZIfcXFxTFv3jyqVKlCjx49ABg+fDivvvoq//rXvwgICGDt2rWsXLnSvCmYk5MTb731Fo0aNaJx48akpKSwZs0arKzy/krdTl0REREREZHiZjD9/cHQ+0S7du3w9/cnLi7urozXoUMHPD09WbJkyV0ZT/6fjIwMXFxc8Bq5HCtbh7s+fsqbXe/6mCIiIiIikteN3CA9Pf229gK6r15nBHDhwgUSExNJTEzkvffeK5ExLl++zPvvv09ISAjW1tYsXbqUDRs2sH79+hIZT4rmQEyINroSEREREZHbdt+tNQ0ODiYiIoJp06bh5+dnLvf398doNOZ7JCQk3NYYBoOBNWvW0LJlSxo2bMh///tfPv/8c9q3b1/ct2PWuXPnAuOfOnVqiY0rIiIiIiJS1t23S53/7uTJk/m+vgfAw8MDJyenuxzR7Tlz5gx//fVXvtfc3Nxwc3O7yxHdO+50OYOIiIiIiJQtD8xS54J4e3uXdgj/SNWqVUs7BBERERERkTKpzCS+UvbVm/hNqWxudYM2uRIRERERuT/dd8/4ioiIiIiIiNwOJb5yS//5z3/w8vLCysqKWbNmFVgmIiIiIiJyL1LiK4XKyMggMjKSUaNGcebMGZ5//vl8y1q3bs3IkSMt2p4/f55OnTpRpUoVbG1t8fLyIjIykoyMjNK5GREREREReSAp8ZVCnTp1iqtXr9K1a1cqV66Mg4NDvmX5sbKyokePHqxcuZJjx44RHx/Phg0bGDp06F2+CxEREREReZAp8X0AnDt3Dk9PT4v3AW/btg0bGxs2btxYYLv4+HgCAgIAqFGjBgaDId+yiIgINm/ezOzZszEYDBgMBlJSUqhQoQIvvvgijRo1wtvbm3bt2vHSSy+xZcuWkr1hERERERGRm2hX5weAu7s7CxYsoGfPnnTs2BE/Pz/CwsKIjIykXbt2Bbbr27cvXl5etG/fnu3bt+Pl5YWTk1OeMnt7e44dO0a9evV44403zGP+3a+//sqKFSto1apVofFmZWWRlZVlPtfSaBERERER+Sc04/uA6NKlC0OGDKF///4MHToUR0dHYmNjC21jb29PxYoVgeuJrKenJ46OjnnKXFxcsLGxwcHBAU9PTzw9PbG2tjb3069fPxwcHKhatSrOzs588MEHhY4bGxuLi4uL+fDy8vqHdy8iIiIiIg8yJb4PkOnTp3Pt2jU+/fRTEhISsLW1vSvjvvPOO+zatYuvvvqK5ORkXn311ULrjxkzhvT0dPNx+vTpuxKniIiIiIiUTVrq/ABJTk7m119/JTc3l5SUFPOzuiXtxixw7dq1cXNzo0WLFowfP57KlSvnW9/W1vauJeUiIiIiIlL2KfF9QGRnZzNgwAD69u2Ln58fgwcPZv/+/VSqVKlY+rexsSEnJ+eW9XJzcwEsnuEVEREREREpSUp8HxBjx44lPT2duLg4jEYja9asYdCgQaxatapY+vfx8eHHH38kJSUFo9GIm5sba9eu5ezZszRu3Bij0cjBgwd57bXXaNasGT4+PsUyroiIiIiIyK3oGd8HQGJiIrNmzWLJkiU4OztjZWXFkiVL2LJlC3Pnzi2WMaKiorC2tqZu3bq4u7tz6tQp7O3tmT9/Ps2bN6dOnTq88sorPPHEE8WWbIuIiIiIiBSFwWQymUo7CJHCZGRkXN/deeRyrGwdSi2OlDe7ltrYIiIiIiLy/3KD9PR0nJ2di9xOS53lvnEgJuS2frlFRERERERAS50feP7+/hiNxnyPhISE0g5PRERERETkH9OM7wNuzZo1XL16Nd9rHh4edzkaERERERGR4qfE9wHn7e1d2iEUWb2J3+gZXxERERERuW1a6iwiIiIiIiJlmhJfERERERERKdOU+D4AWrduzciRI83nPj4+zJo1666MJSIiIiIiUtr0jO8DaMeOHTg6OprPDQYDX3zxBT179iy9oEREREREREqIEt8HkLu7e2mHICIiIiIictfcN0udz507h6enJ1OnTjWXbdu2DRsbGzZu3Fho2+TkZHr06IGHhwdGo5HGjRuzYcMG8/X/+7//47HHHsvTLigoiDfeeAOAa9euMXz4cFxdXalYsSKjRo3i2WefLfIs6dq1a2nevLm5fbdu3UhOTjZfT0lJwWAwsHz5clq0aIG9vT2NGzfm2LFj7Nixg0aNGmE0GuncuTPnzp0zt4uIiKBnz57ExMTg7u6Os7MzQ4cOJTs7u8BYbl7q7OPjA0CvXr0wGAzm8xv93mzkyJG0bt3afH7p0iXCw8MxGo1UrlyZGTNm5BkrKyuLqKgoqlatiqOjI4899hiJiYmFfldZWVlkZGRYHCIiIiIiInfqvkl83d3dWbBgAdHR0SQlJfHnn38SFhZGZGQk7dq1K7RtZmYmXbp0YePGjezevZtOnTrRvXt3Tp06BUD//v3Zvn27RSJ68OBB9u3bR2hoKADTpk0jISGBhQsXsnXrVjIyMvjyyy+LHP+lS5d49dVXSUpKYuPGjVhZWdGrVy9yc3Mt6k2cOJFx48axa9cuypUrR2hoKK+//jqzZ89my5Yt/PTTT0yYMMGizcaNGzl8+DCJiYksXbqUFStWEBMTU6S4duzYAcDChQtJTU01nxfFa6+9xubNm/nqq69Yt24diYmJ7Nq1y6JOZGQk33//PcuWLWPfvn307t2bTp06cfz48QL7jY2NxcXFxXx4eXkVOSYREREREZG/u6+WOnfp0oUhQ4bQv39/GjVqhKOjI7GxsbdsFxQURFBQkPl80qRJfPHFF6xcuZLIyEj8/f0JCgri448/Zvz48QAkJCTw2GOPUbNmTQDeffddxowZQ69evQCYM2cOa9asKXLsTz31lMX5ggULcHd359ChQ9SrV89cHhUVRUhICAAjRoygX79+bNy4kWbNmgHw3HPPER8fb9GXjY0NCxYswMHBAX9/f9544w1ee+01Jk2ahJVV4X/buLHs2dXVFU9PzyLfT2ZmJh9++CEfffSR+Q8PixYt4uGHHzbXOXXqFAsXLuTUqVNUqVLFfH9r165l4cKFFrP3NxszZgyvvvqq+TwjI0PJr4iIiIiI3LH7Zsb3hunTp3Pt2jU+/fRTEhISsLW1vWWbzMxMoqKiqFOnDq6urhiNRg4fPmye8YXrs74ff/wxACaTiaVLl9K/f38A0tPTOXv2LI8++qi5vrW1NQ0bNixy3MePH6dfv37UqFEDZ2dn85Lim2MACAwMNH/28PAAICAgwKIsLS3Nok1QUBAODg7m8yZNmpCZmcnp06eLHN/tSk5OJjs722KJuJubG35+fubz/fv3k5OTQ61atTAajeZj8+bNFrPrf2dra4uzs7PFISIiIiIicqfuqxlfuJ5w/frrr+Tm5pKSkmKRFBYkKiqK9evXM336dGrWrIm9vT1PP/20xXOw/fr1Y9SoUezatYu//vqL06dP07dv32KLu3v37nh7ezN//nyqVKlCbm4u9erVy/Msbvny5c2fDQZDvmV/Xx5dEqysrDCZTBZlV69eva0+MjMzsba2ZufOnVhbW1tcMxqN/zhGERERERGRorivEt/s7GwGDBhA37598fPzY/Dgwezfv59KlSoV2m7r1q1ERESYlylnZmaSkpJiUefhhx+mVatWJCQk8Ndff9GhQwdzvy4uLnh4eLBjxw5atmwJQE5ODrt27aJ+/fq3jPv8+fMcPXqU+fPn06JFCwC+++6727z7gu3du5e//voLe3t7AH744QeMRmORlweXL1+enJwcizJ3d3cOHDhgUbZnzx5zEv7II49Qvnx5fvzxR6pVqwbAhQsXOHbsGK1atQIgODiYnJwc0tLSzPctIiIiIiJyt91XS53Hjh1Leno6cXFxjBo1ilq1ajFo0KBbtvP19WXFihXs2bOHvXv3Ehoamu+saf/+/Vm2bBmffvqpeZnzDcOGDSM2NpavvvqKo0ePMmLECC5cuGCelS1MhQoVqFixIv/5z3/46aef+Pbbby2eYf2nsrOzee655zh06BBr1qxh4sSJREZG3vL53ht8fHzYuHEjv/32GxcuXACgbdu2JCUlsXjxYo4fP87EiRMtEmGj0chzzz3Ha6+9xrfffsuBAweIiIiwGLNWrVr079+f8PBwVqxYwYkTJ9i+fTuxsbGsXr262O5fRERERESkMPdN4puYmMisWbNYsmQJzs7OWFlZsWTJErZs2cLcuXMLbTtz5kwqVKhA06ZN6d69OyEhITRo0CBPvaeffprz589z+fLlPK/yGTVqFP369SM8PJwmTZpgNBoJCQnBzs7ulrFbWVmxbNkydu7cSb169XjllVd4++23b+v+C9OuXTt8fX1p2bIlffv25YknniA6OrrI7WfMmMH69evx8vIiODgYgJCQEMaPH8/rr79O48aN+fPPPwkPD7do9/bbb9OiRQu6d+9O+/btad68eZ7nnhcuXEh4eDj/+te/8PPzo2fPnuzYscM8SywiIiIiIlLSDKa/P8gpRZKbm0udOnXo06cPkyZNKrU4IiIiuHjx4m29Wul+k5GRgYuLC+np6droSkRERETkAXanucF99YxvaTp58iTr1q2jVatWZGVlMWfOHE6cOGF+z6+IiIiIiIjcm+6bpc6F8ff3t3hdzs1HQkJCsYxhZWVFfHw8jRs3plmzZuzfv58NGzZQp04dTp06VeD4RqMxzyuLRERERERE5O4pE0udT548WeCrdjw8PHBycirR8a9du5Znl+ib+fj4UK6cJtfvlJY6i4iIiIgIPOBLnb29vUt1/HLlylGzZs1SjeFBUG/iN1jZOpR2GKS82bW0QxARERERkdtQJpY6i4iIiIiIiBREie8DID4+HldXV/N5dHQ09evXvytjiYiIiIiIlDYlvg+gqKgoNm7caD6PiIjI895iERERERGRsqJMPON7u7Kzs7GxsSntMErNjd2mRUREREREHgT3zYzvuXPn8PT0ZOrUqeaybdu2YWNjYzF7mZ8bS3s/+OADqlevjp2dHQAGg4F58+bRrVs3HBwcqFOnDt9//z0//fQTrVu3xtHRkaZNm5KcnGzua+/evbRp0wYnJyecnZ1p2LAhSUlJt4z//Pnz9OvXj6pVq+Lg4EBAQABLly61qNO6dWuGDRvGyJEjqVChAh4eHsyfP59Lly4xcOBAnJycqFmzJl9//bW5TWJiIgaDgdWrVxMYGIidnR2PP/44Bw4cuOX3cePzokWL+OqrrzAYDBgMBhITE839Xrx40dxuz549GAwGix2s4+PjqVatGg4ODvTq1Yvz58/nGe+rr76iQYMG2NnZUaNGDWJiYrh27dotvzMREREREZHicN8kvu7u7ixYsIDo6GiSkpL4888/CQsLIzIyknbt2t2y/U8//cTnn3/OihUr2LNnj7l80qRJhIeHs2fPHmrXrk1oaCgvvPACY8aMISkpCZPJRGRkpLl+//79efjhh9mxYwc7d+5k9OjRlC9f/pbjX7lyhYYNG7J69WoOHDjA888/T1hYGNu3b7eot2jRIh566CG2b9/OsGHDePHFF+nduzdNmzZl165ddOzYkbCwMC5fvmzR7rXXXmPGjBns2LEDd3d3unfvXuArnm4WFRVFnz596NSpE6mpqaSmptK0adNbtgP48ccfee6554iMjGTPnj20adOGyZMnW9TZsmUL4eHhjBgxgkOHDjFv3jzi4+OZMmVKgf1mZWWRkZFhcYiIiIiIiNyp+ybxBejSpQtDhgyhf//+DB06FEdHR2JjY4vUNjs7m8WLFxMcHExgYKC5fODAgfTp04datWoxatQoUlJS6N+/PyEhIdSpU4cRI0aQmJhorn/q1Cnat29P7dq18fX1pXfv3gQFBd1y/KpVqxIVFUX9+vWpUaMGw4YNo1OnTixfvtyiXlBQEOPGjcPX15cxY8ZgZ2fHQw89xJAhQ/D19WXChAmcP3+effv2WbSbOHEiHTp0ICAggEWLFnH27Fm++OKLW8ZlNBqxt7fH1tYWT09PPD09i7wMfPbs2XTq1InXX3+dWrVqMXz4cEJCQizqxMTEMHr0aJ599llq1KhBhw4dmDRpEvPmzSuw39jYWFxcXMyHl5dXkeIRERERERHJz32V+AJMnz6da9eu8emnn5KQkICtrW2R2nl7e+Pu7p6n/OYk2MPDA4CAgACLsitXrphnHV999VUGDx5M+/btefPNNy2WQRcmJyeHSZMmERAQgJubG0ajkW+++YZTp04VGI+1tTUVK1bMEw9AWlqaRbsmTZqYP7u5ueHn58fhw4eLFNudOnz4MI899liBccD1peFvvPGG+blio9HIkCFDSE1NzTNrfcOYMWNIT083H6dPny6xexARERERkbLvvkt8k5OT+fXXX8nNzbV41vRWHB0d8y2/eZmywWAosCw3Nxe4/kzswYMH6dq1K99++y1169Yt0szq22+/zezZsxk1ahSbNm1iz549hISEkJ2dXWA8N8YvLJ6SYmV1/VfDZDKZy4qydPrvMjMziYmJYc+ePeZj//79HD9+3Pys9d/Z2tri7OxscYiIiIiIiNyp+2pX5+zsbAYMGEDfvn3x8/Nj8ODB7N+/n0qVKt3VOGrVqkWtWrV45ZVX6NevHwsXLqRXr16Fttm6dSs9evRgwIABwPXE9dixY9StW7dYYvrhhx+oVq0aABcuXODYsWPUqVOnSG1tbGzIycmxKLsxO56amkqFChUALJ6NBqhTpw4//vhjnjhu1qBBA44ePUrNmjWLfC8iIiIiIiLF6b6a8R07dizp6enExcUxatQoatWqxaBBg+7a+H/99ReRkZEkJiZy8uRJtm7dyo4dO4qUYPr6+rJ+/Xq2bdvG4cOHeeGFFzh79myxxfbGG2+wceNGDhw4QEREBA899FCR383r4+PDvn37OHr0KL///jtXr16lZs2aeHl5ER0dzfHjx1m9ejUzZsywaDd8+HDWrl3L9OnTOX78OHPmzGHt2rUWdSZMmMDixYuJiYnh4MGDHD58mGXLljFu3LjiunUREREREZFC3TeJb2JiIrNmzWLJkiU4OztjZWXFkiVL2LJlC3Pnzr0rMVhbW3P+/HnCw8OpVasWffr0oXPnzsTExNyy7bhx42jQoAEhISG0bt0aT0/PIiemRfHmm28yYsQIGjZsyG+//cZ///vfIm9SNWTIEPz8/GjUqBHu7u5s3bqV8uXLs3TpUo4cOUJgYCDTpk3Ls2Pz448/zvz585k9ezZBQUGsW7cuT0IbEhLCqlWrWLduHY0bN+bxxx/nnXfewdvbu9juXUREREREpDAG080Pccp9JzExkTZt2nDhwgVcXV1LO5wSkZGRcX1355HLsbJ1KO1wSHmza2mHICIiIiLyQLqRG6Snp9/WXkD31TO+8mA7EBOija5EREREROS23TdLnQvj7+9v8bqcm4+EhIS7EkPnzp0LjGHq1Kl3JQYRERERERHJq0wsdT558mSBr9rx8PDAycmpxGM4c+YMf/31V77X3NzccHNzK/EYyqo7Xc4gIiIiIiJlywO91Ple2CipatWqpR1CmVdv4jf3xDO+N+hZXxERERGR+0OZWOosIiIiIiIiUhAlviIiIiIiIlKmKfG9B/3nP//By8sLKysrZs2aVaQ2Pj4+FnUNBgNffvnlHccQERFRrO8ZFhERERERKS1l4hnfsiQjI4PIyEhmzpzJU089hYuLS4mOl5KSQvXq1dm9ezf169c3l8+ePZsysO+ZiIiIiIiIEt97zalTp7h69Spdu3alcuXKpRZHSSfcIiIiIiIid4uWOpeAxYsXU7FiRbKysizKe/bsSVhYWIHt4uPjCQgIAKBGjRoYDAZSUlJITk6mR48eeHh4YDQaady4MRs2bCiWWKtXrw5AcHAwBoOB1q1bA3mXOrdu3Zphw4YxcuRIKlSogIeHB/Pnz+fSpUsMHDgQJycnatasyddff23R/4EDB8zvOPbw8CAsLIzff/+9WGIXEREREREpCiW+JaB3797k5OSwcuVKc1laWhqrV69m0KBBBbbr27evOaHdvn07qampeHl5kZmZSZcuXdi4cSO7d++mU6dOdO/enVOnTv3jWLdv3w7Ahg0bSE1NZcWKFQXWXbRoEQ899BDbt29n2LBhvPjii/Tu3ZumTZuya9cuOnbsSFhYGJcvXwbg4sWLtG3bluDgYJKSkli7di1nz56lT58+hcaUlZVFRkaGxSEiIiIiInKnlPiWAHt7e0JDQ1m4cKG57KOPPqJatWrmGdWC2lWsWBEAd3d3PD09sba2JigoiBdeeIF69erh6+vLpEmTeOSRRywS6zvl7u4OQMWKFfH09MTNza3AukFBQYwbNw5fX1/GjBmDnZ0dDz30EEOGDMHX15cJEyZw/vx59u3bB8CcOXMIDg5m6tSp1K5dm+DgYBYsWMCmTZs4duxYgePExsbi4uJiPry8vP7xfYqIiIiIyINLiW8JGTJkCOvWrePMmTPA9WXMERERGAyG2+4rMzOTqKgo6tSpg6urK0ajkcOHDxfLjO/tCAwMNH+2tramYsWK5qXZAB4eHsD12W2AvXv3smnTJoxGo/moXbs2AMnJyQWOM2bMGNLT083H6dOnS+J2RERERETkAaHNrUpIcHAwQUFBLF68mI4dO3Lw4EFWr159R31FRUWxfv16pk+fTs2aNbG3t+fpp58mOzu7mKMuXPny5S3ODQaDRdmNpD43Nxe4nrB3796dadOm5emrsI27bG1tsbW1LY6QRURERERElPiWpMGDBzNr1izOnDlD+/bt73jJ7tatW4mIiKBXr17A9YQyJSWlWGK0sbEBICcnp1j6u1mDBg34/PPP8fHxoVw5/aqJiIiIiEjp0FLnEhQaGsovv/zC/PnzC93U6lZ8fX1ZsWIFe/bsYe/evYSGhppnVf+pSpUqYW9vb954Kj09vVj6BXj55Zf5448/6NevHzt27CA5OZlvvvmGgQMHlkiiLSIiIiIikh8lviXIxcWFp556CqPRaPFqoNs1c+ZMKlSoQNOmTenevTshISE0aNCgWGIsV64ccXFxzJs3jypVqtCjR49i6RegSpUqbN26lZycHDp27EhAQAAjR47E1dUVKyv96omIiIiIyN1hMJlMptIOoixr164d/v7+xMXFlXYo962MjIzruzuPXI6VrUNph2OW8mbX0g5BREREROSBciM3SE9Px9nZucjt9OBlCblw4QKJiYkkJiby3nvvlXY4ZcKBmJDb+uUWEREREREBLXUuMcHBwURERDBt2jT8/PzM5f7+/hav97n5SEhIKPY4pk6dWuB4nTt3LvbxRERERERE7jVa6nyXnTx5kqtXr+Z7zcPDAycnp2Id748//uCPP/7I95q9vT1Vq1Yt1vFKwp0uZxARERERkbJFS53vE97e3nd1PDc3N9zc3O7qmCWl3sRv9IyviIiIiIjcNi11FhERERERkTJNiW8Zl5KSgsFgYM+ePQAkJiZiMBi4ePFiiY8lIiIiIiJyL1Di+4Bp2rQpqampuLi4ABAfH4+rq2vpBiUiIiIiIlKC9IzvA8bGxgZPT8/SDkNEREREROSuuSdnfM+dO4enpydTp041l23btg0bGxs2btxYaNvo6Gjq16/PggULqFatGkajkZdeeomcnBzeeustPD09qVSpElOmTLFoN3PmTAICAnB0dMTLy4uXXnqJzMxM8/VBgwYRGBhIVlYWANnZ2QQHBxMeHl6kexo1ahS1atXCwcGBGjVqMH78eIvdne80boPBwNy5c+ncuTP29vbUqFGDzz77rMA4bl7qnJiYyMCBA0lPT8dgMGAwGIiOjjb3++WXX1q0dXV1JT4+3ny+fft2goODsbOzo1GjRuzevTvPeAcOHKBz584YjUY8PDwICwvj999/L9J3JiIiIiIiUhzuycTX3d2dBQsWEB0dTVJSEn/++SdhYWFERkbSrl27W7ZPTk7m66+/Zu3atSxdupQPP/yQrl278ssvv7B582amTZvGuHHj+PHHH81trKysiIuL4+DBgyxatIhvv/2W119/3Xw9Li6OS5cuMXr0aADGjh3LxYsXmTNnTpHuycnJifj4eA4dOsTs2bOZP38+77zzzj+OG2D8+PE89dRT7N27l/79+/PMM89w+PDhW8bUtGlTZs2ahbOzM6mpqaSmphIVFVWk+8nMzKRbt27UrVuXnTt3Eh0dnaftxYsXadu2LcHBwSQlJbF27VrOnj1Lnz59Cu07KyuLjIwMi0NERERERORO3bNLnbt06cKQIUPo378/jRo1wtHRkdjY2CK1zc3NZcGCBTg5OVG3bl3atGnD0aNHWbNmDVZWVvj5+TFt2jQ2bdrEY489BsDIkSPN7X18fJg8eTJDhw7lvffeA8BoNPLRRx/RqlUrnJycmDVrFps2bSryu6PGjRtn0X9UVBTLli2zSK7vJG6A3r17M3jwYAAmTZrE+vXreffdd82xF8TGxgYXFxcMBsNtL3/++OOPyc3N5cMPP8TOzg5/f39++eUXXnzxRXOdOXPmEBwcbDFzv2DBAry8vDh27Bi1atXKt+/Y2FhiYmJuKx4REREREZGC3LOJL8D06dOpV68en376KTt37sTW1rZI7Xx8fHBycjKfe3h4YG1tjZWVlUVZWlqa+XzDhg3ExsZy5MgRMjIyuHbtGleuXOHy5cs4OFx/d2yTJk2Iiopi0qRJjBo1iubNmxf5Xj755BPi4uJITk4mMzOTa9eu5Uma7yTuG3H9/bykd1Y+fPgwgYGB2NnZFRjH3r172bRpE0ajMU/75OTkAhPfMWPG8Oqrr5rPMzIy8PLyKqbIRURERETkQXNPLnW+ITk5mV9//ZXc3FxSUlKK3K58+fIW5waDId+y3Nxc4PpreLp160ZgYCCff/45O3fu5N///jdw/VneG3Jzc9m6dSvW1tb89NNPRY7n+++/p3///nTp0oVVq1axe/duxo4da9H3ncRdkgwGAyaTyaLs5meSiyIzM5Pu3buzZ88ei+P48eO0bNmywHa2trY4OztbHCIiIiIiInfqnp3xzc7OZsCAAfTt2xc/Pz8GDx7M/v37qVSpUrGPtXPnTnJzc5kxY4Z5dnX58uV56r399tscOXKEzZs3ExISwsKFCxk4cOAt+9+2bRve3t6MHTvWXHby5Mlii/+HH36w2GTrhx9+IDg4uEhtbWxsyMnJyVPu7u5Oamqq+fz48eNcvnzZfF6nTh2WLFnClStXzLO+P/zwg0UfDRo04PPPP8fHx4dy5e7ZXzURERERESnj7tkZ37Fjx5Kenk5cXJx5R+RBgwaVyFg1a9bk6tWrvPvuu/z8888sWbKE999/36LO7t27mTBhAh988AHNmjVj5syZjBgxgp9//vmW/fv6+nLq1CmWLVtGcnIycXFxfPHFF8UW/6effsqCBQs4duwYEydOZPv27URGRhaprY+PD5mZmWzcuJHff//dnNy2bduWOXPmsHv3bpKSkhg6dKjF7HNoaCgGg4EhQ4Zw6NAh1qxZw/Tp0y36fvnll/njjz/o168fO3bsIDk5mW+++YaBAwfmm2yLiIiIiIiUhHsy8U1MTGTWrFksWbIEZ2dnrKysWLJkCVu2bGHu3LnFPl5QUBAzZ85k2rRp1KtXj4SEBIuNtK5cucKAAQOIiIige/fuADz//PO0adOGsLCwWyZxTzzxBK+88gqRkZHUr1+fbdu2MX78+GKLPyYmhmXLlhEYGMjixYtZunQpdevWLVLbpk2bMnToUPr27Yu7uztvvfUWADNmzMDLy4sWLVoQGhpKVFSU+VlnuL7Z13//+1/2799PcHAwY8eOZdq0aRZ9V6lSha1bt5KTk0PHjh0JCAhg5MiRuLq6Wjy3LCIiIiIiUpIMpr8/yCn3FYPBwBdffEHPnj1LO5QSk5GRgYuLC14jl2Nl63DrBndJyptdSzsEEREREZEHyo3cID09/bb2AtKDl3LfOBAToo2uRERERETktt136039/f0xGo35HgkJCaUS09SpUwuMqXPnzqUSk4iIiIiIiFx33y11PnnyZIGv1fHw8LB4D+7d8scff/DHH3/ke83e3p6qVave5YjKljtdziAiIiIiImXLA7PU2dvbu7RDyMPNzQ03N7fSDkNERERERETycd8lvvLgqjfxm3tqcyvQBlciIiIiIveD++4ZXxEREREREZHbUSYT3/j4eFxdXe/6uImJiRgMBi5evHhP9CMiIiIiIiJlNPHt27cvx44dK+0wRERERERE5B5QJp/xtbe3x97evrTDEBERERERkXtAqc74Ll68mIoVK5KVlWVR3rNnT8LCwgptu3fvXtq0aYOTkxPOzs40bNiQpKQkIP+lzpMnT6ZSpUo4OTkxePBgRo8eTf369c3XIyIi6NmzJ9OnT6dy5cpUrFiRl19+2eLVSUuWLKFRo0Y4OTnh6elJaGgoaWlpd3TvJ0+epHv37lSoUAFHR0f8/f1Zs2ZNvnUvX75M586dadasmXn58wcffECdOnWws7Ojdu3avPfee+b6Tz/9NJGRkebzkSNHYjAYOHLkCADZ2dk4OjqyYcMGAFq3bs3w4cN5/fXXcXNzw9PTk+joaIsYLl68yODBg3F3d8fZ2Zm2bduyd+9e8/XCfh63c68iIiIiIiLFrVQT3969e5OTk8PKlSvNZWlpaaxevZpBgwYV2rZ///48/PDD7Nixg507dzJ69GjKly+fb92EhASmTJnCtGnT2LlzJ9WqVWPu3Ll56m3atInk5GQ2bdrEokWLiI+PJz4+3nz96tWrTJo0ib179/Lll1+SkpJCRETEHd37yy+/TFZWFv/73//Yv38/06ZNw2g05ql38eJFOnToQG5uLuvXr8fV1ZWEhAQmTJjAlClTOHz4MFOnTmX8+PEsWrQIgFatWpGYmGjuY/PmzTz00EPmsh07dnD16lWaNm1qrrNo0SIcHR358ccfeeutt3jjjTdYv369+Xrv3r1JS0vj66+/ZufOnTRo0IB27dqZ319c2M+jqPd6Q1ZWFhkZGRaHiIiIiIjInSrVpc729vaEhoaycOFCevfuDcBHH31EtWrVaN26daFtT506xWuvvUbt2rUB8PX1LbDuu+++y3PPPcfAgQMBmDBhAuvWrSMzM9OiXoUKFZgzZw7W1tbUrl2brl27snHjRoYMGQJgkYzXqFGDuLg4GjduTGZmZqGJXEHxP/XUUwQEBJj7+7vffvuNvn374uvry8cff4yNjQ0AEydOZMaMGTz55JMAVK9enUOHDjFv3jyeffZZWrduzYgRIzh37hzlypXj0KFDjB8/nsTERIYOHUpiYiKNGzfGweH/vRooMDCQiRMnmr/LOXPmsHHjRjp06MB3333H9u3bSUtLw9bWFoDp06fz5Zdf8tlnn/H8888X+vMoyr3eLDY2lpiYmNv6PkVERERERApS6ptbDRkyhHXr1nHmzBng+jLliIgIDAZDoe1effVVBg8eTPv27XnzzTdJTk4usO7Ro0d59NFHLcr+fg7g7++PtbW1+bxy5coWS5l37txJ9+7dqVatGk5OTrRq1Qq4ntjdruHDhzN58mSaNWvGxIkT2bdvX546HTp0oGbNmnzyySfmpPfSpUskJyfz3HPPYTQazcfkyZPN30G9evVwc3Nj8+bNbNmyheDgYLp168bmzZuB6zPAf//DQmBgoMX5zfe+d+9eMjMzqVixosWYJ06cMI9Z2M+jKPd6szFjxpCenm4+Tp8+fRvfrIiIiIiIiKVST3yDg4MJCgpi8eLF7Ny5k4MHDxZp+XB0dDQHDx6ka9eufPvtt9StW5cvvvjiH8Xy96XSBoOB3Nxc4HrCGRISgrOzMwkJCezYscM8XnZ29m2PNXjwYH7++WfCwsLYv38/jRo14t1337Wo07VrV/73v/9x6NAhc9mNWer58+ezZ88e83HgwAF++OEHc9wtW7YkMTHRnOQGBgaSlZXFgQMH2LZtmzlpL8q9Z2ZmUrlyZYvx9uzZw9GjR3nttdeAwn8eRbnXm9na2uLs7GxxiIiIiIiI3KlST3zhemIUHx/PwoULad++PV5eXkVqV6tWLV555RXWrVvHk08+ycKFC/Ot5+fnx44dOyzK/n5+K0eOHOH8+fO8+eabtGjRgtq1a9/xxlb/X3v3HtdTtv8P/PUpun8qkS6mi6aLNKXIzGAQolwauWWmJhVlzEhCjnHcSi6ZySC+TCczkum4zBkMMm6NjzFh5BJFk0RFohnHlFyK2r8/nPbPh65093o+Hvtx+qy91trv1dL5nPfZa69dwcjICFOmTMHOnTsxa9YsxMTEyJ2PiIiAj48PBg0aJCa/enp6MDQ0xLVr12Bubi53dO7cWWxb8ZyvTCaDk5MTFBQU0K9fP3z11VcoKSlBnz59ah1n9+7dcfv2bbRp0+ala3bo0EGsV9181DRWIiIiIiKihtIsEl9PT0/cvHkTMTExNW5qBQCPHj1CYGAgZDIZcnJykJSUhOTkZFhbW1daf9q0afj222+xefNmZGZmYsmSJbh48WKNy6mfZ2xsDCUlJaxduxbXrl3Dnj17EB4eXuv2LwoODsbBgwdx/fp1nDt3DkePHq00/sjISHh5eWHgwIHirsxhYWFYvnw5oqKicOXKFaSmpmLTpk34+uuvxXZOTk64fPkyLl26hA8++EAsi4+Ph6OjI9TV1Wsdq7OzM3r16gV3d3ccOnQI2dnZOHHiBObNm4czZ87UOB+1HSsREREREVFDaBbv8dXS0sKYMWOQkJAAd3f3GusrKiri7t27mDBhAu7cuYMOHTpg9OjRVW6I5OXlhWvXriEkJASPHz+Gh4cHfH19cfr06VrHqKuri9jYWPzzn/9EVFQUunfvjsjISHz44Ye17uN5ZWVlmDp1Km7evAlNTU24urpi1apVldZdtWoVysrKMHDgQMhkMvj7+0NNTQ1fffUVZs+eDXV1ddja2iI4OFhsY2trC21tbVhaWoobbzk5OaGsrKzGjcNeJJFIsH//fsybNw9+fn74888/oa+vj379+kFPT6/G+ajLWImIiIiIiOqbRBAEoamDAIBBgwbBxsYGUVFRjXK9wYMHQ19fH1u2bGmU69GrKyoqgpaWFoyCd0BBWa3mBo0oO2J4U4dARERERPTGqMgNCgsL67QXUJPf8b137574LOr69esb5BoPHz7EN998AxcXFygqKmLr1q04cuSI3HtqqflLC3PhRldERERERFRnTf6Mr4ODA3x9fbFixQpYWVmJ5TY2NnKvznn+iI+Pr9M1Kpbq9uvXDz169MDevXvx448/wtnZub6HIxo6dGiV8S9btqzBrktERERERETyms1S5xfl5OTgyZMnlZ7T09ODVCpt5IjqJi8vD48ePar0nI6ODnR0dBo5opbrVZczEBERERFR69JilzpXxcTEpKlDeC2dOnVq6hBanXcWHWx2z/g2B3zOmIiIiIioek2+1JmIiIiIiIioITHxJSIiIiIiolaNie8bIDY2Ftra2uLn0NBQ2NvbN8q1iIiIiIiImhoT3zdQSEgIEhMTxc++vr5wd3dvuoCIiIiIiIgaULPd3KohlZaWQklJqanDaDIVr1UiIiIiIiJ6E7SYO75xcXFo3749SkpK5Mrd3d3h7e1dbduKpb0bN25E586doaKiAuDZ+32jo6MxYsQIqKmpwdraGidPnsTVq1fh5OQEdXV19O7dG1lZWWJfFy5cwIABAyCVSqGpqYkePXrgzJkzNcZ/9+5dfPzxx+jUqRPU1NRga2uLrVu3ytVxcnLCtGnTEBwcjHbt2kFPTw8xMTF48OAB/Pz8IJVKYW5ujp9//llsI5PJIJFIkJCQADs7O6ioqOD9999HWlpajb+Pip83b96Mn376CRKJBBKJBDKZTOz377//FtulpKRAIpEgOztbLIuNjYWxsTHU1NQwatQo3L1796Xr/fTTT+jevTtUVFRgZmaGsLAwPH36tMr4SkpKUFRUJHcQERERERG9qhaT+I4bNw5lZWXYs2ePWFZQUICEhARMnDixxvZXr17Fjz/+iJ07dyIlJUUsDw8Px4QJE5CSkoIuXbrA09MTn376KebOnYszZ85AEAQEBgaK9b28vPDWW28hOTkZZ8+exRdffIG2bdvWeP3Hjx+jR48eSEhIQFpaGiZPngxvb2+cPn1art7mzZvRoUMHnD59GtOmTcNnn32GcePGoXfv3jh37hyGDBkCb29vPHz4UK7d7NmzsXLlSiQnJ0NXVxdubm5Vvgf5eSEhIfDw8ICrqyvy8/ORn5+P3r1719gOAH7//XdMmjQJgYGBSElJwYABA7BkyRK5OsePH8eECRMwffp0XL58GdHR0YiNjcXSpUur7Hf58uXQ0tISDyMjo1rFQ0REREREVJkWk/iqqqrC09MTmzZtEsu+//57GBsbw8nJqcb2paWliIuLg4ODA+zs7MRyPz8/eHh4wNLSEnPmzEF2dja8vLzg4uICa2trTJ8+HTKZTKyfm5sLZ2dndOnSBRYWFhg3bhy6detW4/U7deqEkJAQ2Nvbw8zMDNOmTYOrqyt27NghV69bt26YP38+LCwsMHfuXKioqKBDhw4ICAiAhYUFFi5ciLt37+LixYty7RYtWoTBgwfD1tYWmzdvxp07d7Br164a49LQ0ICqqiqUlZWhr68PfX39Wi8DX7NmDVxdXfGPf/wDlpaWCAoKgouLi1ydsLAwfPHFF/Dx8YGZmRkGDx6M8PBwREdHV9nv3LlzUVhYKB43btyoVTxERERERESVaTGJLwAEBATg0KFDyMvLA/Bsma2vry8kEkmNbU1MTKCrq/tS+fNJsJ6eHgDA1tZWruzx48fictuZM2fC398fzs7OiIiIkFsGXZ2ysjKEh4fD1tYWOjo60NDQwMGDB5Gbm1tlPIqKimjfvv1L8QDP7nY/r1evXuLPOjo6sLKyQnp6eq1ie1Xp6el47733qowDeLY0fPHixeJzxRoaGggICEB+fv5Ld60rKCsrQ1NTU+4gIiIiIiJ6VS0q8XVwcEC3bt0QFxeHs2fP4tKlS/D19a1VW3V19UrLn1+mXJFAV1ZWXl4O4NkzsZcuXcLw4cPxyy+/oGvXrrW6s/rVV19hzZo1mDNnDo4ePYqUlBS4uLigtLS0yngqrl9dPA1FQeHZPw1BEMSy2iydflFxcTHCwsKQkpIiHqmpqcjMzBSftSYiIiIiImpILW5XZ39/f6xevRp5eXlwdnZukuc/LS0tYWlpiRkzZuDjjz/Gpk2bMGrUqGrbJCUlYeTIkfjkk08APEtcr1y5gq5du9ZLTKdOnYKxsTEA4N69e7hy5Qqsra1r1VZJSQllZWVyZRV3x/Pz89GuXTsAkHs2GgCsra3x+++/vxTH87p3746MjAyYm5vXeixERERERET1qUXd8QUAT09P3Lx5EzExMbXa1Ko+PXr0CIGBgZDJZMjJyUFSUhKSk5NrlWBaWFjg8OHDOHHiBNLT0/Hpp5/izp079Rbb4sWLkZiYiLS0NPj6+qJDhw61fjevqakpLl68iIyMDPz111948uQJzM3NYWRkhNDQUGRmZiIhIQErV66UaxcUFIQDBw4gMjISmZmZWLduHQ4cOCBXZ+HChYiLi0NYWBguXbqE9PR0bNu2DfPnz6+voRMREREREVWrxSW+WlpaGDNmDDQ0NGqd2NUXRUVF3L17FxMmTIClpSU8PDwwdOhQhIWF1dh2/vz56N69O1xcXODk5AR9ff16jT8iIgLTp09Hjx49cPv2bezdu7fWm1QFBATAysoKjo6O0NXVRVJSEtq2bYutW7fijz/+gJ2dHVasWPHSjs3vv/8+YmJisGbNGnTr1g2HDh16KaF1cXHBvn37cOjQIfTs2RPvv/8+Vq1aBRMTk3obOxERERERUXUkwvMPcbYQgwYNgo2NDaKiopo6lCYnk8kwYMAA3Lt3D9ra2k0dToMoKip69lqj4B1QUFZr6nCaneyI4U0dAhERERFRo6jIDQoLC+u0CW6Lesb33r17kMlkkMlkWL9+fVOHQ40sLcyFOzwTEREREVGdtailzg4ODvD19cWKFStgZWUlltvY2Mi9Luf5Iz4+vlFiGzp0aJUxLFu2rFFiICIiIiIiope1yKXOL8rJyanyVTt6enqQSqUNHkNeXh4ePXpU6TkdHR3o6Og0eAyt1asuZyAiIiIiotbljVjqXJXmsFFSp06dmjqEVu+dRQf5jG8V+JwvEREREVHVWtRSZyIiIiIiIqK6YuJbDYlEgt27dzd1GK8tNjZWbsfn0NBQ2NvbN8q1iIiIiIiImhoT32rk5+dj6NChTR1GvQsJCUFiYqL42dfXt9HfiUxERERERNRYWsUzvg1FX1+/qUNoEBW7TRMREREREb0JWswd37i4OLRv3x4lJSVy5e7u7vD29q62bcXS3u+++w7GxsbQ0NDA559/jrKyMnz55ZfQ19dHx44dsXTpUrl2zy91zs7OhkQiwc6dOzFgwACoqamhW7duOHnyZK3iv3v3Lj7++GN06tQJampqsLW1xdatW+XqODk5Ydq0aQgODka7du2gp6eHmJgYPHjwAH5+fpBKpTA3N8fPP/8stpHJZJBIJEhISICdnR1UVFTw/vvvIy0trcbfR8XPmzdvxk8//QSJRAKJRCK+K1kikeDvv/8W26WkpEAikSA7O1ssi42NhbGxMdTU1DBq1CjcvXv3pev99NNP6N69O1RUVGBmZoawsDA8ffq0Vr83IiIiIiKi19ViEt9x48ahrKwMe/bsEcsKCgqQkJCAiRMn1tg+KysLP//8Mw4cOICtW7fi22+/xfDhw3Hz5k0cO3YMK1aswPz58/H7779X28+8efMQEhKClJQUWFpa4uOPP65VEvf48WP06NEDCQkJSEtLw+TJk+Ht7Y3Tp0/L1du8eTM6dOiA06dPY9q0afjss88wbtw49O7dG+fOncOQIUPg7e2Nhw8fyrWbPXs2Vq5cieTkZOjq6sLNza3KVzw9LyQkBB4eHnB1dUV+fj7y8/PRu3fvGtsBwO+//45JkyYhMDAQKSkpGDBgAJYsWSJX5/jx45gwYQKmT5+Oy5cvIzo6GrGxsS/9nwzPKykpQVFRkdxBRERERET0qlpM4quqqgpPT09s2rRJLPv+++9hbGwMJyenGtuXl5fju+++Q9euXeHm5oYBAwYgIyMDq1evhpWVFfz8/GBlZYWjR49W209ISAiGDx8OS0tLhIWFIScnB1evXq3x+p06dUJISAjs7e1hZmaGadOmwdXVFTt27JCr161bN8yfPx8WFhaYO3cuVFRU0KFDBwQEBMDCwgILFy7E3bt3cfHiRbl2ixYtwuDBg2Fra4vNmzfjzp072LVrV41xaWhoQFVVFcrKytDX14e+vj6UlJRqbAcAa9asgaurK/7xj3/A0tISQUFBcHFxkasTFhaGL774Aj4+PjAzM8PgwYMRHh6O6OjoKvtdvnw5tLS0xMPIyKhW8RAREREREVWmxSS+ABAQEIBDhw4hLy8PwLNltr6+vpBIJDW2NTU1hVQqFT/r6emha9euUFBQkCsrKCioth87OzvxZwMDAwCosQ0AlJWVITw8HLa2ttDR0YGGhgYOHjyI3NzcKvtXVFRE+/btYWtrKxdjZdfs1auX+LOOjg6srKyQnp5eY1yvIz09He+9916VcQDAhQsXsHjxYvG5Yg0NDQQEBCA/P/+lu9YV5s6di8LCQvG4ceNGg42BiIiIiIhavxa1uZWDgwO6deuGuLg4DBkyBJcuXUJCQkKt2rZt21bus0QiqbSsvLy81v1UJNw1tQGAr776CmvWrMHq1atha2sLdXV1BAcHo7S0tE5x1uWar6Pi/xAQBEEsq83S6RcVFxcjLCwMo0ePfumciopKpW2UlZWhrKxc52sRERERERFVpkUlvgDg7++P1atXIy8vD87Ozi1mGWxSUhJGjhyJTz75BMCzxPXKlSvo2rVrvfR/6tQpGBsbAwDu3buHK1euwNraulZtlZSUUFZWJlemq6sL4Nkrndq1awfg2eZWz7O2tn7pmehTp07Jfe7evTsyMjJgbm5e67EQERERERHVpxa11BkAPD09cfPmTcTExNRqU6vmwsLCAocPH8aJEyeQnp6OTz/9FHfu3Km3/hcvXozExESkpaXB19cXHTp0qPW7eU1NTXHx4kVkZGTgr7/+wpMnT2Bubg4jIyOEhoYiMzMTCQkJWLlypVy7oKAgHDhwAJGRkcjMzMS6detw4MABuToLFy5EXFwcwsLCcOnSJaSnp2Pbtm2YP39+fQ2diIiIiIioWi0u8dXS0sKYMWOgoaFR68SuOZg/fz66d+8OFxcXODk5QV9fv17jj4iIwPTp09GjRw/cvn0be/furfUmVQEBAbCysoKjoyN0dXWRlJSEtm3bYuvWrfjjjz9gZ2eHFStWvLRj8/vvv4+YmBisWbMG3bp1w6FDh15KaF1cXLBv3z4cOnQIPXv2xPvvv49Vq1bBxMSk3sZORERERERUHYnw/EOcLcSgQYNgY2ODqKiopg6lyclkMgwYMAD37t2DtrZ2U4fTIIqKip7t7hy8AwrKak0dTrOUHTG8qUMgIiIiImpwFblBYWEhNDU1a92uRT3je+/ePchkMshkMqxfv76pw6FGlhbmUqd/3EREREREREALW+rs4OAAX19frFixAlZWVmK5jY2N3Otynj/i4+MbJbahQ4dWGcOyZcsaJQYiIiIiIiJ6WYtc6vyinJycKl+1o6enJ/f+3oaSl5eHR48eVXpOR0cHOjo6DR5Da/WqyxmIiIiIiKh1eSOWOlelOWyU1KlTp6YOgYiIiIiIiCrRKhJfejO8s+ggN7eqATe5IiIiIiJ6WYt6xpeIiIiIiIiorlpl4hsbG9skr/aRyWSQSCT4+++/m0U/RERERERE1EoT3/Hjx+PKlStNHQYRERERERE1A63yGV9VVVWoqqo2dRhERERERETUDDTpHd8///wT+vr6cu+5PXHiBJSUlJCYmFht2wsXLmDAgAGQSqXQ1NREjx49cObMGQCVL3VesmQJOnbsCKlUCn9/f3zxxRewt7cXz/v6+sLd3R2RkZEwMDBA+/btMXXqVLnXJG3ZsgWOjo6QSqXQ19eHp6cnCgoKXmnsOTk5cHNzQ7t27aCurg4bGxvs37+/0roPHz7E0KFD0adPH3H588aNG2FtbQ0VFRV06dIF69evF+uPHTsWgYGB4ufg4GBIJBL88ccfAIDS0lKoq6vjyJEjAAAnJycEBQXhH//4B3R0dKCvr4/Q0FC5GP7++2/4+/tDV1cXmpqaGDhwIC5cuCCer24+6jJWIiIiIiKi+takd3x1dXXx3Xffwd3dHUOGDIGVlRW8vb0RGBiIQYMGVdvWy8sLDg4O2LBhAxQVFZGSkoK2bdtWWjc+Ph5Lly7F+vXr0adPH2zbtg0rV65E586d5eodPXoUBgYGOHr0KK5evYrx48fD3t4eAQEBAIAnT54gPDwcVlZWKCgowMyZM+Hr6/tKSdzUqVNRWlqKX3/9Ferq6rh8+TI0NDReqvf3339j+PDh0NDQwOHDh6Gmpob4+HgsXLgQ69atg4ODA86fP4+AgACoq6vDx8cH/fv3R3R0tNjHsWPH0KFDB8hkMnTp0gXJycl48uQJevfuLdbZvHkzZs6cid9//x0nT56Er68v+vTpg8GDBwMAxo0bB1VVVfz888/Q0tJCdHQ0Bg0ahCtXrkBHR6fa+ajtWCuUlJSgpKRE/FxUVFTn3y8REREREVGFJl/qPGzYMAQEBMDLywuOjo5QV1fH8uXLa2yXm5uL2bNno0uXLgAACwuLKuuuXbsWkyZNgp+fHwBg4cKFOHToEIqLi+XqtWvXDuvWrYOioiK6dOmC4cOHIzExUUx8J06cKNY1MzNDVFQUevbsieLi4moTuariHzNmDGxtbcX+XnT79m2MHz8eFhYW+Pe//w0lJSUAwKJFi7By5UqMHj0aANC5c2dcvnwZ0dHR8PHxgZOTE6ZPn44///wTbdq0weXLl7FgwQLIZDJMmTIFMpkMPXv2hJra/381kJ2dHRYtWiT+LtetW4fExEQMHjwYv/32G06fPo2CggIoKysDACIjI7F792785z//weTJk6udj9qM9XnLly9HWFhYnX6fREREREREVWkWm1tFRkbi6dOn+OGHHxAfHy8mV9WZOXMm/P394ezsjIiICGRlZVVZNyMjA++++65c2YufAcDGxgaKioriZwMDA7mlzGfPnoWbmxuMjY0hlUrRv39/AM8Su7oKCgrCkiVL0KdPHyxatAgXL158qc7gwYNhbm6O7du3i0nvgwcPkJWVhUmTJkFDQ0M8lixZIv4O3nnnHejo6ODYsWM4fvw4HBwcMGLECBw7dgzAszvATk5Octeys7OT+/z82C9cuIDi4mK0b99e7prXr18Xr1ndfNRmrM+bO3cuCgsLxePGjRt1+M0SERERERHJaxaJb1ZWFm7duoXy8nJkZ2fXqk1oaCguXbqE4cOH45dffkHXrl2xa9eu14rjxaXSEokE5eXlAJ4lnC4uLtDU1ER8fDySk5PF65WWltb5Wv7+/rh27Rq8vb2RmpoKR0dHrF27Vq7O8OHD8euvv+Ly5ctiWcVd6piYGKSkpIhHWloaTp06Jcbdr18/yGQyMcm1s7NDSUkJ0tLScOLECTFpr83Yi4uLYWBgIHe9lJQUZGRkYPbs2QCqn4/ajPV5ysrK0NTUlDuIiIiIiIheVZMnvqWlpfjkk08wfvx4hIeHw9/fv9YbRllaWmLGjBk4dOgQRo8ejU2bNlVaz8rKCsnJyXJlL36uyR9//IG7d+8iIiICffv2RZcuXV55Y6sKRkZGmDJlCnbu3IlZs2YhJiZG7nxERAR8fHwwaNAgMfnV09ODoaEhrl27BnNzc7nj+WeW+/fvD5lMBplMBicnJygoKKBfv3746quvUFJSgj59+tQ6zu7du+P27dto06bNS9fs0KGDWK+6+ahprERERERERA2lyZ/xnTdvHgoLCxEVFQUNDQ3s378fEydOxL59+6ps8+jRI8yePRtjx45F586dcfPmTSQnJ2PMmDGV1p82bRoCAgLg6OiI3r17Y/v27bh48WKNz5o+z9jYGEpKSli7di2mTJmCtLQ0hIeH13m8FYKDgzF06FBYWlri3r17OHr0KKytrV+qFxkZibKyMgwcOFDcnCosLAxBQUHQ0tKCq6srSkpKcObMGdy7dw8zZ84E8Gyn5hkzZkBJSQkffPCBWBYSEoKePXtCXV291rE6OzujV69ecHd3x5dffglLS0vcunULCQkJGDVqFGxsbKqdj9qOlYiIiIiIqCE0aeIrk8mwevVqHD16VFzOumXLFnTr1g0bNmzAZ599Vmk7RUVF3L17FxMmTMCdO3fQoUMHjB49usoNkby8vHDt2jWEhITg8ePH8PDwgK+vL06fPl3rWHV1dREbG4t//vOfiIqKQvfu3REZGYkPP/yw7gMHUFZWhqlTp+LmzZvQ1NSEq6srVq1aVWndVatWySW//v7+UFNTw1dffYXZs2dDXV0dtra2CA4OFtvY2tpCW1sblpaW4sZbTk5OKCsre+n53ppIJBLs378f8+bNg5+fn/gaqn79+kFPT6/G+ajLWImIiIiIiOqbRBAEoamDaAqDBw+Gvr4+tmzZ0tShUA2KioqgpaUFo+AdUFBWq7nBGyw7YnhTh0BERERE1GAqcoPCwsI67QXU5EudG8PDhw/xzTffwMXFBYqKiti6dSuOHDmCw4cPN3VoVAdpYS7c6IqIiIiIiOqsyTe3qoqNjY3cq3OeP+Lj4+vUV8VS3X79+qFHjx7Yu3cvfvzxRzg7OzdQ9MDQoUOrjH/ZsmUNdl0iIiIiIiKS12yXOufk5ODJkyeVntPT04NUKm3kiOomLy8Pjx49qvScjo4OdHR0GjmilutVlzMQEREREVHr0uqWOpuYmDR1CK+lU6dOTR1Cq/POooN8xrcZ4/PFRERERNRcNdulzkRERERERET1gYkvERERERERtWpMfAHExsZCW1u70a8rk8kgkUjw999/11i3qWJ8VRKJBLt3727qMIiIiIiIiJj4AsD48eNx5cqVpg6jSWRnZ0MikSAlJaVe+83Pz8fQoUPrtU8iIiIiIqJX0Ww3t2pMqqqqUFVVbeowGl1paWmD9a2vr99gfRMREREREdVFi7rj++eff0JfX1/uPbgnTpyAkpISEhMTq2174cIFDBgwAFKpFJqamujRowfOnDkDoPJlxEuWLEHHjh0hlUrh7++PL774Avb29uJ5X19fuLu7IzIyEgYGBmjfvj2mTp0q9wqmLVu2wNHREVKpFPr6+vD09ERBQcHr/yLw7Hfh6OiIUaNGoaSkBE5OTggODpar4+7uDl9fX/GzqakpwsPDMWHCBGhqamLy5Mno3LkzAMDBwQESiQROTk4AgPLycixevBhvvfUWlJWVYW9vjwMHDoh9lZaWIjAwEAYGBlBRUYGJiQmWL18unn9+qXNNdV9UUlKCoqIiuYOIiIiIiOhVtajEV1dXF9999x1CQ0Nx5swZ3L9/H97e3ggMDMSgQYOqbevl5YW33noLycnJOHv2LL744gu0bdu20rrx8fFYunQpVqxYgbNnz8LY2BgbNmx4qd7Ro0eRlZWFo0ePYvPmzYiNjUVsbKx4/smTJwgPD8eFCxewe/duZGdnyyWir+rGjRvo27cv3nnnHfznP/+BsrJyrdtGRkaiW7duOH/+PBYsWIDTp08DAI4cOYL8/Hzs3LkTALBmzRqsXLkSkZGRuHjxIlxcXPDhhx8iMzMTABAVFYU9e/Zgx44dyMjIQHx8PExNTSu9Zl3qAsDy5cuhpaUlHkZGRrUeHxERERER0Yta3FLnYcOGISAgAF5eXnB0dIS6unq1dw8r5ObmYvbs2ejSpQsAwMLCosq6a9euxaRJk+Dn5wcAWLhwIQ4dOoTi4mK5eu3atcO6deugqKiILl26YPjw4UhMTERAQAAAYOLEiWJdMzMzREVFoWfPniguLoaGhkadxw4AGRkZGDx4MEaNGoXVq1dDIpHUqf3AgQMxa9Ys8bOioiIAoH379nLLkyMjIzFnzhx89NFHAIAVK1bg6NGjWL16Nf7v//4Pubm5sLCwwAcffACJRFLte5frUhcA5s6di5kzZ4qfi4qKmPwSEREREdEra1F3fCtERkbi6dOn+OGHHxAfH1+rO54zZ86Ev78/nJ2dERERgaysrCrrZmRk4N1335Ure/EzANjY2IiJIwAYGBjILWU+e/Ys3NzcYGxsDKlUiv79+wN4lgi+ikePHqFv374YPXo01qxZU+ekFwAcHR1rrFNUVIRbt26hT58+cuV9+vRBeno6gGdLvVNSUmBlZYWgoCAcOnSoyv7qUhcAlJWVoampKXcQERERERG9qhaZ+GZlZeHWrVsoLy9HdnZ2rdqEhobi0qVLGD58OH755Rd07doVu3bteq04XlwqLZFIUF5eDgB48OABXFxcoKmpifj4eCQnJ4vXe9VNpZSVleHs7Ix9+/YhLy9P7pyCggIEQZAre/554wrq6uqvdO0Xde/eHdevX0d4eDgePXoEDw8PjB079rXrEhERERER1bcWl/iWlpbik08+wfjx4xEeHg5/f/9abxhlaWmJGTNm4NChQxg9ejQ2bdpUaT0rKyskJyfLlb34uSZ//PEH7t69i4iICPTt2xddunR57Y2tFBQUsGXLFvTo0QMDBgzArVu3xHO6urrIz88XP5eVlSEtLa3GPpWUlMT6FTQ1NWFoaIikpCS5uklJSejatatcvfHjxyMmJgbbt2/Hjz/+iP/+97+VXqcudYmIiIiIiOpTi3vGd968eSgsLERUVBQ0NDSwf/9+TJw4Efv27auyzaNHjzB79myMHTsWnTt3xs2bN5GcnIwxY8ZUWn/atGkICAiAo6Mjevfuje3bt+PixYswMzOrdZzGxsZQUlLC2rVrMWXKFKSlpSE8PLzO432RoqIi4uPj8fHHH2PgwIGQyWTQ19fHwIEDMXPmTCQkJODtt9/G119/jb///rvG/jp27AhVVVUcOHAAb731FlRUVKClpYXZs2dj0aJFePvtt2Fvb49NmzYhJSUF8fHxAICvv/4aBgYGcHBwgIKCAn744Qfo6+u/tDt2XesSERERERHVtxZ1x1cmk2H16tXYsmULNDU1xTugx48fr3TX5QqKioq4e/cuJkyYAEtLS3h4eGDo0KEICwurtL6Xlxfmzp2LkJAQcZmur68vVFRUah2rrq4uYmNj8cMPP6Br166IiIhAZGRkncdcmTZt2mDr1q2wsbHBwIEDUVBQgIkTJ8LHxwcTJkxA//79YWZmhgEDBtSqr6ioKERHR8PQ0BAjR44EAAQFBWHmzJmYNWsWbG1tceDAAezZs0fcFEwqleLLL7+Eo6MjevbsiezsbOzfvx8KCi//k6pLXSIiIiIiovomEV58MJQqNXjwYOjr62PLli1NHcobp6ioCFpaWigsLORGV0REREREb7BXzQ1a3FLnxvDw4UN88803cHFxgaKiIrZu3YojR47g8OHDTR0aERERERER1VGrWWtqY2MDDQ2NSo+K51JrSyKRYP/+/ejXrx969OiBvXv34scff4Szs3MDRQ8MHTq0yviXLVvWYNclIiIiIiJq7VrNUuecnJxKX98DAHp6epBKpY0cUd3k5eXh0aNHlZ7T0dGBjo5OI0fUfHCpMxERERERAVzqDBMTk6YO4bV06tSpqUNo9t5ZdBAKympNHQa1ENkRw5s6BCIiIiJqJlrNUmciIiIiIiKiyjDxpRr961//gpGRERQUFLB69eoqy4iIiIiIiJojJr5UraKiIgQGBmLOnDnIy8vD5MmTKy1zcnJCcHCwXNu7d+/C1dUVhoaGUFZWhpGREQIDA1FUVNQ0gyEiIiIiojcSE1+qVm5uLp48eYLhw4fDwMAAampqlZZVRkFBASNHjsSePXtw5coVxMbG4siRI5gyZUojj4KIiIiIiN5kTHzfAHFxcWjfvj1KSkrkyt3d3eHt7V1lu9jYWNja2gIAzMzMIJFIKi3z9fXFsWPHsGbNGkgkEkgkEmRnZ6Ndu3b47LPP4OjoCBMTEwwaNAiff/45jh8/3nCDJSIiIiIiegET3zfAuHHjUFZWhj179ohlBQUFSEhIwMSJE6tsN378eBw5cgQAcPr0aeTn52PcuHEvla1Zswa9evVCQEAA8vPzkZ+fDyMjo5f6u3XrFnbu3In+/ftXG29JSQmKiorkDiIiIiIiolfFxPcNoKqqCk9PT2zatEks+/7772FsbAwnJ6dq27Vv3x4AoKurC319fairq79UpqWlBSUlJaipqUFfXx/6+vpQVFQU+/n444+hpqaGTp06QVNTExs3bqw23uXLl0NLS0s8KkuiiYiIiIiIaouJ7xsiICAAhw4dQl5eHoBny5h9fX0hkUga/NqrVq3CuXPn8NNPPyErKwszZ86stv7cuXNRWFgoHjdu3GjwGImIiIiIqPVq09QBUONwcHBAt27dEBcXhyFDhuDSpUtISEholGtX3AXu0qULdHR00LdvXyxYsAAGBgaV1ldWVoaysnKjxEZERERERK0fE983iL+/P1avXo28vDw4OzvX6xJiJSUllJWV1VivvLwcAF7aaIuIiIiIiKihMPF9g3h6eiIkJAQxMTGIi4ur175NTU3x+++/Izs7GxoaGtDR0cGBAwdw584d9OzZExoaGrh06RJmz56NPn36wNTUtF6vT0REREREVBU+4/sG0dLSwpgxY6ChoQF3d/d67TskJASKioro2rUrdHV1kZubC1VVVcTExOCDDz6AtbU1ZsyYgQ8//BD79u2r12sTERERERFVh3d83zB5eXnw8vKq9TO09vb2EAShxjJLS0ucPHlSrszU1BQnTpx4vYCJiIiIiIheExPfN8S9e/cgk8kgk8mwfv36pg7nlaSFuUBTU7OpwyAiIiIiohaGie8bwsHBAffu3cOKFStgZWUlltvY2CAnJ6fSNtHR0fDy8mqsEImIiIiIiBoEE983RHZ2dqXl+/fvx5MnTyo9p6en14ARERERERERNQ4mvm84ExOTpg6BiIiIiIioQTHxpRbjnUUHoaCs1tRhEDWq7IjhTR0CERERUYvH1xkRERERERFRq8bEl15baGgo7O3tmzoMIiIiIiKiSjHxJSIiIiIiolaNiS8RERERERG1akx8/ycuLg7t27dHSUmJXLm7uzu8vb2rbVux1HfLli0wNTWFlpYWPvroI9y/f1+sY2pqitWrV8u1s7e3R2hoqPhZIpEgOjoaI0aMgJqaGqytrXHy5ElcvXoVTk5OUFdXR+/evZGVlVWrMVXEFR0dDSMjI6ipqcHDwwOFhYVy9TZu3Ahra2uoqKigS5cuWL9+vdz5OXPmwNLSEmpqajAzM8OCBQuqfAUSAGRlZcHMzAyBgYEQBAE5OTlwc3NDu3btoK6uDhsbG+zfv79WYyAiIiIiInpdTHz/Z9y4cSgrK8OePXvEsoKCAiQkJGDixIk1ts/KysLu3buxb98+7Nu3D8eOHUNERESd4wgPD8eECROQkpKCLl26wNPTE59++inmzp2LM2fOQBAEBAYG1rq/q1evYseOHdi7dy8OHDiA8+fP4/PPPxfPx8fHY+HChVi6dCnS09OxbNkyLFiwAJs3bxbrSKVSxMbG4vLly1izZg1iYmKwatWqSq938eJFfPDBB/D09MS6desgkUgwdepUlJSU4Ndff0VqaipWrFgBDQ2NKmMuKSlBUVGR3EFERERERPSqmPj+j6qqKjw9PbFp0yax7Pvvv4exsTGcnJxqbF9eXo7Y2Fi888476Nu3L7y9vZGYmFjnOPz8/ODh4QFLS0vMmTMH2dnZ8PLygouLC6ytrTF9+nTIZLJa9/f48WPExcXB3t4e/fr1w9q1a7Ft2zbcvn0bALBo0SKsXLkSo0ePRufOnTF69GjMmDED0dHRYh/z589H7969YWpqCjc3N4SEhGDHjh0vXevEiRNwcnJCSEgIlixZIpbn5uaiT58+sLW1hZmZGUaMGIF+/fpVGfPy5cuhpaUlHkZGRrUeLxERERER0Yv4Ht/nBAQEoGfPnsjLy0OnTp0QGxsLX19fSCSSGtuamppCKpWKnw0MDFBQUFDnGOzs7MSf9fT0AAC2trZyZY8fP0ZRURE0NTVr7M/Y2BidOnUSP/fq1Qvl5eXIyMiAVCpFVlYWJk2ahICAALHO06dPoaWlJX7evn07oqKikJWVheLiYjx9+vSla+fm5mLw4MFYunQpgoOD5c4FBQXhs88+w6FDh+Ds7IwxY8bIjfNFc+fOxcyZM8XPRUVFTH6JiIiIiOiV8Y7vcxwcHNCtWzfExcXh7NmzuHTpEnx9fWvVtm3btnKfJRIJysvLxc8KCgoQBEGuTmXPyT7fT0XCXVnZ832/quLiYgBATEwMUlJSxCMtLQ2nTp0CAJw8eRJeXl4YNmwY9u3bh/Pnz2PevHkoLS2V60tXVxfvvvsutm7d+tLSZH9/f1y7dg3e3t5ITU2Fo6Mj1q5dW2VcysrK0NTUlDuIiIiIiIheFRPfF/j7+yM2NhabNm2Cs7Nzvd1p1NXVRX5+vvi5qKgI169fr5e+q5Obm4tbt26Jn0+dOgUFBQVYWVlBT08PhoaGuHbtGszNzeWOzp07A3i2fNnExATz5s2Do6MjLCwskJOT89J1VFVVsW/fPqioqMDFxUVuYy8AMDIywpQpU7Bz507MmjULMTExDTtwIiIiIiKi/2Hi+wJPT0/cvHkTMTExtdrUqrYGDhyILVu24Pjx40hNTYWPjw8UFRXrrf+qqKiowMfHBxcuXMDx48cRFBQEDw8P6OvrAwDCwsKwfPlyREVF4cqVK0hNTcWmTZvw9ddfAwAsLCyQm5uLbdu2ISsrC1FRUdi1a1el11JXV0dCQgLatGmDoUOHineUg4ODcfDgQVy/fh3nzp3D0aNHYW1t3eBjJyIiIiIiApj4vkRLSwtjxoyBhoYG3N3d663fuXPnon///hgxYgSGDx8Od3d3vP322/XWf1XMzc0xevRoDBs2DEOGDIGdnZ3c64r8/f2xceNGbNq0Cba2tujfvz9iY2PFO74ffvghZsyYgcDAQNjb2+PEiRNYsGBBldfT0NDAzz//DEEQMHz4cDx48ABlZWWYOnUqrK2t4erqCktLy5demURERERERNRQJMKLD54SBg0aBBsbG0RFRTV1KK8lNDQUu3fvRkpKSlOH8lqKioqe7e4cvAMKympNHQ5Ro8qOGN7UIRARERE1GxW5QWFhYZ32AuKuzs+5d+8eZDIZZDIZ70g2Q2lhLtzoioiIiIiI6oyJ73McHBxw7949rFixAlZWVmK5jY1NpRs6AUB0dDS8vLwaK0Q5NcVFREREREREXOpcKzk5OZW+egh49l7d59/f25iaa1z17VWXMxARERERUevCpc4NyMTEpKlDqFRzjauhvLPoIJ/xJaI3Bp/vJiIiqj/c1ZmIiIiIiIhaNSa+RERERERE1Kox8aXXFhoaCnt7+6YOg4iIiIiIqFJMfImIiIiIiKhVY+JLRERERERErRoT3//5888/oa+vj2XLlollJ06cgJKSEhITE6ttW7HUd8uWLTA1NYWWlhY++ugj3L9/X6xjamqK1atXy7Wzt7dHaGio+FkikSA6OhojRoyAmpoarK2tcfLkSVy9ehVOTk5QV1dH7969kZWVVasxVcQVHR0NIyMjqKmpwcPDA4WFhXL1Nm7cCGtra6ioqKBLly5Yv3693Pk5c+bA0tISampqMDMzw4IFC6p8jRIAZGVlwczMDIGBgRAEATk5OXBzc0O7du2grq4OGxsb7N+/v8r2JSUlKCoqkjuIiIiIiIheFRPf/9HV1cV3332H0NBQnDlzBvfv34e3tzcCAwMxaNCgGttnZWVh9+7d2LdvH/bt24djx44hIiKiznGEh4djwoQJSElJQZcuXeDp6YlPP/0Uc+fOxZkzZyAIAgIDA2vd39WrV7Fjxw7s3bsXBw4cwPnz5/H555+L5+Pj47Fw4UIsXboU6enpWLZsGRYsWIDNmzeLdaRSKWJjY3H58mWsWbMGMTExWLVqVaXXu3jxIj744AN4enpi3bp1kEgkmDp1KkpKSvDrr78iNTUVK1asgIaGRpUxL1++HFpaWuJhZGRU6/ESERERERG9iO/xfc6wYcMQEBAALy8vODo6Ql1dHcuXL69V2/LycsTGxkIqlQIAvL29kZiYiKVLl9YpBj8/P3h4eAB4dqe1V69eWLBgAVxcXAAA06dPh5+fX637e/z4MeLi4tCpUycAwNq1azF8+HCsXLkS+vr6WLRoEVauXInRo0cDADp37ozLly8jOjoaPj4+AID58+eL/ZmamiIkJATbtm3DP/7xD7lrnThxAiNGjMC8efMwa9YssTw3NxdjxoyBra0tAMDMzKzamOfOnYuZM2eKn4uKipj8EhERERHRK2Pi+4LIyEi88847+OGHH3D27FkoKyvXqp2pqamY9AKAgYEBCgoK6nx9Ozs78Wc9PT0AEBPGirLHjx+jqKgImpqaNfZnbGwsJr0A0KtXL5SXlyMjIwNSqRRZWVmYNGkSAgICxDpPnz6FlpaW+Hn79u2IiopCVlYWiouL8fTp05eunZubi8GDB2Pp0qUIDg6WOxcUFITPPvsMhw4dgrOzM8aMGSM3zhcpKyvX+vdORERERERUEy51fkFWVhZu3bqF8vJyZGdn17pd27Zt5T5LJBKUl5eLnxUUFCAIglydyp6Tfb4fiURSZdnzfb+q4uJiAEBMTAxSUlLEIy0tDadOnQIAnDx5El5eXhg2bBj27duH8+fPY968eSgtLZXrS1dXF++++y62bt360jO5/v7+uHbtGry9vZGamgpHR0esXbv2teMnIiIiIiKqDSa+zyktLcUnn3yC8ePHIzw8HP7+/q9017Yyurq6yM/PFz8XFRXh+vXr9dJ3dXJzc3Hr1i3x86lTp6CgoAArKyvo6enB0NAQ165dg7m5udzRuXNnAM+WL5uYmGDevHlwdHSEhYUFcnJyXrqOqqoq9u3bBxUVFbi4uMht7AUARkZGmDJlCnbu3IlZs2YhJiamYQdORERERET0P0x8nzNv3jwUFhYiKipK3Ml44sSJ9dL3wIEDsWXLFhw/fhypqanw8fGBoqJivfRdHRUVFfj4+ODChQs4fvw4goKC4OHhAX19fQBAWFgYli9fjqioKFy5cgWpqanYtGkTvv76awCAhYUFcnNzsW3bNmRlZSEqKgq7du2q9Frq6upISEhAmzZtMHToUPGOcnBwMA4ePIjr16/j3LlzOHr0KKytrRt87ERERERERAATX5FMJsPq1auxZcsWaGpqQkFBQUxUN2zY8Nr9z507F/3798eIESMwfPhwuLu74+23366HyKtnbm6O0aNHY9iwYRgyZAjs7OzkXlfk7++PjRs3YtOmTbC1tUX//v0RGxsr3vH98MMPMWPGDAQGBsLe3h4nTpzAggULqryehoYGfv75ZwiCgOHDh+PBgwcoKyvD1KlTYW1tDVdXV1haWr70yiQiIiIiIqKGIhFefPCUWo3Q0FDs3r0bKSkpTR3KaykqKoKWlhYKCwtrtaEXERERERG1Tq+aG/COLxEREREREbVqTHxrwcbGBhoaGpUe8fHxjIuIiIiIiKgZ41LnWsjJyan01UPAs/fqPv/+3sbUXOOqb1zqTEREREREwKvnBm0aMKZWw8TEpKlDqFRzjauhvLPoIBSU1Zo6DCIiohYhO2J4U4dARNRscKkzERERERERtWpMfJsxJycnBAcHN3UYRERERERELRqXOjdjO3fuRNu2bZs6jFoxNTVFcHAwE3UiIiIiImp2Ws0d39LS0ka/ZlUbS9UXHR2dJt2gShAEPH36tMmuT0REREREVB9eK/GNi4tD+/btUVJSIlfu7u4Ob2/vatuamppCIpG8dFS4ceMGPDw8oK2tDR0dHYwcORLZ2dnieV9fX7i7u2Pp0qUwNDSElZUVACA1NRUDBw6Eqqoq2rdvj8mTJ6O4uLjWY/ruu+9gY2MDZWVlGBgYIDAwUDwnkUiwYcMGfPjhh1BXV8fSpUsBABs2bMDbb78NJSUlWFlZYcuWLWIbQRAQGhoKY2NjKCsrw9DQEEFBQeL59evXw8LCAioqKtDT08PYsWPFcy8udTY1NcWyZcswceJESKVSGBsb41//+pdc/CdOnIC9vT1UVFTg6OiI3bt3QyKRICUlpcaxy2QySCQS/Pzzz+jRoweUlZXx22+/ISsrCyNHjoSenh40NDTQs2dPHDlyRC7OnJwczJgx46V5/O2339C3b1+oqqrCyMgIQUFBePDgQc0TQUREREREVE9eK/EdN24cysrKsGfPHrGsoKAACQkJmDhxYrVtk5OTkZ+fj/z8fNy8eRPvv/8++vbtC+DZnVQXFxdIpVIcP34cSUlJ0NDQgKurq9yd3cTERGRkZODw4cPYt28fHjx4ABcXF7Rr1w7Jycn44YcfcOTIEbnktTobNmzA1KlTMXnyZKSmpmLPnj0wNzeXqxMaGopRo0YhNTUVEydOxK5duzB9+nTMmjULaWlp+PTTT+Hn54ejR48CAH788UesWrUK0dHRyMzMxO7du2FrawsAOHPmDIKCgrB48WJkZGTgwIED6NevX7Uxrly5Eo6Ojjh//jw+//xzfPbZZ8jIyADwbGtvNzc32Nra4ty5cwgPD8ecOXNqNfbnffHFF4iIiEB6ejrs7OxQXFyMYcOGITExEefPn4erqyvc3NyQm5sL4NmS7LfeeguLFy8W5xQAsrKy4OrqijFjxuDixYvYvn07fvvttxrno6SkBEVFRXIHERERERHRq3qtZ3xVVVXh6emJTZs2Ydy4cQCA77//HsbGxnBycqq2ra6urvjz9OnTkZ+fj+TkZADA9u3bUV5ejo0bN4p3Dzdt2gRtbW3IZDIMGTIEAKCuro6NGzdCSUkJABATE4PHjx8jLi4O6urqAIB169bBzc0NK1asgJ6eXrUxLVmyBLNmzcL06dPFsp49e8rV8fT0hJ+fn/j5448/hq+vLz7//HMAwMyZM3Hq1ClERkZiwIAByM3Nhb6+PpydndG2bVsYGxvj3XffBQDk5uZCXV0dI0aMgFQqhYmJCRwcHKqNcdiwYeK15syZg1WrVuHo0aOwsrLCv//9b0gkEsTExEBFRQVdu3ZFXl4eAgICqu3zRYsXL8bgwYPFzzo6OujWrZv4OTw8HLt27cKePXsQGBgIHR0dKCoqQiqVQl9fX6y3fPlyeHl5iXetLSwsEBUVhf79+2PDhg1QUVGp9PrLly9HWFhYnWImIiIiIiKqyms/4xsQEIBDhw4hLy8PABAbGwtfX1+55a7V+de//oVvv/0We/bsEZPhCxcu4OrVq5BKpdDQ0ICGhgZ0dHTw+PFjZGVliW1tbW3FpBcA0tPT0a1bNzHpBYA+ffqgvLxcvCtalYKCAty6dQuDBg2qtp6jo6Pc5/T0dPTp00eurE+fPkhPTwfw7K74o0ePYGZmhoCAAOzatUt8bnbw4MEwMTGBmZkZvL29ER8fj4cPH1Z7fTs7O/FniUQCfX19FBQUAAAyMjJgZ2cnl1BWJNl18eIYi4uLERISAmtra2hra0NDQwPp6eniHd+qXLhwAbGxseIcamhowMXFBeXl5bh+/XqV7ebOnYvCwkLxuHHjRp3HQEREREREVOG1d3V2cHBAt27dEBcXhyFDhuDSpUtISEioVdujR49i2rRp2Lp1q1xCV1xcjB49eiA+Pv6lNs/fKX4+wX1dqqqqtapX12saGRkhIyMDR44cweHDh/H555/jq6++wrFjxyCVSnHu3DnIZDIcOnQICxcuRGhoKJKTk6GtrV1pfy/u8iyRSFBeXl6nmGry4hhDQkJw+PBhREZGwtzcHKqqqhg7dmyNG4oVFxfj008/lXumuYKxsXGV7ZSVlaGsrPxqwRMREREREb2gXnZ19vf3R2xsLDZt2gRnZ2cYGRnV2Obq1asYO3Ys/vnPf2L06NFy57p3747MzEx07NgR5ubmcoeWllaVfVpbW+PChQtymyclJSVBQUFB3PyqKlKpFKampkhMTKwx9hevmZSUJFeWlJSErl27ip9VVVXh5uaGqKgoyGQynDx5EqmpqQCANm3awNnZGV9++SUuXryI7Oxs/PLLL3WKoYKVlRVSU1PlNhurWD7+OpKSkuDr64tRo0bB1tYW+vr6chuNAYCSkhLKysrkyrp3747Lly+/NIfm5uZyd+qJiIiIiIgaUr0kvp6enrh58yZiYmJq3NQKAB49egQ3Nzc4ODhg8uTJuH37tngAgJeXFzp06ICRI0fi+PHjuH79OmQyGYKCgnDz5s0q+/Xy8oKKigp8fHyQlpYm3lH29vau8fle4NnGVStXrkRUVBQyMzNx7tw5rF27tto2s2fPRmxsLDZs2IDMzEx8/fXX2LlzJ0JCQgA8W/r97bffIi0tDdeuXcP3338PVVVVmJiYYN++fYiKikJKSgpycnIQFxeH8vLyGpP0qnh6eqK8vByTJ09Geno6Dh48iMjISACo9dLzylhYWGDnzp1ISUnBhQsXxOs8z9TUFL/++ivy8vLw119/AXj2DPKJEycQGBiIlJQUZGZm4qeffqr1ZmNERERERET1oV4SXy0tLYwZMwYaGhpwd3evsf6dO3fwxx9/IDExEYaGhjAwMBAPAFBTU8Ovv/4KY2NjjB49GtbW1pg0aRIeP34MTU3NKvtVU1PDwYMH8d///hc9e/bE2LFjMWjQIKxbt65W4/Dx8cHq1auxfv162NjYYMSIEcjMzKy2jbu7O9asWYPIyEjY2NggOjoamzZtEjf30tbWRkxMDPr06QM7OzscOXIEe/fuRfv27aGtrY2dO3di4MCBsLa2xjfffIOtW7fCxsamVvG+SFNTE3v37kVKSgrs7e0xb948LFy4EACq3EiqNr7++mu0a9cOvXv3hpubG1xcXNC9e3e5OosXL0Z2djbefvttcTm6nZ0djh07hitXrqBv375wcHDAwoULYWho+MqxEBERERER1ZVEEAShPjoaNGgQbGxsEBUVVR/dUT2Jj4+Hn58fCgsLa/0cc3NTVFQELS0tGAXvgIKyWlOHQ0RE1CJkRwxv6hCIiOpdRW5QWFhY7U3RF7325lb37t2DTCaDTCbD+vXrX7c7ek1xcXEwMzNDp06dcOHCBcyZMwceHh4tNul9XlqYS53+cRMREREREQH1sNTZwcEBvr6+WLFihdyzqTY2NnKvsXn+qGy35sZQVTwaGho4fvx4k8RU327fvo1PPvkE1tbWmDFjBsaNG4d//etfAIApU6ZUOf4pU6Y0ceREREREREQNo96WOr8oJycHT548qfScnp4epFJpQ1y2WlevXq3yXKdOnVrFXdHqFBQUoKioqNJzmpqa6NixYyNHVDuvupyBiIiIiIhalyZb6lwVExOThur6lZmbmzd1CE2qY8eOzTa5JSIiIiIiaigNlvgS1bd3Fh3k5lZERERERI2otWyUVy+vMyIiIiIiIiJqrpj4NmNOTk4IDg5u6jCIiIiIiIhaNC51bsZ27tyJtm3bNnUYtWJqaorg4GAm6kRERERE1Oy0mju+paWljX7Nqnatri86OjpNsvt1BUEQ8PTp0ya7PhERERERUX14rcT3zz//hL6+PpYtWyaWnThxAkpKSkhMTKy2rampKSQSyUtHhRs3bsDDwwPa2trQ0dHByJEjkZ2dLZ739fWFu7s7li5dCkNDQ/EdwqmpqRg4cCBUVVXRvn17TJ48GcXFxbUe03fffQcbGxsoKyvDwMAAgYGB4jmJRIINGzbgww8/hLq6OpYuXQoA2LBhA95++20oKSnBysoKW7ZsEdsIgoDQ0FAYGxtDWVkZhoaGCAoKEs+vX78eFhYWUFFRgZ6eHsaOHSuee3Gps6mpKZYtW4aJEydCKpXC2NhYfEdvhRMnTsDe3h4qKipwdHTE7t27IZFIkJKSUuPYZTIZJBIJfv75Z/To0QPKysr47bffkJWVhZEjR0JPTw8aGhro2bMnjhw5IhdnTk4OZsyY8dI8/vbbb+jbty9UVVVhZGSEoKAgPHjwoOaJICIiIiIiqievlfjq6uriu+++Q2hoKM6cOYP79+/D29sbgYGBGDRoULVtk5OTkZ+fj/z8fNy8eRPvv/8++vbtC+DZnVQXFxdIpVIcP34cSUlJ0NDQgKurq9yd3cTERGRkZODw4cPYt28fHjx4ABcXF7Rr1w7Jycn44YcfcOTIEbnktTobNmzA1KlTMXnyZKSmpmLPnj0vvQIpNDQUo0aNQmpqKiZOnIhdu3Zh+vTpmDVrFtLS0vDpp5/Cz88PR48eBQD8+OOPWLVqFaKjo5GZmYndu3fD1tYWAHDmzBkEBQVh8eLFyMjIwIEDB9CvX79qY1y5ciUcHR1x/vx5fP755/jss8+QkZEB4Nk7rdzc3GBra4tz584hPDwcc+bMqdXYn/fFF18gIiIC6enpsLOzQ3FxMYYNG4bExEScP38erq6ucHNzQ25uLoBnS7LfeustLF68WJxTAMjKyoKrqyvGjBmDixcvYvv27fjtt99qnI+SkhIUFRXJHURERERERK9KIgiC8LqdTJ06FUeOHIGjoyNSU1ORnJwMZWXlWrefPn06fvrpJyQnJ0NXVxfff/89lixZgvT0dPHuYWlpKbS1tbF7924MGTIEvr6+OHDgAHJzc6GkpAQAiImJwZw5c3Djxg2oq6sDAPbv3w83NzfcunULenp61cbRqVMn+Pn5YcmSJZWel0gkCA4OxqpVq8SyPn36wMbGRu7Oq4eHBx48eICEhAR8/fXXiI6ORlpa2kvP6+7cuRN+fn64efNmpUuanZycYG9vj9WrVwN4dse3b9++4h1lQRCgr6+PsLAwTJkyBd988w3mz5+PmzdvQkVFBQCwceNGBAQE4Pz587C3t692/DKZDAMGDMDu3bsxcuTIauu+8847mDJlipjEVvaMr7+/PxQVFREdHS2W/fbbb+jfvz8ePHggxvii0NBQhIWFvVRuFLyDrzMiIiIiImpEze11RkVFRdDS0kJhYSE0NTVr3a5envGNjIzE06dP8cMPPyA+Pr5OSe+//vUvfPvtt9izZw90dXUBABcuXMDVq1chlUqhoaEBDQ0N6Ojo4PHjx8jKyhLb2traikkvAKSnp6Nbt25i0gs8S0zLy8vFu6JVKSgowK1bt2q8U+3o6Cj3OT09HX369JEr69OnD9LT0wEA48aNw6NHj2BmZoaAgADs2rVLfG528ODBMDExgZmZGby9vREfH4+HDx9We307OzvxZ4lEAn19fRQUFAAAMjIyYGdnJ5dQvvvuu9X2V5sxFhcXIyQkBNbW1tDW1oaGhgbS09PFO75VuXDhAmJjY8U51NDQgIuLC8rLy3H9+vUq282dOxeFhYXicePGjTqPgYiIiIiIqEK97OqclZWFW7duoby8HNnZ2eJS3pocPXoU06ZNw9atW+USuuLiYvTo0QPx8fEvtalIjgHIJbivS1VVtVb16npNIyMjZGRk4MiRIzh8+DA+//xzfPXVVzh27BikUinOnTsHmUyGQ4cOYeHChQgNDUVycjK0tbUr7e/Fu8YSiQTl5eV1iqkmL44xJCQEhw8fRmRkJMzNzaGqqoqxY8fWuKFYcXExPv30U7lnmisYGxtX2U5ZWblO/+cJERERERFRdV77jm9paSk++eQTjB8/HuHh4fD39xfvQFbn6tWrGDt2LP75z39i9OjRcue6d++OzMxMdOzYEebm5nKHlpZWlX1aW1vjwoULcpsnJSUlQUFBQdz8qipSqRSmpqY1bspV2TWTkpLkypKSktC1a1fxs6qqKtzc3BAVFQWZTIaTJ08iNTUVANCmTRs4Ozvjyy+/xMWLF5GdnY1ffvmlTjFUsLKyQmpqKkpKSsSy5OTkV+rreUlJSfD19cWoUaNga2sLfX19uY3GAEBJSQllZWVyZd27d8fly5dfmkNzc3O5O/VEREREREQN6bUT33nz5qGwsBBRUVGYM2cOLC0tMXHixGrbPHr0CG5ubnBwcMDkyZNx+/Zt8QAALy8vdOjQASNHjsTx48dx/fp1yGQyBAUF4ebNm1X26+XlBRUVFfj4+CAtLU28o+zt7V3j873As2dLV65ciaioKGRmZuLcuXNYu3ZttW1mz56N2NhYbNiwAZmZmfj666+xc+dOhISEAABiY2Px7bffIi0tDdeuXcP3338PVVVVmJiYYN++fYiKikJKSgpycnIQFxeH8vLyGpP0qnh6eqK8vByTJ09Geno6Dh48iMjISACQ22m5riwsLLBz506kpKTgwoUL4nWeZ2pqil9//RV5eXn466+/AABz5szBiRMnEBgYiJSUFGRmZuKnn36q9WZjRERERERE9eG1El+ZTIbVq1djy5Yt0NTUhIKCArZs2YLjx49jw4YNVba7c+cO/vjjDyQmJsLQ0BAGBgbiAQBqamr49ddfYWxsjNGjR8Pa2hqTJk3C48ePq32AWU1NDQcPHsR///tf9OzZE2PHjsWgQYOwbt26Wo3Hx8cHq1evxvr162FjY4MRI0YgMzOz2jbu7u5Ys2YNIiMjYWNjg+joaGzatAlOTk4AAG1tbcTExKBPnz6ws7PDkSNHsHfvXrRv3x7a2trYuXMnBg4cCGtra3zzzTfYunUrbGxsahXvizQ1NbF3716kpKTA3t4e8+bNw8KFCwGgyo2kauPrr79Gu3bt0Lt3b7i5ucHFxQXdu3eXq7N48WJkZ2fj7bffFpej29nZ4dixY7hy5Qr69u0LBwcHLFy4EIaGhq8cCxERERERUV3Vy67O1HzFx8fDz88PhYWFtX6Oubmp2LmNuzoTERERETWu1rKrc71sbkXNR1xcHMzMzNCpUydcuHABc+bMgYeHR4tNep+XFuZSp3/cREREREREQD29zqgyNjY2cq+xef6obLfmxlBVPBoaGjh+/HiTxFTfbt++jU8++QTW1taYMWMGxo0bJ75jeMqUKVWOf8qUKU0cORERERERUcNosKXOOTk5ePLkSaXn9PT0IJVKG+Ky1bp69WqV5zp16tQq7opWp6CgAEVFRZWe09TURMeOHRs5otp51eUMRERERETUujS7pc4mJiYN1fUrMzc3b+oQmlTHjh2bbXJLRERERETUUBpsqTMRERERERFRc8DEl4iIiIiIiFo1Jr5ERERERETUqjHxJSIiIiIiolaNiS8RERERERG1akx8iYiIiIiIqFVj4ktEREREREStGhNfIiIiIiIiatWY+BIREREREVGrxsSXiIiIiIiIWjUmvkRERERERNSqMfElIiIiIiKiVo2JLxEREREREbVqTHyJiIiIiIioVWPiS0RERERERK0aE18iIiIiIiJq1do0dQBENREEAQBQVFTUxJEQEREREVFTqsgJKnKE2mLiS83e3bt3AQBGRkZNHAkRERERETUH9+/fh5aWVq3rM/GlZk9HRwcAkJubW6d/3NTyFRUVwcjICDdu3ICmpmZTh0ONiHP/5uLcv9k4/28uzv2bq65zLwgC7t+/D0NDwzpdh4kvNXsKCs8eRdfS0uJ/Eb6hNDU1OfdvKM79m4tz/2bj/L+5OPdvrrrM/avcDOPmVkRERERERNSqMfElIiIiIiKiVo2JLzV7ysrKWLRoEZSVlZs6FGpknPs3F+f+zcW5f7Nx/t9cnPs3V2PNvUSo6z7QRERERERERC0I7/gSERERERFRq8bEl4iIiIiIiFo1Jr5ERERERETUqjHxJSIiIiIiolaNiS81uv/7v/+DqakpVFRU8N577+H06dPV1v/hhx/QpUsXqKiowNbWFvv375c7LwgCFi5cCAMDA6iqqsLZ2RmZmZkNOQR6RfU9976+vpBIJHKHq6trQw6BXkNd5v/SpUsYM2YMTE1NIZFIsHr16tfuk5pOfc99aGjoS3/7Xbp0acAR0Kuqy9zHxMSgb9++aNeuHdq1awdnZ+eX6vM7v+Wo77nnd37LUpf537lzJxwdHaGtrQ11dXXY29tjy5YtcnXq42+fiS81qu3bt2PmzJlYtGgRzp07h27dusHFxQUFBQWV1j9x4gQ+/vhjTJo0CefPn4e7uzvc3d2RlpYm1vnyyy8RFRWFb775Br///jvU1dXh4uKCx48fN9awqBYaYu4BwNXVFfn5+eKxdevWxhgO1VFd5//hw4cwMzNDREQE9PX166VPahoNMfcAYGNjI/e3/9tvvzXUEOgV1XXuZTIZPv74Yxw9ehQnT56EkZERhgwZgry8PLEOv/NbhoaYe4Df+S1FXedfR0cH8+bNw8mTJ3Hx4kX4+fnBz88PBw8eFOvUy9++QNSI3n33XWHq1Kni57KyMsHQ0FBYvnx5pfU9PDyE4cOHy5W99957wqeffioIgiCUl5cL+vr6wldffSWe//vvvwVlZWVh69atDTACelX1PfeCIAg+Pj7CyJEjGyReql91nf/nmZiYCKtWrarXPqnxNMTcL1q0SOjWrVs9RkkN4XX/Rp8+fSpIpVJh8+bNgiDwO78lqe+5FwR+57ck9fH97ODgIMyfP18QhPr72+cdX2o0paWlOHv2LJydncUyBQUFODs74+TJk5W2OXnypFx9AHBxcRHrX79+Hbdv35aro6Wlhffee6/KPqnxNcTcV5DJZOjYsSOsrKzw2Wef4e7du/U/AHotrzL/TdEn1b+GnKfMzEwYGhrCzMwMXl5eyM3Nfd1wqR7Vx9w/fPgQT548gY6ODgB+57cUDTH3Ffid3/y97vwLgoDExERkZGSgX79+AOrvb5+JLzWav/76C2VlZdDT05Mr19PTw+3btyttc/v27WrrV/xnXfqkxtcQcw88W/IUFxeHxMRErFixAseOHcPQoUNRVlZW/4OgV/Yq898UfVL9a6h5eu+99xAbG4sDBw5gw4YNuH79Ovr27Yv79++/bshUT+pj7ufMmQNDQ0Pxf+zyO79laIi5B/id31K86vwXFhZCQ0MDSkpKGD58ONauXYvBgwcDqL+//Ta1rklE1Mx89NFH4s+2traws7PD22+/DZlMhkGDBjVhZETUkIYOHSr+bGdnh/feew8mJibYsWMHJk2a1ISRUX2JiIjAtm3bIJPJoKKi0tThUCOqau75nd+6SaVSpKSkoLi4GImJiZg5cybMzMzg5ORUb9fgHV9qNB06dICioiLu3LkjV37nzp0qNzDR19evtn7Ff9alT2p8DTH3lTEzM0OHDh1w9erV1w+a6s2rzH9T9En1r7HmSVtbG5aWlvzbb0ZeZ+4jIyMRERGBQ4cOwc7OTiznd37L0BBzXxl+5zdPrzr/CgoKMDc3h729PWbNmoWxY8di+fLlAOrvb5+JLzUaJSUl9OjRA4mJiWJZeXk5EhMT0atXr0rb9OrVS64+ABw+fFis37lzZ+jr68vVKSoqwu+//15ln9T4GmLuK3Pz5k3cvXsXBgYG9RM41YtXmf+m6JPqX2PNU3FxMbKysvi334y86tx/+eWXCA8Px4EDB+Do6Ch3jt/5LUNDzH1l+J3fPNXXf++Xl5ejpKQEQD3+7dd6GyyierBt2zZBWVlZiI2NFS5fvixMnjxZ0NbWFm7fvi0IgiB4e3sLX3zxhVg/KSlJaNOmjRAZGSmkp6cLixYtEtq2bSukpqaKdSIiIgRtbW3hp59+Ei5evCiMHDlS6Ny5s/Do0aNGHx9Vrb7n/v79+0JISIhw8uRJ4fr168KRI0eE7t27CxYWFsLjx4+bZIxUtbrOf0lJiXD+/Hnh/PnzgoGBgRASEiKcP39eyMzMrHWf1Dw0xNzPmjVLkMlkwvXr14WkpCTB2dlZ6NChg1BQUNDo46Oq1XXuIyIiBCUlJeE///mPkJ+fLx7379+Xq8Pv/Oavvuee3/ktS13nf9myZcKhQ4eErKws4fLly0JkZKTQpk0bISYmRqxTH3/7THyp0a1du1YwNjYWlJSUhHfffVc4deqUeK5///6Cj4+PXP0dO3YIlpaWgpKSkmBjYyMkJCTInS8vLxcWLFgg6OnpCcrKysKgQYOEjIyMxhgK1VF9zv3Dhw+FIUOGCLq6ukLbtm0FExMTISAggElPM1aX+b9+/boA4KWjf//+te6Tmo/6nvvx48cLBgYGgpKSktCpUydh/PjxwtWrVxtxRFRbdZl7ExOTSud+0aJFYh1+57cc9Tn3/M5veeoy//PmzRPMzc0FFRUVoV27dkKvXr2Ebdu2yfVXH3/7EkEQhNrfHyYiIiIiIiJqWfiMLxEREREREbVqTHyJiIiIiIioVWPiS0RERERERK0aE18iIiIiIiJq1Zj4EhERERERUavGxJeIiIiIiIhaNSa+RERERERE1Kox8SUiIiIiIqJWjYkvERERERERtWpMfImIiEiOr68v3N3dmzqMSmVnZ0MikSAlJaWpQyEiohaEiS8RERG1CKWlpU0dAhERtVBMfImIiKhKTk5OmDZtGoKDg9GuXTvo6ekhJiYGDx48gJ+fH6RSKczNzfHzzz+LbWQyGSQSCRISEmBnZwcVFRW8//77SEtLk+v7xx9/hI2NDZSVlWFqaoqVK1fKnTc1NUV4eDgmTJgATU1NTJ48GZ07dwYAODg4QCKRwMnJCQCQnJyMwYMHo0OHDtDS0kL//v1x7tw5uf4kEgk2btyIUaNGQU1NDRYWFtizZ49cnUuXLmHEiBHQ1NSEVCpF3759kZWVJZ7fuHEjrK2toaKigi5dumD9+vWv/TsmIqKGx8SXiIiIqrV582Z06NABp0+fxrRp0/DZZ59h3Lhx6N27N86dO4chQ4bA29sbDx8+lGs3e/ZsrFy5EsnJydDV1YWbmxuePHkCADh79iw8PDzw0UcfITU1FaGhoViwYAFiY2Pl+oiMjES3bt1w/vx5LFiwAKdPnwYAHDlyBPn5+di5cycA4P79+/Dx8cFvv/2GU6dOwcLCAsOGDcP9+/fl+gsLC4OHhwcuXryIYcOGwcvLC//9738BAHl5eejXrx+UlZXxyy+/4OzZs5g4cSKePn0KAIiPj8fChQuxdOlSpKenY9myZViwYAE2b95c779zIiKqZwIRERHRc3x8fISRI0cKgiAI/fv3Fz744APx3NOnTwV1dXXB29tbLMvPzxcACCdPnhQEQRCOHj0qABC2bdsm1rl7966gqqoqbN++XRAEQfD09BQGDx4sd93Zs2cLXbt2FT+bmJgI7u7ucnWuX78uABDOnz9f7RjKysoEqVQq7N27VywDIMyfP1/8XFxcLAAQfv75Z0EQBGHu3LlC586dhdLS0kr7fPvtt4V///vfcmXh4eFCr169qo2FiIiaHu/4EhERUbXs7OzEnxUVFdG+fXvY2tqKZXp6egCAgoICuXa9evUSf9bR0YGVlRXS09MBAOnp6ejTp49c/T59+iAzMxNlZWVimaOjY61ivHPnDgICAmBhYQEtLS1oamqiuLgYubm5VY5FXV0dmpqaYtwpKSno27cv2rZt+1L/Dx48QFZWFiZNmgQNDQ3xWLJkidxSaCIiap7aNHUARERE1Ly9mAhKJBK5MolEAgAoLy+v92urq6vXqp6Pjw/u3r2LNWvWwMTEBMrKyujVq9dLG2JVNpaKuFVVVavsv7i4GAAQExOD9957T+6coqJirWIkIqKmw8SXiIiIGsSpU6dgbGwMALh37x6uXLkCa2trAIC1tTWSkpLk6iclJcHS0rLaRFJJSQkA5O4KV7Rdv349hg0bBgC4ceMG/vrrrzrFa2dnh82bN+PJkycvJch6enowNDTEtWvX4OXlVad+iYio6THxJSIiogaxePFitG/fHnp6epg3bx46dOggvh941qxZ6NmzJ8LDwzF+/HicPHkS69atq3GX5I4dO0JVVRUHDhzAW2+9BRUVFWhpacHCwgJbtmyBo6MjioqKMHv27Grv4FYmMDAQa9euxUcffYS5c+dCS0sLp06dwrvvvgsrKyuEhYUhKCgIWlpacHV1RUlJCc6cOYN79+5h5syZr/prIiKiRsBnfImIiKhBREREYPr06ejRowdu376NvXv3indsu3fvjh07dmDbtm145513sHDhQixevBi+vr7V9tmmTRtERUUhOjoahoaGGDlyJADg22+/xb1799C9e3d4e3sjKCgIHTt2rFO87du3xy+//ILi4mL0798fPXr0QExMjHj319/fHxs3bsSmTZtga2uL/v37IzY2VnzFEhERNV8SQRCEpg6CiIiIWg+ZTIYBAwbg3r170NbWbupwiIiIeMeXiIiIiIiIWjcmvkRERERERNSqcakzERERERERtWq840tEREREREStGhNfIiIiIiIiatWY+BIREREREVGrxsSXiIiIiIiIWjUmvkRERERERNSqMfElIiIiIiKiVo2JLxEREREREbVqTHyJiIiIiIioVft/7R7y/Usod8oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_importances = get_feature_importances(model, list(wave_train_features[0].keys()))\n",
    "plot_feature_importances(feature_importances, 'Feature Importances')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "saving the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['models/classifier/wave_classifier.pkl']"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filename = 'models/classifier/wave_classifier.pkl' \n",
    "dump(model, filename)"
   ]
  }
 ],
 "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}