{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d159aa0a",
   "metadata": {},
   "source": [
    "# Postprocessing on the axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2086,
   "id": "6a76e55e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import math\n",
    "import pandas as pd\n",
    "from scipy.spatial.transform import Rotation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01038a22",
   "metadata": {},
   "source": [
    "Import video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2087,
   "id": "6b089946",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opened: True, FPS: 59.94018018162597, Total Frames: 332.0\n"
     ]
    }
   ],
   "source": [
    "video_number = \"7\"\n",
    "# Define the relative path to the video file\n",
    "notebook_dir = Path().resolve()\n",
    "project_root = notebook_dir.parent.parent\n",
    "video_path = (\n",
    "    project_root\n",
    "    / \"data\"\n",
    "    / f\"recording_{video_number}\"\n",
    "    / f\"Recording_{video_number}.mp4\"\n",
    ")\n",
    "video_path = str(video_path)\n",
    "\n",
    "# Load the video\n",
    "cap = cv2.VideoCapture(video_path)\n",
    "\n",
    "# Check\n",
    "print(\n",
    "    f\"Opened: {cap.isOpened()}, FPS: {cap.get(cv2.CAP_PROP_FPS)}, Total Frames: {cap.get(cv2.CAP_PROP_FRAME_COUNT)}\"\n",
    ")\n",
    "fps = round(cap.get(cv2.CAP_PROP_FPS))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d68153",
   "metadata": {},
   "source": [
    "Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2088,
   "id": "8b900e37",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the path to the CSV file\n",
    "input_data_path = (\n",
    "    project_root\n",
    "    / \"notebook\"\n",
    "    / \"spin\"\n",
    "    / \"intermediate_data\"\n",
    "    / f\"Axis_{video_number}.csv\"\n",
    ")\n",
    "\n",
    "# Load the CSV file into a DataFrame\n",
    "df = pd.read_csv(input_data_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1f887b8",
   "metadata": {},
   "source": [
    "Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ead16b84",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot separately the evolution of x, y, z\n",
    "def plot_axis_components_over_time(df, title=\"Axis of Rotation Over Time\"):\n",
    "    fig, axes = plt.subplots(1, 3, figsize=(18, 4), sharex=True, sharey=True)\n",
    "\n",
    "    axes[0].plot(df.index, df[\"axis_x\"], label=\"X\", color=\"r\")\n",
    "    axes[0].set_title(\"X Component\")\n",
    "    axes[0].set_xlabel(\"Frame Index\")\n",
    "    axes[0].set_ylabel(\"Axis Component Value\")\n",
    "    axes[0].grid(True)\n",
    "\n",
    "    axes[1].plot(df.index, df[\"axis_y\"], label=\"Y\", color=\"g\")\n",
    "    axes[1].set_title(\"Y Component\")\n",
    "    axes[1].set_xlabel(\"Frame Index\")\n",
    "    axes[1].grid(True)\n",
    "\n",
    "    axes[2].plot(df.index, df[\"axis_z\"], label=\"Z\", color=\"b\")\n",
    "    axes[2].set_title(\"Z Component\")\n",
    "    axes[2].set_xlabel(\"Frame Index\")\n",
    "    axes[2].grid(True)\n",
    "\n",
    "    fig.suptitle(title)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 3d plot with arrows, not really good\n",
    "def plot_axis_3d_quiver(df, step=10, scale=0.5):\n",
    "    fig = plt.figure(figsize=(10, 8))\n",
    "    ax = fig.add_subplot(111, projection=\"3d\")\n",
    "\n",
    "    # Use every `step`-th axis for clarity\n",
    "    data = df.dropna(subset=[\"axis_x\", \"axis_y\", \"axis_z\"])\n",
    "    indices = data.index[::step]\n",
    "    origins = np.zeros((len(indices), 3))  # origin at (0,0,0) for each\n",
    "    dirs = data.loc[indices, [\"axis_x\", \"axis_y\", \"axis_z\"]].values\n",
    "\n",
    "    ax.quiver(\n",
    "        origins[:, 0],\n",
    "        origins[:, 1],\n",
    "        origins[:, 2],\n",
    "        dirs[:, 0],\n",
    "        dirs[:, 1],\n",
    "        dirs[:, 2],\n",
    "        length=scale,\n",
    "        normalize=True,\n",
    "        color=\"blue\",\n",
    "    )\n",
    "\n",
    "    ax.set_title(\"3D View of Smoothed Axes of Rotation\")\n",
    "    ax.set_xlim([-1, 1])\n",
    "    ax.set_ylim([-1, 1])\n",
    "    ax.set_zlim([-1, 1])\n",
    "    ax.set_xlabel(\"X\")\n",
    "    ax.set_ylabel(\"Y\")\n",
    "    ax.set_zlabel(\"Z\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# plot points on a circle\n",
    "def plot_points_on_circle(df, step=10):\n",
    "    fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "    # Use every `step`-th axis for clarity\n",
    "    data = df.dropna(subset=[\"axis_x\", \"axis_y\"])\n",
    "    indices = data.index[::step]\n",
    "    points = data.loc[indices, [\"axis_x\", \"axis_y\"]].values\n",
    "\n",
    "    # Plot points\n",
    "    ax.scatter(points[:, 0], -points[:, 1], color=\"blue\", label=\"Points\")\n",
    "\n",
    "    # Plot lines between consecutive points\n",
    "    for i in range(len(points) - 1):\n",
    "        ax.plot(\n",
    "            [points[i, 0], points[i + 1, 0]],\n",
    "            [-points[i, 1], -points[i + 1, 1]],\n",
    "            color=\"blue\",\n",
    "            alpha=0.5,\n",
    "        )\n",
    "\n",
    "    # Plot circle\n",
    "    circle = plt.Circle((0, 0), 1, color=\"lightgray\", fill=False, linestyle=\"--\")\n",
    "    ax.add_artist(circle)\n",
    "\n",
    "    ax.set_title(\"Points on Circle from Smoothed Axes of Rotation\")\n",
    "    ax.set_xlim([-1.1, 1.1])\n",
    "    ax.set_ylim([-1.1, 1.1])\n",
    "    ax.set_xlabel(\"X\")\n",
    "    ax.set_ylabel(\"Y\")\n",
    "    ax.set_aspect(\"equal\", adjustable=\"datalim\")\n",
    "    ax.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36696ea6",
   "metadata": {},
   "source": [
    "Correct flips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1df8ee59",
   "metadata": {},
   "outputs": [],
   "source": [
    "# correct the axis if it is taken in the opposite verse\n",
    "def correct_flips_df(df):\n",
    "    df_out = df.copy()\n",
    "    valid_mask = df_out[[\"axis_x\", \"axis_y\", \"axis_z\"]].notnull().all(axis=1)\n",
    "    idx = df_out.index[valid_mask]\n",
    "    axes = df_out.loc[idx, [\"axis_x\", \"axis_y\", \"axis_z\"]].to_numpy()\n",
    "\n",
    "    # Normalize\n",
    "    axes = axes / np.linalg.norm(axes, axis=1, keepdims=True)\n",
    "\n",
    "    # Flip correction\n",
    "    corrected = [axes[0]]\n",
    "    for i in range(1, len(axes)):\n",
    "        if np.dot(corrected[-1], axes[i]) < 0:\n",
    "            corrected.append(-axes[i])\n",
    "            print(f\"Flipped: {i}\")\n",
    "            corrected.append(axes[i])\n",
    "    corrected = np.array(corrected)\n",
    "\n",
    "    # Replace\n",
    "    df_out.loc[idx, [\"axis_x\", \"axis_y\", \"axis_z\"]] = corrected\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd3949b6",
   "metadata": {},
   "source": [
    "Smooth axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa0bb018",
   "metadata": {},
   "outputs": [],
   "source": [
    "# smoothing\n",
    "def smooth_axes_df(df, window=5):\n",
    "    df_out = df.copy()\n",
    "    valid_mask = df_out[[\"axis_x\", \"axis_y\", \"axis_z\"]].notnull().all(axis=1)\n",
    "    idx = df_out.index[valid_mask]\n",
    "    axes = df_out.loc[idx, [\"axis_x\", \"axis_y\", \"axis_z\"]].to_numpy()\n",
    "\n",
    "    # Normalize\n",
    "    axes = axes / np.linalg.norm(axes, axis=1, keepdims=True)\n",
    "\n",
    "    # Moving average smoothing\n",
    "    smoothed = []\n",
    "    for i in range(len(axes)):\n",
    "        start = max(0, i - window // 2)\n",
    "        end = min(len(axes), i + window // 2 + 1)\n",
    "        avg = np.mean(axes[start:end], axis=0)\n",
    "        avg /= np.linalg.norm(avg)\n",
    "        smoothed.append(avg)\n",
    "    smoothed = np.array(smoothed)\n",
    "\n",
    "    df_out.loc[idx, [\"axis_x\", \"axis_y\", \"axis_z\"]] = smoothed\n",
    "\n",
    "    first_valid_index = df[\"x\"].first_valid_index()\n",
    "    last_valid_index = df[\"x\"].last_valid_index()\n",
    "    for col in [\"axis_x\", \"axis_y\", \"axis_z\"]:\n",
    "        df_out.loc[first_valid_index:last_valid_index, col] = (\n",
    "            df_out.loc[first_valid_index:last_valid_index, col]\n",
    "            .interpolate(method=\"linear\", limit_direction=\"both\")\n",
    "            .fillna(method=\"bfill\")\n",
    "            .fillna(method=\"ffill\")\n",
    "        )\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28c1191b",
   "metadata": {},
   "source": [
    "Remove outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ffe067cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute angle between 2 axis\n",
    "def angular_deviation(a, b):\n",
    "    \"\"\"Returns the angle in degrees between two unit vectors a and b\"\"\"\n",
    "    dot = np.clip(np.dot(a, b), -1.0, 1.0)\n",
    "    return np.degrees(np.arccos(dot))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e1b19bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove the outliers, the axis with an agle too big with respect to the previous\n",
    "def remove_axis_outliers_df(df, window=5, threshold_deg=30):\n",
    "    df_out = df.copy()\n",
    "    valid_mask = df_out[[\"axis_x\", \"axis_y\", \"axis_z\"]].notnull().all(axis=1)\n",
    "    idx = df_out.index[valid_mask]\n",
    "    axes = df_out.loc[idx, [\"axis_x\", \"axis_y\", \"axis_z\"]].to_numpy()\n",
    "\n",
    "    # Normalize\n",
    "    axes = axes / np.linalg.norm(axes, axis=1, keepdims=True)\n",
    "\n",
    "    outliers = np.zeros(len(axes), dtype=bool)\n",
    "    for i in range(len(axes)):\n",
    "        start = max(0, i - window // 2)\n",
    "        end = min(len(axes), i + window // 2 + 1)\n",
    "        avg = np.mean(axes[start:end], axis=0)\n",
    "        avg /= np.linalg.norm(avg)\n",
    "        angle = angular_deviation(axes[i], avg)\n",
    "        if angle > threshold_deg:\n",
    "            outliers[i] = True\n",
    "\n",
    "    df_out.loc[idx[outliers], [\"axis_x\", \"axis_y\", \"axis_z\"]] = np.nan\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcce7daa",
   "metadata": {},
   "source": [
    "Interpolate missing coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dac59edc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# interpolation function to fill the removed values\n",
    "def interpolate_axes_df(df):\n",
    "    df_out = df.copy()\n",
    "    first_valid_index = df[\"axis_x\"].first_valid_index()\n",
    "    last_valid_index = df[\"axis_x\"].last_valid_index()\n",
    "    for col in [\"axis_x\", \"axis_y\", \"axis_z\"]:\n",
    "        df_out.loc[first_valid_index:last_valid_index, col] = df_out.loc[\n",
    "            first_valid_index:last_valid_index, col\n",
    "        ].interpolate(method=\"linear\", limit_direction=\"both\")\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6344b30",
   "metadata": {},
   "source": [
    "Try to fix the behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3944cf2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constraints the x to be only increasing and the y to be only decreasing (not very good, not real)\n",
    "def fix_behavior_df(df):\n",
    "    df_out = df.copy()\n",
    "\n",
    "    for i in range(1, len(df_out)):\n",
    "        if (\n",
    "            not pd.isna(df_out.loc[i - 1, \"axis_x\"])\n",
    "            and not pd.isna(df_out.loc[i - 1, \"axis_y\"])\n",
    "            and not pd.isna(df_out.loc[i - 1, \"axis_z\"])\n",
    "        ):\n",
    "            # Ensure axis_x values can only increase in absolute value\n",
    "            if abs(df_out.loc[i, \"axis_x\"]) < abs(df_out.loc[i - 1, \"axis_x\"]):\n",
    "                df_out.loc[i, \"axis_x\"] = df_out.loc[i - 1, \"axis_x\"]\n",
    "\n",
    "            # Ensure axis_y values can only decrease in absolute value\n",
    "            if abs(df_out.loc[i, \"axis_y\"]) > abs(df_out.loc[i - 1, \"axis_y\"]):\n",
    "                df_out.loc[i, \"axis_y\"] = df_out.loc[i - 1, \"axis_y\"]\n",
    "\n",
    "            df_out.loc[i, \"axis_z\"] = np.sqrt(\n",
    "                1 - df_out.loc[i, \"axis_x\"] ** 2 - df_out.loc[i, \"axis_y\"] ** 2\n",
    "            )\n",
    "            # Recalculate axis_z\n",
    "            if df_out.loc[i, \"axis_z\"] * df_out.loc[i - 1, \"axis_z\"] < 0:\n",
    "                df_out.loc[i, \"axis_z\"] = -df_out.loc[i, \"axis_z\"]\n",
    "\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd0eaafe",
   "metadata": {},
   "source": [
    "Try to fix multiplying with a line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28339b47",
   "metadata": {},
   "outputs": [],
   "source": [
    "# multipli x and y with two lines to simulate the correct behavior\n",
    "def fix_lines_df(df):\n",
    "    df_out = df.copy()\n",
    "    first_valid_index = df[\"axis_x\"].first_valid_index()\n",
    "    last_valid_index = df[\"axis_x\"].last_valid_index()\n",
    "    line_y = np.linspace(1, 0, num=last_valid_index - first_valid_index + 1)\n",
    "    line_x = np.linspace(\n",
    "        1,\n",
    "        1 / df.loc[last_valid_index, \"axis_x\"],\n",
    "        num=last_valid_index - first_valid_index + 1,\n",
    "    )\n",
    "\n",
    "    df_out.loc[first_valid_index:last_valid_index, \"axis_x\"] = (\n",
    "        line_x * df_out.loc[first_valid_index:last_valid_index, \"axis_x\"]\n",
    "    )\n",
    "    df_out.loc[first_valid_index:last_valid_index, \"axis_y\"] = np.minimum(\n",
    "        line_y * df_out.loc[first_valid_index:last_valid_index, \"axis_y\"], 1\n",
    "    )\n",
    "    for i in range(first_valid_index, last_valid_index + 1):\n",
    "        df_out.loc[i, \"axis_x\"] = np.clip(\n",
    "            line_x[i - first_valid_index] * df_out.loc[i, \"axis_x\"], -1, 1\n",
    "        )\n",
    "    sign = np.sign(df_out.loc[first_valid_index, \"axis_z\"])\n",
    "    # Calculate axis_z and handle cases where the value inside sqrt is negative\n",
    "    axis_z_squared = (\n",
    "        1\n",
    "        - df_out.loc[first_valid_index:last_valid_index, \"axis_x\"] ** 2\n",
    "        - df_out.loc[first_valid_index:last_valid_index, \"axis_y\"] ** 2\n",
    "    )\n",
    "    df_out.loc[first_valid_index:last_valid_index, \"axis_z\"] = np.where(\n",
    "        axis_z_squared < 0, 0, sign * np.sqrt(axis_z_squared)\n",
    "    )\n",
    "\n",
    "    # Normalize the axis\n",
    "    norm = np.sqrt(\n",
    "        df_out.loc[first_valid_index:last_valid_index, \"axis_x\"] ** 2\n",
    "        + df_out.loc[first_valid_index:last_valid_index, \"axis_y\"] ** 2\n",
    "        + df_out.loc[first_valid_index:last_valid_index, \"axis_z\"] ** 2\n",
    "    )\n",
    "    df_out.loc[first_valid_index:last_valid_index, [\"axis_x\", \"axis_y\", \"axis_z\"]] = (\n",
    "        df_out.loc[\n",
    "            first_valid_index:last_valid_index, [\"axis_x\", \"axis_y\", \"axis_z\"]\n",
    "        ].div(norm, axis=0)\n",
    "    )\n",
    "\n",
    "    return df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05bb5249",
   "metadata": {},
   "source": [
    "Postprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3aa90d4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_axis_dataframe(df, window_outliers=15, window_smooth=5):\n",
    "    plot_axis_components_over_time(df, \"raw data\")\n",
    "\n",
    "    df_no_outliers = remove_axis_outliers_df(df, window=window_outliers)\n",
    "    plot_axis_components_over_time(df_no_outliers, \"outliers removed\")\n",
    "\n",
    "    df_interpolated = interpolate_axes_df(df_no_outliers)\n",
    "    plot_axis_components_over_time(df_interpolated, \"interpolated\")\n",
    "\n",
    "    df_smoothed = smooth_axes_df(df_interpolated, window=window_smooth)\n",
    "    plot_axis_components_over_time(df_smoothed, \"smoothed\")\n",
    "\n",
    "    return df_smoothed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7a2f833",
   "metadata": {},
   "source": [
    "Main "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86085cd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1951917951.py:25: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  df_out.loc[first_valid_index:last_valid_index, col] = df_out.loc[first_valid_index:last_valid_index, col].interpolate(method='linear', limit_direction='both').fillna(method='bfill').fillna(method='ffill')\n",
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1951917951.py:25: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  df_out.loc[first_valid_index:last_valid_index, col] = df_out.loc[first_valid_index:last_valid_index, col].interpolate(method='linear', limit_direction='both').fillna(method='bfill').fillna(method='ffill')\n",
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1951917951.py:25: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  df_out.loc[first_valid_index:last_valid_index, col] = df_out.loc[first_valid_index:last_valid_index, col].interpolate(method='linear', limit_direction='both').fillna(method='bfill').fillna(method='ffill')\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miche\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\pandas\\core\\arraylike.py:399: RuntimeWarning: invalid value encountered in sqrt\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_processed = process_axis_dataframe(df, window_outliers=35, window_smooth=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2e02a2",
   "metadata": {},
   "source": [
    "## Postprocess the rotation angle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0280c828",
   "metadata": {},
   "source": [
    "Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0cb7fe54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the evolution of the rotation angle\n",
    "def plot_angle_over_index(df, title=\"Angle Over Index\"):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(df.index, df[\"angle\"], label=\"Angle\", color=\"blue\")\n",
    "    plt.title(title)\n",
    "    plt.xlabel(\"Index\")\n",
    "    plt.ylabel(\"Angle (rad)\")\n",
    "    plt.grid(True)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa6ffb0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Outliers removal, z-score\n",
    "def remove_outliers(series, threshold=1):\n",
    "    # Apply an outlier removal using z-score\n",
    "    mean = series.mean()\n",
    "    std = series.std()\n",
    "    z_scores = (series - mean) / std\n",
    "    outliers_z = (\n",
    "        abs(z_scores) > threshold\n",
    "    )  # Consider values with z-score > threshold as outliers\n",
    "    series[outliers_z] = np.nan\n",
    "\n",
    "    return series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2459068d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Smoothing woth rolling\n",
    "def smooth_series(series, first_valid_index, last_valid_index, window=5):\n",
    "    # Copia per non modificare l'originale\n",
    "    smoothed = series.copy()\n",
    "\n",
    "    # Applichi il rolling solo tra i validi\n",
    "    rolled = (\n",
    "        series[first_valid_index : last_valid_index + 1]\n",
    "        .rolling(window=window, center=True)\n",
    "        .mean()\n",
    "    )\n",
    "\n",
    "    # Interpolazione per stimare i bordi più precisamente\n",
    "    rolled = (\n",
    "        rolled.interpolate(method=\"cubic\", limit_direction=\"both\")\n",
    "        .fillna(method=\"bfill\")\n",
    "        .fillna(method=\"ffill\")\n",
    "    )\n",
    "\n",
    "    smoothed[first_valid_index : last_valid_index + 1] = rolled\n",
    "\n",
    "    # Rimetti i valori smussati nella serie originale\n",
    "    series.loc[first_valid_index:last_valid_index] = smoothed\n",
    "    return series"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3cc5c2f",
   "metadata": {},
   "source": [
    "Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15eb351e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i6L7wwgttzTXXtEGDBtm2225r9913X6Sfu+aaa6yrq8v22WefxB9j3rCmGwAAAADSl3rQfe2119oJJ5xgZ5xxhj3wwAM2atQoGz16tE2dOrXmz73wwgt20kkn2Yc+9KG2PdY8YcswAAAAAEhf6kH3+eefb0cffbQdccQRNnLkSLv44ottyJAhdtlll1X9mYULF9ohhxxi3/nOd2zttddu6+PNC7YMAwAAAIAOD7rnzZtnEyZMsF133bXnAfXpU/r47rvvrvpz3/3ud23FFVe0o446qk2PNP+ZbsrLAQAAAKD9+lmKpk2bVspar7TSSr0+r4+feuqpij9z55132qWXXmoPPfRQpH9j7ty5pf/cjBkzSm/nz59f+q+o5szRfEpf69dvoc2fv8j69+8qHe5Zs7pt/vwFlkV+PIp8XDodx7j4OMbFxzEuPo5x8XGMi49j3B5Rn99Ug+5GvfPOO/bZz37WLrnkElt++eUj/czZZ59dKkMvd/PNN5fK2Ivqqac2MrP17eWXX7CxYx+zp55a1sx2sunTZ9nYsf+yLBs3blzaDwEJ4xgXH8e4+DjGxccxLj6OcfFxjJM1a9as7AfdCpz79u1rr732Wq/P6+MRI0Ys8f3PPvtsqYHa3nvvvfhzixYtKr3t16+fTZw40dZZZ51eP/Otb32r1KgtnOleffXVbffdd7fhw4dbUd12W7ByYL311rQxY9awVVYJPt+nzxAbM2aMZXWmSBeG3Xbbzfp7XTwKhWNcfBzj4uMYFx/HuPg4xsXHMW4Pr6LOdNA9YMAA23LLLe2WW25ZvO2Xgmh9fNxxxy3x/RtuuKE9+uijvT737W9/u5QB/8lPflIKpssNHDiw9F85nXxFPgEXvFdBPnhwX+vfv6/5/MLs2V2Z/7uLfmzAMe4EHOPi4xgXH8e4+DjGxccxTlbU5zb18nJloQ877DDbaqutbJtttrELLrjAZs6cWepmLoceeqituuqqpTJx7eO9ySab9Pr5ZZZZpvS2/POdzpcX0EgNAAAAANKTetB94IEH2uuvv26nn366vfrqq7bZZpvZjTfeuLi52uTJk0sdzdFc93LfMsz36VZPue5usy71VQMAAAAAFDvoFpWSVyonl/Hjx9f82d/+9rcJPapibhnme3WHPwYAAAAAJIMUcsHLyz3THQ6yKTEHAAAAgPYg6O6QTHe/fmZ9+wbvE3QDAAAAQHsQdHdIpjuc7VZ5OQAAAAAgeQTdHdJITehgDgAAAADtRdDdIVuGCUE3AAAAALQXQXcHZbp92zDKywEAAACgPQi6C4pMNwAAAACkj6C7oFjTDQAAAADpI+juoEy3l5cTdAMAAABAexB0d2CmmzXdAAAAANAeBN0FD7pZ0w0AAAAA6SHoLnh5OWu6AQAAACA9BN0FxZZhAAAAAJA+gu6CYsswAAAAAEgfQXdBsWUYAAAAAKSPoLug2DIMAAAAANJH0F1A3d1mCxYE77NlGAAAAACkh6C7wFluYU03AAAAAKSHoLvA67mFNd0AAAAAkB6C7oIH3ZXWdFNeDgAAAADtQdBd8PLyfv163ifTDQAAAADtRdBd8O3Curp6Pk/QDQAAAADtRdDdIduFCVuGAQAAAEB7EXQXPNMdxpZhAAAAANBeBN0dlOmmvBwAAAAA2ouguwMz3QTdAAAAANAeBN0duKab8nIAAAAAaA+C7g7NdHd3t/9xAQAAAECnIegucNBdbU33okW99/IGAAAAACSDoLuAPKAuz3R7ebmwrhsAAAAAkkfQ3UHl5QMHmnV1Be+zrhsAAAAAkkfQ3UGN1BRwe7abTDcAAAAAJI+gu4My3cK2YQAAAADQPgTdHZTpFrYNAwAAAID2IeguIDLdAAAAAJANBN0dlukm6AYAAACA9iHo7rBMN43UAAAAAKB9CLoLHHTXynSzphsAAAAAkkfQXeDyctZ0AwAAAEC6CLoLiEZqAAAAAJANBN0dumUYQTcAAAAAJI+gu0Mz3azpBgAAAIDkEXQXEFuGAQAAAEA2EHQXEFuGAQAAAEA2EHQXUJRMN+XlAAAAAJA8gu4Cons5AAAAAGQDQXeBg27WdAMAAABAugi6C1xezppuAAAAAEgXQXcBsWUYAAAAAGQDQXcBsWUYAAAAAGQDQXcBsWUYAAAAAGQDQXcBsWUYAAAAAGQDQXcBsWUYAAAAAGQDQXcBsaYbAAAAALKBoLuAWNMNAAAAANlA0F1ArOkGAAAAgGwg6C4g1nQDAAAAQDYQdHdoebmy4QsXtvdxAQAAAECnIeju0PJyocQcAAAAAJJF0N2h5eVCiTkAAAAAJIugu8My3X369ATjBN0AAAAAkCyC7g7LdAvbhgEAAABAexB0F0x3t9mCBdUz3cK2YQAAAADQHgTdBS0tr5XpZtswAAAAAGgPgu4CB93VMt2UlwMAAABAexB0F3Q9d5RMN+XlAAAAAJAsgu4CB939+lX+HsrLAQAAAKA9CLoLvF1YV1fl7yHoBgAAAID2IOjusO3ChDXdAAAAANAeBN0FznRXw5puAAAAAGgPgu4OzHRTXg4AAAAA7UHQ3YGZbsrLAQAAAKA9CLo7ONNNeTkAAAAAJIugu4PXdJPpBgAAAIBkEXQXDGu6AQAAACA7CLoLhi3DAAAAACA7CLoLhi3DAAAAACA7CLoLhvJyAAAAAMgOgu6CYcswAAAAAMgOgu6CYcswAAAAAMgOgu6CYcswAAAAAMgOgu6CYU03AAAAAGQHQXfBsKYbAAAAALKDoLtgWNMNAAAAANlB0F0wlJcDAAAAQHYQdBcM5eUAAAAAkB0E3R1eXt7d3Z7HBQAAAACdiKC7g7cMk7lzk39MAAAAANCpCLo7ONMtlJgDAAAAQHIIujsw092vn1mf9448QTcAAAAAJIeguwMz3V1dbBsGAAAAAO1A0N2BmW5h2zAAAAAA6JCg+8ILL7Q111zTBg0aZNtuu63dd999Vb/3z3/+s2211Va2zDLL2FJLLWWbbbaZXX755W19vHnPdAvbhgEAAABABwTd1157rZ1wwgl2xhln2AMPPGCjRo2y0aNH29SpUyt+/3LLLWennnqq3X333fbII4/YEUccUfrvpptuavtjz3LQTaYbAAAAANKXetB9/vnn29FHH10KnEeOHGkXX3yxDRkyxC677LKK3//hD3/Y9t13X9too41snXXWseOPP9423XRTu/POO9v+2LNcXl4v082abgAAAABIXj9L0bx582zChAn2rW99a/Hn+vTpY7vuumspk11Pd3e3/fvf/7aJEyfaOeecU/F75s6dW/rPzZgxo/R2/vz5pf+KZu7cvqW5lD59Ftj8+d1Vv2/w4OD73n679ve1kx+PIh4XBDjGxccxLj6OcfFxjIuPY1x8HOP2iPr8php0T5s2zRYuXGgrrbRSr8/r46eeeqrqz7399tu26qqrloLpvn372i9+8QvbbbfdKn7v2Wefbd/5zneW+PzNN99cyqgXzSuvbG9mK9jjjz9kY8e+XPX75szZzsxWtP/852Hr3/8ly5Jx48al/RCQMI5x8XGMi49jXHwc4+LjGBcfxzhZs2bNyn7Q3axhw4bZQw89ZO+++67dcsstpTXha6+9dqn0vJyy6Pp6ONO9+uqr2+67727Dhw+3ovnRj5TBNttmm81szJhRVb/vN7/paw8/bLbuuvq+TS0rM0W6MGgCpX+9RenIJY5x8XGMi49jXHwc4+LjGBcfx7g9vIo600H38ssvX8pUv/baa70+r49HjBhR9edUgr7uuuuW3lf38ieffLKU0a4UdA8cOLD0XzmdfEU8ARcsCN4OHtyvZjM1n2+YNauv9e8fBOpZUdRjgx4c4+LjGBcfx7j4OMbFxzEuPo5xsqI+t6k2UhswYIBtueWWpWy1W7RoUenj7bZT+XM0+pnwuu1OFnXLsGHDgrfvvpv8YwIAAACATpV6eblKvw877LDS3tvbbLONXXDBBTZz5sxSN3M59NBDS+u3lckWvdX3qnO5Au2xY8eW9um+6KKLUv5LssHX8tebdBk6NHhL0A0AAAAABQ66DzzwQHv99dft9NNPt1dffbVULn7jjTcubq42efLkUjm5U0B+7LHH2ksvvWSDBw+2DTfc0K644orS70H0TLcH3e+8k/xjAgAAAIBOlXrQLccdd1zpv0rGjx/f6+Ozzjqr9B9ay3RTXg4AAAAAyUt1TTfSz3QTdAMAAABAcgi6C4bycgAAAADIDoLugqG8HAAAAACyg6C7YMh0AwAAAEB2EHQXDJluAAAAAMgOgu4C6e7uCbpppAYAAAAA6SPoLpAFC3rer5fpDpeXK1gHAAAAAKS8T/dbb71lf/nLX+yOO+6wSZMm2axZs2yFFVawzTff3EaPHm3bb799Ag8Rja7njpLp9vLyRYvM5swxGzw42ccGAAAAoD2mTVMFbFfaDwONZLqnTJlin/vc52zllVe2s846y2bPnm2bbbaZ7bLLLrbaaqvZrbfearvttpuNHDnSrr322ii/Egnw0vIome4hQ3rep8QcAAAAKIZXXjFba61+dvbZ26b9UNBIpluZ7MMOO8wmTJhQCqwrUSB+/fXX2wUXXGAvvviinXTSSVF+NRLKdNcLuvv2DQLvWbOCEvMVVkj84QEAAABI2NNPm82d22UvvvheaSvyEXQ/8cQT9r73va/m9wwePNgOPvjg0n9vvPFGXI8PTQTdCri7IlSTqMRcQTeZbgAAAKAY5s4N3s6fT/uurIh0JOoF3K1+P9q7XZijgzkAAABQLATdOc10/+1vf4v8Cz/+8Y+38ngQQ6a7XhO18mZqKi8HAAAAULSgm22KchN077PPPr0+7urqsu7QPlP62C1cuDDOx4cGkOkGAAAAOpsn4hYs6Kv/p/1wELW8fNGiRYv/u/nmm0udy2+44YbSFmL6b+zYsbbFFlvYjTfemPwjRmyZ7vBe3QAAAACKk+letKjLyIfmcJ9u+epXv2oXX3yx7bjjjos/pz26hwwZYp///OftySefjPsxIqFMt5eXk+kGAAAAihV0+/uDBqX5aCANr65/9tlnbZllllni80svvbS98MILPKs5zHQTdAMAAADFDLqRw6B76623thNOOMFee+21xZ/T+yeffLJts802cT8+tGFNN+XlAAAAQDEQdBcg6L7sssvslVdesTXWWMPWXXfd0n96/+WXX7ZLL700mUeJRLuXk+kGAAAAiiEcaHt8gJyt6VaQ/cgjj9i4cePsqaeeKn1uo402sl133bVXF3O0H+XlAAAAQGcj012AoFsUXO++++6l/5AdlJcDAAAAnY2guyBB98yZM+22226zyZMn27yymoWvfOUrcT02NIjycgAAAKCzUV5egKD7wQcftDFjxtisWbNKwfdyyy1n06ZNK20ZtuKKKxJ05zDTTdANAAAAFDHoZvlvLhupfe1rX7O9997b3nzzTRs8eLDdc889NmnSJNtyyy3tvPPOS+ZRItFMN+XlAAAAQDFQXl6AoPuhhx6yE0880fr06WN9+/a1uXPn2uqrr27nnnuunXLKKck8SkRCphsAAADobATdBQi6+/fvXwq4ReXkWtctSy+9tL344ovxP0Ik3r2cTDcAAABQDATdBVjTvfnmm9v9999v6623nu288852+umnl9Z0X3755bbJJpsk8yiRSKabRmoAAABAsdBIrQCZ7h/84Ae28sorl97//ve/b8suu6wdc8wx9vrrr9uvfvWrJB4jEs50z5xptmhRco8LAAAAQHuQ6c55pru7u7tUUu4Zbb1/4403JvXY0Kag2wNvz3wDAAAAyCcy3TnPdCvoXnfddVm7XZDy8sGDzd5bnk+JOQAAAFAA4UB77ly2DMtd0K0GalrL/cYbbyT3iNC2THdXFx3MAQAAgCIh012ANd0//OEP7eSTT7bHHnssmUeEtmW6hb26AQAAgOJgTXcBupcfeuihNmvWLBs1apQNGDDABqtGOWT69OlxPj4kmOkWMt0AAABAcRB0FyDovuCCC5J5JEgl003QDQAAABQHQXcBgu7DDjssmUeCVDLdlJcDAAAAxcGa7pyu6Z6p/aQa0Oj3Ix5kugEAAIDORtCd06Bb24Spgdorr7xSczuxcePG2Z577mk//elP43yMaMOabjLdAAAAQP5RXp7T8vLx48fbKaecYmeeeWapgdpWW21lq6yyig0aNMjefPNNe+KJJ+zuu++2fv362be+9S37whe+kPwjR9VMdzPl5WS6AQAAgHzr7maf7twG3RtssIH96U9/ssmTJ9t1111nd9xxh9111102e/ZsW3755W3zzTe3Sy65pJTl7tu3b/KPGhX5C4zycgAAAKDzlJeTU16ew0Zqa6yxhp144oml/5A9NFIDAAAAOld5OTnl5Tla0418oJEaAAAA0LkIurOJoLtAWmmkRtANAAAA5Ft5kE15eTYQdHd4ppvycgAAAKAYyHRnE0F3gZDpBgAAADoXme5sIuguENZ0AwAAAJ2rPMhmy7AcB93aMuwzn/mMbbfddvbyyy+XPnf55ZfbnXfeGffjQwPoXg4AAAB0LsrLCxJ0a7/u0aNH2+DBg+3BBx+0ue8dybffftt+8IMfJPEY0WCmm/JyAAAAoPNQXl6QoPuss86yiy++2C655BLrH6pj3mGHHeyBBx6I+/GhAf6iaqa8nEw3AAAAkG8E3QUJuidOnGg77bTTEp9feuml7a233orrcaHN5eV6gXqmHAAAAEB+g+7Bg7t7fYycBd0jRoywZ555ZonPaz332muvHdfjQpsbqcnMmfE/JgAAAADt4UF2OLGGHAbdRx99tB1//PF27733WldXl02ZMsWuvPJKO+mkk+yYY45J5lEisUy3vte/nxJzAAAAIL88yB4+vPfHSFe/Rn/gm9/8pi1atMh22WUXmzVrVqnUfODAgaWg+8tf/nIyjxJ1dXc3l+n2bPf06TRTAwAAAIqU6WZNd06DbmW3Tz31VDv55JNLZebvvvuujRw50oaG65TRdgsW9LzfSKZbCLoBAACAIgXdWtPdZYsWdZXihH4NR32IU9NP/4ABA0rBNrIh3ASt0Uw3e3UDAAAAxQm6w/lQfY6gO12Rnv799tsv8i/885//3MrjQZPCpSPNZLqFTDcAAABQnDXd/rmllkrtISFq0K3twFDcTDd7dQMAAADFCboVZHd1dVt3dxfruvMSdP/mN79J/pGgJf5iUulIV1dz5eVkugEAAID8B90DB3Zb//7dNm9eXzqY53HLMBRnuzBHeTkAAABQpKBbybhFvT6H9DS8pH7zzTcvdTAvp88NGjTI1l13XTv88MPtIx/5SFyPERE0u12Y0EgNAAAAyD8PsJWI69+foDu3me499tjDnnvuOVtqqaVKgbX+03Zhzz77rG299db2yiuv2K677mp//etfk3nEqIhMNwAAANDZKmW6WdOdw0z3tGnT7MQTT7TTTjut1+fPOussmzRpkt188812xhln2Pe+9z37xCc+EedjRUKZboJuAAAAIP88wFbQ3b//wtL7ZLpzmOn+wx/+YAcffPASnz/ooINKXxN9feLEifE8QiSe6aa8HAAAAN3daT8CxJnpprw8x0G31m3fddddS3xen9PXZNGiRYvfR3uQ6QYAAECz3nrLbIMNzL70pbQfCVpBI7WClJd/+ctfti9+8Ys2YcKE0hpuuf/+++3Xv/61nXLKKaWPb7rpJttss83if7SoijXdAAAAaJZyak8/HYwHL7ww7UeDeLYMY013boPub3/727bWWmvZz3/+c7v88stLn9tggw3skksusU9/+tOljxWUH3PMMfE/WtTNdFNeDgAAgEYp4BbGg/lG9/KCBN1yyCGHlP6rZvDgwa08JjTBZ7AoLwcAAECjnnmmZzy4aJFZn4YXoSILKC8vUNAt8+bNs6lTp5bWb4etscYacTwuNIhGagAAAGg10+2B9/DhaT4aNItGagUJup9++mk78sgjl2im1t3dbV1dXbZwYdCaHu1FIzUAAADEEXQrEUPQnU/s012QoPvwww+3fv362T/+8Q9beeWVS4E2itNITVtFcEgBAAA6axz5wgs9H8+YYbbqqmk+IjSLNd0FCbofeuihUufyDTfcMJlHhLZnur28fMGC4EXJbm8AAACdQwF3eMUoSw7zi/LybGq4RcLIkSNt2rRpyTwapJLpXmqpnvcpMQcAAOjc0nIh6C7GlmE0Ustx0H3OOefY17/+dRs/fry98cYbNmPGjF7/IX+Z7r591XE+eJ+gGwAAoDM7lzuG9JVNmWJ23nlm06dbrsrLWdOdw/LyXXfdtfR2l1126fV5GqnlN9PtJeazZzOzCQAA0GnIdEdz7rlmP/mJmcKdb3zDclBeHsRlZLpzGHTfeuutyTwSxJLpbjboVjO1qVPJdAMAAHR60E2mu7Lnnw/evvqqZRZrugsSdO+8885Vv/bYY4+1+njQYqa7mfJyYdswAACAzi4vX3fd4H0y3ZW98krw9u23LZPUDM8TceEtwwi6c7imu9w777xjv/rVr2ybbbaxUaNGxfOokEp5uXCRBQAA6MztwrbYInjLeDCfQXd47TaZ7oIE3bfffrsddthhpb26zzvvPPvoRz9q99xzT7yPDm1ppCZkugEAADqzZFoZUu1ms/76wecoL1+SniMvK89L0O2Zbhqp5ay8/NVXX7Xf/va3dumll5Y6lR9wwAE2d+5cu/7660tbiSE9ZLoBAADQSmk548Hq3njDbMGCbAfd4Yx2uHs5me4cZbr33ntv22CDDeyRRx6xCy64wKZMmWI/+9nPkn10iIxMNwAAAJptorbeembDhzcWdN91l9mjj1rHbBfm3nrLMsmDa8UDffqwpjuXme4bbrjBvvKVr9gxxxxj6+lViUJlugm6AQAAOjvo9kx3lPLyN980+/CHzZZbLtvdvONez52HTLdKy4VMdw4z3XfeeWepadqWW25p2267rf385z+3adOmJfvo0LZMN+VEAAAAnafZ8nIFoRp/vvZazzi0yPIcdLOmO0dB9wc/+EG75JJL7JVXXrEvfOELds0119gqq6xiixYtsnHjxpUCcqSHTDcAAADiKC+PkukOl1jPnGkdFXRr3D1njmUOme4CdS9faqml7Mgjjyxlvh999FE78cQT7Yc//KGtuOKK9vGPfzyZR4m6fIaRoBsAAABRKHicNGnJ8vIoubRODrqzmu0uD7pZ012QfbrVWO3cc8+1l156ya6++ur4HhWaznRTXg4AAIBGtgtT8mWllRprpBYOOgm6s8GDa0/CkekuSNDt+vbta/vss4/97W9/i+PXoQlkugEAANCIZ57pWryeu6urdxKmuzt6prsTxo/h7uVZD7p7yssXlt6yprsgQTeKk+nuhIsmAAAAegfd4fGgAu562Wsy3ZY5lJdnF0F3QcTVSI3y8ubdf7/Zgw+m/SgAAACiefbZ4K3vBjxkSLC/c5Rmap2U6dYkhAfdq60WvCXoRiMIugui1S3DKC9vjWZ4d97Z7CMf6YxtMwAAQHEy3R50l5eY19JJjdT0t3rgusEGPZ/LGrqXZxdBd0G0mummkVprXnzRbPbsYNbz9dfTfjQAgHZYsCDtRwDEW17eyJiwk8rLPcu9zDJBw7m8ZLrZpzs7CLoLIq5Mty6a6mKJxrz6as/7U6em+UgAAO1w8slm73uf2XPPpf1IgObMn9/HJk+2XpluibpXdyeVl3vQvcoqZksvnb+gW5+v1xgPySLoLoi41nTrBamMLZpvrvHaa2k+EgBAO9xySxCUqJ8HkEevvTbEFi3qWrxdmCPTXb1z+cor5yvo9jXdGt9TmZOuTATdF154oa255po2aNAg23bbbe2+++6r+r2XXHKJfehDH7Jll1229N+uu+5a8/s7RatbhqlxhtbxCCXmjSPTDQCdxTN7WVzXCUQxZcpSvbYLc1H36u7ETHfegm7PdIe/hg4Nuq+99lo74YQT7IwzzrAHHnjARo0aZaNHj7apVSKX8ePH28EHH2y33nqr3X333bb66qvb7rvvbi+//LJ1sla3DNPFlmZqzSPTDQCdxTN7WRx4A1G8+upSS5SWhzPdjZSXFz3TnZeg2+OBSkE367o7POg+//zz7eijj7YjjjjCRo4caRdffLENGTLELrvssorff+WVV9qxxx5rm222mW244Yb261//2hYtWmS3qM6rg5XPbDWDvbrjyXQTdANA8XmQQaYbeTVlytCaQTfl5ZWDbjVTy2rQXR4P9O3bbX36BIu5yXR3cNA9b948mzBhQqlEfPED6tOn9LGy2FHMmjXL5s+fb8stt5x1Mg+UlwomLZvCXt3xZLopLweA4iPTjbx75ZWe8vKwKI3UtKxx1qyej4uesMlLprtSEs7fJ+hOV780//Fp06bZwoULbaVw9wZTM4eV7Kmnnor0O77xjW/YKqus0itwD5s7d27pPzfjvSuIAnX9VwTqNj57dlBXPnCg/q7mfs9SS+l06LK33lpg8+e3v8WhH488HpdXXgmeO3n11UU2f/7CtB9SJuX5GCMajnHxcYyDMs0FC4L77vTpxbvmc4yLT8fWg+611uo97hsyRDm5vvb22wtt/vzKW9pMm6b/96xpfOed4r0OwqZMCcZ5K6ywwPqVoqd+9vbb3TZ/fra6k82eHRy7fv0WLn79qt+TmiS/+27zMQKqi3qdTDXobtUPf/hDu+aaa0rrvNWErZKzzz7bvvOd7yzx+ZtvvrlUxl4Es2f3NbOPld6/886bbODA5i568+btYGbL2x13PGiLFr3XpjEF48aNs7yZPHkPTXmU3n/mmRk2duxtTf+uW25Z3SZNGm5HHPF4r8YmRZLHY4zGcIyLr5OP8bvvKtgYU3r/mWem2tix91oRdfIx7oTtwqZNC8aOkyb9y95+uydB9corSn1vbE8++bKNHftgxZ8PAvaehNekSdNs7NhoVap59NJLe5XCpv/9b3zpuTP7qE2dOs/Gjr3RsuTpp0eZ2Zo2adL/bNy4/733WR3bQXbLLXfYs89Szho3VV1nPuhefvnlrW/fvvZa2SJYfTxixIiaP3veeeeVgu5//etftummm1b9vm9961ulRm3hTLc3Xxvu9TMFWU/c1dVt++wzuulA7Ve/6muPP661PZvbmDGbWRozRbrB77bbbta/2Y5wKWU83nmn5/HOmbO0jRkTDMYapZnIgw7qZ3PmdNkZZ7zfPvABK5S8HmNExzEuPo6xBuA97w8YsGLT1/ys4hgX36OPLnhvu7BuO/jgXXqNHSdP7mO//73KzFezMWNWrvjzEyb0HmwOHrx84V4HTssu58wJQqaDDtrZ3nzT7PjjNWYbYHvuOSZTCZI//UmJOLMPfGB9222395dex8OGDSiVwm+77U625ZZs1h03r6LOdNA9YMAA23LLLUtN0PbZZ5/S57wp2nHHHVf1584991z7/ve/bzfddJNttdVWNf+NgQMHlv4rp5tIUW4k3o1wqaW6bMCA5v8mb5wxe3a/prugxyFvxybcRE2mTu2yvn37W58mOibceqsu7MH7CuRz9DQU+hijcRzj4uvkYxzuAjxjRh/r3z/1vrSJ6ORjXHSTJnUtXs9dPnb0RmEzZ1Y/t8sbp82aVdzXQVBKH/Q+WnbZ/tY3iGtt/vwuW7iwvw0ebJnhlc6DB/dd/NodNCg41gsXpju+L6qo18jUXx3KQmvv7d/97nf25JNP2jHHHGMzZ84sdTOXQw89tJStduecc46ddtpppe7m2tv71VdfLf33btE7OCTcRK2RbpWo3FxjxRWDtwsWNN/N9qabet6nIy4AZFN4yMG1Gnn0zDNBILbOOktmPqPs0+3nvQegRR6Gh5uoefDt2e2sNVOr1EjNY0IaqaUr9TXdBx54oL3++ut2+umnl4JnbQV24403Lm6uNnny5FJHc3fRRReVup5/8pOf7PV7tM/3mWeeaZ3IZxtbDbrZp7u1TPf73x9c0HQB1oqJZhrq33xzz/tZu5ADAJbM8nGtRh4980zwdt11lwy6o+zT7ef9KquYvfhisbcMKw+6FZZoYkLPgf6rsyI2M93L2ae7w4NuUSl5tXJyNUkLe+GFF9r0qPLDL3QeNDeLoLv1i7FfgBV0b7RRY7/n5ZfNHnus52OyJwCQTeEAQ9nAhQt7Mn5AHjz7bJCqXW+96kF3lEz3qqsGQXeRx47lQbdo2zAf82VJ5aBbx7iLTHfKUi8vR+soL89Gplsznb77XTN7dZc3ic3ahRwAECjP6kXsowNksLx8ya9F2ac7HHSLGjh3F7RH15QpPVl9l9W9utmnO7sIuguATHd2ZkB9XXdZQ/6G1nMH+z+S6QaAvATdXK+RJ2rYOnly/fJyJWGqBdIebHrQre/TDiydkun2ZnN5CLq1T3f4a0gHQXcBxLWm2y+yBN3tz3QvWtST6d5tt+AtgzgAyEfQnbWBN1DL888rSO6ywYPnL04WVMp0a2xSLZD2MUo4EC3q+LFaeXnegm7WdKeLoLsA4iov90w35eXNX4w96G400/3AA2ZvvBFMfOyxRzYv5ACAAJlu5JlnuVdccVbFPaY1nvTPVysx9zGKmsYOGRK8X9RmankPuikvzwaC7gKgvDwbme5Wysu9a/lHP2q2/PLB+wziACCbyu+TXK+RJ2++GbwdNqxy6lMBd71EjJ/zCj496VPU8WOtoDtrr32C7uwi6C4AysvTozVMcZSX+3ru0aOzu04IABCgvBx55oHiUkstqPo99Zqp+e/QmMXHn0XMdKu8vlIpfZ4y3azpzgaC7gKgvDzd2WJfI6OAu5lMt57vu+4K3t999+zOngIAApSXoxhB9/ymd7TxYFNjFh8/FjHo9sSKglhPimQ56PYx6ZJbhhF0py0T+3SjNZSXp19ypDVNusA1s6b71lvNFiwItu3Qf+oqKgziACCbyHSj04PuSpnuIo4fw9uFhde/ZzXorlVeTiO1dJHpLoC4y8tVSqMgEI2v8/GgW/tVRp3x9fXcynKXX8iLtOfltGlm3/xmH5s8+b0TDQByyq/vft9kkhR54ufr0KHzmiovV1dzDzYVdBc5011pPXfegm7Ky7OBoLsAfGYxrkx3US+cSQiv5/bncNCgxrLd4fXc4uVL8+cXa8/La64xO//8vnbVVRum/VAAoCV+j1T2K4sDb6DVNd21Mt0ad3pSINxIrYhjxzwF3ZoM0dhRCLqzh6C7AOLKdOsF2r9/cUuE2nExVulRI83UnnvO7JlnzPr1M/vIR3qOY9++xcueaEs0efbZ0KIoAMjxfXfVVYt3rUbndC+vVV7ume5KQbef7wrmlGgocnl5noLucPk43cuzh6C7AOJqpCY0U2st0y2NrOv20vLttuu5wSlwz+LFPK7z9PXXh5RKzQEgr8h0o1PWdFcqLw+Xloe3F+ukTHcWd5oJB9We3RbWdGcDQXcBxNVILfw7ijhb2a6LcSMdzMvXc5dfzIuUPQmfUw89FOpGAgA5vZ6R6UYnNlIL79Ed/J7OznRnpf9OvaCbTHe6CLoLIK7ycmGv7vgy3fXKy7Xu5pZbeq/ndkXOdMuDDxJ0A8gvMt0oetBdq5FauHO5FDnTHe5eXmmclqX+Ox5Ua6lon1CEx5rubCDoLgDKy7M1Axq1vPy++4KbmbYb22KLzsp0E3QDyDPWdCOvlJXtCbrnNZXpDu/RHfye4gbd1TLdGi97YJuVSbdKncuztE/3H/9oduaZ2akMaDeC7gKIs7zcgz1veoXGM91eXl4v0+1dy3fbradxWqcE3ZSXAyhS0B2lxPSKK8w23NDs1lujdyJ+7LHgLRCXOXN61vYOHbqgpUZqPlYpanm5nifvQVMedGstuz9HWQ+6PdOd9pru4483+853zJ580joSQXfO6QXke2rHkelea62ertqoTeVEfuNpJtNdbT13J5SXP/NMV6H+NgCded/1oDtKielVV5lNnGi2775mjz9e+3v1+/R9H/iA2SWXxPTAgVDA3KdPtw0atKDlRmpFLi/3cZx2mHnf+7I/Vque6e799bTPvenTrSMRdBcokIkj6F577eAtQXf0i7EuZn7hjdpITRe+//43eH+XXZb8etEz3fLQQ2k9EgBoXjiw0PU+aompVz/p+8aM6amUKrdwodlnPmP2t78FH3OtRBLbhXnn8WpopNZTWq5qxvAa6bwF3VlY071okdmsWcU8T6Ii6C7IzV8vKN9juxXrrBO8ffbZ1n9X0YXX+YRvXFEaqT39dDCw0gV7jTWyfyGPg19kl1suSAc98EC6jwcAWrnvKvsVnnStN0nq9wSVpE6ebLb33ktmBjUwPeoosz/8oedz1YJzoBnlpeHV0Eit+nrurI7Vspzpnh2qBOrUvlEE3TkXZ+dyIdPd+sXYg26Vz6hEsBIvLRw5svJMcxEz3X6R3XjjoGEAQTeAIjQvjXK91nrv118P3v/Tn4JSVVU7ffrTwQSsf8+XvmT2u98FfT4OPzz4PEE34lSepW6lkVr5mu6iBd3VOpfnNehOc033rPey3EKmG7nkJ24cTdTCQbdm5Dt1JqqVJmqibuTeGK1atvuJJ3qC7kqKGHT7uTpyJEE3kCWdur4ursnuKANvXf/UwEq22y4oHddAWG9PPDEIuE86yezii4OJ2MsvN/vCF4LvJ+hGnHxcseyy3ZGD7vImgZ1WXk6mu3UzQxMynRpfEHTnXNyZbl1AvFnE88/H8zuLqtrFWOt+VlihtaA7axfyVinj7xd7z3Q/9VTxZsWBvPn734Nr/o9+lPYjye+OIVEmSf1eMGRIcL/efnuz3/8++NxPfhL09jj//ODjX//a7OCDeyZ0da/p1C12kF6m28vL1TTQJ4w6rZFavaDb//6sjNU8k73kmu70twybGTo3ijY5ExVBd87FuUe3Y113a5nuKB3MOy3THb7YrrzyuzZiRHdp7eIjj8T3b7z8stlWW5mddlp8vxMoultuCd5OmJD2I8nvZHeUgbeXlnujTTngALNzzgne923EfvYzsyOP7H0f0UA5K4N6dM6a7nAFZXlmkkx3NhMkWW6kNpNMN0F33sW5R7djXXfrF+Nae3Ur6/u//3VWpttvxP37d5f+23zz7thLzL/85SBwuPTS+H4nUHRq6ljEwXIa5eVRMt1eBeVOPjnYu1aNUFVtcNxxPV8bPLjnd1Nijvi7l9cun1DVno8tqwXd5ZlujW+q9bIpctCdlQQJa7qzjaA75+IuLxcy3clmup95JijX0k1q9dU7I9Nd3ntgs82iBd0aqCojXs9f/2r2l7/0POfemAhAbT4B2KmDoHZluj3oDme6Reu3L7gg+Fmt6S7n9xeCbrS7vLzWXt3VGqkVrcS8KJlu1nRnA0F3ziVRXk6mO75Md6Wg20vLN9qo+h6ZfiPTRaoIs8Z+nvoNPEqm+z//CZ7b0aNr3yh08Q5nhxSkeykngOp0bfHeHUUaKGcx012pvDxMWe1K/P7i9xugXeXl1TqYa32335P93Ff5srbQK9IEnibvfQxXpPLytPpDzGRNN0F33iVRXk6muz4Fdn4xrpXprlReXm89d7iBSbU9MvM+ObTFFsFV/7HHqgfUKrXU8/yvfwVrHKtlvE8/3eyll8zWWqunCaBv8wGgOgXcXhXSqYOgdme6y8vL6yHTjeQy3fWjr0p7dft5rqSBB+VFbKbmlXYqs682WZbVoNuDbBcOwtNK5MwKlZeT6UYuJVFe7pnuF16gTLeaadOC50Y3nUoX41rl5VGCbs0Y+w2sCCXmfoEdOjS4yausXgGyyuwVeJebPDnoquzPxVVXmZ166pLfpzXcP/1p8P4vfmG2xhrB+2SFgOil5UUaKKcxiRhHprsagm4kt2VYc5lu/3kF5ApIXdGaqfk4Qq9Zz+Lnvbw8zXXdM8l0E3TnXRLl5auuGsySKSB68cX4fm+R+ABo+eWDBjiNNFKLEnRn8WIe55puTVZssYVVLTHXXrWaYf7oR4Ptc+SHPww+73R+fv7zwfcddJDZHntQigk000StkwdBaa/proegG1krL6/280XLdNdbz53XoDutdd0zWdNN0J13SZSXa+ZSpbrCuu7mLsbVMt0KFCdODN7feOPa/0aRmqlVmhzyoLt8qyLdEDzQ/tKXzA47zOw73+n52DPgP/95ELDrefq//ws+t8oqwVuCbqCxTDdBd/P33Va6l9fDRCKyWl5eHnT7/b1Tg+601kpHCbr79u2pSkgr6J5F93KC7rxLorxcWNcd7WJcaT13+Zru8FpkTWLogqemOe9/f+cF3eHJoWqZ7uuuC0oxV1vN7OMfDz6nvbePOqonq/3nP5t9+9vB17TPrR8HvzmyphtoLOjWOr80t5PpxH26oyDTjTgpMOzZMqy1THd59/OilpdHCbqVUJk92zIbdIc/R6Y7PQTdBQxm4kAH89p8AFTtYuzZDK379htceefy8FqoPJQtxXOedi8RdD/ySO/GHlqbLV/4Qs86KpWjX3RR0Mlcs6X77x9cwLff3uxzn+v5WbJCQHPl5UXKUGWte7kCHRqpISvnrvfqiRJ0e6Y7HCRVy3QXrbzcJ+9rBd36m30sl4WxWpSgOwtrut8h6EYekenOZqZba+K9SUm4xDzqeu5OyHRrYkc3dN0knnwy+NyDD5rdfXewTj4cTIs+pyz45psHHysg/+Uve09eEHQ3R+fYZZcVJ0OB+jR5Vd6zoyiD5bQy3Xr9KONV6fXln2826FbzziJsH4l0+XhC988hQ5rbp7vamu6iZbq9Cm+99ap/jxICUZaXtEuWM92zQuXlegydeD0j6M65pIJuMt2tZbqrretuJOguYqY7fJ4qWPYA2m9uF14YvFUmu9KEhgYA//yn2SGHmP32t2abbNL766zpbo7WxKt8//DD034kaBefUNXAORw0ovlMd7UtHr20XJOMgwY19m+pWafWY4az5UAcncsVMMZZXl6kTLcqFP/73+B9NXTNy1itVtAd3qs7DTPLzotOvN8QdOdcUuXlZLpbX+tTqYN5p2e6w3t6lq/r1k1OW4N5w7Rq9JxfcUUQeFf6mh+favt6o/ra3j/9yWzcuLQfDdp5zNdfv+f+0YmDoDgmEVWF41nDStfrZkvLfXLSJ3ApMUc7O5d3ciO1W28NxhAbbhj0lylC0J12pnsmQTdBd94llen27uW6QIfXJKP34KdaeXmlTLfWUXkZdacF3T37dFcPun/zm6ARyaabmu2wQ3P/jj/nKuV8441WHnFnCTee+/KXaajVSUG3SieLlKFK675ba+DdbBO1ZtZ1c79GnEF3pzZS+9e/gre77lr/e/MWdKd1f58VKi/v1HXdBN05l8Q+3aJZe88aku2OJ9M9aZLZnDnBhc8nNfJyIY/vPO2uGHQ/9FDQKM2z3FHK3ipR+ZTKMYUS88aDbmXVtKXdBRek/YjQriZqynQXabCc1ladtSZJm92ju9GgW9spLrec2fnnN/fvoPga6VxerZFaJ+zT7UH3brvla6xGpjvbCLpzLol9uh3ruivThcIvFo1kur20fIMNerpyd0qmu9oyCD0X2j5N5/EzzwQ3r0pl441gXXdjtFbUn6tTTgnefve7Zi+/nOrDQgrl5UUYLGcx091KeXkjDSJvuSV4e999zf07KL5mM92NlJfnPZhSgkSTkuqlsPPO+Qq6PYudhzXd75DpRp5ovYmXa8Sd6Q4H3WS6e/Nsg57z8jXKUYLuKKXlkqWOmEkF3bqpbbZZz8dq5NXquUwH88boxuc3w69/PdiGTR+fdFLajwztyHSHy8vzPlhOM+iuNUnarvJyv1cX4Z6B/JaX533yzrPc22675N+Y9aA7D5nuvn07935D0J1j4fURSQTd3kyNTHfj67krlZc3GnT7TTELF/IkG/55ibkce2zr/5YH3eF1yqjOJyc0uNJ/P/95UGZ+zTVBMxkUjwbNfl1S0F2UwXK7Mkm+/Ve7Mt0E3Uiie3ncjdSKUjHjzUSjrOcWgu7GYpYV3xsbk+lGrviFTetfVaIbNzLdza/njiPTXcTy8vI13bLTTsHbPfcMSl1bRaa7MT454WX52sbti1/saarWiXtpdkqWW8GcBtVkuqMLBxRRM93tWNOtyjefIC/CPQPZynTrPuDBWpH36dbryJdpRFnPncegO61GajNn9r6e5fk8aRZBd475CaymZ8pMxS2vmW41K0uSB3P1Mt3hoFsX8mbLy3Uh17rboma6P/Ups3/8o2e7sFYVMejWIGfChPYE3fK97wUN6R5/PMh8o7il5Y0OljWoO++8PjZpUo21NR1w31VfDl8jWa8yqdXycr+m1Qq61YOhPCgCWg26w/dsZSa1C4tnKIu4T/cjj5hNmxb8LSovz1uCJKuZbo2BZ8/uPTYm041cSWqP7vJM94sv5mcLIW3JpbKpPfboXQ4VJx/41Mt0+wBLFxo9Lt2ItJ/ruus2diHXxSrPM4K6SfvFttK5qkqNvfaKPgjotEZqmnXfaCOzrbYyu+OO9lRuqAPy2WcH759xRnGeSyzZRK3RwfI//6mGe33t97+POHvYITuG1OrBEVd5uV6H1SZg1YjSZWHwj2IE3Zpc8j3oNaYKj6uKuKbbS8vVQE3jtbxmusMTgllopOZjwHDQnedxbbMIunMsqT26wy8MXWwV9KmbYx7ceWeQ6b7pJrOPfKSntDuNTLcGsn6z8rWxGuRGvZAPGtTzvXkeRIUvrLUaz8WlKGu6tW701FODEjef6Ln99vZkuuXII8222SaYjf7Zz+L/d5GN7cIazXT7NXX69EHWiartGFIt0637pzJnrWS6fZCqNZHVjlF4GZgG1UlXfKEztgwrb6bmYxEtaSwP7IpQXt7IVmFZDrqzlukOT8SsyJpu5FHSQbcykHlb1/3SSz3vP/CA2Y47mj3/fDqZ7vDFZfz4xkrL/fkvQjM1vwGXl2MmJVxenteyfE1yaab9Bz8I/gYvA3744fb1KNCSlQMP7Hk8KF6m28+rRjLdPlB65502vJhzdN+tlumePj0IvEVLNpqh4+PHqFqJefk9Os8TtchOprt8r+5qTdSKUF6uiSqf2I7aRC2PQXcalat+Tgwe3HM+5XlyplkE3TmWdHl5Htd1e9B92GFma64ZlNxpC6Q4g5Wome5whqKZoDtra4XiOE81kZA0Dx5188nj8/bnPwfbqN11V3BzuvZaswsvTC7orpbp9jJzDxxQDJrEqVZeHmUQ5OWlBN29P19tgtRLy7XsKWqVUzPrusPl5ZLHax+yGXSH9+qu9fPh8nKfaMoT3XMVeOu11shYLW9BdxqZ7vD2xsMqbEPXKQi6cyzpTLfkLdOtZjLy4Q+b/ec/Zh/4QDBIUYfs225rf6bbg+433mgu6M7SxTzLk0PlZfm+HUre1iJfcIHZ/vsHAxuVdj/0kNkBB5iNGtVTFhx3FqFW0P2+9/U+f5F/auqlwbMmwHxStZGyUA+6587t15ElzI1multtolZpXXcl5ffoPN8zkAwFwn5eRN0yrFp5eaX9q8P3+PAa3ryVlivL3UiCICtNb3V8fTvDSkF3mmu6w42fh3bwbhkE3QVs6BKnvGa6V101CCJUKvShDwUDxdGjzW64obXfrwuaZy6iZLrLB1qdnulul7yu677oouDtcccF/QnWWqvnPNL5phv6o4/G9+/p99XaAo9Md/F4lnuNNYIJqmbLyzv1vGg2091sE7Uo24bpdeyZbu8jkud7BpK7F3sGupnyco2japWXh7euzWOJuTdRa2Q9dzjoVtNYz+imIRxMZy3THb5uDiPTjSI1dOnkTLcH3aut1nNjUFO1T3wiuNB861ut/X5fJ6z1rlEGUZ7plr59e9ZQRkXQ3VnbhvkA/dhjlyxF9Wx3nCXmuun5daRS0O2Z7qIFV8rC7LBDMCHnmYFOUV5a3mymu1MrIKJkusPZrlb36I4SdKtRm17Lys5tumnP4wDC/JxQ8OUTbnFmujUu8kmfvGUxdY/zbTl32aWxn9W1QOO7tCtMogbdaazpDpeXD31vLEjQjVxpR3l5ONOd9aZUusj7Bc+Dbp99/b//C95/6qlgNrKVNT+yySY9F9moQbe2Cqt0IayF8vLOCbp1I/QBTaUBehJBtz8/GlRVOj6e6dbjauV1kzVqUKfXsqoJ1HAxCu0nr63bktqKMK09uhvNdIf//jffbEOThpxUmPkEqSZxwtmuuMvLKwXdPimuCi//PoJuxNG5vDzorpXpznMztX//Oxjjqhqx0lKrWjTZ5dUAWQm6KzWtzUKme8iQnvMpbxMzcSDozii9+OudkO0oL3//+4MLil4wPmOf9fXcekGXb02lUkpdcHSxaaUTs2/99dGPRvv+8ECr0dJyIdPdOXt1++BckzmV1tupuZponXc9eq1edln9LG6t9dzhoFvXozyfg2FPPml2zjm990GPcm354x+DSbso35+3THcja+zC2Qky3fWzXXGVl9eaSPTSck3sxnXPSCMbhuw1USsvL6/3O/K6bVgzW4VlLUES3qO70pr0LKzpXopMN7JGFytlZxU41lof0o7ycgWqq6+ej3Xd5aXlYeHS7okTWw+6tQd4FOFMdzNBdxYu5K3ym2879ujOc6Y7PDhXmV61TPcjj9TvDPuVr5gddZTZb3/bWtCtbd58wFWEAEuTB8ccYzZ/fs/5GCWI9rV+4Z0IirJHdyvl5a0uO9AAPo0BYCuq3Xc1yK3UTK2dmW5VpsURdCuIX2mlfvbrX2/S/C9BYYLuqOXlec50h5uoNSMLCZJancvDn0876B5GphtZopPSS7m1VivN8vI8rev2THeloFs22KC1oFu/X1kiBUTqht6OoDsLF/JW+WwmjdRqq7f2U0GSbpp63deaAFNA7kFivVL0Wk3UithM7fLLg10MNKmprdhEuxzU68JdlKBb50at8nJlNzUhET3obr68XNdSVVLtvnv2ly5Fve9WmiRtx5rucKa7Whf1Rug1MXNmlz38cIvpeWSKnxONdC5vpJFa+bZhefH888H4VpPMO+/c3O/IQoIkatCd5pruIWXdy+td+/fbz2zjjYPy/yIg6M4gzZh7KZrPkqdZtpuXDubhzuVJBN2e5d588+gzxZSXs6Y7qnqDcw0I1EugXjCt7uYeIJfv3dtoprtI24bpOTnxxOD9M84w22OP4DxRwH333dEmMbzSIK/Pha6R+nt1Lq25Zs/nwwFkvcFyXI3Uzjwz+F3aYcIbGOU96K50vY67e7l+X3l/hbgz3X5deOutBrptoaMy3UUqL/cs9wc/2HxFXhaCbg+m85Lp7u6u3+1dk7NPPJGvidlaCLozavnlg7dkuuMpL48z6I66ntuzhBtuGJToqwlTHi/krSLojiZKRizKum4/T8WzmtV0Uqb7G98IrqeaNT/hhGBy01/LtUrMFWRr8lPnr2eHFSjmkZ8PuqYr8A6v9fOPawXdmoAID6abbaT22GNm11zT8/FvfmOFzXTHVV6un1eVlY5B+WR83EG3V429886A3JX/I9mg28/tLJeXq/eGllbVW4ZVXr3UbGl5XjLdWVnTPWRIz5rzeuu6fdzh45C8I+jOqCiZ7nYF3XnJdCddXt7oem7RheXBB4N/s9HO5UKmuzkeROo1kpdmHVGC7igdzMPlzy+8ULtcuJFMd56DbpXL/vrXwfsXX9yzHZtvDVOrdO3mm4O3H/5wT5OdvJaYV2qi5tepKM3U9HoKZxyazXQry63fo3Joueqq+iX+ecx0q5GhP0etZrrVl8R/R7jEXNc3v3aEg+5WBv/hZTmvvdb870G2dEojNfUzOeKIYClRFD62/cAHih10p5npDm8Z1hXxfqN7BEE3MpPpblcwk7dMd73ycg0oGg3EFLxo3Y8GPjvu2NjPaj9MrSHN64U8j0G3/i2fnc/Luu44gm6VnYYHGvpY524rQbff7PJaUq1Jhy9+sWcwFn79eqb7vvuqbwXmpeVae+zr/aIO5vLQRK2RwXL5c9TMRIwmIf/0p2Dg9Ze/BDtLaCB//fVWuEy337/1t/rkVdzruv2+rDGD/v04M93y2mudty1cUcWxZVjWG6kpu61rTJRKr/LzvdrYMS9jtSyv6Q5vGVZ+TlUze3bP3xTH9TMLCLozKouZbpWi1lt/keXyct1oPKDxjE+jWe6tt25vF24y3Z1TYh4l6N500+Dt5Mk9A6gwBeM6V3SO+nKGauu6NYvcCeXl//d/QTmzgpLwVmGiRl66vmly4o47lvxZXe/888pye9CtkvM8Ph9+3Qs3UWtksFw+QGqmkdrppwdvDz446FFw+OHBx9riLg9qbdVZfr32+7fOPd9OLO6gO9xErdJjaEZ4orJS4zakR8f11FPNHn+8uZ9tNdOd9UZqmmRWsFY+eVSNrv1+HyxK0F1pj+4sremWKJluv8eqMi3pOKddCLozKktrutXp0i8oyvZmkWbuPGipFnS3UmLezHruOPiNTaWXeV1bR9AdjZ+/4Y73lc4HBYoe+JXzsucPfSjoJVAr6FYA5deQWkF3nhupKWj+7neD9887r/JsuZeYV1rXrYBbrzv1ZNC1Q8dGkxmasMjjuu5q5eXtynTfe6/ZP/4RrE1WMzvxoFvNjDSZlHW1tuosH3jH1USt1jUtvJ47jqA7HITkubxcFSo//WlxGjA59UL4wQ/MTjqpfd3LPdGge4CWTGS5vFxNt8oTMbXoNaq/Sdckn9Tq5DXdf/+72Z13JlteHjXTHS4tr7TveB4RdGdUlrqX62TP+rpun5nXxaZWGUozQbdu2s2s546DLkx+sclriXlaQbeXTOct6K7XcKlWM7XweerZzGoldv686ByrdWzynOlWEKcgSZmaQw+t/D21mql5abmy3P461NruPK7rVpm9T5pWCrqjZLo96F566e7Fg/BGghrPcutY+GNYa63gfNXv+d3vrFBruuNqohalvLw86A6XZjZCjzncHf3VV/M32tW59JnPmB1/fNDPoUj8PqFJv0aPb6uN1Py1rqoNLxPOWnl5uAIgSqbbv0cTquHmkkUMuutlujXBts8+QUO5uCtcysvLhzaQ6S7Kem4h6M6oLGW6w+u6sxp0h9dz15oRaybo1qBGv18lLttvb22l2Vcv7cpribnPZLazLD9vmW4NZqIG3dXWdWug7NlXBYZeblot0x1lPXdcjdT09910U8/f2C7h8vlq1wUPur1LeaUmalrP7fIadKvsUhkd9ZeodMyjDII86PZqi/nzuyIPrpU90fOpga0H305Nj6SRjsNZDrrLM91JBt3l5eW6X7QyUVveAyOPmW697v25L1rQ7eMAZQ7vuae9QbfTz1e7nuYt0x3Heu5w0J3mOK3VNd16vnT91e/52c+SvW4OazDTXRQE3TnNdOtF412J25FB9EHWpEmWy87lrQTd3tlYezhWm91NUhZmUPNcXp6HRmp6jrx7c71S1GpBt5rHKCjS+aK95OtluqMG3XE0UlPGWPtiH3OMtZUHJ7XK5/V8+1r58HZrGrhrz3MNLr0EXfK6rju8nluTec2sxfQB0ogR3da//8KGzovTTgveHnlkkN0O23//YBCmSd2sl+1HaaTmA++4y8ujZLp1bH1A20wAUJ4dzGOmO7z0pmhBd7iXR62tDuMMupVwUENYV+vn85rprjd2rCeOXQPSznSHk3wXXRTvxEl5eflQMt3IU6Y7fEFrR6Z7zTWDt7U6IWe5c3l50K0BaNSMSlrruYvSTC3toDsPmW4fnOu1XO/17EG3Bhfh7cA887rTTkH5n2e+qm0bFqWJWlzl5T4Q8q6y7RL1b6xUYq41xrLFFj3XY8nruu5ancsbzXQrqBs2bF7koFsTlzo/tabw299e8uuazDzooOw3VNNkt69pjZLpjru8vPyapsHziy/2DrpbvWf4ZFzfvt25zXSHg+677irWuu7wMfVrVBSqhKrXBC1qtrta5/K0G6lpTPfkk72fq3qPI+5Md57XdIeTfJrcifNa3Ez38jfeu7cQdCNxPjOuky68vqr8BNYMpO8528mZ7nqdy50yLCpv1KxblFnQNNdzFyHo1rnrM5ys6a6ukTJUncN6LnXjDFds+Hnq5c/6+5WdUJBQ6XXbaHm5BhMecDTKX2t6HO3crsSPfb0GOZX26w6v5y6XxxJzH4xWC7obaaSmEuahQ+dHmozRNdQD7c9/PmhKV4ky4PLHP1bfvi1t9Sa7253p1hp9Pb+6HoSvHa3cM/y1OnJksluGabIgqYA+HHRrDBV166g8CB/TWlsdlgt/XzNBty9zq/fzaZaX6/6i8YaCS38c9cZ5cQfdep7TmuRppLy80mP0JJ9vcaudP5q958fZvXw5gm4kzU8yvTAqbQ3U7uxh1jPdUUuENEHhGYEoJeZPPRUMDBS8qLw8DVmYQW1WeIs5Mt3xBN0qHy0vMdeN0be28skhfV+tdd1Rs8DhAVala1Ejr09lIto5cRelvDxcHaDnSc3XdN2ttJ67POjO037dvtZx440rf72RLcOGD++OnOl+4AGzu+8OrqGnnFL9+7bdNqggUAOwa6+1TPL7riZuK23L06413b7zQLi0PLzGNo5M9xZbdC9+DcUdROg6omuY7qmVkgpxBd2ekFC2uyjCx1TPXdRrkP+cMo3VtpSKI9OdZnm5V1SpotHHgu0OunVM0iqtjxp0S6XqNw+6tZ2jqrs03v/Tn7LRvbwoCLozSjcL39ah0rrudjZRC2e69SKo9SLJenl5o+u6PfOlBmrVLmRJy3Om2wepCgDDa8LawQMtDYCzvL98M4Pz8qBbgY1elzpXfH2y1Aq6o2a6FWD4Odjsuu7wwKdaY7c0M93K4my9dU+JudZya7JNA9RKzRN9Xbee/zys61bQ5ANSz2C2kulupLzcA8Ottqo9+aGg0Ruq/eY3lrvtwsIDbz2HmgiLu7xcz7tnoXR+ljdRi2N9qV8XNt88iLRnz+6KvfJAyzIUeGtQX96bolXK4nlVh3oFFC3o9olP38Ui6rruZtdz5ynTHZ5Y9KC7XjO1uIJu3Ss0cZtmgqSRoLtSibkH3WusYXbcccH7P/pR65Nummz3vdOHlHUvJ+hGZvg6wiwE3brg+iRAFkvMo5aXNxp0p72eOytdMZsVrsho9z6LOmd9gJr1bHerQbeXOSsY9Bu/1GqmFjXojmNddzjo9iAsS5nu8hJzLy3X81lpAKN13doHXYMRrzDIMgVoGqxr8suvf61sGRYOuuudE/7ai3KeffazwfmrzHh4bWZW1LvvhjOAGnjHXV6ua2i4gqe8iVqc5eXrrtttQ4YE6bC4tw8Kv2birhbRfV0THjoWBx5YvKDbj6lPKERd191q0B3OdEcJutPMdGti0YPodmW69dpMuyox6pru8PdWCroVe3zpS8H4acKE1pdRhZMeS5VluikvR2b4jbpSM7U0mlNldV23ynl8YBdn0K3ZOb/YpLWeOytdMfPWRK3SALWIQbfv1V2+nrteplvBYtTy8laDbv1b4Q7yaWS6Gwm6lTmqVVqex3XdPhjV1o8+EVUuyhq73uXl8yNluv3YRzkGqkgYM6Zn+7C8Bd2qUPNMjibL/ZodV6a7fF23v5biDLp7jle3LbPM3MSD7ribEXpp+Qc+0FOlovM/j5PWlcYkPvG1337BPU5/W5TjE2fQndXy8kqZ7lpBt651/ny2GnRL1oNuTWj6pHyloNsTfAq69Z9XHp13XmuPK3wuDH7v/kOmG5mTpUx3ltd1K2DRzLayOMpA1eONhOoF3Y89Fgwo9Rx76Wka8lxe7hfUNILudjZT0/qoVvYXbjTo1oBS57t+TlUe2gO50uSQB93lmW5fExo1GPJmas2UlyvD6tuhtTPTrUGF37TrlZfLdtsFSyB0rnj2qFITtTwG3fXWczdTXj50aPyZ7nBDtauussyJct/167W/5sLLM+IOuv21VK28vNF7hl4zPsmv47XssnNiD7r1HGo5TDgAj3Nvdg+6tcxG11N/bhrd0zqLwk26NNHiJebhBpBZKS/XPbGdTTN1Dvl1LpzprlVe7gF5ULlT/KA7/LV6mW752teCiZ2xY3tvxdZspnvIkJ7tKsl0I1eZ7jSD7qxluv2iquBBA5yomW41TPJ1JpX4jWzHHdvTIT6rF/JW+AU1jhtaVvfq1sBihx2CQVA4uEwy6NbNy0vHta2HnmfdmBSMh/n3qMtxuAupB0JB8JRsprs809Bqpvvvf+/dnbga74ys126Um7YCbh1HH8Ap6Ki2/jlv67rrredupbw8zkx3eOJI1/W0GhJVE+W+69drD7o1gK20L3qrQbdeV3pdx5np9uuCBuZ6zSSR6Vbwq2uRXl+6jun88WAp7qBb/DVdhBJzX8+tbKGO0a67Ri8x959tV3m5tPP1q/Gcgjtd7zXREiXTHVdpeVbGaj7JESXorjQhUh5063lURYX8+MfxbRcmZLqRq0x3muXlWct0N3rh1GSGbhqaMa61lUgW1nPnPdOdZnm5tKO8/Be/MLv//uB10ezWNM10OfYSc/37HgSWD+71mqi0bVgj67lbzXT769PP4+eea75jsapPPv7xnvWMUZuoRe0n4CXmnuWu9XP6vXlZ1x13pltZr6hBdyMl/j5w9cFr1iZ4m8l0x1laHn4edc1RNlFBRvmyqmbvGeHrgs79JDLd/lpRpYiqS+IuMS8Pur3EvAhBd3m22q9XCrrrNbtqV3m51g17kqKdzdTCncuVfGkk0x130J3WWC1KprvaXt2aaPZrebgHxUknBW+vuKL55EWl6+awOpluJTA8Q07QjbYg0x1/EzXRYKLeuu7wVhxprufOwoW8FUUPupU9+N73ej6Osvd73EG3Z3QrnacKwj0LFs4wNxp0x5Hp1pZQGoxphr3Z58kH5yqrrVe62EgTNReeYKu1njtPJebhzuW1gu5GtgwbNqxnTXe9c6LRcy3L95pmMt1xNVErz3R7ubTW6YebJ7ZyzygPQpLIdHvQ/aEPBVv1xRl0a6zk59smm/QOuj3DnmflgbOq8BREac/zehVE/rPeEDep8vK0mqmVTyz6Oaxzt9L2WEkE3Wn332mlvFyP2SfDfZJdtK2fzjM9hz/9aTzbhUXZMswrMzSGCZ97eUfQnWFkupMJuqVe0P2f/wQXIb3YN9/cUpX2hTzPQXfSa7p/8IPeQUczM8G60fnEWjNBtytvolarmVqj2cc4gm5tQ+LBVLMl5h5oKJCsF7hH3S4sbMstg8ep132t9dx52q9bEzo6brU6l0dtpNZoplvLd3yw38jkR1abdvpzk2am289nfyzlpeVxZbpl2WXjDbo1cPfXsIJuX6KhoLtepvbGG+vvGayt/nwiwgf1WlKh81UBoH89r8oDZ52HXi1Qb+uwdmW602qmVj6xqNedMt46r6qdv0XNdNfah71a0O1xho5zedB+8snB21/+srkqtVrl5e9Wud/4WEPnepzLc9JWoD+leLKa6dYgrtZa6HZr5sJZL+jWOln51KeirRNPEuXl2cx0a/LJZ341yGs26NbNxRsJ+URbFN5Ex3+uWhaz0rZhaZSX6/XpEwDNNlMLN0OqF5A1OrEgeq1ruyp1hY+SofSgQd/vM/N57FwepbxcWUK/7ofXdOvvrtYIy4+Bljg0MtjP6gRvvX26wwNvZR+TDLpdeRO1Vu4Z/lr168Iyy8RbXq4Gasp6aRJvo43MttkmCBB0ntSaiFM1z957m33yk7W/r7y0XDRg98A07yXmldZlR13X3a5Gamnt1R1uoubH3c/jahO0cQfdfq+Nuo1bmpnu8kqx8vXcYb6jhM6hZibea5WXz5tXuWqtiOu5haA7w7LWvVwXWn+hZCkDEXemW9mc667r3Uk3TT6IUxlOnF1eOynoTqKR2imnBDcLlSR/+tPN/zteWq7AtpEJHg0oPBiutJ47a5luDWwqlbpHpUFBeOJAjXPiLi/353WttaIHQPqblE3x7dvy2EQt/BrVwK1SGW64DDDcvVzXpGpVOOHzLOq6+ryXl3tA4pnbpMrLXRKZbg9CfE13XJOWXlquclVdrzQJpMC7Xon5lVf2nJN//Wv17/NMdnlDyaKs664UOPu6bvWgqZWFbNc+3WlkusOdy8OTz/WaqcUddB90UHAPV78F9R/J05ruWkG3/iYfa/h4pdXy8qGhMWGlyRmCblin79OtQVMWtw1rNeguL2u75prgIqEmST5DnoWgW4/TyzvzIitBty7glbbIaJZuqldfHbwmtIel37RbCbobzYjp395qqyUbgJWrtG1YHjPd997b++N6QXcz5eXN8L/JO0nnsYlalK7Dfu1R1jpoltRtQ4d21zwvmlnPnYdMd5Q13S7uTHf5tpi1gm7dx6qtZ22kvFwT/802P6y2ntuFS8wr0X3vN7/p+fhvf2ss0130oFvbmSog1j2u1sRfnN3L662xbfeablWV6N9Sz5Dw66FeM7W4g26N2T/2seD98DmbhzXdHmdUmyT061gzQXel8vJ+/YJ7SbV13R50h9eXFwFBd4b5jJNK+sovXmlkurO41i68trORC6cGygpaNJD0RlTu0kuDt0cd1Vh2Jim6SPrFKW8l5mkH3Zol9ZnduEokdc55R8/PfjZY81+vjC2JoFt+8hOzH/3I7HOfq/49lbYNS6ORmv6tSln3qMr32U0q090oz4qrK3ueM926znhDrlpBd3jwXW8yppkS/6JkupMKuhVYhLNRlcrLw0FRI71Ayu+lw4fPtT59ukuZxEoVd43Q77jzziWD7nrN1B58MMgaekds/Y5KiQhNCnh2sTzoVjZdmXVN4iS5fWTSKjVDU/DivSVqreuOq7xcr//yxn1pl5eHO5eHt3f187jSfVnni98j4gq65Ygjerp9NzLhlZWgu9oStziC7qXKrpu11nWT6Ubb6YT0F0j5TSatoDtrmW7N3vo6w0YunApi/W8Jl5jrpn3ffcGN7NBDLTPSbKamC6L2Rm4mU9zT7dhSoUmTuNd167nQAFHn0Fln9Q5e25np9kGGJgBq7SOvChBdRzQAUEZAkwaNBkMeXOl4NjKQ0Dnjg/Vwebky3fUaJ1ULutVNtZE13Ulnuj3ozmKmO2rncn+t1BoEhZuoOR/8V5uM8WPQbKZbP6+tY/Kc6Y67vDx8Toerz8J0//JrbiMTteWTcQqu/PG3Omn55JPBeaJs1xZb9Hxe1WT6dzSmqDSR9tvfBm+1TaCaRyp4/+c/l/w+XVM0FlDJenn2X+esl5yrZ0NeVctWe6VTlKC72e7lmrTbYw+z446r/73tLi8vX8/tvPqxUqZbyRYF3jr3yqtHWrHnnsHv03197FjLzZpuv0/XC7rLk1TNlpfX62BO0I220w212rrutDKIWct0+8VUz5Nng1tZ1+1ZbjVtiTtDkcdmarpYqlGL9kb25nJ5ynTHva5bAefXvx68/7Wvma2+eu9BqgamjZZh+k0sqfMtvG2YSsx1g/PBUCN7J3vVRyPZbg+6dKNX4K4AVb9H50UjM+Z6Tr28/MAD62e6NTBvV6bbm+hlMej2zuXhbRKbzVD5wCgcdL/vfdHKyxs9BjpX/LF4Q7IsyEKmOxx0q9N+tQF2o/cMTar4cQ9PknhA0mrQ7aXlmjQLTxJq4K1dAypluxVEaD23HH642Sc+Ub3E3EvLtVVYpUxsEUrMq2WrvZmanuNKk+OqcPJj22ymWxM5N9wQ7NhRT1qZ7vKJxVqZbv+cXkv1MveN0LmtCrg0SsyTWtMdvg7EVV4uZLqRm3XdZLpbX5NTHnTrInT55T2l5Vni2ZN2ZroV6BxySE+w08w63CwF3XFkun/96+B80Y3pG9/ofUNScKtgr9GbUiuZ7qjCZd3+PATNsKL9vAYlPlhrJOgOl5Yr8NNgwCcqGikxV5ZMQZ+ud8okeNBdLVuux+il9HFmMfKW6fYMkCYGygc8jWaoamW665WXN5rp1rmStQneRrcMSzLT7de0Suu5mw26fYJE95rw3zdiRHesQXe4tLxeifk//hG8lnX++OSv3HTTkhUQ1dZzd0LQrQyvgkdl+itl8sPjhnrbfcUha5nuWkF3nKXl5SXmOn+byQwXdU33UmS6CbqzrlqmmzXdzTdRqxZ0q2xYg0fd4EePtkxpd6ZbwYwyuddf3/O5ZppoFSnoVhB35pnB+3obHrwoKPXsU6MZ9XYG3cp0N9vcqplmapUGNs00U/PScq3N9GuQqjDqlTXrMdfaszTOoFtBiZfR5W09d5QMVeU13UFAVu04NJvpzmoztUa2DBOde/WaTjXDX0/eryGOe0b5dmFJZbprBd3l+917abmWeukaq7J03et1HP7978aC7h12CN5OmJCtJQuNqFYirkkqLzGvtF2V/5zO23ZsgdrORmoaq1RrFhlupFY+QZtk0K3r7bbbBokLre3u9DXd1crLh5LpRl4y3WkFM57p1mAqzm7QWQi6vbRcZWxp781dbSDXrqD7ggvMfvaz4H3PLDbTRCsLQbcPIlsNurXHrG44Gsx+/vPV/51Gm6m1I+j2wbmyy80G3c00U6sVdDeS6fagW+s/tYzEA4Fqk3/tKi33AbAHVlkKEBvpXB4lQ1WpvNzPibgbqWW1mVqj5eV6TSfRjPPoo4PtLI8/Pr57Rvl2YW6llVrPdOsYapmA7qvekyFMW4jpefrf/3r+Hb1VObMcdljwVt/j2e7yrcPqBd06nzQxqiVC//2v5VKtZmheYq7saiM/l4R2lpfrvNK/o7Lu8qaCfo/TWLX8vpVk0B3OdqvEvNH+JVnbpzuNTPcb791TCLrR0ZluPR4vU8zCWrs4ystVFqqsm0rWwhfLLGlnI7U//tHsxBOD99UZ20vt8xp0x7Wm27MwytRUalzWbDO1dme6mw2E4sp0h5upReUlkz5g9yxotXXd7Wqi5oFAVtd1J5HprhR0V7o2KJvon290gifrme6ojdSSKC0XnW+aJN5oo/jLy8uPlb+GWgm6PcutTHWl504TVx4s+/dqLbcyhXrNa/tO50G31nVrOY8P2v21V75Hd/h1mvcS81rbfqkPjSY1Hn44mLyI+nN5Ly/3a9z66y95X1aA6a/B8mZqSQfd2rNbE8R6fO2a5GllTXfURmpJrOl+h/JyZDnTrRtNlDK3JITX2mVhMNRKpluDCz1/urGffnowG6k9QyttwdIp5eUajHzmM8Fz8aUvBcF3K9tFZSnobjXT7esNfV/Zcs3u1d3OTLe2tfLJsrxkunXOe8ZWJXveQKpW0N3OTHeWtw1rNtMdtbx8ueWqN1LzY6ABYDMdk/Oa6dbXvDFTms04my0vLw9C4ljTXau0vNK6bt1/vLRclWdh2h5L56AejwczvlWYrmm19vXNc9CtDL2ff5WCZ/3dnu2+9tp4O5dnOdNdbT13vWZqSQfdmnzbb7/g/Waa0DZK41hv4tpoebnOLU/oJNG9vF6m+13Ky5HlTLdvkZVGpjtrg6FWgm5NIGh2VK66KpsN1NrZSE1ZUGURdDHWrLn2gNZz1GzQnebkUNxBt25mPnCsFnQ3k+nWa9lneZMcoOv1oRlu3Vy1JV4zAWlcQbdnuqMG3fff35Pd8+eoXtDdSllzUZqpaTJHk7V6DYczhXGWl9eqfgiv526mxDpLk7uNBN36W/16naegu16mu5XrZ5Sg26+rqijSUh4F0goQfLcCp8/5kicvMa9XWl4p6G5XyW9cojRD8+eqWtBd5Ex3tYnFatuGJR10i5aAyNVX9x63JyEcRDcadPv1W81gq03M+LVMAXKjvUvqrel+pyzTrXGKf46gG6lnusMXMu1J2W5ZGgy1euEMb6OjwaT2As2ipDPd3qlcF9+ttw5uEp6tCQdbjQxUdKH178/Cmm5NXHlH60ZpUKdBj2ZmN9ssvqDbJ9NUFpdkV1kdSw92PTuUViM1fxw6n7zsMUppudZzOw+6q038tbO8XLJYXu4ZIE0IROlcHnd5easTHz65q3Ookb3hk6I1kH79qDfZ7dfrpMrLk1iSVL2RWmuZbo1dtPuAr92uxgPyRx81O//84P19960cKIZLzBsJulXerslHXXcb6SmRBX7v1z2oWs+ZffYJ/j4Foh6Mprmmux1Bd7OZbg/Ckwy6P/KRYLys12C4KW0Swmu0G13T7fGFrufVtk/Tdd9/tny5a7Pl5cOqZLrD44J2nbPtQtCdw0x3eNsSzUx1aqZbz4PfTJrJdJcH3Z/+dPTBadEaqV18cZBR1IVVN4fwoNIH1rpINzLD6eepMj9pPq96DWmQogmAZrfv8PXcGjRWG/A000gtXFqeRMOlMC/r9sAh6fJyPd+Vgm5NwHgjtCjrur2JWrgBU7013ZSXN76eO+qWYVHLy5tt2Of0mtAgTxUzjTYnTEL4OakXdOc5071keXnP8W+mO/+dd/ach7VKv/VceUWGV56Vl5a7MWOC4EDZcL3mogbdOp9GjQre95/JiyjrsvU133klnO0uaiO1Wp3La20bFt6TPsmgW+NzbwKY9J7d4cx1pZ4ztdZ012uiJhqfNLuuu9FGatOn95yvce6hngUE3TnOdKdRWp6lTLdfRPXCbXZblnDQndXS8qQbqWmw9a1vBe+fffaSg2QFzH6hbqS0OLyeO+mAst6Nz4O8ZpupedDt6w7jynS3Yz23K+9VkHQjNZ0rfmMvP6eibhumQVWloDtqeXm7Mt3h8vKslK02up67mUy3nxP6Wnk2utVMt163fpzTvteEnxMNaOttQ+cTVEnvER9X0K2JjWp7qut4qyGUNDNpGaW03IWX7vje3JWoBNavxSoxjxp0izef8+x7XkQNnMMl5n4tKmp5ubLVCtg0EV6tF09427DysaPO7aSr8HziSFu5VbtfxcHvtbo21RpvVSovr9dEzTUbdDe6Zdj0gq7nFoLujPMXgU5Cb5KQdtCdlUx3HGtytMZLAwrdwLfc0jIryfLyr341uHFpD+QvfGHJrze7rjsLTdTiWNetAWm9Jmrh81ATZFG302tn0F2+p2/Sa7r99alrWHm5W9RmauozoAyPXqPhAbUHY8poV3qu253p9muiXkfNNBzMQ6a70ppuXZd8gFe+VKBaEJfHe02j9101oPzUp4LeGHm4Z+iapUkTHcvyiarw55opMW8k6A5Pavre3NV84hPB21/8Ipj00WRIeBK9XtD91FOWK1EDZ5Xe63qpDubqZJ5G9/J2ZbrDncurTYRVynS3Yz13eEJWZeaaAElyz+4oncvDX2800y2tZrqHDGks003QjbbzTIJesH4iph3MeKZbM4dprrVrpYlaePCuAd3YselmY9NqpKZ9UK+7Lhjc/PKX1Qc5zaznTfs8jWuvbmUM9drTDWOrrap/n24QfuOPOjhNK9Otm12jx6XRoHvKlK6qA5uo24b5em497+FBlc5H72dR3iBHs+qelW1XpluPxQP8rKzrbibTHaV7eTjo1vXCB/Ll14ZwI7W8V1U1GnSr0dcf/lC7nDpLQbcfK12HKpWmNht06zxSU7R667krBd1elluNr+v2iTsF0/UqEMRL2POa6a7XgVzXdpXfh0vMi5rprreeu16mux1Bt/jxCK+zTzvorrSmu14PimaCbiULtX2kLEWmm6A761Q24xdZLwFJO9OtkrksrLWLI+j2C0laz2UzA6i4ylcVnBx7bPD+8cdXbxAmnZzp9tJyVUXUWiulSZtGS8zTynQ3k31sdOKl2hrRRjLdlUrLy7cuLM+C+jFWINzsspMsrevWutXLL++pdIpC9wq/X0TtXB61vDy8pjt8bSg/L+LoIJ/XTHcWNBJ0V2ui1mrQrZ0SdN7qHu2v11r0fb/6VfBfvfNWr7fwntzV9ueulen2fb7zoJFsdXmJeVpbhmmMEcdzrH4zWvqmxMAf/2g2fnxwXfSmoLUmFv3+o+fAy5zbHXT7/T28TDStoLvZNd3NbhtWa7elYR2Y6a7SEghZotknXXD9hZH2zd/X2qn0UxkIHxi1W7svnFnIdKuyQBexOBqTffe7wfFbfXWz73yn9vcWJehuZk23B921SsudBq16TqNORrUz6NZx1qSBzqFmgm4/B3T90Q273s395ZfrZ7qbDbpF1yANnMvXyYVLy9tZvaIO5tqKKK5Mt/62M88MMqYaOOt5/+IXG+9c3sh9olqGSv9+pfJyn4xRxUL5taHVRmp5znRn6Z6h67CaJ1ZrAFlvgix8/Ww06PZKFd+qK4qjj47+vSoxV7fzqOu5/XWq50IBmCbufalK1jWSrd5rr2CMoGuRAtO0GqmJnudWxgC69ug415owr5Xp9nXbeh3ovqzJZ78/t5qwicqD2SwE3e0uLw/fSwa91xvCkelOwYUXXmhrrrmmDRo0yLbddlu7zzeRreDxxx+3/fffv/T9XV1ddsEFF1gndjDPQjDjgXaag6G4Mt15oGPtnerjKDHXLPGPfxy8//Of1z+XOjXTrRt+I0G3D1qzmOlWKbBvbdVM9lGDeD8Ho5wHtcrLPdOt41GtBFGf9wZJ4e3C6jVTa3cTtbj36tZEhNazKnsTboZ0yy3JrueulenWAM2XElUKussz3fp+/5hMdzrCWxDWu2fUmyBpNtPtk2aVXr9x8HXdjQTdmnj0qp88retuJHDWOer9BHQNaXfQrSojn/BstcRcx0jXdAWLOt5apqAqCI2Lvd/Ahz9c/ef1PeUl5u1O2GQ96E6ykVp4PXefsoizEzPdqQbd1157rZ1wwgl2xhln2AMPPGCjRo2y0aNH29QqR3TWrFm29tpr2w9/+EMb0e4RVYY6mGfh5p+FwVAnBd26ccTVTE3lXmqYpuyH9vX0tXFxB91+Ic1z0D1xYnCD0Y1KjebqyXJ5ufhgs5nso26YXp4YLeiuPrDR+eTnc7VybJUU6lxVhr7S460WdLe7iVpc5eW6vmsHBQ0oVU6uv12DTDWK8oZUUZeWeNDdyHruWpluLy0Pf0+t8nI/BgpwWlnXHN4arpHy+iRk4b7bCD33/ljr3TPqBSE+3Grk+hneeSCpoFv7bivY1nVp662j/1we13U3WiLuJeaqlGl3IzXdK7war9Vmat7EVOeQtjPVdVDHTYGiJgI1Dqx3/yxvpkbQXXlNd72g23djaCTorta5vPx+E16GQNCdkPPPP9+OPvpoO+KII2zkyJF28cUX25AhQ+yyyy6r+P1bb721/ehHP7KDDjrIBtY7swqc6fabf5rBTBbK/jqpvDx8w2y1O7L2i1QZrM6fn/402s/kPdPdbCM1z3KrvDnKJSfrQfceewQDolpbn9VSbf1uo5nuKNuG1Sotl3pruvOW6f7yl81061NwqcY7KgvVIPOII4J1eFpHF2Vf86gNhiqpVu7nQXe44sZ5UB2+NoTXc7dS4q/Xk0qBNUHYTD+GOGXpehb3VpNJZLpVsaHBvK6bm29uidC5qKBMk6ONTO7ksYN5o4GzrvU6V198sWddbbuC7nCQ1Wqmu1b3e1VvRdnHOe1Mt5+bCkCb2eu+XeXlSTRSqzVZOSzUHyR8nhQ56E5tTfe8efNswoQJ9i3fILh0Ae1ju+66q93tC4FiMHfu3NJ/bsZ7o4f58+eX/suD5ZbTKKevvfbaQps/f5G9/Xbw8eDBwcdpWG01jaT62QsvLLL58+NJQfjxiHJcNEv32mtBV6uVVtKxtMJbeeW+9txzfWzSpAW2zTbNd1O7+mrdpfrYN76x0EaM0PGr/zNLLx2cc9OmRT/efp4utVTPedrIMY5/4qq/vfpqt82ZsyDSjVrGjw+eqx13jPZaW3HF4HXx8sv1nydlgqZO1SW4y5Zdtj3n8Oc/b/aZzwRZiGb+veWWC56PqVMX2Pz5lc9BP7Y+sFlxxcp/29pr97X//rePTZxY+bm9667g39p668pfX2WV4LmeNKnb5s9fsPjzL78c/NyKK7b3+qiMvM4xPZ5GzjE3fnxwLlx99QLbf//gudXzpt+z1VZ97a67+tj48Qvs/e+v/9p//PHgd22wQfXjVL3JTn97993ez2kwCOpvw4cHnw+/jpdZJnidv/56z/M9eXJwbFZeufX7w+qr97Pnn++yZ59dYCutlN4m6DNm+H03vnte0pZeWteiLps2rfZ58NJLwfmy0ko93xc+xssvHxxPXT/D50Utd9wR/MwWWyyyri6dG5YIXcsavZ6tu27w2J54Ij/H8s03g+va0KHRXtOarNp777529dU9s2SDB/e+Fid5Px46tJ9Nndplb7/d2DWo3B13BOfmdts1/3tGjAheuy++uNBmz15kr70W/M5q96Ykyu379etnCxZ02auvzn/vXhGvmTODc3rAgN7ndPkx7tMn+L45c3pey9OmBc/H0kvXfj6CKov+9vrr3TZ37oIlJmArefvt4N8bPHjJa4fubX369LNFi7rszTfnL17z/cYbwbm+9NKtnTvtFPU1lFrQPW3aNFu4cKGt5PUK79HHT8U4/Xj22Wfbdyp0ibr55ptLWfU8eP11dR3axB55ZIqNHfuAPfGE2nSubVOmPGNjx6YzVTtliqagPmRPPjnbxo79V+Sfe/754XbZZZvY4Yc/buusU3n6fdy4cXV/z2uvab+g3a1fv4V2331jM73dV1z69NFG4qvZuHFP2VJLRUx5VfDkk7volqg2NzZ2bLRW1C+8oBTI1vbMM9Nt7Nj/RPqZxx/fRC2z7NVXn7WxY59s+BjHaeHCLuvq2rt0cb/mmlts2WXrb6StoHjcuN11y7SBA++xsWPr14a9+KKi+x3sf/+baWPH/rvm9777bj+bP3+v0vsTJtxojz2W/Va6CxZsqyGM3Xbbo9a/f1ldd8j8+X1s2rTgRfnEE+PspZeWvCF1d6vGcwMbP36ybbjhI2Vf02BrtFqv2KJF/7GxY8s2gS5l3XT93s0mTVpk//xnzzXg0UeVGl/JXn/9ERs7tvpjjJsy1P367V3626+44lZbYYVQ29Y6pk8faK++uof16dNtffrcaGPH9g4EVl5Zqbn17ZprXrYVVnio5u96++0B9vrre5benzTpxtJkbVQzZijq3tPmzOmyv/997OKJg8ceU6pmR+vT591e57Vex6+8ohT/pvbEE6/a2LFBO+Fbbgk+19Wlz91vrVhqKXXhWsH++teH7a23yvaHa6OHH9Ym0BvatGmTbOzY3udrVnV3a5+u99m///2AzZ5dvVTghReC19qzz95hY8eG1hK8d4xffz24377ySnev11ot112nRdZr2YorPmdjxya4V1ITpk9Xyndne+SReTZ27E2WBy+//FHlBu2pp+6x/v2j3bfXWkvj66BUaMiQ+XbTTWMrfl8S9+OFC7XQemn797/vs+nT3yvTbJDOu8mTd7c+fZRsWvK6GNVbb2k95CibMGGqXXXVI7Zo0Wjr23eR/fe/YyMFjnEYNmy0vfnmIPvrX++0tdfu/RqLw333qYZ+S5sxY5qNHXt31WM8caIi553srbdmlcbuc+b0tdmzP1b62gMP3GxPPll9Um3+fL3wP16aPLjuunE2bFj9QPO++4JzcMGCt2zs2PfWCoQMGjTGZs3qb//4x2226qpBuvull4Ix6sSJd1lX15L3/izS8ucoCt+9XJl0rRsPZ7pXX31123333W14O/eTacEbb3TZb3+rLMSqNmbMCPvzn4OR0GabrWtjxrzXGanNtI7qlFP02IbY6NFjImd1Dj+8rz36aB+7556d7MtfXrjETJEuDLvttpv1r7U3UykLFtz1V1+9j+2113ubIBbcHXf0KZVaDR26kY0ZowFg44L93oOX/ac+te3ixlr1DBzYZeedp1LR99kY33SyjuuvD06KUaPWsTFj1mr4GMdNpVEq0R05cpdI5Y4q5X3jjf7Wv3+3feUr20TqGK+u3KefruvM0LrP0//+F7wdNqzb9t13D8uD667raxMmqCxvUxszRpMqS9IxvuKKO0vvDxzYbQceuFvFQbqCcu0RP3/++23MmNWWWJP81lvBc3/ssdst0fXUq12OOabb5s3ra9tsM2ZxadwZZwTn9267fcD23LPyY0zK+9+vjKwGux+1nXaKPkM/dmzX4rWm++6rAKhcl/3pTwqi17AxY2ovyL/99uB3rblmt+23X6XfFW17l513HrO4aZomq2TEiKVK53X4daxA/ZJLdH9aefE5f/fdwUh2881Xiny9qEb3OzV+XHbZzWzMmIjdshJw223B3zRypI5BPhqJ/OpXfUvrX9dZZwsbM6by+ajX0dtvB9fiAw7YcfHrKHyMFy3qX+oqvmBBH9tuuzGRyj5PPz14HR500Jo2ZkyE/cLaSP1GTjpJ15hBpb+nXVtptWLBguD53GOPbW3UqGg/s8sualbcXco2rrBCvyVei0nej3/4w76lpT8bb7xN1XOvnquu6lq8dn///Ru7loUpSNQ2dAsXrmQbbrjL4kqpj32sfWPHVVbpV1oisNFGH7Jddok/e/vqq76ca/lex7n8GHuvk379hpS+z5dnDRig+8XudSfUllmm2956q8s23XS3xcs0ann33eAXrrLK0hXvBcsu269Ucr/VVjsvHpfNnRuc62PGbNfQlpdp8irqzAbdyy+/vPXtq5Lp3hu+6eM4m6Rp7Xel9d86+do96G+WPx1vvNHH+vfvs3hgNHx4X+vfv8EaxpioiVGw1q7LXn+9f+RyGa0lljvv7GP9+vWp+AKPcmx8bZnK3PNyHONaM6ry2WaPu/oCzJkTvL/mmnqeo/2cF6RMnx79+faJv6WXXvLxpvH603pFXW6mTYv2d/u5us02KruK9lh9nfGMGV02d27/mus/fY3eSivl5xz2/hJvv137HJw+ffDigc2AAZX/tvXXD94++2xwXQs3DPr0p4P3P/rRLhs2rPLP6ynTAELrUadM6b94ParfUlSW3O6nVZNYCrpffLGxf9u7tG+5ZeVzQZ3zda185pmu0kRQrVukT+ZsvHHj55Wu6cr8qKnNvHk9rxO/52iZSfhY6fevtFIwjJg+vedrvuZv1VVbv0f5de/FF9O734Wfg2HD0n0cjfBg8p13qp+PvlY+eD31X+Ke7Ndq/S5ds3T+lRUoVgxqNVEiH/pQ+1+H9WjSQM21tMb32Wf7J9boLU5+v1hhhej3bX3fvvtaKWmzzDLVrwdJ3I/93jdnTvPH31ea7rRT7+tOs41/p0zpY6+9FvyeVVdt733XJ7PeeiuZ14P6XsjgwZWfKz/Gflzmzg3+fu/3sMIK1e/V5ckL3aPffDPaeeire5daqvLj8nXds2cHv08VY940cKWVop/raYt6LqXWSG3AgAG25ZZb2i2hfVAWLVpU+ni7PFwB28hfrOWN1NLsoqrMtncPjtrBXDc4b7ymG329PXpr8Y7FSayNySr/W9UYpVn+sxq0N9KLMO+N1JrpYN7IVmHhG4j/vfX+nXY3UYtD1EZqb7wxqG6jGm+kpteyd1LVsqgDDgi60+pnL7209r9T3sFcN2x/XtPY4KLZZmoPPGCLMzqVqAHSB7SqyMz+U2d1hzega7RzuSjgqtRMzSfxKxWHVbo2hBupFWGnjKzcdxsVZceLcBO1WlmuRvbqDu88kNVGp3nqYK6Jcg9eGm2G9rnPBeO1ateWLDdSq9VErRF+Durc9etIu8/LpDuYR22kFvTt6Pn+qJ3Lm22mVu+6OXRo791udK3yXTryUIGSq+7lKvu+5JJL7He/+509+eSTdswxx9jMmTNL3czl0EMP7dVoTc3XHnroodJ/ev/ll18uvf9MK9FbDoRfrDoZsxLMNNrBvHyw6EFNM/zf9AFZJ6i2RVIj/Gf9d0XlA2vd/MMlqLVk5TwtHzRG7SzeTNAtnnH1RmJFCrordaquZPr0+kG3gmKV7Gtwrtezrm3HHae1Z8EN+u9/rz8wKn9N6DnV71O2No3ntdltw+oF3aL9acMD0Uo0kFLHc/lYsEyvYZX26vagO9xtttY+3fW6Yedtp4y8Bt2+V3etoDtqJ+dGOph7hjLL+ZM8dTD346dJkUqvwVp22CGYBPStB9ul2vaDUel64rsw+LWvWboXqIpH9wYtjypi0O0T1412L2806G5027BaW4aJn89+v/GxhT6flyx3boLuAw880M477zw7/fTTbbPNNisF0DfeeOPi5mqTJ0+2V0LpoilTptjmm29e+k+f18/q/c9pKq8DMt0KeHQBy8rNv9EMxJ139p5payXo9n/TB2SdlOnWxS683UM7KgR0A9VNq5Fsd5b26W40063zS/8pQ9DowNFv5vWC+zwG3VErHt54Y3DdgY0GkFoDLyrJPv98rUENPn/11dG2GSoPuj0g0HPaaPfwOHiPhEYy3Rr0+OPfbLPq3+fZHr+OVnLjjUGArOddg+24BstRMt2ajPMJuTgz3eG9uqPuU56ErNx3k8x0xxV0J70/d6dluv346Xg20/hL9/tKfTGSVGnyrhF+ndPkSNSAsBo9Z35+33dfMYPuRrcMU1WZJiG8gjbpTHe1njhDyzLdRd4uLBON1I477rjSf5WMHz++18drrrmmdad5102JLl56oehFpRdsVm7+jWYgPENz+OHB4FpBtw5nM53HOzHTrYuQtp7QwFal+h6wNFNe3mimW8dI/74utLooRrlhZS3T3che3dr7VbbcsvHMQtS9uvMYdFfKajab6fYS80cfNfvZz4KAURR87713tMdTvld3Wnt0t1Je/uCDwdv11qsc1DrP9uj7NUCpdF5ec03wViX6zXblrTRY9gFRpcenz/le2ro2aJLYB3JxZLq19lZ/iyad9Zqpt544KVm7nsUVdHumO2rQXe/6qXt6HoLuPGW6G92jOwtazXTHVVrudC/SxN3TT/d8XMSg25Na1YSDcgXeaZeXD6uS6S5q0J1qphvRA57wuu6s3PwbyXSrWYM3Czr55GCQpgCwmZJB3dQ7MdOt86DVEvNmy8ubWdft52mjQWsWMt3NlpYXPeiOnumOFnT7xNENNwSv62OPNTv++OiPp1qmO44MaytBt4591GUYUUrLPfjUNVfZCQ9qygc3f/tb8P5BB1nTGs10+4ScT8Z4Iztd432SphUaRPprKs0S86xMdieV6Y6rvFyr/TSQ1+A+SrVK2kG3loJ4c9E8ZLrzotVMd9xBt66fYe0Ouv1amHamOxyUeyJPPMaIO+iOWl7+Todkugm6cyI8S5bHTLfWeGlQrfJLZbe23rr5EnPN+vqFvJngsZObqaURdKc9OdTMmm6C7tYy3VHKy8PN1GSPPcx+8pPGKl/Kg+60M916fvx8j7rsJmrQHR6AVlrX/c9/BgMcBf5+fW3Hmm4JB91+3uv1FtceuFloppaV+24jPEjzDsXtKC/39dyqEqqXdUuTKia05l2TWFlvC5TnoLuZTLeuPb72Os5Md62PO6283H+m2Ux32cZTLTdSe5dMN7IknOn2kzjtYMYHQhrw6sYVZX2Ol0h6MNNM0O1Bvm6aKrfuJHEF3c10fW8k6M5Sw79K3XdrrVLRa0yDMAV/zTRwKXIjtUrrdyvvBR8t0+3lp+rMfe21PX0DGp3403Opx5N2plvnTKPrun1wGSXortVMzUvLleVuZsmOq9S9vFZ5eXmDvTjXc2epmVqeg+52NlLLQxM10WvEs91ZX9ftxy9P3ZxbKS9XJY92otA4Ja5qxrQz3R7U1puwTjro1kSo32dbCbrjWtM9jEw3sshfEBrQeJfCtG/+uoipWZFeuPVmvTzo9lnLVoLuTiwtd62Ul2v9jg+Ik850KwDywDYrQbcPGvU81LrxTZzY8xx5999GFLmRmoIub1Dm6wzL6fyYP79vpOzZppsGa+zU3KbWeuZaQYWfX5qISjvT3WgHcw2m1UROopTi+vXz3nt77gOeyRw7tvXS8mbKy8srIOLsXO7IdOenkVpegu48NVPrtPLyuEvLy4NsPY/VgsB27UKUVtAd/h7dQ5JupFavvHwomW5kOdMdnulP++av2TK/kNUaDOmFrUFiOFOjzrqacVM2qNGsbSc2UYsj062Mhi72uuBGXb/TzHZR5Tfadt/cqlGpY3jyqpr//S94u/76zf074fLyajdXNZ3ywD9PQXf5+t1ambPll++ONABQiXmznXXL+xwkkWVNspnaQw/1TCBGWf+sIEHfp0ktL0uXv/41GHQpc+f7eadRXk6mO1s8SNPxU+awnI6xH9uoQbeCBk1cVqJslRoj5iXozksztU5rpJZ00J3G3vE+9lD/AA9E0wq6w3t1N7tlmCZ6o+yiE7WR2jtkupEl/oLwQYf2r8vCeikPfGsNhjQ41IVGg8UNNuh5oXk5pXeKjqqTM90edDeT6Q6Xljez1rJesBXmA3ZdaONa19mudd2e6fZztdl/Q+d8tQyT3+j03OTt5lKv4mHKlK7YM521hIPutMvLpZHycg+ctf41ivCSh/DWYXGVllcbLEctL08q013epb7dNHGsibK8Bd3hSh0PrsP8WOl+XK/hpY6xl6VWy3Ldf3+w1Ez3mHa9/ltBpjt7a7r1WvNGkXEG3eHy8jSCbt+FKKl13c1kujVG8fFc1ESMzkG/DniWPI4tw94l040s8ReEDzqycuPXNjfy739HW88dHhA2W2LeyZluDzCayXS3sp670fLyrK3nbqSDeauZbmVt/bmqFtz7oFWTaWnsJ51kM7Websjt2d4xHJBlqby8kaA7ynruas3UdBzGjQveP/BAa1mtTHeUoDuJTHe4vDyNXUPDz0VW7r1RaGLeB7uVJgAbmSDRBKFnuaqVmOeptDyc6dZEa72+NGnqpPJyXRNVyaN7qB+fOITP8TSCbo19k2ym1kzQrWWhXgETdacJ/R2NlJjTvbw3gu6cZrqzcuM/7LDg7eWXV5/1Km+i1mrQTaY7GATX6kgb5x7dzQTdfgHNY9DdaqY7fFOv1kwtj+u5o54HL7+cTqb7scd6mrvlZU13M0G3X0f/858gUPjzn4Ms7GabtXbOVst069/w13Na5eV+jDWAj7p7Qpz8uchKhVkz2e5KQbefo1GDkHrruvOwP3f5a1XHU9eNZrfhbIUmkDSmGz++dqluJzVS88lEXefirJILL6tLI+iWrAXd4UqXKD/nGgm66V7eG0F3TvjFwgeVWQlmdGHcaqugTOXiiyvfVKoF3crYaNZMmcUoeye7Tg66deHyG2+j2e5WtgsrSqbbA8Fq55tmfX37mGYz3eF/p16mO89Bd/VMtwfd7UlJ+vnsfSM0gEhzUtKDbk2KVWs254MRX0vaSNCt79WuDXr+9fPh0vI4lA+C9Dg9u5xWebmqRzzgS6PEPI/ruaM0U/OlXdts03rQrXMkb0G3ymS9Wq8d67p1f3n4YbMLLwxer5pE1/XiIx8xu+CCYq3pbjbT7UH3TjvF/5g82O70oNsnDnv6rzT2bzWybRjdy3sj6M6J8hdFVm7+CppPOCF4XzeS8tlaZQ01ENOgqXxgqRvIqFGNretWhtdvQJ0YdLdSYp5GeXm9dYJZy3RrQK8mQbpxNfs8FT3ortdQr93l5f568AFEmuu5fXDhZbi1Ssw1+FagonPFvz8KZVs/+MHg/euuM7v11vhKyysNln0wpGUQ1bZo9GuDBmFe8RT3cUizmVoRg26de37uKOhrJOiudP3UZKWCCV07o3Ti77R13TfdFCRPVJFy3HHBFonhSiifsChKeXkzmW5V1ZTvdBOnPfcMrmFJ/O48Bd3+PS+9FLxttLFuUpnuRYsIupER5S+KLGUQP/nJoEmFBlxXX937a34B3XbbymV5jZaYe5ZDL8isBXRZ72DezvLyrGa66zVS89JyZT9aWWtdL+j2GeI8Bt1ZKy8vn3xLO+iOWmLeTGm580HjuecGwZOC8Lh6XJQPlsPruas1afOJGG1/psej104zOyRkdduwIgbdmhDSRKwmcbSbSKuZbl/PraaAeSrBb1cHc42NlDDQ62v33c2++92gF86f/hR83SusihJ0+/hMS1984q6eJ54IniNNXCYxcfODHwTP5cYbWyr8OpmVoLvVTHe9oFuVHf64oqzpnjGjp7cCQTdSVX4CZunmr5v2V74SvH/++b0b3VQrLW826O7kJmqtdjCPq7xcA9B6W0VkPeiululutYlaJ2W66zVSa1d5uZ7r8Nq/NNdzN9JMLY6g25vUxFVaXinTXW+7sPA54QMmHYO4dy0g090cD9TKe4B4llsT4lH/rihBd15Ky9ud6fYA5+c/D7Lep50WVBh4tZ+C7krN3DSeyuOabk3S+f1W/Tai8IpHnUMaVyYhzQkhD26j7ADTzjXdSQXd4a3R6nUvX7Cg57qi7212G9GsI+i2/Kw9CgfeWbv5H3108Ji0R+ctt0QPun3wqBnOKNsPdPJ67lbKyzXg8kFXs2XTuon6QLrWWtW8BN2VuiDHFXR3aiO1YN/Prraum9PgLJxVz0KmO8q2Ya0E3cpseyWGss+f+pTFpjzTXW+7sEqTwklUOaS5bVgRM92+40jU0vJw0K11t9/4htkf/hAEi7qW5jXoblemu2fZzZLntcZ36otT6X6hc8+3q8tTpls8W/3gg+ntz50lRVnT7cuh6gXdft3UPara0qShQytXshYVQXeOhF8YWQtmdDM48siebLcHNio31Auu2o1Yf9MmmwTv33FH/Q1m/UVJpruxoNu/VzPlzZ47Crh9pr1eiXnWg24NcCp1f4+jc3knN1Lzv7d//4VtvXGGqzeylOmuVl6u8+/xx5sPuvW68gGtGg7FGeSWN1Krt11YpcxEEhMfWSgvz9r1rNmgu5n13LLppsF9QNcvLW1QHwEtxdF94ZFH8hl0+7Vek/5JZCCdBzjlQbcCbr9ePP30kj/nx03fVy1bmFVavy4PPRTt+5Ncz130oFv7mzea6Q5vXZpkplvnbbWlSX1DvUIIupEp4TVyWZxxP/744IV1ww1BqZZfQFU+5duWVOJdKu+8s37Q7aWFZLobKy9vdT131NLirAfdurj7ILRSQBx3ebkmnspLBjWI8qxKFrKycTZS84HlcsvNqXqTTUL4epCF57ReebnKLZW90mBH/TCa4Y3T1JQpTs2Ul5fv85pkpjvJ8vK77gq2vyx/zfpzkcX7bjNBt+8YosF3I0Gyrou6t//qV2Zf+ILZ1lsHv0MTmArk9fV29XKIi46p3xeTynZr0sYneStVAHkH9VpBt45jO6+p7c50696hxl6a1InaTT9v2pHpjlI+Xx6YN9tIrV738qgVQsOG9R7TEnQjE8KzUVm8+a+zjtk++wTva/uLeqXl5eu6b7+9/ulIeXlPpls3qEprwJJYz91oM7Ws7tNda123bhA+OdFqplvlVxo8qJFI+bKJH/0oCGRGjgyaDuVNrXPAA6L3ve+9vQ3bJHxeZ6m8XM9HpddouLS82YG0do3QuaVGlnHy16y2p9T5GyXTXT5QSuIY6DnVa0pBSNQtJvWarrRVViW//W2QYTv00GDdbfnvyep9t5mg20vLt9++8bWTCqy1nExbhN53X3CtVyZTkxV//7vlUtLrun0yUq+tSq8jD7orNVPL43ru8ky3lh16iXw1OpdElY9ZHDcUqby8/HtayXRXWqYXdbsw58ebTDcyJTwbldWLkm8f9vvfm40dGy3o9ky3Lszvvlu7ewaN1IKZcg3UdZGNsg4+jaA7q5nuWkG3D3j0N4azds1QKaCvewpn1DUz7PuxnnVWax3S0+LPjUqkw41SdINVR15Ze+0KtfsdVF6u7LWOrUr+KgWIrazndgpAGx0sRREOLHV8o6zplvBrJomgW1UqPhkWJXOmwaCeX10vL7mk9uDwJz8xO+KIngmSr3+9p/y/iEF3M6XltXoqqJrtM59pvUKoqOu6q5WWR8l053GP7vBEmbKYGqvUe2496C5qlrs86K51PWrXmu7yx9VoLKLtVSst03M+Poia6Z5E0I0syXqmW7T1iErONCD3IKbediQaJGsw1d3dZU888b6aL2APMjs5061Bjg9qo67rbnWP7iIF3eHS7yRKy8v/nXBznO9/PziP9RrxqpC80THVpEL5eXDyycGgUftzH3TQe4vjOzTTrefHr1Fnn71klieOoDspCm49+65gM2qmO+ny8kbLVdVPRK9pvd4+/3mz/fZbMsOkge+ZZ5p99avBx1/7WrCXrwawhxzSM5DNc9DtS7s86NbEwvjx8QXdRdCuTHe110XU8vK80cSgd2evt667E4Juv0YqWI26jVoUqkjSf+3KdOse4YFyrXXdjZaXTyLoRpZkfU23aLCmgYtTRjrKmkUvMX/ssepBt78gNfjL4w0ozWZqca3pbjTozuJe6tUy3XE1UavWTE3nr0oyfb/QvK3Pc3rc5c3U1MfhoouC93/964U2dOj8tj4mD3A1IZWVG/ZJJwVvL7zQbPTonoBPAy5vOpXFoFvHN7yuO+qa7qTLy8NBd5TGTBMm9Ax0dV5cf33QCOxf/+oJPhVsf+c7wcff+57Zj39sdtllwSD04YfNvv3t4mW6lcHX5LVKPosc4OQp073uuj0TRZV6gEhexzxRJsr0N99/f/B+kc9Jvea81DrOEvPwFq7tCLqjNlNrtLz85cU9YaywCLpzJMvdy8O0xtAD7Xql5c67VT711HKR1nPnNWBJa69uysuXDAjKG6kllen2f0cZNQVcH/2o2a67Wq6Fm6kp8PadC9RMcZdd2rM/d9jGG5sdfLDZt74V//7QzTrmGLM//Sl4DWgN7VZbBQNPbY+oQZIykL72O2vCHcybKS/PQqb7v/8N3h5wgNm99wbZTE207bZbMCGic/anPw2+R28VYOu+osqrSy8NPq8gXMeuSEG3l5br3pzmnsVZzHSr8aF6GbRruzCn+7ImhnRdKJ9Iz/Oa7qgdzDXhreuMgjNdy4vMr5NZCbrDu9LEvW1Yo+XlC9/L1hN0IxPykOkW3TzOOSd4IWudXBRegv7cc8tUvenRRK25vbo1i6yma0J5efVMtwfdSWS6VbaoPgdeYp534Uy3uhi/+mqQLVIpdRo0cLjqqp6sZVaopPmee4JMlq5fus4po+oBZFYnD8N7dTfaSE3HotFuuI0O4JURrLWWMBx0a7JDz7Uy35oI8WD6d78L1t3r7Ze/3PtnP/7xoCRd5eeHHdZz/czyfbde0K3jqHtBnOu5i0JZO41XdLw1KdbuTLeWo/gEXHkztTyv6S6fKKu2jtlLy9VY1JcuFT15Fuf2dOGgW+PvesKTbbpuN9NbppFMd73r5tCycSJBNzIhL5lu+fSng8BMWb0oVIY+YkS3LVjQxyZMqDwSpYlac+Xlat6lDKsGw61moIq6pluDAS8vjyvT7QMsBd2nnRYMeD/xCbMPftAKM1uvLs/K5mqgdMUVPfttoocyNxpUaq2wJhT1fGW1tNw1U17u54QyxUk1CNS/4dc+L9GvRK81XzfvOwQoi/aLX5j99a/BvVTZHh0LdSuv5Pzzg7W2Crg9UM3i9Szqmm5d45Q1ZT33kjT5pT4b8tnPBpOI7Qy6a63rznt5uXbp0P1BkwfVxiudsJ47yQ7m4SZqUSZyw5nuZptxRtk2LGp5+bCyewtBNzIhL5nuZuhCsd12wTToXXdVvmqQ6W6uvNy/Rzf8VmeRi5rp1g1Qgxudh76+Lq7gXnv/anCv362O5UXg58FttwVvlWHOchCZNmXRtJ2Syt9dlreLC2e6o5aX+/me9PU5Som5soWaLNB2WBr0l2exNYGrAECTYNXoHnvllb0nEPJ439Vz4NuC6fWq65wGuVk+/9KgCRkti1NV0oc/vOTyo1Z0ctCtAM9Lxqu9Zgm629e5PO6gO47y8qFkupFFeehe3orttw+C7rvvJtMdZ3l5XOu5w9msWqVRyqjkYZ/u8HpVz3LrOYorW+tBiJcHqhuy9iAtgvBNcbvtgi2WUJuCNzXQU/CtTu/772+5ynTXC7p32SWYVPIt8ZLiJea1gm5voqbvrVRuqb8vSgm8sp/qxRD+uTzygO0vf+nZprPoZbyNWmedYFJC9wDdDxR4h3eeaJaqLnyCt1bQ7ZO91YLuvK7prreuWzvdqGmhEHQXK+hutHu5I+hGJujE9YFPEU9Kz3Tfc09XxbU/ZLqXzHTrZq7S8XZsFxY1062bqHdgzWLQrcfkj8sHQ3E3UZNwKb8GuFlbbxzH5IuuSVqrzgA+uo99zOzcc6MPkNJupBY16FZwe+qpyQ+co2S6fT13HNncb34zaL6mEskPfMByHXRrwkcoLa9M66oVeGuMoeBXu6pE3SGkGgUl2jLQm/R1Wqa73mtWgbjGMJoE64SxXRaC7vCa7mb7byTRvdwVMb5xBN05oov2b34TZBKibMOVN5tt1m0DBiy0N97oWpx5DF9UPEAi0x1c8DTIVXBbrwwuru3CwhdDZYirBfteWp7lzFB5iXkSQbdvVSRHH53dTtXN7lCgpmCXXx5fOT6y3UgtK9v/+QBeDa/mzavfRK1VmlC68cZgm61amco8dTAn6K5O4wsF3mutFTTsU+DtE/7N8Gy5uj3Xmpz0oPu553q6OBehkVq9THe4tDyrjSWLFnRnOdM9YED9ID3PCLpzRt1wtS1PEenFtt56by5eB1seOCr7rdLfZi8SRaKmaFGbqcVZXq6mPH5j9MFAtaBbF86kGirF3Uwt7j26/Rhp/ahm79VIrUg0OXHnnWb77pv2I0ESfJCkIM13k6iX6W4XXcdUaqtJP+05XauJWhxBt7+W8zwQDAdseu5GjUrz0WSfrtkKvFVyrm3EVGruHeyTWM8tup9rDKSJpPA9vQiZbj/fNHlRXiXnQfe221pH6KSgu5k13cstV+zJF4JuZMqGGwZX5P/8p/fn2aO7+WZqcQbdCqL95l+txDzLTdSq7dWdRKZb/vjHIFvi/x6QB/7aDXdxzkqmW9f/Wuu69VrWNUgTtL7/cqfzDuaizG1WJ0Ozdn9Vp3dloNVPRj0YwlszxbVHt9MxUZAfLjHXBJJvjZfnNd0aM6hyQHz9dic2UUsq6PbkQdSJmTiCbt+nW+PAalWPzWS6lytwabkQdCMXQTdN1JYUNdPtX49jTXeUdd15Crp1s1Ipn++NGmem2zHARd74IMkDBg3SwusAs1JiXqlc1UvL9T30GlhyME5peXRaxqelBQp4FRwed1xyme5KzdS0jMv724QnTvKo0kSZxhD+t/qWbUWXRNB9zz2NPYdxrOnWOFAVQKKlN3Gt6V6OoBtonw02mL643Dd8UaKJWnMdzFUa6uU/cWS6ixh069xSSZ8Ci7gmJoA8K280mJXSclcr0+2dy+MqLS8Cgu7mqRfH1VcHFRa//rXZr36VXNBd3kzNl3CFt33Lq0oTZT5BpsmGogdblXaAqdQwuJWg+4MfbF+mWwG3B+zVSsyjlpcPI9MNpGP48Pm2wQa+dVjP58l0N1de7uvQdNGLqzytCEF3eE23l5brxk9WGsh+0B0ewPtOCUl0Li9a0K1Bsu+ZjOhGjzb7/veD95XtDo9Nkgi6vfKqCOu5a02UdVppeTjoVoWdLx1ohRIrPpHRzqA7yrruqOXlQ8l0A+nv1x0uMSfT3Vx5eXi7sLjWwtcLurO8R3elTHcSTdSAPPNBkpcNZmU9t9NabWX+NMGnnglOA1kf1JPp7uHraffcs6ckFI1vHad13Vq/qt0bwv0Oksp0Fyno9omyJ58MthXt1KBb1y0fG8VRYq6mkdqSTmuso46P2x101ysvHzZsyUmJouLyi8zZfvtFS3Qw96CbTHdj5eVxbhdWqTyqCI3UkmqiBuSVv3a9/DFrmW6t1fY9s8PlqppA00BPkwZMovVQkKi1yT/5SdqPJP9bto4cGdw3PvWp6lvWtbqmW9uGKZDyoDvPTdSc/n6NHTQx9thjwbWlE4PuuNd133tvT5Y7amLF13TrbSvjtHpBd7Pdy4uMoBuZ88EPBiO9++8Pbmq6+XiZNJnuJTPdCn794pZk5/IilZd70K3yLu+myiAdqDxIylrQXa1cNdxEjaUiPfRcqES6CBnTNCkj95e/BK8HbZl4wgm1v1/3ZQ+cfUlTvXu6spDKpuveXYQ9up0CQs926zWrv++114IJNP98p4gz6G50Pbcnr3SNVzVQKxWQcZWXDxzY0/SSoBtoM2UcdVFSCZIuzpop1uyoZuVGjEj70WWHupl6WU61bHcaQbevv/cLclafO20pJD7bTqYbqDxhlsWgOzyAdzRRQ9J0n7jiiuD9Cy80Gzeu+vd693+V10bpPq7S//C2YUUqLw9PlKk6xe+72sM7703i8hZ0q3JC1aP//ndr/7ZvG1Yp6NaY3bfYq1de3tXVM5Yl6AbaTC/A7be3xeu6PYhT4Mh6tN7PU7113eE13e0Kur3JTCM3gTSeO892+x6TBN1A5aA7a2u663VDJuhGkvbe2+zQQ4P3b7klWml51IxiuJla0YLu8ERZp5aWxxl06/zS2E/j4kaveSr1D6/tboYnVlSxUC5cfVkv0x2+5xB0AykIB900UWu+g3kSa7prBd1qovbII8H7221nmeZBt/9NrTQUAYokD+XlWtOtQEYNrfSfliF51pvO5UiaTyr78qRW13NXaqZWpDXd4Uy3xgg+OU/QXTlg/frXgyZpUdZz61qYxnK+WuXlXlqua3SUSobRo4PMuZ8jRUXQjUzaYQdb3EyN7cKaa6amRiXtLi/XOnxt4aN/L8oatqwE3WS5gXyVl4ebpSnYfuqpYPscPXZez0iayqKTCLq9mZqC7iKt6Ra9XrWsSwGZN8ol6F6S9oP/0Y/Mjjoq/tLydgfduk5HqfK45JLg9VL05AdBNzJJpTL9+wcZjPHjg8+R6V5SrfJyBcVe4rPaau0Juv1G6pUKWUbQDUTLdGexvLy8XDW8PzfLkNCuSgttO+lb6yWV6S5K0K2Gfr7rgJICuq50YgNT3wGmWtCtJn2+dEaTiXkIun2ni0a3CwvrhOaX3JqQSSpH8RJBgu7myss9ENeFMc5GJR50a0CgZhlhXjKW9dJyCWfiO/HGD1SjbFQ4O5HFTHd5YyZvokZpOdpBAaM3PauW7W4l6H7++Z6grChBt4Q7lSu50gmBVjnP5lbadlXBq5ZVumuvrfw71IvGJxrTDrrV9Lj8b4m6XVinIehG5kvMfQaN8vLGysuTKC0vX1/mM/GisnKfec1D0E2mG6hMmeJwhiKrQXelTDdN1JCVEvNmgm59rybJ1aPg0UeLtaZbwmt2t93WOlKt8nKN27zrvVx99ZJZZNG5oeU0mpBJa/yigHqTTYL3//a35rYL6zQE3cis8hJlMt21M93lF+akgm7tp+iD8HCJ+f/+F3ysLFkemmGEg24y3UD1dd1ZDbr9OqNOz95EjaAb7Q66wx30wzx4aqS/iSa8fF33u+8WO9Pdieu56wXdvkRvo42C7uITJ1ae1PEEhyYu0lxOc9BBPZMDrZaXdwKCbmQ+0y0qQWpktrhT+FptlfJ405Wkg+7wmqRwSZGXlvt6/DwF3T7IAbBk0J3VNd0rrNBzX9CesJoc8JJfIM1Mtyq/POhudOxSfj8qUtCtNd3K5CtQ7PRMt5IU5Uv0vLR8993N9toreP+aa7K3nrs86Nae3+rB5Cgvr6xflc8DqdP2ARpAPftsEFwqw4relFXWwFONXLRv6NJLB2sxdUPzGdM49+gOr+vWmrNwpjtPTdR8JvnDHw4GOHoeAfQID5aymun2zJmX8dJEDWkE3U8+GUz6hPc9VhZT6251Pw5P8DayrruIQbcynypFVml01nc4SYonLTQxoyV6/nF4HOVJpz//OQi6zz67d5+NrATdGqOrYkH7rv/xj2bHHRd8nvLyyghjkGkK4BR0s567upEjzW67zeyf/6z89Q03jP/frNTBPE9N1ESTOLfemvajALIpD+XlHnT/4x/B+5SWo51URaaAWIGTAu/wsiqfCFKzqUYrv4ocdMtuu1lH0/mgBMnbbweTMx50v/NOT9WExr5ay6/r8KRJwZ7cHmCrwlDd7bNSoq9st4JulZiXB92Ul/dG0I1M22cfs8svz08gl4bf/S4YdKrxitZ1a/ZU/+l93fD32CP5oFuDjscfD97nWAH5F85QZLW8XMKBDp3L0U7KPG66qdnttwfBUqWgu5llceGgW0EXVX7FLDH3oNt7yiiw1thN/Yv8vPnEJ8yuvDIIaD3o1veJfs7HYmk68ECzE08MsvSaINDjp7y8Ml7KyLT99guCubXXTvuRZJcucF/6Unv/zfKg228CKjXybSQAFCPTHX4/61sQAe2kQNuD7rC4gu6iZbnRE3SrijPcTK3SEj1lkRV0/+EPZuefH/Q3ykppudMygZ13Drb31RZnX/865eXVsPoJuSifjnOfacQfdOettBxAbR5o622W99LV0qOjjzY76igmZ5GdZmqtBN1aA+59Rgi6O6eDuTdRCzcRVkM1lZmrSZkmdyRrQXelLuaUl1dG0A2g5aA7b03UANTmGYosr+f2Et9f/crs17/u3WgIaHfQHd62s9nO5eXbhhVpj25U3wFGXcw9mA6PowYMMNt//+B9NVRT+blXFmYp6P7kJ4NlENo+76mnKC+vhqAbQEtBt24WfhMg0w0UK9Od5fXcQNo23jioBFHw5Nlt8feb7dDtJeZkujsj061llDNmBNddbatWKYus7uCPPhp8nzLIm2ximZpEUFbes92Ul1dG0A2gpaD7iSeCm4Aurlm6CQAofqYbSJOWvnkjrHCJeSvl5ULQ3VlBt1cLau/y8sZ52tpUW+hqvHXWWcHntt46ew32Dj64JyNP0F0ZQTeAlkqjfD13pZsFgHxnugm6gcbXdbcadB9ySFBmfOihMTxAZD7orrSe26mS4oADerLdWSstd+q0rkmo//2vp1SeNd29EXQDaCnTTRM1oHhWWCF4y24EQGNB9+zZPf1Omg26VWKsQGzXXWN6kMhFprtaXxwvMXdZDLq1FOljHwvef+WV4C2Z7t7ISwFoOuh+802zO+8M3ifoBopDjXGmTjXbd9+0HwmQr6Dbm6ipAznl4agXdKsz+XPPBY0gqwXT+vwaa5hNntxTWZhFKjH3bLwQdPdGphtAw7yjqrq1PvNMdmdeATRHg6WTT+7pogyg+l7d8vTTQdfmcGk5HfVRL+j2LLd64iy9dPWO9p7tfv/7g23lsmjPPXs336S8vDeCbgAN0zYWvuZT1EjG13kDANApRowIlmFoO6fHHmt9PTc6J+hWteBtt1Vfzx12zDFmG21kdtxxllmq7ghXR5Hp7o2gG0BLJebC/twAgE4VLjFvZY9udE61oFdB/OMf0cZRa64Z7BZz0kmWad7FXAi6eyPoBtBy0M16bgBApwoH3a3u0Y3i004vvt5f67mjZLrzYpddzNZZJyiV5zXQG43UADSFoBsAgJ6g+6GHejLcZLpRr8Rc5eWifbjXWssKoX//YFebefPYcrIcQTeAloJuXVRHjkz70QAAkG7Q/cgjQYNRIehGvaBbzfc8y12kpnu+5SR6o7wcQFO8cZq6lquzJgAAnWjDDYMGo++8Y/bAA8HnCLoRpZma0BenMzBUBtCUD3wgeLvXXmk/EgAA0i2p9YqvOXOCtwTdiBp0F2U9N2oj6AbQlGOPNZs4MdvbVwAA0M79ul1W91JGtoLugQPNNt887UeDdmBNN4CmaP3R+uun/SgAAMjOum7Rvt0qNwfqBd1bbx0E3ig+Mt0AAABATEE3peWoZ++9zbbc0uyrX037kaBdyHQDAAAAMQXd7E+MejbayOy//037UaCdyHQDAAAALW6judpqwftkugGUI+gGAAAAYsp2E3QDKEd5OQAAANAirc+dNcvsoIPSfiQAsoagGwAAAGjRrrsG/wFAOcrLAQAAAABICEE3AAAAAAAJIegGAAAAACAhBN0AAAAAACSEoBsAAAAAgIQQdAMAAAAAkBCCbgAAAAAAEkLQDQAAAABAQgi6AQAAAABICEE3AAAAAAAJIegGAAAAACAhBN0AAAAAACSEoBsAAAAAgIQQdAMAAAAAkBCCbgAAAAAAEkLQDQAAAABAQgi6AQAAAABICEE3AAAAAAAJIegGAAAAACAhBN0AAAAAACSkn3WY7u7u0tsZM2ak/VBQZv78+TZr1qzSsenfv3/aDwcJ4BgXH8e4+DjGxccxLj6OcfFxjNvDY0qPMavpuKD7nXfeKb1dffXV034oAAAAAIACxJhLL7101a93ddcLywtm0aJFNmXKFBs2bJh1dXWl/XBQNlOkyZAXX3zRhg8fnvbDQQI4xsXHMS4+jnHxcYyLj2NcfBzj9lAorYB7lVVWsT59qq/c7rhMt56M1VZbLe2HgRp0YeDiUGwc4+LjGBcfx7j4OMbFxzEuPo5x8mpluB2N1AAAAAAASAhBNwAAAAAACSHoRmYMHDjQzjjjjNJbFBPHuPg4xsXHMS4+jnHxcYyLj2OcLR3XSA0AAAAAgHYh0w0AAAAAQEIIugEAAAAASAhBNwAAAAAACSHoRlstXLjQTjvtNFtrrbVs8ODBts4669j3vve90sbyTu+ffvrptvLKK5e+Z9ddd7Wnn3461ceN6m6//Xbbe++9bZVVVrGuri67/vrre309yvGcPn26HXLIIaV9JJdZZhk76qij7N13323zX4JmjvH8+fPtG9/4hn3gAx+wpZZaqvQ9hx56qE2ZMqXX7+AY5/t1HPbFL36x9D0XXHBBr89zjPN/jJ988kn7+Mc/XtpzVq/nrbfe2iZPnrz463PmzLEvfelL9r73vc+GDh1q+++/v7322mtt/kvQ7DHW6/G4446z1VZbrXQ/HjlypF188cW9vodjnG1nn3126XU5bNgwW3HFFW2fffaxiRMnNnwM9brea6+9bMiQIaXfc/LJJ9uCBQva/Nd0FoJutNU555xjF110kf385z8v3dz18bnnnms/+9nPFn+PPv7pT39auhHce++9pRv/6NGjSxcRZM/MmTNt1KhRduGFF1b8epTjqYH6448/buPGjbN//OMfpYHD5z//+Tb+FWj2GM+aNcseeOCB0mSa3v75z38uDQA0cA/jGOf7dez+8pe/2D333FMa1JfjGOf7GD/77LO244472oYbbmjjx4+3Rx55pPS6HjRo0OLv+drXvmZ///vf7brrrrPbbrutNLm23377tfGvQCvH+IQTTrAbb7zRrrjiitIY7Ktf/WopCP/b3/62+Hs4xtmmY6KAWtdhXWs18b377ruXjn3UY6gEmALuefPm2V133WW/+93v7Le//W0pQYIEqXs50C577bVX95FHHtnrc/vtt1/3IYccUnp/0aJF3SNGjOj+0Y9+tPjrb731VvfAgQO7r7766rY/XjRGl5S//OUviz+OcjyfeOKJ0s/df//9i7/nhhtu6O7q6up++eWX2/wXoNFjXMl9991X+r5JkyaVPuYYF+MYv/TSS92rrrpq92OPPdb9/ve/v/v//u//Fn+NY5z/Y3zggQd2f+Yzn6n6M7p29+/fv/u6665b/Lknn3yy9LvuvvvuRB8v4jnGG2+8cfd3v/vdXp/bYostuk899dTS+xzj/Jk6dWrp+Nx2222Rj+HYsWO7+/Tp0/3qq68u/p6LLrqoe/jw4d1z585N4a/oDGS60Vbbb7+93XLLLfa///2v9PHDDz9sd955p+25556lj59//nl79dVXSyXITmVu2267rd19992pPW40J8rx1FuVom611VaLv0ff36dPn1JmHPnz9ttvl0obdVyFY5x/ixYtss9+9rOlEsSNN954ia9zjPN/fP/5z3/a+uuvX6pEUrmprtPh8uQJEyaUsmrh67my4mussQb35xyNwZTVfvnll0tLv2699dbSeEyZUuEY5/N+K8stt1zkY6i3WhK20korLf4eve5nzJhRqlZCMgi60Vbf/OY37aCDDipdAPr372+bb755qbxJZYmiAE3CFwL/2L+G/IhyPPVWA7ywfv36lW4gHPP80bIBrfE++OCDS2t7hWOcf1oKpGP2la98peLXOcb5NnXq1NJ63x/+8Ie2xx572M0332z77rtvqSRV5ami4zhgwIDFk2mO+3N+aCmf1nFrTbeOpY61StF32mmn0tc5xvmbLNMYeocddrBNNtkk8jHU20rjMv8aktEvod8LVPSHP/zBrrzySrvqqqtK2ZKHHnqodMHQ+sDDDjss7YcHoAWaXT/ggANKGRT1bkAxKHPyk5/8pLRmXxUMKObgXT7xiU+U1oPKZpttVlrvqX4cO++8c8qPEHEF3VoLrGz3+9///lLfBa0P1hgsnBlFPujYPfbYY6WKUWQfmW60lUoTPdut0haVK+oGr26MMmLEiNLb8i6L+ti/hvyIcjz1VlmWMHXQVCdkjnn+Au5JkyaVmrt4lls4xvl2xx13lI6fyhOVvdZ/Os4nnniirbnmmqXv4Rjn2/LLL186rsqChm200UaLu5frOKrx0ltvvdXre7g/58Ps2bPtlFNOsfPPP7/U4XzTTTctNVE78MAD7bzzzit9D8c4P3Ts1LBSSwRUueCiHEO9rTQu868hGQTdaCt1OtYav7C+ffsunmXXVmJ6wWvdt9MaE60J3G677dr+eNGaKMdTb3VzUDbN/fvf/y6dE1pTiPwE3NoK7l//+ldpm5IwjnG+aXJUnaxVmeT/KTOmSdSbbrqp9D0c43xTOaq2ISrfekjrfZURlS233LK0LCx8Pdf3Kyjn/px9uk7rv1pjMI5x9qmSTAG3dpLQNVbjrLAox1BvH3300V4TpT5ZXj7xhvhQXo620uzq97///VLGROXlDz74YGnW9cgjjyx9XaWLKjc/66yzbL311itdTLRliQZ42osQ2aN1gM8880yv5mkalGstp45zveOpTIrWlR199NGlMkYNCnRDUTVEpW2JkK1jrP3XP/nJT5ZKjzXrrq1IfE2Yvq7BPMc4/6/j8okUDeo0obbBBhuUPuYY5/8YaxJFWU+t7/3IRz5S2lpK2w5p+zBvgqm917XtlH5GA/Qvf/nLpQH8Bz/4wRT/MkQ9xlomoOOsPbo1maL1+r///e9L4zDhGOejpFxLNP/617+W9ur2+62OnY5rlGOoxnkKrjWhqm1d9Tu+/e1vl373wIEDU/4LCyzt9unoLDNmzOg+/vjju9dYY43uQYMGda+99tqlrSrCWxRom6nTTjute6WVViptLbXLLrt0T5w4MdXHjepuvfXW0lYU5f8ddthhkY/nG2+80X3wwQd3Dx06tLRlxRFHHNH9zjvvpPQXoZFj/Pzzz1f8mv7TzzmOcb5fx+XKtwwTjnH+j/Gll17ave6665buz6NGjeq+/vrre/2O2bNndx977LHdyy67bPeQIUO699133+5XXnklhb8GzRxjHavDDz+8e5VVVikd4w022KD7xz/+cek+7TjG2Vbtfvub3/ymoWP4wgsvdO+5557dgwcP7l5++eW7TzzxxO758+en8Bd1ji79L+3AHwAAAACAImJNNwAAAAAACSHoBgAAAAAgIQTdAAAAAAAkhKAbAAAAAICEEHQDAAAAAJAQgm4AAAAAABJC0A0AAAAAQEIIugEAAAAASAhBNwAAWEJXV5ddf/31aT8MAAByj6AbAICCOfzww22fffZJ+2EAAACCbgAAAAAAkkPQDQBAgX34wx+2r3zlK/b1r3/dlltuORsxYoSdeeaZvb7n6aeftp122skGDRpkI0eOtHHjxi3xe1588UU74IADbJlllin9nk984hP2wgsvlL721FNP2ZAhQ+yqq65a/P1/+MMfbPDgwfbEE0+04a8EACC7CLoBACi43/3ud7bUUkvZvffea+eee65997vfXRxYL1q0yPbbbz8bMGBA6esXX3yxfeMb3+j18/Pnz7fRo0fbsGHD7I477rD//Oc/NnToUNtjjz1s3rx5tuGGG9p5551nxx57rE2ePNleeukl++IXv2jnnHNOKYgHAKCTdXV3d3en/SAAAEC8a7rfeuutUiM0ZboXLlxYCpbdNttsYx/96Efthz/8od18882211572aRJk2yVVVYpff3GG2+0Pffc0/7yl7+U1oZfccUVdtZZZ9mTTz5ZarAmCraV9da/sfvuu5c+97GPfcxmzJhRCuD79u1b+j3+/QAAdKp+aT8AAACQrE033bTXxyuvvLJNnTq19L4C6dVXX31xwC3bbbddr+9/+OGH7ZlnnillusPmzJljzz777OKPL7vsMlt//fWtT58+9vjjjxNwAwBA0A0AQPH179+/18cKhlVWHtW7775rW265pV155ZVLfG2FFVboFZzPnDmzFHS/8sorpeAeAIBOR9ANAEAH22ijjUpN0sJB8j333NPre7bYYgu79tprbcUVV7Thw4dX/D3Tp08vlbWfeuqppd91yCGH2AMPPFBqpgYAQCejkRoAAB1s1113LZWEH3bYYaVMtdZ+K3AOUwC9/PLLlzqW6+vPP/+8jR8/vtQVXU3TRI3TVKb+7W9/284///zSOvKTTjoppb8KAIDsIOgGAKCDqRRcDdNmz55darD2uc99zr7//e/3+h5tB3b77bfbGmusUep0ruz4UUcdVVrTrcz373//exs7dqxdfvnl1q9fv1KndDVfu+SSS+yGG25I7W8DACAL6F4OAAAAAEBCyHQDAAAAAJAQgm4AAAAAABJC0A0AAAAAQEIIugEAAAAASAhBNwAAAAAACSHoBgAAAAAgIQTdAAAAAAAkhKAbAAAAAICEEHQDAAAAAJAQgm4AAAAAABJC0A0AAAAAQEIIugEAAAAAsGT8PydCCjfy9fA1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1482545196.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  series[outliers_z] = np.nan\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First valid index: 70, Last valid index: 209\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1482545196.py:41: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  rolled = rolled.interpolate(method='cubic', limit_direction='both').fillna(method='bfill').fillna(method='ffill')\n",
      "C:\\Users\\miche\\AppData\\Local\\Temp\\ipykernel_16248\\1482545196.py:46: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  series.loc[first_valid_index:last_valid_index] = smoothed\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_angle_over_index(df, title=\"raw\")\n",
    "\n",
    "# Remove outliers\n",
    "df[\"angle\"] = remove_outliers(df[\"angle\"], threshold=0.5)\n",
    "plot_angle_over_index(df, title=\"outliers removed\")\n",
    "\n",
    "# Find the first and last non-NaN indices\n",
    "first_valid_index = df_processed[\"x\"].first_valid_index()\n",
    "last_valid_index = df_processed[\"x\"].last_valid_index()\n",
    "print(f\"First valid index: {first_valid_index}, Last valid index: {last_valid_index}\")\n",
    "\n",
    "# Only interpolate between them\n",
    "df.loc[first_valid_index:last_valid_index, \"angle\"] = df.loc[\n",
    "    first_valid_index:last_valid_index, \"angle\"\n",
    "].interpolate(method=\"linear\", limit_direction=\"both\")\n",
    "plot_angle_over_index(df, title=\"interpolated\")\n",
    "\n",
    "# Smooth the data\n",
    "df[\"angle\"] = smooth_series(df[\"angle\"], first_valid_index, last_valid_index, window=25)\n",
    "\n",
    "plot_angle_over_index(df, title=\"Smoothed Angle Over Index\")\n",
    "\n",
    "# Assign the processed data to the correct df\n",
    "df_processed[\"angle\"] = df[\"angle\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29a2288b",
   "metadata": {},
   "source": [
    "Generate video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb06522a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the output video path\n",
    "output_video_path = str(\n",
    "    project_root\n",
    "    / \"data\"\n",
    "    / f\"recording_{video_number}\"\n",
    "    / \"test_video\"\n",
    "    / f\"Spin_processed_axis_{video_number}_circle.mp4\"\n",
    ")\n",
    "\n",
    "# Define the codec and create a VideoWriter object\n",
    "fourcc = cv2.VideoWriter_fourcc(*\"mp4v\")\n",
    "frame_width = 1080  # Set the width and height for the circle video\n",
    "frame_height = 1080\n",
    "out = cv2.VideoWriter(output_video_path, fourcc, fps, (frame_width, frame_height))\n",
    "\n",
    "# Iterate through the video frames\n",
    "frame_idx = 0\n",
    "while cap.isOpened():\n",
    "    ret, frame = cap.read()\n",
    "    if not ret:\n",
    "        break\n",
    "\n",
    "    # Create a blank frame with a circle\n",
    "    circle_frame = np.zeros((frame_height, frame_width, 3), dtype=np.uint8)\n",
    "    center_circle = (frame_width // 2, frame_height // 2)\n",
    "    radius_circle = 500\n",
    "    cv2.circle(\n",
    "        circle_frame, center_circle, radius_circle, (0, 0, 255), -1\n",
    "    )  # Draw the circle\n",
    "\n",
    "    # Check if the current frame index exists in the DataFrame\n",
    "    if frame_idx in df_processed.index:\n",
    "        row = df_processed.loc[frame_idx]\n",
    "        if (\n",
    "            not pd.isna(row[\"x\"])\n",
    "            and not pd.isna(row[\"y\"])\n",
    "            and not pd.isna(row[\"radius\"])\n",
    "        ):\n",
    "            # Draw the center of the ball\n",
    "            center = (\n",
    "                int(center_circle[0] + row[\"x\"]),\n",
    "                int(center_circle[1] - row[\"y\"]),\n",
    "            )\n",
    "\n",
    "            # Calculate and draw the intersection of the axis with the ball\n",
    "            axis = np.array([row[\"axis_x\"], row[\"axis_y\"], row[\"axis_z\"]])\n",
    "            if not np.any(np.isnan(axis)):\n",
    "                axis = axis / np.linalg.norm(axis)  # Normalize the axis\n",
    "                intersection = (\n",
    "                    center_circle + radius_circle * axis[:2]\n",
    "                )  # Project onto 2D\n",
    "                intersection = (int(intersection[0]), int(intersection[1]))\n",
    "                int_2 = center_circle - radius_circle * axis[:2]\n",
    "                int_2 = (int(int_2[0]), int(int_2[1]))\n",
    "                cv2.circle(circle_frame, intersection, 10, (0, 255, 255), -1)\n",
    "                cv2.circle(\n",
    "                    circle_frame,\n",
    "                    int_2,\n",
    "                    10,\n",
    "                    (\n",
    "                        255,\n",
    "                        255,\n",
    "                    ),\n",
    "                    -1,\n",
    "                )\n",
    "                cv2.circle(circle_frame, center_circle, 10, (255, 0, 0), -1)\n",
    "                cv2.line(circle_frame, intersection, int_2, (0, 255, 0), 2)\n",
    "\n",
    "                # Draw the 3D equator perpendicular to the axis\n",
    "                if not np.any(np.isnan(axis)):\n",
    "                    # Generate points on a circle in 3D\n",
    "                    theta = np.linspace(0, 2 * np.pi, 100)\n",
    "                    circle_points = np.array(\n",
    "                        [np.cos(theta), np.sin(theta), np.zeros_like(theta)]\n",
    "                    ).T\n",
    "\n",
    "                    # Find a rotation matrix to align the Z-axis with the axis vector\n",
    "                    axis_normalized = axis / np.linalg.norm(axis)\n",
    "                    z_axis = np.array([0, 0, 1])\n",
    "                    if not np.allclose(axis_normalized, z_axis):\n",
    "                        rotation_vector = np.cross(z_axis, axis_normalized)\n",
    "                        rotation_angle = np.arccos(np.dot(z_axis, axis_normalized))\n",
    "                        rotation_matrix = Rotation.from_rotvec(\n",
    "                            rotation_angle\n",
    "                            * rotation_vector\n",
    "                            / np.linalg.norm(rotation_vector)\n",
    "                        ).as_matrix()\n",
    "                    else:\n",
    "                        rotation_matrix = np.eye(3)\n",
    "\n",
    "                    # Rotate the circle points\n",
    "                    rotated_circle_points = circle_points @ rotation_matrix.T\n",
    "\n",
    "                    # Project the 3D points onto the 2D plane\n",
    "                    projected_points = (\n",
    "                        center_circle + radius_circle * rotated_circle_points[:, :2]\n",
    "                    )\n",
    "\n",
    "                    # Draw the equator\n",
    "                    for i in range(len(projected_points) - 1):\n",
    "                        pt1 = (int(projected_points[i, 0]), int(projected_points[i, 1]))\n",
    "                        pt2 = (\n",
    "                            int(projected_points[i + 1, 0]),\n",
    "                            int(projected_points[i + 1, 1]),\n",
    "                        )\n",
    "                        cv2.line(circle_frame, pt1, pt2, (255, 255, 0), 1)\n",
    "\n",
    "                    # Draw additional circles parallel to the equator\n",
    "                    for offset in [\n",
    "                        -0.6,\n",
    "                        -0.3,\n",
    "                        0.3,\n",
    "                        0.6,\n",
    "                    ]:  # Adjust the offset for the additional circles\n",
    "                        radius = (\n",
    "                            np.sqrt(1 - offset**2) * radius_circle\n",
    "                        )  # Calculate the radius of the circle at this offset\n",
    "                        offset_circle_points = np.array(\n",
    "                            [np.cos(theta), np.sin(theta), np.full_like(theta, offset)]\n",
    "                        ).T\n",
    "                        rotated_offset_circle_points = (\n",
    "                            offset_circle_points @ rotation_matrix.T\n",
    "                        )\n",
    "                        # select the points with z>0\n",
    "                        # rotated_offset_circle_points = rotated_offset_circle_points[rotated_offset_circle_points[:, 2] > 0]\n",
    "                        projected_offset_points = (\n",
    "                            center_circle + radius * rotated_offset_circle_points[:, :2]\n",
    "                        )\n",
    "\n",
    "                        for j in range(len(projected_offset_points) - 1):\n",
    "                            pt1 = (\n",
    "                                int(projected_offset_points[j, 0]),\n",
    "                                int(projected_offset_points[j, 1]),\n",
    "                            )\n",
    "                            pt2 = (\n",
    "                                int(projected_offset_points[j + 1, 0]),\n",
    "                                int(projected_offset_points[j + 1, 1]),\n",
    "                            )\n",
    "                            cv2.line(circle_frame, pt1, pt2, (255, 255, 0), 1)\n",
    "\n",
    "    # Write the frame to the output video\n",
    "    out.write(circle_frame)\n",
    "    frame_idx += 1\n",
    "\n",
    "# Release resources\n",
    "out.release()\n",
    "print(f\"Annotated video with circle saved to {output_video_path}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dae1b79d",
   "metadata": {},
   "source": [
    "Video palla affiencata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52af5bec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cropped ball video with black square saved at: C:\\Users\\miche\\OneDrive\\Documenti\\GitHub\\bowling-analysis\\data\\recording_7\\test_video\\spin_axis_double_7.mp4\n"
     ]
    }
   ],
   "source": [
    "# Define the output path for the cropped video with a black square\n",
    "cropped_ball_with_black_square_video_path = (\n",
    "    project_root\n",
    "    / \"data\"\n",
    "    / f\"recording_{video_number}\"\n",
    "    / \"test_video\"\n",
    "    / f\"spin_axis_double_{video_number}.mp4\"\n",
    ")\n",
    "# get the width and height of the video\n",
    "frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))\n",
    "frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n",
    "\n",
    "crop_size = 80\n",
    "\n",
    "# Initialize the VideoWriter for the cropped video with a black square\n",
    "cropped_ball_with_black_square_out = cv2.VideoWriter(\n",
    "    str(cropped_ball_with_black_square_video_path),\n",
    "    fourcc,\n",
    "    fps,\n",
    "    (2 * 2 * crop_size, 2 * crop_size),\n",
    ")\n",
    "\n",
    "# Reset the video to the beginning\n",
    "cap.set(cv2.CAP_PROP_POS_FRAMES, 0)\n",
    "\n",
    "# Iterate through all frames of the video\n",
    "frame_idx = 0\n",
    "while True:\n",
    "    ret, frame = cap.read()\n",
    "    if not ret:\n",
    "        break\n",
    "\n",
    "    # Check if the current frame index exists in ball_df\n",
    "    if frame_idx in df_processed.index:\n",
    "        # Get the row corresponding to the current frame index\n",
    "        row = df.iloc[frame_idx]\n",
    "\n",
    "        # Ensure the ball center coordinates and radius are valid\n",
    "        if (\n",
    "            not math.isnan(row[\"x\"])\n",
    "            and not math.isnan(row[\"y\"])\n",
    "            and not math.isnan(row[\"radius\"])\n",
    "        ):\n",
    "            center_x = int(row[\"x\"])\n",
    "            center_y = int(row[\"y\"])\n",
    "            radius = crop_size\n",
    "\n",
    "            # Define the cropping region\n",
    "            x_start = max(center_x - radius, 0)\n",
    "            y_start = max(center_y - radius, 0)\n",
    "            x_end = min(center_x + radius, frame_width)\n",
    "            y_end = min(center_y + radius, frame_height)\n",
    "\n",
    "            # Crop the frame\n",
    "            cropped_frame = frame[y_start:y_end, x_start:x_end]\n",
    "\n",
    "            # Resize the cropped frame to the desired size\n",
    "            cropped_frame_resized = cv2.resize(\n",
    "                cropped_frame, (2 * crop_size, 2 * crop_size)\n",
    "            )\n",
    "\n",
    "            # Create a black square with the same dimensions as the cropped frame\n",
    "            black_square = np.zeros_like(cropped_frame_resized)\n",
    "\n",
    "            # Draw a red circle inside the black square\n",
    "            cv2.circle(black_square, (crop_size, crop_size), 70, (0, 0, 255), -1)\n",
    "            cv2.circle(black_square, (crop_size, crop_size), 5, (255, 0, 0), -1)\n",
    "            # Draw the rotation center if rotation_center_x and rotation_center_y are not NaN\n",
    "            if not math.isnan(df_processed.loc[frame_idx][\"axis_x\"]) and not math.isnan(\n",
    "                df_processed.loc[frame_idx][\"axis_y\"]\n",
    "            ):\n",
    "                rotation_center_x1 = int(\n",
    "                    (df_processed.loc[frame_idx][\"axis_x\"] * 70) + crop_size\n",
    "                )\n",
    "                rotation_center_y1 = int(\n",
    "                    (df_processed.loc[frame_idx][\"axis_y\"] * 70) + crop_size\n",
    "                )\n",
    "\n",
    "                rotation_center_x2 = int(\n",
    "                    (-df_processed.loc[frame_idx][\"axis_x\"] * 70) + crop_size\n",
    "                )\n",
    "                rotation_center_y2 = int(\n",
    "                    (-df_processed.loc[frame_idx][\"axis_y\"] * 70) + crop_size\n",
    "                )\n",
    "\n",
    "                # rotation_center_x = int(valid_data_no_outliers.loc[frame_idx]['smoothed_']) - x_start\n",
    "                # rotation_center_y = int(valid_data_no_outliers.loc[frame_idx]['rotation_center_y']) - y_start\n",
    "                if (\n",
    "                    0 <= rotation_center_x1 < cropped_frame_resized.shape[1]\n",
    "                    and 0 <= rotation_center_y1 < cropped_frame_resized.shape[0]\n",
    "                ):\n",
    "                    cv2.line(\n",
    "                        black_square,\n",
    "                        (rotation_center_x1, rotation_center_y1),\n",
    "                        (rotation_center_x2, rotation_center_y2),\n",
    "                        (0, 255, 0),\n",
    "                        2,\n",
    "                    )\n",
    "                    cv2.circle(\n",
    "                        black_square,\n",
    "                        (rotation_center_x1, rotation_center_y1),\n",
    "                        2,\n",
    "                        (0, 255, 255),\n",
    "                        -1,\n",
    "                    )\n",
    "                    cv2.circle(\n",
    "                        black_square,\n",
    "                        (rotation_center_x2, rotation_center_y2),\n",
    "                        2,\n",
    "                        (\n",
    "                            255,\n",
    "                            255,\n",
    "                        ),\n",
    "                        -1,\n",
    "                    )\n",
    "\n",
    "                axis = np.array(\n",
    "                    [\n",
    "                        df_processed.loc[frame_idx][\"axis_x\"],\n",
    "                        df_processed.loc[frame_idx][\"axis_y\"],\n",
    "                        df_processed.loc[frame_idx][\"axis_z\"],\n",
    "                    ]\n",
    "                )\n",
    "                # Draw the 3D equator perpendicular to the axis\n",
    "                if not np.any(np.isnan(axis)):\n",
    "                    # Generate points on a circle in 3D\n",
    "                    theta = np.linspace(0, 2 * np.pi, 100)\n",
    "                    circle_points = np.array(\n",
    "                        [np.cos(theta), np.sin(theta), np.zeros_like(theta)]\n",
    "                    ).T\n",
    "\n",
    "                    # Find a rotation matrix to align the Z-axis with the axis vector\n",
    "                    axis_normalized = axis / np.linalg.norm(axis)\n",
    "                    z_axis = np.array([0, 0, 1])\n",
    "                    if not np.allclose(axis_normalized, z_axis):\n",
    "                        rotation_vector = np.cross(z_axis, axis_normalized)\n",
    "                        rotation_angle = np.arccos(np.dot(z_axis, axis_normalized))\n",
    "                        rotation_matrix = Rotation.from_rotvec(\n",
    "                            rotation_angle\n",
    "                            * rotation_vector\n",
    "                            / np.linalg.norm(rotation_vector)\n",
    "                        ).as_matrix()\n",
    "                    else:\n",
    "                        rotation_matrix = np.eye(3)\n",
    "\n",
    "                    # Rotate the circle points\n",
    "                    rotated_circle_points = circle_points @ rotation_matrix.T\n",
    "\n",
    "                    # Project the 3D points onto the 2D plane\n",
    "                    projected_points = (\n",
    "                        crop_size,\n",
    "                        crop_size,\n",
    "                    ) + 70 * rotated_circle_points[:, :2]\n",
    "\n",
    "                    # Draw the equator\n",
    "                    for i in range(len(projected_points) - 1):\n",
    "                        pt1 = (int(projected_points[i, 0]), int(projected_points[i, 1]))\n",
    "                        pt2 = (\n",
    "                            int(projected_points[i + 1, 0]),\n",
    "                            int(projected_points[i + 1, 1]),\n",
    "                        )\n",
    "                        cv2.line(black_square, pt1, pt2, (255, 255, 0), 1)\n",
    "\n",
    "            # Concatenate the cropped frame and the black square horizontally\n",
    "            combined_frame = np.hstack((cropped_frame_resized, black_square))\n",
    "\n",
    "            # Write the combined frame to the output video\n",
    "            cropped_ball_with_black_square_out.write(combined_frame)\n",
    "\n",
    "    # Increment the frame index\n",
    "    frame_idx += 1\n",
    "\n",
    "# Release resources\n",
    "cropped_ball_with_black_square_out.release()\n",
    "\n",
    "print(\n",
    "    f\"Cropped ball video with black square saved at: {cropped_ball_with_black_square_video_path}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "872bd90b",
   "metadata": {},
   "source": [
    "Save data in csv file "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2102,
   "id": "7697a851",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed axis data saved to: C:\\Users\\miche\\OneDrive\\Documenti\\GitHub\\bowling-analysis\\notebook\\spin\\intermediate_data\\Axis_7_processed.csv\n"
     ]
    }
   ],
   "source": [
    "output_data_path = (\n",
    "    project_root\n",
    "    / \"notebook\"\n",
    "    / \"spin\"\n",
    "    / \"intermediate_data\"\n",
    "    / f\"Axis_{video_number}_processed.csv\"\n",
    ")\n",
    "df_processed.to_csv(output_data_path, index=False)\n",
    "print(f\"Processed axis data saved to: {output_data_path}\")"
   ]
  }
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