{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "125e15b5",
   "metadata": {},
   "source": [
    "# Post-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "343ddde5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "VIDEO_NUMBER = \"2\"\n",
    "PROJECT_ROOT = Path().resolve().parent.parent\n",
    "INPUT_CSV_PATH = str(\n",
    "    PROJECT_ROOT\n",
    "    / \"notebook\"\n",
    "    / \"spin\"\n",
    "    / \"intermediate_data\"\n",
    "    / f\"Rotation_data_{VIDEO_NUMBER}.csv\"\n",
    ")\n",
    "INPUT_ORIGINAL_CSV = str(\n",
    "    PROJECT_ROOT\n",
    "    / \"data\"\n",
    "    / \"auxiliary_data\"\n",
    "    / \"circle_positions\"\n",
    "    / f\"Adjusted_positions_new_{VIDEO_NUMBER}.csv\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "43f1fef7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_plots(df):\n",
    "    # Create subplots (1 row, 3 columns)\n",
    "    fig, axes = plt.subplots(1, 3, figsize=(18, 5), sharex=True)\n",
    "\n",
    "    # Plot x_axis\n",
    "    axes[0].scatter(df[\"frame\"], df[\"x_axis\"], color=\"r\")\n",
    "    axes[0].set_title(\"X Axis per Frame\")\n",
    "    axes[0].set_xlabel(\"Frame\")\n",
    "    axes[0].set_ylabel(\"x_axis\")\n",
    "    axes[0].set_ylim(-1.1, 1.1)\n",
    "    axes[0].grid(True)\n",
    "\n",
    "    # Plot y_axis\n",
    "    axes[1].scatter(df[\"frame\"], df[\"y_axis\"], color=\"g\")\n",
    "    axes[1].set_title(\"Y Axis per Frame\")\n",
    "    axes[1].set_xlabel(\"Frame\")\n",
    "    axes[1].set_ylabel(\"y_axis\")\n",
    "    axes[1].set_ylim(-1.1, 1.1)\n",
    "    axes[1].grid(True)\n",
    "\n",
    "    # Plot z_axis\n",
    "    axes[2].scatter(df[\"frame\"], df[\"z_axis\"], color=\"b\")\n",
    "    axes[2].set_title(\"Z Axis per Frame\")\n",
    "    axes[2].set_xlabel(\"Frame\")\n",
    "    axes[2].set_ylabel(\"z_axis\")\n",
    "    axes[2].set_ylim(-1.1, 1.1)\n",
    "    axes[2].grid(True)\n",
    "\n",
    "    # Adjust layout\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d930f8c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     frame       x      y  radius    x_axis    y_axis    z_axis     angle\n",
      "180    180  1250.0  452.0    43.0  0.562201  0.774455 -0.290084  0.506243\n",
      "181    181     NaN    NaN     NaN       NaN       NaN       NaN       NaN\n",
      "182    182  1239.0  450.0    43.0 -0.801884 -0.107010  0.587819  0.558707\n",
      "183    183  1236.0  450.0    43.0  0.993695  0.067896  0.089221  0.504706\n",
      "184    184  1232.0  450.0    43.0  0.955368  0.227855  0.188026  0.475887\n",
      "185    185  1228.0  449.0    43.0  0.094840  0.994512 -0.044163  0.411577\n",
      "186    186  1221.0  451.0    43.0  0.510773  0.364153  0.778783  0.355513\n",
      "187    187     NaN    NaN     NaN       NaN       NaN       NaN       NaN\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read the CSV data\n",
    "df = pd.read_csv(INPUT_CSV_PATH)\n",
    "\n",
    "print(df.loc[[180, 181, 182, 183, 184, 185, 186, 187]])\n",
    "\n",
    "show_plots(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e7731ee4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average z_axis value: -0.08692189560752499\n",
      "Transformed rows where z_axis > 0.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate average of z_axis\n",
    "z_axis_avg = df[\"z_axis\"].mean()\n",
    "\n",
    "# Print the result\n",
    "print(f\"Average z_axis value: {z_axis_avg}\")\n",
    "\n",
    "if z_axis_avg < 0:\n",
    "    # For rows where z_axis > 0, change the sign of x_axis, y_axis, and z_axis\n",
    "    df.loc[df[\"z_axis\"] > 0.25, [\"x_axis\", \"y_axis\", \"z_axis\"]] *= -1\n",
    "    print(\"Transformed rows where z_axis > 0.\")\n",
    "else:\n",
    "    # For rows where z_axis < 0, change the sign of x_axis, y_axis, and z_axis\n",
    "    df.loc[df[\"z_axis\"] < 0.25, [\"x_axis\", \"y_axis\", \"z_axis\"]] *= -1\n",
    "    print(\"Transformed rows where z_axis < 0.\")\n",
    "\n",
    "show_plots(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc6d7d77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average y_axis value: 0.109927834293667\n",
      "Cleaned 44 rows where y_axis was outside the acceptable range.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# y_axis_avg = df['y_axis'].mean()\n",
    "\n",
    "# # Print the result\n",
    "# print(f\"Average y_axis value: {y_axis_avg}\")\n",
    "\n",
    "# if y_axis_avg < 0:\n",
    "#     # Remove rows where y_axis > 0\n",
    "#     df_y = df[df['y_axis'] <= -y_axis_avg].reset_index(drop=True)\n",
    "#     removed = len(df) - len(df_y)\n",
    "#     print(f\"Removed {removed} rows where y_axis > 0.\")\n",
    "# else:\n",
    "#     df_y = df[df['y_axis'] >= -y_axis_avg].reset_index(drop=True)\n",
    "#     removed = len(df) - len(df_y)\n",
    "#     print(f\"Removed {removed} rows where y_axis < 0.\")\n",
    "\n",
    "y_axis_avg = df[\"y_axis\"].mean()\n",
    "print(f\"Average y_axis value: {y_axis_avg}\")\n",
    "\n",
    "df_y = df.copy()\n",
    "\n",
    "if y_axis_avg < 0:\n",
    "    condition = df_y[\"y_axis\"] > -y_axis_avg\n",
    "else:\n",
    "    condition = df_y[\"y_axis\"] < -y_axis_avg\n",
    "\n",
    "# Set values to NaN where the condition is met\n",
    "columns_to_clean = [\"x_axis\", \"y_axis\", \"z_axis\", \"angle\"]\n",
    "df_y.loc[condition, columns_to_clean] = np.nan\n",
    "\n",
    "# Report how many rows were affected\n",
    "cleaned = condition.sum()\n",
    "print(f\"Cleaned {cleaned} rows where y_axis was outside the acceptable range.\")\n",
    "\n",
    "\n",
    "show_plots(df_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b1ff302d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average x_axis value: 0.48454970432533745\n",
      "Cleaned 9 rows where x_axis was outside the acceptable range.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x_axis_avg = df_y['x_axis'].mean()\n",
    "\n",
    "# # Print the result\n",
    "# print(f\"Average x_axis value: {x_axis_avg}\")\n",
    "\n",
    "# if x_axis_avg < 0:\n",
    "#     # Remove rows where y_axis > 0\n",
    "#     df_x = df_y[df_y['x_axis'] <= -x_axis_avg].reset_index(drop=True)\n",
    "#     removed = len(df_y) - len(df_x)\n",
    "#     print(f\"Removed {removed} rows where x_axis > 0.\")\n",
    "# else:\n",
    "#     df_x = df_y[df_y['x_axis'] >= -x_axis_avg].reset_index(drop=True)\n",
    "#     removed = len(df_y) - len(df_x)\n",
    "#     print(f\"Removed {removed} rows where x_axis < 0.\")\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "x_axis_avg = df_y[\"x_axis\"].mean()\n",
    "print(f\"Average x_axis value: {x_axis_avg}\")\n",
    "\n",
    "df_x = df_y.copy()\n",
    "\n",
    "if x_axis_avg < 0:\n",
    "    condition = df_x[\"x_axis\"] > -x_axis_avg + 0.1\n",
    "else:\n",
    "    condition = df_x[\"x_axis\"] < -x_axis_avg + 0.1\n",
    "\n",
    "# Set target columns to NaN where condition is met\n",
    "columns_to_clean = [\"x_axis\", \"y_axis\", \"z_axis\", \"angle\"]\n",
    "df_x.loc[condition, columns_to_clean] = np.nan\n",
    "\n",
    "# Report cleaned rows\n",
    "cleaned = condition.sum()\n",
    "print(f\"Cleaned {cleaned} rows where x_axis was outside the acceptable range.\")\n",
    "\n",
    "\n",
    "show_plots(df_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "63ec270d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_plots_with_regression(full_df, filtered_df, threshold):\n",
    "    # Drop rows with NaNs for regression fitting\n",
    "    reg_df = full_df.dropna(subset=[\"frame\", \"x_axis\", \"y_axis\"])\n",
    "\n",
    "    # Fit regression lines on clean data\n",
    "    x_model = LinearRegression()\n",
    "    y_model = LinearRegression()\n",
    "    x_model.fit(reg_df[[\"frame\"]], reg_df[\"x_axis\"])\n",
    "    y_model.fit(reg_df[[\"frame\"]], reg_df[\"y_axis\"])\n",
    "\n",
    "    # Predict over the same frames used in regression\n",
    "    frames = reg_df[\"frame\"].values.reshape(-1, 1)\n",
    "    x_line = x_model.predict(frames)\n",
    "    y_line = y_model.predict(frames)\n",
    "\n",
    "    # Compute prediction errors only on reg_df\n",
    "    x_error = np.abs(reg_df[\"x_axis\"].values - x_line)\n",
    "    y_error = np.abs(reg_df[\"y_axis\"].values - y_line)\n",
    "    is_outlier = (x_error > threshold) | (y_error > threshold)\n",
    "\n",
    "    # Create subplots (1 row, 3 columns)\n",
    "    fig, axes = plt.subplots(1, 3, figsize=(18, 5), sharex=True)\n",
    "\n",
    "    # X Axis plot\n",
    "    axes[0].scatter(\n",
    "        reg_df[\"frame\"][~is_outlier],\n",
    "        reg_df[\"x_axis\"][~is_outlier],\n",
    "        color=\"green\",\n",
    "        label=\"Kept\",\n",
    "    )\n",
    "    axes[0].scatter(\n",
    "        reg_df[\"frame\"][is_outlier],\n",
    "        reg_df[\"x_axis\"][is_outlier],\n",
    "        color=\"red\",\n",
    "        label=\"Outlier\",\n",
    "    )\n",
    "    axes[0].plot(\n",
    "        reg_df[\"frame\"], x_line, color=\"black\", linestyle=\"--\", label=\"Fit Line\"\n",
    "    )\n",
    "    axes[0].set_title(\"X Axis per Frame\")\n",
    "    axes[0].set_xlabel(\"Frame\")\n",
    "    axes[0].set_ylabel(\"x_axis\")\n",
    "    axes[0].set_ylim(-1.1, 1.1)\n",
    "    axes[0].grid(True)\n",
    "    axes[0].legend()\n",
    "\n",
    "    # Y Axis plot\n",
    "    axes[1].scatter(\n",
    "        reg_df[\"frame\"][~is_outlier],\n",
    "        reg_df[\"y_axis\"][~is_outlier],\n",
    "        color=\"green\",\n",
    "        label=\"Kept\",\n",
    "    )\n",
    "    axes[1].scatter(\n",
    "        reg_df[\"frame\"][is_outlier],\n",
    "        reg_df[\"y_axis\"][is_outlier],\n",
    "        color=\"red\",\n",
    "        label=\"Outlier\",\n",
    "    )\n",
    "    axes[1].plot(\n",
    "        reg_df[\"frame\"], y_line, color=\"black\", linestyle=\"--\", label=\"Fit Line\"\n",
    "    )\n",
    "    axes[1].set_title(\"Y Axis per Frame\")\n",
    "    axes[1].set_xlabel(\"Frame\")\n",
    "    axes[1].set_ylabel(\"y_axis\")\n",
    "    axes[1].set_ylim(-1.1, 1.1)\n",
    "    axes[1].grid(True)\n",
    "    axes[1].legend()\n",
    "\n",
    "    # Z Axis plot (just show values from full_df)\n",
    "    axes[2].scatter(full_df[\"frame\"], full_df[\"z_axis\"], color=\"b\")\n",
    "    axes[2].set_title(\"Z Axis per Frame\")\n",
    "    axes[2].set_xlabel(\"Frame\")\n",
    "    axes[2].set_ylabel(\"z_axis\")\n",
    "    axes[2].set_ylim(-1.1, 1.1)\n",
    "    axes[2].grid(True)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2eeb63ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_outliers(df, threshold=0.50):\n",
    "    df = df.copy()\n",
    "\n",
    "    # Identify rows where x_axis and y_axis are valid\n",
    "    valid_mask = df[\"x_axis\"].notna() & df[\"y_axis\"].notna()\n",
    "\n",
    "    # Subset for regression\n",
    "    valid_df = df[valid_mask]\n",
    "\n",
    "    # Fit a line to x_axis vs frame\n",
    "    x_model = LinearRegression()\n",
    "    x_model.fit(valid_df[[\"frame\"]], valid_df[\"x_axis\"])\n",
    "    x_pred = x_model.predict(valid_df[[\"frame\"]])\n",
    "\n",
    "    # Fit a line to y_axis vs frame\n",
    "    y_model = LinearRegression()\n",
    "    y_model.fit(valid_df[[\"frame\"]], valid_df[\"y_axis\"])\n",
    "    y_pred = y_model.predict(valid_df[[\"frame\"]])\n",
    "\n",
    "    # Compute errors only for valid rows\n",
    "    x_error = np.abs(valid_df[\"x_axis\"] - x_pred)\n",
    "    y_error = np.abs(valid_df[\"y_axis\"] - y_pred)\n",
    "\n",
    "    # Mask of values within threshold\n",
    "    within_threshold = (x_error <= threshold) & (y_error <= threshold)\n",
    "\n",
    "    # Set outliers in original DataFrame to NaN\n",
    "    outlier_indices = valid_df.index[~within_threshold]\n",
    "    df.loc[outlier_indices, [\"x_axis\", \"y_axis\", \"z_axis\", \"angle\"]] = np.nan\n",
    "\n",
    "    # Report\n",
    "    print(\n",
    "        f\"Cleaned {len(outlier_indices)} outlier rows based on threshold {threshold}.\"\n",
    "    )\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bcf69b64",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaned 13 outlier rows based on threshold 0.5.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n",
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshold = 0.5\n",
    "fil_df = remove_outliers(df_x, threshold)\n",
    "\n",
    "show_plots_with_regression(full_df=df_x, filtered_df=fil_df, threshold=threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6c486c48",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaned 23 outlier rows based on threshold 0.3.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n",
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshold = 0.3\n",
    "filt_df = remove_outliers(fil_df, threshold)\n",
    "\n",
    "show_plots_with_regression(full_df=fil_df, filtered_df=filt_df, threshold=threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dfb9f812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaned 3 outlier rows based on threshold 0.3.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n",
      "/home/davic/projects/IACV_project/bowling-analysis/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshold = 0.3\n",
    "filtered_df = remove_outliers(filt_df, threshold)\n",
    "\n",
    "show_plots_with_regression(\n",
    "    full_df=filt_df, filtered_df=filtered_df, threshold=threshold\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d4e08b31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_plots(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e5ca1341",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of      frame   x   y  radius  x_axis  y_axis  z_axis  angle\n",
       "0        0 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "1        1 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "2        2 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "3        3 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "4        4 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "..     ...  ..  ..     ...     ...     ...     ...    ...\n",
       "219    219 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "220    220 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "221    221 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "222    222 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "223    223 NaN NaN     NaN     NaN     NaN     NaN    NaN\n",
       "\n",
       "[224 rows x 8 columns]>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4877f76e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def interpolate_axes_from_b(A, B):\n",
    "    # Ensure 'frame' column exists in both\n",
    "    if \"frame\" not in A.columns or \"frame\" not in B.columns:\n",
    "        raise ValueError(\"Both CSVs must contain a 'frame' column.\")\n",
    "\n",
    "    # Identify frames in B where x and y are not NaN\n",
    "    valid_frames = B.dropna(subset=[\"x\", \"y\"])[\"frame\"].unique()\n",
    "\n",
    "    # Make a copy to avoid modifying the original\n",
    "    A_interp = A.copy()\n",
    "\n",
    "    # Create a mask for valid frames in A\n",
    "    valid_mask = A_interp[\"frame\"].isin(valid_frames)\n",
    "\n",
    "    for axis in [\"x_axis\", \"y_axis\", \"z_axis\"]:\n",
    "        # Work only with rows in A that correspond to valid frames\n",
    "        axis_series = A_interp.loc[valid_mask, axis]\n",
    "\n",
    "        # Interpolate based only on this subset\n",
    "        interpolated_values = axis_series.interpolate(\n",
    "            method=\"linear\", limit_direction=\"both\"\n",
    "        )\n",
    "\n",
    "        # Assign the interpolated values back\n",
    "        A_interp.loc[valid_mask, axis] = interpolated_values\n",
    "\n",
    "    return A_interp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "38786ce5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_original = pd.read_csv(INPUT_ORIGINAL_CSV)\n",
    "\n",
    "result_df = interpolate_axes_from_b(filtered_df, df_original)\n",
    "show_plots(result_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9e0de66a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       x_axis    y_axis    z_axis\n",
      "106  0.663274  0.221505 -0.702582\n"
     ]
    }
   ],
   "source": [
    "print(result_df.loc[result_df[\"frame\"] == 106, [\"x_axis\", \"y_axis\", \"z_axis\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fa99977e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "sigma = 10\n",
    "smoothed_df = result_df.copy()\n",
    "\n",
    "for axis in [\"x_axis\", \"y_axis\", \"z_axis\"]:\n",
    "    original = result_df[axis]\n",
    "    smoothed = original.copy()\n",
    "\n",
    "    # Find contiguous non-NaN segments\n",
    "    not_nan = original.notna()\n",
    "    group = (not_nan != not_nan.shift()).cumsum()\n",
    "\n",
    "    for grp_id, is_valid in group[not_nan].groupby(group):\n",
    "        segment_indices = is_valid.index\n",
    "        segment_values = original.loc[segment_indices]\n",
    "\n",
    "        # Interpolate within segment (optional if there are still NaNs)\n",
    "        interpolated = segment_values.interpolate()\n",
    "        # Apply smoothing only to that segment\n",
    "        smoothed_segment = gaussian_filter1d(interpolated, sigma=sigma, mode=\"nearest\")\n",
    "\n",
    "        # Assign back to output\n",
    "        smoothed.loc[segment_indices] = smoothed_segment\n",
    "\n",
    "    # Store in result\n",
    "    smoothed_df[axis] = smoothed\n",
    "\n",
    "show_plots(smoothed_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ee746a65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      x_axis    y_axis    z_axis\n",
      "82  0.694182  0.412183 -0.451821\n"
     ]
    }
   ],
   "source": [
    "print(smoothed_df.loc[smoothed_df[\"frame\"] == 82, [\"x_axis\", \"y_axis\", \"z_axis\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ed4946e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def enforce_non_decreasing_x_axis(df):\n",
    "    if \"x_axis\" not in df.columns:\n",
    "        raise ValueError(\"The DataFrame must contain a column named 'x_axis'\")\n",
    "\n",
    "    last_valid = df.loc[0, \"x_axis\"]\n",
    "    for i in range(1, len(df)):\n",
    "        if df.loc[i, \"x_axis\"] < last_valid:\n",
    "            df.loc[i, \"x_axis\"] = last_valid\n",
    "        else:\n",
    "            last_valid = df.loc[i, \"x_axis\"]\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "71930610",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABv4AAAHqCAYAAADMEzkrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjq9JREFUeJzs3XlclOX+//E3ICKY5AaCQpLlKU3brEzTI+YCpWmhLS5pntI2Ty6nRdMjgalZplhZlmXacclKysqOiiZlR4+2+W1T045mKohkiqLhhPP7Y34zzcjiMMwwc9/zej4ePGDuuZfrfTPh1Xzmuq4Qq9VqFQAAAAAAAAAAAABDC/V3AwAAAAAAAAAAAABUH4U/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACFP4AAAAAAAAAAAAAE6DwBwAAAAAAAAAAAJgAhT8AhvXEE08oJCTE380AAAAwpOTkZCUnJ/u7GQAAAIbE+1IAAhWFPwBnNXjwYNWpU0c//vhjmeeeeuophYSE6MMPP3T7fNdcc41CQkL00ksvebOZhhcSElLuV1xcnL+bBgAAqumGG25QgwYNdPDgwTLPHT16VPHx8Wrfvr1Onz5d6XmOHDmiOnXqKCQkRNu2bfNVcw0nNze3wr7UHXfc4e/mAQCAaqjo33jnryeeeMLt8/G+VPl4XwowjxCr1Wr1dyMABLaCggJdfPHFuvzyy/Xxxx87tu/evVuXXHKJbrzxRr3zzjtunWvnzp36y1/+oqSkJDVr1kyfffaZx+36448/9Mcff6hOnToenyOQhISEqEePHhoyZIjL9sjISPXr189PrQIAAN6we/dutWnTRn379tWSJUtcnnvwwQf1yiuv6IsvvtBll11W6XnmzZunhx56SPXr19fdd9+tJ5980uM2nTp1SpJUu3Ztj88RKHJzc9W1a1c99NBDuvrqq12eS0pKUqdOnfzUMgAAUF2LFi2q8LknnnhCP/30kz766CPdcMMNZz0X70tVjPelAPOo5e8GAAh8sbGxmj59ukaMGKGFCxdq6NChkqQHHnhA4eHhmj17ttvnWrRokWJjY/Xss8+qf//+2rNnj5KSkjxqV61atVSrlnH+jP3++++qXbu2QkMrHmz9l7/8RYMHD3brfFarVb///rsiIyO91UQAAOAj559/vtLT0/XYY4/prrvuUs+ePSVJn3/+uebOnauHH374rEU/ydaXuvHGG9W8eXMtWbKkWoU/oxX8iouLVbdu3Ur36dy5s/r37+/W+f744w+dPn3acPcBAIBgU9H7JK+++qp++ukn/f3vf3er6CfxvhTvSwHBgak+Abjlnnvu0XXXXaeHH35Yv/76q958802tWrVKTz75pJo1a+b2eZYsWaL+/furd+/eOvfcc8t84v3kyZO6+OKLdfHFF+vkyZOO7YcPH1Z8fLw6duyo0tJSSeXPpZ6Tk6NOnTqpfv36Ouecc3TRRRfp8ccfP2u7QkJCNHLkSC1evFgXXXSR6tSpo3bt2unTTz8ts+/+/fv1t7/9TU2aNFFERIQuueQSzZ8/32Uf+3RTb775piZOnKhmzZopKipKRUVFbt+rMyUlJal3795avXq1rrrqKkVGRurll1+WJL3++uu6/vrrFRsbq4iICLVu3brcKSvs58jNzXWco23btsrNzZUkZWdnq23bto78X3/9dZlzbN++Xf3791fDhg1Vp04dXXXVVXr//fc9zgUAQLAYO3asLr30Uj3wwAP6/fffVVpaqvvuu0/NmzdXenr6WY/fu3evNmzYoDvuuEN33HGHdu/erY0bN7rss23bNkVGRpb5pPZnn32msLAwPfbYY45t5a3x9/zzz+uSSy5RVFSUGjRooKuuuqpMf+1M9n7PsmXL9PjjjysuLk5169ZVnz599Msvv5TZf/PmzUpNTdW5556rqKgodenSRf/5z39c9rH383744QcNHDhQDRo0qNaovT179igkJEQzZsxQVlaWLrjgAkVEROiHH37QqVOnNGnSJLVr107nnnuu6tatq86dO2v9+vUVnmPOnDlq0aKFoqKi1LNnT/3yyy+yWq2aPHmyEhISFBkZqb59++rw4cNl2vLvf/9bnTt3Vt26dVWvXj316tVL33//vcfZAAAIRt9//70eeughXXHFFXrmmWfcPo73pXhfCggGxvlIAgC/CgkJ0csvv6wrrrhC999/vzZs2KCrrrpKDz74oNvn2Lx5s3bt2qXXX39dtWvXVlpamhYvXuzSAYqMjNTChQt13XXXacKECZo5c6Yk2xRYR48e1YIFCxQWFlbu+b///nv17t1bl156qTIzMxUREaFdu3aVeSOpIp988omWLVumhx56SBEREXrxxReVmpqqLVu2qE2bNpKkgwcP6tprr3V0yGJiYvTvf/9bd999t4qKijR69GiXc06ePFm1a9fWww8/rJKSkrN+ovz3339XYWGhy7Z69eopIiJCkrRjxw4NGDBA9957r4YPH66LLrpIkvTSSy/pkksuUZ8+fVSrVi198MEHeuCBB3T69Okyv6Ndu3Zp4MCBuvfeezV48GDNmDFDN910k+bOnavHH39cDzzwgCRp2rRpuu2227Rjxw7Hp8G+//57XXfddWrWrJnGjRununXr6q233tLNN9+s5cuX65ZbbnHrXgMAEIxq1aqlV155RR07dtTkyZMVGxurr776SqtWrVJUVNRZj1+6dKnq1q2r3r17KzIyUhdccIEWL16sjh07OvZp1aqVJk+erEceeUT9+/dXnz59VFxcrLvuuksXX3yxMjMzKzy/fRrR/v37a9SoUfr999/1zTffaPPmzRo4cOBZ2zdlyhSFhIToscceU0FBgbKystS9e3dt3brV8Unwjz/+WDfccIPatWun9PR0hYaGOt4o2rBhg6655hqXc956661q2bKlpk6dKndWqTh27FiZvlTDhg0dP7/++uv6/fffNWLECEVERKhhw4YqKirSq6++qgEDBmj48OE6duyYXnvtNaWkpGjLli26/PLLXc63ePFinTp1Sn//+991+PBhPf3007rtttt0/fXXKzc3V4899ph27dql559/Xg8//LDLG3H/+te/NHToUKWkpGj69Ok6ceKEXnrpJXXq1Elff/21xyMOAAAIJidOnNBtt92msLAwvfnmm473TM6G96V4XwoIGlYAqILx48dbJVnDwsKsX375ZZWOHTlypDUxMdF6+vRpq9Vqta5Zs8Yqyfr111+Xe53Q0FDrp59+an377betkqxZWVku+6Snp1ud/4zNmjXLKsl66NChKueSZJVk/eKLLxzbfv75Z2udOnWst9xyi2Pb3XffbY2Pj7cWFha6HH/HHXdYzz33XOuJEyesVqvVun79eqska4sWLRzb3G3DmV+vv/661Wq1Wps3b26VZF21alWZY8u7RkpKirVFixYu2+zn2Lhxo2Pb6tWrrZKskZGR1p9//tmx/eWXX7ZKsq5fv96xrVu3bta2bdtaf//9d8e206dPWzt27Ght2bKlWzkBAAh2I0eOtIaHh1vPOecc64ABA9w+rm3bttZBgwY5Hj/++OPWxo0bWy0Wi8t+paWl1k6dOlmbNGliLSwstD744IPWWrVqWT///HOX/bp06WLt0qWL43Hfvn2tl1xySZXz2Ps9zZo1sxYVFTm2v/XWW1ZJ1tmzZ1utVlufoWXLltaUlBRHf9BqtfVjzj//fGuPHj0c2+z9PHfvj70N5X3t3r3bunv3bqska3R0tLWgoMDl2D/++MNaUlLisu23336zNmnSxPq3v/3Nsc1+jpiYGOuRI0cc2+3948suu8zldzFgwABr7dq1Hf2mY8eOWevXr28dPny4y7Xy8/Ot5557bpntAACgfH/729+skqwLFy6s0nG8L+VeG3hfCjA+pvoEUCWNGzeWJDVt2tTxaSN3/PHHH1q2bJluv/12xzQI9ikAFi9eXGb/J554QpdccomGDh2qBx54QF26dNFDDz1U6TXq168vSVqxYoVOnz7tdtvsOnTooHbt2jken3feeerbt69Wr16t0tJSWa1WLV++XDfddJOsVqsKCwsdXykpKTp69Ki++uorl3MOHTq0SnOd9+3bVzk5OS5fKSkpjufPP/98l8d2ztc4evSoCgsL1aVLF/3vf//T0aNHXfZt3bq1OnTo4Hjcvn17Sbbfx3nnnVdm+//+9z9JtmktPv74Y912222OT9MXFhbq119/VUpKinbu3Kn9+/e7nRUAgGA1ZcoUNWrUSKGhoZo1a5Zbx3zzzTf69ttvNWDAAMe2AQMGqLCwUKtXr3bZNzQ0VAsWLNDx48d1ww036MUXX9T48eN11VVXVXqN+vXra9++ffr888+rHkrSkCFDVK9ePcfj/v37Kz4+Xh999JEkaevWrdq5c6cGDhyoX3/91dGXKC4uVrdu3fTpp5+W6cPdd999VWrDpEmTyvSl4uLiHM/369dPMTExLseEhYU5Pv1++vRpHT58WH/88YeuuuqqMn07yTYK8dxzz3U8tveZBg8e7LLOT/v27XXq1ClH/ygnJ0dHjhxx/N7sX2FhYWrfvn2ZqUUBAEBZS5Ys0fz583XnnXeWmdq8Mrwv5R7elwLMgak+Abjtl19+UXp6utq0aaPvvvtOTz/9tCZOnOjWsWvWrNGhQ4d0zTXXaNeuXY7tXbt21dKlSzV9+nSXxYVr166t+fPn6+qrr1adOnX0+uuvl5k3/Uy33367Xn31Vd1zzz0aN26cunXrprS0NPXv37/ShYvtWrZsWWbbX/7yF504cUKHDh1SaGiojhw5oldeeUWvvPJKuecoKChweXz++eef9brOEhIS1L179wqfr+h8//nPf5Senq5NmzbpxIkTLs8dPXrU5c0p506UJMdziYmJ5W7/7bffJNmmYrBarfrnP/+pf/7zn+W2o6CgoEprPgIAEIyio6N10UUXqbCwUE2aNHHrmEWLFqlu3bpq0aKFoy9Vp04dJSUlafHixerVq5fL/hdccIGeeOIJPfLII2rTpk2F/3Y7e+yxx7R27Vpdc801uvDCC9WzZ08NHDhQ1113nVttPLMvFRISogsvvFB79uyRJO3cuVOS7Q2oihw9elQNGjRwPK5qX6pt27Ye9aUWLlyoZ599Vtu3b5fFYql0f0/7Uvb8119/fbltiI6OrrDdAADA9m/pfffdp7/85S968cUXq3Qs70u5h/elAHOg8AfAbSNHjpQk/fvf/9bYsWM1ZcoUDRw4UC1atDjrsfZPT912223lPv/JJ5+oa9euLtvsn17//ffftXPnzrN2ViIjI/Xpp59q/fr1WrlypVatWqVly5bp+uuv15o1ayqcg91d9k9rDR48uMI3rC699NIybfKm8s73008/qVu3brr44os1c+ZMJSYmqnbt2vroo480a9asMp8yq+g+VLTd+v/X07Gf5+GHHy73012SdOGFF7qdBQAAuMdqtWrp0qUqLi5W69atyzxfUFCg48eP65xzznHZvmbNGknSgQMH9Ouvv7qMfCtPq1attGPHDn344YdatWqVli9frhdffFGTJk1SRkZGtXPY+xLPPPNMmXXz7M7MUBN9qUWLFumuu+7SzTffrEceeUSxsbEKCwvTtGnT9NNPP5XZv7p9qX/961/l/i6cRwsCAABXJSUluv3223Xq1Cm9+eabZfoMZ8P7Ut7B+1KAMfB/FgDc8u677+r999/XrFmzlJCQoKysLK1evVoPPvig/v3vf1d6bHFxsVasWKHbb79d/fv3L/P8Qw89pMWLF7t0sL755htlZmZq2LBh2rp1q+655x59++23Lp8QKk9oaKi6deumbt26aebMmZo6daomTJig9evXV/qJJenPT2E7+/HHHxUVFeWYEqpevXoqLS0967lq0gcffKCSkhK9//77Lp+a8vZ0UfYCb3h4eEDlBwDA7D755BPt27dPmZmZatWqlctzv/32m0aMGKH33ntPgwcPdmyfO3eucnJyNGXKFE2bNk333nuvVqxYcdZr1a1bV7fffrvjjbW0tDRNmTJF48ePV506dSo99sy+lNVq1a5duxxvQF1wwQWSbCPbAqkv8c4776hFixbKzs52+SR/enq6V69jzx8bGxtQ+QEAMIKHH35YX3/9tWbPnq0rrriiSsfyvpRv8b4UEHhY4w/AWR07dkwPPfSQrrjiCv3973+XZFvjb/LkyVq1apXefvvtSo9/9913VVxcrAcffFD9+/cv89W7d28tX75cJSUlkiSLxaK77rpLTZs21ezZs7VgwQIdPHhQY8aMqfQ6hw8fLrPN/mly+7krs2nTJpe50H/55RetWLFCPXv2VFhYmMLCwtSvXz8tX75c3333XZnjDx06dNZr+IL9E1H2T0BJtmkUXn/9da9eJzY2VsnJyXr55ZeVl5dX5nl/5QcAwOzs03w+8sgjZfpRw4cPV8uWLV3Wptm9e7ceeeQR9evXT48//rhmzJih999/X2+88Ual1/n1119dHteuXVutW7eW1Wp1mf6yIm+88YaOHTvmePzOO+8oLy9PN9xwgySpXbt2uuCCCzRjxgwdP368zPGB1JfavHmzNm3a5NXrpKSkKDo6WlOnTi33ftKXAgCgfO+++65eeOEF9enT56zr7FV0PO9L+Q7vSwGBhxF/AM5q4sSJOnDggLKzs12G3T/44INauHChRo8erdTUVNWrV6/c4xcvXqxGjRqpY8eO5T7fp08fzZs3TytXrlRaWpqefPJJbd26VevWrVO9evV06aWXatKkSZo4caL69++vG2+8sdzzZGZm6tNPP1WvXr3UvHlzFRQU6MUXX1RCQoI6dep01pxt2rRRSkqKHnroIUVERDjmi3ee2uqpp57S+vXr1b59ew0fPlytW7fW4cOH9dVXX2nt2rXldvJ8rWfPnqpdu7Zuuukm3XvvvTp+/LjmzZun2NjYcjtC1TFnzhx16tRJbdu21fDhw9WiRQsdPHhQmzZt0r59+/R///d/Xr0eAADBrqSkRMuXL1ePHj0qHHHXp08fzZ49WwUFBYqJidHf/vY3RUZG6qWXXpIk3XvvvVq+fLlGjRql7t27q2nTpuWep2fPnoqLi9N1112nJk2aaNu2bXrhhRfUq1evCvt5zho2bKhOnTpp2LBhOnjwoLKysnThhRdq+PDhkmyfgH/11Vd1ww036JJLLtGwYcPUrFkz7d+/X+vXr1d0dLQ++OADD++U53r37q3s7Gzdcsst6tWrl3bv3q25c+eqdevW5RYoPRUdHa2XXnpJd955p6688krdcccdiomJ0d69e7Vy5Updd911euGFF7x2PQAAzCAvL0933323wsLC1K1bNy1atKjc/S644AJ16NCh3Od4X8q3eF8KCDwU/gBU6ssvv9ScOXP0wAMP6Oqrr3Z5LiwsTHPnztW1116riRMnavbs2WWOLygo0Nq1azVgwIAK5+ru1q2boqKitGjRIiUlJWnq1KkaOXKkyxQL48aN04oVKzR8+HB9//33ql+/fpnz9OnTR3v27NH8+fNVWFioxo0bq0uXLsrIyDjrVAyS1KVLF3Xo0EEZGRnau3evWrdurQULFrjMj96kSRNt2bJFmZmZys7O1osvvqhGjRrpkksu0fTp0896DV+46KKL9M4772jixIl6+OGHFRcXp/vvv9/xxp83tW7dWl988YUyMjK0YMEC/frrr4qNjdUVV1yhSZMmefVaAABAWrlypY4cOaKbbrqpwn1uuukmPfvss3rzzTclSbm5uVq+fLljSihJeu2119SmTRsNHz5cK1euLPc89957rxYvXqyZM2fq+PHjSkhI0EMPPaSJEye61dbHH39c33zzjaZNm6Zjx46pW7duevHFFxUVFeXYJzk5WZs2bdLkyZP1wgsv6Pjx44qLi1P79u117733unUdb7vrrruUn5+vl19+WatXr1br1q21aNEivf3228rNzfXqtQYOHKimTZvqqaee0jPPPKOSkhI1a9ZMnTt31rBhw7x6LQAAzGDHjh367bffJEmjRo2qcL+hQ4eWW/jjfSnf430pIPCEWJ3H4AJAkAoJCdGDDz7Ip6wBAACqKDc3V127dtXbb79d7ro5AAAAqBzvSwHwJtb4AwAAAAAAAAAAAEyAwh8AAAAAAAAAAABgAhT+AAAAAAAAAAAAABNgjT8AAAAAAAAAAADABBjxBwAAAAAAAAAAAJgAhT8AAAAAAAAAAADABGr5uwFmcPr0aR04cED16tVTSEiIv5sDAAB8wGq16tixY2ratKlCQ/nslDfRlwIAwPzoS/kOfSkAAMyvKn0pCn9ecODAASUmJvq7GQAAoAb88ssvSkhI8HczTIW+FAAAwYO+lPfRlwIAIHi405ei8OcF9erVk2S74dHR0W4dY7FYtGbNGvXs2VPh4eG+bF5ACvb8EveA/OQnP/mNlr+oqEiJiYmOf/fhPfSlqi7Y80vcA/KTn/zkN1p++lK+Q1+q6oI9v8Q9ID/5yU9+o+WvSl+Kwp8X2KdRiI6OrlIHKyoqStHR0YZ6cXlLsOeXuAfkJz/5yW/U/Eyf5H30paou2PNL3APyk5/85DdqfvpS3kdfquqCPb/EPSA/+clPfqPmd6cvxaTqAAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMgMIfAAAAAAAAAAAAYAIU/gAAAAAAAAAAAAAToPAHAAAAAAAAAAAAmACFPwAAAAAAAAAAAMAEKPwBAAAAAAAAAAAAJkDhDwAAAAAAAAAAADABCn8AAAAAAAAAAACACVD4AwAAAAAAAAAAAEyAwh8AAAAAAAAAAABgAoYq/H366ae66aab1LRpU4WEhOi999476zG5ubm68sorFRERoQsvvFALFiwos8+cOXOUlJSkOnXqqH379tqyZYv3Gw8AAOBn9KUAAAA8R18KAAAYgaEKf8XFxbrssss0Z84ct/bfvXu3evXqpa5du2rr1q0aPXq07rnnHq1evdqxz7JlyzR27Filp6frq6++0mWXXaaUlBQVFBT4KgYAAIBf0JcCAADwHH0pAABgBLX83YCquOGGG3TDDTe4vf/cuXN1/vnn69lnn5UktWrVSp999plmzZqllJQUSdLMmTM1fPhwDRs2zHHMypUrNX/+fI0bN877IQAAAPyEvhQAAIDn6EsBAAAjMNSIv6ratGmTunfv7rItJSVFmzZtkiSdOnVKX375pcs+oaGh6t69u2MfAACAYEVfCgAAwHP0pQAAgD8YasRfVeXn56tJkyYu25o0aaKioiKdPHlSv/32m0pLS8vdZ/v27RWet6SkRCUlJY7HRUVFkiSLxSKLxeJW2+z7ubu/2QR7fol7QH7yO38PNuQ3Zn6jtdcb6EsFrmDPL3EPyE9+5+/BhvzGzG+09noDfanAFez5Je4B+cnv/D3YkN+Y+avSXlMX/nxl2rRpysjIKLN9zZo1ioqKqtK5cnJyvNUsQwr2/BL3gPzkD2bkN1b+EydO+LsJpkFfynuCPb/EPSA/+YMZ+Y2Vn76U99CX8p5gzy9xD8hP/mBGfmPlr0pfytSFv7i4OB08eNBl28GDBxUdHa3IyEiFhYUpLCys3H3i4uIqPO/48eM1duxYx+OioiIlJiaqZ8+eio6OdqttFotFOTk56tGjh8LDw6uQyhyCPb/EPSA/+clPfqPlt3+SOpjQlwpcwZ5f4h6Qn/zkJ7/R8tOXsqEvFRiCPb/EPSA/+clPfqPlr0pfytSFvw4dOuijjz5y2ZaTk6MOHTpIkmrXrq127dpp3bp1uvnmmyVJp0+f1rp16zRy5MgKzxsREaGIiIgy28PDw6v8QvHkGDMJ9vwS94D85Cc/+Y3CSG31FvpSgS/Y80vcA/KTn/zkNwojtdVb6EsFvmDPL3EPyE9+8pPfKKrS1lAftsPrjh8/rq1bt2rr1q2SpN27d2vr1q3au3evJNsnnoYMGeLY/7777tP//vc/Pfroo9q+fbtefPFFvfXWWxozZoxjn7Fjx2revHlauHChtm3bpvvvv1/FxcUaNmxYjWYDAADwNfpSAAAAnqMvBQAAjMBQI/6++OILde3a1fHYPq3B0KFDtWDBAuXl5Tk6W5J0/vnna+XKlRozZoxmz56thIQEvfrqq0pJSXHsc/vtt+vQoUOaNGmS8vPzdfnll2vVqlVlFlYGAAAwOvpSAAAAnqMvBQAAjMBQhb/k5GRZrdYKn1+wYEG5x3z99deVnnfkyJGVTqEAAABgBvSlAAAAPEdfCgAAGIGhpvoEAAAAAAAAAAAAUD4KfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACtfzdAAAAAI+VlkobNkh5eVJsrG1bQYEUHy917iyFhfm3fQAAAAAAAEANovAHAACMw7nQt3OnNG+etG9f+fsmJEizZ0tpaTXbRgAAAAAAAMBPKPwBAIDAU95Ivg8/lBYvlg4dcu8c+/dL/ftL77xD8Q8AAAAAAABBgcIfAADwH28U+CpitUohIdLo0VLfvkz7CQAAAAAAANOj8AcACF7ORaf4eKljR2njxrLrxbnzc1WOt1ptjz/5xFaYqurxnlwzkI63558+XXr55Yqn6vQGq1X65Rfb7zk52XfXAQAAAAAAAAIAhT8AgDmVN5LMuQhV3qiysDDbcZ5y9/jISGnpUqlPH+nkyepdv6ba7M3j7fmnTnXN70t5eTVzHQAAAAAAAMCPKPwBAIyrohF7K1Z4NlVkdQpg/jreiG32h/h4f7cAAAAAAAAA8DkKfwAAY7EX+8or7lV39BrMJyRESkiQOnf2d0sAAAAAAAAAn6PwBwAIfJUV+87cD7ALCbF9z8qyFYUBAAAAAAAAk6PwBwAIHOWty1feWnyAOxISbEW/tDR/twQAAAAAAACoERT+AAD+U1oq/ec/tkLfzp3SvHnSvn3+bhWMJCFBGj5catnyz2JxQYFtTb/OnRnpBwAAAAAAgKBC4Q8AULNKS6XPPrP9/Je/SL/84t/2wHhiYqRBg6S+fSnuAQAAAAAAAE4o/AEAfO/MNfqOH5eWLpUKC/3dMgQye4Gvd2/bY0byAQAAAAAAAJWi8AcA8I0zi33Oa/RFRvqvXZUJC7O120jHG7HNzpiqEwAAAAAAAPAaCn8AAO/LzpZGjTLGen3O00Z27Cht3Ghbc9C5COXOz/Hx7h9vtUrFxdL770shIVU/3pNrBtLx9vwrV0p//SvFPQAAAAAAAMBLKPwBALzDeYRfVpZ/2nDm6LPypoo826iy5OTqtcGd4y0W6aOPpC5dpPDwqh/vyTUD6Xh7/k6dKPoBAAAAAAAAXkThDwDgucqm86wpFY3YY6pIAAAAAAAAAEGGwh8AoGoCrdjn7RF7AAAAAAAAAGBQFP4AAO7z59p9lRX7AAAAAAAAAAAU/gAAbigtlaZMkdLTfXudhARp+HCpZcuzr8UHAAAAAAAAAHBB4Q8AUD7nKT0XLZIKC31zHUbyAQAAAAAAAIBXUPgDAJTl6yk9Gze2fV+5UvrrXyn2AQAAAAAAAIAXhPq7AQCAAFFaKuXmSmPGSP36eb/oFxMjjR4trV8v/fijbVunThT9AAAAAAAAAMBLGPEHAMHMeTrPxYulQ4e8f43Ro8tO42mxeP86AAAAAAAAABDkKPwBQLCpiWKfJCUmSllZUlqab84PAAAAAAAAAHBB4Q8Agomv1+6LiZEGDSo7wg8AAAAAAAAA4HMU/gAgGJSWSlOmSOnp3j9348bS4MEU+wAAAAAAAADAzyj8BTL7dHx5eVJsrG1bQYHrz/HxUseO0saNle8XaMdbrbbHn30mXXddzV4/UO7Zf/5j2/bJJ1JISGD/znxxTftrwJ38gfI78+Y9O1t+b7Z5xQpp0SKpsFBel5EhTZhAsQ8AAAAAAAAAAgCFv0BVlen4wsJsRUJP+eP4yEhp6VKpVy/p1Kmav34g3LPatW33oE8f6eTJmr++v++Z/TXgbv5A+J158565k9/fmSvD+n0AAAAAAAAAEHAo/AWi7Gypf/8/RwSdTXXf2A/G443YZn8fb8Q2+/t4I7a5MqzfBwAAAAAAAAABjcJfoCkttY30c7foBwC+Nno0xT4AAAAAAAAAMIBQfzegqubMmaOkpCTVqVNH7du315YtWyrcNzk5WSEhIWW+evXq5djnrrvuKvN8ampqTUQp34YN7k3vCQC+lpgoLV8uzZolJSdT9ANMwvR9KQAAAB+iLwUAAAKdoUb8LVu2TGPHjtXcuXPVvn17ZWVlKSUlRTt27FBsbGyZ/bOzs3Xq1CnH419//VWXXXaZbr31Vpf9UlNT9frrrzseR0RE+C7E2eTl+e/aAMB0noCpBUVfCgAAwEfoSwEAACMwVOFv5syZGj58uIYNGyZJmjt3rlauXKn58+dr3LhxZfZv2LChy+M333xTUVFRZTpYERERiouL813DqyI+3t8tABBsGjeWBg+m2AcEgaDoSwEAAPgIfSkAAGAEhpnq89SpU/ryyy/VvXt3x7bQ0FB1795dmzZtcuscr732mu644w7VrVvXZXtubq5iY2N10UUX6f7779evv/7q1bZXSefOUkKCFBLivzYACB4ZGVJ+PtN5AkEgaPpSAAAAPkBfCgAAGIVhRvwVFhaqtLRUTZo0cdnepEkTbd++/azHb9myRd99951ee+01l+2pqalKS0vT+eefr59++kmPP/64brjhBm3atElhFbwBXlJSopKSEsfjoqIiSZLFYpHFYnErj32/cvefPVu6807bz1arW+czGktkpMv3YBTs94D8fs6fkCA99ZR0003S6dO2rxpU6d/AIEB+Y+Y3WnvPFFR9qSAQ7Pkl7gH5ye/8PdiQ35j5jdbeM9GXMpdgzy9xD8hPfufvwYb8xsxflfaGWK3GqCwdOHBAzZo108aNG9WhQwfH9kcffVSffPKJNm/eXOnx9957rzZt2qRvvvmm0v3+97//6YILLtDatWvVrVu3cvd54oknlJGRUWb7kiVLFBUV5UYaAABgNCdOnNDAgQN19OhRRUdH+7s5VUZfCgAA+BN9KfpSAADAc1XpSxlmxF/jxo0VFhamgwcPumw/ePDgWedBLy4u1ptvvqnMzMyzXqdFixZq3Lixdu3aVWEHa/z48Ro7dqzjcVFRkRITE9WzZ0+3O68Wi0U5OTnq0aOHwsPDy9+ptFTatMk2DV9MjG3boUOuP8fFSddcI23ZUvl+AXa8xWpVzokT6lGvnsLbt6/Z6wfIPbNs3qycY8fUIypK4SEhgf0788E1Ha8Bd/IHyO/Mm/fsrPm93ea4OKlDh4CZytOtv4EmRn5j5rd/ktqogrIvZWLBnl/iHpCf/OQnv9Hy05eiLxVIgj2/xD0gP/nJT36j5a9KX8owhb/atWurXbt2WrdunW6++WZJ0unTp7Vu3TqNHDmy0mPffvttlZSUaPDgwWe9zr59+/Trr78qPj6+wn0iIiIUERFRZnt4eHiVXyiVHhMeLnXt6t6J3N0vUI63WKSPPlJ45862/P5ov7/vWefOtnuQnOzZHxij3zP7a6Aq+f39O/PmPXM3v78z+5gnfzfNhPzGym+ktpYnKPtSQSDY80vcA/KTn/zkNwojtbU89KXMKdjzS9wD8pOf/OQ3iqq0NdSH7fC6sWPHat68eVq4cKG2bdum+++/X8XFxRo2bJgkaciQIRo/fnyZ41577TXdfPPNatSokcv248eP65FHHtF///tf7dmzR+vWrVPfvn114YUXKiUlpUYyAQAA1BT6UgAAAJ6jLwUAAIzAMCP+JOn222/XoUOHNGnSJOXn5+vyyy/XqlWrHAsr7927V6GhrrXMHTt26LPPPtOaNWvKnC8sLEzffPONFi5cqCNHjqhp06bq2bOnJk+eXO4npwAAAIyMvhQAAIDn6EsBAAAjMFThT5JGjhxZ4RQKubm5ZbZddNFFslqt5e4fGRmp1atXe7N5AAAAAY2+FAAAgOfoSwEAgEBnqKk+AQAAAAAAAAAAAJSPwh8AAAAAAAAAAABgAhT+AAAAAAAAAAAAABOg8AcAAAAAAAAAAACYAIU/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACFP4AAAAAAAAAAAAAE6DwBwAAAAAAAAAAAJgAhT8AAAAAAAAAAADABCj8AQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/AAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMoJa/GwAAAAD4QunpUm3Yu0F5x/IUWzdWklRQXODyc3y9eHVM6KiN+zYq71ie4uvFq/N5nRUWGubPpgMAAAAAAHiEwh8AAABMJ3tbtkatGqV9RfvOum9YSJhKraWOx42jGmvwpYPVu2VvSeUXCykOAgAAAACAQEThDwAAAKaSvS1b/d/qL6usbu3vXPSTpMIThcr6b5ay/ptV4TH24mDfi/q6jBikQAgAAAAAAPyJwh8AAABMo/R0qUatGuV20c9TzsXBM0cMOitv9CAFQQAAAAAA4CsU/gAAAGAaG/ZucGt6T2+qqOgnVTx6sKIRgxQFAQAAAABAdVD4AwAAgGnkHcvzdxPcUtmIQeeiIEVAAAAAAABQFRT+AAAAYBrx9eL93YQqq2yNwYqmCr02/lp/NBUAAAAAAAQ4Cn8AAAAwjc7ndVZCdIL2F+33+Tp/NaGiqUITzknQCxe+oM/2fqa/nv9XRgUCAAAAAABJFP4AAABgImGhYZqdOlv93+qvEIWYovhXnl9P/CpJ6rWklxrWbagR7UaoZcOWrBEIAAAAAECQo/AHAAAAU0lrlaZ3bntHo1aN0r6ifWfd/8w19oxm/7H9Ss9NdzxmjUAAAAAAAIIXhT8AAACYTlqrNPW9qK827N2gvGN5iq0bK8m2Rp7zz/H14tUxoaM27tuoFdtXaPG3i3XoxCF/Nr3aylsjkCIgAAAAAADBgcIfAAAATCksNEzJSclu7ZuclKzkpGTN6Dmj0mLhhz9+WKY4GMgjBikCAgAAAAAQXCj8AQAAAP/f2YqF3Vp0cykOOo8YdC4Wllcg9DeKgAAAAAAAmB+FPwAAAKAKyisOnvn4zAJhoI0YdC4CNqvXTCPajVDLhi0VXy+eQiAAAAAAAAZG4Q8AAADwgfIKhJWNGPTXGoP7j+1Xem664zGjAQEAAAAAMC4KfwAAAEANqmjEoPMag/4qAkpMCQoAAAAAgJFR+AMAAAAChL0o6FwELG+q0OO/H6+R9lAEBAAAAADAWCj8AQAAAAGosqlCP939qYq+K9LjnR/Xy1+9rH3H9vm8PawLCAAAAABA4Av1dwOqas6cOUpKSlKdOnXUvn17bdmypcJ9FyxYoJCQEJevOnXquOxjtVo1adIkxcfHKzIyUt27d9fOnTt9HQMAAMAv6EsZX1homDqd10mS9Nh1j2nP6D1aP3S9RrcfrZiomBppg31dwIHZA9V1YVfFPRunMavHKHdPrkpPl9ZIGwAA8Af6UgAAINAZqvC3bNkyjR07Vunp6frqq6902WWXKSUlRQUFBRUeEx0drby8PMfXzz//7PL8008/reeee05z587V5s2bVbduXaWkpOj333/3dRwAAIAaRV/KnOwjA2elzlLeP/JqvAgo/TkasOvCrkqanaTsbdk1dm0AAGoKfSkAAGAEhir8zZw5U8OHD9ewYcPUunVrzZ07V1FRUZo/f36Fx4SEhCguLs7x1aRJE8dzVqtVWVlZmjhxovr27atLL71Ub7zxhg4cOKD33nuvBhIBAADUHPpS5hcIRcB9RfvU761+yvwkk9F/AABToS8FAACMwDCFv1OnTunLL79U9+7dHdtCQ0PVvXt3bdq0qcLjjh8/rubNmysxMVF9+/bV999/73hu9+7dys/Pdznnueeeq/bt21d6TgAAAKOhLxV8/F0ETM9NV9wMpgAFAJgDfSkAAGAUtfzdAHcVFhaqtLTU5ZNRktSkSRNt37693GMuuugizZ8/X5deeqmOHj2qGTNmqGPHjvr++++VkJCg/Px8xznOPKf9ufKUlJSopKTE8bioqEiSZLFYZLFY3Mpj38/d/c0m2PNL3APyk9/5e7AhvzHzG629Z6IvZS6e5L+u2XW6rtl1mtZ1mjbt26T84/n66beftPDrhdp/fL9P2llcUqyXt7ysl7e8rEZRjXT7JberV8te6pDQQWGhYdU6N68B8jt/DzbkJ7/zd6MwWnvPRF/KXII9v8Q9ID/5nb8HG/IbM39V2muYwp8nOnTooA4dOjged+zYUa1atdLLL7+syZMne3zeadOmKSMjo8z2NWvWKCoqqkrnysnJ8bgdZhDs+SXuAfnJH8zIb6z8J06c8HcTahx9qcBXnfxRilJbtdWMFjO82KKzKJGKvivS6u9We+2UvAbIH8zIT34joS9FXyoQBXt+iXtAfvIHM/IbK39V+lKGKfw1btxYYWFhOnjwoMv2gwcPKi4uzq1zhIeH64orrtCuXbskyXHcwYMHFR8f73LOyy+/vMLzjB8/XmPHjnU8LioqUmJionr27Kno6Gi32mKxWJSTk6MePXooPDzcrWPMJNjzS9wD8pOf/OQ3Wn77J6mNir6Uufgqf+npUm3at0krf1ypt354S4UnCr127so0q9dM07tP100X3eT2MbwGyE9+8pPfWPnpS9GXCiTBnl/iHpCf/OQnv9HyV6UvZZjCX+3atdWuXTutW7dON998syTp9OnTWrdunUaOHOnWOUpLS/Xtt9/qxhtvlCSdf/75iouL07p16xwdqqKiIm3evFn3339/heeJiIhQREREme3h4eFVfqF4coyZBHt+iXtAfvKTn/xGYaS2loe+lDl5O3+4wtX1gq7qekFXTU+Zrg17N2jF9hVa/O1iHTpxyGvXOdOuo7vUb3k/ZSRnaELnCVWaBpTXAPnJT/5gZbT8RmpreehLmVOw55e4B+QnP/nJbxRVaathCn+SNHbsWA0dOlRXXXWVrrnmGmVlZam4uFjDhg2TJA0ZMkTNmjXTtGnTJEmZmZm69tprdeGFF+rIkSN65pln9PPPP+uee+6RJIWEhGj06NF68skn1bJlS51//vn65z//qaZNmzo6cQAAAGZBXwpVERYapuSkZCUnJWtGzxnasHeD8o7laefhnZr35TztO7bP69dMz03X85uf1+DLBqvvRX3V+bzO1V4LEAAAb6EvBQAAjMBQhb/bb79dhw4d0qRJk5Sfn6/LL79cq1atciyCvHfvXoWGhjr2/+233zR8+HDl5+erQYMGateunTZu3KjWrVs79nn00UdVXFysESNG6MiRI+rUqZNWrVqlOnXq1Hg+AAAAX6IvBU/Zi4B2EzpPcIwGXPTNIhWe9N6UoIUnC5X13yxl/TdLCdEJmp06W2mt0rx2fgAAPEVfCgAAGIGhCn+SNHLkyAqnUMjNzXV5PGvWLM2aNavS84WEhCgzM1OZmZneaiIAAEDAoi8FbzhzNOCUDVOUnpvu9evsK9qnfm95NgUoAAC+QF8KAAAEutCz7wIAAAAA5QsLDdOkLpO0/LblSohO8Mk10nPTFTcjTmNWj1HunlyVni71yXUAAAAAADA6Cn8AAAAAqi2tVZr2jNqj9UPXa3T70YqJivHq+e1TgHZd2FVJs5P0wY4PvHp+AAAAAADMgMIfAAAAAK+wTwE6K3WW8v6R57Mi4L6ifRr87mBJ0md7P2MEIAAAAAAA/5/h1vgDAAAAEPjOXAdww94NyjuWp52Hd+qVL17R/uP7vXKdXkt6qW6duhp86WD1vaivOp/XmbUAAQAAAABBixF/AAAAAHzKXgQc0HaAJnWZpJ/H/KyM5Ayvnb/whOs0oNnbsr12bgAAAAAAjITCHwAAAIAaFRYapkldJmn5bcuVEJ3g1XPvK9qnfm/1U+YnmUwBCgAAAAAIOhT+AAAAAPhFWqs07Rm1x7EWYOPIxl47d3puuuJmxGnM6jHK3ZNLERAAAAAAEBQo/AEAAADwG/s0oLNSZyn/4XzvTgF6kilAAQAAAADBhcIfAAAAgIDAFKAAAAAAAFQPhT8AAAAAAeXMKUBjomK8du703HQ1n9VcmZ9kaum3S5kGFAAAAABgKrX83QAAAAAAOJN9CtDkpGTN6DlDG/Zu0IrtK5S1Oava595/fL/Sc9MdjxOiEzQ7dbbSWqVV+9wAAAAAAPgTI/4AAAAABDTndQCZBhQAAAAAgIpR+AMAAABgGPZpQFcOXClJahTZyGvnTs9NV9yMOI1ZPYYpQAEAAAAAhkThDwAAAIChhIWGqdN5nSRJO/++UxnJGV47d+HJQmX9N0tdF3ZV0uwkZW/L9tq5AQAAAADwNQp/AAAAAAwrLDRMk7pMYgpQAAAAAABE4Q8AAACACdinAF0/dL1Gtx+txpGNvXZupgAFAAAAABgFhT8AAAAAphAWGqbkpGTNSp2l/IfzmQIUAAAAABB0avm7AQAAAADgbfYpQNvEttGoVaO0r2if185tnwJ09LWj1feivup8XmeFhYZ57fyoXOnpUn229zNJ0id7PlFIWIgKigsUWzdWklRQXKD4evHqmNBRG/dtVN6xvDLP8TsDAAAAYFYU/gAAAACYVlqrNPW9qK827N2gvGN52nl4p1754hXtP76/2ufO+m+Wsv6bpcZRjTX40sEUAaup9HSp4/dUUeHuwx8/1OJvF+v478e19NKl6vNmH508fbLc84WFhKnUWv60rPbfWe+WvSVREAQAAABgHhT+AAAAAJiafQpQuwmdJ2jKhilKz033yvkLTxRSBPSQvdi3YvsKLf52sQ6dOOR4rrLCXWRo5NnPXcGxkuvvzJnz78+58EhREAAAAIBRUPgDAAAAEFR8OQ2oc0EpITpBs1NnK61VmtfObwaVFftc9qukcOcrzr+/MwuPFHUBAAAAGAGFPwAAAABByXka0BXbV2jRN4tUeLLQa+e3rwWYkZyhCZ0nBFWhqKJpO89W7AskZxYeGdkJAAAAwAgo/AEAAAAIWvZpQJOTkjWj5wyvTgFql56brle+eEUjrhqhlg1bmnbaSE+n7TSi8oqArBcIAAAAIBBQ+AMAAAAA+XYK0P3H97sUFM0yYiyQp+2sKRWtF9isXjONaGfuYi8AAACAwEPhDwAAAACcnDkFqC+mpjTatJHOU3fG1o2VJH3444eGmbbTH/YfM2exFwAAAEBgo/AHAAAAAGc4cwpQexEwa3OW168ViNNGOhf6dh7eqXlfztO+Y94bARmMjFbsBQAAAGBMFP4AAAAAoBLORcDOzTt7fRpQZ+5MGxlbN1bWUqsk6bO9n+mv5/+1SoWj8kbvFRQXmG4kXyCvKxiIxV4AAAAA5kDhDwAAAADcVBPTgJbnzGkjI0MjtfTSpeq1pJfq1qlbpnDkXNCLrxevjgkdtXHfxhptc3VVVrhrHNVYkvT+He8rJCyk0syBPj0pawQCAAAA8CYKfwAAAABQBRVNA7rom0UqPFlY4+2pqHDkLJBHvzmLiYrRoEsHqe9Ffcst3NmLetfGX6vVq1arS1IXhYeHV3i+5KRkl8fdWnRz/M7OVhD09z2raI3A3i17O0Z8frLnE0fhk+IgAAAAAInCHwAAAAB47Mwi4JQNU1yKNYEikIt+zsW+MwtXZxbu7CwWi8fXs//OnJ1ZEAzEUZLOBV77iM8+b/bRydMnHfucOSWsVP4IUAqEAAAAgHlR+AMAAAAALwgLDdOkLpPUJraNT9cBNKIzR89VVuzzl/IKguWN7AyEImBFzhwlWJGK1hWsaJSlOz+feTwFRgAAAMA/KPwBAAAAgBc5rwOYdyxPOw/v1Lwv52nfseAqBFY0bacRC0IVTe8ayEXAylQ0PWx1pzc98/jyCowUDgEAAADfovAHAAAAAF525uixCZ0nGL5Y5A5Ppu00mvKKgGeOkDNqsbe6U8Keebw76086c7dwyBqHAAAAQMUo/AEAAACAj5ltxJizQJy2s6aUNz2oXbAUe73J3cJhddY4rGyUYXWnN/Xm8RQyAQAA4CkKfwAAAABQg4xYBEyol6Dh7YaXKahQnKiYEX/PRufuGofOvD29qTePP9uIx8/2fqbrml/H9KgAAABwEervBlTVnDlzlJSUpDp16qh9+/basmVLhfvOmzdPnTt3VoMGDdSgQQN17969zP533XWXQkJCXL5SU1N9HQMAAMAv6EsBgcVeHJqVOkt5/8jT+qHrtSRtidbeuVZr71yrJWlLlJGcoYR6CTXetpioGI2+drTWD12vPaP3aFKXSRrQdoC6teimbi26aUDbAUpOSqbI4Ibyfs+j249WTFSMv5sW9Lw9vak3j7ePeOz+r+7q/q/uGpg9UN3/1V193uwjSeq1pJeipkap68KuGpg9UF0XdlXcs3Eas3qM1v1vndb9b52WfrvU5efcPbkqPV29Ngc7+lIAACDQGWrE37JlyzR27FjNnTtX7du3V1ZWllJSUrRjxw7FxsaW2T83N1cDBgxQx44dVadOHU2fPl09e/bU999/r2bNmjn2S01N1euvv+54HBERUSN5AAAAahJ9KSCwuTNtpH06QGupVcU/FKtxVGP9cvyXs5/7jFFF9uk5zxxJZP+ZkUO+Y+Y1AlHzPFlX0T6SsO9FfZlqtIroSwEAACMwVOFv5syZGj58uIYNGyZJmjt3rlauXKn58+dr3LhxZfZfvHixy+NXX31Vy5cv17p16zRkyBDH9oiICMXFxfm28QAAAH5GXwowrjOLghaLRR/98JF+HPmj/pv330rXFztzHTHe0A8crBEIf3AuDlY21WhCdIJmp85WWqu0Gm5h4KIvBQAAjMAwhb9Tp07pyy+/1Pjx4x3bQkND1b17d23atMmtc5w4cUIWi0UNGzZ02Z6bm6vY2Fg1aNBA119/vZ588kk1atTIq+0HAADwJ/pSgDlVVjg6k7v7ITBUNjLQPuLz/TveV0hYCKME4bHKphrdX7Rf/d/qr3due4fin+hLAQAA4zBM4a+wsFClpaVq0qSJy/YmTZpo+/btbp3jscceU9OmTdW9e3fHttTUVKWlpen888/XTz/9pMcff1w33HCDNm3apLCw8j8BW1JSopKSEsfjoqIiSbZP3VosFrfaYt/P3f3NJtjzS9wD8pPf+XuwIb8x8xutvWeiL2UuwZ5f4h6QP/jyX9fsOsfPFotFOT/kqGOzjgoPD3dsf/TaR7Vp3yblH893rB946MQhx8+rdq3SWz+8pcITheVeo7LRX+6o7vHuigyNdPkebGoyf4hCNG71ON3Y4sZqjxI2+n+v9KXMJdjzS9wD8pPf+XuwIb8x81elvSFWq9Xqw7Z4zYEDB9SsWTNt3LhRHTp0cGx/9NFH9cknn2jz5s2VHv/UU0/p6aefVm5uri699NIK9/vf//6nCy64QGvXrlW3bt3K3eeJJ55QRkZGme1LlixRVFSUm4kAAICRnDhxQgMHDtTRo0cVHR3t7+ZUGX0pAADgT/Sl6EsBAADPVaUvZZgRf40bN1ZYWJgOHjzosv3gwYNnnQd9xowZeuqpp7R27dpKO1eS1KJFCzVu3Fi7du2qsIM1fvx4jR071vG4qKhIiYmJ6tmzp9udV4vFopycHPXo0cPlE5rBItjzS9wD8pOf/OQ3Wn77J6mNir6UuQR7fol7QH7yB3r+0tOllY4+PPPnuHPidE3Ta7TlwBat/HFlpSMTI0MjNb/NfP3tu7/p5OmTNRMogPgj/2t9XlP/1v2rdQ76UvSlAkmw55e4B+QnP/nJb7T8VelLGabwV7t2bbVr107r1q3TzTffLEk6ffq01q1bp5EjR1Z43NNPP60pU6Zo9erVuuqqq856nX379unXX39VfHx8hftEREQoIiKizPbw8PAqv1A8OcZMgj2/xD0gP/nJT36jMFJby0NfypyCPb/EPSA/+QM1f7jC1fWCrlU+rusFXdX1gq6anjLdZV1DSSooLnBZ43DZbcuqvcahv6c3rc7xJ0+frLHCX/y58dV+rQXqa9Vd9KXMKdjzS9wD8pOf/OQ3iqq01TCFP0kaO3ashg4dqquuukrXXHONsrKyVFxcrGHDhkmShgwZombNmmnatGmSpOnTp2vSpElasmSJkpKSlJ+fL0k655xzdM455+j48ePKyMhQv379FBcXp59++kmPPvqoLrzwQqWkpPgtJwAAgC/QlwIAGEVYaJiSk5LLfc5iseijHz5Sl6QuLm+ATOg8ocJiYXk/x9eLV8eEjtq4b6Pbx9TE8R/++KEWf7tYh04cOvt98vG6iiEKUUJ0gjqf19ln1zAS+lIAAMAIDFX4u/3223Xo0CFNmjRJ+fn5uvzyy7Vq1SrHwsp79+5VaGioY/+XXnpJp06dUv/+rtNRpKen64knnlBYWJi++eYbLVy4UEeOHFHTpk3Vs2dPTZ48udxPTgEAABgZfSkAgJlVViysjCfH+PL4bi26aUbPGWcd8bhy4Epd1/w6bdy3USu2r3C7WOiuEIVIkrJSsxQWGua18xoZfSkAAGAEhir8SdLIkSMrnEIhNzfX5fGePXsqPVdkZKRWr17tpZYBAAAEPvpSAAAEPndGPHY6r5PCa4UrOSlZyUnJlRYLpfJHElY2YjAhOkFZqVlKa5Xm3XAGR18KAAAEOsMV/gAAAAAAAODqbCMezxxJWNlUpfH14tX5vM6M9AMAADAgCn8AAAAAAABBoLziYHWnKgUAAEBgCT37LgAAAAAAAAAAAAACHYU/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACFP4AAAAAAAAAAAAAE6DwBwAAAAAAAAAAAJgAhT8AAAAAAAAAAADABCj8AQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/AAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMgMIfAAAAAAAAAAAAYAIU/gAAAAAAAAAAAAAToPAHAAAAAAAAAAAAmACFPwAAAAAAAAAAAMAEPCr8nTx5UidOnHA8/vnnn5WVlaU1a9Z4rWEAAABmRV8KAAAAAAAAvuBR4a9v37564403JElHjhxR+/bt9eyzz6pv37566aWXvNpAAAAAs6EvBQAA4LlffvlF+/btczzesmWLRo8erVdeecWPrQIAAAgMHhX+vvrqK3Xu3FmS9M4776hJkyb6+eef9cYbb+i5557zagMBAADMhr4UAACA5wYOHKj169dLkvLz89WjRw9t2bJFEyZMUGZmpp9bBwAA4F8eFf5OnDihevXqSZLWrFmjtLQ0hYaG6tprr9XPP//s1QYCAACYDX0pAAAAz3333Xe65pprJElvvfWW2rRpo40bN2rx4sVasGCBfxsHAADgZx4V/i688EK99957+uWXX7R69Wr17NlTklRQUKDo6GivNhAAAMBs6EsBAAB4zmKxKCIiQpK0du1a9enTR5J08cUXKy8vz59NAwAA8DuPCn+TJk3Sww8/rKSkJLVv314dOnSQZPvE+hVXXOHVBgIAAJgNfSkAAADPXXLJJZo7d642bNignJwcpaamSpIOHDigRo0a+bl1AAAA/lXLk4P69++vTp06KS8vT5dddplje7du3XTLLbd4rXEAAABmRF8KAADAc9OnT9ctt9yiZ555RkOHDnX0p95//33HFKAAAADByqPCnyTFxcUpLi7OZRudKwAAAPfQlwIAAPBMcnKyCgsLVVRUpAYNGji2jxgxQlFRUX5sGQAAgP+5XfhLS0vTggULFB0drbS0tEr3zc7OrnbDAAAAzIS+FAAAgPeEhYW5FP0kKSkpyT+NAQAACCBuF/7OPfdchYSEOH4GAACA++hLAQAAeO7KK6/UunXr1KBBA11xxRWOflV5vvrqqxpsGQAAQGBxu/D3+uuvl/szAAAAzo6+FAAAgOf69u2riIgISdLNN9/s38YAAAAEMI/W+Nu+fbsuvvjicp9bvXq1UlJSqtUoAAAAM6MvBQAAUDXp6enl/gwAAABXoZ4cdOWVV2rOnDku20pKSjRy5Ej17dvXKw0DAAAwK/pSAAAAnlu/fn2Fz7388ss12BIAAIDA41Hhb8GCBZo0aZJuvPFGHTx4UFu3btUVV1yhtWvXasOGDd5uIwAAgKnQlwIAAPBcamqqHnnkEVksFse2wsJC3XTTTRo3bpwfWwYAAOB/HhX+brvtNv3f//2fLBaLLrnkEnXo0EFdunTRV199pauvvtrbbQQAADAV+lIAAACeW79+vd59911dffXV+uGHH7Ry5Uq1adNGRUVF2rp1q7+bBwAA4FceFf7sTp06pdLSUpWWlio+Pl516tTxVrsqNGfOHCUlJalOnTpq3769tmzZUun+b7/9ti6++GLVqVNHbdu21UcffeTyvNVq1aRJkxQfH6/IyEh1795dO3fu9GUEAAAASfSlAAAAPNGxY0dt3bpVbdq00ZVXXqlbbrlFY8aMUW5urpo3b+7Ta9OXAgAAgc6jwt+bb76ptm3b6txzz9WPP/6olStX6pVXXlHnzp31v//9z9ttdFi2bJnGjh2r9PR0ffXVV7rsssuUkpKigoKCcvffuHGjBgwYoLvvvltff/21br75Zt1888367rvvHPs8/fTTeu655zR37lxt3rxZdevWVUpKin7//Xef5QAAAMGNvhQAAED1/Pjjj/riiy+UkJCgWrVqaceOHTpx4oRPr0lfCgAAVKS0VMrNlZYutX0vLfVfWzwq/N19992aOnWq3n//fcXExKhHjx769ttv1axZM11++eVebuKfZs6cqeHDh2vYsGFq3bq15s6dq6ioKM2fP7/c/WfPnu2Y971Vq1aaPHmyrrzySr3wwguSbJ+qysrK0sSJE9W3b19deumleuONN3TgwAG99957PssBAACCG30pAAAAzz311FPq0KGDevTooe+++05btmzR119/rUsvvVSbNm3y2XXpSwEAgPJkZ0tJSVLXrtLAgbbvSUm27f7gUeHvq6++0v333++yrUGDBnrrrbc0Z84crzTsTKdOndKXX36p7t27O7aFhoaqe/fuFXbqNm3a5LK/JKWkpDj23717t/Lz8132Offcc9W+fXufdhQBAEBwoy8FAADgudmzZ+u9997T888/rzp16qhNmzbasmWL0tLSlJyc7JNr0pcCAADlyc6W+veX9u1z3b5/v227P4p/tTw56KKLLqrwuTvvvNPjxlSmsLBQpaWlatKkicv2Jk2aaPv27eUek5+fX+7++fn5juft2yrapzwlJSUqKSlxPC4qKpIkWSwWWSwWt/LY93N3f7MJ9vwS94D85Hf+HmzIb8z83mwvfSn6UtUV7Pkl7gH5ye/8PdiQ35j5vdneb7/9Vo0bN3bZFh4ermeeeUa9e/f22nWc0Zcyl2DPL3EPyE9+5+/Bhvzey19aKj32mFSnTvnPh4RI48ZJN94ohYVV71pVaa9HhT9J2rdvn95//33t3btXp06dcnlu5syZnp7WEKZNm6aMjIwy29esWaOoqKgqnSsnJ8dbzTKkYM8vcQ/IT/5gRn5j5ff2mjH0pehLeUOw55e4B+QnfzAjv7Hye7MvdWbRz1mXLl28dp1ARV/Ke4I9v8Q9ID/5gxn5vZN/xoyz77N6dfWvU5W+lEeFv3Xr1qlPnz5q0aKFtm/frjZt2mjPnj2yWq268sorPTnlWTVu3FhhYWE6ePCgy/aDBw8qLi6u3GPi4uIq3d/+/eDBg4qPj3fZp7L1dcaPH6+xY8c6HhcVFSkxMVE9e/ZUdHS0W3ksFotycnLUo0cPhYeHu3WMmQR7fol7QH7yk5/8Rstv/yS1N9CXoi9VXcGeX+IekJ/85Ce/0fJ7sy8lSV988YXeeuutcj9Ele2DObXoS5lLsOeXuAfkJz/5yV/d/B98IP3979Jvv51939des037WR1V6Ut5VPgbP368Hn74YWVkZKhevXpavny5YmNjNWjQIKWmpnpyyrOqXbu22rVrp3Xr1unmm2+WJJ0+fVrr1q3TyJEjyz2mQ4cOWrdunUaPHu3YlpOTow4dOkiSzj//fMXFxWndunWODlVRUZE2b95cZt0dZxEREYqIiCizPTw8vMovFE+OMZNgzy9xD8hPfvKT3yi82Vb6UvSlvCXY80vcA/KTn/zkNwpvtvXNN9/UkCFDlJKSojVr1qhnz5768ccfdfDgQd1yyy1eu44z+lLmFOz5Je4B+clPfvJ7wr6un9Xq3v7x8VJ1b3VV2hrqyQW2bdumIUOGSJJq1aqlkydP6pxzzlFmZqamT5/uySndMnbsWM2bN08LFy7Utm3bdP/996u4uFjDhg2TJA0ZMkTjx4937D9q1CitWrVKzz77rLZv364nnnhCX3zxhaNDFhISotGjR+vJJ5/U+++/r2+//VZDhgxR06ZNHZ04AAAAb6MvBQAA4LmpU6dq1qxZ+uCDD1S7dm3Nnj1b27dv12233abzzjvPZ9elLwUAAEpLpVGj3Cv6hYRIiYlS586+b5czj0b81a1b1zGNQnx8vH766SddcsklkmyLHfvK7bffrkOHDmnSpEnKz8/X5ZdfrlWrVjkWQd67d69CQ/+sZXbs2FFLlizRxIkT9fjjj6tly5Z677331KZNG8c+jz76qIqLizVixAgdOXJEnTp10qpVq1SnotUYAQAAqom+FAAAgOd++ukn9erVS5JtJF5xcbFCQkI0ZswYXX/99eWuf+cN9KUAAAhupaXS889L+/a5f0xWlhQW5rMmlcujwt+1116rzz77TK1atdKNN96of/zjH/r222+VnZ2ta6+91tttdDFy5MgKp1DIzc0ts+3WW2/VrbfeWuH5QkJClJmZqczMTG81EQAAoFL0pQAAADzXoEEDHTt2TJLUrFkzfffdd2rbtq2OHDmiEydO+PTa9KUAAAhO2dm2kX7uFv0aNZJeeUVKS/Ntu8rjUeFv5syZOn78uCQpIyNDx48f17Jly9SyZUvNnDnTqw0EAAAwG/pSAAAAnvvrX/+qnJwctW3bVrfeeqtGjRqljz/+WDk5OerWrZu/mwcAAEymqmv6SdKyZZK/uiUeFf5atGjh+Llu3bqaO3duufstXbpUffr0Ud26dT1rHQAAgAnRlwIAAPDcCy+8oN9//12SNGHCBIWHh2vjxo3q16+fJk6c6OfWAQAAM6nKmn6SbV2/hAQpOdmnzapU6Nl38dy9996rgwcP+vISAAAApkVfCgAAoKyGDRuqadOmkqTQ0FCNGzdO77//vp599lk1aNDAsd9TTz2lI0eO+KmVAADADHJz3Z/eMyTE9t0f6/o582nhz1qVcY8AAABwQV8KAADAc1OnTtXhw4f93QwAAGBQ2dnSbbe5v39CgvTOO/5Z18+ZR1N9AgAAAAAAAIGMD1EBAABPVXVdv1mzpL//3b8j/ewo/AEAAAAAAAAAAACq2rp+9jX9AqXoJ/l4qk8AAAAAAAAAAADAKKqyrp/k/zX9zkThDwAAAAAAAAAAAEGvKuv6NWoUGGv6ncmjwt/69esrfO7ll192/Ny8eXOFh4d7cgkAAADTGjp0qD799NOz7kdfCgAAAAAAoGbY1/U7fNi9/ZctC7yin+Rh4S81NVWPPPKILBaLY1thYaFuuukmjRs3zrHtu+++U2JiYvVbCQAAYCJHjx5V9+7d1bJlS02dOlX79+8vdz/6UgAAAGVdf/31ysjIKLP9t99+0/XXX+943LlzZ0VGRtZk0wAAgEFVdV2/xEQpOdnnzfKIxyP+3n33XV199dX64YcftHLlSrVp00ZFRUXaunWrl5sIAABgLu+9957279+v+++/X8uWLVNSUpJuuOEGvfPOOy4frAIAAEBZubm5euGFF3TzzTeruLjYsf3UqVP65JNPHI8/+ugjxcfH+6OJAADAYIy+rp8zjwp/HTt21NatW9WmTRtdeeWVuuWWWzRmzBjl5uaqefPm3m4jAACA6cTExGjs2LH6v//7P23evFkXXnih7rzzTjVt2lRjxozRzp07/d1EAACAgLV27Vrl5+fr2muv1Z49e/zdHAAAYGBmWNfPmUeFP0n68ccf9cUXXyghIUG1atXSjh07dOLECW+2DQAAwPTy8vKUk5OjnJwchYWF6cYbb9S3336r1q1ba9asWf5uHgAAQECKj4/XJ598orZt2+rqq69Wbm6uv5sEAAAMyCzr+jnzqPD31FNPqUOHDurRo4e+++47bdmyRV9//bUuvfRSbdq0ydttBAAAMBWLxaLly5erd+/eat68ud5++22NHj1aBw4c0MKFC7V27Vq99dZbyszM9HdTAQAAAk5ISIgkKSIiQkuWLNGoUaOUmpqqF1980c8tAwAARmKmdf2c1fLkoNmzZ+u9997TDTfcIElq06aNtmzZoscff1zJyckqKSnxaiMBAADMJD4+XqdPn9aAAQO0ZcsWXX755WX26dq1q+rXr1/jbQMAAAh01jPenZs4caJatWqloUOH+qlFAADAiMy0rp8zjwp/3377rRo3buyyLTw8XM8884x69+7tlYYBAACY1axZs3TrrbeqTp06Fe5Tv3597d69uwZbBQAAYAy7d+9WTEyMy7Z+/frp4osv1hdffOGnVgEAACP54ANp+HD39m3USHrllcCf4tPOo8LfmUU/Z126dPG4MQAAAMHgzjvv9HcTAAAADKt58+blbr/kkkt0ySWX1HBrAACAEd15p3TihHv7Llsmdevm2/Z4k0eFPwAAAAAAAAAAAMAoSkulTz6x/ezuun4JCcZY189ZqL8bAAAAAAAAAAAAAPhKdraUlCT16VO144yyrp8zCn8AAAAAAAAAAAAwpexsqX9/ad8+949p1Eh65x3jrOvnjKk+AQAAAAAAAAAAYDqlpdKoUe5N7enMaOv6OaPwBwAAAAAAAAAAANPJza3aSD+jruvnjKk+AQAAAAAAAAAAYCrZ2dJtt7m/f0iI7bsR1/VzRuEPAAAAAAAAAAAApmFf1+/wYfePSUgw7rp+zpjqEwAAAAAAAICL0lJpwwYpL0+KjbVtKyiQ4uOlzp2NPRICAGBup05J993n/rp+DRtKb71lm97TDP++UfgDAAAAAAAA4JCdLY0aVfGaSI0bS4MHS337UgQEAASW7Gzp3nulwkL39g8JkebNk7p18227ahKFPwAAAAAAAACS/pwarbJREoWFtvWPsrKkZs2kESOkli0ZDQgA8C93/g1z1qiR9Morxp/a80wU/gAAAAAAAACotNQ20s/dN0wlaf9+KT39z8eMBgQA+ENVp/eUpGXLzDXSzy7U3w0AAAAAAAAA4H8bNlQ8vae77KMBu3aVkpJsoy8AAPCl7GzbCPRDh9w/JiHBtqafGTHiDwAAAAAAAIDy8rx7vn37pH79pIwMacIERv8BgLtKS20fxsjLk2JjbdsKCphSuTxVnd7T7qmnzHsfKfwBAAAAAAAAUHy8b86bni49/zxTgAKAM+fiXny81LGjtHGjtGKFtHhxxaPX7FMq9+5texzMBUFPpvds3Nj2/aabfNOmQEDhDwAAAAAAAIA6d7ZNfbZ/f9VHTpyNfQrQrCzWAQQQXMobvffhh2WLe2Fhtn3PxvnvqbNmzaQRI6SWLYNjlGB2tnTvvbb74a6YGGnbNmntWt+1KxBQ+AMAAAAAAACgsDBp9mzblGkhId4v/tk5v2nt/Ea1Wd+cBhB87MW+s43eO/OY6ti/3zbCujzOH7i49trqXcefnO/rmYXPswkJkebOlWrX9knTAkqovxsAAAAAAAAAIDCkpUnvvGMryNUE+xvVAwdKXbtKcXHSmDFSbm713wQHAH/IzpaSkmx/07Ky3Cv6+Zr9Axddu9o+aCFJn31mrL+zZ97XqoiJsf3blpbmi5YFHgp/AAAAAAAAABzS0qQ9e6T166UlS2xToq1dK40ebXvz1Jec35xOSrK90QsARlBaKmVmSv36Sfv2+bs1Ffv1V9v3Xr2M8WGL6t7XmBjbccFS9JMMVPg7fPiwBg0apOjoaNWvX1933323jh8/Xun+f//733XRRRcpMjJS5513nh566CEdPXrUZb+QkJAyX2+++aav4wAAANQo+lIAAACeC8a+VFiYlJwsDRggdetm+5o1y7ZGlb0gmJFhWxPQV/bts73Rm5kZuG9IAwhepaW2gtnSpba/U82bVzzVZqBy/rBF8+a2HEuXBk4hMDu7evc1mKb3dGaYNf4GDRqkvLw85eTkyGKxaNiwYRoxYoSWLFlS7v4HDhzQgQMHNGPGDLVu3Vo///yz7rvvPh04cEDvvPOOy76vv/66UlNTHY/r16/vyygAAAA1jr4UAACA5+hL/cleELSbMOHP9ZYWLbK9iext6enS88//uT4V6wAC8BdP1u4zijPXCHReF7Cm/+6WlkpTplSvkBoTYyv6BdNIPztDFP62bdumVatW6fPPP9dVV10lSXr++ed14403asaMGWratGmZY9q0aaPly5c7Hl9wwQWaMmWKBg8erD/++EO1av0ZvX79+oqLi/N9EAAAAD+gLwUAAOA5+lKVsxcCk5OlGTOq/0ZtReyjUrKy/PtmNIDglZ0tjRoV2NN4elN5f3d797Y9V1Agxcd792+wc1G1uh8ksU/vGWwj/ewMUfjbtGmT6tev7+hcSVL37t0VGhqqzZs365ZbbnHrPEePHlV0dLRL50qSHnzwQd1zzz1q0aKF7rvvPg0bNkwhISEVnqekpEQlJSWOx0VFRZIki8Uii8XiVlvs+7m7v9kEe36Je0B+8jt/DzbkN2Z+o7XXGX0p8wn2/BL3gPzkd/4ebMhvzPxGa68z+lJVM3681KaN9NhjttEjvlBcLL38su2rWTNp+nTpppvcP96o/x15U7DfA/KT3/n72ZSW2j7YMHWq7XFkpK9aVjMiIy0u393h/HfXWdOm0l13SRdcYFsvsEOHyguBpaXSpk1Sfr5t/2uukbZskVaulN56y7XY58l9tv/zOXeu7efyfsVGff1Xpb2GKPzl5+crNjbWZVutWrXUsGFD5efnu3WOwsJCTZ48WSNGjHDZnpmZqeuvv15RUVFas2aNHnjgAR0/flwPPfRQheeaNm2aMjIyymxfs2aNoqKi3GqPXU5OTpX2N5tgzy9xD8hP/mBGfmPlP3HihL+b4DH6UuYV7Pkl7gH5yR/MyG+s/PSlgqsvFRZme5O8Jn30UdWPMdp/R74Q7PeA/OR3V9u2trXvzGT+fO/+/ouKpNWr3ds3Ksq2/9q1tsedO9u+vOls/y4Y7fVflb6UXwt/48aN0/Tp0yvdZ9u2bdW+TlFRkXr16qXWrVvriSeecHnun//8p+PnK664QsXFxXrmmWcq7WCNHz9eY8eOdTl/YmKievbsqejoaLfaZLFYlJOTox49eig8PLxqgUwg2PNL3APyk5/85DdafvsnqQMJfSnjvY68JdjzS9wD8pOf/OQ3Wn76UsHdl7KP8ChvRIe3NWok3X671KtXxSNPjPrfkTcF+z0gP/nPlv/MUX6+0rixdNtttr9Z9tFv9tFw5f0Ncx4xFxNj23bokPTTT9LChe6NtI6MtGj+/Bz97W89dPKkOX7/DzxQ+d99Z0Z9/VelL+XXwt8//vEP3XXXXZXu06JFC8XFxamgoMBl+x9//KHDhw+fdQ70Y8eOKTU1VfXq1dO777571l9k+/btNXnyZJWUlCgiIqLcfSIiIsp9Ljw8vMovFE+OMZNgzy9xD8hPfvKT3ygCsa30pYz3OvK2YM8vcQ/IT37yk98oArGt9KVq7nUUHi517Wr7mj7dtoZTXp60c6c0b55318vat0969lnb19nWAjTaf0e+EOz3gPzkd87vzTXmzuTuGnldu56tzRXvM378n39f7QPVP/xQWrzYVhw808mT4YYv/CUkSLNnS2lpVT/WaK//qrTVr4W/mJgYxdjL0pXo0KGDjhw5oi+//FLt2rWTJH388cc6ffq02rdvX+FxRUVFSklJUUREhN5//33VqVPnrNfaunWrGjRoUGHnCgAAIFDQlwIAAPAcfSn/CAuTkpP/fDxhgu/eaC8slLKybF/ORcBrr/XeNQCYQ3a2NGqUdz+IYJeRYftbd7aRaNV15t9XSerWzTZy0f53dvFi6fhx37ajptTUfTWiUH83wB2tWrVSamqqhg8fri1btug///mPRo4cqTvuuENNmzaVJO3fv18XX3yxtmzZIsnWuerZs6eKi4v12muvqaioSPn5+crPz1dpaakk6YMPPtCrr76q7777Trt27dJLL72kqVOn6u9//7vfsgIAAHgbfSkAAADP0ZfyLfsb1bNm2aauK2f5Qq+wFwG7drWt1QUApaVSbq40ZozUr5/3i36JidLy5dKkSf4tTjn/nc3Ls027LNk+EGFECQmBcV8DmV9H/FXF4sWLNXLkSHXr1k2hoaHq16+fnnvuOcfzFotFO3bscCxw+NVXX2nz5s2SpAsvvNDlXLt371ZSUpLCw8M1Z84cjRkzRlarVRdeeKFmzpyp4cOH11wwAACAGkBfCgAAwHP0pWpGWJjtjdw2bXw38kb6cw2s6dNtU+PxxjEQnNq2lXbt8t75EhKk4cOlli3Ln8YzEISFSZ06SR99JP34o/Tf//pu6mVfYJSfewxT+GvYsKGWLFlS4fNJSUmyWq2Ox8nJyS6Py5OamqrU1FSvtREAACBQ0ZcCAADwHH2pmpWWZpuS03lquvLWp6quqVOluXOlESMC+416AN5TWmor+rdt++eHAKrjbGuJBrLKpl721d9dTyUm2kZte7KWXzAyxFSfAAAAAAAAAILHmVPTrV8vjR4tubEsY5Xs3y+lp0sDB9qmAY2Ls037l5trKxAAMI/sbKl5c1vR3xsyMmxTFM+aZft7ZaSiX3lq6u+uu2JibNdfv17avZuiX1UYZsQfAAAAAAAAgOBjfzM6OVmaMePPESlZWd6/ln0twKwsY4/kAfCn0lJpyhRbkV+SIiOrd76EBGn2bHMXosr7u5uXJ8XG2p4vKPDO9KBhYa4fsoiJkQYN4u9udVH4AwAAAAAAAGAIzm9Gd+7s27UAnYuAwfBGP2BG2dnSQw95Z1pPKTjXmDtzSlBnnkwP6lzc69hR2rjRVlRkumXvofAHAAAAAAAAwHBqai1AyVZc7NcvON/0B4zozFF+1cUac+VzZ2Sg88/lFfcqKirCcxT+AAAAAAAAABhSRdOA+qoImJ4uPf88U4ACgcxbo/yYdrJqKhsZiJpF4Q8AAAAAAACA4VVUBFy0yDZtp7c4TwHarJk0YoTUsiXT1AH+VFrqvfU/R4+m2Adjo/AHAAAAAAAAwFTOLAJ6c8o/Z/v3u563cWNGAwI1LTvbO+t9spYnzCLU3w0AAAAAAAAAAF8JC5MmTZKWL7e9se9L9tGAXbtKSUm2ggQA3ygtlTIzbetvVrfol5Eh7dlD0Q/mQOEPAAAAAAAAgOmlpdne2F+50vb48cd9Wwjct89WkMjMtBUoAHhPdrbUvHn1R/ImJNg+FDBpEiN0YR4U/gAAAAAAAAAEhbAwqVMn28+PPWYrBK5fb1vTKybGN9dMT5fi4qQxY6TcXIqAQHU4j/Lbv79653r8cUb5wZwo/AEAAAAAAAAISva1AGfNkvLy/iwCNm7s3es4TwHavLmtcLF0KYVAoCq8NcqvWTPb98ceY5QfzInCHwAAAAAAAICg51wEzM+3rfnlC/v32woXAwfaCoGMBgQq581RfhkZ0rffeqddQKCi8AcAAAAAAAAATsLCbGt+LV/u23UAJdfRgBQBAVfeGuWXmMhafggeFP4AAAAAAAAAoBxpaTWzDqCdcxEwKclW9ACCkbdG+Y0ebfvvd/du1vJD8Kjl7wYAAAAAAAAAQKCyTwGanCzNmCFt2GBbD3DnTmnePGnfPt9cd98+W9EjI0OaMIFRSjC30lLX/7ZeeaV6Bb+EBGn2bIp9CE4U/gAAAAAAAADADfYioN2ECbZixYoV0qJFthF73paeLj3/vDR4sNS3r9S5M0VAmEt2tjRqlPeK6BTLEeyY6hMAAAAAAAAAPGAvBM6aJeXn2woOvuA8BWjz5rYpEJcuZS1AGJvzdJ7eKPolJLCOHyBR+AMAAAAAAACAagsLsxUcli+3FSB8Zf9+2yjAgQNZCxDGlZ1tK2Knp3vnfBkZtvU4mdoToPAHAAAAAAAAAF6TlmYrQKxfL40eLcXE+PZ69rUAMzMZ/YfA5zzKrzpr+Nkxyg8oi8IfAAAAAAAAAHiR8xSgeXm2IuCSJbZRSb4aDZieLsXFSWPGMAUoAktpqe01OWaM7TXKKD/At2r5uwEAAAAAAAAAYFb2IqDdhAnShg3SihXS4sXSoUPeu5Z9LcCsLKlxY2nwYKlvX6lzZ0ZDwT+ys6VRo7yzhp9dQoI0ezYFP6AijPgDAAAAAAAAgBpS3mjA0aNthTpvshcBWQcQ/uA8pac3i36M8gPOjsIfAAAAAAAAAPiBcxEwP99W1PAF1gGEr9mn81y61PY6a97ce1N6SlJiImv5Ae5iqk8AAAAAAAAA8LOwMFtRo00b70+NaJeeLr3yinTffVLbttJnn0l//SuFFFSPL6bzbNZMGjFCatlSio9nulqgKhjxBwAAAAAAAAABIi3NNpWhfQrQmBjvnn//fmnqVNvPvXpJcXHSmDG20VqMBkRV+HI6z59/thXCBwywjYql6Ae4j8IfAAAAAAAAAASQ8tYBXLLEVhBp1sy712ItQFSFfUrPMWNsRWNvTueZkMB0noA3UPgDAAAAAAAAgABlLwIOGGAriPz8M2sBwj+ys23F4a5dbcXiwkLvnTsjwzbSNS3Ne+cEghWFPwAAAAAAAAAwCPtagMuX20ZI+UJ6OlOA4k++mtJTkhITGeUHeBuFPwAAAAAAAAAwGF+vBeg8BShFwODjyyk9Gze2vWbXr5d272aUH+BttfzdAAAAAAAAAABA1dmnAU1OlmbMkDZskFaskBYt8u40jPYiYFaWbY3BESOkli2l+Hipc2dGaplNdrY0apT3R/dJtik9J0zgNQP4EiP+AAAAAAAAAMDg7EXAWbOk/HzfrQO4f79t9NfAgYwGNBPnEX5M6QkYGyP+AAAAAAAAAMBE7OsAtmnju5Fbds6jARs3lgYPlvr2ZSSgEZSWSv/5j22U6OLF0qFD3js3I0MB/6HwBwAAAAAAAAAmlJZmK8Jt2CDl5Uk7d0rz5km//uqb61EEDHylpdJnn9l+/stfpF9+8f41mM4T8C+m+gQAAAAAAAAAk7JPATpggG0U4J490sqVtucaNfLdde1FQKYD9T/naTzj46VevWzbvbkOpMR0nkCgoPAHAAAAAAAAAEEiLEzq1Mn2886dvlsL0JlzEbB5cykzU1q6lEJgTcjOlpKSbPc+K8u703lKtpGdo0dL69dLu3fbRpkC8C/DFP4OHz6sQYMGKTo6WvXr19fdd9+t48ePV3pMcnKyQkJCXL7uu+8+l3327t2rXr16KSoqSrGxsXrkkUf0xx9/+DIKAABAjaMvBQAA4Dn6UjAr+1qAy5dLCQk1c839+6X0dGngQEYD+lJpqa3A2q+f79Z4zMiQ8vOlWbNso0oZ5QcEBsOs8Tdo0CDl5eUpJydHFotFw4YN04gRI7RkyZJKjxs+fLgyMzMdj6Oiohw/l5aWqlevXoqLi9PGjRuVl5enIUOGKDw8XFOnTvVZFgAAgJpGXwoAAMBz9KVgds5rAa5YIS1e7P2RYRVhXUDvKC11XcvxlVdsRVZfSEy0/b4Y3QcEJkMU/rZt26ZVq1bp888/11VXXSVJev7553XjjTdqxowZatq0aYXHRkVFKS4urtzn1qxZox9++EFr165VkyZNdPnll2vy5Ml67LHH9MQTT6h27do+yQMAAFCT6EsBAAB4jr4UgoV9LcDkZGnGjMAqAnbsKG3caCtqxcdTFLSzF/tq4vcUEyMNGkRRFjACQxT+Nm3apPr16zs6V5LUvXt3hYaGavPmzbrlllsqPHbx4sVatGiR4uLidNNNN+mf//yn49NVmzZtUtu2bdWkSRPH/ikpKbr//vv1/fff64orrij3nCUlJSopKXE8LioqkiRZLBZZLBa3Mtn3c3d/swn2/BL3gPzkd/4ebMhvzPxGa68z+lLmE+z5Je4B+cnv/D3YkN+Y+Y3WXmf0pcwn2PNL7t2D666zfU2bJm3aZJvS8aefpIULfTeSzFlxsfTyy7avsDDXaUAbNZJuv13q1Uvq0KHqRSgjvwZKS22/j5UrpbfeshVL7SIj3TtHZKTF5XtlHnig7H0+fdr2ZVRG/v17A/mNmb8q7TVE4S8/P1+xsbEu22rVqqWGDRsqPz+/wuMGDhyo5s2bq2nTpvrmm2/02GOPaceOHcrOznac17lzJcnxuLLzTps2TRnlrHq7Zs0alykb3JGTk1Ol/c0m2PNL3APykz+Ykd9Y+U+cOOHvJniMvpR5BXt+iXtAfvIHM/IbKz99KfpSgSjY80tVuwdRUVLbtrbRgIGiqEhavdrz4438Gujc2fZVHfPnu5e/uvc5UBn59+8N5DdW/qr0pfxa+Bs3bpymT59e6T7btm3z+PwjRoxw/Ny2bVvFx8erW7du+umnn3TBBRd4fN7x48dr7NixjsdFRUVKTExUz549FR0d7dY5LBaLcnJy1KNHD4WHh3vcFqMK9vwS94D85Cc/+Y2W3/5J6kBCX8p4ryNvCfb8EveA/OQnP/mNlp++FH2pQBLs+SXv3YPKRp/5W2WjAgP9NWC/r74aZRkZadH8+Tn629966OTJP/M3bizddpvnIymNItB//75GfmPmr0pfyq+Fv3/84x+66667Kt2nRYsWiouLU0FBgcv2P/74Q4cPH65wnvTytG/fXpK0a9cuXXDBBYqLi9OWLVtc9jl48KAkVXreiIgIRURElNkeHh5e5ReKJ8eYSbDnl7gH5Cc/+clvFIHYVvpSxnsdeVuw55e4B+QnP/nJbxSB2Fb6UsZ7HXlbsOeXqn8PwsOlrl1tX9On+2ddwIrs2yc9+6ztq1kzacQIqWVLKTZWslpt+2zeHK6//jXcbwUu+xp9eXm2dknShx/W3P07eTJc55wTHrRr9wX73wDyGyt/Vdrq18JfTEyMYmJizrpfhw4ddOTIEX355Zdq166dJOnjjz/W6dOnHZ0md2zdulWSFB8f7zjvlClTVFBQ4JiyIScnR9HR0WrdunUV0wAAANQs+lIAAACeoy8FeFdYmJScbPuaMSOwioD790vp6X8+joyUli61jWyrW1caPFjq3dv2XEHBn0W4ggIpPr76BTF/F/jO1KiR7fvKldJf/xpcxT4gGBhijb9WrVopNTVVw4cP19y5c2WxWDRy5Ejdcccdatq0qSRp//796tatm9544w1dc801+umnn7RkyRLdeOONatSokb755huNGTNGf/3rX3XppZdKknr27KnWrVvrzjvv1NNPP638/HxNnDhRDz74YLmfnAIAADAi+lIAAACeoy8FVF15RcC8PGnnTmnePNtovEBRWChlZdm+KnLmiEGpbIGwop8DLXNGhvToo7Y1+zp1ougHmJEhCn+StHjxYo0cOVLdunVTaGio+vXrp+eee87xvMVi0Y4dOxwLHNauXVtr165VVlaWiouLlZiYqH79+mnixImOY8LCwvThhx/q/vvvV4cOHVS3bl0NHTpUmZmZNZ4PAADAl+hLAQAAeI6+FOA5exHQbsKEwBoN6I4zRwwaUWKirbiZliZZLP5uDQBfMkzhr2HDhlqyZEmFzyclJclqn5xZUmJioj755JOznrd58+b66KOPvNJGAACAQEVfCgAAwHP0pQDvCeQpQc0kIUEaPtw2StEb05UCMA7DFP4AAAAAAAAAAObhbhEwLMy2Th4qFxMjDRok9e1LoQ8IZhT+AAAAAAAAAAB+VdG6gPHxUseO0saNjAwsD8U+AGei8AcAAAAAAAAACBhnrgsoMT2oM4p9ACpD4Q8AAAAAAAAAYAgVjQyMjbU9/+GH5isIsl4fgKqg8AcAAAAAAAAAMJzyRgZ26+ZaENy5U5o3T9q3zy9N9Bij+gB4isIfAAAAAAAAAMA0ziwITpjgOjLQapWKi6XGjaVffvFbMyX9WeDr3dv2uKCAUX0AqofCHwAAAAAAAADAtM4sBFos0kcfST/+KP33v65ThRYUuP7sjRGDzlN1Op+bAh8AX6DwBwAAAAAAAAAIOuVNFVqeM0cMSmULhBX9THEPQE2j8AcAAAAAAAAAQAXcLRACQCAI9XcDAAAAAAAAAAAAAFQfhT8AAAAAAAAAAADABCj8AQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/AAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMgMIfAAAAAAAAAAAAYAIU/gAAAAAAAAAAAAAToPAHAAAAAAAAAAAAmACFPwAAAAAAAAAAAMAEKPwBAAAAAAAAAAAAJkDhDwAAAAAAAAAAADABCn8AAAAAAAAAAACACVD4AwAAAAAAAAAAAEyAwh8AAAAAAAAAAABgAhT+AAAAAAAAAAAAABOg8AcAAAAAAAAAAACYAIU/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACFP4AAAAAAAAAAAAAE6DwBwAAAAAAAAAAAJgAhT8AAAAAAAAAAADABAxT+Dt8+LAGDRqk6Oho1a9fX3fffbeOHz9e4f579uxRSEhIuV9vv/22Y7/ynn/zzTdrIhIAAECNoS8FAADgOfpSAADAKGr5uwHuGjRokPLy8pSTkyOLxaJhw4ZpxIgRWrJkSbn7JyYmKi8vz2XbK6+8omeeeUY33HCDy/bXX39dqampjsf169f3evsBAAD8ib4UAACA5+hLAQAAozBE4W/btm1atWqVPv/8c1111VWSpOeff1433nijZsyYoaZNm5Y5JiwsTHFxcS7b3n33Xd12220655xzXLbXr1+/zL4AAABmQV8KAADAc/SlAACAkRii8Ldp0ybVr1/f0bmSpO7duys0NFSbN2/WLbfcctZzfPnll9q6davmzJlT5rkHH3xQ99xzj1q0aKH77rtPw4YNU0hISIXnKikpUUlJieNxUVGRJMlischisbiVyb6fu/ubTbDnl7gH5Ce/8/dgQ35j5jdae53RlzKfYM8vcQ/IT37n78GG/MbMb7T2OqMvZT7Bnl/iHpCf/M7fgw35jZm/Ku01ROEvPz9fsbGxLttq1aqlhg0bKj8/361zvPbaa2rVqpU6duzosj0zM1PXX3+9oqKitGbNGj3wwAM6fvy4HnrooQrPNW3aNGVkZJTZvmbNGkVFRbnVHrucnJwq7W82wZ5f4h6Qn/zBjPzGyn/ixAl/N8Fj9KXMK9jzS9wD8pM/mJHfWPnpS9GXCkTBnl/iHpCf/MGM/MbKX5W+lF8Lf+PGjdP06dMr3Wfbtm3Vvs7Jkye1ZMkS/fOf/yzznPO2K664QsXFxXrmmWcq7WCNHz9eY8eOdTwuKipSYmKievbsqejoaLfaZLFYlJOTox49eig8PLwKacwh2PNL3APyk5/85DdafvsnqQMJfSnjvY68JdjzS9wD8pOf/OQ3Wn76UvSlAkmw55e4B+QnP/nJb7T8VelL+bXw949//EN33XVXpfu0aNFCcXFxKigocNn+xx9/6PDhw27Ngf7OO+/oxIkTGjJkyFn3bd++vSZPnqySkhJFRESUu09ERES5z4WHh1f5heLJMWYS7Pkl7gH5yU9+8htFILaVvpTxXkfeFuz5Je4B+clPfvIbRSC2lb6U8V5H3hbs+SXuAfnJT37yG0VV2urXwl9MTIxiYmLOul+HDh105MgRffnll2rXrp0k6eOPP9bp06fVvn37sx7/2muvqU+fPm5da+vWrWrQoEGFnSsAAIBAQV8KAADAc/SlAACAGRlijb9WrVopNTVVw4cP19y5c2WxWDRy5Ejdcccdatq0qSRp//796tatm9544w1dc801jmN37dqlTz/9VB999FGZ837wwQc6ePCgrr32WtWpU0c5OTmaOnWqHn744RrLBgAA4Gv0pQAAADxHXwoAABiJIQp/krR48WKNHDlS3bp1U2hoqPr166fnnnvO8bzFYtGOHTvKLHA4f/58JSQkqGfPnmXOGR4erjlz5mjMmDGyWq268MILNXPmTA0fPtzneQAAAGoSfSkAAADP0ZcCAABGYZjCX8OGDbVkyZIKn09KSpLVai2zferUqZo6dWq5x6Smpio1NdVrbQQAAAhU9KUAAAA8R18KAAAYRai/GwAAAAAAAAAAAACg+ij8AQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/AAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMgMIfAAAAAAAAAAAAYAIU/gAAAAAAAAAAAAAToPAHAAAAAAAAAAAAmACFPwAAAAAAAAAAAMAEKPwBAAAAAAAAAAAAJkDhDwAAAAAAAAAAADABCn8AAAAAAAAAAACACVD4AwAAAAAAAAAAAEyAwh8AAAAAAAAAAABgAhT+AAAAAAAAAAAAABOg8AcAAAAAAAAAAACYAIU/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACFP4AAAAAAAAAAAAAE6DwBwAAAAAAAAAAAJgAhT8AAAAAAAAAAADABCj8AQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/AAAAAAAAAAAAgAlQ+AMAAAAAAAAAAABMgMIfAAAAAAAAAAAAYAIU/gAAAAAAAAAAAAAToPAHAAAAAAAAAAAAmACFPwAAAAAAAAAAAMAEKPwBAAAAAAAAAAAAJkDhDwAAAAAAAAAAADABwxT+pkyZoo4dOyoqKkr169d36xir1apJkyYpPj5ekZGR6t69u3bu3Omyz+HDhzVo0CBFR0erfv36uvvuu3X8+HEfJAAAAPAf+lIAAACeoy8FAACMwjCFv1OnTunWW2/V/fff7/YxTz/9tJ577jnNnTtXmzdvVt26dZWSkqLff//dsc+gQYP0/fffKycnRx9++KE+/fRTjRgxwhcRAAAA/Ia+FAAAgOfoSwEAAKOo5e8GuCsjI0OStGDBArf2t1qtysrK0sSJE9W3b19J0htvvKEmTZrovffe0x133KFt27Zp1apV+vzzz3XVVVdJkp5//nndeOONmjFjhpo2beqTLAAAADWNvhQAAIDn6EsBAACjMEzhr6p2796t/Px8de/e3bHt3HPPVfv27bVp0ybdcccd2rRpk+rXr+/oXElS9+7dFRoaqs2bN+uWW24p99wlJSUqKSlxPC4qKpIkWSwWWSwWt9pn38/d/c0m2PNL3APyk9/5e7AhvzHzG6291UVfKrAFe36Je0B+8jt/DzbkN2Z+o7W3uuhLBbZgzy9xD8hPfufvwYb8xsxflfaatvCXn58vSWrSpInL9iZNmjiey8/PV2xsrMvztWrVUsOGDR37lGfatGmOT3o5W7NmjaKioqrUzpycnCrtbzbBnl/iHpCf/MGM/MbKf+LECX83oUbRlzKGYM8vcQ/IT/5gRn5j5acvJcdj+lKBI9jzS9wD8pM/mJHfWPmr0pfya+Fv3Lhxmj59eqX7bNu2TRdffHENtcg948eP19ixYx2Pi4qKlJiYqJ49eyo6Otqtc1gsFuXk5KhHjx4KDw/3VVMDVrDnl7gH5Cc/+clvtPz2T1IHEvpSxnsdeUuw55e4B+QnP/nJb7T89KW8h75U9QV7fol7QH7yk5/8Rstflb6UXwt///jHP3TXXXdVuk+LFi08OndcXJwk6eDBg4qPj3dsP3jwoC6//HLHPgUFBS7H/fHHHzp8+LDj+PJEREQoIiKizPbw8PAqv1A8OcZMgj2/xD0gP/nJT36jCMS20pcy3uvI24I9v8Q9ID/5yU9+owjEttKXMt7ryNuCPb/EPSA/+clPfqOoSlv9WviLiYlRTEyMT859/vnnKy4uTuvWrXN0qIqKirR582bdf//9kqQOHTroyJEj+vLLL9WuXTtJ0scff6zTp0+rffv2PmkXAACAt9CXAgAA8Bx9KQAAYEah/m6Au/bu3autW7dq7969Ki0t1datW7V161YdP37csc/FF1+sd999V5IUEhKi0aNH68knn9T777+vb7/9VkOGDFHTpk118803S5JatWql1NRUDR8+XFu2bNF//vMfjRw5UnfccYeaNm3qj5gAAAA+QV8KAADAc/SlAACAUfh1xF9VTJo0SQsXLnQ8vuKKKyRJ69evV3JysiRpx44dOnr0qGOfRx99VMXFxRoxYoSOHDmiTp06adWqVapTp45jn8WLF2vkyJHq1q2bQkND1a9fPz333HM1EwoAAKCG0JcCAADwHH0pAABgFIYp/C1YsEALFiyodB+r1eryOCQkRJmZmcrMzKzwmIYNG2rJkiXeaCIAAEDAoi8FAADgOfpSAADAKAwz1ScAAAAAAAAAAACAilH4AwAAAAAAAAAAAEyAwh8AAAAAAAAAAABgAhT+AAAAAAAAAAAAABOg8AcAAAAAAAAAAACYAIU/AAAAAAAAAAAAwAQo/AEAAAAAAAAAAAAmQOEPAAAAAAAAAAAAMAEKfwAAAAAAAAAAAIAJUPgDAAAAAAAAAAAATIDCHwAAAAAAAAAAAGACtfzdADOwWq2SpKKiIrePsVgsOnHihIqKihQeHu6rpgWsYM8vcQ/IT37yk99o+e3/ztv/3Yf30JequmDPL3EPyE9+8pPfaPnpS/kOfamqC/b8EveA/OQnP/mNlr8qfSkKf15w7NgxSVJiYqKfWwIAAHzt2LFjOvfcc/3dDFOhLwUAQPCgL+V99KUAAAge7vSlQqx81KraTp8+rQMHDqhevXoKCQlx65iioiIlJibql19+UXR0tI9bGHiCPb/EPSA/+clPfqPlt1qtOnbsmJo2barQUGZL9yb6UlUX7Pkl7gH5yU9+8hstP30p36EvVXXBnl/iHpCf/OQnv9HyV6UvxYg/LwgNDVVCQoJHx0ZHRxvqxeVtwZ5f4h6Qn/zkJ7+R8Ol036Av5blgzy9xD8hPfvKT30joS/kGfSnPBXt+iXtAfvKTn/xG4m5fio9YAQAAAAAAAAAAACZA4Q8AAAAAAAAAAAAwAQp/fhIREaH09HRFRET4uyl+Eez5Je4B+clP/v/X3r3HVF3/cRx/HQW5OcVLgkcDvJuIhpcYarmmS5ypqZUxvObWvDDBTG05+6PmtcSSVLI1c2o5bWpeMkPFWykqaGoaYhiUilRmSnhBz+f3B/PkSX5KCOfEl+djY4vv93u+fd7fFee5fTjK/NV1flSM6v7fUXWfX+IZMD/zMz/zV9f5UTGq+39H1X1+iWfA/MzP/Mxv5fltxhjj6UUAAAAAAAAAAAAAeDh84g8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+3GjOnDmy2WxKTEx0Hrt+/bomTJigBg0aqHbt2hoyZIguXrzouUVWgnPnzmnYsGFq0KCB/Pz8FBERocOHDzvPG2P05ptvqnHjxvLz81Pv3r2VnZ3twRVXnNu3b2vGjBlq1qyZ/Pz81KJFC7399tu6+6/WtNL8e/bsUf/+/WW322Wz2bRhwwaX82WZ9dKlS4qLi1OdOnUUGBioMWPGqLCw0I1TlN/95i8uLta0adMUERGhgIAA2e12jRgxQufPn3e5h1Xn/6exY8fKZrPpvffeczleleeXyvYMTp06pQEDBqhu3boKCAhQ165dlZeX5zxfld8XHjR/YWGh4uPj1bRpU/n5+aldu3ZKSUlxuaYqz4/KR0vRUrQULUVLlaClaClaCuVBS9FStBQtRUuVoKVoKau3FBt/bnLo0CF9+OGH6tChg8vxSZMmadOmTVq7dq12796t8+fPa/DgwR5aZcX7448/1L17d3l7e2vr1q06efKk5s+fr3r16jmvmTdvnhYuXKiUlBSlp6crICBAffr00fXr1z248ooxd+5cLVmyRB988IFOnTqluXPnat68eUpOTnZeY6X5//rrL3Xs2FGLFi0q9XxZZo2Li9P333+v1NRUbd68WXv27NErr7zirhEeyv3mLyoqUmZmpmbMmKHMzEytW7dOWVlZGjBggMt1Vp3/buvXr9eBAwdkt9vvOVeV55ce/Ax+/PFH9ejRQ23bttWuXbt07NgxzZgxQ76+vs5rqvL7woPmf/XVV/XVV19p5cqVOnXqlBITExUfH6+NGzc6r6nK86Ny0VK0FC1FS9FSJWgpWoqWQnnQUrQULUVL0VIlaClaqlq0lEGlu3r1qmnVqpVJTU01PXv2NAkJCcYYYy5fvmy8vb3N2rVrndeeOnXKSDL79+/30Gor1rRp00yPHj3+73mHw2GCg4PNO++84zx2+fJl4+PjYz777DN3LLFS9evXz7z88ssuxwYPHmzi4uKMMdaeX5JZv3698/uyzHry5EkjyRw6dMh5zdatW43NZjPnzp1z29orwj/nL83BgweNJJObm2uMqR7z//LLL6ZJkybmxIkTJjQ01CxYsMB5zkrzG1P6Mxg6dKgZNmzY/32Nld4XSps/PDzcvPXWWy7HOnXqZKZPn26Msdb8qFi0FC11N1qKlrqDlqKl/slK7wu0FCoSLUVL3Y2WoqXuoKVoqX+y0vtCdW8pPvHnBhMmTFC/fv3Uu3dvl+MZGRkqLi52Od62bVuFhIRo//797l5mpdi4caO6dOmiF154QY0aNVJkZKQ++ugj5/mzZ88qPz/f5RnUrVtXUVFRlngG3bp1044dO3T69GlJ0nfffad9+/apb9++kqw//93KMuv+/fsVGBioLl26OK/p3bu3atSoofT0dLevubL9+eefstlsCgwMlGT9+R0Oh4YPH64pU6YoPDz8nvPVYf4tW7aodevW6tOnjxo1aqSoqCiXP3bA6u8L3bp108aNG3Xu3DkZY5SWlqbTp0/rmWeekWT9+VF+tBQtRUvRUqWhpVxVh/lpKVoK5UNL0VK0FC1VGlrKVXWYn5aqPi3Fxl8lW716tTIzMzV79ux7zuXn56tWrVrOH653BAUFKT8/300rrFw5OTlasmSJWrVqpW3btmncuHGaOHGili9fLknOOYOCglxeZ5Vn8Prrr+ull15S27Zt5e3trcjISCUmJiouLk6S9ee/W1lmzc/PV6NGjVzOe3l5qX79+pZ7HtevX9e0adMUGxurOnXqSLL+/HPnzpWXl5cmTpxY6nmrz19QUKDCwkLNmTNHMTEx+vrrrzVo0CANHjxYu3fvlmT994Xk5GS1a9dOTZs2Va1atRQTE6NFixbpqaeekmT9+VE+tBQtRUuVoKVc0VL3svr8tBQthfKhpWgpWqoELeWKlrqX1eenpapXS3l5egFW9vPPPyshIUGpqakuf05udeJwONSlSxfNmjVLkhQZGakTJ04oJSVFI0eO9PDqKt+aNWu0atUqffrppwoPD9fRo0eVmJgou91eLeZH6YqLi/Xiiy/KGKMlS5Z4ejlukZGRoffff1+ZmZmy2WyeXo5HOBwOSdLAgQM1adIkSdLjjz+ub7/9VikpKerZs6cnl+cWycnJOnDggDZu3KjQ0FDt2bNHEyZMkN1uv+e3jwGJlpJoKVoKpaGlaClaipZC2dBStBQthdLQUrQULWX9luITf5UoIyNDBQUF6tSpk7y8vOTl5aXdu3dr4cKF8vLyUlBQkG7evKnLly+7vO7ixYsKDg72zKIrWOPGjdWuXTuXY4899pjy8vIkyTnnxYsXXa6xyjOYMmWK87erIiIiNHz4cE2aNMn5m3ZWn/9uZZk1ODhYBQUFLudv3bqlS5cuWeZ53Imr3NxcpaamOn+rSrL2/Hv37lVBQYFCQkKcPw9zc3M1efJkhYWFSbL2/JLUsGFDeXl5PfBnolXfF65du6Y33nhDSUlJ6t+/vzp06KD4+HgNHTpU7777riRrz4/yoaVoKVrqb7RUCVqKlqKlaCmUHS1FS9FSf6OlStBStBQtVT1aio2/StSrVy8dP35cR48edX516dJFcXFxzn/29vbWjh07nK/JyspSXl6eoqOjPbjyitO9e3dlZWW5HDt9+rRCQ0MlSc2aNVNwcLDLM7hy5YrS09Mt8QyKiopUo4br/2Y1a9Z0/oaF1ee/W1lmjY6O1uXLl5WRkeG8ZufOnXI4HIqKinL7mivanbjKzs7W9u3b1aBBA5fzVp5/+PDhOnbsmMvPQ7vdrilTpmjbtm2SrD2/JNWqVUtdu3a978/Ezp07W/Z9obi4WMXFxff9mWjl+VE+tBQtRUv9jZaipWgpWoqWwr9FS9FStNTfaClaipaipapVSxm4Vc+ePU1CQoLz+7Fjx5qQkBCzc+dOc/jwYRMdHW2io6M9t8AKdvDgQePl5WVmzpxpsrOzzapVq4y/v79ZuXKl85o5c+aYwMBA88UXX5hjx46ZgQMHmmbNmplr1655cOUVY+TIkaZJkyZm8+bN5uzZs2bdunWmYcOGZurUqc5rrDT/1atXzZEjR8yRI0eMJJOUlGSOHDlicnNzjTFlmzUmJsZERkaa9PR0s2/fPtOqVSsTGxvrqZH+lfvNf/PmTTNgwADTtGlTc/ToUXPhwgXn140bN5z3sOr8pQkNDTULFixwOVaV5zfmwc9g3bp1xtvb2yxdutRkZ2eb5ORkU7NmTbN3717nPary+8KD5u/Zs6cJDw83aWlpJicnxyxbtsz4+vqaxYsXO+9RleeHe9BStBQtRUvRUiVoKVqKlkJ50FK0FC1FS9FSJWgpWsrKLcXGn5v9M7CuXbtmxo8fb+rVq2f8/f3NoEGDzIULFzy3wEqwadMm0759e+Pj42Patm1rli5d6nLe4XCYGTNmmKCgIOPj42N69eplsrKyPLTainXlyhWTkJBgQkJCjK+vr2nevLmZPn26yxuqleZPS0szku75GjlypDGmbLP+/vvvJjY21tSuXdvUqVPHjB492ly9etUD0/x795v/7NmzpZ6TZNLS0pz3sOr8pSktsKry/MaU7Rl8/PHHpmXLlsbX19d07NjRbNiwweUeVfl94UHzX7hwwYwaNcrY7Xbj6+tr2rRpY+bPn28cDofzHlV5frgHLUVL0VK0FC1VgpaipWgplActRUvRUrQULVWClqKlrNxSNmOMKf2zgAAAAAAAAAAAAACqCv6OPwAAAAAAAAAAAMAC2PgDAAAAAAAAAAAALICNPwAAAAAAAAAAAMAC2PgDAAAAAAAAAAAALICNPwAAAAAAAAAAAMAC2PgDAAAAAAAAAAAALICNPwAAAAAAAAAAAMAC2PgDAAAAAAAAAAAALICNPwAAAAAAAAAAAMAC2PgDUG2MGjVKNpvtnq8zZ854emkAAAD/ebQUAABA+dFSANzFy9MLAAB3iomJ0bJly1yOPfLIIy7f37x5U7Vq1XLnsgAAAKoEWgoAAKD8aCkA7sAn/gBUKz4+PgoODnb56tWrl+Lj45WYmKiGDRuqT58+kqSkpCRFREQoICBAjz76qMaPH6/CwkLnvT755BMFBgZq8+bNatOmjfz9/fX888+rqKhIy5cvV1hYmOrVq6eJEyfq9u3bztfduHFDr732mpo0aaKAgABFRUVp165d7n4UAAAA/xotBQAAUH60FAB34BN/ACBp+fLlGjdunL755hvnsRo1amjhwoVq1qyZcnJyNH78eE2dOlWLFy92XlNUVKSFCxdq9erVunr1qgYPHqxBgwYpMDBQX375pXJycjRkyBB1795dQ4cOlSTFx8fr5MmTWr16tex2u9avX6+YmBgdP35crVq1cvvsAAAAD4uWAgAAKD9aCkBFshljjKcXAQDuMGrUKK1cuVK+vr7OY3379tWvv/6qK1euKDMz876v//zzzzV27Fj99ttvkkp+s2r06NE6c+aMWrRoIUkaO3asVqxYoYsXL6p27dqSSv4Yh7CwMKWkpCgvL0/NmzdXXl6e7Ha78969e/fWE088oVmzZlX02AAAABWClgIAACg/WgqAu/CJPwDVytNPP60lS5Y4vw8ICFBsbKw6d+58z7Xbt2/X7Nmz9cMPP+jKlSu6deuWrl+/rqKiIvn7+0uS/P39nXElSUFBQQoLC3PG1Z1jBQUFkqTjx4/r9u3bat26tcu/68aNG2rQoEGFzgoAAFDRaCkAAIDyo6UAuAMbfwCqlYCAALVs2bLU43f76aef9Oyzz2rcuHGaOXOm6tevr3379mnMmDG6efOmM7C8vb1dXmez2Uo95nA4JEmFhYWqWbOmMjIyVLNmTZfr7o4yAACA/yJaCgAAoPxoKQDuwMYfAJQiIyNDDodD8+fPV40aNSRJa9aseej7RkZG6vbt2yooKNCTTz750PcDAAD4L6KlAAAAyo+WAvAwanh6AQDwX9SyZUsVFxcrOTlZOTk5WrFihVJSUh76vq1bt1ZcXJxGjBihdevW6ezZszp48KBmz56tLVu2VMDKAQAAPI+WAgAAKD9aCsDDYOMPAErRsWNHJSUlae7cuWrfvr1WrVql2bNnV8i9ly1bphEjRmjy5Mlq06aNnnvuOR06dEghISEVcn8AAABPo6UAAADKj5YC8DBsxhjj6UUAAAAAAAAAAAAAeDh84g8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAtg4w8AAAAAAAAAAACwADb+AAAAAAAAAAAAAAv4HzMpAJQL76MhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smoothed_df = enforce_non_decreasing_x_axis(smoothed_df)\n",
    "show_plots(smoothed_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e29f7ea6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def scale_x_axis(df):\n",
    "    df = df.copy()\n",
    "\n",
    "    # Get index and values of first and last valid x_axis\n",
    "    valid_x = df[\"x_axis\"].dropna()\n",
    "    if valid_x.empty:\n",
    "        return df  # nothing to scale\n",
    "\n",
    "    first_idx = valid_x.index[0]\n",
    "    last_idx = valid_x.index[-1]\n",
    "    x_start = valid_x.iloc[0]\n",
    "    x_end = 1 / valid_x.iloc[-1]\n",
    "    num_rows = last_idx - first_idx + 1\n",
    "\n",
    "    # Generate scale factors\n",
    "    scale_factors = np.linspace(x_start, x_end, num_rows)\n",
    "\n",
    "    # Apply scaling\n",
    "    df.loc[first_idx:last_idx, \"x_axis\"] = (\n",
    "        df.loc[first_idx:last_idx, \"x_axis\"] * scale_factors\n",
    "    )\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "def scale_y_axis(df):\n",
    "    df = df.copy()\n",
    "\n",
    "    # Get index and values of first and last valid y_axis\n",
    "    valid_y = df[\"y_axis\"].dropna()\n",
    "    if valid_y.empty:\n",
    "        return df  # nothing to scale\n",
    "\n",
    "    first_idx = valid_y.index[0]\n",
    "    last_idx = valid_y.index[-1]\n",
    "    y_start = 1\n",
    "    y_end = 0\n",
    "    num_rows = last_idx - first_idx + 1\n",
    "\n",
    "    # Generate scale factors from y_start to y_end\n",
    "    scale_factors = np.linspace(y_start, y_end, num_rows)\n",
    "\n",
    "    # Apply scaling\n",
    "    df.loc[first_idx:last_idx, \"y_axis\"] = (\n",
    "        df.loc[first_idx:last_idx, \"y_axis\"] * scale_factors\n",
    "    )\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0160f05f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_scaled = scale_x_axis(smoothed_df)\n",
    "df_scaled = scale_y_axis(df_scaled)\n",
    "\n",
    "show_plots(df_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "95b77a6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_z_axis_from_xy(df):\n",
    "    df = df.copy()\n",
    "\n",
    "    # Compute 1 - x^2 - y^2\n",
    "    squared_sum = df[\"x_axis\"] ** 2 + df[\"y_axis\"] ** 2\n",
    "    z_values = 1 - squared_sum\n",
    "\n",
    "    # Handle invalid values (e.g., where 1 - x^2 - y^2 < 0)\n",
    "    z_values[z_values < 0] = np.nan\n",
    "\n",
    "    # Calculate z = sqrt(1 - x^2 - y^2)\n",
    "    if y_axis_avg < 0:\n",
    "        df[\"z_axis\"] = np.sqrt(z_values)\n",
    "    else:\n",
    "        df[\"z_axis\"] = -np.sqrt(z_values)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2afaab84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_processed = compute_z_axis_from_xy(df_scaled)\n",
    "\n",
    "show_plots(df_processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "64b24fd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     frame       x      y  radius    x_axis    y_axis    z_axis     angle\n",
      "103    103  1238.0  599.0    57.0  0.692757  0.170777 -0.700659       NaN\n",
      "104    104  1237.0  595.0    57.0  0.694464  0.169077 -0.699381  0.425482\n",
      "105    105  1241.0  592.0    57.0  0.696170  0.167766 -0.697999       NaN\n",
      "106    106  1247.0  590.0    56.0  0.697876  0.166805 -0.696524       NaN\n",
      "107    107  1246.0  588.0    56.0  0.699582  0.166153 -0.694966  0.466947\n",
      "108    108  1250.0  584.0    56.0  0.701288  0.165756 -0.693339       NaN\n",
      "109    109  1255.0  583.0    56.0  0.702995  0.165559 -0.691656       NaN\n",
      "110    110  1255.0  582.0    55.0  0.704701  0.165503 -0.689931       NaN\n"
     ]
    }
   ],
   "source": [
    "print(df_processed.loc[[103, 104, 105, 106, 107, 108, 109, 110]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b8d94424",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     frame       x      y  radius    x_axis    y_axis    z_axis     angle\n",
      "103    103  1238.0  599.0    57.0  0.692757  0.170777 -0.700659       NaN\n",
      "104    104  1237.0  595.0    57.0  0.694464  0.169077 -0.699381  0.425482\n",
      "105    105  1241.0  592.0    57.0  0.696170  0.167766 -0.697999       NaN\n",
      "106    106  1247.0  590.0    56.0  0.697876  0.166805 -0.696524       NaN\n",
      "107    107  1246.0  588.0    56.0  0.699582  0.166153 -0.694966  0.466947\n",
      "108    108  1250.0  584.0    56.0  0.701288  0.165756 -0.693339       NaN\n",
      "109    109  1255.0  583.0    56.0  0.702995  0.165559 -0.691656       NaN\n",
      "110    110  1255.0  582.0    55.0  0.704701  0.165503 -0.689931       NaN\n"
     ]
    }
   ],
   "source": [
    "# Create a mask for rows where A has NaN in all three columns and B has valid values\n",
    "mask = (\n",
    "    df_processed[\"x\"].isna()\n",
    "    & df_processed[\"y\"].isna()\n",
    "    & df_processed[\"radius\"].isna()\n",
    "    & df_original[\"x\"].notna()\n",
    "    & df_original[\"y\"].notna()\n",
    "    & df_original[\"radius\"].notna()\n",
    ")\n",
    "\n",
    "# Update A with values from B where the mask is True\n",
    "df_processed.loc[mask, [\"x\", \"y\", \"radius\"]] = df_original.loc[\n",
    "    mask, [\"x\", \"y\", \"radius\"]\n",
    "]\n",
    "\n",
    "print(df_processed.loc[[103, 104, 105, 106, 107, 108, 109, 110]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b92375b0",
   "metadata": {},
   "source": [
    "### Post-processing angle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9dcb650a",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 28,
   "id": "e9836a3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 29,
   "id": "552412f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": "code",
   "execution_count": 30,
   "id": "baa509cd",
   "metadata": {},
   "outputs": [
    {
     "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\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "32dd96c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_10661/3499710534.py:7: 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"
    }
   ],
   "source": [
    "# Remove outliers\n",
    "df[\"angle\"] = remove_outliers(df[\"angle\"], threshold=0.5)\n",
    "plot_angle_over_index(df, title=\"outliers removed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "29f585e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First valid index: 43, Last valid index: 187\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 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",
    "# 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\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4b925844",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_10661/4293600903.py:11: 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",
      "/tmp/ipykernel_10661/4293600903.py:16: 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": [
    "# 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\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0c0e7a84",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_10661/4293600903.py:11: 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",
      "/tmp/ipykernel_10661/4293600903.py:16: 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": [
    "# 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\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cc213260",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     frame       x      y  radius    x_axis    y_axis    z_axis     angle\n",
      "103    103  1238.0  599.0    57.0  0.692757  0.170777 -0.700659  0.470988\n",
      "104    104  1237.0  595.0    57.0  0.694464  0.169077 -0.699381  0.472283\n",
      "105    105  1241.0  592.0    57.0  0.696170  0.167766 -0.697999  0.474000\n",
      "106    106  1247.0  590.0    56.0  0.697876  0.166805 -0.696524  0.476103\n",
      "107    107  1246.0  588.0    56.0  0.699582  0.166153 -0.694966  0.478558\n",
      "108    108  1250.0  584.0    56.0  0.701288  0.165756 -0.693339  0.481312\n",
      "109    109  1255.0  583.0    56.0  0.702995  0.165559 -0.691656  0.484025\n",
      "110    110  1255.0  582.0    55.0  0.704701  0.165503 -0.689931  0.486919\n"
     ]
    }
   ],
   "source": [
    "df_processed[\"angle\"] = df[\"angle\"]\n",
    "print(df_processed.loc[[103, 104, 105, 106, 107, 108, 109, 110]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e2e9f282",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved rotation data to /home/davic/projects/IACV_project/bowling-analysis/notebook/spin/intermediate_data/Rotation_data_processed_2.csv\n"
     ]
    }
   ],
   "source": [
    "OUTPUT_CSV_PATH = str(\n",
    "    PROJECT_ROOT\n",
    "    / \"notebook\"\n",
    "    / \"spin\"\n",
    "    / \"intermediate_data\"\n",
    "    / f\"Rotation_data_processed_{VIDEO_NUMBER}.csv\"\n",
    ")\n",
    "df_processed.to_csv(OUTPUT_CSV_PATH, index=False)\n",
    "print(f\"Saved rotation data to {OUTPUT_CSV_PATH}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
