SPS/Batch2_DataExploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://umrs.org.ua/activities/conferences/hmt-2025/abstract-guidelines/\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Material and mold constants\n",
    "MOLD_DIAMETER_MM = 20\n",
    "MAX_THEORETICAL_DENSITY = 5.43  # g/cm³ for TiN\n",
    "mold_area_mm2 = 3.14 * MOLD_DIAMETER_MM * MOLD_DIAMETER_MM / 4\n",
    "\n",
    "def calculate_relative_density(\n",
    "        travel,\n",
    "        weight,  # in grams\n",
    "        measuredDensity,  # in g/cm^3\n",
    "        totalTravel,\n",
    "        maxTemperature):\n",
    "    \n",
    "    # Calculate final sample dimensions from measured density\n",
    "    final_volume_cm3 = weight / measuredDensity\n",
    "    final_volume_mm3 = final_volume_cm3 * 1000\n",
    "    final_height_mm = final_volume_mm3 / mold_area_mm2\n",
    "    \n",
    "    # Calculate initial height (before sintering started)\n",
    "    initial_height_mm = (totalTravel / 1000) + final_height_mm\n",
    "    \n",
    "    # Calculate current height based on piston travel\n",
    "    current_height_mm = initial_height_mm - (travel / 1000)\n",
    "    \n",
    "    # Calculate current volume and density\n",
    "    current_volume_mm3 = mold_area_mm2 * current_height_mm\n",
    "    current_volume_cm3 = current_volume_mm3 / 1000\n",
    "    current_density_g_cm3 = weight / current_volume_cm3\n",
    "    \n",
    "    # Convert to relative density (percentage of theoretical maximum)\n",
    "    relative_density_percent = (current_density_g_cm3 / MAX_THEORETICAL_DENSITY) * 100\n",
    "    \n",
    "    return relative_density_percent\n",
    "\n",
    "\n",
    "def calculate_density_for_series(travel, series):\n",
    "    total_travel = series['TravelRelativeTempCorrected'].max() - series['TravelRelativeTempCorrected'].min()\n",
    "    max_temp = series['Pyrometer'].max()\n",
    "    \n",
    "    return calculate_relative_density(\n",
    "        travel,\n",
    "        series.attrs['weight'],\n",
    "        series.attrs['measuredDensity'],\n",
    "        total_travel,\n",
    "        max_temp\n",
    "    )\n",
    "\n",
    "\n",
    "def calculate_densityForVirtualExperiment(\n",
    "        travel,\n",
    "        weight,  # in grams\n",
    "        relative_start_density,  # in %\n",
    "    ):\n",
    "    # Convert relative density to absolute density\n",
    "    absolute_start_density_g_cm3 = (relative_start_density / 100) * MAX_THEORETICAL_DENSITY\n",
    "    \n",
    "    # Calculate initial sample dimensions from starting density\n",
    "    initial_volume_cm3 = weight / absolute_start_density_g_cm3\n",
    "    initial_volume_mm3 = initial_volume_cm3 * 1000\n",
    "    initial_height_mm = initial_volume_mm3 / mold_area_mm2\n",
    "    \n",
    "    # Calculate current height after piston travel\n",
    "    current_height_mm = initial_height_mm - (travel / 1000)\n",
    "    \n",
    "    # Calculate current volume and density\n",
    "    current_volume_mm3 = mold_area_mm2 * current_height_mm\n",
    "    current_volume_cm3 = current_volume_mm3 / 1000\n",
    "    current_density_g_cm3 = weight / current_volume_cm3\n",
    "    \n",
    "    # Convert to relative density (percentage of theoretical maximum)\n",
    "    relative_density_percent = (current_density_g_cm3 / MAX_THEORETICAL_DENSITY) * 100\n",
    "    \n",
    "    return relative_density_percent\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_data(df):\n",
    "    # Convert time to timedelta format\n",
    "    df['P.Zeit'] = pd.to_timedelta(df['P.Zeit'])\n",
    "    \n",
    "    # Filter out low temperature and low current readings\n",
    "    df = df[df['Pyrometer'] > 500].copy()\n",
    "    df = df[df['I RMS'] > 0.2].copy()\n",
    "    \n",
    "    # Calculate relative piston travel in micrometers\n",
    "    min_piston_travel = df['Abs Piston Tra.'].min()\n",
    "    df['TravelRelative'] = ((df['Abs Piston Tra.'] - min_piston_travel) * 1000).astype(int)\n",
    "    \n",
    "    # Smooth the travel data using cumulative maximum\n",
    "    df['TravelRelativeCorrected'] = np.maximum.accumulate(df['TravelRelative'])\n",
    "    df['TravelRelativeCorrected'] = df['TravelRelativeCorrected'].rolling(window=10).mean()\n",
    "    df.loc[pd.isnull(df['TravelRelativeCorrected']), 'TravelRelativeCorrected'] = 0\n",
    "    \n",
    "    # Apply thermal expansion correction (1.241 μm/°C)\n",
    "    min_temperature = df['Pyrometer'].min()\n",
    "    thermal_expansion_coefficient = 1.241  # μm/°C\n",
    "    temperature_delta = df['Pyrometer'] - min_temperature\n",
    "    df['TravelRelativeTempCorrected'] = df['TravelRelativeCorrected'] + (temperature_delta * thermal_expansion_coefficient)\n",
    "    \n",
    "    # Convert time to seconds from start\n",
    "    df['seconds'] = df['P.Zeit'].dt.total_seconds().astype(int)\n",
    "    min_seconds = df['seconds'].min()\n",
    "    df['seconds'] = df['seconds'] - min_seconds + 1\n",
    "    df = df.drop(columns=['P.Zeit'])\n",
    "    \n",
    "    # Downsample: keep every 10th row to reduce data size\n",
    "    df = df.iloc[::10]\n",
    "    \n",
    "    # Calculate original travel delta for comparison\n",
    "    df['TravelDeltaOriginal'] = df['Abs Piston Tra.'] - df['Abs Piston Tra.'].shift(1)\n",
    "    \n",
    "    # Calculate shifted values for next time step prediction\n",
    "    df['TravelRelativeCorrectedShifted'] = df['TravelRelativeCorrected'].shift(-1)\n",
    "    df['TravelRelativeCorrectedShifted'] = df['TravelRelativeCorrectedShifted'].fillna(0)\n",
    "    df['TravelRelativeTempCorrectedShifted'] = df['TravelRelativeTempCorrected'].shift(-1)\n",
    "    df['PyrometerShifted'] = df['Pyrometer'].shift(-1)\n",
    "    \n",
    "    # Calculate travel deltas (densification rates)\n",
    "    df['TravelDelta'] = df['TravelRelativeTempCorrectedShifted'] - df['TravelRelativeTempCorrected']\n",
    "    df['TravelDelta2'] = df['TravelRelativeCorrectedShifted'] - df['TravelRelativeCorrected']\n",
    "    df.loc[pd.isnull(df['TravelDelta']), 'TravelDelta'] = 0\n",
    "    \n",
    "    # Calculate relative density\n",
    "    df['Density'] = calculate_density_for_series(df['TravelRelativeTempCorrected'], df)\n",
    "    \n",
    "    # Remove last row (has no valid shifted values)\n",
    "    df = df.drop(df.index[-1])\n",
    "    \n",
    "    return df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load experimental data into a dictionary\n",
    "experiments = {\n",
    "    '100_1500_32_ann': {\n",
    "        'file': 'TiN-Starck-0/1483.csv',\n",
    "        'measuredDensity': 4.92,\n",
    "        'weight': 6.5\n",
    "    },\n",
    "    '100_1500_32': {\n",
    "        'file': 'TiN-Starck-0/1500.csv',\n",
    "        'measuredDensity': 4.94,\n",
    "        'weight': 6.5\n",
    "    },\n",
    "    '100_1500_50': {\n",
    "        'file': 'TiN-Starck-0/1471.csv',\n",
    "        'measuredDensity': 5.12,\n",
    "        'weight': 6.47\n",
    "    },\n",
    "    '100_1500_70': {\n",
    "        'file': 'TiN-Starck-0/1499.csv',\n",
    "        'measuredDensity': 5.12,\n",
    "        'weight': 6.5\n",
    "    },\n",
    "    '200_1500_32': {\n",
    "        'file': 'TiN-Starck-0/1460.csv',\n",
    "        'measuredDensity': 4.94,\n",
    "        'weight': 6.5\n",
    "    },\n",
    "    '200_1600_50': {\n",
    "        'file': 'TiN-Starck-0/1459.csv',\n",
    "        'measuredDensity': 5.11,\n",
    "        'weight': 6.5\n",
    "    },\n",
    "    '200_1500_70': {\n",
    "        'file': 'TiN-Starck-0/1468.csv',\n",
    "        'measuredDensity': 5.12,\n",
    "        'weight': 6.2\n",
    "    },\n",
    "    '200_1500_70_noBn': {\n",
    "        'file': 'TiN-Starck-0/1469.csv',\n",
    "        'measuredDensity': 4.93,\n",
    "        'weight': 6.2\n",
    "    }\n",
    "}\n",
    "\n",
    "# Load and process all data\n",
    "data = {}\n",
    "original_data = {}\n",
    "for key, exp in experiments.items():\n",
    "    df = pd.read_csv(exp['file'], sep=';', decimal=',')\n",
    "    df.attrs['measuredDensity'] = exp['measuredDensity']\n",
    "    df.attrs['weight'] = exp['weight']\n",
    "    data[key] = filter_data(df)\n",
    "    original_data[key] = df.copy()\n",
    "    #print(data[key]['TravelRelativeCorrected'].max()- data[key]['TravelRelativeCorrected'].min())\n",
    "    #print(data[key]['TravelRelativeTempCorrected'].max()- data[key]['TravelRelativeTempCorrected'].min())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# write a code to plot time vs piston travel for all experiments in original_data\n",
    "plt.figure(figsize=(12, 8))\n",
    "for key, df in original_data.items():\n",
    "    plt.plot(df['P.Zeit'], df['Abs Piston Tra.'], label=key)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Piston Travel (mm)')\n",
    "plt.title('Time vs Piston Travel for All Experiments')\n",
    "plt.ylim(33, 44)\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(20, 6))\n",
    "for key in data.keys():\n",
    "    ax1.plot(data[key]['Density'], data[key]['TravelDelta'])\n",
    "# Add color bar to show the color scale\n",
    "ax1.set_ylabel('Швидкість ущільнення')\n",
    "#ax1.set_ylim(400, 1000)\n",
    "ax1.set_xlim(30, 100)\n",
    "#ax1.set_title('title')\n",
    "ax1.set_xlabel('Відносна щільність')\n",
    "ax1.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data_Seconds(data, title):\n",
    "    setToPlot = data.copy()\n",
    "    plt.figure(figsize=(40, 6))\n",
    "    fig, ax1 = plt.subplots( figsize=(40, 6))\n",
    "    fig, ax2 = plt.subplots( figsize=(40, 6))\n",
    "    fig, ax3 = plt.subplots( figsize=(40, 6))\n",
    "    fig, ax4 = plt.subplots( figsize=(40, 6))\n",
    "    fig, ax5 = plt.subplots( figsize=(40, 6))\n",
    "    fig, ax6 = plt.subplots( figsize=(40, 6))\n",
    "    sc2 = ax1.plot(setToPlot['seconds'], setToPlot['Force'], color='black')\n",
    "    sc2 = ax2.plot(setToPlot['seconds'], setToPlot['TravelRelativeTempCorrected'], color='green')\n",
    "    sc2 = ax2.plot(setToPlot['seconds'], setToPlot['TravelRelative'], color='blue')\n",
    "    sc2 = ax3.plot(setToPlot['seconds'], setToPlot['Pyrometer'], color='orange')\n",
    "    sc2 = ax4.plot(setToPlot['seconds'], setToPlot['Power'], color='red')\n",
    "    sc2 = ax4.plot(setToPlot['seconds'], setToPlot['U RMS'], color='orange')\n",
    "    sc2 = ax4.plot(setToPlot['seconds'], setToPlot['I RMS'], color='purple')\n",
    "    sc2 = ax4.plot(setToPlot['seconds'], setToPlot['U RMS']/setToPlot['I RMS'], color='black')\n",
    "    sc2 = ax5.plot(setToPlot['seconds'], setToPlot['Density'], color='black')\n",
    "    sc2 = ax6.plot(setToPlot['seconds'], setToPlot['TravelDelta'], color='black')\n",
    "\n",
    "    ax4.set_ylim(0,10)\n",
    "    ax1.set_ylabel('Force')\n",
    "    ax2.set_ylabel('TravelRelativeTempCorrected')\n",
    "    ax3.set_ylabel('Pyrometer')\n",
    "    ax4.set_ylabel('Power')\n",
    "    ax5.set_ylabel('Density')\n",
    "    ax6.set_ylabel('TravelDelta')\n",
    "    ax1.grid(True)\n",
    "    ax2.grid(True)\n",
    "    ax3.grid(True)\n",
    "    ax4.grid(True)\n",
    "    ax5.grid(True)\n",
    "    ax6.grid(True)\n",
    "    ax1.set_title(title)\n",
    "    ax2.set_title(title)\n",
    "    ax3.set_title(title)\n",
    "    ax4.set_title(title)\n",
    "    ax5.set_title(title)\n",
    "    ax6.set_title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZMmVkNpsNSm48k8kkHx8f+fj4aMKECQoNDVVQUJAWLlyokydP6r///a/++9//qmrVqgoMDFTXrl1VuHBho2MDQKYUHR2tUaNGacyYMYqLi5PVatWAAQP08ccf8ymVAAAAAAAgTdStW1erVq1S8+bNtX79ejVr1kzLly+Xp6en0dEAAAAAAEiCcgYAAADwFERGRmrr1q2OIsaWLVt0/fr1ZOPy588vHx8fx6oY1atXV/bs2Q1InDFYrVa1aNFCLVq00N27d7VkyRLNmjVLK1as0K5du7Rr1y69//77atiwoQIDA9WhQwd5eXkZHRsAMjy73a7ff/9d/fv315kzZyRJfn5++vrrr1W2bFmD0wEAAAAAgKymdu3aCg0NlZ+fnzZt2iQ/Pz+tXLmSnwcDAAAAANIVyhkAAABACiUkJOjAgQPasmWLo4xx6NAh2e32JOOcnZ1VvXp1x4oYtWvXVrFixWQymQxKnrFly5ZNXbp0UZcuXXTt2jX99ttvmjVrljZs2KDVq1dr9erV6t27t1q1aqXAwEC1bt1arq6uRscGgAzn6NGjeuedd7Ry5UpJUrFixTRx4kS1a9eOOQwAAAAAABjm+eef1x9//KGmTZtq69ataty4sUJCQpQrVy6jowEAAAAAIIlyBgAAAPBIly9fTlLE2LZtm+7cuZNsXPHixR0ljNq1a6tKlSpycXExIHHmlydPHr355pt68803debMGc2ePVuzZs3S/v37tXDhQi1cuFA5cuRQ+/bt1a1bNzVq1EhOTk5GxwaAdO3u3bsaMWKExo0bJ5vNJmdnZw0aNEhDhgyRu7u70fEAAAAAAABUtWpVrV69Wo0bN9bOnTvl6+urkJAQ5c2b1+hoAAAAAABQzgAAAAD+LjY2Vnv27HEUMTZv3qxTp04lG5c9e3bVrFnTUcSoVauW8uXLZ0BieHt768MPP9SHH36offv2adasWQoKCtLZs2c1Y8YMzZgxQwUKFFCXLl3UrVs3Va9enU9+B4C/sdvtmj9/vt577z2dPXtWktSiRQt99dVXKl26tMHpAAAAAAAAkqpcubLWrFkjX19f7dmzR76+vgoNDVX+/PmNjgYAAAAAyOIoZwAAACDLstvtioiISFLE2Llzp+Li4pKMM5lMKl++fJJVMSpUqMBKDOlQ5cqVNXr0aI0cOVIbN25UUFCQfv31V126dElffvmlvvzyS5UpU0aBgYEKDAzkpGMAWd7hw4fVt29fhYaGSpKeeeYZffnll/L396fIBgAAAAAA0q0KFSpo7dq18vX11f79+9WwYUOFhYWpYMGCRkcDAAAAAGRhlDMAAECquHPnjo4dO6ZnnnlGOXPmNDoOIEmKjIzUrl27tGXLFkcZ49KlS8nG5c6dO0kRo0aNGvL09DQgMf4ts9ms+vXrq379+vrqq6+0cuVKBQUFadGiRTp69KiGDRumYcOGqUaNGurWrZs6d+6sAgUKGB0bANLMnTt39Pnnn2vixImy2WxycXHRBx98oA8//FBubm5GxwMAAAAAAHiksmXLOgoahw8fVoMGDRQWFqYiRYoYHQ0AAAAAkEVRzgAAAE/NhQsXtGTJEi1atEh//PGHY/WB/Pnzq1y5cskuxYoVk9lsNjg1MpvExERFRETo8OHDOnz4sI4cOeL4+n5FDIvFoueee061atVylDFKlizJp4VnIs7OzmrTpo3atGmj27dv6/fff1dQUJBCQkK0bds2bdu2Te+9954aN26swMBAtW/fXjly5DA6NgCkCrvdrl9//VUDBgzQ+fPnJUmtW7fWl19+qZIlSxqcDgAAAAAAIGVKlSqltWvXqlGjRjp27JgaNGig1atXq1ixYkZHAwAAAABkQZQzAADAv2a327Vv3z4tXrxYixYt0vbt25Ns9/Ly0q1bt3T58mVdvnxZa9euTbLdzc1NZcqUUfny5ZOUNsqUKcMnNuOR7t69q6NHjyYrYRw9elQxMTEP3K9IkSJJVsWoVq0ar7csxMPDQy+//LJefvllXb58WfPmzdOsWbO0efNmhYSEKCQkRG+99ZbatGmjwMBAtWjRQi4uLkbHBoCn4uDBg+rbt6/CwsIkSSVKlNBXX32l1q1bG5wMAAAAAADg3ytevLhjBY2TJ086VtAoXry40dEAAAAAAFkM5QwAAJAiNptN69at0+LFi7V48WKdPn3asc1kMqlWrVoKCAiQv7+/ypcvrzt37ujo0aM6dOiQ4yT6w4cP69ixY4qJidGePXu0Z8+eJI9hMpnk7e2dpLDxV4Ejb968rGiQhdjtdl28ePG+q2BEREQ8cD+r1arSpUsnW62lbNmyrIgAh/z586tPnz7q06ePTp48qaCgIM2aNUuHDx/WvHnzNG/ePHl5ealjx44KDAzUCy+8wGo/ADKk27dva/jw4frqq68UHx8vV1dXDR48WO+//75cXV2NjgcAAAAAAPDEvL29HQWNv1bQCAsLU6lSpYyOBgAAAADIQihnAACAR7p165ZWrFihxYsXa9myZYqMjHRsc3V1VdOmTRUQEKBWrVqpQIECSfb18PBQ9erVVb169SS3x8fH6/Tp00kKG4cPH9ahQ4d048YNnT59WqdPn9aKFSuS7JczZ85kJ9yXK1dOJUqUkMXCf20yqtjYWB0/fjxZAePw4cO6ffv2A/fLnTv3fV8PzzzzDK8HpEiJEiX08ccf66OPPtLu3bs1a9YszZ49WxcuXND333+v77//XoULF1bXrl3VrVs3ValShaIYgHTPbrdr9uzZGjhwoC5evChJCggI0MSJE/nkSAAAAAAAkOkUKVJEa9asUePGjXX48GFHQaNs2bJGRwMAAAAAZBGcsQYAAO7rzJkzjtUx1qxZo/j4eMe2vHnzqk2bNgoICFCTJk3k7u6e4vu3WCwqVaqUSpUqpdatWztut9vtunbtWrLSxuHDh3Xq1CndvHlTmzZt0qZNm5LcHyslZAx//7v9ewnj5MmTSkxMvO8+ZrNZJUqUuO/fbZ48edL4CJDZmUwmVa1aVVWrVtUXX3yhdevWadasWfrtt990/vx5jRs3TuPGjVP58uXVrVs3BQYGcoIzMqTo6GgdOnRIV65c0YULF3T+/Pkkl8uXL6t48eKqU6eO6tatq9q1ayt37txGx0YK7N+/X3369NHatWslSaVKldLXX3+tFi1aGJwMAAAAAAAg9RQqVMhR0Dhw4IAaNmyoP/74QxUqVDA6GgAAAAAgC6CcAQAAJP1ZitixY4ejkLFnz54k28uXLy9/f38FBASoZs2acnJySpUcJpNJefPmVd68eVW/fv0k22JiYnT8+HEdOnQoSWnjyJEjio6O1sGDB3Xw4MFk91moUCGVK1dO5cuXT3Jyf+HChfnk+1QQHx+vU6dO3beEcf369Qfu5+Hhcd9VMEqWLCkXF5c0PALgT05OTmrUqJEaNWqkKVOmaNmyZZo1a5aCg4N16NAhffzxx/r444/l4+Ojbt26qVOnTsqbN6/RsZHFxcfH69KlS8nKFv8sYNy5c+eR9xUREeE4sV+SypUrpzp16jguZcuWldlsTs3Dwb8QGRmpYcOGadKkSUpISJCbm5s++ugjDRgwQK6urkbHAwAAAAAASHX58+fX6tWr1aRJE+3du9dR0KhcubLR0QAAAAAAmRzlDAAAsrDY2FiFhYU5ChkXLlxwbDObzapXr578/f3l7++v0qVLG5j0T25ubqpcuXKyH54nJibq3LlzSQobfxU4Ll26pAsXLujChQsKCwtLsl/27NlVtmzZJEWA8uXLq1SpUpQBHkNkZKSjePH3AsaxY8dks9keuJ+3t3ey571cuXIqUKAAZRmkWy4uLmrXrp3atWunyMhILViwQEFBQQoLC3Os5vPuu+/Kz89P3bp1U0BAgLJnz250bGQidrtdUVFRyUoX/yxgXL58+YErEf2Tp6enChcurEKFCqlw4cJJLnnz5tWhQ4e0ceNGhYeHJ3mf/+GHHyRJOXPmlI+Pj+rWras6deqoRo0aypYtW2o+DXgIu92uWbNmaeDAgbp8+bIkqX379powYYK8vb0NTgcAAAAAAJC28ubNq7CwMPn5+Wnnzp1q1KiRQkND9dxzzxkdDQAAAACQiVHOAAAgi7l+/bqWLl2qxYsXa+XKlUk+OTtbtmxq3ry5/P391apVK+XOndvApI/PbDarWLFiKlasmPz8/JJsu3XrVpITSv+6HD9+XHfu3NGOHTu0Y8eOZPdXokSJ+67ikFGek6clMTFRZ8+eTVbAOHz4sC5evPjA/dzc3BwFjL8XMUqXLs2Ju8jwPD099corr+iVV17RxYsXNXfuXM2aNUvbt2/X8uXLtXz5crm7uysgIECBgYFq1qyZrFar0bGRjtlsNl28ePG+K1z8vXhx9+7dx7o/i8WiggULJilb/L2AkS9fPu3bt08vvvjiQ1+bderU0WuvvSZJunbtmjZv3qzw8HCFh4dr69atunnzppYtW6Zly5ZJ+nO1meeeey7J6hpFixaleJcG9uzZoz59+mjDhg2SpDJlyujrr79Ws2bNDE4GAAAAAABgnNy5cys0NFTNmjXTtm3b5Ovrq5CQEFWvXt3oaAAAAACATIpyBgAAWcDx48e1aNEiLV68WBs2bEjyidqFChVyrI7RqFEjubq6Gpj06fPy8lKtWrVUq1atJLfbbDadOHEiWWnj0KFDioqK0vHjx3X8+HEFBwcn2S9PnjyOFTb+Xtrw9vaWk5NTWh7aUxUdHa2jR48mK2EcOXJEMTExD9yvYMGCyQoY5cqVU9GiRWU2m9PwCABjFCxYUP369VO/fv105MgRzZ49W7NmzdLx48c1e/ZszZ49W7lz51anTp0UGBioOnXq8G8jC7Hb7bp161ayksU/ixdXrlyR3W5/rPv08vJKtsrF/coXD3ud2Ww2HT9+PEXHkidPHrVu3VqtW7d23MeePXscZY2NGzfq3LlzjtLjpEmTJEmFCxd2FDXq1q2r5557jrLSU3Tr1i19+umnmjJlihITE+Xu7q5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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dP6KzxgPrHkh3f/eoeyvKKnL83ONHdNY4ueXkNNU0TUPlHOr6+5M77ih12Vi1KlmzZnisvj657LLkD/8wueiiUogDAAAAAAD2hQkHOJJk5syZecc73pF3vOMdefbZZ/ONb3wj/9//9//lL//yL9PX1zfZNQIAAAAAAFNsfcf6UkhjzT25d13p8dFNj6aY4qh7G6oacvL8k3Pq/OGwxnFzj0t1RfU0VA4lfX3JbbeVQhvXXpusXz881tiYXHFFqdPGihVJTc301QkAAAAAwKFrrwIcg3p7e/PrX/86v/jFL/Lkk0+mpaVlsuoCAAAAAACmQLFYzO+3/H6oo8bg4/Ntz495/4L6BTll/imlsMaCUljjiFlHpKxQto8rh9F6e5NbbimFNr7znWTjxuGxWbOSK68shTYuuCCpli8CAAAAAGCa7VWA45ZbbsnXv/71rFq1Kv39/bnqqqtyww03ZPny5ZNdHwAAAAAAsJd6+nvy2w2/HdFZ496196a1u3XUvYUUctTso4bDGi901mip98eb2L/09CQ/+lEptHHddcmWLcNjs2cnr3tdKbSxfHlSWTltZQIAAAAAwCgTDnAsXrw4mzZtykUXXZQvfvGLueyyy1KjzzQAAAAAAEyr1u7W3Lf2vhGdNX6z4Tfp6e8ZdW9VeVVOnHfiiM4aJ847MQ3VDdNQOexesZg88URy223Jj3+cfO97ybZtw+Pz5iVXXVUKbZx7blLxovrPAwAAAADA1Jnwt7D/8i//Mn/4h3+YWbNmTUU9AAAAAADALhSLxazvWJ9HNz2axzY/lsc2PZZHNz+a+9fdn99t/t2Yr2mqbsqpC07NKS2n5NQFpc4aL53z0lSWa03A/qlYTB5/PLn11lJo47bbkmeeGXnPggXJypWl0MY55yTl5dNSKgAAAAAATMiEAxzveMc7pqIOAAAAAADgBZu7NpdCGpsey2ObHxsR2Gjradvl6xY3Ls6p808d0VljadPSFAqFfVg9TEyxmDz66MjAxvPPj7ynsjJ5+ctLHTYuuST5gz9IysqmpVwAAAAAANhre9VE+le/+lW+/e1v5+mnn05Pz8jW69dee+2kFAYAAAAAAAeztu624XDGTkGNzV2bd/m6QgpZOnNpjmo+KkfPPjpHNR+V4+cdn1Pmn5I5tXP24Qpg7xSLyUMPlYIag6GNdetG3lNVlZxxRimwce65yVlnJXV101IuAAAAAABMmgkHOL75zW/m//g//o+sWLEiq1evzooVK/LYY49l7dq1ed3rXjcVNQIAAAAAwAGpq7crv9v8uxEdNAaDGus61u32tYsaFuWo2Ufl6Oajc9Tso4YCG0fMOiLVFdX7aAXw4g0MJL/5zXBg4/bbkw0bRt5TXV0KaQwGNs48M5kxY1rKBQAAAACAKTPhAMc111yTT3/603n3u9+dhoaG/P3f/32WLVuWd77znVmwYMFU1AgAAAAAAPutnv6e/H7L7/PYpuEOGoMhjWdbn93ta+fVzctRzUeNCmoc2Xxk6qq0G+DANDCQ3H9/KbBx222lwMamTSPvmTGjFNg477xSYOMVr0hqaqalXAAAAAAA2GcmHOB4/PHH89rXvjZJUl1dnY6OjhQKhfyX//Jfsnz58nz84x+f9CIBAAAAAGA69Q305amtTw0FMwY7aTy2+bE8ufXJDBQHdvnamTUzc/Tso4c6aAwGNo5qPipNNU37cBUwNfr7k/vuK3XXuO225Cc/SbZsGXlPbW3yB39QCmucd17y8pcnVVXTUS0AAAAAAEyfCQc4mpub09bWliRZtGhRHnzwwZx44onZunVrOjs7J71AAAAAAADYFwaKA3m29dmhcMZQN41Nj+X3W36f3oHeXb62rrKuFM54IZixY1Bj9ozZKRQK+3AlMLX6+pJ77hkObNxxR7Jt28h76uuTc84ZDmycfnpSWTkd1QIAAAAAwP5jwgGOV77ylVm9enVOPPHEvOENb8h//s//OTfffHNWr16dCy64YCpqBAAAAACASVEsFrO2fe1QMGMopLH5sfxu8++yvW/7Ll9bXV49FNAYDGcMBjXm188X0uCg1dub3HVXKaxx663JT3+avPC3voY0NiavfGUpsHHuuclppyUVE/4pFAAAAAAAHNwm/K3zz33uc9m+vfQDrI985COprKzMHXfckauuuir/7b/9t0kvEAAAAAAAJmpT56YRHTQe3fzoUGeN9p72Xb6uoqwiR8w6YriDxmA3jdlHZXHj4pQVyvbhKmB69PQkv/pVKbBx222lwEZHx8h7Zs5MXvWq4cDGKack5eXTUS0AAAAAABw4JhTg6Ovryw033JCLLrooSVJWVpYPfehD+dCHPjQlxQEAAAAAwK5s275tKKDx2ObHRgQ2tmzfssvXlRXKsrRpaamDRvPRQ101jp59dJbOXJqKMm0DOLR0dye//GWpu8ZttyV33pl0dY28p7m5FNg477xSYOPEEwU2AAAAAABgoib0U6iKior8p//0n/LQQw9NVT0AAAAAADCks7czv9v8u1I4Y6egxvqO9bt97eLGxcMdNJqPGgpqHDHriFRXVO+jFcD+Z/v25Oc/L4U1br219PyF5utD5swZ7q5x3nnJ8ccnZRrQAAAAAADAizLhPyN2xhln5J577snSpUunoh4AAAAAAA4x3X3d+f2W34/ooPHo5lJg47m253b72pa6lhEdNAaDGkc2H5naytp9tALYv3V2Jj/72XBg4xe/SHp6Rt7T0jIc2Dj33OS445JCYVrKBQAAAACAg9aEAxzvete78oEPfCDPPvtsTj/99NTV1Y0YP+mkkyatOAAAAAAADg59A315cuuTpXDGYFDjhW4aT297OgPFgV2+dlbNrFI4Y4ygRmN14z5cBRwY2tuTO+8sBTZuuy355S+T3t6R9yxYUOqsMRjYOOYYgQ0AAAAAAJhq4w5w/Omf/mk+85nP5I1vfGOS5L3vfe/QWKFQSLFYTKFQSH9//+RXCQAAAADAfm+gOJBntj0zFMx4bNNjQ0GN32/5ffoG+nb52vqq+uFgxmBI44XAxuza2ftwFXDgaWtL7rhjOLDx618nfTv967Z4cSmoMRjaOPJIgQ0AAAAAANjXxh3g+MpXvpL//t//e5544omprAcAAAAAgP1MT39P1ravzZq2NVnTvmbE8zXta7KmrXRtXce63YY0aipqcmTzkWMGNVrqWlLw2+QwLtu2lQIbt95aCmzcfXey89/XWrp0uLvGeecly5YJbAAAAAAAwHQbd4CjWCwmSZYuXTplxQAAAAAAsO+0dbcNBTB2F8zY1LVp3HNWllXmiFlHDIc0Zh819HxR46KUFcqmcEVwcNqyJfnJT0phjVtvTe69NxkYGHnPEUcMBzbOPTc5/PBpKBQAAAAAANitcQc4kvjrZwAAAAAA+7mB4kA2dW4aVzCjo7dj3PNWllVmfv38LGhYUHqsX1A6GkqPO45VlE3oW8/ATjZtSm6/vRTYuO225L77khf+ztaQI48sddYYDGwsWTItpQIAAAAAABMwoZ+iHX300XsMcWzevPlFFQQAAAAAwGg9/T1Z175uj8GMdR3r0jfQN+5566vqRwcxxghmNM9o1j0Dpsj69SMDGw88MPqeY44ZGdhYuHCflwkAAAAAALxIEwpwfPzjH09TU9NU1QIAAAAAcMhp624rBTF2CGasaVuTtR1rR5xv6to0oXnn1M7ZbTBjsFtGfVX9FK0M2JV160pBjVtvLT3+9rej7znuuFJQ47zzkle9Kpk/f19XCQAAAAAATLYJBTje9KY3Zd68eVNVCwAAAADAQWGgOJBNnZvGFczo6O0Y97wVZRWjgxg7dMkYvN5S15LK8sopXCEwEc8/P9xd49Zbk0ceGX3PiScOd9d41asSP44BAAAAAICDz7gDHIVCYSrrAAAAAADY7/X292Zt+9o9BjPWta9L70DvuOetr6ofHcTYoUvG4PPmGc0pK5RN4QqByfDMMyMDG7/73cjxQiE5+eThwMYrX5nMmTMtpQIAAAAAAPvQuAMcxWJxKusAAAAAAJg27T3tpRDGzsGM9heuvXC+sXPjhOadUztnXMGM+qr6KVoZsC88+eRwYOO225Lf/37keFlZcsopyXnnDQc2Zs2ahkIBAAAAAIBpNe4Ax8DAwFTWAQAAAAAwqYrFYjZ1bRpXMKO9p33c81aUVYwIX8yv2yGc8cLj/Pr5aalvSVV51RSuEJgO3d3Jb36T3H138pOflAIbTz018p7y8uS000phjfPOS845J2lqmpZyAQAAAACA/ci4AxwAAAAAAPuL3v7ePN/2fJ5rey7Ptj47dOx4vqZtTXoHesc9Z11l3ZhBjJ3PZ9fOTlmhbApXB+wvNm9O7rsvuffe0nHPPclDDyV9fSPvKy9PXv7yUmDj3HOTP/iDpLFxOioGAAAAAAD2ZwIcAAAAAMB+pbO3M8+1PjcqkLHj+br2dSmmOK75Zs+YvcdgxoKGBamvqp/ilQH7q2Kx1EXj3nuTu+4qy003vSLvfW9Fnn567Pubm5NTTknOPLMU2Dj77KTef0IAAAAAAIA9EOAAAAAAAPaJYrGY1u7WXXbMGDzf3LV5XPNVlVdlUcOiLG5cnMWNi0c8X9y4OAsbFqalviVV5VVTvDLgQNLTU+qiMdhRY7C7xrZtg3eUJ1kwdP+yZcmpp5YCG4PH4sVJobBv6wYAAAAAAA58AhwAAAAAwIs2UBzIxs6NQ50zdhXQ6OjtGNd8dZV1I8IYYwU05tTOScFvUAO7sW1bct99I4Mav/lN0ts7+t7KyuSEE5KTThpIZeVv8kd/dGxOO60iM2fu46IBAAAAAICDlgAHAAAAALBbfQN9Wdu+dlQ449m2Z4euPdf2XHr6e8Y1X/OM5lFhjJ3PG6sbhTOAcSsWk2eeGQ5pDB5PPDH2/TNnjuyoccopybHHJlVVSW9vf37wg9/nla98aSor90n5AAAAAADAIUKAAwAAAAAOYd193UNdMkYENHYIZ6xpX5OB4sAe5yqkkJb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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in data.keys():\n",
    "    plot_data_Seconds(data[key], key)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(30, 6))\n",
    "#sc = ax1.plot(data900['seconds'], data900['TravelDelta'], color='red')  \n",
    "#sc = ax1.plot(data1000['seconds'], data1000['TravelDelta'], color='green') \n",
    "sc = ax1.plot(data['100_1500_32']['seconds'], data['100_1500_32']['TravelDeltaOriginal']*1000, color='gray') \n",
    "sc = ax1.plot(data['100_1500_32']['seconds'], data['100_1500_32']['TravelDelta2'], color='red') \n",
    "ax1.set_ylabel('Швидкість ходу поршня, μm/с')\n",
    "#ax1.set_ylim(400, 1000)\n",
    "#ax1.set_xlim(300, 1400)\n",
    "ax1.set_title('Швидкість ходу поршня до і після усереднення')\n",
    "ax1.set_xlabel('час, с')\n",
    "ax1.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data_TravelDelta(data, title):\n",
    "    setToPlot = data.copy()\n",
    "\n",
    "    plt.figure(figsize=(40, 6))\n",
    "    fig, ax1 = plt.subplots( figsize=(40, 6))\n",
    "    sc = ax1.plot(setToPlot['Pyrometer'], setToPlot['TravelDelta'], color='red')  \n",
    "    ax1.set_ylabel('TravelDelta')\n",
    "    ax1.set_title(title)\n",
    "    ax1.set_xlabel('Pyrometer')\n",
    "    ax1.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data_TravelDelta(data['100_1500_32'], 'data100_1500_32')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\_gpr.py:663: ConvergenceWarning: lbfgs failed to converge after 31 iteration(s) (status=2):\n",
      "ABNORMAL: \n",
      "\n",
      "You might also want to scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "  _check_optimize_result(\"lbfgs\", opt_res)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error: 9.997685129076147e-07\n",
      "Kernel parameters: 6.08e+03**2 * RationalQuadratic(alpha=0.00154, length_scale=2.24e+03)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.gaussian_process import GaussianProcessRegressor\n",
    "from sklearn.gaussian_process.kernels import RBF, Matern, RationalQuadratic, ExpSineSquared, DotProduct, ConstantKernel as C\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# Select the relevant columns - concatenate all training data\n",
    "D = pd.concat([data[key] for key in data.keys()], axis=0)\n",
    "\n",
    "#TravelRelativeCorrectedShifted\n",
    "\n",
    "#X_train = X[['seconds','Heating', 'Pyrometer', 'AV Force']]\n",
    "X_train = D[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n",
    "#X_train = X[['seconds','Heating', 'Pyrometer']]\n",
    "y_train = D['TravelRelativeTempCorrectedShifted']\n",
    "\n",
    " # Define the kernel for the GPR model\n",
    "kernels = [\n",
    "    C(1.0, (1e-4, 1e9)) * RBF(length_scale=1.0),\n",
    "    C(1.0, (1e-4, 1e9)) * Matern(length_scale=1.0, nu=1.5),\n",
    "    C(1.0, (1e-4, 1e9)) * RationalQuadratic(length_scale=1.0, alpha=0.1),\n",
    "    C(1.0, (1e-4, 1e9)) * ExpSineSquared(length_scale=1.0, periodicity=3.0),\n",
    "    C(1.0, (1e-4, 1e9)) * DotProduct(sigma_0=1.0)\n",
    "]\n",
    "kernel = kernels[2]\n",
    "\n",
    "# Create and train the GPR model\n",
    "gpr = GaussianProcessRegressor(kernel=kernel, n_restarts_optimizer=100, alpha=1e-3)\n",
    "gpr.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "\n",
    "#X_test = data1000[['seconds','Heating', 'Pyrometer', 'AV Force']]\n",
    "X_test = data['100_1500_50'][['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n",
    "#X_test = data1000[['seconds','Heating', 'Pyrometer']]\n",
    "y_test = data['100_1500_50']['TravelRelativeTempCorrectedShifted']\n",
    "\n",
    "y_pred = gpr.predict(X_test)\n",
    "\n",
    "\n",
    "# Evaluate the model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "print(f'Mean Squared Error: {mse}')\n",
    "\n",
    "# Print the kernel parameters\n",
    "print(f'Kernel parameters: {gpr.kernel_}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "for key in data.keys():\n",
    "    if key == '100_1500_50':\n",
    "        ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='green')\n",
    "    else:\n",
    "        ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='grey')\n",
    "sc = ax1.plot(X_test['seconds'], y_pred, color='red') \n",
    "ax1.set_title('Поріваняння передбаченого моделлю ходу поршня з реальними даними')\n",
    "ax1.set_xlabel('час, с')\n",
    "ax1.set_ylabel('хід поршня, μм')\n",
    "ax1.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   seconds  TravelRelativeTempCorrected  Pyrometer  PyrometerShifted  Force  \\\n",
      "0        1                          0.0        503             538.0     16   \n",
      "\n",
      "     Density  \n",
      "0  36.373454  \n"
     ]
    }
   ],
   "source": [
    "PredictionSet = data['200_1600_50'].head(1)\n",
    "PredictionSet = PredictionSet[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n",
    "PredictionSet = PredictionSet.reset_index(drop=True)\n",
    "time = PredictionSet['seconds'].iloc[0]\n",
    "\n",
    "newRegime = PredictionSet.copy()\n",
    "\n",
    "heating = 1\n",
    "\n",
    "print(PredictionSet)\n",
    "while time < 4000 and ( heating == 1 or PredictionSet['PyrometerShifted'].iloc[0] > 1500) :\n",
    "     TravelRelativeTempCorrectedPredicted = gpr.predict(PredictionSet, return_std=True); \n",
    "     #print(TravelRelativeTempCorrectedPredicted[0][0])\n",
    "     if PredictionSet['PyrometerShifted'].iloc[0] > 1600:\n",
    "           heating = 0\n",
    "     time = time + 10\n",
    "     PredictionSet.loc[0,'seconds'] = time\n",
    "     PredictionSet.loc[0,'TravelRelativeTempCorrected'] = TravelRelativeTempCorrectedPredicted[0][0]\n",
    "     PredictionSet.loc[0,'Pyrometer'] = PredictionSet['PyrometerShifted'].iloc[0]\n",
    "     if heating:\n",
    "          PredictionSet.loc[0,'PyrometerShifted'] = PredictionSet['PyrometerShifted'].iloc[0] + 33\n",
    "     else:\n",
    "          PredictionSet.loc[0,'PyrometerShifted'] = PredictionSet['PyrometerShifted'].iloc[0] -30\n",
    "     #print(PredictionSet)\n",
    "     newRegime = pd.concat([newRegime, PredictionSet], ignore_index=True)\n",
    "     newRegime.at[newRegime.index[-1],'STD'] = TravelRelativeTempCorrectedPredicted[1][0]\n",
    "#newRegime.head(100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_TargetDensificationRateValue(value):\n",
    "    value = value / 100\n",
    "    if value < 0.45:\n",
    "        return 10\n",
    "    elif 0.45 <= value < 0.70:\n",
    "        # Лінійне зростання від 0 до 400\n",
    "        return ((value - 0.45) / (0.70 - 0.45) * 400)+10\n",
    "\n",
    "    elif 0.70 <= value < 0.85:\n",
    "        return 200\n",
    "    elif 0.85 <= value < 0.97:\n",
    "        # Лінійне зменшення від 200 до 0\n",
    "        return (0.97 - value) / (0.97 - 0.85) * 200\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "def calculate_TargetDensificationRate(column):\n",
    "    result = []\n",
    "    for value in column:\n",
    "        result.append(calculate_TargetDensificationRateValue(value))\n",
    "    return pd.Series(result, index=column.index)\n",
    "\n",
    "def find_closest_index(column, target_value):\n",
    "    squared_diff = (column - target_value) ** 2\n",
    "    return squared_diff.idxmin()\n",
    "\n",
    "#calulate_TargetDensificationRate(0.45)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target rate  57.999999999999964\n",
      "0     105.088751\n",
      "1     110.366890\n",
      "2     115.484180\n",
      "3     120.435904\n",
      "4     125.217610\n",
      "5     129.825121\n",
      "6     134.254550\n",
      "7     138.502309\n",
      "8     142.565118\n",
      "9     146.440019\n",
      "10    150.124377\n",
      "11    153.615896\n",
      "12    156.912616\n",
      "13    160.012929\n",
      "14    162.915573\n",
      "15    165.619643\n",
      "16    168.124592\n",
      "17    170.430229\n",
      "18    172.536722\n",
      "19    174.444598\n",
      "20    176.154738\n",
      "21    177.668376\n",
      "22    178.987095\n",
      "23    180.112822\n",
      "24    181.047820\n",
      "25    181.794683\n",
      "26    182.356327\n",
      "27    182.735980\n",
      "28    182.937175\n",
      "29    182.963734\n",
      "30    182.819764\n",
      "31    182.509637\n",
      "32    182.037981\n",
      "33    181.409665\n",
      "34    180.629788\n",
      "35    179.703658\n",
      "36    178.636783\n",
      "37    177.434851\n",
      "38    176.103718\n",
      "39    174.649387\n",
      "40    173.077996\n",
      "41    171.395800\n",
      "42    169.609155\n",
      "43    167.724497\n",
      "44    165.748336\n",
      "45    163.687226\n",
      "46    161.547760\n",
      "47    159.336549\n",
      "48    157.060208\n",
      "49    154.725339\n",
      "50    152.338517\n",
      "51    149.906278\n",
      "52    147.435100\n",
      "53    144.931394\n",
      "54    142.401489\n",
      "55    139.851622\n",
      "56    137.287922\n",
      "57    134.716404\n",
      "58    132.142953\n",
      "59    129.573320\n",
      "dtype: float64\n",
      "21\n",
      "48.0\n",
      "Target rate  68.29815897754838\n",
      "0    -121.843122\n",
      "1     -48.253275\n",
      "2     -43.698346\n",
      "3     -39.082178\n",
      "4     -34.405659\n",
      "5     -29.669714\n",
      "6     -24.875313\n",
      "7     -20.023459\n",
      "8     -15.115199\n",
      "9     -10.151615\n",
      "10     -5.133831\n",
      "11     -0.063007\n",
      "12      5.059657\n",
      "13     10.232925\n",
      "14     15.455524\n",
      "15     20.726143\n",
      "16     26.043437\n",
      "17     31.406023\n",
      "18     36.812485\n",
      "19     42.261373\n",
      "20     47.751204\n",
      "21     53.280462\n",
      "22     58.847601\n",
      "23     64.451044\n",
      "24     70.089184\n",
      "25     75.760387\n",
      "26     81.462991\n",
      "27     87.195312\n",
      "28     92.955637\n",
      "29     98.742232\n",
      "30    104.553341\n",
      "31    110.387189\n",
      "32    116.241982\n",
      "33    122.115908\n",
      "34    128.007142\n",
      "35    133.913842\n",
      "36    139.834157\n",
      "37    145.766224\n",
      "38    151.708172\n",
      "39    157.658125\n",
      "40    163.614200\n",
      "41    169.574512\n",
      "42    175.537176\n",
      "43    181.500306\n",
      "44    187.462023\n",
      "45    193.420447\n",
      "46    199.373711\n",
      "47    205.319953\n",
      "48    211.257323\n",
      "49    217.183984\n",
      "50    223.098113\n",
      "51    228.997906\n",
      "52    234.881575\n",
      "53    240.747354\n",
      "54    246.593498\n",
      "55    252.418289\n",
      "56    258.220032\n",
      "57    263.997060\n",
      "58    269.747737\n",
      "59    275.470456\n",
      "dtype: float64\n",
      "31\n",
      "48.643634936096774\n",
      "Target rate  75.32144899121911\n",
      "0     -81.419991\n",
      "1     -79.202431\n",
      "2     -76.947312\n",
      "3     -74.654681\n",
      "4     -72.324590\n",
      "5     -69.957097\n",
      "6     -67.552265\n",
      "7     -65.110159\n",
      "8     -62.630853\n",
      "9     -60.114422\n",
      "10    -57.560949\n",
      "11    -54.970519\n",
      "12    -52.343227\n",
      "13    -49.679167\n",
      "14    -46.978444\n",
      "15    -44.241164\n",
      "16    -41.467440\n",
      "17    -38.657392\n",
      "18    -35.811144\n",
      "19    -32.928827\n",
      "20    -30.010578\n",
      "21    -27.056538\n",
      "22    -24.066858\n",
      "23    -21.041695\n",
      "24    -17.981211\n",
      "25    -20.170648\n",
      "26    -16.867828\n",
      "27    -13.530213\n",
      "28    -10.158035\n",
      "29     -6.751539\n",
      "30     -3.310978\n",
      "31      0.163382\n",
      "32      3.671262\n",
      "33      7.212375\n",
      "34     10.786416\n",
      "35     14.393069\n",
      "36     18.032005\n",
      "37     21.702877\n",
      "38     25.405326\n",
      "39     29.138977\n",
      "40     32.903436\n",
      "41     36.698296\n",
      "42     40.523130\n",
      "43     44.377494\n",
      "44     48.260924\n",
      "45     52.172940\n",
      "46     56.113040\n",
      "47     60.080702\n",
      "48     64.075385\n",
      "49     68.096526\n",
      "50     72.143540\n",
      "51     76.215821\n",
      "52     80.312742\n",
      "53     84.433651\n",
      "54     88.577875\n",
      "55     92.744718\n",
      "56     96.933460\n",
      "57    101.143359\n",
      "58    105.373648\n",
      "59    109.623538\n",
      "dtype: float64\n",
      "41\n",
      "49.08259056195119\n",
      "Target rate  83.1039437851834\n",
      "0     -80.161449\n",
      "1     -77.834574\n",
      "2     -75.479729\n",
      "3     -73.097190\n",
      "4     -70.687242\n",
      "5     -68.250182\n",
      "6     -65.786317\n",
      "7     -63.295966\n",
      "8     -60.779458\n",
      "9     -58.237134\n",
      "10    -55.669343\n",
      "11    -53.076446\n",
      "12    -50.458814\n",
      "13    -47.816826\n",
      "14    -45.150871\n",
      "15    -42.461349\n",
      "16    -39.748666\n",
      "17    -37.013238\n",
      "18    -34.255489\n",
      "19    -31.475850\n",
      "20    -28.674760\n",
      "21    -25.852667\n",
      "22    -23.010021\n",
      "23    -20.147283\n",
      "24    -17.264918\n",
      "25    -14.363394\n",
      "26    -11.443189\n",
      "27     -8.504782\n",
      "28     -5.548657\n",
      "29     -2.575302\n",
      "30      0.414792\n",
      "31      3.421131\n",
      "32      6.443218\n",
      "33      9.480555\n",
      "34     12.532642\n",
      "35     15.598978\n",
      "36     18.679060\n",
      "37     21.772388\n",
      "38     24.878458\n",
      "39     27.996768\n",
      "40     31.126819\n",
      "41     34.268111\n",
      "42     37.420145\n",
      "43     40.582425\n",
      "44     43.754457\n",
      "45     46.935750\n",
      "46     50.125815\n",
      "47     53.324166\n",
      "48     56.530321\n",
      "49     59.743800\n",
      "50     62.964128\n",
      "51     66.190834\n",
      "52     98.524277\n",
      "53    101.589177\n",
      "54    104.652813\n",
      "55    107.714881\n",
      "56    110.775069\n",
      "57    113.833058\n",
      "58    116.888517\n",
      "59    119.941110\n",
      "dtype: float64\n",
      "51\n",
      "49.568996486573965\n",
      "Target rate  93.3959284987425\n",
      "0     -25.181126\n",
      "1     -22.846593\n",
      "2     -20.495390\n",
      "3     -18.127978\n",
      "4     -15.744835\n",
      "5     -13.346455\n",
      "6     -10.933349\n",
      "7      -8.506042\n",
      "8      -6.065076\n",
      "9      -3.611008\n",
      "10     -1.144409\n",
      "11      1.334133\n",
      "12      3.824021\n",
      "13      6.324639\n",
      "14      8.835362\n",
      "15     11.355552\n",
      "16     13.884557\n",
      "17     16.421717\n",
      "18     18.966361\n",
      "19     21.517807\n",
      "20     24.075365\n",
      "21     26.638339\n",
      "22     29.206022\n",
      "23     31.777706\n",
      "24     34.352672\n",
      "25     36.930202\n",
      "26     39.509571\n",
      "27     42.090054\n",
      "28     44.670923\n",
      "29     47.251452\n",
      "30     49.830913\n",
      "31     52.408582\n",
      "32     54.983736\n",
      "33     57.555660\n",
      "34     60.123640\n",
      "35     62.686970\n",
      "36     65.244951\n",
      "37     67.796893\n",
      "38     70.342115\n",
      "39     72.879946\n",
      "40     75.409727\n",
      "41     77.930813\n",
      "42     80.442570\n",
      "43     82.944380\n",
      "44     85.435640\n",
      "45     87.915764\n",
      "46     90.384182\n",
      "47     92.840342\n",
      "48     95.283713\n",
      "49     97.713780\n",
      "50    100.130051\n",
      "51    102.532052\n",
      "52    104.919334\n",
      "53    106.395104\n",
      "54    108.301218\n",
      "55    110.200294\n",
      "56    112.092395\n",
      "57    113.977584\n",
      "58    115.855925\n",
      "59    117.727484\n",
      "dtype: float64\n",
      "61\n",
      "50.212245531171405\n",
      "Target rate  103.34163183097719\n",
      "0      38.622078\n",
      "1      39.890979\n",
      "2      41.148894\n",
      "3      42.395544\n",
      "4      43.630671\n",
      "5      44.854031\n",
      "6      46.065398\n",
      "7      47.264566\n",
      "8      48.451345\n",
      "9      49.625567\n",
      "10     50.787080\n",
      "11     51.935755\n",
      "12     53.071481\n",
      "13     54.194168\n",
      "14     55.303747\n",
      "15     56.400168\n",
      "16     57.483405\n",
      "17     58.553451\n",
      "18     59.610319\n",
      "19     60.654044\n",
      "20     61.684683\n",
      "21     62.702312\n",
      "22     63.707029\n",
      "23     64.698953\n",
      "24     65.678221\n",
      "25     66.644991\n",
      "26     67.599442\n",
      "27     68.541769\n",
      "28     69.472190\n",
      "29     70.390936\n",
      "30     71.298261\n",
      "31     72.194433\n",
      "32     73.079736\n",
      "33     73.954472\n",
      "34     74.818957\n",
      "35     75.673522\n",
      "36     76.518511\n",
      "37     77.354281\n",
      "38     78.181201\n",
      "39     78.999652\n",
      "40     79.810025\n",
      "41     80.612719\n",
      "42     81.408145\n",
      "43     82.196718\n",
      "44     82.978861\n",
      "45     83.755006\n",
      "46     84.525585\n",
      "47     85.291037\n",
      "48    108.776655\n",
      "49    109.462269\n",
      "50    110.153232\n",
      "51    110.849794\n",
      "52    111.552192\n",
      "53    112.260652\n",
      "54    112.975392\n",
      "55    113.696613\n",
      "56    114.424510\n",
      "57    115.159263\n",
      "58    115.901045\n",
      "59    116.650014\n",
      "dtype: float64\n",
      "71\n",
      "50.83385198943608\n",
      "Target rate  115.31243332493301\n",
      "0      85.775934\n",
      "1      86.191415\n",
      "2      86.593733\n",
      "3      86.983206\n",
      "4      87.360173\n",
      "5      87.724987\n",
      "6      88.078021\n",
      "7      88.419664\n",
      "8      88.750322\n",
      "9      89.070416\n",
      "10     89.380382\n",
      "11     89.680670\n",
      "12     89.971742\n",
      "13     90.254074\n",
      "14     90.528153\n",
      "15     90.794475\n",
      "16     91.053548\n",
      "17     91.305886\n",
      "18     91.552013\n",
      "19     91.792457\n",
      "20     92.027753\n",
      "21     92.258441\n",
      "22     92.485063\n",
      "23     92.708165\n",
      "24     92.928292\n",
      "25     93.145993\n",
      "26     93.361811\n",
      "27     93.576292\n",
      "28     93.789978\n",
      "29     94.003405\n",
      "30     94.217106\n",
      "31     94.431609\n",
      "32     94.647434\n",
      "33     94.865093\n",
      "34     95.085091\n",
      "35     95.307924\n",
      "36     95.534076\n",
      "37     95.764020\n",
      "38     95.998220\n",
      "39     96.237127\n",
      "40     96.481177\n",
      "41     96.730795\n",
      "42     96.986390\n",
      "43     97.248359\n",
      "44     97.517081\n",
      "45     97.792923\n",
      "46     98.076234\n",
      "47     98.367348\n",
      "48     98.666582\n",
      "49    103.737522\n",
      "50    104.376670\n",
      "51    105.024944\n",
      "52    105.682252\n",
      "53    106.348502\n",
      "54    107.023599\n",
      "55    107.707445\n",
      "56    108.399945\n",
      "57    109.100999\n",
      "58    109.810510\n",
      "59    110.528380\n",
      "dtype: float64\n",
      "81\n",
      "51.58202708280831\n",
      "Target rate  127.84242190059643\n",
      "0      81.036788\n",
      "1      81.319757\n",
      "2      81.605261\n",
      "3      81.893502\n",
      "4      82.184676\n",
      "5      82.478975\n",
      "6      82.776584\n",
      "7      83.077681\n",
      "8      83.382439\n",
      "9      83.691025\n",
      "10     84.003598\n",
      "11     84.320313\n",
      "12     84.641316\n",
      "13     84.966749\n",
      "14     85.296743\n",
      "15     85.631428\n",
      "16     85.970924\n",
      "17     86.315345\n",
      "18     86.664797\n",
      "19     87.019384\n",
      "20     87.379198\n",
      "21     87.744328\n",
      "22     88.114857\n",
      "23     88.490861\n",
      "24     88.872409\n",
      "25     89.259566\n",
      "26     89.652390\n",
      "27     90.050935\n",
      "28     90.455248\n",
      "29     90.865371\n",
      "30     91.281342\n",
      "31     91.703195\n",
      "32     92.130955\n",
      "33     92.564648\n",
      "34     93.004293\n",
      "35     93.449906\n",
      "36     93.901497\n",
      "37     94.359075\n",
      "38     94.822645\n",
      "39     95.292208\n",
      "40     95.767763\n",
      "41     96.249305\n",
      "42     96.736827\n",
      "43     97.230320\n",
      "44     97.729774\n",
      "45     98.235173\n",
      "46     98.746504\n",
      "47     99.263749\n",
      "48     99.786890\n",
      "49    100.315907\n",
      "50    100.850780\n",
      "51    101.391487\n",
      "52    101.938005\n",
      "53    102.490312\n",
      "54    103.048383\n",
      "55    103.612194\n",
      "56    104.181721\n",
      "57    104.756939\n",
      "58    105.337824\n",
      "59    105.924350\n",
      "dtype: float64\n",
      "91\n",
      "52.36515136878728\n",
      "Target rate  140.21276983432514\n",
      "0     104.061677\n",
      "1     104.216418\n",
      "2     104.366643\n",
      "3     104.512480\n",
      "4     104.654063\n",
      "5     104.791534\n",
      "6     104.925040\n",
      "7     105.054736\n",
      "8     105.180782\n",
      "9     105.303346\n",
      "10    105.422597\n",
      "11    105.538716\n",
      "12    105.651884\n",
      "13    105.762289\n",
      "14    105.870124\n",
      "15    105.975587\n",
      "16    106.078879\n",
      "17    106.180206\n",
      "18    106.279777\n",
      "19    106.377805\n",
      "20    106.474507\n",
      "21    106.570102\n",
      "22    106.664810\n",
      "23    106.758857\n",
      "24    106.852469\n",
      "25    106.945873\n",
      "26    107.039301\n",
      "27    107.132981\n",
      "28    107.227147\n",
      "29    107.322032\n",
      "30    107.417868\n",
      "31    107.514888\n",
      "32    107.613326\n",
      "33    107.713416\n",
      "34    107.815388\n",
      "35    107.919476\n",
      "36    108.025909\n",
      "37    108.134917\n",
      "38    108.246727\n",
      "39    108.361566\n",
      "40    108.479657\n",
      "41    108.601222\n",
      "42    108.726481\n",
      "43    108.855649\n",
      "44    108.988943\n",
      "45    109.126572\n",
      "46    109.268745\n",
      "47    109.415665\n",
      "48    109.567536\n",
      "49    109.724554\n",
      "50    109.886914\n",
      "51    110.054805\n",
      "52    110.228415\n",
      "53    110.407925\n",
      "54    110.593513\n",
      "55    110.785352\n",
      "56    110.983614\n",
      "57    111.188461\n",
      "58    111.400056\n",
      "59    111.618553\n",
      "dtype: float64\n",
      "101\n",
      "53.13829811464532\n",
      "Target rate  153.64962818937894\n",
      "0     64.212618\n",
      "1     63.990176\n",
      "2     63.773317\n",
      "3     63.562386\n",
      "4     63.357727\n",
      "5     63.159678\n",
      "6     62.968576\n",
      "7     62.784753\n",
      "8     62.608536\n",
      "9     62.440248\n",
      "10    62.280207\n",
      "11    62.128725\n",
      "12    61.986108\n",
      "13    61.852655\n",
      "14    61.728661\n",
      "15    61.614411\n",
      "16    61.510186\n",
      "17    61.416256\n",
      "18    61.332887\n",
      "19    61.260336\n",
      "20    61.198850\n",
      "21    61.148670\n",
      "22    61.110027\n",
      "23    61.083145\n",
      "24    61.068239\n",
      "25    61.065513\n",
      "26    61.075166\n",
      "27    61.097383\n",
      "28    61.132344\n",
      "29    61.180218\n",
      "30    61.241166\n",
      "31    61.315339\n",
      "32    61.402877\n",
      "33    61.503914\n",
      "34    61.618574\n",
      "35    61.746970\n",
      "36    61.889208\n",
      "37    62.045383\n",
      "38    62.215584\n",
      "39    62.399889\n",
      "40    62.598367\n",
      "41    62.811079\n",
      "42    63.038079\n",
      "43    63.279410\n",
      "44    63.535109\n",
      "45    63.805203\n",
      "46    64.089713\n",
      "47    64.388650\n",
      "48    64.702021\n",
      "49    65.029821\n",
      "50    65.372042\n",
      "51    65.728667\n",
      "52    66.099671\n",
      "53    66.485025\n",
      "54    66.884692\n",
      "55    67.298629\n",
      "56    67.726787\n",
      "57    68.169111\n",
      "58    68.625541\n",
      "59    69.096012\n",
      "dtype: float64\n",
      "111\n",
      "53.978101761836186\n",
      "Target rate  162.18247732478233\n",
      "0     31.800369\n",
      "1     32.167373\n",
      "2     32.545834\n",
      "3     32.935759\n",
      "4     33.337154\n",
      "5     33.750021\n",
      "6     34.174358\n",
      "7     34.610162\n",
      "8     35.057423\n",
      "9     35.516132\n",
      "10    35.986277\n",
      "11    36.467839\n",
      "12    36.960801\n",
      "13    37.465140\n",
      "14    37.980832\n",
      "15    38.507849\n",
      "16    39.046161\n",
      "17    39.595736\n",
      "18    40.156537\n",
      "19    40.728528\n",
      "20    41.311667\n",
      "21    41.905912\n",
      "22    42.511218\n",
      "23    43.127538\n",
      "24    43.754820\n",
      "25    44.393015\n",
      "26    45.042066\n",
      "27    45.701919\n",
      "28    46.372514\n",
      "29    47.053791\n",
      "30    47.745689\n",
      "31    48.448142\n",
      "32    49.161086\n",
      "33    49.884452\n",
      "34    50.618170\n",
      "35    51.362169\n",
      "36    52.116378\n",
      "37    52.880720\n",
      "38    53.655122\n",
      "39    54.439504\n",
      "40    55.233790\n",
      "41    56.037897\n",
      "42    56.851747\n",
      "43    57.675255\n",
      "44    58.508339\n",
      "45    59.350913\n",
      "46    60.202892\n",
      "47    61.064189\n",
      "48    61.934716\n",
      "49    62.814385\n",
      "50    63.703106\n",
      "51    64.600788\n",
      "52    65.507341\n",
      "53    66.422673\n",
      "54    67.346691\n",
      "55    68.279302\n",
      "56    69.220413\n",
      "57    70.169930\n",
      "58    71.127758\n",
      "59    72.093802\n",
      "dtype: float64\n",
      "121\n",
      "54.511404832798895\n",
      "Target rate  171.26714409416016\n",
      "0      58.624705\n",
      "1      59.289334\n",
      "2      59.963172\n",
      "3      60.646216\n",
      "4      61.338457\n",
      "5      62.039886\n",
      "6      62.750490\n",
      "7      63.470254\n",
      "8      64.199159\n",
      "9      64.937185\n",
      "10     65.684307\n",
      "11     66.440501\n",
      "12     67.205735\n",
      "13     67.979979\n",
      "14     68.763199\n",
      "15     69.555359\n",
      "16     70.356419\n",
      "17     71.166336\n",
      "18     71.985069\n",
      "19     72.812570\n",
      "20     73.648790\n",
      "21     74.493679\n",
      "22     75.347184\n",
      "23     76.209250\n",
      "24     77.079819\n",
      "25     77.958831\n",
      "26     78.846227\n",
      "27     79.741942\n",
      "28     80.645912\n",
      "29     81.558069\n",
      "30     82.478345\n",
      "31     83.406671\n",
      "32     84.342973\n",
      "33     85.287180\n",
      "34     86.239215\n",
      "35     87.199003\n",
      "36     88.166466\n",
      "37     89.141525\n",
      "38     90.124101\n",
      "39     91.114111\n",
      "40     92.111474\n",
      "41     93.116106\n",
      "42     94.127922\n",
      "43     95.146838\n",
      "44     96.172767\n",
      "45     97.205623\n",
      "46     98.245317\n",
      "47     99.291761\n",
      "48    100.344867\n",
      "49    101.404545\n",
      "50    102.470705\n",
      "51    103.543256\n",
      "52    104.622108\n",
      "53    105.707170\n",
      "54    106.798350\n",
      "55    107.895557\n",
      "56    108.998699\n",
      "57    110.107683\n",
      "58    111.222418\n",
      "59    112.342813\n",
      "dtype: float64\n",
      "131\n",
      "55.07919650588501\n",
      "Target rate  185.8071143439453\n",
      "0     111.147084\n",
      "1     112.072158\n",
      "2     113.002364\n",
      "3     113.937645\n",
      "4     114.877941\n",
      "5     115.823196\n",
      "6     116.773349\n",
      "7     117.728343\n",
      "8     118.688118\n",
      "9     119.652617\n",
      "10    120.621780\n",
      "11    121.595550\n",
      "12    122.573866\n",
      "13    123.556672\n",
      "14    124.543909\n",
      "15    125.535519\n",
      "16    126.531444\n",
      "17    127.531626\n",
      "18    128.536008\n",
      "19    129.544532\n",
      "20    130.557142\n",
      "21    131.573780\n",
      "22    132.594390\n",
      "23    133.618915\n",
      "24    134.647300\n",
      "25    135.679488\n",
      "26    136.715424\n",
      "27    137.755054\n",
      "28    138.798322\n",
      "29    139.845174\n",
      "30    140.895556\n",
      "31    141.949413\n",
      "32    143.006693\n",
      "33    144.067343\n",
      "34    145.131309\n",
      "35    146.198540\n",
      "36    147.268984\n",
      "37    148.342589\n",
      "38    149.419304\n",
      "39    150.499078\n",
      "40    151.581861\n",
      "41    152.667604\n",
      "42    153.756256\n",
      "43    154.847769\n",
      "44    155.942093\n",
      "45    157.039182\n",
      "46    158.138985\n",
      "47    159.241458\n",
      "48    160.346551\n",
      "49    161.454220\n",
      "50    162.564417\n",
      "51    163.677096\n",
      "52    164.792213\n",
      "53    165.909723\n",
      "54    167.029580\n",
      "55    168.151741\n",
      "56    169.276163\n",
      "57    170.402801\n",
      "58    171.531613\n",
      "59    172.662557\n",
      "dtype: float64\n",
      "141\n",
      "55.98794464649658\n",
      "Target rate  209.11366689132967\n",
      "0     156.119739\n",
      "1     157.272668\n",
      "2     158.430161\n",
      "3     159.592091\n",
      "4     160.758330\n",
      "5     161.928752\n",
      "6     163.103231\n",
      "7     164.281639\n",
      "8     165.463851\n",
      "9     166.649741\n",
      "10    167.839185\n",
      "11    169.032059\n",
      "12    170.228238\n",
      "13    171.427600\n",
      "14    172.630024\n",
      "15    173.835388\n",
      "16    175.043573\n",
      "17    176.254460\n",
      "18    177.467931\n",
      "19    178.683870\n",
      "20    179.902160\n",
      "21    181.122688\n",
      "22    182.345341\n",
      "23    183.570007\n",
      "24    184.796576\n",
      "25    186.024940\n",
      "26    187.254990\n",
      "27    188.486621\n",
      "28    189.719729\n",
      "29    190.954211\n",
      "30    192.189966\n",
      "31    193.426893\n",
      "32    194.664895\n",
      "33    195.903876\n",
      "34    197.143741\n",
      "35    198.384396\n",
      "36    199.625751\n",
      "37    200.867716\n",
      "38    202.110203\n",
      "39    203.353126\n",
      "40    204.596400\n",
      "41    205.839942\n",
      "42    207.083673\n",
      "43    208.327511\n",
      "44    209.571381\n",
      "45    210.815205\n",
      "46    212.058911\n",
      "47    213.302426\n",
      "48    214.545680\n",
      "49    215.788603\n",
      "50    217.031129\n",
      "51    218.273193\n",
      "52    219.514730\n",
      "53    220.755679\n",
      "54    221.995980\n",
      "55    223.235573\n",
      "56    224.474403\n",
      "57    225.712414\n",
      "58    226.949552\n",
      "59    228.185765\n",
      "dtype: float64\n",
      "151\n",
      "57.444604180708104\n",
      "Target rate  239.0847424505784\n",
      "0     196.024549\n",
      "1     197.153852\n",
      "2     198.287688\n",
      "3     199.425939\n",
      "4     200.568485\n",
      "5     201.715204\n",
      "6     202.865976\n",
      "7     204.020678\n",
      "8     205.179187\n",
      "9     206.341380\n",
      "10    207.507132\n",
      "11    208.676321\n",
      "12    209.848821\n",
      "13    211.024508\n",
      "14    212.203258\n",
      "15    213.384945\n",
      "16    214.569446\n",
      "17    215.756637\n",
      "18    216.946394\n",
      "19    218.138593\n",
      "20    219.333112\n",
      "21    220.529829\n",
      "22    221.728622\n",
      "23    222.929371\n",
      "24    224.131954\n",
      "25    225.336254\n",
      "26    226.542152\n",
      "27    227.749531\n",
      "28    228.958275\n",
      "29    230.168269\n",
      "30    231.379399\n",
      "31    232.591553\n",
      "32    233.804619\n",
      "33    235.018488\n",
      "34    236.233052\n",
      "35    237.448203\n",
      "36    238.663836\n",
      "37    239.879846\n",
      "38    241.096132\n",
      "39    242.312593\n",
      "40    243.529129\n",
      "41    244.745643\n",
      "42    245.962039\n",
      "43    247.178223\n",
      "44    248.394102\n",
      "45    290.062722\n",
      "46    291.202860\n",
      "47    292.341032\n",
      "48    293.477200\n",
      "49    294.611330\n",
      "50    295.743387\n",
      "51    296.873336\n",
      "52    298.001145\n",
      "53    299.126784\n",
      "54    300.250223\n",
      "55    301.371432\n",
      "56    302.490384\n",
      "57    303.607054\n",
      "58    304.721416\n",
      "59    305.833445\n",
      "dtype: float64\n",
      "161\n",
      "59.31779640316115\n",
      "Target rate  275.68865454808883\n",
      "0     265.593897\n",
      "1     266.430008\n",
      "2     267.267220\n",
      "3     268.105457\n",
      "4     268.944643\n",
      "5     269.784702\n",
      "6     270.625560\n",
      "7     271.467144\n",
      "8     272.309382\n",
      "9     273.152202\n",
      "10    273.995536\n",
      "11    274.839314\n",
      "12    275.683470\n",
      "13    276.527937\n",
      "14    277.372652\n",
      "15    278.217551\n",
      "16    279.062573\n",
      "17    279.907659\n",
      "18    280.752749\n",
      "19    281.597788\n",
      "20    282.442719\n",
      "21    283.287490\n",
      "22    284.132048\n",
      "23    284.976344\n",
      "24    285.820328\n",
      "25    286.663953\n",
      "26    287.507176\n",
      "27    288.349951\n",
      "28    289.192236\n",
      "29    290.033993\n",
      "30    290.875181\n",
      "31    291.715765\n",
      "32    292.555708\n",
      "33    293.394977\n",
      "34    294.233540\n",
      "35    295.071366\n",
      "36    295.908427\n",
      "37    317.264637\n",
      "38    318.064571\n",
      "39    318.863525\n",
      "40    319.661496\n",
      "41    320.458480\n",
      "42    321.254475\n",
      "43    322.049480\n",
      "44    322.843493\n",
      "45    323.636514\n",
      "46    324.428543\n",
      "47    325.219580\n",
      "48    326.009625\n",
      "49    326.798682\n",
      "50    327.586750\n",
      "51    328.373833\n",
      "52    329.159933\n",
      "53    329.945053\n",
      "54    330.729196\n",
      "55    331.512366\n",
      "56    332.294566\n",
      "57    333.075800\n",
      "58    333.856073\n",
      "59    334.635389\n",
      "dtype: float64\n",
      "171\n",
      "61.60554090925555\n",
      "Target rate  321.64847936527786\n",
      "0     283.945191\n",
      "1     284.722799\n",
      "2     285.505355\n",
      "3     286.292715\n",
      "4     287.084734\n",
      "5     287.881263\n",
      "6     288.682151\n",
      "7     289.487243\n",
      "8     290.296383\n",
      "9     291.109411\n",
      "10    291.926167\n",
      "11    292.746487\n",
      "12    293.570206\n",
      "13    284.278338\n",
      "14    285.083467\n",
      "15    285.893213\n",
      "16    286.707416\n",
      "17    287.525913\n",
      "18    288.348537\n",
      "19    289.175119\n",
      "20    290.005491\n",
      "21    290.839478\n",
      "22    291.676907\n",
      "23    292.517601\n",
      "24    293.361383\n",
      "25    294.208074\n",
      "26    295.057494\n",
      "27    295.909462\n",
      "28    296.763796\n",
      "29    297.620315\n",
      "30    298.478835\n",
      "31    299.339175\n",
      "32    300.201151\n",
      "33    301.064582\n",
      "34    301.929284\n",
      "35    302.795078\n",
      "36    303.661782\n",
      "37    304.529218\n",
      "38    305.397206\n",
      "39    306.265571\n",
      "40    307.134136\n",
      "41    308.002728\n",
      "42    308.871175\n",
      "43    309.739307\n",
      "44    310.606958\n",
      "45    311.473962\n",
      "46    312.340156\n",
      "47    313.205381\n",
      "48    314.069480\n",
      "49    314.932298\n",
      "50    315.793684\n",
      "51    316.653491\n",
      "52    317.511574\n",
      "53    318.367792\n",
      "54    319.222008\n",
      "55    320.074088\n",
      "56    320.923901\n",
      "57    321.771321\n",
      "58    322.616225\n",
      "59    323.458495\n",
      "dtype: float64\n",
      "181\n",
      "64.47802996032986\n",
      "Target rate  381.02430177698375\n",
      "0     398.094403\n",
      "1     398.639085\n",
      "2     399.182787\n",
      "3     399.725434\n",
      "4     400.266952\n",
      "5     400.807268\n",
      "6     401.346307\n",
      "7     401.883997\n",
      "8     402.420262\n",
      "9     402.955029\n",
      "10    403.488225\n",
      "11    404.019777\n",
      "12    404.549612\n",
      "13    405.077657\n",
      "14    405.603841\n",
      "15    406.128091\n",
      "16    406.650336\n",
      "17    407.170505\n",
      "18    407.688530\n",
      "19    408.204340\n",
      "20    408.717867\n",
      "21    409.229042\n",
      "22    409.737800\n",
      "23    410.244073\n",
      "24    410.747797\n",
      "25    411.248907\n",
      "26    411.747341\n",
      "27    412.243036\n",
      "28    412.735931\n",
      "29    413.225967\n",
      "30    413.713086\n",
      "31    414.197229\n",
      "32    414.678342\n",
      "33    415.156370\n",
      "34    415.631261\n",
      "35    416.102961\n",
      "36    416.571423\n",
      "37    417.036597\n",
      "38    417.498437\n",
      "39    417.956898\n",
      "40    418.411936\n",
      "41    418.863509\n",
      "42    419.311579\n",
      "43    419.756106\n",
      "44    420.197055\n",
      "45    420.634391\n",
      "46    421.068082\n",
      "47    421.498097\n",
      "48    421.924408\n",
      "49    422.346988\n",
      "50    422.765812\n",
      "51    423.180857\n",
      "52    423.592103\n",
      "53    423.999531\n",
      "54    424.403124\n",
      "55    424.802868\n",
      "56    425.198750\n",
      "57    425.590759\n",
      "58    440.692318\n",
      "59    440.946611\n",
      "dtype: float64\n",
      "191\n",
      "68.18901886106148\n",
      "Target rate  200\n",
      "0     436.331533\n",
      "1     427.167165\n",
      "2     427.543052\n",
      "3     427.920054\n",
      "4     428.298148\n",
      "5     428.677305\n",
      "6     429.057499\n",
      "7     429.438702\n",
      "8     429.820885\n",
      "9     430.204017\n",
      "10    430.588066\n",
      "11    430.973001\n",
      "12    431.358789\n",
      "13    431.745394\n",
      "14    432.132782\n",
      "15    432.520915\n",
      "16    432.909757\n",
      "17    433.299269\n",
      "18    433.689412\n",
      "19    434.080145\n",
      "20    434.471426\n",
      "21    434.863214\n",
      "22    435.255465\n",
      "23    435.648135\n",
      "24    436.041177\n",
      "25    436.434548\n",
      "26    436.828198\n",
      "27    437.222081\n",
      "28    437.616147\n",
      "29    438.010347\n",
      "30    438.404631\n",
      "31    438.798947\n",
      "32    439.193243\n",
      "33    439.587466\n",
      "34    439.981563\n",
      "35    440.375480\n",
      "36    440.769162\n",
      "37    441.162552\n",
      "38    441.555597\n",
      "39    441.948238\n",
      "40    442.340418\n",
      "41    442.732080\n",
      "42    443.123166\n",
      "43    443.513616\n",
      "44    443.903372\n",
      "45    444.292375\n",
      "46    444.680565\n",
      "47    445.067882\n",
      "48    445.454265\n",
      "49    445.839655\n",
      "50    446.223990\n",
      "51    446.607211\n",
      "52    446.989256\n",
      "53    447.370064\n",
      "54    447.749576\n",
      "55    448.127729\n",
      "56    448.504464\n",
      "57    448.879720\n",
      "58    449.253437\n",
      "59    449.625555\n",
      "dtype: float64\n",
      "201\n",
      "73.41673115446558\n",
      "Target rate  200\n",
      "0     512.898950\n",
      "1     513.564196\n",
      "2     501.668447\n",
      "3     502.336312\n",
      "4     503.003563\n",
      "5     503.670134\n",
      "6     504.335955\n",
      "7     505.000956\n",
      "8     505.665067\n",
      "9     506.328214\n",
      "10    506.990327\n",
      "11    507.651332\n",
      "12    508.311153\n",
      "13    508.969717\n",
      "14    509.626946\n",
      "15    510.282764\n",
      "16    510.937093\n",
      "17    511.589854\n",
      "18    512.240968\n",
      "19    512.890355\n",
      "20    513.537933\n",
      "21    514.183621\n",
      "22    514.827336\n",
      "23    515.468995\n",
      "24    516.108515\n",
      "25    516.745810\n",
      "26    517.380795\n",
      "27    518.013384\n",
      "28    518.643491\n",
      "29    519.271028\n",
      "30    519.895908\n",
      "31    520.518042\n",
      "32    521.137342\n",
      "33    521.753718\n",
      "34    522.367081\n",
      "35    522.977340\n",
      "36    523.584404\n",
      "37    524.188182\n",
      "38    524.788584\n",
      "39    525.385516\n",
      "40    525.978887\n",
      "41    526.568605\n",
      "42    527.154577\n",
      "43    527.736709\n",
      "44    528.314910\n",
      "45    528.889085\n",
      "46    529.459142\n",
      "47    530.024987\n",
      "48    530.586526\n",
      "49    531.143665\n",
      "50    531.696312\n",
      "51    532.244373\n",
      "52    532.787754\n",
      "53    533.326362\n",
      "54    533.860104\n",
      "55    534.388887\n",
      "56    534.912618\n",
      "57    535.431204\n",
      "58    535.944553\n",
      "59    536.452574\n",
      "dtype: float64\n",
      "211\n",
      "79.99764540409303\n",
      "Target rate  126.50083719759213\n",
      "0     360.546766\n",
      "1     360.863888\n",
      "2     361.182350\n",
      "3     353.995558\n",
      "4     354.279840\n",
      "5     354.565148\n",
      "6     354.851489\n",
      "7     355.138872\n",
      "8     355.427304\n",
      "9     355.716793\n",
      "10    356.007347\n",
      "11    356.298974\n",
      "12    356.591682\n",
      "13    356.885478\n",
      "14    357.180370\n",
      "15    357.476366\n",
      "16    357.773473\n",
      "17    358.071700\n",
      "18    358.371053\n",
      "19    358.671540\n",
      "20    358.973169\n",
      "21    359.275946\n",
      "22    359.579880\n",
      "23    359.884977\n",
      "24    360.191245\n",
      "25    360.498690\n",
      "26    360.807320\n",
      "27    361.117141\n",
      "28    361.428160\n",
      "29    361.740385\n",
      "30    362.053821\n",
      "31    362.368474\n",
      "32    362.684353\n",
      "33    363.001462\n",
      "34    363.319808\n",
      "35    363.639397\n",
      "36    363.960234\n",
      "37    364.282327\n",
      "38    364.605679\n",
      "39    364.930297\n",
      "40    365.256186\n",
      "41    365.583351\n",
      "42    365.911797\n",
      "43    366.241529\n",
      "44    366.572552\n",
      "45    366.904870\n",
      "46    367.238487\n",
      "47    367.573407\n",
      "48    367.909635\n",
      "49    368.247174\n",
      "50    368.586028\n",
      "51    368.926199\n",
      "52    369.267692\n",
      "53    369.610508\n",
      "54    369.954650\n",
      "55    370.300121\n",
      "56    370.646923\n",
      "57    370.995057\n",
      "58    371.344526\n",
      "59    371.695330\n",
      "dtype: float64\n",
      "221\n",
      "89.40994976814447\n",
      "Target rate  0\n",
      "0     325.710877\n",
      "1     326.053913\n",
      "2     326.397280\n",
      "3     326.740973\n",
      "4     318.374541\n",
      "5     318.701032\n",
      "6     319.027828\n",
      "7     319.354926\n",
      "8     319.682324\n",
      "9     320.010017\n",
      "10    320.338002\n",
      "11    320.666277\n",
      "12    320.994837\n",
      "13    321.323680\n",
      "14    321.652801\n",
      "15    321.982196\n",
      "16    322.311863\n",
      "17    322.641797\n",
      "18    322.971995\n",
      "19    323.302451\n",
      "20    323.633163\n",
      "21    323.964126\n",
      "22    324.295335\n",
      "23    324.626787\n",
      "24    324.958476\n",
      "25    325.290398\n",
      "26    325.622549\n",
      "27    325.954924\n",
      "28    326.287518\n",
      "29    326.620325\n",
      "30    326.953342\n",
      "31    327.286562\n",
      "32    327.619981\n",
      "33    327.953593\n",
      "34    328.287393\n",
      "35    328.621376\n",
      "36    328.955535\n",
      "37    329.289865\n",
      "38    329.624360\n",
      "39    329.959015\n",
      "40    330.293822\n",
      "41    330.628777\n",
      "42    330.963873\n",
      "43    331.299103\n",
      "44    331.634460\n",
      "45    331.969940\n",
      "46    332.305534\n",
      "47    332.641236\n",
      "48    332.977039\n",
      "49    333.312936\n",
      "50    333.648920\n",
      "51    333.984984\n",
      "52    334.321120\n",
      "53    334.657321\n",
      "54    334.993580\n",
      "55    335.329888\n",
      "56    335.666239\n",
      "57    336.002623\n",
      "58    336.339034\n",
      "59    336.675462\n",
      "dtype: float64\n",
      "231\n",
      "97.5051447809412\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>seconds</th>\n",
       "      <th>TravelRelativeTempCorrected</th>\n",
       "      <th>Pyrometer</th>\n",
       "      <th>PyrometerShifted</th>\n",
       "      <th>Force</th>\n",
       "      <th>Density</th>\n",
       "      <th>STD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>503.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21.0</td>\n",
       "      <td>105.088751</td>\n",
       "      <td>514.0</td>\n",
       "      <td>494.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>18.718939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31.0</td>\n",
       "      <td>175.177935</td>\n",
       "      <td>498.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>73.534734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>41.0</td>\n",
       "      <td>251.393756</td>\n",
       "      <td>533.0</td>\n",
       "      <td>564.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>65.038623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51.0</td>\n",
       "      <td>349.918033</td>\n",
       "      <td>596.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>18.151679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>61.0</td>\n",
       "      <td>442.758375</td>\n",
       "      <td>623.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>8.856271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>71.0</td>\n",
       "      <td>551.535030</td>\n",
       "      <td>678.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>19.724180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>81.0</td>\n",
       "      <td>662.063410</td>\n",
       "      <td>745.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>60.403485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>91.0</td>\n",
       "      <td>767.987760</td>\n",
       "      <td>784.0</td>\n",
       "      <td>823.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>73.201920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>101.0</td>\n",
       "      <td>879.606312</td>\n",
       "      <td>823.0</td>\n",
       "      <td>862.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.366072</td>\n",
       "      <td>93.639957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   seconds  TravelRelativeTempCorrected  Pyrometer  PyrometerShifted  Force  \\\n",
       "0      1.0                     0.000000      503.0             519.0   16.0   \n",
       "1     21.0                   105.088751      514.0             494.0   16.0   \n",
       "2     31.0                   175.177935      498.0             502.0   16.0   \n",
       "3     41.0                   251.393756      533.0             564.0   16.0   \n",
       "4     51.0                   349.918033      596.0             628.0   16.0   \n",
       "5     61.0                   442.758375      623.0             650.0   16.0   \n",
       "6     71.0                   551.535030      678.0             706.0   16.0   \n",
       "7     81.0                   662.063410      745.0             784.0   16.0   \n",
       "8     91.0                   767.987760      784.0             823.0   16.0   \n",
       "9    101.0                   879.606312      823.0             862.0   16.0   \n",
       "\n",
       "     Density        STD  \n",
       "0  35.366072        NaN  \n",
       "1  35.366072  18.718939  \n",
       "2  35.366072  73.534734  \n",
       "3  35.366072  65.038623  \n",
       "4  35.366072  18.151679  \n",
       "5  35.366072   8.856271  \n",
       "6  35.366072  19.724180  \n",
       "7  35.366072  60.403485  \n",
       "8  35.366072  73.201920  \n",
       "9  35.366072  93.639957  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Virtual Experiment: Optimize Sintering Process\n",
    "# This code simulates a sintering process by iteratively predicting the optimal temperature\n",
    "# to achieve target densification rates at each time step\n",
    "\n",
    "# ============================================================================\n",
    "# Initial Setup\n",
    "# ============================================================================\n",
    "\n",
    "# Start from first data point of the reference experiment\n",
    "initial_state = data['100_1500_50'].head(1)\n",
    "prediction_features = initial_state[['seconds', 'TravelRelativeTempCorrected', 'Pyrometer', \n",
    "                                      'PyrometerShifted', 'Force', 'Density']]\n",
    "prediction_features = prediction_features.reset_index(drop=True)\n",
    "\n",
    "# Initialize simulation parameters\n",
    "current_time = prediction_features['seconds'].iloc[0]\n",
    "num_temperature_options = 60  # Number of temperature scenarios to evaluate at each step\n",
    "time_step = 10  # Seconds between predictions\n",
    "max_simulation_time = 1000  # Maximum simulation duration\n",
    "target_density = 96  # Target relative density percentage\n",
    "\n",
    "# Store the predicted sintering regime\n",
    "predicted_regime = prediction_features.copy()\n",
    "\n",
    "# Create multiple prediction scenarios (will be populated in loop)\n",
    "prediction_scenarios = pd.concat([predicted_regime] * num_temperature_options, ignore_index=True)\n",
    "\n",
    "# ============================================================================\n",
    "# Simulation Loop\n",
    "# ============================================================================\n",
    "\n",
    "is_heating = True\n",
    "current_density = 32  # Starting density percentage\n",
    "\n",
    "# Initialize prediction scenarios with different temperature options\n",
    "current_time += time_step\n",
    "for i in range(num_temperature_options):\n",
    "    prediction_scenarios.loc[i, 'seconds'] = current_time\n",
    "    # Temperature offset from -5 to +54 degrees relative to current temperature\n",
    "    prediction_scenarios.loc[i, 'PyrometerShifted'] = prediction_scenarios['PyrometerShifted'].iloc[i] + i - 5\n",
    "\n",
    "# Main simulation loop: continue until time limit or target density reached\n",
    "while current_time < max_simulation_time and current_density < target_density:\n",
    "    \n",
    "    # ========================================================================\n",
    "    # Step 1: Predict outcomes for all temperature scenarios\n",
    "    # ========================================================================\n",
    "    travel_predictions, prediction_std = gpr.predict(prediction_scenarios, return_std=True)\n",
    "    \n",
    "    # ========================================================================\n",
    "    # Step 2: Calculate densification rates for each scenario\n",
    "    # ========================================================================\n",
    "    current_travel = prediction_scenarios['TravelRelativeTempCorrected'].iloc[0]\n",
    "    densification_rates = (travel_predictions - current_travel) / time_step / 1000\n",
    "    \n",
    "    # Update current density based on predicted travel\n",
    "    current_density = calculate_densityForVirtualExperiment(current_travel, 6.5, 48)\n",
    "    \n",
    "    # ========================================================================\n",
    "    # Step 3: Select best temperature option\n",
    "    # ========================================================================\n",
    "    # Calculate target densification rate for current density\n",
    "    target_rate = calculate_TargetDensificationRateValue(current_density)\n",
    "    print(f'Target rate: {target_rate}')\n",
    "    \n",
    "    # Find which scenario gives densification rate closest to target\n",
    "    predicted_rates_series = pd.Series(travel_predictions - current_travel)\n",
    "    print(predicted_rates_series)\n",
    "    best_scenario_index = find_closest_index(predicted_rates_series, target_rate)\n",
    "    \n",
    "    # ========================================================================\n",
    "    # Step 4: Update prediction scenarios for next time step\n",
    "    # ========================================================================\n",
    "    current_time += time_step\n",
    "    \n",
    "    for i in range(num_temperature_options):\n",
    "        prediction_scenarios.loc[i, 'seconds'] = current_time\n",
    "        prediction_scenarios.loc[i, 'TravelRelativeTempCorrected'] = travel_predictions[best_scenario_index]\n",
    "        prediction_scenarios.loc[i, 'Pyrometer'] = prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index]\n",
    "        \n",
    "        # Generate temperature scenarios: heating up or cooling down\n",
    "        if is_heating:\n",
    "            # Temperature offset from -20 to +39 degrees\n",
    "            prediction_scenarios.loc[i, 'PyrometerShifted'] = \\\n",
    "                prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index] + i - 20\n",
    "        else:\n",
    "            # Cool down by 30 degrees\n",
    "            prediction_scenarios.loc[i, 'PyrometerShifted'] = \\\n",
    "                prediction_scenarios['PyrometerShifted'].iloc[best_scenario_index] - 30\n",
    "    \n",
    "    # ========================================================================\n",
    "    # Step 5: Record the selected scenario in the regime\n",
    "    # ========================================================================\n",
    "    best_prediction = prediction_scenarios.iloc[best_scenario_index]\n",
    "    best_prediction_df = pd.DataFrame([best_prediction])\n",
    "    \n",
    "    predicted_regime = pd.concat([predicted_regime, best_prediction_df], ignore_index=True)\n",
    "    predicted_regime.at[predicted_regime.index[-1], 'STD'] = prediction_std[best_scenario_index]\n",
    "    \n",
    "    # Progress tracking\n",
    "    print(f'Time: {current_time}s')\n",
    "    print(f'Density: {current_density:.2f}%')\n",
    "\n",
    "# Display first few rows of the predicted regime\n",
    "predicted_regime.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-20.0, 45.0)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "#heating rate\n",
    "\n",
    "for key in data.keys():\n",
    "    ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='gray')\n",
    "sc = ax1.plot(newRegime['seconds'], newRegime['PyrometerShifted'] - newRegime['Pyrometer'], color='red') \n",
    "ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n",
    "ax1.set_xlabel('час в секундах')\n",
    "ax1.set_ylabel('Швидкість °C/c')\n",
    "ax1.set_ylim(-20, 45 )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'TravelDelta μm/s')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(20, 6))\n",
    "fig, ax2 = plt.subplots( figsize=(20, 6))\n",
    "#heating rate\n",
    "\n",
    "ax1.plot(data['100_1500_50']['seconds'], data['100_1500_50']['Pyrometer'], color='green') \n",
    "ax1.plot(data['100_1500_50']['seconds'], data['100_1500_50']['PyrometerShifted'] , color='lime') \n",
    "ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red') \n",
    "ax1.plot(newRegime['seconds'], newRegime['PyrometerShifted'] , color='orange') \n",
    "\n",
    "\n",
    "ax2.plot(data['100_1500_50']['seconds'], data['100_1500_50']['TravelDelta'], color='gray')\n",
    "ax2.plot( newRegime['seconds'], newRegime['TravelRelativeTempCorrected'] - newRegime['TravelRelativeTempCorrected'].shift(1), color='red')\n",
    "ax2.plot( newRegime['seconds'], calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48)), color='green')\n",
    "#ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n",
    "ax1.set_xlabel('час в секундах')\n",
    "ax1.set_ylabel('temperature °C')\n",
    "ax2.set_ylabel('TravelDelta μm/s')\n",
    "#ax1.set_ylim(-20, 45 )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "\n",
    "#densification rate\n",
    "sc = ax1.plot( calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['TravelRelativeTempCorrected'] - newRegime['TravelRelativeTempCorrected'].shift(1), color='red')\n",
    "sc = ax1.plot( calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48)), color='green')\n",
    "sc = ax1.plot(data['100_1500_50']['Density'], data['100_1500_50']['TravelDelta'], color='grey')\n",
    "\n",
    "#sc = ax1.plot(calulate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['STD'], color='blue') \n",
    "\n",
    "#ax1.set_title('title')\n",
    "ax1.set_xlabel('Щільність')\n",
    "ax1.set_ylabel('Швидкість ущільнення')\n",
    "ax1.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KyMhQRkaGDh8+7Gjv2bOnLBaLevToITc3NxdWCKApI3wDAAAAAOAkhmFoy5Ytslqtys/Pl81mkyT5+voqISFBSUlJatOmjYurBNAcuDSa/+GHH3TVVVcpPDxcJpNJn376aZ1977zzTplMJs2ePbtGe1lZmSZOnKi2bdvKz89Po0aN0o4dO2r0KSoq0tixYxUYGKjAwECNHTtWhw4davgLAgAAAAA0a8ePH9cvv/yiuXPn6p133lFubq5sNps6deqka6+9Vg888IAuv/xygjcAZ82lM9+OHj2quLg4jR8/Xtddd12d/T799FP98ssvCg8Pr3Vs8uTJWrJkid5//30FBwdr6tSpGjlypNLT0+Xu7i5JGjNmjHbs2KFly5ZJkiZMmKCxY8dqyZIljXNhAAAAAIBmZffu3UpLS1N2drYqKiokSZ6enoqNjVVycrJCQ0NdXCGA5sql4duIESM0YsSI0/bZuXOn7rvvPv3nP//RlVdeWeNYcXGx3nzzTb377ru6/PLLJUkLFy5Up06d9PXXX2vYsGHKy8vTsmXL9PPPP6tfv36SpNdff139+/dXQUGBevXq1TgXBwAAAABo0ioqKpSTkyOr1aqdO3c62kNCQmSxWNS3b195eXm5sEIALUGTXvPNZrNp7NixeuihhxQdHV3reHp6uioqKjR06FBHW3h4uGJiYrRy5UoNGzZMq1atUmBgoCN4k6QLLrhAgYGBWrlyZZ3hW1lZmcrKyhxfVy+qWVFR4fgtSHNUXXtzvgY0D4w1OAtjDc7EeIOzMNbgTOfjeDt48KAyMzO1Zs0aHTt2TJLk5uam3r17KzExUZ06dZLJZJJ0fr0vje18HGtwDWeMtfqcu0mHb88995w8PDw0adKkUx4vLCyUp6dnrXvtQ0NDVVhY6OgTEhJS67khISGOPqcyY8YMPfnkk7Xav/rqK/n6+tbnMpqk5cuXu7oEnCcYa3AWxhqcifEGZ2GswZla+ngzDEOHDx/W/v37VVJS4mg3m81q27atgoKCZDablZ2drezsbBdW2vK19LGGpqMxx1ppaelZ922y4Vt6err+8Y9/KCMjw/Ebh7NlGEaN55zq+Sf3Odm0adM0ZcoUx9eHDx9Wp06dNHToUAUEBNSrnqakoqJCy5cv15AhQ2Q2m11dDlowxhqchbEGZ2K8wVkYa3Cmlj7ejhw5oqysLGVmZtYI3bp3767ExER1795dbm4u3YvwvNHSxxqaDmeMteo7JM9Gkw3ffvzxR+3du1edO3d2tFVVVWnq1KmaPXu2tmzZorCwMJWXl6uoqKjG7Le9e/fqwgsvlCSFhYVpz549tc6/b9++0y6Y6eXldcp7+81mc4v4kGgp14Gmj7EGZ2GswZkYb3AWxhqcqSWNN8MwtHXrVlmtVuXl5clms0mSfH19FR8fL4vFwm6lLtSSxhqatsYca/U5b5MN38aOHevYRKHasGHDNHbsWI0fP16SlJSUJLPZrOXLl2v06NGS7DvUZGdna+bMmZKk/v37q7i4WKmpqUpJSZEk/fLLLyouLnYEdAAAAACA5u/48eNavXq1rFar9u/f72jv1KmTLBaL+vTpIw+PJvvPYAAtlEs/dY4cOaINGzY4vt68ebOysrIUFBSkzp07Kzg4uEZ/s9mssLAwxyYJgYGBuu222zR16lQFBwcrKChIDz74oGJjYx3BXVRUlIYPH6477rhD8+fPlyRNmDBBI0eOZKdTAAAAAGgBdu/eLavVqrVr1zoWQTebzerbt68sFovCwsJcXCGA85lLwzer1apLL73U8XX1Gmvjxo3TggULzuocs2bNkoeHh0aPHq1jx45p8ODBWrBggdzd3R19Fi1apEmTJjl2RR01apRefvnlhrsQAAAAAIBTVVZWKicnR1arVTt27HC0t2vXThaLRXFxcadcSggAnM2l4dugQYNkGMZZ99+yZUutNm9vb82ZM0dz5syp83lBQUFauHDhuZQIAAAAAGhCDh48qPT0dGVmZurYsWOSJDc3N0VFRSk5OVmdO3eu96Z9ANCYuNkdAAAAANCk2Ww2rV+/XlartcbSRQEBAUpKSlJiYqJatWrlwgoBoG6EbwAAAACAJunIkSPKyMhQRkaGiouLHe09evSQxWJRz5495ebm5sIKAeDMCN8AAAAAAE2GYRjaunWrrFar8vLyZLPZJEk+Pj5KSEhQUlKSgoKCXFwlAJw9wjcAAAAAgMsdP35ca9askdVq1b59+xztHTt2lMViUXR0tDw8+CcsgOaHTy4AAAAAgMsUFhYqLS1Na9euVUVFhSTJbDYrNjZWycnJCgsLc3GFAPDbEL4BAAAAAJyqsrJSubm5SktL044dOxztbdu2lcViUVxcnLy9vV1YIQA0HMI3AAAAAIBTFBUVyWq1KjMzU8eOHZMkubm5KSoqShaLRRERETKZTC6uEgAaFuEbAAAAAKDR2Gw2rV+/XlarVRs2bHC0BwQEKCkpSYmJiWrVqpULKwSAxkX4BgAAAABocEeOHFFmZqbS09NVXFzsaO/evbssFosiIyPl5ubmwgoBwDkI3wAAAAAADcIwDG3btk1Wq1W5ubmy2WySJB8fH8XHx8tisSgoKMjFVQKAcxG+AQAAAAB+k7KyMq1evVpWq1X79u1ztHfo0EHJycnq06ePzGazCysEANchfAMAAAAAnJPCwkJZrVatWbNGFRUVkiSz2ayYmBglJyerffv2Lq4QAFyP8A0AAAAAcNYqKyuVm5srq9Wq7du3O9rbtm0ri8WiuLg4eXt7u7BCAGhaCN8AAAAAAGdUVFQkq9WqrKwslZaWSpLc3NzUu3dvJScnKyIiQiaTycVVAkDTQ/gGAAAAADglm82mDRs2KC0tTRs2bHC0+/v7KykpSYmJifL393dhhQDQ9BG+AQAAAABqOHr0qDIyMpSenq7i4mJHe/fu3WWxWBQZGSk3NzcXVggAzQfhGwAAAABAhmFo69atslqtys3Nlc1mkyR5e3srISFBSUlJCg4OdnGVAND8EL4BAAAAwHmsrKxM+/fv1xtvvKF9+/Y52jt06CCLxaLo6GiZzWYXVggAzRvhGwAAAACch/bs2aO0tDStXbtW5eXlkiQPDw/FxMQoOTlZ4eHhLq4QAFoGwjcAAAAAOE9UVlYqLy9PaWlp2r59u6Pdy8tLF198sRITE+Xj4+PCCgGg5SF8AwAAAIAW7tChQ7JarcrMzFRpaakkyWQyKSoqSvHx8crJyVFKSgq3lwJAIyB8AwAAAIAWyGazacOGDbJarVq/fr2j3d/fX0lJSUpMTJS/v78qKiqUm5vrwkoBoGUjfAMAAACAFuTo0aPKzMxUenq6Dh065Gjv1q2bLBaLevXqJTc3N9cVCADnGcI3AAAAAGjmDMPQ9u3bZbValZubq6qqKkmSt7e34uPjZbFYFBwc7OIqAeD8RPgGAAAAAM1UWVmZ1q5dq7S0NO3du9fRHh4eLovFopiYGNZxAwAXI3wDAAAAgGZm7969SktL05o1a1ReXi5J8vDwUExMjJKTkxUeHu7iCgEA1QjfAAAAAKAZqKqqUm5urqxWq7Zt2+ZoDw4OlsViUVxcnHx8fFxYIQDgVAjfAAAAAKAJO3TokNLT05WZmamjR49Kkkwmk3r37i2LxaKuXbvKZDK5uEoAQF0I3wAAAACgiTEMQxs2bJDVatW6desc7f7+/kpMTFRiYqICAgJcWCEA4GwRvgEAAABAE3H06FFlZWXJarXq0KFDjvZu3brJYrEoMjJS7u7urisQAFBvhG8AAAAA4EI2m00bNmxQZmam1q1bJ5vNJkny9vZWfHy8LBaLgoODXVwlAOBcEb4BAAAAgAsUFRUpMzNTWVlZKikpcbR36NBBSUlJiomJkdlsdmGFAICGQPgGAAAAAE5SUVGh/Px8ZWRkaMuWLY52Hx8f9e3bV4mJiQoJCXFdgQCABkf4BgAAAACNbPfu3crMzNTatWt1/PhxR3v37t2VkJCgXr16ycODf54BQEvEpzsAAAAANILjx49r7dq1yszM1O7dux3tgYGBio+PV3x8vFq3bu26AgEATkH4BgAAAAANxDAMbd26VRkZGcrLy1NlZaUkyd3dXb1791ZCQoK6du0qNzc3F1cKAHAWwjcAAAAA+I1KSkqUlZWlzMxMFRUVOdpDQkKUkJCgvn37ytfX14UVAgBchfANAAAAAM5BVVWV1q9fr8zMTK1fv16GYUiSPD09FRMTo8TERIWHh8tkMrm4UgCAKxG+AQAAAEA97N+/X5mZmVq9erWOHj3qaO/cubMSEhLUp08feXp6urBCAEBTQvgGAAAAAGdQXl6u3NxcZWZmatu2bY52Pz8/xcXFKSEhQW3btnVhhQCAporwDQAAAABOwTAM7dq1SxkZGcrOzlZ5ebkkyWQyqUePHkpISFBkZKTc3d1dXCkAoCkjfAMAAACAExw7dkyrV69WZmam9u7d62hv06aNEhISFBcXp4CAABdWCABoTgjfAAAAAEDSnj17lJqaqjVr1qiyslKS5O7urj59+ighIUFdunRh8wQAQL0RvgEAAAA4b9lsNuXn5ys1NVVbt251tIeEhCgpKUmxsbHy8fFxYYUAgOaO8A0AAADAeefo0aNKT09Xenq6Dh8+LMm+lltUVJRSUlLUuXNnZrkBABoE4RsAAACA88bOnTuVmpqqnJwcVVVVSZJ8fX2VlJSkpKQkBQYGurhCAEBLQ/gGAAAAoEWrrKxUbm6uUlNTtXPnTkd7eHi4UlJSFB0dLQ8P/mkEAGgc/B8GAAAAQIt0+PBhWa1WZWRk6OjRo5IkNzc3xcTEKDk5WR07dnRxhQCA8wHhGwAAAIAWwzAMbdu2TampqcrLy5NhGJIkf39/WSwWJSYmqlWrVi6uEgBwPiF8AwAAANDsVVRUaO3atUpNTdWePXsc7Z07d1ZKSop69+4td3d3F1YIADhfEb4BAAAAaLaKioqUlpamzMxMHT9+XJLk4eGh2NhYpaSkKCwszMUVAgDOd4RvAAAAAJoVwzC0adMmpaWlqaCgwNHeunVrJScnKyEhQT4+Pi6sEACAXxG+AQAAAGgWysrKtHr1aqWmpurAgQOO9m7duiklJUU9e/aUm5ubCysEAKA2wjcAAAAATdr+/fuVmpqq1atXq7y8XJLk6empuLg4paSkqG3bti6uEACAuhG+AQAAAGhybDab1q9fr9TUVG3atMnRHhwcrOTkZMXHx8vLy8uFFQIAcHYI3wAAAAA0GUePHlVGRobS09NVXFzsaI+MjFRKSoq6desmk8nkwgoBAKgfwjcAAAAALmUYhrZv3660tDTl5ubKZrNJkry9vZWQkKDk5GS1adPGxVUCAHBuCN8AAAAAuERZWZnWrFkjq9WqvXv3OtrDw8OVnJys6Ohomc1mF1YIAMBvR/gGAAAAwKn27Nkjq9WqNWvWODZQ8PDwUExMjJKTkxUeHu7iCgEAaDiEbwAAAAAaXWVlpfLy8mS1WrVt2zZHe3BwsCwWi+Li4uTj4+PCCgEAaByEbwAAAAAazaFDh5Senq6MjAyVlpZKkkwmk3r37i2LxaKuXbuygQIAoEUjfAMAAADQoGw2mzZu3Cir1ap169Y52v39/ZWYmKjExEQFBAS4sEIAAJyH8A0AAABAgzh69KgyMzOVnp6uQ4cOOdq7desmi8WiyMhIubu7u65AAABcgPANAAAAwDkzDEM7duxQWlqacnNzVVVVJUny9vZWfHy8LBaLgoODXVwlAACu4+bKF//hhx901VVXKTw8XCaTSZ9++qnjWEVFhR555BHFxsbKz89P4eHhuuWWW7Rr164a5ygrK9PEiRPVtm1b+fn5adSoUdqxY0eNPkVFRRo7dqwCAwMVGBiosWPH1vhNHAAAAID6KS8vl9Vq1fz58/V///d/Wrt2raqqqhQeHq5Ro0ZpypQpGjZsGMEbAOC859KZb0ePHlVcXJzGjx+v6667rsax0tJSZWRk6PHHH1dcXJyKioo0efJkjRo1Slar1dFv8uTJWrJkid5//30FBwdr6tSpGjlypNLT0x1T2seMGaMdO3Zo2bJlkqQJEyZo7NixWrJkifMuFgAAAGgB9u7dK6vVqtWrV6u8vFyS5OHhoZiYGFksFnXo0MHFFQIA0LScdfiWnp6uBx98UJ999lmtxVGLi4t19dVXa/bs2YqLizvrFx8xYoRGjBhxymOBgYFavnx5jbY5c+YoJSVF27ZtU+fOnVVcXKw333xT7777ri6//HJJ0sKFC9WpUyd9/fXXGjZsmPLy8rRs2TL9/PPP6tevnyTp9ddfV//+/VVQUKBevXqddb0AAADA+aiqqkp5eXmyWq3aunWroz0oKEgWi0Xx8fHy8fFxYYUAADRdZx2+vfDCC7rssstOuStRYGCghgwZoueff14LFy5s0AJPVFxcLJPJpNatW0uyB4IVFRUaOnSoo094eLhiYmK0cuVKDRs2TKtWrVJgYKAjeJOkCy64QIGBgVq5cmWd4VtZWZnKysocXx8+fFiS/XbYioqKRrg656iuvTlfA5oHxhqchbEGZ2K8wVmaylgrLi5WZmamsrKyVFpaKkkymUyKjIxUYmKiunTpIpPJJMn1teLcNZXxhpaPsQZnccZYq8+5zzp8++WXX/Too4/Wefyqq67SG2+8cdYvXF/Hjx/Xo48+qjFjxjgCwMLCQnl6eqpNmzY1+oaGhqqwsNDRJyQkpNb5QkJCHH1OZcaMGXryySdrtX/11Vfy9fX9LZfSJJw8qxBoLIw1OAtjDc7EeIOzuGKsGYahkpIS7d+/3/ELaMl+a2lwcLCCg4Pl6empvLw85eXlOb0+NB4+2+AsjDU4S2OOtepfSp2Nsw7fdu7cKX9//zqPt2rVSrt37z7rF66PiooK3XjjjbLZbJo7d+4Z+xuG4fgNnKQaf66rz8mmTZumKVOmOL4+fPiwOnXqpKFDh55y9l9zUVFRoeXLl2vIkCEym82uLgctGGMNzsJYgzMx3uAsrhhrpaWlWr16tTIzM2tsThYREaGkpCT17NnTsaYyWhY+2+AsjDU4izPG2om/oDqTsw7f2rVrp4KCAnXt2vWUx/Pz89W2bduzfuGzVVFRodGjR2vz5s369ttvawRfYWFhKi8vV1FRUY3Zb3v37tWFF17o6LNnz55a5923b59CQ0PrfF0vLy95eXnVajebzS3iQ6KlXAeaPsYanIWxBmdivMFZGnusGYahHTt2yGq1KicnR1VVVZLsPwvHx8fLYrE0ys/4aJr4bIOzMNbgLI051upz3rMO3y6//HI9/fTTGj58eK1jhmHomWeecWx60FCqg7f169fru+++q7VNeVJSksxms5YvX67Ro0dLknbv3q3s7GzNnDlTktS/f38VFxcrNTVVKSkpkuy30BYXFzsCOgAAAOB8Ul5errVr1yotLa3GL6rbt28vi8WimJgYeXp6urBCAABajrMO3x577DElJSWpX79+mjp1qnr16iWTyaS8vDy98MILWrdund566616vfiRI0e0YcMGx9ebN29WVlaWgoKCFB4eruuvv14ZGRn64osvVFVV5VijLSgoSJ6engoMDNRtt92mqVOnKjg4WEFBQXrwwQcVGxvrCAKjoqI0fPhw3XHHHZo/f74kacKECRo5ciQ7nQIAAOC8sm/fPqWlpWnNmjWOzcU8PDwUExMji8WiDh06uLhCAABanrMO37p3766vv/5at956q2688UbHemmGYahPnz5avny5evToUa8Xt1qtuvTSSx1fV6+xNm7cOE2fPl2ff/65JCk+Pr7G87777jsNGjRIkjRr1ix5eHho9OjROnbsmAYPHqwFCxbUWI9i0aJFmjRpkmNX1FGjRunll1+uV60AAABAc1RVVaW8vDxZrVZt3brV0R4UFCSLxaL4+Hj5+Pi4sEIAAFq2sw7fJMlisSg7O1tZWVlav369DMNQZGRkrXDsbA0aNEiGYdR5/HTHqnl7e2vOnDmaM2dOnX2CgoK0cOHCc6oRAAAAaI6Ki4uVnp6ujIwMHT16VJJ9I7JevXrJYrGoW7dup92ADAAANIx6hW/V4uPjzzlwAwAAANA4DMPQxo0bZbVatW7dOscvs1u1aqXExEQlJSXV2MAMAAA0vnqFb//85z9VXFysW265Rb6+vo1VEwAAAIB6KC0tVWZmptLT01VUVORo79Kli5KTk9WrV68ay7IAAADnOevw7b777tPmzZvVtWtXDR06VD/99FNj1gUAAADgNAzD0M6dO5WWlqacnBxVVVVJkry8vBQfHy+LxaK2bdu6uEoAAHDW4dsnn3yiZcuWKSYmRl5eXtq7d69CQkIaszYAAAAAJykvL9fatWtltVpVWFjoaG/fvr0sFotiYmLk6enpwgoBAMCJzjp8i4uL08cff6z8/HwFBQXxWzQAAADAifbt26e0tDStWbNGZWVlkiQPDw9FR0crOTlZ4eHhbKAAAEATdNbh21tvvaXHHntMubm5+vLLL+Xm5taYdQEAAADnvWPHjiknJ0dZWVnaunWroz0oKEhJSUmKj49nLWYAAJq4sw7fQkND9frrrzdmLQAAAMB5r7S0VDk5Odq4caPWrFkjm80mSTKZTOrVq5csFou6devGLDcAAJqJeu12CgAAAKDhHTlyRPn5+crNzdWWLVtkGIbjWEhIiPr06aP4+HgFBga6sEoAAHAuCN8AAAAAFzh8+LDy8vKUl5dX45ZSyX7XiZubm0aNGqWwsDAXVQgAABoC4RsAAADgJIcOHXIEbtu3b69xrEOHDoqKilKfPn3UqlUrLV26VMHBwS6qFAAANBTCNwAAAKARHTx4UHl5ecrNzdWuXbtqHOvUqZOioqIUFRWl1q1bO9orKiqcXCUAAGgshG8AAABAA9u/f79yc3OVl5enwsLCGsciIiLUp08f9e7dWwEBAS6qEAAAOMs5h2+lpaXatm2bysvLa7T37dv3NxcFAAAANCeGYWjfvn2OwG3v3r2OYyaTSV27dlVUVJR69+6tVq1aubBSAADgbPUO3/bt26fx48fr3//+9ymPV1VV/eaiAAAAgKbOMAzt2bNHubm5ys3N1YEDBxzH3Nzc1K1bN0fg5uvr68JKAQCAK9U7fJs8ebKKior0888/69JLL9Unn3yiPXv26G9/+5teeOGFxqgRAAAAaBIMw9CuXbscM9yKioocx9zd3dW9e3f16dNHkZGR8vHxcWGlAACgqah3+Pbtt9/qs88+U3Jystzc3BQREaEhQ4YoICBAM2bM0JVXXtkYdQIAAAAus2fPHmVlZSkvL0/FxcWOdg8PD/Xs2VNRUVGKjIyUl5eXC6sEAABNUb3Dt6NHjyokJESSFBQUpH379ikyMlKxsbHKyMho8AIBAAAAVyksLNSKFSuUn5/vaDObzYqMjFRUVJR69uwpT09PF1YIAACaunqHb7169VJBQYG6dOmi+Ph4zZ8/X126dNG8efPUvn37xqgRAAAAcKrdu3frhx9+qBG6RUVFqW/fvurevbvMZrMLqwMAAM3JOa35tnv3bknSE088oWHDhmnRokXy9PTUggULGro+AAAAwGl2796tFStWqKCgwNEWExOjSy65RO3atXNhZQAAoLmqd/j2hz/8wfHnhIQEbdmyRfn5+ercubPatm3boMUBAAAAzrBr1y6tWLFC69atkySZTCbFxMTo4osvJnQDAAC/Sb3DtxMZhiEfHx8lJiY2VD0AAACA0+zcuVMrVqzQ+vXrJdlDt9jYWF188cX8YhkAADSIcwrf3nzzTc2aNcvxQ0rPnj01efJk3X777Q1aHAAAANAYduzYoRUrVmjDhg2Sfg3dLrnkEgUHB7u4OgAA0JLUO3x7/PHHNWvWLE2cOFH9+/eXJK1atUoPPPCAtmzZor/97W8NXiQAAADQELZv364VK1Zo48aNkuyhW9++fXXxxRcTugEAgEZR7/Dt1Vdf1euvv66bbrrJ0TZq1Cj17dtXEydOJHwDAABAk3Oq0C0uLk4XX3yxgoKCXFwdAABoyeodvlVVVclisdRqT0pKUmVlZYMUBQAAADSEbdu2acWKFdq0aZMkQjcAAOB89Q7fbr75Zr366qt68cUXa7S/9tprNXZCBQAAAFxl69atWrFihTZv3ixJcnNzc4Rubdq0cXF1AADgfHLOGy589dVXuuCCCyRJP//8s7Zv365bbrlFU6ZMcfQ7OaADAAAAGtOWLVu0YsUKbdmyRZI9dIuPj9fFF1+s1q1bu7Q2AABwfqp3+Jadna3ExERJcqyZ0a5dO7Vr107Z2dmOfiaTqYFKBAAAAE5vy5Yt+v7777V161ZJ9tAtISFBAwYMIHQDAAAuVe/w7bvvvmuMOgAAAIB6MQzDMdPtxNAtMTFRAwYMUGBgoIsrBAAAOIfwbcGCBbrhhhvk4+PTGPUAAAAAp2UYhjZv3qwVK1Zo27ZtkiR3d3fHTDdCNwAA0JTUO3ybNm2aJk2apN///ve67bbbdOGFFzZGXQAAAEANhmFo06ZNWrFihbZv3y7JHrpVz3QLCAhwcYUAAAC11Tt827Fjh7788kstWLBAl156qbp27arx48dr3LhxCgsLa4waAQAAcB4rKipSTk6OsrOztWfPHkn20C0pKUkXXXQRoRsAAGjS6h2+ubu7a9SoURo1apT27t2rhQsXasGCBXr88cc1fPhw3Xbbbbrqqqvk5ubWGPUCAADgPFBcXKycnBzl5ORo165djnYPDw9H6Obv7+/CCgEAAM5OvcO3E4WEhOiiiy5SQUGB1q1bp7Vr1+rWW29V69at9dZbb2nQoEENVCYAAABaupKSEkfgtmPHDke7yWRSly5dFB0draioKPn6+rqwSgAAgPo5p/Btz549evfdd/XWW29p06ZNuvrqq/XFF1/o8ssv17Fjx/TYY49p3Lhxjl2nAAAAgFM5cuSI8vLylJOTU+tnx4iICEfg1qpVKxdVCAAA8NvUO3y76qqr9J///EeRkZG64447dMsttygoKMhx3MfHR1OnTtWsWbMatFAAAAC0DKWlpY7AbcuWLTIMw3GsY8eOio6OVp8+fVjLDQAAtAj1Dt9CQkK0YsUK9e/fv84+7du31+bNm39TYQAAAGg5jh07pvz8fOXk5GjTpk01Arfw8HBFR0crOjpagYGBLqwSAACg4dU7fBs4cKASExNP28dkMikiIuKciwIAAEDzV1ZWpoKCAuXk5GjDhg2y2WyOY2FhYY7ArU2bNi6sEgAAoHHVO3wbP368hg8frpCQkMaoBwAAAM1YeXm51q1bp5ycHK1fv15VVVWOYyEhIerTp49iYmIUHBzswioBAACcp97h24m3CAAAAAAVFRVav369cnJytG7dOlVWVjqOBQcHO2a48ctbAABwPjqn3U4XL15c5wK4t9xyy28qCAAAAE1fZWWlNmzYoJycHBUUFKiiosJxrE2bNo7ALTQ0VCaTyYWVAgAAuNY5hW8zZ86Uu7t7rXaTyUT4BgAA0EIZhqFNmzZp7dq1ys/PV1lZmeNYYGCgI3Br3749gRsAAMD/nFP4ZrVauW0AAADgPFFaWqqsrCxZrVYVFRU52v39/R1ruHXo0IHADQAA4BTOKXwDAABAy2YYhnbu3Cmr1ars7GzHxgleXl6KjY1VTEyMOnfuTOAGAABwBvUO3yIiIk55yykAAACav/LycmVnZystLU2FhYWO9rCwMCUnJysmJkaenp4urBAAAKB5qXf4tnnz5saoAwAAAC60b98+Wa1WrV692rGWm7u7u2JiYmSxWLitFAAA4Byd022nR48e1YoVK7Rt2zaVl5fXODZp0qQGKQwAAACNq6qqSvn5+bJardqyZYujvU2bNrJYLIqPj5evr6/rCgQAAGgB6h2+ZWZm6oorrlBpaamOHj2qoKAg7d+/X76+vgoJCSF8AwAAaOIOHz6s9PR0ZWRk6MiRI5Lsu9ZHRkbKYrGoe/fuzHIDAABoIPUO3x544AFdddVVevXVV9W6dWv9/PPPMpvNuvnmm3X//fc3Ro0AAAD4jQzD0KZNm2S1WlVQUCDDMCRJfn5+SkxMVFJSkgIDA11cJQAAQMtT7/AtKytL8+fPl7u7u9zd3VVWVqZu3bpp5syZGjdunK699trGqBMAAADn4NixY8rKypLVatXBgwcd7REREUpOTlbv3r3ZTAsAAKAR1Tt8M5vNjtsQQkNDtW3bNkVFRSkwMFDbtm1r8AIBAABQP4ZhaNeuXbJarcrOzlZlZaUkycvLS3FxcbJYLGrXrp2LqwQAADg/1Dt8S0hIkNVqVWRkpC699FL95S9/0f79+/Xuu+8qNja2MWoEAADAWaioqNDatWtltVq1e/duR3tYWJgsFotiY2Pl6enpwgoBAADOP/UO35555hmVlJRIkv76179q3Lhxuvvuu9WjRw+99dZbDV4gAAAATm///v2yWq1avXq1jh8/Lklyd3dXdHS0LBaLOnbs2Pw3UDh2TFq6VNq/X7rwQik6WnJzc3VVAAAAZ1Tv8M1isTj+3K5dOy1durRBCwIAAMCZVVVVqaCgQFarVZs3b3a0t2nTRklJSUpISJCvr68LK2wAlZXSN99I770nffKJ9L9fAEuS2rSRLr5YuuQS+yMhQfKo94+2AAAAje6cf0LZu3evCgoKZDKZ1KtXL9YNAQAAcILi4mJlZGQoIyNDR44ckSSZTCZFRkbKYrGoe/fuzXuWm2FIP/9sD9wWL5b27v31WESE1KOH/XhRkfT55/aHJLVqZZ8RVx3GJSdL3t6uuQYAAIAT1Dt8O3z4sO699169//77qqqqkmS/reGGG27QK6+8whb1AAAADcxms2n9+vXKyMjQ+vXrZRiGJMnPz0+JiYlKSkpq/j+D5eTYA7f33pO2bPm1vW1b6YYbpDFjpP79JZNJqqiQMjOlH36wP378UTp0SPrqK/tDkry8pH79fg3j+ve3B3QAAABOVu/w7fbbb1dWVpa++OIL9e/fXyaTSStXrtT999+vO+64Q4sXL26MOgEAAM47xcXFyszMVGZmpg4fPuxo79Kli5KSkhQVFSV3d3cXVvgbbd0qvf++PXBbs+bX9latpGuusQdugwdLZnPN55nNUkqK/fHgg5LNJmVn/xrG/fCDtGfPr3+WJHd3KSlJGjjQHsZddJH91lUAAIBGVu/w7csvv9R//vMfDRgwwNE2bNgwvf766xo+fHiDFgcAAHC+qZ7llp6erg0bNjhmufn6+iouLk5JSUkKDg52cZW/wf790ocf2gO3n376td1slq64wh64jRwp1We9Ojc3qW9f++O+++y3rq5fXzOM27pVSk21P55/3j6Drm/fX2fGXXyxFBra8NcLAADOe/UO34KDg095W0NgYKDa8NtDAACAc1K9lltmZqZjZ3np11luvXv3lkdz3VCgpET67DPpn/+03xZaWWlvN5mkQYPsgdt11zXcTDSTSYqMtD9uv93etnWr/fbUH36QVqyQ1q2TVq+2P+bMsffp1evXMO6SS6TOnRumHgAAcF6r909wjz32mKZMmaJ33nlH7du3lyQVFhbqoYce0uOPP97gBQIAALRULXqWW3m5tGyZfYbb559Lx479eiwpyR643XCD1KGDc+qJiLA/br7Z/nVh4a9h3A8/SGvXSgUF9sfrr//6nBPDuJ497cEeAABAPdQ7fHv11Ve1YcMGRUREqPP/fhu4bds2eXl5ad++fZo/f76jb0ZGRsNVCgAA0EKc0yw3w5C2b5cyMuybDZSXS+3b13yEhUl+fk6+mhPYbPZA67337LeWFhX9eqxHD+kPf5Buusk+w8zVwsKk3//e/pCkgwel//731zAuPd0+W+7dd+0PyT4T7v77pQkT2LwBAACctXqHb1dffXUjlAEAANCynW6WW3x8vBITE3+d5Waz2W+LrA7aMjLsj4MHz/xC/v6nDuVObmvTpmFmcRmGvcb33rNvnrBz56/H2reXbrzRPsstKalpzxoLCpKuusr+kKQjR6RVq34N4375Rdq2TZo6VXr6aWnSJGniRPvzAAAATqPe4dsTTzzRGHUAAAC0SHXNcuvatasSExPVu3t3eaxfLy1Z8mvQlpVlD39O5uEhRUdLCQn2kG337pqPY8fs66uVlNjDu9Px9Dx1KHdyWBcSYn/dk61fb1/D7b337LdqVgsMlK6/3h64DRxo32W0OWrVShoyxP6Q7O/tokXSc89JGzZI06fbN264805pyhTn3T4LAACanXNatffQoUP66KOPtHHjRj300EMKCgpSRkaGQkND1YEfPAAAwHnuxFlu69evd7QHmM260N9f0eXlavXf/9oX+l+7Viorq30Sb28pLk5KTLSHbYmJUkyM5OV16hc1DHvodnIgV1hYu62oyH7b6rZt9sfpmEz2AO7EUC47W0pLq1nrVVfZA7cRI+qusTnz8bFv3jB+vPTRR9KMGfbNGl580f73OG6c9PDD9nXhAAAATlDv8G3NmjW6/PLLFRgYqC1btuiOO+5QUFCQPvnkE23dulXvvPNOY9QJAADQ5J04y61s3z6F7dmjfrt3q2dJiTrs3SuvTZtkqqqq/cSAAHvAVh2yJSba10Wrz+6mJpP9PAEBZ15Traysdih3qpBuzx77LbB79tgfJ3Jzs88KGzNGuvpq++ueD9zd7RtFjB5t31Bixgz7OndvvCH93//ZZ/09+qj97xIAAEDnEL5NmTJFt956q2bOnCl/f39H+4gRIzRmzJh6neuHH37Q888/r/T0dO3evVuffPJJjTXlDMPQk08+qddee01FRUXq16+fXnnlFUVHRzv6lJWV6cEHH9Q///lPHTt2TIMHD9bcuXPVsWNHR5+ioiJNmjRJn3/+uSRp1KhRmjNnjlq3bl3fywcAAKjBZrNpU2qqtn32mWxWq8J279a43bsVXNf6bO3a1ZzNlpgode1qD7Ocxcvr190/T6eqStq/v3YoFxQkXXutFBrqnHqbIpPJPstvxAj7Rg3PPit98YW0eLH9MXy4NG2adPHFTXutOwAA0OjqHb6lpaXV2NG0WocOHVRYWFivcx09elRxcXEaP368rrvuulrHZ86cqRdffFELFixQZGSk/va3v2nIkCEqKChwBH+TJ0/WkiVL9P777ys4OFhTp07VyJEjlZ6eLvf/rTEyZswY7dixQ8uWLZMkTZgwQWPHjtWSJUvqe/kAAOB8Z7NJmZk6/sUXKvn2W3nl5KjHoUPqcaq+nTrVDtrCw5tPGOPubg/YQkOl+HhXV9N0XXSRfc2+NWvsa8K9/759VtyyZdKFF9pDuCuvbD5/7wAAoEHVO3zz9vbW4cOHa7UXFBSoXbt29TrXiBEjNGLEiFMeMwxDs2fP1p///Gdde+21kqS3335boaGheu+993TnnXequLhYb775pt59911dfvnlkqSFCxeqU6dO+vrrrzVs2DDl5eVp2bJl+vnnn9WvXz9J0uuvv67+/furoKBAvZrCVvcAAKBpO3xYWr5cbl98oaGffCJzcbHMkrxP6HK0Qwd5JCfL64ILfg3c2rZ1VcVwhb597Zsy/PWv9s0Y3npLWrnSvh5ebKz9dtTRo+t3OzEAAGj26v1//t/97nd66qmntHjxYkmSyWTStm3b9Oijj55y9tq52rx5swoLCzV06FBHm5eXlwYOHKiVK1fqzjvvVHp6uioqKmr0CQ8PV0xMjFauXKlhw4Zp1apVCgwMdARvknTBBRcoMDBQK1eurDN8KysrU9kJix9XB44VFRWqqKhosOt0turam/M1oHlgrMFZGGtoFIYh5efLbdkymf79b5l++kmmykq5S/KRVG42a1O3bjqcmKigIUPU4Yor5BkUJEmqMRIZl+enTp2kl16Spk2T20svye2112Rau1b6wx9kPP64bFOmyHbLLfaNKurAZxucifEGZ2GswVmcMdbqc+56h29///vfdcUVVygkJETHjh3TwIEDVVhYqP79++vpp5+u7+nqVH0La+hJa4mEhoZq69atjj6enp5q06ZNrT7Vzy8sLFRISEit84eEhJz2NtkZM2boySefrNX+1VdfydfXt34X0wQtX77c1SXgPMFYg7Mw1vBbuZWVqW12tkLT0xWani6/kzYYOBAUpPWRkdoQGamShAQFtW8vb29v7ZaU8/PPrikaTd/FF8uckKCu//63ui1ZIq9Nm+R+332qePxxbbzqKm0ZPlyVp/nZks82OBPjDc7CWIOzNOZYKy0tPeu+9Q7fAgIC9NNPP+nbb79VRkaGbDabEhMTHbd9NjTTSWtjGIZRq+1kJ/c5Vf8znWfatGmaMmWK4+vDhw+rU6dOGjp0qAKa8W5eFRUVWr58uYYMGSKz2ezqctCCMdbgLIw1/CZbtvw6u+2772Q6ftxxqMrDQ5sjIrS+Z09t6NlT6tlT8fHx8t23T9cOH854Q/2MHi2Vlqrqrbfk9uKL8t6+XdHvvKM+n38u2113yTZxon0zjv/hsw3OxHiDszDW4CzOGGunWpKtLue84MRll12myy677FyffkZhYWGS7DPX2rdv72jfu3evYzZcWFiYysvLVVRUVGP22969e3XhhRc6+uw56TfXkrRv375as+pO5OXlJS8vr1rtZrO5RXxItJTrQNPHWIOzMNZwVioq7DtTfvmltHSplJtb43BZSIjW9eih7M6dtblbN1V4eioyMlIjkpPVvXt3VVZWaunSpYw3nJvAQGnyZOnee6X33pOefVam/Hy5P/us3P/xD+n226UHH5Q6d3Y8hbEGZ2K8wVkYa3CWxhxr9TlvvcO3l1566bTHJ02aVN9TnlLXrl0VFham5cuXKyEhQZJUXl6uFStW6LnnnpMkJSUlyWw2a/ny5Ro9erQkaffu3crOztbMmTMlSf3791dxcbFSU1OVkpIiSfrll19UXFzsCOgAAEALVlho33Xyyy+lr76yb55Qzd1d5cnJ2hgZqZ8CA7UrKEgymeTt7S1LQoIsFouC/reWG9BgzGZp3Dhp7Fjps8+kGTOktDRpzhzp1VelP/xBOuEODAAA0LzVO3ybPHmyOnbsKHd391rHTCZTvcK3I0eOaMOGDY6vN2/erKysLAUFBalz586aPHmynnnmGfXs2VM9e/bUM888I19fX40ZM0aSFBgYqNtuu01Tp05VcHCwgoKC9OCDDyo2NtZxG2xUVJSGDx+uO+64Q/Pnz5ckTZgwQSNHjmSnUwAAWiKbzR5kLF1qf1itNY+3aydj+HDtjI/Xj97eWrdvn+NQSEiIUlJSFBsbK09PTycXjvOOm5t0zTXS1VdL335rD+G++UZ6+215vPOOkvv1kykkROrf39WVAgCA3+Ccbju1Wq2n3MTgXM5z6aWXOr6uXmNt3LhxWrBggR5++GEdO3ZM99xzj4qKitSvXz999dVX8vf3dzxn1qxZ8vDw0OjRo3Xs2DENHjxYCxYsqBEOLlq0SJMmTXLsijpq1Ci9/PLLv7l+AADQRBQV2We1ffmlfZbbCYGaJMlika64QscHD1aaYciakWFfp6OkRCaTSVFRUUpOTlZERMQZ15YFGpzJJA0ebH+kptpvR/3kE4X//LN04YX29mnTpMsus/cFAADNyjmv+dYQBg0aJMMw6jxuMpk0ffp0TZ8+vc4+3t7emjNnjubMmVNnn6CgIC1cuPC3lAoAAJqaoiLpzTelzz+XVq6Uqqp+PRYQIA0dKl15pTR8uHbZbEpNTVX2Dz+o6n/9fH19lZiYKIvFosDAQBddBHCSlBTpX/9SxZo12j15sjr9+KNM33xjnxEXHy9NnWrfvIGZmQAANBsuDd8AAADqbfduadYsad48qaTk1/boaOmKK+yPiy5SlZubcnNzlfrll9qxY4ejW3h4uFJSUhQdHS0PD34UQhMVFaXM++9X+9dek/mll+xBc1aWfZ24Rx+VJk6UJkyQTth0DAAANE3n9BNnbm6uCgsLT3msb9++v6kgAACAU9q4UXr+eWnBAqmszN7Wt689gLjySqlLF0lSSUmJrD/9pPT0dB09elSS5ObmpujoaKWkpKhjx46uqR84FxER0ksvSdOn2wPnOXOknTvtAdxf/yrddpt9B9WuXV1dKQAAqMM5hW+DBw+ucbuoyWSSYRgymUyOWzkAAAAaxJo10rPPSh98YN9MQZIuusi+BtYVV0j/+zlk+7ZtSk1NVV5enmz/6+fv76+kpCQlJSWpVatWLrwI4DcKCpL+9Cf7bafvvy+98IK0dq09mHv5ZfvGDVOnsjkDAABNUL3Dt82bNzdGHQAAADX997/23R+//PLXthEj7KHbxRdLkioqKpSdna3U1NQas/I7d+6slJQU9e7d+5Q7tAPNlpeXNG6cdMst0tdf20O4//xH+vhj+6N/f3sId/XVEmMfAIAmod7hW0RERGPUAQAAIBmGfbfSGTOkH3+0t7m5Sb//vf02u/h42Ww2bd64UTk5OcrLy9Px48clSR4eHoqNjVVKSorCwsJceBGAE5hM0pAh9kd2tn0dxIULpVWrpOuvt9+GOnmy9Mc/Ssz6BADApeodvr3zzjunPX7LLbecczEAAOA8VVUlffSR/fbSrCx7m6enfYbPww/L1q2btm7dqpwvvlBeXp5KS0sdT23durUsFosSExPl4+PjmvoBV4qJsW/I8PTT0iuvSK++Km3eLN1/v/SXv0h33mnfoIH1DgEAcIl6h2+33nqr/Pz8ZDaba6z7JtnXfiN8AwAAZ62sTHrnHWnmTGnDBnubn590110yJk/WdptN2dnZyvvsMx05csTxNF9fX0VFRSkmJkadO3eWm5ubiy4AaELCwuybMEybZv++evFFaf16+/fXiy9KN95ovyU1Pt7VlQIAcF6pd/g2atQorVq1SjfddJPuuOMORUdHN0ZdAACgJSspkV57zR4I7NplbwsOljFxonZde63W7typ3MWLVVJS4niKt7e3oqKiFB0dra5duxK4AXXx9ZXuusu+E/AXX9jXhfvhB/ttqQsXSpdeag/hRoyw39YNAAAaVb3Dt08//VSFhYV68803ddVVV6l9+/aaMGGCRo8eza0eAADg9Pbvl+bMsT+KiiRJRocOOnzHHbImJGjtpk0q/te/HN29vLzUu3dvRUdHq1u3bmyeANSHm5s0apT9YbXaw+7Fi6XvvrM/eveWpkyRbr5Z4ud4AAAaTb3DN0kKCwvTn//8Z/3pT3/S+++/r7vvvlt79uzRww8/3ND1AQCAlmDHDvvsm9dek/63Xltl9+5ad/XV+q5DB+0/fFjKzJQkeXp6qlevXoqOjlb37t3l4XFOP64AOJHFIr33nn1dxZdekl5/XcrPt8+O+/OfpXvusT9CQlxdKQAALc45/zT73//+V/Pnz9fSpUt17bXX6uqrr27AsgAAQItQUGBfb+rdd6WKCklSSc+e+u8llyi1QwcZbm7S4cPy8PBQZGSkoqOj1bNnT5nNZhcXDrRQnTtLf/+7fSOGN9+UZs+Wtm2TnnzSHszdcov0wANSVJSrKwUAoMWod/g2e/Zsvf766/L09NQdd9yhl19+WQEBAY1RGwAAaK7S0+3/kP/4Y+l/GzTt7NlT3/brp03du0smk9zd3dWzZ09FR0crMjJSnp6eLi4aOI8EBNhDtokT7d+nL7wgpaXZZ8S9/rp0xRX2deEuvVQymVxdLQAAzVq9w7cpU6aoY8eOSkpK0tdff62vv/66xvF/nbBOCwAAOI8YhrRihTRjhvTVV47m/F699NOAAdrZqZPc3NwU2aOHoqOj1atXL3l5ebmwYADy8JBuuEEaPVr673/tIdxnn0lLl9of8fH2deFuuEEiIAcA4JzUO3y75ZZbZOK3XwAAoJrNJn3xhSr/9jd5pKXZm0wmrY2N1X8vukj7w8LUrVs3jYqOVu/evdmgCWiKTCZpwAD7Y/16++2ob70lZWXZb0V96CHpzjvtj/BwV1cLAECzUu/wbcGCBY1QBgAAaHYqKlSxcKEq/vY3+W7aJA9Jle7uykxM1KqLLlLrhAT1i45WVFSUfH19XV0tgLPVs6f0yivSU09J8+fb/7xrl/3rZ56RrrtOuu8+6aKLuCUVAICzcE4bLlRWVur777/Xxo0bNWbMGPn7+2vXrl0KCAhQq1atGrpGAADQlBw7prJ582SbOVM+hYUySzru5SVrcrJ2XH+9ul94of4YFcXPBEBzFxws/elP9llvn3wizZkj/fST9MEH9kd8vD2EGzNGYkYrAAB1qnf4tnXrVg0fPlzbtm1TWVmZhgwZIn9/f82cOVPHjx/XvHnzGqNOAADgasXFOj5rlkz/+Ie8Dh2SJB319dWawYPlMXGi+vbrpwFswgS0PGazfU240aPtt6G+/LK0aJH9z7ffLj38sHTbbdI990hduri4WAAAmh63+j7h/vvvl8ViUVFRUY01W6655hp98803DVocAABoAvbsUen996siPFzeTz4pr0OHdCgwUD/deKO2/fij+n36qZKHDGH3c+B8EB8vvfGGtGOHNHOmPWw7eFB6/nmpe3fp6qulr7927HIMAADOIXz76aef9Nhjj8nzpN2OIiIitHPnzgYrDAAAuNiWLTp6662q7NRJvi+9JHNpqfa2a6cf77hDB37+WRe9956iEhPl5lbvHycANHfBwfbbUTdssO+Oevnl9s1XPvtMGjJE6tPHvlZcSYmrKwUAwOXq/dOyzWZTVVVVrfYdO3bI39+/QYoCAACuY2Rnq+Saa2Tr3l1+b78tj4oK7ejQQT9Onapyq1UXv/aauvfuze7nACR3d2nUKGn5cik3V7r3XqlVKyk/374eXMeO0v33S+vWubpSAABcpt7h25AhQzR79mzH1yaTSUeOHNETTzyhK664oiFrAwAATmSsWqWSwYNlio2V/6efys1m08bu3fXTU0/JMz1dF//97+rYubOrywTQVEVF2deD27lTeuklKTJSOnzY/udevaThw6UvvrDPkAMA4DxS7/Bt1qxZWrFihfr06aPjx49rzJgx6tKli3bu3KnnnnuuMWoEAACNxTBU9e9/60hyskwXXij/b7+VISkvOlr/nT1bwVarBjz+uEJCQ11dKYDmIiBAmjhRysuTli2TRo6UTCbpP/+RrrpK6tlTevFFqajI1ZUCAOAU9d7tNDw8XFlZWXr//feVnp4um82m2267TX/4wx9qbMAAAACasKoqVX74oY4/+aRa5eerlaQqNzflJCTo6L33Kvb3v1dUq1aurhJAc+bmJg0bZn9s3Ci9+qr05pvSpk3S1KnS449LN99svz01NtbV1QIA0GjOeubbH//4R5X8b8FUHx8fjR8/Xi+//LLmzp2r22+/neANAIDmoLxcFfPnq7RrV3ncdJNa5eer3GxW+oABSl+8WJE//aT+48erFcEbgIbUvbv097/bd0mdP1+KiZFKS6XXXpP69pUGDZI+/liqrHR1pQAANLizDt/efvttHTt2rDFrAQAAjeXoUZU995yOd+gg8113yXf7dh3z9tYvQ4cq58sv1ffbb5Vy3XXy9vZ2daUAWjI/P2nCBGnNGun776Xrr7dv2rBihf3PXbtKzzwj7dvn6koBAGgwZx2+GYbRmHUAAIDGcPCgjk2bpvL27eX16KPy3r9fJa1aaeU112jjt98q+d//VsKQITKbza6uFMD5xGSSBg6UPvxQ2rxZ+tOfpLZt7TPj/vxn+y6p48ZJaWmurhQAgN+sXhsumEymxqoDAAA0pF27dPTuu1XRoYN8nn1WniUlOtimjX4aO1a7V65U/48/Vkz//nJzq/feSwDQsDp1kp5+Wtq+XXr7bclikcrLpXfekVJS7F+//rr0vyVwAABobur1E3dkZKSCgoJO+wAAAC60YYOOjBmjqogI+c2bJ/Px4yoMDdWP996rw2lpuujttxUZG8sv1AA0Pd7e0i232Ge7/fyzfTMGs1lKT7ffqhoeLt15p5SR4epKAQCol3rtdvrkk08qMDCwsWoBAADnyMjM1JHHH5ff0qVq9b+lIrZ27qxtY8ao+3336eIOHVxcIQDUQ79+9seLL9pnw732mrR+vf2/r70mJSXZg7gbb5T8/V1dLQAAp1Wv8O3GG29USEhIY9UCAADqqfQ//1H5k0+q9apVqv7n57rISO0dP15Rd9yhi4ODXVofAPwm7dpJDz4oTZ1q36Dhtdfsu6JWz4abMkUaM8YexCUmurpaAABO6axvO+X2FAAAmoajR45o3axZ2hMZKd/hw9V61SrZTCbl9O2r/86dq7C0NA149FEFE7wBaClMJunSS6V//lPauVN6/nmpZ0/pyJFfZ8KxNhwAoIlit1MAAJqB0tJSpf/yi364+26V9OihyClTFLp+vSrd3ZU3cKBWL16srqtW6aK771ZAQICrywWAxlM9G66gQPruO/utp56erA0HAGiyzvq2U5vN1ph1AACAkxw/flz5+fnKy8xUwCefqP9PPymoqEiSVO7lpX3XXSf/v/xFUb16ubhSAHABk0kaNMj+2LfPvjvqa69J69axNhwAoEmp15pvAACgcZWVlamgoEA5OTnalpOjxNRUjVy1Sv5HjkiSKgIDVXnvvfJ58EF1aNPGxdUCQBPRrp19XbgpU6QVK6T586V//Yu14QAATQLhGwAALlZeXq5169YpJydH69evl9fhw+r3yy+6OjVVPsePS5KqOnSQ+8MPy3zbbTL7+bm4YgBoopgNBwBoggjfAABwgYqKCm3YsEE5OTlat26dKioqFHDokIasWqXEjAyZKyrsHXv3lh55RO5jxtjXNAIAnB1mwwEAmgjCNwAAnKSyslIbN25UTk6OCgoKVF5eLkkK3rdPl6WlqXd6utyqquydLRZp2jTp6qslt7PeHwkAcDJmwwEAXIzwDQCARlRVVaVNmzYpJydH+fn5KisrcxzrWVyswWlpCvnvf2Wq3lX8ssvsodvgwfZ/MAIAGs7Js+Fee036+GNmwwEAGhXhGwAADcxms2nLli3Kzs5Wfn6+jh075jjm36qVBlRUqO/SpfL+8cdfn3T11dKjj0r9+jm/YAA435w4G27/funtt089G27yZOnmm11cLACguSN8AwCgARiGoa1btyonJ0e5ubkqLS11HPPz81Of3r1l2bVL7d58U6bUVPsBd3fpD3+QHnlE6tPHRZUDwHmubdu6Z8OtWkX4BgD4zQjfAAD4DcrKypSVlaW0tDQdOHDA0e7r66uoqChFR0YqYuVKuT3yiJSbaz/o7S3dfrv04INSRISLKgcA1HCq2XDDh7u6KgBAC0D4BgDAOdi3b59SU1O1Zs0ax8YJXl5eioqKUkxMjLqGhsptwQLp3nulbdvsTwoIkO67T7r/fikkxHXFAwBOr3o2HAAADYDwDQCAs2Sz2bRu3TqlpqZq8+bNjvZ27dopOTlZcXFx8iwtlebOlWbPtu+qJ0mhodIDD0h33SUFBrqmeAAAAAAuQfgGAMAZlJaWKjMzU2lpaSouLpYkmUwm9erVSykpKerSpYtMe/ZIf/mLPXgrKbE/sUsX6eGHpVtvlXx8XFY/AAAAANchfAMAoA6FhYX65ZdflJ2drcrKSkmSj4+PEhMTZbFY1Lp1a2nzZvutpf/3f1JZmf2JMTH2nUtvuEHy4H+1AAAAwPmMfxEAAHCCqqoq5eXlKTU1Vdu3b3e0h4WFKSUlRTExMTKbzVJ2tn39tvffl6qq7J0uuECaNk0aOVJyc3PRFQAAAABoSgjfAACQdOTIEaWnp8tqterIkSOSJDc3N/Xp00cpKSnq2LGjTCaTtGqVNGOGtGTJr08eNsweul1yiX23PAAAAAD4H8I3AMB5yzAM7dy5U6mpqcrJyZHNZpMktWrVSklJSUpKSpK/v79kGNJXX9lDtxUr7E82maTrr5ceeURKSnLhVQAAAABoygjfAADnncrKSmVnZys1NVW7d+92tHfs2FEpKSnq06eP3N3d7beTfvihPXTLzLR3MpulW26xb6QQGemiKwAAAADQXBC+AQDOG8XFxbJarcrIyFBpaakkyd3dXbGxsUpOTlZ4eLi9Y3m5tGCBNHOmtG6dvc3XV7rzTmnKFKljR9dcAAAAAIBmh/ANANCiGYahLVu2KC0tTfn5+TIMQ5IUEBCg5ORkJSQkyM/Pz975yBHp9delF16Qdu60t7VpI02aZN9coW1bF10FAAAAgOaK8A0A0CKVl5drzZo1SktL0969ex3tXbp0UUpKinr16iW36h1JDx6U5syRXnrJ/mdJCg+Xpk6VJkyQWrVywRUAAAAAaAkI3wAALcrBgweVlpamzMxMlZWVSZLMZrP69u2rlJQUhYSE/Np5507pxRel+fOlo0ftbT162Ndzu+UWycvLBVcAAAAAoCUhfAMANHuGYSg/P1+rV6/Wxo0bHe1t2rRRSkqK4uPj5e3t/esT1q+3r+f29ttSRYW9LT5emjZNuu46yd3duRcAAAAAoMUifAMANFtFRUWyWq3KycnR6tWrHe09evRQSkqKevToIZPJ9OsTMjOlZ5+VPvpIstnsbZdcYg/dhg2TTuwLAAAAAA2A8A0A0KxUVVVp3bp1Sk9PrzHLzdfXVwkJCUpMTFRQUNCvTzAM6ccfpRkzpGXLfm0fOVJ69FHpooucWD0AAACA8w3hGwCgWSgqKlJGRoaysrJ05MgRR3vXrl1lGIZuuOGGmreWGob05Zf20G3lSnubm5t0443SI49Iffs6+QoAAAAAnI8I3wAATVZds9z8/PwUHx+vxMRE+fv7a+nSpXKvXqetslJavNh+e+natfY2Ly9p/HjpoYekbt1ccCUAAAAAzleEbwCAJqeuWW7dunVTUlKSevXq5QjbKqo3TDh+XHrzTen556VNm+xt/v7S3XdLkydL7ds7+SoAAAAAgPANANBEnM0stxpruVU7fFg9/vUvedx1l1RYaG9r29YeuN1zj9SmjXMuAAAAAABOgfANAOBS9ZnlVsO+fdI//iGPV15R9KFD9rZOnaQHH5Ruv13y9XXOBQAAAADAaRC+AQCc7kyz3JKSktSmrhlrW7dKL7wgvfGGdOyYTJJKOnaUz/Tp8rjlFslsds5FAAAAAMBZIHwDADjNOc9yk6S8POm556RFi+ybKkhScrIqH3pI33p46IqRIwneAAAAADQ5hG8AgEZ1ulluCQkJSkxMrHuWmySlpUkzZkiffioZhr1t8GDp0UelwYNlVFZKS5c27kUAAAAAwDlyc3UBp1NZWanHHntMXbt2lY+Pj7p166annnpKNpvN0ccwDE2fPl3h4eHy8fHRoEGDlJOTU+M8ZWVlmjhxotq2bSs/Pz+NGjVKO3bscPblAMB5paioSN98841mz56txYsXO4K37t276/e//70eeOABDR48+NTBm2FIX38tXX65lJIiffKJve2aa6Rffvn1mMnk5KsCAAAAgPpp0jPfnnvuOc2bN09vv/22oqOjZbVaNX78eAUGBur++++XJM2cOVMvvviiFixYoMjISP3tb3/TkCFDVFBQIH9/f0nS5MmTtWTJEr3//vsKDg7W1KlTNXLkSKWnp9d9exMAoN5sNpsKCgrOfZabzSZ99pl9pltamr3Nw0P6wx+kRx6RoqIa+QoAAAAAoGE16fBt1apV+t3vfqcrr7xSktSlSxf985//lNVqlWSf9TZ79mz9+c9/1rXXXitJevvttxUaGqr33ntPd955p4qLi/Xmm2/q3Xff1eWXXy5JWrhwoTp16qSvv/5aw4YNc83FAUALUlJSooyMDKWnp6ukpMTR3r17dyUmJp5+LTdJqqiQ3nvPvqZbXp69zcfHvmvp1KlSREQjXwEAAAAANI4mHb4NGDBA8+bN07p16xQZGanVq1frp59+0uzZsyVJmzdvVmFhoYYOHep4jpeXlwYOHKiVK1fqzjvvVHp6uioqKmr0CQ8PV0xMjFauXFln+FZWVqaysjLH14cPH5YkVVRUqKKiohGu1jmqa2/O14DmgbHW8hmGoa1btyojI0Pr1q1zLAng6+uruLg4xcfHO2a52Wy2GksGOJSWyu3//k9us2bJtH27/byBgbLdfbds990nhYTY+51mHDHW4EyMNzgLYw3OxHiDszDW4CzOGGv1OXeTDt8eeeQRFRcXq3fv3nJ3d1dVVZWefvpp3XTTTZKkwsJCSVJoaGiN54WGhmrr1q2OPp6enrVucwoNDXU8/1RmzJihJ598slb7V199JV9f3990XU3B8uXLXV0CzhOMtZansrJSRUVF2r9/f41fUvj5+alt27YKDAzUsWPHtGrVqjrP4XHkiLr9+9/qtmSJzP/75cbx1q21cdQobRk+XJW+vtL/ZjmfLcYanInxBmdhrMGZGG9wFsYanKUxx1ppaelZ923S4dsHH3yghQsX6r333lN0dLSysrI0efJkhYeHa9y4cY5+ppMW3DYMo1bbyc7UZ9q0aZoyZYrj68OHD6tTp04aOnSoAgICzvGKXK+iokLLly/XkCFDZDabXV0OWjDGWstTWFio9PR05efnq7KyUpLk6empmJgYJSYmKqR6ltrp7N4tt5dekttrr8n0v9tTja5dZZs6Ve633KJIb29F1rMuxhqcifEGZ2GswZkYb3AWxhqcxRljrfoOybPRpMO3hx56SI8++qhuvPFGSVJsbKy2bt2qGTNmaNy4cQoLC5Nk/wdh+/btHc/bu3evYzZcWFiYysvLVVRUVGP22969e3XhhRfW+dpeXl7y8vKq1W42m1vEh0RLuQ40fYy15q2iokI5OTmyWq3auXOnoz0kJEQWi0V9+/Y95WdlLZs2STNnSgsWSNWz5WJjpUcflWn0aLl7eOi3bn/DWIMzMd7gLIw1OBPjDc7CWIOzNOZYq895m3T4VlpaKjc3txpt7u7ujnWDunbtqrCwMC1fvlwJCQmSpPLycq1YsULPPfecJCkpKUlms1nLly/X6NGjJUm7d+9Wdna2Zs6c6cSrAYDm4+DBg7JarcrKytKxY8ckSW5uboqOjpbFYlGnTp3OOMNYkrRmjfTss9IHH9h3MpWkCy+Upk2TrrxSOptzAAAAAEAz1qTDt6uuukpPP/20OnfurOjoaGVmZurFF1/UH//4R0n2200nT56sZ555Rj179lTPnj31zDPPyNfXV2PGjJEkBQYG6rbbbtPUqVMVHBysoKAgPfjgg4qNjXXsfgoAsG+KsG7dOlmtVm3cuNHRHhgYqKSkJCUmJsrPz+/sTvbf/9pDty+++LVt+HB76HbxxYRuAAAAAM4bTTp8mzNnjh5//HHdc8892rt3r8LDw3XnnXfqL3/5i6PPww8/rGPHjumee+5RUVGR+vXrp6+++kr+/v6OPrNmzZKHh4dGjx6tY8eOafDgwVqwYIHc3X/rTU4A0PyVlJQoIyNDGRkZNdYt6NmzpywWi3r06FFrFvIpGYa0bJk9dPvhB3ubyST9/vfSo49K/5uhDAAAAADnkyYdvvn7+2v27NmaPXt2nX1MJpOmT5+u6dOn19nH29tbc+bM0Zw5cxq+SABohgzD0NatW5WWlqb8/HzH7fy+vr5KSEhQUlJSrV2i61RVJX30kT10y8qyt5nN0rhx0sMPSz17Ns5F4P/bu/Poqsp7/+Ofk5AEkpAQxiQkhCEBEpJAkh0s2F5UKmovVhxAxbFah3KxRfFXS62KvS2CbZFeB5RqtdYKrorgULWiFSqlluwMcAhTkDkQIDFkgMxn//7YcjAyBcg5O8P7tdZZ5jx755zvtt8+Xfn02fsBAAAA0A606fANANC6amtrtW7dOpmmqdLSUu94fHy8DMNQSkqKunRp4f801NVJr75qb6SwbZs9FhYm3XOP9MADUv/+PrgCAAAAAGhfCN8AoBPYv3+/TNOU2+1WQ0ODJHt3nvT0dGVnZ3t3iG6R6mrphRek+fOlffvssZ49pR//WJo+XerVywdXAAAAAADtE+EbAHRQjY2NKiwslGma2rt3r3e8T58+ys7OVnp6ukJCQlr+gWVl0v/9n/T001J5uT3Wv780c6Z0111SeHgrXwEAAAAAtH+EbwDQwZSVlSk3N1cFBQWqqamRJAUEBCglJUWGYWjAgAFync1uo3v3Sr/7nbRokXT0qD2WlCQ99JB0883S2QR4AAAAANDJEL4BQAfQ2NioTZs2KS8vTzt37vSOR0ZGKisrSxkZGQo/25VpW7dK8+ZJf/6z9NWtqsrIkGbNkq65RmLHaAAAAAA4I8I3AGjHTrbKzeVyKSkpSZmZmUpKSlJAQMDZfWhenvTEE9LSpZJl2WPjxtmh24QJ0tmsmgMAAACATo7wDQDamVOtcouIiFBGRoYyMjIUGRl5dh9qWdKqVXbo9tFHx8evvNIO3caMaZ3iAQAAAKCTIXwDgHaitLRUeXl5J13llpWVpcTExLNf5ebxSO+9Z4dun39ujwUGSjfcYD/TLS2tla8CAAAAADoXwjcAaMN8ssrN/mBpyRJp7lypsNAeCwmR7rhD+n//Txo0qHUuAAAAAAA6OcI3AGiDfLLKTZJqaqSXX5Z+8xvpWJjXvbs0bZo0Y4YUHd1q1wAAAAAAIHwDgDbDZ6vcJKmiQlq4UHrqKengQXusTx87cJs2TerR43zLBwAAAACcBOEbADjMZ6vcJOnAAWnBAum556TKSntswAD71tI77pBCQ1vnIgAAAAAAJ0X4BgAOOLbKLTc3V7t27fKOt8oqN0nat0+aM0d66SWpttYeS06WfvYz6cYbpaCg87wCAAAAAEBLEL4BgB+VlpYqNzdX69ata/1Vbsd89pl07bXSoUP2+9GjpVmzpO9/XzrfzwYAAAAAnBXCNwDwsTOtcsvMzFRERETrfNnzz0v33WfvZjpypDR/vnTxxZLL1TqfDwAAAAA4K4RvAOAjZWVlMk3Tt6vcjqmvl378Y+mFF+z3118v/fGPPNMNAAAAABxG+AYArcjj8WjLli3KycnRjh07vOM+WeV2zMGD9m2mq1fbK9zmzJEeeojVbgAAAADQBhC+AUArqKysVF5envLy8lRVVSXJh6vcvi4vT5o0SdqzR4qIkBYvlr73vdb/HgAAAADAOSF8A4BzZFmWduzYIdM0tXnzZlmWJUkKCwtTRkaGsrKy1KNHD98VsHixdMcd9m6mQ4dK77wjDRvmu+8DAAAAAJw1wjcAOEs1NTVat26dTNNUWVmZdzwhIUGGYSg5OVmBgYG+K6CpSXr4YWnePPv9974n/eUvki+DPgAAAADAOSF8A4AW2rdvn3JycrRhwwY1NjZKkoKDgzVy5EgZhqG+ffv6vojDh6WpU6UPPrDfz5ol/e//Sr4M+wAAAAAA54zwDQBOo6GhQRs2bJBpmtq3b593vF+/fjIMQ2lpaQoJCfFPMZs3S1ddJW3dKnXrZu9mesMN/vluAAAAAMA5IXwDgJMoKyuTaZoqKChQbW2tJCkwMFApKSnKzs5WXFycXP7cTfS996SbbpIqK6X4eGn5cikz03/fDwAAAAA4J4RvAPAVj8ejLVu2yDRNbd++3Tveo0cPZWVlKSMjQ2FhYf4tyrKkuXPtZ7xZlvSd70hvvin54xZXAAAAAMB5I3wD0OlVVVUpLy9Pubm5qqqq8o4PHTpUhmFoyJAhCggI8H9hR45Id94pvfGG/f5HP5IWLJCCg/1fCwAAAADgnBC+AeiULMvSzp07lZOTo82bN8uyLElSaGioMjMzlZWVpR5O7h66a5c0aZJUUCB16SI984x0zz3O1QMAAAAAOCeEbwA6ldraWhUUFMg0TZWVlXnHBwwYIMMwlJycrC5dHJ4aV62SrrtOKi21by9dulT69redrQkAAAAAcE4I3wB0Cvv27ZNpmnK73WpsbJQkBQcHKz09XYZhqF+/fg5XKPuZbgsXSj/5idTYaG+osHy5vcECAAAAAKBdInwD0GE1NDSosLBQpmmquLjYO963b19lZ2crLS1NISEhDlb4NfX10vTp0h/+YL+fOtX+OTTU2boAAAAAAOeF8A1Ah1NWVibTNFVQUKDa2lpJUmBgoFJSUmQYhuLj4+VyuRyu8msOHJCuvVb6178kl0uaN0968EH7ZwAAAABAu0b4BqBD8Hg82rp1q3JycrR9+3bveI8ePZSVlaWMjAyFhYU5WOEpmKZ09dXS3r1SZKS0ZIl0+eVOVwUAAAAAaCWEbwDataqqKuXl5SkvL0+VlZXe8aSkJBmGocTERAUEBDhY4Wm89pp0111Sba00fLj09tvS0KFOVwUAAAAAaEWEbwDaHcuytHPnTpmmqc2bN8vj8UiSQkNDlZGRoaysLEVFRTlc5Wk0NUk/+5n029/a7ydOtIO4yEhn6wIAAAAAtDrCNwDtRm1trdatWyfTNFVaWuodj4+PV3Z2tpKTk9WlSxuf1srLpRtvlP7+d/v9ww9Lv/yl1FZX5wEAAAAAzksb/ysVAKT9+/crJydHGzZsUENDgyQpODhYaWlpys7OVr9+/RyusIU2bpSuukrats3exfTll6UpU5yuCgAAAADgQ4RvANqkxsZGFRYWKicnR8XFxd7xvn37yjAMpaenKyQkxMEKz9K770o33SRVVUkJCdLy5dKoUU5XBQAAAADwMcI3AG3Kl19+KdM0VVBQoJqaGklSQECAUlJSZBiGBgwYIJfL5XCVZ8GypF//Wnr0UfvnceOkv/5V6tPH6coAAAAAAH5A+AbAcR6PR1u3bpVpmvriiy+845GRkcrKylJGRobCw8MdrPAcVVdLP/iB9Oab9vvp06X586WgIGfrAgAAAAD4DeEbAMdUV1crLy9Pubm5qqys9I4nJiYqOztbiYmJCmivGxF8/rkdvG3ebIdtzz0n/fCHTlcFAAAAAPAzwjcAfmVZlnbt2iXTNLVp0yZ5PB5JUmhoqEaNGiXDMBQVFeVwleehtta+xfR3v5M8Hikmxr7N9MILna4MAAAAAOAAwjcAflFbW6t169YpNzdXhw4d8o7Hx8fLMAylpKSoS5d2PiV9fbWbJN18s/T730s9ezpbFwAAAADAMe38L10Abd2BAweUn58vt9uthoYGSVJQUJDS09NlGIaio6MdrrAVfHO1W3S09MIL0ve/73RlAAAAAACHEb4BaHWNjY1yu93aunWrCgoKvON9+vSRYRhKT09X165dnSuwNbHaDQAAAABwGoRvAFrNl19+qdzcXOXn56umpkaSFBAQoOTkZBmGoYSEBLlcLoerbCWsdgMAAAAAtADhG4Dz4vF4VFRUJNM0tW3bNu94RESEQkNDNWXKlPa9gcLJsNoNAAAAANBChG8Azkl1dbXy8vKUl5eniooK73hiYqIMw9DAgQP14YcfKjw83MEqWxmr3QAAAAAAZ4nwDUCLWZalXbt2yTRNbdq0SR6PR5LUrVs3ZWRkKCsrSz2/Wv11bHOFDoPVbgAAAACAc0D4BuCMamtrtX79epmmqUOHDnnH4+LiZBiGRowYoS5dOuh0wmo3AAAAAMB56KB/LQNoDSUlJcrJyZHb7fauZAsKClJaWpqys7MVHR3tcIU+xmo3AAAAAMB5InwD0ExjY6M2btyonJwc7d271zveu3dvZWdnKz09XV27dnWwQj9gtRsAAAAAoJUQvgGQJJWXl8s0TeXn56umpkaSFBAQoOTkZBmGoYSEBLlcLoer9INvrna75RZpwQJWuwEAAAAAzgnhG9CJeTweFRUVyTRNbdu2zTseERGhrKwsZWZmdqzdSk+npkZ67LHmq90WLZKuvNLpygAAAAAA7RjhG9AJVVdXKz8/X7m5uaqoqPCODxkyRNnZ2UpKSlJAQICDFfrZ559Lt98ubdliv2e1GwAAAACglRC+AZ2EZVnavXu3TNPUxo0b5fF4JEndunXTqFGjZBiGena2sKmmxn622/z5rHYDAAAAAPgE4RvQwdXV1WndunUyTVOHDh3yjsfFxckwDKWkpCgoKMjBCh3CajcAAAAAgB8QvgEdVElJiUzT1Pr169XQ0CBJCgoKUlpamgzDUExMjMMVOoTVbgAAAAAAPyJ8AzqQxsZGbdy4UaZpas+ePd7x3r17yzAMjRw5Ul27dnWwQoex2g0AAAAA4GeEb0AHUF5ertzcXOXn5+vo0aOSpICAAA0fPlzZ2dlKSEiQy+VyuEoHsdoNAAAAAOAQwjegnfJ4PNq2bZtM01RRUZF3PCIiQpmZmcrMzFT37t0drLANaGyUPv5YmjGD1W4AAAAAAEcQvgHtzJEjR5SXl6fc3FxVVFR4x4cMGSLDMDR06FAFBAQ4WKHDGhqkf/xDevNNadkyqazMHme1GwAAAADAAYRvQDtgWZZ2794t0zS1ceNGeTweSVK3bt00atQoZWVlqVevXg5X6aC6OmnFCjtwe/tt6fDh48d69ZJuuEH65S9Z7QYAAAAA8DvCN6ANq6ur0/r162Wapg4ePOgd79+/vwzD0IgRIxQUFORghQ6qqZE+/NAO3N59V6qqOn6sXz/p6qul666Txo2TujDVAQAAAACcwV+kQBt04MAB5eTkyO12q76+XpLUpUsXpaWlyTAMxcbGOlyhQ6qrpfffl5Yulf72N+nIkePHYmOla6+1A7cLL5QCA52rEwAAAACArxC+AW1EY2OjNm3apJycHO3Zs8c73qtXLxmGoVGjRqlr164OVuiQykrpvffsFW4ffCDV1h4/NmCAHbZde630rW9JnflZdwAAAACANqnNh2/FxcV66KGH9MEHH6impkZDhw7VSy+9pKysLEn2s7Aef/xxLVq0SOXl5brgggv07LPPasSIEd7PqKur04MPPqjFixerpqZG48eP13PPPae4uDinLgvwOnz4sEzTVH5+vo4ePSpJCggI0PDhw2UYhgYOHCiXy+VwlX5WXi69844duH30kfTV6j9J0uDB0uTJduBmGFJn+3cDAAAAAGhX2nT4Vl5ergsvvFAXX3yxPvjgA/Xt21dffPGFevTo4T3nySef1Pz58/XKK69o6NCh+tWvfqVLL71UW7ZsUffu3SVJM2bM0LvvvqslS5aoV69emjlzpiZOnKjc3FwFcmsaHODxeLRt2zaZpqmioiLvePfu3ZWVlaXMzExv/3YapaXS8uX2LaUffyw1Nh4/NmyYvcLtuuukkSMJ3AAAAAAA7UabDt/mzZun+Ph4vfzyy96xgQMHen+2LEsLFizQww8/rGuuuUaS9Kc//Un9+vXT66+/rnvuuUcVFRV66aWX9Oc//1nf/e53JUmvvfaa4uPj9fHHH+uyyy7z6zWhczty5Ijy8/OVm5urw1/bkXPw4MEyDEPDhg1TQGe6dfLAAWnZMnuF28qVUlPT8WOpqccDt5QUAjcAAAAAQLvUpsO3d955R5dddpkmT56sVatWqX///po2bZruuusuSdKOHTtUUlKiCRMmeH8nJCRE48aN05o1a3TPPfcoNzdXDQ0Nzc6JjY1Vamqq1qxZc8rwra6uTnV1dd73lZWVkqSGhgY1NDT44nL94ljt7fka2pv6+noVFRWpsLBQ27dvl8fjkSR17dpV6enpysjIUK9evSRJTU1Navp6ANWOnbLXiosVsHy5XG+9Jdfq1XJZlveQNWqUPNdcI8/VV9ur3Y75+io44BuY1+BP9Bv8hV6DP9Fv8Bd6Df7ij147m892WdbX/vJtY449XP6BBx7Q5MmTtXbtWs2YMUMvvPCCbr31Vq1Zs0YXXnihiouLm+3+ePfdd2vXrl36+9//rtdff10/+MEPmgVpkjRhwgQNGjRIL7zwwkm/e/bs2Xr88cdPGH/99dcVGhraileJjsjj8aiqqkrl5eWqrKz0Bm6SFBoaql69eikqKqrTrHLr+uWX6v/ZZ4pds0Y9t2xpdqw8KUn7xo7VvjFjdDQ62qEKAQAAAABouaNHj2rq1KmqqKhQRETEac9t0yvfPB6PDMPQnDlzJEkZGRkqLCzUwoULdeutt3rP++bD6C3LOuMD6s90zqxZs/TAAw9431dWVio+Pl4TJkw447/UtqyhoUErVqzQpZdeqqCgIKfL6VAsy9KePXtUWFiooqIi1dTUeI9FRUUpJSVFI0aMUO/evR2s0n+O9drllZUK/vGP5aqu9h7zjB0r65pr5Jk0SeEDBmiopKHOlYp2jnkN/kS/wV/oNfgT/QZ/odfgL/7otWN3SLZEmw7fYmJilJKS0mwsOTlZS5culSRFf7VKpqSkRDExMd5zDh48qH79+nnPqa+vV3l5uaKiopqdM3bs2FN+d0hIiEJCQk4YDwoK6hCTREe5DqdZlqUDBw7I7XZrw4YNzf7LFx4erhEjRigtLU2xsbGdb8fS+nql/eEPCvnb3+z3WVnS7bdLV1+tgP79JUlsd4LWxLwGf6Lf4C/0GvyJfoO/0GvwF1/22tl8bpsO3y688EJt+cYtalu3blVCQoIkadCgQYqOjtaKFSuUkZEhyX6+1qpVqzRv3jxJUlZWloKCgrRixQpNmTJFkrR//35t2LBBTz75pB+vBh3Jl19+qQ0bNsjtdqu0tNQ7HhISouTkZKWlpWngwIGd5rbSE+zapcDJkzU4J8d+//OfS48/LnVp01MOAAAAAACtrk3/JXz//fdr7NixmjNnjqZMmaK1a9dq0aJFWrRokST7dtMZM2Zozpw5SkpKUlJSkubMmaPQ0FBNnTpVkhQZGak777xTM2fOVK9evdSzZ089+OCDSktL8+5+CrREdXW1CgsL5Xa7VVxc7B0PDAzUsGHDlJqaqqSkJHXp7AHT++9Lt9yigC+/VH14uAJee01drrrK6aoAAAAAAHBEm04JsrOztWzZMs2aNUu//OUvNWjQIC1YsEA33XST95yf/vSnqqmp0bRp01ReXq4LLrhAH330kbp37+4956mnnlKXLl00ZcoU1dTUaPz48XrllVcUGMhNbzi92tpabd68WW63Wzt27NCx/UlcLpcGDx6s1NRUDR8+3Ls5SKfW2Cg99pj01TMaPYahlXffrYu/9z2HCwMAAAAAwDltOnyTpIkTJ2rixImnPO5yuTR79mzNnj37lOd07dpVTz/9tJ5++mkfVIiOprGxUUVFRXK73dq6dauampq8x+Li4pSamqoRI0YoPDzcwSrbmJISaepU6dNP7ffTp6vpiSdU88knztYFAAAAAIDD2nz4BviDx+PRzp075Xa7tWnTJtXV1XmP9e7dW2lpaUpLS2u2aQe+smq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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "\n",
    "#Temperature\n",
    "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Pyrometer'], color='grey')\n",
    "sc = ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red')\n",
    "\n",
    "ax1.set_title('Порівняння температури з єксперементальними даними')\n",
    "ax1.set_xlabel('Час, с')\n",
    "ax1.set_ylabel('Температура °C')\n",
    "ax1.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "\n",
    "#Temperature\n",
    "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Force'], color='grey')\n",
    "sc = ax1.plot(newRegime['seconds'], newRegime['Force'], color='red')\n",
    "\n",
    "ax1.set_title('Порівняння температури з єксперементальними даними')\n",
    "ax1.set_xlabel('Час, с')\n",
    "ax1.set_ylabel('Температура °C')\n",
    "ax1.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(15, 6))\n",
    "\n",
    "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['TravelRelativeTempCorrectedShifted'], color='grey') \n",
    "sc = ax1.plot(newRegime['seconds'], newRegime['TravelRelativeTempCorrected'], color='red') \n",
    " \n",
    "ax1.set_title('Порівняння ходу поршня з єкспериментальними даними')\n",
    "ax1.set_xlabel('час, с')\n",
    "ax1.set_ylabel('хід поршня, μм')\n",
    "ax1.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(40, 6))\n",
    "\n",
    "sc = ax1.plot(data['200_1600_50']['TravelRelativeTempCorrectedShifted'], data['200_1600_50']['Pyrometer'], color='grey') \n",
    "sc = ax1.plot(newRegime['TravelRelativeTempCorrected'], newRegime['Pyrometer'], color='red') \n",
    " \n",
    "\n",
    "ax1.set_title('title')\n",
    "ax1.set_xlabel('Microns')\n",
    "ax1.set_ylabel('Pyrometer')\n",
    "ax1.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 6))\n",
    "fig, ax1 = plt.subplots( figsize=(40, 6))\n",
    "\n",
    "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Pyrometer'], color='grey') \n",
    "#sc = ax1.plot(dataN1100['seconds'], dataN1100['Pyrometer'], color='grey') \n",
    "sc = ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red') \n",
    " \n",
    "\n",
    "ax1.set_title('title')\n",
    "ax1.set_xlabel('seconds')\n",
    "ax1.set_ylabel('Pyrometer')\n",
    "ax1.grid(True)\n",
    "plt.show()"
   ]
  }
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