{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "97ff4b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e7dc8161",
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma=5.67e-8 #W*m^-2*K^-4\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0dc3745c",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 3) Helper to summarize QC vs rain\n",
    "def summarize_flag(big, flag_col, rain_flag_col):\n",
    "    N_rain      = (big[rain_flag_col]==1).sum()\n",
    "    N_dry       = (big[rain_flag_col]==0).sum()\n",
    "    N_rain_fail = ((big[rain_flag_col]==1) & (big[flag_col]==1)).sum()\n",
    "    N_dry_fail  = ((big[rain_flag_col]==0) & (big[flag_col]==1)).sum()\n",
    "    return {\n",
    "        'N_rain':      N_rain,\n",
    "        'rain_fail':   N_rain_fail,\n",
    "        'rain_pass':   N_rain - N_rain_fail,\n",
    "        'rain_fail_%': 100 * N_rain_fail / N_rain if N_rain else 0,\n",
    "        'N_dry':       N_dry,\n",
    "        'dry_fail':    N_dry_fail,\n",
    "        'dry_pass':    N_dry - N_dry_fail,\n",
    "        'dry_fail_%':  100 * N_dry_fail / N_dry if N_dry else 0,\n",
    "    }\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "06d3ae60",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1) Base paths\n",
    "BASE_MAST  = r'C:\\Users\\magda\\Master_Thesis\\Sonic'\n",
    "BASE_RADAR = r'C:\\Users\\magda\\Master_Thesis\\Cloud_radar'\n",
    "\n",
    "# 2) Months to scan\n",
    "MONTHS = ['2024-03', '2024-04', '2024-05']\n",
    "\n",
    "all_days = []\n",
    "\n",
    "for month in MONTHS:\n",
    "    mast_month_dir  = os.path.join(BASE_MAST, month)\n",
    "    radar_month_dir = os.path.join(BASE_RADAR, month)\n",
    "    if not os.path.isdir(mast_month_dir) or not os.path.isdir(radar_month_dir):\n",
    "        continue\n",
    "\n",
    "    # look for date-folders\n",
    "    for date_dir in os.listdir(mast_month_dir):\n",
    "        mast_path  = os.path.join(mast_month_dir, date_dir, 'merged_data_10min.csv')\n",
    "        radar_path = os.path.join(radar_month_dir, date_dir, 'Rain_10min_Averages.csv')\n",
    "        if not (os.path.isfile(mast_path) and os.path.isfile(radar_path)):\n",
    "            continue\n",
    "\n",
    "        # load\n",
    "        df_mast = pd.read_csv(mast_path,  parse_dates=['TIMESTAMP'])\n",
    "        df_rain = pd.read_csv(radar_path, parse_dates=['TIMESTAMP'])\n",
    "\n",
    "        \n",
    "        # then do a simple inner join\n",
    "        df = pd.merge(\n",
    "            df_mast,\n",
    "            df_rain[['TIMESTAMP','Rain']],  # only bring in the Rain column\n",
    "            on='TIMESTAMP',\n",
    "            how='inner'                     # keep only timestamps in both\n",
    "        )\n",
    "\n",
    "\n",
    "        # compute diffs & flags\n",
    "        df['Temp_Diff']      = df['Temperature_K_2.99'] - df['Average_Temperature_Corr']#\n",
    "        df['Flag_Temp']      = (df['Temp_Diff'].abs() > 1).astype(int)\n",
    "        df['Flag_Rain']      = (df['Rain'] > 0).astype(int)\n",
    "        df['wind_speed_sonic_hor']=np.sqrt(df['Average_Wind_Ux']**2+df['Average_Wind_Uy']**2)\n",
    "        df['Windspeed_Diff'] = df['WS_ms_D15014_Avg']-df['wind_speed_sonic_hor']\n",
    "        #df['Windspeed_Diff'] = df['WS_ms_D15014_Avg'] - df['Wind_Speed']\n",
    "        df['Flag_WS']        = (df['Windspeed_Diff'].abs() > 1).astype(int)\n",
    "        df['Flag_Rain_WS']   = df['Flag_Rain']  # same rain mask\n",
    "\n",
    "        all_days.append(df)\n",
    "\n",
    "# concatenate campaign\n",
    "big = pd.concat(all_days, ignore_index=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "75d136d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['TIMESTAMP', 'wT_Flux', 'wrhoqv_Flux', 'Average_Temperature',\n",
      "       'Average_Temperature_Corr', 'Average_H2O_Density',\n",
      "       'Average_CO2_Density', 'wrhoCO2_Flux', 'Average_Wind_Ux',\n",
      "       'Average_Wind_Uy', 'Average_Wind_Uz', 'uw_flux', 'vw_flux', 'uv_flux',\n",
      "       'IR20Up', 'IR20Dn', 'NetRl', 'SR15D1Up_Irr', 'SR15D1Dn_Irr', 'NetRs',\n",
      "       'Albedo', 'CSI', 'Net_Radiation_10min', 'AirTC_E5567_Avg',\n",
      "       'RH_E5567_Avg', 'AirTC_E5568_Avg', 'RH_E5568_Avg', 'AirTC_E5569_Avg',\n",
      "       'RH_E5569_Avg', 'AirTC_E5570_Avg', 'RH_E5570_Avg', 'AirTC_E5571_Avg',\n",
      "       'RH_E5571_Avg', 'WS_ms_D15008_Avg', 'WindDir_D15008_Avg',\n",
      "       'WindDir_D15008_StDev', 'WS_ms_D15014_Avg', 'WindDir_D15014_Avg',\n",
      "       'WindDir_D15014_StDev', 'WS_ms_D15463_Avg', 'WindDir_D15463_Avg',\n",
      "       'WindDir_D15463_StDev', 'BP_mbar_Avg', 'Temperature_K_2',\n",
      "       'Dry_Static_Energy_2', 'Temperature_K_2.99', 'Dry_Static_Energy_2.99',\n",
      "       'Temperature_K_4.47', 'Dry_Static_Energy_4.47', 'Temperature_K_6.69',\n",
      "       'Dry_Static_Energy_6.69', 'Temperature_K_10', 'Dry_Static_Energy_10',\n",
      "       'qv_2m', 'qv_2.99m', 'qv_4.47m', 'qv_6.69m', 'qv_10m', 'qs_2m',\n",
      "       'Virtual_Dry_Static_Energy_2', 'qs_2.99m',\n",
      "       'Virtual_Dry_Static_Energy_2.99', 'qs_4.47m',\n",
      "       'Virtual_Dry_Static_Energy_4.47', 'qs_6.69m',\n",
      "       'Virtual_Dry_Static_Energy_6.69', 'qs_10m',\n",
      "       'Virtual_Dry_Static_Energy_10', 'rho_air', 'rho_air_Tv', 'tau_xz',\n",
      "       'tau_yz', 'tau_xy', 'SHF', 'qv_sonic', 'wqv_Flux', 'LHF', 'G',\n",
      "       'Wind_Speed', 'PPM_CO2', 'F_CO2', 'uw_flux_corr', 'vw_flux_corr',\n",
      "       'uv_flux_corr', 'tau_xz_corr', 'tau_yz_corr', 'tau_xy_corr', 'Rain',\n",
      "       'Temp_Diff', 'Flag_Temp', 'Flag_Rain', 'wind_speed_sonic_hor',\n",
      "       'Windspeed_Diff', 'Flag_WS', 'Flag_Rain_WS'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(big.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b4013c5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Campaign‐Wide Sonic QC vs Rain (Temperature) ===\n",
      "Rainy intervals : 473  |  Fail: 313 (66.2%)  |  Pass: 160\n",
      "Dry intervals   : 6006   |  Fail: 697 (11.6%)  |  Pass: 5309\n",
      "\n",
      "=== Campaign‐Wide Sonic QC vs Rain (Wind Speed) ===\n",
      "Rainy intervals : 473  |  Fail: 97 (20.5%)  |  Pass: 376\n",
      "Dry intervals   : 6006   |  Fail: 1465 (24.4%)  |  Pass: 4541\n",
      "\n",
      "Overall usable sonic‐temp intervals (dry & ΔT≤1 K): 5309/6479 = 81.9%\n"
     ]
    }
   ],
   "source": [
    "# summarize\n",
    "temp_stats = summarize_flag(big, 'Flag_Temp',    'Flag_Rain')\n",
    "ws_stats   = summarize_flag(big, 'Flag_WS',      'Flag_Rain_WS')\n",
    "\n",
    "print(\"=== Campaign‐Wide Sonic QC vs Rain (Temperature) ===\")\n",
    "print(f\"Rainy intervals : {temp_stats['N_rain']}  |  Fail: {temp_stats['rain_fail']} ({temp_stats['rain_fail_%']:.1f}%)  |  Pass: {temp_stats['rain_pass']}\")\n",
    "print(f\"Dry intervals   : {temp_stats['N_dry']}   |  Fail: {temp_stats['dry_fail']} ({temp_stats['dry_fail_%']:.1f}%)  |  Pass: {temp_stats['dry_pass']}\")\n",
    "\n",
    "print(\"\\n=== Campaign‐Wide Sonic QC vs Rain (Wind Speed) ===\")\n",
    "print(f\"Rainy intervals : {ws_stats['N_rain']}  |  Fail: {ws_stats['rain_fail']} ({ws_stats['rain_fail_%']:.1f}%)  |  Pass: {ws_stats['rain_pass']}\")\n",
    "print(f\"Dry intervals   : {ws_stats['N_dry']}   |  Fail: {ws_stats['dry_fail']} ({ws_stats['dry_fail_%']:.1f}%)  |  Pass: {ws_stats['dry_pass']}\")\n",
    "\n",
    "# overall usable fraction after removing all rain-flagged intervals\n",
    "usable = ((big['Flag_Rain']==0) & (big['Flag_Temp']==0)).sum()\n",
    "total  = len(big)\n",
    "print(f\"\\nOverall usable sonic‐temp intervals (dry & ΔT≤1 K): {usable}/{total} = {100*usable/total:.1f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e0235608",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total unique days in merged data: 49\n"
     ]
    }
   ],
   "source": [
    "unique_days = big['TIMESTAMP'].dt.date.nunique()\n",
    "print(f\"Total unique days in merged data: {unique_days}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6c0d6a28",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter out rain or temperature‐flagged intervals\n",
    "filtered = big[(big['Flag_Rain'] == 0) & (big['Flag_Temp'] == 0)].copy()\n",
    "\n",
    "# Compute radiometer‐derived temperature\n",
    "filtered['T_radiometer'] = (filtered['IR20Up'] / sigma) ** 0.25\n",
    "#filtered = filtered[filtered['SR15D1Dn_Irr'] > 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8b9f1f5f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Average_Wind_Uz over time\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(filtered[\"TIMESTAMP\"], filtered[\"Average_Wind_Uz\"], label='w', color='tab:red', alpha=0.7)\n",
    "plt.plot(filtered[\"TIMESTAMP\"], filtered[\"Average_Wind_Ux\"], label='u', color='tab:green', alpha=0.7)\n",
    "plt.plot(filtered[\"TIMESTAMP\"], filtered[\"Average_Wind_Uy\"], label='v', color='tab:blue', alpha=0.7)\n",
    "\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Wind Speed (m/s)\")\n",
    "plt.title(\"Wind Speed Over Time\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4cb811b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- Statistics for Average_Wind_Uz (10-min means) ---\n",
      "         count: 5309\n",
      "        mean_w: -0.125 m/s\n",
      "         std_w:  0.211 m/s\n",
      "      median_w: -0.115 m/s\n",
      "  median_abs_w:  0.167 m/s\n",
      "         rms_w:  0.245 m/s\n",
      "         min_w: -0.746 m/s\n",
      "         p10_w: -0.412 m/s\n",
      "         p25_w: -0.299 m/s\n",
      "         p75_w:  0.050 m/s\n",
      "         p90_w:  0.150 m/s\n",
      "         max_w:  0.504 m/s\n",
      "--- Fraction within thresholds ---\n",
      "frac_|w|<=0.05:  12.6 %\n",
      " frac_|w|<=0.1:  28.9 %\n",
      " frac_|w|<=0.2:  57.2 %\n",
      " frac_|w|<=0.5:  97.6 %\n",
      "\n",
      "Median |w̄|: 0.167 m/s\n"
     ]
    }
   ],
   "source": [
    "# Select and clean\n",
    "w = filtered[['TIMESTAMP', 'Average_Wind_Uz']].copy()\n",
    "w = w.dropna(subset=['Average_Wind_Uz'])\n",
    "w['abs_w'] = w['Average_Wind_Uz'].abs()\n",
    "\n",
    "# Core statistics\n",
    "stats = {\n",
    "    'count': len(w),\n",
    "    'mean_w': w['Average_Wind_Uz'].mean(),\n",
    "    'std_w': w['Average_Wind_Uz'].std(ddof=1),\n",
    "    'median_w': w['Average_Wind_Uz'].median(),\n",
    "    'median_abs_w': w['abs_w'].median(),\n",
    "    'rms_w': np.sqrt(np.mean(w['Average_Wind_Uz']**2)),\n",
    "    'min_w': w['Average_Wind_Uz'].min(),\n",
    "    'p10_w': w['Average_Wind_Uz'].quantile(0.10),\n",
    "    'p25_w': w['Average_Wind_Uz'].quantile(0.25),\n",
    "    'p75_w': w['Average_Wind_Uz'].quantile(0.75),\n",
    "    'p90_w': w['Average_Wind_Uz'].quantile(0.90),\n",
    "    'max_w': w['Average_Wind_Uz'].max(),\n",
    "}\n",
    "\n",
    "# Fractions within small thresholds (useful to show w ~ 0 near surface)\n",
    "thresholds = [0.05, 0.10, 0.20, 0.50]\n",
    "fractions = {f'frac_|w|<={thr}': (w['abs_w'] <= thr).mean()*100 for thr in thresholds}\n",
    "\n",
    "# Print\n",
    "print('--- Statistics for Average_Wind_Uz (10-min means) ---')\n",
    "for k, v in stats.items():\n",
    "    print(f'{k:>14}: {v: .3f} m/s' if 'count' not in k else f'{k:>14}: {v}')\n",
    "print('--- Fraction within thresholds ---')\n",
    "for k, v in fractions.items():\n",
    "    print(f'{k:>14}: {v:5.1f} %')\n",
    "\n",
    "# (Optional) quick check: median |w̄| to cite in text\n",
    "print(f\"\\nMedian |w̄|: {w['abs_w'].median():.3f} m/s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "db23d87e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select a representative day with complete data (e.g., April 15, 2024)\n",
    "day_data = filtered[(filtered['TIMESTAMP'] >= '2024-05-03') & (filtered['TIMESTAMP'] < '2024-05-04')].copy()\n",
    "\n",
    "# Plot vertical wind speed (Uz) over the selected day\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(day_data['TIMESTAMP'], day_data['Average_Wind_Uz'], label='Vertical Wind Speed (Uz)', color='darkred')\n",
    "plt.axhline(0, color='gray', linestyle='--', linewidth=1)\n",
    "plt.xlabel('Time (UTC)')\n",
    "plt.ylabel('Uz (m/s)')\n",
    "plt.title('Diurnal Variation of Vertical Wind Speed (Uz) on April 15, 2024')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2072940d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n# Create scatter plot again\\nplt.figure(figsize=(10, 5))\\nplt.scatter(filtered['TIMESTAMP'], 1/filtered['Albedo'], \\n            color='tab:orange', s=10, alpha=0.7, edgecolor='k', linewidth=0.2)\\n\\n# Formatting\\nplt.title('Surface Albedo (10-Minute)', fontsize=16)\\nplt.xlabel('Date', fontsize=14)\\nplt.ylabel('Albedo', fontsize=14)\\nplt.grid(True, linestyle='--', alpha=0.6)\\nplt.xticks(rotation=45, fontsize=11)\\nplt.yticks(fontsize=11)\\nplt.tight_layout()\\n\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "# Create scatter plot again\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(filtered['TIMESTAMP'], 1/filtered['Albedo'], \n",
    "            color='tab:orange', s=10, alpha=0.7, edgecolor='k', linewidth=0.2)\n",
    "\n",
    "# Formatting\n",
    "plt.title('Surface Albedo (10-Minute)', fontsize=16)\n",
    "plt.xlabel('Date', fontsize=14)\n",
    "plt.ylabel('Albedo', fontsize=14)\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.xticks(rotation=45, fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "plt.tight_layout()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b13669e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n# --- Plotting ---\\nplt.figure(figsize=(10, 5))\\nplt.scatter(daily_albedo.index, 1/daily_albedo.values,\\n            color='tab:orange', edgecolor='k', s=35, alpha=0.8)\\n\\n# Formatting\\nplt.title('Daily Average Surface Albedo ', fontsize=16)\\nplt.xlabel('Date', fontsize=14)\\nplt.ylabel('Albedo', fontsize=14)\\nplt.grid(True, linestyle='--', alpha=0.6)\\nplt.xticks(rotation=45, fontsize=11)\\nplt.yticks(fontsize=11)\\nplt.tight_layout()\\n\\n# Optional: save to file\\n# plt.savefig('daily_albedo_scatter.png', dpi=300)\\nplt.show()\\n\""
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "# --- Plotting ---\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(daily_albedo.index, 1/daily_albedo.values,\n",
    "            color='tab:orange', edgecolor='k', s=35, alpha=0.8)\n",
    "\n",
    "# Formatting\n",
    "plt.title('Daily Average Surface Albedo ', fontsize=16)\n",
    "plt.xlabel('Date', fontsize=14)\n",
    "plt.ylabel('Albedo', fontsize=14)\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.xticks(rotation=45, fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Optional: save to file\n",
    "# plt.savefig('daily_albedo_scatter.png', dpi=300)\n",
    "plt.show()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d4885634",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n# Convert TIMESTAMP to datetime if not already\\nfiltered['TIMESTAMP'] = pd.to_datetime(filtered['TIMESTAMP'])\\n\\n# Set TIMESTAMP as index for resampling\\nfiltered.set_index('TIMESTAMP', inplace=True)\\n\\n# Daily average of Albedo\\ndaily_albedo = filtered['Albedo'].resample('D').mean().dropna()\\n\""
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "# Convert TIMESTAMP to datetime if not already\n",
    "filtered['TIMESTAMP'] = pd.to_datetime(filtered['TIMESTAMP'])\n",
    "\n",
    "# Set TIMESTAMP as index for resampling\n",
    "filtered.set_index('TIMESTAMP', inplace=True)\n",
    "\n",
    "# Daily average of Albedo\n",
    "daily_albedo = filtered['Albedo'].resample('D').mean().dropna()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "21d1fcde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3) Scatter plot vs 1:1 line\n",
    "T_mast  = filtered['Temperature_K_2.99']\n",
    "T_sonic = filtered['Average_Temperature_Corr']\n",
    "T_rad   = filtered['T_radiometer']\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(T_mast, T_sonic, s=30, alpha=0.6, label='Sonic')\n",
    "#plt.scatter(T_mast, T_rad,   s=30, alpha=0.6, label='Radiometer')\n",
    "lims = [min(T_mast.min(), T_sonic.min(), T_rad.min()),\n",
    "        max(T_mast.max(), T_sonic.max(), T_rad.max())]\n",
    "plt.plot(lims, lims, 'k--', linewidth=1.5, label='1:1 line')\n",
    "plt.xlabel('Mast Temperature (K)')\n",
    "plt.ylabel('Instrument Temperature (K)')\n",
    "plt.title('Scatter: Sonic & Radiometer vs Mast')\n",
    "plt.legend(loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ac49ea6d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 5) Derive metrics for each comparison\n",
    "# Sonic vs Mast 2.99 m\n",
    "T_mast_299  = filtered['Temperature_K_2.99']\n",
    "T_sonic     = filtered['Average_Temperature_Corr']\n",
    "delta_sonic = T_mast_299-T_sonic\n",
    "mean_sonic  = delta_sonic.mean()\n",
    "std_sonic   = delta_sonic.std()\n",
    "r_sonic     = T_mast_299.corr(T_sonic)\n",
    "\n",
    "# Radiometer vs Mast 2 m\n",
    "T_mast_2    = filtered['Temperature_K_2']\n",
    "T_rad       = filtered['T_radiometer']\n",
    "delta_rad   = T_rad - T_mast_2\n",
    "mean_rad    = delta_rad.mean()\n",
    "std_rad     = delta_rad.std()\n",
    "r_rad       = T_mast_2.corr(T_rad)\n",
    "\n",
    "# 6) Plot styling\n",
    "plt.rcParams.update({\n",
    "    'font.size': 20,\n",
    "    'axes.labelsize': 20,\n",
    "    'axes.titlesize': 20,\n",
    "    'legend.fontsize': 14,\n",
    "    'xtick.labelsize': 18,\n",
    "    'ytick.labelsize': 18\n",
    "})\n",
    "\n",
    "# 7) Plot Sonic vs Mast 2.99 m\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "ax.scatter(T_mast_299, T_sonic, s=30, alpha=0.6, color='#1f77b4')\n",
    "lims = [min(T_mast_299.min(), T_sonic.min()), max(T_mast_299.max(), T_sonic.max())]\n",
    "ax.plot(lims, lims, 'k--', linewidth=1.5, label='Equality line')\n",
    "ax.set_xlabel('Mast Temperature at 2.99 m (K)')\n",
    "ax.set_ylabel('Sonic Temperature (K)')\n",
    "ax.set_title('Sonic vs. Mast (2.99 m) Temperature')\n",
    "ax.text(0.05, 0.95,\n",
    "        f'ΔT mean = {mean_sonic:.2f} K\\nσ = {std_sonic:.2f} K\\nr = {r_sonic:.2f}',\n",
    "        transform=ax.transAxes, verticalalignment='top',\n",
    "        bbox=dict(facecolor='white', alpha=0.8))\n",
    "ax.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 8) Plot Radiometer vs Mast 2 m\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "ax.scatter(T_mast_2, T_rad, s=30, alpha=0.6, color='#ff7f0e')\n",
    "lims = [min(T_mast_2.min(), T_rad.min()), max(T_mast_2.max(), T_rad.max())]\n",
    "ax.plot(lims, lims, 'k--', linewidth=1.5, label='Equality line')\n",
    "ax.set_xlabel('Mast Temperature at 2 m (K)')\n",
    "ax.set_ylabel('Radiometer-derived Temperature (K)')\n",
    "ax.set_title('Radiometer vs. Mast (2 m) Temperature')\n",
    "ax.text(0.05, 0.95,\n",
    "        f'ΔT mean = {mean_rad:.2f} K\\nσ = {std_rad:.2f} K\\nr = {r_rad:.2f}',\n",
    "        transform=ax.transAxes, verticalalignment='top',\n",
    "        bbox=dict(facecolor='white', alpha=0.8))\n",
    "ax.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "40e9fff9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               TIMESTAMP   wT_Flux  wrhoqv_Flux  Average_Temperature  \\\n",
      "0    2024-03-14 00:00:00 -0.026757     0.001768           284.502020   \n",
      "1    2024-03-14 00:20:00 -0.032390     0.001202           284.407633   \n",
      "2    2024-03-14 00:40:00 -0.031528     0.002094           284.490481   \n",
      "3    2024-03-14 01:00:00 -0.046116     0.003590           284.785550   \n",
      "4    2024-03-14 01:20:00 -0.042328     0.002073           284.893248   \n",
      "...                  ...       ...          ...                  ...   \n",
      "6474 2024-05-26 22:10:00 -0.012691     0.000045           287.630425   \n",
      "6475 2024-05-26 22:20:00 -0.022307    -0.000783           287.522292   \n",
      "6476 2024-05-26 22:30:00 -0.042585     0.005290           287.786134   \n",
      "6477 2024-05-26 22:40:00 -0.036296     0.003500           288.014211   \n",
      "6478 2024-05-26 22:50:00 -0.028858     0.002551           287.906135   \n",
      "\n",
      "      Average_Temperature_Corr  Average_H2O_Density  Average_CO2_Density  \\\n",
      "0                   283.876358             5.361980           751.861163   \n",
      "1                   283.782420             5.361250           752.242698   \n",
      "2                   283.862779             5.378899           752.604308   \n",
      "3                   284.149518             5.437873           753.209506   \n",
      "4                   284.248828             5.505255           759.177285   \n",
      "...                        ...                  ...                  ...   \n",
      "6474                286.624351             8.451009           786.499637   \n",
      "6475                286.525023             8.383076           788.163015   \n",
      "6476                286.804920             8.232620           781.664042   \n",
      "6477                287.045867             8.111589           777.178206   \n",
      "6478                286.940066             8.098943           778.446274   \n",
      "\n",
      "      wrhoCO2_Flux  Average_Wind_Ux  Average_Wind_Uy  ...  tau_xy_corr  Rain  \\\n",
      "0         0.137666         2.709073        -3.298530  ...     0.097194   0.0   \n",
      "1         0.180427         2.987826        -2.558634  ...    -0.075400   0.0   \n",
      "2         0.164280         3.023096        -2.697374  ...    -0.164197   0.0   \n",
      "3         0.233568         3.678773        -3.087888  ...    -0.227698   0.0   \n",
      "4         0.201129         3.436217        -2.476249  ...    -0.168217   0.0   \n",
      "...            ...              ...              ...  ...          ...   ...   \n",
      "6474      0.116127         1.124341        -1.787455  ...    -0.037335   0.0   \n",
      "6475      0.233404         0.766527        -0.909026  ...     0.137025   0.0   \n",
      "6476      0.455876         1.471269        -1.165719  ...    -0.379109   0.0   \n",
      "6477      0.263675         2.107971        -1.727914  ...    -0.042255   0.0   \n",
      "6478      0.196521         2.350137        -2.064391  ...    -0.051586   0.0   \n",
      "\n",
      "      Temp_Diff  Flag_Temp  Flag_Rain  wind_speed_sonic_hor  Windspeed_Diff  \\\n",
      "0     -0.610803          0          0              4.268416        0.813695   \n",
      "1     -0.789420          0          0              3.933664       -1.074664   \n",
      "2     -0.745779          0          0              4.051535       -0.939535   \n",
      "3     -0.865518          0          0              4.802960       -1.247560   \n",
      "4     -0.695828          0          0              4.235492       -1.099292   \n",
      "...         ...        ...        ...                   ...             ...   \n",
      "6474  -0.576351          0          0              2.111667        0.238733   \n",
      "6475  -0.511023          0          0              1.189072        0.478428   \n",
      "6476  -0.764920          0          0              1.877107       -0.195007   \n",
      "6477  -0.716867          0          0              2.725661       -0.549561   \n",
      "6478  -0.584066          0          0              3.128076       -0.887976   \n",
      "\n",
      "      Flag_WS  Flag_Rain_WS  T_radiometer  \n",
      "0           0             0    281.206742  \n",
      "1           1             0    280.963780  \n",
      "2           0             0    281.168745  \n",
      "3           1             0    281.357857  \n",
      "4           1             0    281.424612  \n",
      "...       ...           ...           ...  \n",
      "6474        0             0    284.443197  \n",
      "6475        0             0    283.921471  \n",
      "6476        0             0    284.114628  \n",
      "6477        0             0    284.634943  \n",
      "6478        0             0    284.641220  \n",
      "\n",
      "[5309 rows x 96 columns]\n"
     ]
    }
   ],
   "source": [
    "print(filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7bd09cd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3) Extract hour and compute deltas\n",
    "filtered['Hour'] = filtered['TIMESTAMP'].dt.hour\n",
    "filtered['DeltaSonic'] = filtered['Temperature_K_2.99']-filtered['Average_Temperature_Corr'] \n",
    "# filtered['DeltaRad'] = filtered['T_radiometer'] - filtered['Temperature_K_2']\n",
    "\n",
    "# 4) Group by hour: mean & std\n",
    "hourly = filtered.groupby('Hour').agg({\n",
    "    'DeltaSonic': ['mean', 'std'],\n",
    "    # 'DeltaRad': ['mean', 'std']\n",
    "})\n",
    "hourly.columns = ['S_mean', 'S_std']  # Update if you include DeltaRad: + ['R_mean', 'R_std']\n",
    "hourly = hourly.reset_index()\n",
    "\n",
    "# 5) Plot diurnal cycle\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.errorbar(hourly['Hour'], hourly['S_mean'], yerr=hourly['S_std'],\n",
    "             marker='o', linestyle='-', label='Mast (2.99m) – Sonic', capsize=3)\n",
    "# plt.errorbar(hourly['Hour'], hourly['R_mean'], yerr=hourly['R_std'],\n",
    "#              marker='s', linestyle='--', label='Radiometer – Mast (2m)', capsize=3)\n",
    "\n",
    "plt.xticks(range(0, 24, 2))\n",
    "plt.xlabel('Hour of Day')\n",
    "plt.ylabel('Temperature Bias (K)')\n",
    "plt.title('Diurnal Variation of Temperature Bias')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "77f461ae",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 1) Filter out rain‐flagged and wind‐flagged intervals\n",
    "wind_data = big[(big.Flag_Rain == 0)].copy()# & (big.Flag_WS == 0)\n",
    "\n",
    "\n",
    "# 4) Compute metrics\n",
    "ws_mast     = wind_data['WS_ms_D15008_Avg']#WS_ms_D15014_Avg\n",
    "ws_sonic    = wind_data['wind_speed_sonic_hor']#wind_data['Wind_Speed']\n",
    "delta_ws    = ws_mast-ws_sonic\n",
    "mean_ws     = delta_ws.mean()\n",
    "std_ws      = delta_ws.std()\n",
    "r_ws        = ws_mast.corr(ws_sonic)\n",
    "pct_within1 = (delta_ws.abs() <= 1).mean() * 100\n",
    "\n",
    "# 5) Styled scatter plot\n",
    "plt.rcParams.update({\n",
    "    'font.size': 20,\n",
    "    'axes.labelsize': 18,\n",
    "    'axes.titlesize': 18,\n",
    "    'legend.fontsize': 12,\n",
    "})\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "ax.scatter(ws_mast, ws_sonic, s=1, alpha=0.6, color='#1f77b4')#, label='10-min averages')\n",
    "lims = [min(ws_mast.min(), ws_sonic.min()), max(ws_mast.max(), ws_sonic.max())]\n",
    "ax.plot(lims, lims, 'k--', linewidth=1.5, label='1:1 equality')\n",
    "\n",
    "ax.text(0.02, 0.98,\n",
    "        f'Δw_s mean = {mean_ws:.2f} m/s\\nσ = {std_ws:.2f} m/s\\nr = {r_ws:.2f}\\n±1 m/s = {pct_within1:.1f}%',\n",
    "        transform=ax.transAxes, ha='left', va='top',\n",
    "        bbox=dict(facecolor='white', alpha=0.8))\n",
    "\n",
    "ax.set_xlabel('Mast Wind Speed (m/s)')\n",
    "ax.set_ylabel('Sonic Wind Speed (m/s)')\n",
    "ax.set_title('Mast (4.47 m) vs. Sonic Wind Speed')\n",
    "ax.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 4) Identify calmest & windiest dates\n",
    "wind_data['Date'] = wind_data['TIMESTAMP'].dt.date\n",
    "daily = wind_data.groupby('Date')['WS_ms_D15008_Avg'].mean().reset_index()\n",
    "calmest  = daily.nsmallest(1, 'WS_ms_D15008_Avg')['Date'].iloc[0]\n",
    "windiest = daily.nlargest(1,  'WS_ms_D15008_Avg')['Date'].iloc[0]\n",
    "\n",
    "# Extract time‐of‐day in hours (float)\n",
    "for label, date in [('Calm', calmest), ('Windy', windiest)]:\n",
    "    df = wind_data[wind_data['Date'] == date].copy()\n",
    "    # time since midnight in hours\n",
    "    df['HourOfDay'] = df['TIMESTAMP'].dt.hour + df['TIMESTAMP'].dt.minute/60.0\n",
    "    if label == 'Calm':\n",
    "        df_calm = df\n",
    "    else:\n",
    "        df_wind = df\n",
    "\n",
    "# Now plot both on the same HourOfDay axis:\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "# Calm day (circles)\n",
    "plt.scatter(df_calm['HourOfDay'], df_calm['WS_ms_D15008_Avg'],\n",
    "            s=50, marker='*', color='#1f77b4', alpha=0.6,\n",
    "            label=f'Calm Mast ({calmest:%m-%d})')\n",
    "plt.scatter(df_calm['HourOfDay'], df_calm['wind_speed_sonic_hor'],\n",
    "            s=50, marker='*', color='#ff7f0e', alpha=0.6,\n",
    "            label=f'Calm Sonic ({calmest:%m-%d})')\n",
    "plt.plot(df_calm['HourOfDay'], df_calm['Windspeed_Diff'],\n",
    "         color='#2a9d8f',linestyle='--', label='Calm Δw_s')\n",
    "\n",
    "# Windy day (diamonds)\n",
    "plt.scatter(df_wind['HourOfDay'], df_wind['WS_ms_D15008_Avg'],\n",
    "            s=50, marker='+', color='#1f77b4', alpha=0.8,\n",
    "            label=f'Windy Mast ({windiest:%m-%d})')\n",
    "plt.scatter(df_wind['HourOfDay'], df_wind['wind_speed_sonic_hor'],\n",
    "            s=50, marker='+', color='#ff7f0e', alpha=0.8,\n",
    "            label=f'Windy Sonic ({windiest:%m-%d})')\n",
    "plt.plot(df_wind['HourOfDay'], df_wind['Windspeed_Diff'],\n",
    "         color='#2a9d8f',linestyle='-', label='Windy Δw_s')\n",
    "\n",
    "# Formatting\n",
    "plt.xticks(np.arange(0,24+1,2))\n",
    "plt.xlim(-0.5, 23.5)\n",
    "plt.ylim(-1,10)\n",
    "plt.xlabel('Hour of Day')\n",
    "plt.ylabel('Wind Speed (m/s)')\n",
    "plt.title('Calm vs. Windy: Mast & Sonic Wind Speed vs Time')\n",
    "plt.legend(ncol=1, loc='upper right')# fontsize='small')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2cde024f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1) Filter out rain-flagged intervals\n",
    "wind_data = big[(big.Flag_Rain == 0)].copy()\n",
    "\n",
    "\n",
    "# Compute wind speed differences\n",
    "df[\"Hour\"] = df[\"TIMESTAMP\"].dt.hour\n",
    "df[\"Delta_WS_4.47\"] = df[\"WS_ms_D15014_Avg\"] - df[\"Wind_Speed\"]\n",
    "df[\"Delta_WS_10\"] = df[\"WS_ms_D15463_Avg\"] - df[\"Wind_Speed\"]\n",
    "df[\"Delta_WS_2\"] = df[\"WS_ms_D15008_Avg\"] - df[\"Wind_Speed\"]\n",
    "\n",
    "# Group by hour and calculate mean and std\n",
    "grouped = df.groupby(\"Hour\").agg({\n",
    "    \"Delta_WS_4.47\": [\"mean\", \"std\"],\n",
    "    \"Delta_WS_10\": [\"mean\", \"std\"],\n",
    "    \"Delta_WS_2\": [\"mean\", \"std\"]\n",
    "})\n",
    "grouped.columns = [\"Delta_4.47_mean\", \"Delta_4.47_std\", \"Delta_10_mean\", \"Delta_10_std\", \"Delta_2_mean\", \"Delta_2_std\"]\n",
    "grouped = grouped.reset_index()\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.errorbar(grouped[\"Hour\"], grouped[\"Delta_2_mean\"], yerr=grouped[\"Delta_2_std\"],\n",
    "             label=\"Mast 2.0 m – Sonic\", fmt='-o', capsize=3)\n",
    "plt.errorbar(grouped[\"Hour\"], grouped[\"Delta_4.47_mean\"], yerr=grouped[\"Delta_4.47_std\"],\n",
    "             label=\"Mast 4.47 m – Sonic\", fmt='-o', capsize=3)\n",
    "plt.errorbar(grouped[\"Hour\"], grouped[\"Delta_10_mean\"], yerr=grouped[\"Delta_10_std\"],\n",
    "             label=\"Mast 10.0 m – Sonic\", fmt='-o', capsize=3)\n",
    "\n",
    "plt.axhline(0, linestyle='--', color='gray', linewidth=1)\n",
    "plt.xlabel(\"Hour of Day\")\n",
    "plt.ylabel(\"Wind Speed Difference (m/s)\")\n",
    "plt.title(\"Diurnal Variation of Wind Speed Difference (Mast – Sonic)\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f889aaae",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Circular bias (mean Δθ):   116.3°\n",
      "Circular std dev:         30.6°\n",
      "Resultant vector length R: 0.867\n",
      "% within ±10°:            0.2%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LFtwyaQvH3bt3y+yjR48eDADr2rVrof2X5qYFKNyqgbH8k6uRkREDwFatWiWzLiYmhrvol3dCZ4yxESNGyH0aUVpF3bTk5eWxgIAA5urqyu1/48aNMttkZGQwXV1dBuS3ZpHnzz//5Mr7+/tzyx8+fMiA/BYPBf9NSrJ161buaZa8Fg+MMRYQEMB4PB5TUlJicXFxpd43IaR+mjx5Mnce4vF4zNbWlk2fPp3t3r2bBQcHM4lEUmTZ9+/fc+fhX375Re42P/74I/eU+Mun9NL4IL3olcfe3l7mYlde+S/jS25uLndD4uLiUqmtsShmFo1iJiGkvnFzc2MA2Pjx42WW//LLLwwAs7S0lFtOmsDj8/mFWj0VfBVsefxlcqsk0nLleRXVEr44hw4dktmHqakp++6779gff/zB7t69y7Kysoot37p1ay4uy/us3t7e3L6PHz8us65gq7Wi6i693mjevHmhdcUl+kaPHs0AsAYNGpS6V1x5fXnNI32gWbAlvkQi4a5h7t69yxgrPtFXEulvsXv37jLL4+LiuPrIa0VZFEr0VQyN0VeNTExM0KNHD4hEIhw7doxbLp2EY8KECRU+hrq6Ojdez507d2TWaWtrAwBiY2MrfJzy6Nq1KwAgLS0NgYGB3HLpQOHS9QC4z1BwcPHixhoqLWdnZ7lllZWV4e7uDgB49uyZzLoTJ04gLy8PKioq3KxVX1q+fHm56vOle/fuwdDQkHsJhUK0b98et2/fBgAMGjQI//vf/2TKXLlyBYmJicXWY/r06WjUqBEA4PDhw9xy6W8iJycHCQkJpa7nrl27uP1qaGjI3cbe3h5t2rRBTk5OkYPEE0K+Hn///TeWLFkCNTU1MMbw+PFj/P3335g4cSKsra1haGiIH3/8Ue7YNCdPnkReXh6EQiF+/vlnuftfvHgxlJWVkZubW+Q4cCYmJhgzZozcddKxgL6MAcW5fv06IiIiAOTPElhwsPCKophZMoqZhJD64O3bt9w4q999953MOmnMevHiBXdOLygzMxMAIJFIEBcXV+QrNTW1UJnSMjAwKPdLS0urTMcCgJEjR+LIkSNo3LgxACAyMhL//vsvZs+eDWdnZ+jo6GD48OF4+vRpobLPnj1DaGgoAGDJkiVyZ+Xt168fHBwcAMie47+0ePFiuculYw2/fv26yAkuviQSiXD06FEAwM8//yx30pSqJM0z7N+/nxsPVnoNY2FhgU6dOlX4GH379gUA3L9/X2acWw0NDW7ytY8fP1b4OKR0KNFXzaSDXEoHvXz9+jVu374NbW1tDBgwoNT7OX/+PIYNGwYzMzOoqanJDE4pTSJ+ORh0nz59wOPx4O3tDQ8PDxw+fBgfPnyonA9WCs7OztxNUMFBw6XvpTcqBd8X3O7hw4fcybRbt27lqoN0cG55jIyMAIC7AZAKCAgAALRv3x6amppyy7Zs2RLGxsblqlNBubm5MkE5Ly8PQP4ApH/99RdOnDgBRUVFufUzMTFBy5Yt5e5XIBBw35l0ewAwNzeHpaUlcnNz0bFjR6xZswZPnjwpdhDytLQ07sZuyZIlMjdZX77Cw8MB5AdoQsjXTUFBAStWrEBMTAz+/fdfTJo0Ce3atePiQnx8PDZt2gQrKys8evRIpqz0vNWhQ4ciz8M6Ojpo3769zPZf6tChA3ex+aWiYkBxpDddhoaG3LErC8XMklHMJITUB3v27AFjDCYmJjLndgCwtLTk4kvBSROlpJNRNGjQACy/t57c1/79+wuVKa3Y2NhyvzZv3lzWrwMAMGzYMLx9+xY+Pj748ccf4eLiwj0oyczMxNGjR9G+fXvs3LlTppz0nK2goFDouyyoZ8+eMtt/SVdXF82bN5e7Thr/ABQ5KceXAgICkJubCyA/0VjdnJycYGlpicjISFy9ehVA6SfhKCguLg7Lli2Dk5MTGjRoAAUFBS4H0bp1awBARkaGzPeioqKC7t27A8ifSXnp0qV4+PAhcnJyKuvjETko0VfNvv32W+jo6ODu3bt4+fIl15pv5MiREAqFJZaXSCQYOXIk+vXrh2PHjiEiIgI5OTnQ0dHhnpxI9yMSiWTKuri4YM2aNVBSUsKlS5cwcuRIGBsbw8TEBOPHj6/yJ8iqqqrc05OCNyO3bt0CINs6wdTUFKampnj//j3evHkjU6bgfsqqqCfpQH5AAMCdhKXi4+MBoMSbEulTp4ro0qULF5BzcnLw6tUrzJs3DwAwf/58bgbkitRPuj2QfzNz5MgRNGvWDJGRkfj5559ha2sLTU1N9OzZE9u2bSv0pCo2NpabmTIxMbHYp4fS77K0T7sIIfWflpYWRo8ejZ07d+LJkydISUnBlStXuAvfz58/Y9CgQTKz1FbkPFdQeWJAcaQt5E1NTUtdprQoZpaMYiYhpK6TSCRcEm7UqFFyH0ZJW/UdPXoU6enpMuukLeaSkpKKfejw+fNnAPm9v+S1cquNFBUV4eHhgQ0bNuD27dtITk5GUFAQZs2aBQUFBeTl5WHatGkyLfuk52zpbLZFqYzrBaD01wwFe9SV5Zph4MCBxT4gkr7ktfb8kjSht3fvXqSmpuLUqVMQCARF9nT40v3792FpaYkVK1bgwYMHSExMhIqKCvT19WFgYICGDRty236Zh9i1axfatWuHT58+YeXKlXB0dISGhgZcXFywbt26Mj1kJaVDib5qpqysjBEjRgDInyr9wIEDAEqfSd+9ezcOHz4MgUCApUuX4tWrV8jOzkZiYiL35GTw4MEAwDXLLWjevHmIiIjApk2bMGDAAOjr6+P9+/fYt28funXrhiFDhpTpJqespF2A7ty5g7y8PISGhiIuLg7m5uaFLrq/7Iok/W/BVg7VicfjVevxFBUV0bx5c6xduxbLli2DSCTC0KFDiwxIpa3fl9u1a9cOL168wMmTJzFlyhRYWVkhMzMTfn5+mD59OiwtLREcHMxtX/Ai4sGDB8U+PZS+KqubFiGk/hEKhejRowe8vb0xduxYAPkt0i9dulRo2/Ke56paVR2PYmbpUcwkhNRFly9f5nphfdltV2r48OFQUFBAenq6zPBPALiWyRKJpNjWwK9fv5bZvi7i8/mwtbXFH3/8gR07dgDIP8dKG84UVFuvF8qqpAdE0ldpWsd99913EAgEOH36NP755x9kZmaid+/e3FAVxcnLy8OIESOQnJwMGxsb+Pj4IDU1FWlpaYiLi0NsbCwePHjAbf9lHqJJkyYICgrCpUuX8MMPP8De3h4SiQR3797F/Pnz0bx5c1y7dq3sXxApEiX6aoA0qffHH3/g/fv3sLKyKnWXnyNHjgAAJk2aBC8vLzRv3rzQk5+SxuAzMjLC7Nmzcfr0acTFxeHZs2eYNGkSgPyxdbZt21bWj1Rq0puW9PR0BAQEcC0OCrZMkCrYFSknJwf379+X2Ud10dfXB1C4K/SXYmJiqqwOCxcuhLm5OeLj47FkyRK59YuOji52H9L66+npFVqnpKSEgQMHYvv27QgODsanT5/wzz//QFdXF9HR0dzNN5A/TodUwZsZQgipqClTpnDvpd0Ygco5z1UF6cWxdJy+ykYxs3woZhJC6ordu3cDyB+nU9r18Ut6enro3bs3gMLdd9u2bcu10Hv8+HGRx5GO9WpjY1PmOpamRVlRr1mzZpX5eKUxZswYrguyvOuFT58+ITs7u8jyNXW9AJRteIYbN26U6gGRvOsCeXXo3bs3MjMzudhY2sZG9+/fR2RkJAQCAc6fPw8PD49CrR5LykHw+Xy4u7tj8+bNCAgIQGJiIg4dOoQmTZogKSkJI0eOpO68lYgSfTWgffv2sLa25n7IZZmEQ3phamtrK3d9eno6Hj58WKb6WFtbY+fOnXB2dgaQP1B1QdJEorwWgmXl5OTENaO+fv263LGGpAretDx48IAbOLa6b1oKjvmUlpYmd5tXr16VeFNTEYqKityAsLt378bLly8L1e/9+/cyywsSi8Vc644OHTqUeLwGDRpg6tSpWLNmDYD8CwfpwOM6OjrchYg08UwIIZVBXV2de1+wy03B83BKSorcssnJyTJj+VUH6eDVcXFxRY7zUxEUM8uHYiYhpC749OkTvL29ARTdmk9K2r3y7t27ePHiBbdcR0cHLi4uAIALFy7ILRsTE8Ml+qQTT5VFaVqUFfUqKmZXlEAg4Iarkne9kJeXJ3f4Bik/Pz8A1Xe90L59e651/blz56rlmPJI8w45OTlo2LBhqccLlOYg9PT0ihz6QvqdlpaGhgZGjhzJJbvj4uJkHogVbMxUGXmIrw0l+mrImjVrMHfuXMydOxejR48udTnpOAzyZhkCgJUrVxZ5YV3cUw3g/wZm/XLcBulg2snJyaWuZ1GEQiGcnJwA5N+MSE/A8p5CSLsmxcTEcAOtqqurV/qA5yUZNGgQFBQUkJmZiQ0bNsjdZsWKFVVej9GjR8PU1BRisRheXl7c8p49e6JBgwYAip5BcPv27dzEK9Ku40DpfxOA7O9C2urm6tWrJd640JgLhJCIiIgikyoFFRws3M7OjnsvPQ9nZWVxyZQv/fbbb8jOzoaioiIGDRpU8UqXgpubG8zMzAAAc+bMqfQn0RQzy49iJiGktvv333+Rm5sLBQUFDB8+vNht+/Xrx90Hftmqb9q0aQDyZ5AtmASUWrlyJcRiMUxNTeHh4VHmepamRVlRr3379pXpWKWdefzcuXPchA8Frxfatm3LPVxZtWqV3HELfXx8uIYxBc/xVUlVVZX7N/79999LbFVeVfr164f58+dj7ty5+OOPP0o9tIf0tydN4H7p/fv3+PPPP+WWLenaqKjYWXBCr8rIQ3x1GKkyy5YtYwCYqalpmcpdv36dAWAAWEREhMy6xYsXMwBMQUGBbd++nWVnZzPGGPv48SObPXs2A8AaNGjAALCxY8fKlO3duzcbP3488/HxYUlJSdzyhIQEtnLlSsbj8RgAtn37dplyixYtYgBY8+bN2fv378v0WeTx8vJiAJhAIGAAWLNmzYrcduTIkTLbenh4FLnt2LFj5X5uxhjr0qULA8CWLVtWZHnpv1eXLl0Krfvhhx8YAMbn89lvv/3GUlNTGWOMxcfHsxkzZjAATEtLq8RjFEVaP3nHLmjr1q1cPUJCQrjlW7Zs4X4zU6dOZbGxsYwxxkQiEfvzzz+ZoqIiA8CGDRsms799+/axTp06sX/++Ye9efOGW56Xl8cuXbrEGjduzAAwJycnmXJZWVmsY8eO3G9x0aJFLCoqilsvEonY9evX2YwZM5i2tnaZvw9CSP1y7tw5xufzWZ8+fdj+/ftlYltOTg4LCgpi48aN485jDg4OTCwWy+xj7ty5DADj8Xhs6dKlXBxLSkriYiMAtmDBgkLHLy4+SO3du7fImF1ceR8fHy5+uri4sNu3b3N1T0lJYdevX2ejRo2SOWeXBcXMwihmEkLqgzZt2jAArEePHiwtLa3E15gxYxgAZmBgwHJzc7n9SCQS5uLiwsWIu3fvMsbyzy1Lly7lznfHjh2rqY9aamlpaQwAs7W1ZRs2bGBPnz5leXl5jDHGxGIxe/fuHVu+fDlTVVVlAJimpiaLiYmR2ce5c+e4zzxgwAD29u1bxlj+9cbBgweZpqYmA8A6derE7VuquGsBqYiIiCLv1YsrHx0dzRo2bMgAMBMTE3b06FGWkZHBGMuPE0+fPmU//fQTO3DgQBm/tcKk9du7d2+Zyknj65fXBsnJyUxNTY0BYJ07d2bh4eGMsf+Lf+bm5lwO4svv5fr168za2ppt3LiRhYaGctdIEomE3b17l1lbWzMArHHjxjL/HiKRiCkpKTEAbO3atUwikZTru/haUaKvClVFoi8pKYlZWlpy6/l8PtPW1uZuMqZOnVrkxbv0D1f60tTU5E500tfgwYML3Vy9fPmSCYVC7ngGBgbM1NSUmZqasujo6DJ/L7du3ZI55vjx44vcdvv27TLbrl27tshtq/KmJTMzk/Xo0YOrh0AgYDo6Otz3vmDBglIdoyilvWnJzMxkhoaG3L9VQXPmzOHqx+PxmI6ODlNQUOCWubm5cTdbUtJgJH0pKyuzBg0aMD6fzy0zMjJiYWFhhery6dMn1q1bt0K/qYK/R+lNDSHk63bp0iWZcwUApqSkxHR1dWXOFwCYnZ1doYt2xhjLzs5mQ4cOlYl/Ojo6MuerESNGsJycnEJlqzLRxxhj+/fvZ8rKyjLnUm1tbZnP9fjx41J+W7IoZhZGMZMQUtfdv3+/UFwsy+vMmTMy+4uNjWWtWrXi1qurq3MPfQAwLy+vGvqkZSMSiWTqLY0hurq63EMY6UtfX5/dunVL7n42btwoc27V1tbmkkYAmLW1tdxrjapM9DHGWGBgIDM2Ni4yPgJgmzZtKuW3VTTpvior0ccYY9u2bZP5/tXV1bkcQcOGDZm3t7fc76VgbgMAU1RUZA0aNJCJuZqamnL/LSdOnMhto6qqypo0acJMTU3Z3Llzy/iNfH2o624do62tjXv37mH27Nlo2rQpBAIBFBQU0LVrVxw+fBj//PNPkWW3bNmCNWvWoE+fPmjRogUYY8jMzISRkRE8PT1x8uRJHD9+vNDkHi1atMD169fh6ekJPT09JCQkIDIyEpGRkcjLyyvzZ+jYsaNME115Yw0Vta66xxqSEgqFuHjxIjZv3gwbGxsoKSmBMQZXV1ccO3YMv//+e7XV48cffwQAnDx5UqYL98aNG3Ht2jUMGjQIBgYGSE9Ph4aGBtzc3LBnzx5cuXKl0KCpnp6eOHDgAMaPH4927dpBS0sLKSkp0NDQgIODA1auXImQkBBYWloWqkvDhg3h5+eHs2fPYvDgwTAxMUF2djYyMzNhbGwMDw8PbN26Fe/evavS74QQUvu5u7vj1atX2Lx5M4YMGYJWrVpBWVkZycnJUFVVRYsWLTB06FAcOXIE/v7+MDIyKrQPJSUlHD16FCdPnoSHhwcaNGiAtLQ0NGjQAB4eHjh16hT+++8/KCoqVvvnGzNmDF68eIHZs2ejdevWUFBQQE5ODszNzTFgwAD8+++/aNWqVbn2TTGzYvWgmEkIqY2k45JVVnkDAwMEBATAy8sLrVq1glgsho6ODjw8PODr64ulS5dW6HjVRVVVFXFxcThw4AAmTZoEe3t77lwrEAjQuHFjbkKHV69ewdXVVe5+5syZg4CAAIwePRomJibIyMiAiooKHB0dsXHjRjx69EjutUZVs7OzQ1hYGH7//Xc4OjpCQ0MDIpEIjRs3RteuXbFx40aMHDmy2utVGt9//z0uXLiArl27Ql1dHXl5eTA2NsbMmTPx9OlTWFtbyy3XoUMHHDt2DNOmTYO9vT0aNmyIlJQUCIVC2NjYYP78+QgLC5P7b/nXX39h+fLlsLKyAgBERUUhMjISnz9/rtLPWh/wGKORDQkhhBBCCCGEEEIIqeuoRR8hhBBCCCGEEEIIIfUAJfoIIYQQQgghhBBCCKkHKNFHCCGEEEIIIYQQQkg9QIk+QgghhBBCCCGEEELqAUr0EUIIIYQQQgghhBBSD1CijxBCCCGEEEIIIYSQeoASfYQQQgghhBBCCCGE1AOU6CNfHZFIhIULF6JNmzYwNzfH5MmTkZCQUNPVIoQQQmoUxUdCCCFEPoqRpC7hMcZYTVeCkPJIS0vDhg0bcPLkSUREREAgEKBly5YYPnw4Zs6cCSUlpUJlcnJy4Obmhnv37sksb9SoEe7du4emTZtWU+0JIYSQqkHxkRBCCJGPYiT5GlCLPlInRUZGom3btvDy8sLz58/BGEN2djYCAgLw008/wdHREUlJSYXK7dy5E/fu3cPYsWMRFRWFxMREbNiwAbGxsViwYEENfBJCCCGk8lB8JIQQQuSjGEm+FtSij9Q5YrEYtra2CA4ORqNGjXDgwAH06NEDEokEx48fx+TJk5GWlgYPDw/4+PjIlO3fvz+ePHmCiIgI8Pn/l+ceOXIkfHx8kJycXM2fhhBCCKkcFB8JIYQQ+ShGkq8Jtegjdc6+ffsQHBwMADh58iR69OgBAODz+Rg2bBi2b98OALh48SKuXr0qUzY3NxdCoVDmBA0A6urqyM3NrYbaE0IIIVWD4iMhhBAiH8VI8jWhRB+pc/bv3w8AcHNzg5OTU6H1w4cPR7NmzQAABw4ckFnn6OiIly9fYsmSJcjOzgZjDKdPn8aBAwfg6upa9ZUnhBBCqgjFR0IIIUQ+ipHka0Jdd0mdkpGRAQ0NDUgkEqxduxbz5s2Tu9306dOxbds2GBoa4uPHj9zyxMRE2NnZITIyEgoKClBUVERmZibU1NRw9+5dtGvXrro+CiGEEFJpKD4SQggh8lGMJF8batFH6pSwsDBIJBIAgJWVVZHbSdfFxsYiMTGRW66rq4u7d+9ixIgRUFdXBwD07NkTd+7coRM0IYSQOoviIyGEECIfxUjytVGo6QoQUhYfPnzg3hsbGxe5XcF1Hz58gK6ursy6//77r2oqSAghhNQAio+EEEKIfBQjydeGWvSROiUtLY17r6qqWuR2BdcVLEMIIYTURxQfCSGEEPkoRpKvDSX6CCGEEEIIIYQQQgipByjRR+oUDQ0N7n1GRkaR2xVcV7AMIYQQUh9RfCSEEELkoxhJvjaU6CN1ipGREfc+JiamyO0KritYhhBCCKmPKD4SQggh8lGMJF8bSvSROqVVq1bg8/N/ts+fPy9yO+k6Q0NDmUFUCSGEkPqI4iMhhBAiH8VI8rWhRB+pU1RVVeHs7AwAuHTpktxtGGO4fPkyAKBXr17VVjdCCCGkplB8JIQQQuSjGEm+NpToI3XO2LFjAQDXr1/Hw4cPC60/fvw43r59CwAYM2ZMtdaNEEIIqSkUHwkhhBD5KEaSrwkl+kidM3bsWFhbW4MxhkGDBuHq1asAAIlEguPHj2Py5MkAAA8PD3Tv3r0mq0oIIYRUG4qPhBBCiHwUI8nXhMcYYzVdCULK6t27d3Bzc8O7d+8A5DfHlkgkyMrKAgDY2tri6tWr0NHRqcFaEkIIIdWL4iMhhBAiH8VI8rWgRB+ps9LS0rB+/XqcOnUKERER4PP5aNmyJUaMGIGZM2dCSUmppqtICCGEVDuKj4QQQoh8FCPJ14ASfYQQQgghhBBCCCGE1AM0Rh8hhBBCCCGEEEIIIfUAJfoIIYQQQgghhBBCCKkHKNFHCCGEEEIIIYQQQkg9QIk+QgghhBBCCCGEkHru999/B4/H417FiYuLw9y5c2FhYQEVFRXo6urC1dUVu3btQmmmenjz5g2mTp2KZs2aQSgUQl9fH+7u7jh58mSp6hoUFITRo0ejcePGUFZWRqNGjfDtt9/i2rVrpSr/NaPJOAghhBBCCCGEEELqsfDwcNjY2CArK4tbVlQ6KDAwEO7u7khISAAAqKurIysrC3l5eQCAXr16wdvbG8rKynLL+/j4YMiQIcjIyAAAaGpqIj09HRKJBAAwfvx47N69u8hk465duzBt2jTueFpaWkhNTeXqu2zZMixfvryM38DXg1r0EUIIIYQQQgghhNRTEokEEydORFZWFpycnIrdNiUlBd988w0SEhJgaWkJf39/pKWlQSQSYevWrVBUVISvry/mzJkjt3xERASGDh2KjIwMODs7Izw8HCkpKUhJScHSpUsBAHv37sW6devklr9//z6+//575OXlYcCAAYiOjkZycjI+ffqEqVOnAgC8vLxw7NixCnwj9Ru16COEEEIIIYQQQgippzZv3ozZs2dj1KhRaN68Oby8vADIb9G3ZMkSrFq1CioqKggJCUGzZs1k1q9evRoLFy6EQCBAaGgoWrZsKbP+u+++w8GDB2FoaIiwsDBoa2vLrJ86dSp27NgBTU1NvHv3Djo6OjLrXV1dcefOHVhbWyMwMBCKiooy63v37o3Lly/D1NQUb968gUAgKO/XUm9Riz5CCCGEEEIIIYSQeigiIgKLFi1CgwYNsGnTphK3P3DgAABg+PDhhZJ8ADBz5kyoq6tDLBbj0KFDMutEIhE3Bt+0adMKJfkA4JdffgEApKam4syZMzLr3r59izt37gAAfvrpp0JJvoLlIyMjcevWrRI/z9eIEn2EEEIIIYQQQggh9dDkyZMhEomwceNG6OnpFbtteHg4oqKiAAAeHh5yt1FXV4erqysAwNfXV2bdnTt3kJmZWWz5pk2bolWrVnLLX7lyhXvfu3dvueVdXFygoaEhtzzJR4k+QgghhBBCCCGEkHpm586duHr1Knr06IExY8aUuP3z58+591ZWVkVuJ10XGhpaZPk2bdqUWD4kJERueX19fejr68stKxAIYGlpKbc8yadQ0xUgpLRycnIQGxuLjx8/cq8PHz7g48ePSEhIQF5enszr1atXiImJgYuLCxQUFKCoqAgFBQUoKChASUkJenp6MDIyQqNGjbiXkZER9PT0qJ8/IYSQOiUtLU1ufPz48SPS09O52Jibm4u8vDyuq0vnzp252Ch9qampwdDQUCY2St9raWkVOUMeIYQQUttIJBIkJCTIxEXpKy4ujptJtuDr9u3b4PP5cHV15WKj9F5SW1u7UGyUvoRCYU1/XBkxMTGYN28eVFRUsH379lKV+fDhA/fe2Ni4yO2k61JTU5Geng51dXWZ8jo6OlBVVS2xfMHjFfz/4o4tXe/v71+oPMlHiT5Sa+Tl5SE0NBSBgYF49epVoRuVz58/g8fjQV9fv9CJ1draGkpKSjI3KmlpaThy5AgmTZrE7V/6ysrKQnx8PF6/fo1bt25xx0hMTASfz4eBgYHMCdzIyAitW7eGvb09zMzM6CaHEEJItUpNTcXjx4/x+PFjREZGFkrqiUQiKCkpycRHaezS1NQslMxzcXFBSEgIvv32WwCQSQKmp6cjNjYW/v7+MsfIzMyEUCgsFINNTExgY2MDOzs7NGjQoIa/KUIIIV8Txhjev3+PwMBAPH/+HDExMTL3kbGxscjLy4OWllahB1gODg5QUVEplMwzNzfnEn2MMZmHZUlJSfjw4QOeP3/OHScuLg5isRg6OjqFGpGYmZnB3t4e1tbWUFZWrtbvZurUqUhJScGaNWtgZmZWqjJpaWnc++ISdQXXpaWlcYk+afniyhZcX/B4lVGe5KNEH6kRubm5CAkJQVBQEAIDAxEYGIinT59CQUEBtra2aNWqFZo2bQonJyeZE6W+vj4UFEr3s83NzYWxsTH69OkjdxBPebKysuS2Gnz37h3OnTuH4OBgqKqqws7ODvb29txLGgwIIYSQikpJSUFQUJBMjHz16hWMjIxgZ2cHMzMz2Nraok+fPjJJNx0dnVI/iMrNzYWPj0+pYyRjDKmpqXJbDD548ADbtm1DREQEmjZtCnt7e5k42bBhw4p+JYQQQggYY4iKikJgYKBMjExISEDr1q3Rrl07NG7cGJaWloUeSpWUOCpoyJAhZYqRYrEYnz9/LhQfP3z4gOPHj+Pnn3+GSCSClZWVTHxs27ZtlbUCPHjwIC5cuAAbGxv8+OOPVXIMUntRoo9Uuby8PAQHB3Mn4sDAQDx79gxKSkqwtbWFvb09Zs6cCXt7e7Rs2bJGE2ZCoRBNmzZF06ZN5a7Pzs7G8+fPueCyYcMGPHv2DEKhsFDyr0WLFtTyjxBCSLFSUlJk4mNgYCBev34NExMTLmE2evRo2Nvbw8DAoMbqyePxoKWlBS0tLW5cnC8lJibKJCj37NmDN2/eoEmTJjLxsX379pT8I4QQUqLIyEgEBARw8TEoKAhJSUlo06YN7Ozs0LdvXyxduhTt2rUrUyKvsgkEAhgYGMDAwAA2NjaF1jPGEBERwX2G06dPY/HixUhNTUWbNm1kYmS7du0qnPyLj4/H7NmzIRAIsHPnzlI3lAHATXIBABkZGdDU1JS7XUZGhtwy0vcF1xdXvmDZyihP8lGij1SJlJQUXLp0Cd7e3vDx8YFEIuESYXPmzIG9vT2aN29e51rBKSsrcydhqZycHISEhHABaNOmTXj27Bn09fXRr18/eHp6omvXrtXeVJsQQkjt9Pr1a3h7e+PcuXO4ffs2jI2Nudgybtw42NnZFTkAdW2mq6uLHj16oEePHtyy5ORkmVYX+/btw9u3b9G+fXt4enrC09MTVlZW9GCMEEII8vLycO/ePZw7dw7e3t54+/Ytlwjr378/VqxYgbZt20JFRaVK68EYq9T98Xg8mJmZwczMDEOGDOGOERkZycXHs2fPYunSpcjKykKvXr3Qr18/9O3bt1zXAwsWLEBCQgKmTZsGS0tLpKeny6zPycnh3kvXKSkpcUOASMXExBSZ6IuJiQEAaGpqct12AXDlk5KSkJGRUWQCVlq+4PEK/r90fVGKKk/yUaKPVJq3b9/i3LlzOHfuHG7evIlWrVrB09MTly5dQocOHepcUq+0pC0TbW1tufEAs7OzcePGDXh7e2Py5MlISkqCu7s7PD090adPH2rJQAghXxGxWIwHDx5wyb03b97Azc0NQ4YMwf79+9GkSZOarmKV0dbWRrdu3dCtWzduWXx8PC5cuIBz587ht99+g56eHjw9PdGvXz906dIFSkpKNVhjQggh1Sk1NRWXL1/mGogIBAJ88803+P3339GzZ0+ZJFJZMMaQnZ2N7OxsZGVlybwKLhOLxWCMQSKRgDHGvQDg4sWL4PP54PF44PF44PP5UFJSglAo5F7KysqF/r80Leh4PB7Xk2zQoEFcnZ8/fw5vb29s374dkydPhoODAxcjW7duXaoHYxEREQCAbdu2Ydu2bcVuK20RN2vWLPzxxx8yM+0+f/4crVq1kltOOjtu69atZZYXLB8SEoIOHToUW/7LmXml5ePj4/Hp0yfo6ekVKisWi/HixQu55Uk+SvSRcpNIJHj06BF34xIeHo4uXbqgf//+2LVrV5HdX78GysrKcHd3h7u7O7Zu3YqnT5/C29sbW7ZswYQJE+Dk5MSdsC0sLKglAyGE1DPp6enw9fWFt7c3Lly4AMYY+vbti5UrV6JXr15fdVcTfX19jB8/HuPHj0dWVhauXbuGc+fOYdy4cUhPT0fv3r3Rr18/9OnTB7q6ujVdXUIIIZUsMjKSa7V348YNtGjRAp6enjh//jwcHBwgEAhKva/c3FykpKQgOTkZKSkpSEtL4xJ8jDEoKioWSsipq6vLJOWkSTxpQi8jIwP37t1D586dIRAIuOSfRCLhkoTS/6alpckkEBljUFBQgFAohIqKCrS0tKCtrQ0tLS2oqakVe9/H4/FgbW0Na2trLFq0CB8/fuQejK1YsQKNGjXi7iFdXV1LPQ59WVhYWKBJkyaIiorCpUuXuBaIBYlEIty+fRsA0KtXL5l1Li4uUFFRQWZmJtfg50uRkZEICwuTW75nz57c+0uXLuG7774rVP7u3bvcJBxflif5eKyy26WSeo0xhhs3buDgwYM4f/48cnNz0adPH3h6esLd3R1aWlo1XUVOWQcary4xMTE4f/48zp07Bz8/PzRp0gT9+/fH2LFjZZ6AEEIIqVvS09Nx7NgxHD9+HNeuXYOZmRk3hIOTk1OZblyqWm2MkYwxBAUFcTd/z549g7OzMwYNGoTRo0dT0o8QQuqwiIgI7Nu3D2fOnEFoaChcXV25pJW5uXmp9pGbm8sl9JKTk5GcnAyRSAShUAhtbW1oa2tDQ0NDJrFXnthb3hjJGENOTg6X+MvIyODqmpqaCoFAwNVTmgAsKfknlZGRgatXr3I96DIzM+Hh4YGRI0fCw8OjTOPwLV++HF5eXlydv7RkyRKsWrUKqqqqCAkJKdSAZ+3atViwYAEEAgFCQ0PRsmVLmfXfffcdDh48iEaNGiEsLKxQjmD69OnYtm0bNDQ0EBkZCR0dHZn1rq6uuHPnDtq1awd/f/9C/wZ9+vTBxYsXYWpqijdv3tSq66vaghJ9pFTi4uKwb98+7Nq1C0lJSRg9ejS+/fZbODs7l+mkUp1q403Ml0QiEfz8/HDixAmcOHECtra2mDx5MoYOHQo1NbWarh4hhJBSCAwMxM6dO/Hff//BzMwMo0ePhqenZ6EL39LIzc1FcHAwHj58iGfPnuF///tflXRLqQsxMjo6GufOncN///2HgIAADB48GJMnT0bnzp2pJTwhhNQBOTk5OHv2LHbu3IkbN26gT58+GDZsGHr37l0oufMlxhjS0tIQHx8vk9Qr2EpOmjCr7JlrqyJGisVipKWlySQqU1NTwefzuc/TsGFDNGzYsMT7a4lEgsDAQJw5cwYHDhyARCLBhAkTMHHixFL1qisp0ZeSkgJLS0vExsaidevWOHDgAOzt7ZGTk4Pdu3dj9uzZyMnJwbRp0/D3338XKh8REQFra2uIRCK4urpi9+7daNGiBUQiETZs2IDly5eDMYY1a9Zg/vz5hcrfv38frq6uEIvFGDhwIP78808YGxsjMTERixcv5rojHz16FEOHDi3x836NKNFHiiSRSODn54cdO3bg3LlzcHV1xeTJkzFgwIA6MbFEXbiJKSgpKQkHDx7Ezp07ERkZiZEjR2Lq1KlyZ24ihBBSs9LS0rhz9suXLzFy5EhMnjwZ7du3L1MSStp19dq1a7h3/wGCgoKQnZUJnkAAHl8BgwZ44tixY5Ve/7oWI0NDQ7Fr1y4cOHAADRo0wKRJkzB+/Hga85YQQmqhV69eYceOHdi/fz80NDQwadIkjBs3Do0aNSq2nEQiQUJCAmJjYxEXF4fMzEzo6elBR0eHS+xVx31odcVIiUSC1NRULvEXHx+P7Oxs6OnpwdDQEAYGBiUmMcViMS5duoSdO3fCx8cHbm5umDJlCvr3719kwrCkRB+Q/xDT3d0dCQkJAPLH8svKykJubi6A/C6z3t7eRf57+Pj4YMiQIdzsuFpaWkhPT4dYLAYAjBs3Dnv27CnymmnXrl2YNm0a8vLyAOSP+ZuSksLVd9myZVi+fHmx383XjBJ9pJD09HQcOHAAf/75J5KSkjBhwgRMmjSp1E2qa4u6dhMjxRjDo0ePsHPnThw+fBj29vaYNWtWsSdrQggh1ePt27fYsmUL9uzZgxYtWmDq1KkYPnx4mcbck05GcfbsWVz2vYKszAwoa+lB0MgCyo1aQsnIEkoG5ki+dQDan54h6t3bSv8cdTVGZmdn4/Tp09ixYwfu37+PUaNGYdasWbC2tq7pqhFCyFeNMQY/Pz9s3rwZV65cwYABAzBlyhS4ubkVOyljbm4u4uLiEBsbi/j4ePD5fBgaGsLQ0LBUrduqQk3FSGkrRmmiMykpCVpaWtz3oampWezDxA8fPmDfvn3YuXMnxGIxZsyYgcmTJxca+qI0iT4gv1ffmjVrcP78eURHR0MoFMLKygpjx47FhAkTSpxs882bN1izZg2uXLmCDx8+QENDA3Z2dpg6dSo3AUlxgoKCsGHDBty8eROfPn2Cjo4OnJycMHPmTJlJvkhhlOgjnHfv3mHr1q3YtWsXzM3NMWvWLAwbNqxOtN6Tp67exBSUmJiIXbt2YevWreDz+fjf//6HiRMnltjUnRBCSOVhjOH69evYvHkzLl26hG+//RazZs2Co6NjqVrvMcYQFhYGb29vnD5zFv6PHoIBUDW2hJK5A1Sad4RiA5NC+0oPuY6E8xuQmJhY6ef9uhIjMzIycPPmTQQGBiIoKAiBgYGIiooCAO5J/8GDB+Ho6IhZs2bhm2++KTRWT1xcHNauXYvz588jKioKKioqaNOmDcaOHYuJEyeW+G/45s0brF27Fr6+vvj48SM0NTVha2uLKVOmlPpGZePGjbhx4wY+ffoEXV1dODo60o0KIaReyMjIwL///os///wT8fHx+P777zFt2jQYGRkVWUYkEiE2NhaxsbFISEiAhoYGl8zS1tau8eEZakuMzM7O5pJ+8fHxUFJSkkmCFpVoE4vF8Pb2xubNm/Ho0SN89913+OGHH2iG2q8IJfoIXr9+jSVLluDUqVPw9PTErFmz4OzsXOMn2IqqLSfoypCXl4czZ87gzz//RGBgIKZPn45ffvmFBiYnhJAqxBjDhQsXsHjxYrx//x5TpkzB9OnT0bhx4xLL5ubm4s6dO/nJvbPeiIx4C4GSEMKmthCaO0DFvAMEatrF7+NzND7sngY/Pz907969kj7V/9WvLsTIGzduwM3NTe46abedhIQE7Ny5E3/99ReUlZWxbNkyjBw5EgKBoFDXI3V1dWRlZXFdgcra9UhTUxPp6emQSCQAgPHjx2P37t2l7nqkpaWF1NRU6npECKnzRCIRNm/ejPXr16NJkyaYNWsWRowYUWRX07y8PMTExCAyMhLJyclo2LAhl7RSVVWt5toXrzbGSLFYjM+fP3MJUrFYDBMTE5iamkJTU7PIck+ePMGff/6Jw4cPw83NDb/++itsbW2rseakJhTf1pLUqHfv3mHs2LEwMzODtbU1fvvtN+5CsTLExsZi+vTpsLa2hrq6Ol6+fInjx4/DxcWlzif56hsFBQUMHjwYt27dws2bNxEcHAwzMzOsXr2au/mo7z5//oz//e9/aNmyJSwsLDBv3ryv5rMTQgqr6hh59+5ddO7cGRMmTMCECRMQHR2N3377rcQk36tXr7BgwQI0MjJGt27dsG3PQSRotYT+4GUwnvkfGn67COpte5aY5AMABV0jKCirICgoqJI+Vd2ko6OD7t27Y968eTh8+DAMDQ1l1jdo0AA///wz3r59i6VLl2LJkiWwtbXFsWPH0LdvXyQkJMDS0hL+/v5IS0uDSCTC1q1boaioCF9fX8yZM0fucSMiIjB06FBkZGTA2dkZ4eHhSElJQUpKCpYuXQoA2Lt3L9atWye3/P379/H9998jLy8PAwYMQHR0NJKTk/Hp0ydMnToVAODl5VXhMRgpPhJCCqrq+Jibm4tt27ahefPmOHv2LI4fP47Hjx9j/PjxcpN8ycnJePr0KS5fvoy3b9+icePG6N27Nzp16gQzM7Nal+SrrQQCAQwMDNCuXTv06tULDg4OyMnJwc2bN3H79m1ERUXJ/Xe2sbHBnj17EBUVhTZt2sDZ2RkjRozAmzdvauBTVL+vNkayeiwwMJAtX76c9evXj1lYWDBdXV2moKDAdHV1WadOndiqVatYQkKC3LJJSUnszJkzbMmSJaxv377M0NCQAWAA2N69e0s89tixY7nti3vl5ubKLf/mzRump6dXaPsuXbqw7OzsinwtLDk5mS1atIipqamxgQMHsrCwsArtr7bKyclhZ86cYTk5OTVdlSpx7do15uDgwBo1asS2bdtWY59z9erVMr9ReZYtW1aqv4dXr17JLZ+QkMBatGhRaPvWrVuzxMTEqvx4hNRbFCPlCw4OZv369WPq6ups+fLlLDU1tcQymZmZ7L///mOunbswAExRVYNp2PdjhmM2sSbzzzHTBefL/VI1acOGDRtWoc8kT12JkXl5eYWWmZqaMgBs2bJlcstkZWWxP/74g6mqqjIATElJib19+7bQdr/99hsDwAQCAQsPDy+0fvTo0QwAMzQ0ZElJSYXWT5kyhQFgmpqacmNR06ZNi42P7u7upfo7oPhISPWi+CifWCxmR44cYc2bN2cWFhbs5MmTTCKRyN02Ly+PRUVFsRs3brBz586xoKAglpiYWOT2tU1diZGMMZadnc1ev37Nrl69ys6fP8+ePXvG0tPTi9w+KiqKTZgwgQmFQjZ9+nT28ePHaqzt/6F7yKpVrxN9M2bMkPkHFQqFTENDQ2ZZw4YN2b179wqV3bt3b5E/pLKcpIVCITMwMCjyJe8CljHGBg8ezPh8Pvvjjz9YUlISi4qK4i44//7773J9H5mZmWz9+vVMV1eXde3alT148KBc+6kr6tIJurwkEgk7ceIEs7CwYC1atGBHjx5lYrG42o7/4sULJhQKS32SVlRULPbvISIiQm75n376iQFgP//8M4uPj2fx8fFs3rx5DACbP39+FX5CQuovipGy3r17x8aOHcuEQiH74YcfWFxcXIlloqKi2M8//8y0dXQZAKbaxJo1+GYuM/nxZIWSewVfGvaezLSZebk+U3HqcowsKdEn1bhxYwaAKSgoME9PT/b8+XOZ9WlpaUxdXZ0BYEuXLpVZl56ezlRUVBgA5uXlJXf/ERER3O9+z549MuuuXLlS6G/jSzdu3ODWCQQCio+E1BIUHwvz9fVldnZ2zNjYmO3atavIRGNmZiYLCwtjFy9eZFeuXGFv3rypk3GmLsZIiUTCEhISmL+/P/P29mYPHjxg8fHxRSZXQ0ND2bfffsvU1NTY4sWLWXJycrXVle4hq1697rrr4OCAdevW4f79+0hKSkJmZiZSU1ORlpaGffv2QU9PD58/f8aAAQOQkpJSqLyhoSE8PDywaNEinDx5slx1GDZsGNePXt7rywGjpXx9fTFixAjMmjUL2traMDExwb59+2BiYoLLly+XqQ5isRh79+5Fy5YtcfDgQRw6dAjXrl1Dx44dy/WZSO3B4/EwaNAgPH/+HPPmzcOcOXPg4OAAPz+/Kj+2RCLBxIkTkZWVBScnp1KV6dSpU7F/D02bNpVbztfXF87Ozli9ejX09PSgp6eHtWvXolOnTmX+eyCE5KMYme/z58+YM2cOLC0tIRaLERoais2bN0NfX1/u9owx3L17F0OHDkXTZs2w/o8tEJu7wmjSNuiNWA31Nm7gK1beJFZKhs0RGfFG7r8BKVp4eDjev38PANi2bRtMTU3Rvn17jB8/npvMQ11dHa6urgDyf1MF3blzB5mZmQAADw8Pucdo2rQpWrVqVai8RCLB999/X2IdXVxcoKSkBAAwMjKi+EhILUHx8f/4+/ujR48eGDZsGIYPH45Xr15h4sSJhWbCTUtLQ1BQEK5cuYKkpCTY2tqie/fuMDMzqzVj3NV3PB4Purq6aN++PXr06AENDQ0EBATg+vXriIqKKjS7bqtWrXDq1Cn4+fnh9u3bMDc3x8aNG5GVlVWl9aR7yOpR/XNVV6MxY8bIXa6uro6xY8eiUaNGcHd3R3x8PM6fP49Ro0Zx24wePRrjxo2rppoWlpubCzU1NZllAoEAKioqyM3NLdU+GGPw9vbGwoULkZWVhTVr1mDYsGElToNN6h4FBQVMnjwZo0aNwpYtWzBkyBC0b98eq1evRvv27avkmFu2bMHdu3cxatQoNG/eHPfv36+S4wDy/x4AQE1NDcnJyVV2XELqs689Rqanp2PTpk1Yt24dXF1d8fDhQ7Rt27bI7RljOH36NFau+hVPHgdB2MAYWm6ToG7VHXzlqhtfSMmwOYD8mVuLmpSCFPb8+XPuvbOzMyZNmoTZs2dj6dKlsLCwwLRp07Bw4UJYWVnh4sWLCA0NLbJ8cbMUWllZISwsDCEhIdyyLVu2cGMfqampQSQSyS0rEAjQsGFDfPjwodzjBVF8JKTyfe3xEQBevnyJRYsWwcfHBz/88AOOHz8ud/b3zMxMhIeHIzo6GiYmJujatSs0NDQq/DlIxaioqKB169awsLDA+/fvER4ejtevX6NVq1YwNDSUGY/f0dER169fx6VLl/DLL79g8+bN8PLywnfffVdkQrki6B6yenzVGR9HR0fuvfSpr9SXTymqm6OjI/bv34/Tp0+DMYbs7GwsXrwYL1++5J4+FycqKgq9e/fmZggMCwvDiBEjKMlXz6mqqmLBggV4+/Yt7O3t0aVLF0yfPh3p6emVepyIiAgsWrQIDRo0wKZNmyp13/I4OjriypUr2LZtG8RiMcRiMbZt2wY/P79S/T0QQsquPsfIixcvwtLSEj4+Pjh//jwuXLhQbJLv+vXr6ODQEYMGDcLLJAn0By+D/sRt0LTvV6VJPgBQ1DWGgrIKAgMDq/Q49c2HDx+498bGxgAAMzMzHDx4EA8ePEB4eDhatGjBbZeamioTK6XLdXR0ih0oXrpv6fbS+ChtqVfSDa90psTs7OwyfT4pio+EVL/6HB9zcnKwbNkytGvXDrq6unj16hVWr15dKMmXk5ODkJAQXL16Fbm5uXBzc4ONjQ0l+WoZgUAAU1NTdO/eHU2bNsXTp09x+/ZtfP78WWY7Ho8HDw8PBAUFYfXq1VixYgUcHR1lHmJVBrqHrD5fddbn9u3b3Htzc/MarElhv/32GxhjGDhwINTU1KCuro5ff/0VlpaWmDFjRpHlGGPYtWsXrK2t0bhxY7x8+RIzZszgLjjJ10FHRwe///47nj17htDQUFhbW+P69euVtv/JkydDJBJh48aN0NPTq7T9FmXx4sXQ0tLC9OnToaamBjU1NUyfPh36+vpYvHhxlR+fkK9RfYyRKSkpmDhxIoYPH47ly5fj3r176Ny5c5HbP378GL3c3dGtWzeEfkyFwfDfoDdsFVTMO4DHq55LKB5fACX9ZpToK6O0tDTu/ZeJunbt2uHChQvYu3cvzp07J7eM9H1Js0FK10u3l8bHFi1aAECJXdak68VicbHbFYXiIyHVrz7GRwB48uQJHBwccObMGdy7dw/bt2+HkZGRzDZisRivXr2Cn58fUlJS4OzsjA4dOkBdXb0qPxapID6fDzMzM/To0QMGBgZ4+PAhHjx4UKjrOZ/Px8iRIxEaGoru3bujQ4cOWL16daXN2kz3kNXnq0v0ZWdn4927d9i6dSu+++47AEDz5s3Rr1+/Kjne1atX0bJlSwiFQmhqasLa2hqzZ8/Gq1evii3n6OiIGzduoEuXLmCMQVNTE+PGjcOtW7eKfFISHR0NDw8PLF++HEeOHMHu3buhpaVVFR+LVFBGRgYuXryIVatWYeDAgTA1NQWPxwOPx8Py5ctLtY+4uDjMnTsXFhYWUFFRga6uLlxdXbFr1y5uDAZzc3Ncu3YNc+fORb9+/TBjxgyuxcKbN28wdepUNGvWDEKhEPr6+nB3dy9xLJGdO3fi6tWrcHBwgK+vLxo3boxVq1Zx669du1Zk2ZCQEFhZWUFFRQXq6uqwsLDA5MmT8fjx42KPaWZmhnv37qFv375QUFCAkpISBg4ciPv376Nx48al+r4IISWrzzHy8uXLsLKyQnR0NIKDgzFp0iSZrisFvXnzBsOHj4CdnR1uB4Wh4YBfoDdqPYSmRbf6q0oCfXM8eBRQI8euzwYMGCATc0+ePFloDKOykMbHHj16FLo5LklOTg7FR0JqsfocH3NycrB8+XJ06tQJ/fv3h7+/P2xtbWW2kUgkePfuHfz8/BATE4P27dujU6dOcrvzktpLQUEBFhYW6NGjB9TU1HDr1i0EBgYWGmJCKBTi999/x/Xr13HgwAF06tSp0BAXZVUwRhbVPb4odA9ZdvV6jL6ChEKh3G4Rzs7O+O+//6CsXHkDZxf0/v17CAQCaGpqIjU1Fc+fP8fz58+xbds2/PHHH5g2bVqRZZ2cnHDjxo0Sj8EYw549e/Djjz9i0KBBOHLkCLS1tSvvQ5BK9+jRI/Tp06fc5QMDA+Hu7o6EhAQA+WOGpKWl4c6dO7hz5w6OHz8Ob29vKCsrg8/n43//+x88PDwwYcIEtG3bFlOmTMHKlSu5MYE0NTWRkJAAX19f+Pr6Yvz48di9e3ehm+CYmBjMmzcPioqKCAoKwqNHjwAAysrKXGuE7t27Y9myZXITlp8/f0ZiYiK0tbWRmpqKly9f4uXLl9i9ezcWLlwokzD8UqtWrXD+/Plyf2eEkKLV5xiZkpKCuXPn4tixY9iwYUOxCb7Y2FisXLkS23fsgIKaNnR7z4S6dQ/w+JU/Rk1ZKBk2x7vAc0hJSaEHeKVU8IY2IyOD6yL7pYJDmqxYsQJXrlzB9u3bufIljZ0nXa+mpoZ58+ZBRUUF27dvx7x58wCgxDGxpOvFYjHCwsIoPhJSy9Tn+AgAT58+xdixYyGRSHD37t1CCT7GGD5+/IiwsDAwxmBlZQUjI6Mi4yipG5SVlWFtbQ1zc3O8ePEC165dQ9OmTdGyZUuZ33THjh3x+PFjLFu2DB06dMDSpUsxd+7cMndRl95DSmNkWdE9ZNl9NS36DA0NYWBgIDMYo5ubG/744w80adKk0o9nZ2eHrVu34t27d8jOzkZiYiJSU1Nx8uRJmJubIycnB9OnT8eJEycqdJz379+jT58+WLp0KQ4fPow9e/ZQkq+O0NHRQffu3TFv3jwcPnwYhoaGpSqXkpKCb775BgkJCbC0tIS/vz/S0tIgEomwdetWKCoqwtfXF3PmzJEpZ25ujuvXr2PMmDH45ZdfkJGRAUdHR4SHhyMlJQUpKSlYunQpAGDv3r1Yt25doWNPnToVKSkpEIvFyMvLw4ABAxAdHY2ff/5ZZjsvLy8cO3aM+/8WLVpg7dq1CA8PR1ZWFhISEiASiXD58mXY29uDMYZff/0VGzZsKOvXSAipBPU1Rvr6+sLKygqRkZF4/vw5Jk+eLPfmJCUlBYsXL0YzM3Ps3HsAGi6joT9xOzTaudd4kg8AlAzyJ+Qo6ck1+T8FW9TFxMQUuZ10naamJsLCwqCmpobWrVsjNjYWAJCUlFRssk9aPi8vDykpKVi+fDnMzMy44xfsDixPTk4OgPy/N4qPhNQ+9TU+5ubmwsvLC05OTvD09ERAQEChJF96ejru3r2LZ8+ewdzcHN26dYOxsTEl+eoRVVVV2NnZoUuXLsjIyICfnx/evXsn07pdKBRizZo1uHr1Kvbt2wdnZ2eEhYWV6TjSe0hpjCwtuocsv68m0ffu3TvExsYiPT0dcXFxWL9+PTcOgTS5UZl++OEHzJgxA6amptxsNaqqqhg4cCAePnzITQH9008/laubCGMMe/fuhZWVFQwNDRESElKhFmKkerm6uiIxMRF+fn5Yu3Ythg8fXuonguvXr0dsbCxUVFTg4+PDzaqrpKSEGTNmwMvLCwCwY8cOvHz5UqYsn8/nZgJUVFREbGwsPn78CCC/VaCXlxemTJkCAPj111+RlJTElT148CAuXLgANTU1SCQSWFtb49ixY4WaPbu7uwMA5s+fz7XyGzVqFObNm4eWLVty4xEpKSmhV69euHPnDjp06AAAWL58eaGxIgghVa++xcjU1FRMnjwZgwcPxpIlS+Dr6yv3howxhuPHj6N5i5b4fe16KLXtA4Mpu6DVcTD4ilXTSqM8FBs0hkBRmcbpKwMrKyvufcEZdL8kXde6dWs0aNAA//33H3bt2gUfHx9um+IGI5eWT0tLg42NDX788UeZ4xc14y6Q34rv06dPAPJbTVB8JKT2qW/xEQCePXuGjh074uTJk7hz5w5WrFghM547Ywxv3rzBjRs3oKmpiR49eqBp06Y0qWM9pqmpiY4dO6JDhw54+fIl7t+/X+ghl6OjI4KCgtClSxe0b98ea9asKdXYfdJ7yIIxsrToHrL8vsq/Vn19fcydOxeXLl0Cj8fDypUrq7U5Z4MGDbBo0SIAQGRkZJmf0MfExKBv375YvHgxDh06hL1791IrvjqmIlOVHzhwAAAwfPhwNGvWrND6mTNnQl1dHWKxGIcOHZJZJxKJuDH4Fi5ciDlz5qBv37744YcfuJP5L7/8AiD/RvnMmTMAgPj4eMyePRt8Pp+7afnpp5/kDjIuLR8ZGYlbt26V+HmEQiF+++03APlPDq9evVpiGUJI1anrMdLPzw9WVlZ49+4dgoODMWXKFLmtDz58+IAB336LoUOHIlPHHIaTtkOn6zgIhLVvQHEeXwBlA7MyJ/okEgkyMzORlJSE+Ph4xMXF4ePHj/jw4QP3IOjjx4/4+PEjYmNjER8fj8TERGRkZJR7cojawsLCgkvuXrp0Se42IpGIG1S/V69e3PKBAwfiyZMnXKyW18IdyP99Sls18Hg87Ny5k+vO1LNnzxLrePfuXa7FX8HjS1F8JKR2qevxMS8vDytXroSjoyP69u2LgIAA2NnZyWwjbcX39u1bODo6om3btjU+kzCpPvr6+nBzc4OqqiquX79eqHWfiooK1q5dCz8/P+zduxcuLi548eJFkfuT3kMKBAKZGFkZKEYW76tM9Ek5ODjAxcUFQH7rp+rk5OTEvX/79m2py927dw92dnZo2LAhnj9/jr59+1ZF9UgtFR4ejqioKACAh4eH3G3U1dW56cJ9fX1l1t25cweZmZkAwCX4njx5gsDAQLi4uCAqKgpNmzZFq1atZMovWLAACQkJ3N8LkN8qMT09Henp6VzXIwCwsbHhxjb68vhFKe/fAyGk6tS1GMkYw+rVq/Htt99i0aJF8PX1hampqdztdu7cCYtWrXDp2i007P8zGgxYCAXNhpVW/6og0DfHQ///m5CDMYa0tDR8+PABb9++RWhoKIKCgnD//n1cv34dFy9exLlz5+Dr64uHDx8iODgYoaGhCA8Px6tXr/D69WsA+d9veHg4wsLCEBwcDH9/f1y5cgXnz5+Hj48Prl27hnv37iEwMBAhISF48+YNYmJikJKSAolEUlNfR6lIB/s+cuQI3r17V2j9X3/9hfT0dAgEAowaNUpmnampKUaMGAEAOHHiBKZMmVJovL01a9Zw78ePHw9LS0suLurr68v8jgEUipm///47d6yiZn+m+EhI7VPX4iMAJCYmwsPDA0eOHMHt27excuXKYlvxubm5oWHD2h0XSdVQVFSEjY0NOnTogPDwcLmt+5ycnPD48WO4uLjAwcEBZ8+elbsv6T3klClTZGKkvHtIectKQjGyaF99et7Y2BgAuAve2mzPnj2YOXMm1q1bh2nTptH4CF+hgt2PCnZL+pKVlRUuXrxYaHakguXbtGkDIH/GsBs3buCHH35Ahw4dcOrUKVhZWSEsLIzrrhQREQEAMi30ihpfoWDr0uK6OxFCar+6EiMzMjIwceJE3Lt3D7dv34aNjU2R227evBlz5syBunUP6LtNhEBF/iyEtQkPDKaWbdHwQzqCgoKQkZGB5ORkMMagoaEBoVAIoVAIVVVV6OrqQllZmVsmnZTpS7m5ufDx8YGzs3Oh1tmMMWRnZyMrK4v7r/T1+fNnZGVlIS0tDYwxaGlpQUtLC9ra2tDW1oaGhkald+9KSkqSaWEoTTBmZGTg8+fP3HKhUAh19f9rkfnTTz9h165diI2NRd++fXHgwAHY29sjJycHu3fvxpIlSwAAU6ZMQcuWLQsdd8WKFTh9+jREIhEOHTqE4OBgnD9/HkKhEBs2bMA///zDbbtnzx7s2bOn2M8hfQg2depU8Pl8XLx4EQCwdu3aCrX0J4RUv7oSHwEgNDQUnp6esLa2xoMHDwrNvisSifD48WNkZmbC0dGREnwEQH7rvm7duuH58+e4fv062rRpA1NTUy4HoaKigvXr18PJyQmjR4/Gzz//jIULF8rkKKT3kNu2bcO2bduKPZ70dzlr1iz88ccfVfOhviJffaJPmvktarrxqvLgwQPuvbzulwXl5eVh3rx5OHDgAM6dO4du3bpVdfVILfXhwwfuvfQCQx7putTUVKSnp3M3PtLyOjo6UFVV5bZXVFTEtm3b0LZtW/Tq1QudOnUqdLyK1rc4Zfl7IIRUn7oQI9+/f48BAwZAKBTC398f+vr6xW6vp6cHAFBp4VRrk3yqCgyWWgymGgwmagyN1QCeQwdEvNZCfHw8WrVqBWtr6ypJqgH53VClicKiMMaQnp6O5ORkJCcnIzo6GsHBwWCMQVNTk0v8GRgYFLuf0rC1tUVkZGSh5evWrZPpVjt27Fjs27eP+38tLS2cP38e7u7uCA0NRfv27aGhoYGsrCyudV6vXr2wadMmucdt1qwZjh07hiFDhiAjIwMPHjzgfl/SZKOBgQHi4uLK9HkKzji4bNkyDB06tMhtKT4SUjvVhfgIAOfPn8eoUaMwa9YsLF++XCZmMMYQERGB0NBQNGnSBI6OjtRNl8hQVFSEra0tjIyM8OTJE3z48AE2NjYy95GDBg1C8+bN4enpieDgYOzZs0dmfVWiGFm0ett1VywWlzhA6dWrV/Ho0SMAQNeuXSvt2CUdNzExketP3rhx40IzHBWUlJSEPn364MqVK/D396ckXw3Jy8vDwoUL8cMPP+DQoUN4/fp1uQfArYiCs/cVdwItuK5gGen7ospOmzYN58+fx927dwHkJwoB4MaNG2CMcWMOOTs7gzHGvZYtW8btgzGGkSNHcscr6XvKzs7mxhtRU1ND9+7di92eEFJx9SVG3r9/H+3bt4eNjQ2uXbtWYpIPAEaOHIk+ffsi5cpfEGcWPyNqddITMrg1kuB/rfOwqr0Y3Y0l4POAh/F8/PFcgPkPeFi4ZCnCwsJgamoKLS2tGh0YncfjQUNDAyYmJrC2toaLiwv69u2Lrl27wtzcHAKBAJGRkfD19cXNmze5Gd6rO3ba29sjJCQEc+bMQYsWLZCbmws1NTW4uLhg586duHjxYrGTYfXp0wfPnj3D5MmTua7gjDHY2NjgxIkTiI2NlYmHX74KxkdjY2MoKSnBwMAAAwYMgJ+fH5YvX17ksSk+ElL96kt8ZIxhzZo1GDFiBHbu3IkVK1bIxIyMjAzcvXsXb968QceOHWksPlIsAwMDdOvWDSoqKrh+/Xqhh2/t2rWDv78/Pnz4AFdXV0RHRwP4v3vI0sRI6TJpaz66h6yYepvoi46Ohq2tLbZv3463b9/K/FCio6Px+++/o3///mCMQVdXF3PmzCm0j8+fP8u8pNLT02WWf9ln/eDBgxg4cCBOnjyJ+Ph4bnlmZibOnDkDR0dH7inQ+vXri7xQDwsLg4ODA1RUVHD//v0yTUVNKtfz58+xevVqbD9wGKNHj0aLFi2g26Ah+n7zDf755x+8f/++pqtYadzc3DBu3DgA+QnOxMTECu3v1q1b6NGjBw4ePCjzPeXm5uLq1atwdXXFw4cPAQBLly6liWUIqQb1IUbu378fPXr0wKJFi7Bz506ZsYaKw+PxsHPHDijzxEi+ur3kAlWEBwYzDQbPJmL80i4PP7cTo6UWw+MEPlYECbDumQJORgjw8BMfHzJ4YHwFKOuXfUKO6iRN/jVu3BhWVlbo3Lkz3N3d0axZM6SkpOD27du4cuUKnj17hvj4+FKP8ScdDLykV8HWfAUZGBhg48aNePnyJTc5ye3btzFp0qRSJUvNzc2xY8cOvHv3DmKxGEePHsXr16/x6tWrMiUu379/j+zsbMTGxuL06dNQUFCg+EhILVMf4mNmZiZGjx6NrVu34ubNm4VaDSckJODmzZtQV1eHm5sb19KdkOJIW/e1b98eoaGhePr0qUwc19fXh5+fH+zt7dGhQwfcu3evQseje8iKqddp+6dPn+L7778HkD8Ns6amJjIzM7lZQ4H8Jp4nT56EoaFhofJFnfRmzpyJmTNncv+/bNkymSeyYrEYp0+fxunTpwHkZ5iFQiGSk5O5MWaUlZWxceNGDBs2TO4xfHx8MHLkSPzvf/8r9ASGVL/AwEDweHwYTPgHTJyDnA8vkf0xHDeeP8fFi//DtGnT0NbGFgMH9Ee/fv1ga2tbJWMoFuwekJGRAU1NTbnbFbxwKFhG+v7LC4svSVs3KCgowMHBAd7e3mjdunWpy0vXa2hogDGGq1evcjMhqaioQE1NDSkpKVzXKT6fj59//hnz588vdr+EkMpTV2NkXl4eFixYgL179+Ls2bPo0aNHmT+7kZER/tq6BWPGjIGKhQtUWziWeR/lwQODhRaDfUOG1jr5N48hSTxciObjRTIPOZLi44ZA3wwPHwUUu01to6ysjCZNmqBJkyYQi8X4/PkzYmNj8fjxY+Tl5UFfXx/GxsYwNDSsM9c6Q4YMQfPmzdG/f388e/YMu3fvhoqKSpn3Q/GRkNqprsZHAIiJicGAAQOgpKSEgIAAGBgYyKx/9+4dnj9/jjZt2lBXR1IuBgYG6NKlCx4+fIh79+6hQ4cO3L2jkpIStm/fjnbt2qFnz57YunUrxo8fX67jUIysmHqb6DMyMsKxY8dw48YNPHz4EB8/fsTnz58hEAjQpEkTtGvXDv3798fIkSPLdXFWHDc3N/z666+4f/8+wsLCkJCQgJSUFGhqaqJ58+bo1q0bpk6dKvfkyhjD+vXr4eXlhV27dmH48OGVWjdSPkFBQRDqmYCvJAQghIp5e6iYtwcAiLPSkfU2AG9eP8Sq39dh+fLlMDQyxgDPfvD09ISbm1uFxyeSMjIy4t7HxMQUmeiLiYkBAGhqasoMTC4tn5SUhIyMjCK78ErLW1hYoH///nBycsKhQ4e48tL1RZGuNzIygrW1NdavX4/79+8jODgYnz9/RnJyMlRVVdG6dWu4urpiypQpsLa2Ls1XQAipBHU1RiYnJ2P48OGIiorCo0eP0Lx583LXY/To0Th67BiuXPkLyo1bQ6Ai/3xaGbSUGDrqMTjqS6DABwI+8bDzhQCR6QBD6R8KKRk0x5vHPkhLS6v2caEqg0AggIGBAQwMDNC2bVukpKQgNjYWISEhePbsGUxMTGBqaioTt2orW1tb+Pv7Y9CgQXB1dcWZM2fQuHHjMu2D4iMhtU9djY8A8PDhQwwYMAAeHh7Ytm2bzLAEEokEz58/R0xMDE24QSpMVVUVrq6uCAoKwq1bt+Dg4AAtLS0A+a37Z8yYgVatWmHIkCEIDg7G2rVry9w1nGJkxfBYTQw0RuTKycnBpEmTcO3aNZw9exb29vY1XaU6TTqjYJ8+fQrNKFhWHRw6IixDDQ2/mVvsdkyci6zoEGS+foTcCH9kJX6Eiqoahg0dgilTpsDR0bHIln5NmzZFZGRkoad7BYWHh8PS0hIAuAHC5enTpw8uXrwIR0dH3L9/n1t++fJl9O7dGwDw6NEjdOjQQW751q1bIywsDMOHD8fhw4dx9OhRTJw4Ee7u7jh16hQAID4+Xu4TS7FYDB0dHaSlpeHnn3/G6tWr5X9ZhBBSBq9fv0bfvn3RokUL/Pfff0U+6CiLjx8/wrJVa0iMbdCg30+VUMuC8lvvuRoytNJmCE/h4X4cDyHJPEhY+Vp858RH4OPembh16xZcXV0rVLvKjJEVxRjDp0+fEBkZidjYWOjq6qJZs2Z1opVfdnY2ZsyYgQsXLuDs2bNwcHCo6SoRQr5Chw4dwpQpU/Dbb7/hhx9+kLnfyMnJgb+/P3JycuDg4AA1NbUarGndUJtiZG3GGMPLly/x+vVr2NnZoVGjRjLr37x5A09PTzRu3BjHjx+vlGs3Ujq1++rpK5KVlYWBAwciJCQEAQEBlOSrRfLy8vDs2TMoGZTccoQnUIRKUxvo9pgC/Uk70GjCX1CyG4DDZy+hU6dOaNXGCps3by73uHcWFhZo0qQJAODSpUtytxGJRLh9+zaA/NkEC3JxceGePhZVPjIyEmFhYTLlhw0bhps3b+LmzZvcdkWVv3v3Ljfpx5fHJ4SQ8ggNDYWrqyv69u2Ls2fPVtqFYqNGjfDX1i1ID72BjJcVG0tGSpHP0Elfgp/biTGmhQQfMoBVjwXY8UKA4CR+uZN8AKDYsAkEisq1epy+8uDxeNDX10eHDh3Qq1cv6Ovr4/nz5/Dz88OrV6+Qk5NT01UskrKyMnbu3In58+ejZ8+eXPwlhJDq8s8//+D777/HqVOnMGvWLJkkX2pqKm7evAlFRUW4urpSko9UKh6PBwsLC9ja2iIwMBDh4eEy41qam5vj/v374PF46NmzJ5KSkmqwtl8XSvTVAhkZGfD09ERCQgKuXr0qd6wHUjTGGHJzc5GWloakpCQkJiYiISEBcXFxAPIHnE1ISEBiYiKSkpIgEomQl5dX6v2HhoYiJzsLSobmZaoXj8eDkp4ptJ1HwGDyDugPXYH3TAdz5s6FkXFjTJ06FSEhIWXaJwCMGTMGAHDkyBG8e/eu0Pq//voL6enpEAgEGDVqlMw6NTU1DBo0CACwbds2pKSkFCq/Zs0aAPnj6w0YMIBbbm9vjzt37nAD3q9fv54bH6Gg33//HQBgamqKzp07l/nzEUJIQU+fPkWXLl0wdepUbNiwAQKBoFL3P2rUKHzTrx9SrmyDOKPwObG0lAUMvRuL4WUvhrOhBNc/8LEsUACfaAGScipnzFYeXwBlg2b1LtFXkLKyMlq0aIEePXrAysoKsbGx8PX1RXBwMLKzs2u6enLxeDzMmTMHGzZsQJ8+fbjxhAghpKr98ccfWLBgAS5dugR3d3eZdbGxsbh9+zZMTEzQoUMHmlWXVBkjIyO4uroiMjISAQEBMvfampqaOHv2LAwNDdGtWzd8+vSpBmv69aC/9hqWlpaGb775BgDg6+tbJ8fcqWpisRgpKSlIT09HVlYWsrOzkZWVxb2ys7MhFoshEAigoKAAHo8HPp/PTQgRHBwsMytfTk4OGGNQUFCAUCjkXsrKytx76dh2fD4//4aKx4OSQdkSfQXxeHyoNLODSjM7iEVJSHt6GXsPH8eOHTvg7OyCadO+52YtysjIkJmhSygUyoxX9NNPP2HXrl2IjY1F3759ceDAAdjb2yMnJwe7d+/GkiVLAABTpkxBy5YtC9VlxYoVOH36ND5+/Ih+/fph9+7daNGiBUQiETZs2IB//vkHALB48WLo6OjIlLW0tMTBgwcxdOhQPHv2DMOGDcOWLVtgbGyMxMRELF68GBcvXgQArF27ttJvyAkhX5eAgAD06tUL8+bNwy+//FIlx+DxeNixfTssW7VGst92NPAs24DOAh6DiwFDr8YSxGcCe8L5eJ3KA8ow9l5Z8PXM8aCOTchRHnw+H0ZGRjAyMkJycjJevHiBK1euoHnz5jA3N6+VXakmTZoEZWVl9O/fH8eOHUOfPn1qukqEkHpszZo1WLNmDfz8/GSG42GM4dWrV3j58iVsbW1hbGxcg7UkXwstLS106dIF/v7+uHPnDhwcHLjx4JWVlXHixAmMGjUKbm5u8PPzo8ZNVYzG6KtBKSkp8PDwgJqaGs6ePVvkxAhfk7y8PKSmpiI5ORnJyclISUlBWloaFBUVoaGhUWRiTigUckk+qaLGVpAm+4pKGmZmZiI1NRVA/hOIp0+fwufqbaTYjUFsBiCppJu399vGQ5xa8hONsWPHYt++fTLLAgMD4e7ujoSEBAD5re+ysrK4Fna9evWCt7e3zCC8Bfn4+GDIkCFcMlRLSwvp6encjF7jxo3Dnj17ihxPcM2aNfj555+5/9fW1kZKSgrXVLu4cQYJIaQ07t+/Dw8PDyxfvhyzZ8+u8uMdOnQIo0ePht6AhVC16FTi9jzkz57bx0SCbAlwPpKPkOSqS/BJpT31RdLlLUhNTa3QpBV1cfyhhIQEhIaGIj09HRYWFjA1Na2VD5SOHTuG8ePH49ChQzIt4wkhpDIwxuDl5YW//voLV65cgY2Njcy6J0+e4NOnT3BwcIC2tnaN1bMuq4sxsraQSCR49uwZYmNj4eTkxE3SAeTf648fPx6PHj3C1atXyzyJFSk9atFXQ9LS0tCrVy/weDwcOXLkq03y5ebmIi4uDvHx8UhOTkZ6ejoUFRWhra0NbW1tGBoaQltbGyoqKkUmncqKx+NBWVm5yCQYkB8k09PTkZycjEuXLqNL1y5o1kQMPg/4IAIi03kITebhVQoP4nKPt1T+z2Nvb4+QkBCsWbMG58+fR3R0NNTU1GBlZYWxY8diwoQJxQ5g3qdPHzx79gxr1qzBlStX8OHDB2hra8POzg5Tp07luvcWZcGCBWjatCkmTJgAIH9cQH19fTg5OWHmzJno1q1buT8bIYQ8ePAA7u7umDZtGn744YdqOebIkSNx9NgxXPbbBmWTNhCoahWxJUNrbYZ+TSQQKgA+UXwEfOaVafbcilA2bM7dyLm4uFTLMWuLBg0awMXFBbGxsQgLC8ObN29gaWmJxo0bV9o1QmUYMmQIYmNjMXLkSBw5cgSenp41XSVCSD2yYsUKbNmyBUePHpVJ8kkkEgQFBSElJQWurq6VPiswIaXB5/PRrl07qKio4O7du+jUqROXcFZQUMD27dsxdOhQdO3aFbdv3y40gQepHNSirwaIRCJ4eHhAKBTit99+Q2JiIpydnb+awVFFIhFiY2MRGxuLhIQEaGhowMDAADo6OtDW1oZQKKyUC/bKeBKTl5cHdQ1NqHYaBa0O/aEnBEzUGZppMFjpMKgoAC+SeXiexENoEg+ivPLXmzGGzNcPkXbnX2TFR2Lw4MH49ddf5Xa/rWmfPn3Cw4cPYWBggOHDh6N3797YunVrrbrRIoTUTUFBQejevTuWLVuGdu3aQV1dHfb29tUy+2psbCwsW7WGuJG13C68TdUZ+pmKYagC+L7n405cRR72lA8T5+H9H0OxacO6CiVB63prBcYYoqOj8eLFCygqKqJ169bQ19ev8TjEGMPz58/x8eNHJCQkYNKkSTh58iQ34z0hhFTEmjVrsH79epw6dQopKSlo164dTExMIJFIEBAQAJFIhE6dOhXboIGUrK7HyNri9evXCA8Ph5OTE3R1dZGdnY179+5BVVUVf//9N/z9/XHjxg3o6+vXdFXrHWrRV80yMzPRv39/8Pl8nDlzBioqKnj+/Dnu3r1bb5N9jDEkJSVxyb309HQ0bNgQjRo1gq2tba1uzRgWFobsrExoGzYHAw/xWUB8Fg+Bn4ETEQzGqkAbHYbOhhKMMAci04DgJD5CkniIywTK0mqPx+NBtYUjVMw7QPT8Gs75Hcap060xaeJELFu2DEZGRlX2OctCmuSTXlhcu3YNnTt3hrKyMjZs2FDjN1mEkLorODgYPXv2xOLFizF79mzugjAwMLBakn2Ghob4+6+tGDVqFIQWzlCzcAYACAUM/U0lsG/IcP0jDzte8JEtrplzHU+gAGE9n5CjNHg8Hpo0aQJjY2O8e/cOQUFB0NXVRbt27SAUCmukTgWTfNJrOj6fj8GDB8Pb25tauxNCKmTz5s1Ys2YNrl27BhsbG+6aXCKR4OPHj8jKyoKzszM3cR4hNa158+bg8/m4f/8+7Ozs8OLFC+4B7p49ezB69Gj07NkT169fh66ubk1Xt16hRF81ys7OxuDBg5GZmYnLly9zCS4rKysAqHfJvoyMDERFRSEqKgp5eXkwMDCAhYUF9PX168yTEW4iDn0zOWt5iMkAYjJ48I3hQ1ORoY0Og7Uug4dJ/qDs9+P4CPzMQ2YZbgh5fAHU2/aEWusuSAs6j70Hj2D/gX8xf95PWLhwYY3dwACFk3xA/uy60mSfUCjEr7/+Ssk+QkiZhYWFoXv37pgzZw7mzp0LIH/w5k6dOlVrsm/EiBE4euwYLvltg9DECq0baWCEuQTxmTysflJ5M+hWBF/PDA+/ggk5SkMgEMDc3ByNGzdGcHAwrl27hrZt28LY2LhaY5G8JB8ADBs2DFlZWejfvz8uXrz41XW3JoRUjn/++QdLly6Fn58f111XT08PHTp0wIMHD6CmpoYuXbrUmXss8vUwMzODRCLBo0eP0KBBA5lruQMHDmDYsGHo1asXrl69KjOeH6mYqu8HQwDkj5kwevRoxMfHw8fHR2YAbR6PBysrKzRq1Ah3796FSCSqwZpWDGMMHz9+xIMHD+Dn54fk5GRYW1ujd+/esLe3h7GxcZ0KQIGBgVBp2Bh85ZJbHabm8nA/no8dLwRY5C/A7Vg+OuhJsMJejJHmYpiql62XPE9BCZoOA2E4ZSeUbb7Br6t/h1Xbdrh9+3Z5P06FyEvySZmbm+Pq1avYvXs31q5dWyP1I4TUXdHR0ejevTumTJmCxYsXy6yTJvvS09MRGBjIzVBeVaSz8OpqqGKgxhtMaCmB73s+/g7j14okHwAoGTbHq5cv6vT1QmVTVlZG+/btYWNjg+DgYDx69AhZWVnVcuyiknxSY8eOxYYNG9C3b188efKkWupECKk/Dh8+jHnz5sHHx0dmdl2JRIKIiAioq6sjMzMTsbGxNVhLQuTLzs5GdHQ0N3ljcnIyt05RURFHjhyBoaEh+vTpU21x+2tAib5q4uXlhaCgIFy6dEluprquJ/tyc3Px+vVr+Pn54dmzZ9DR0UHPnj3h6OiIRo0aVcvYSlXhkX8AeHryWvMVL0fCw4N4PjY9V8Cm5wJki4HprcSYY5UH+4YSCHilT/rxldWg02UsDMZuxsdMBXTu3Bnff/89NzNwdSguySdlaWmJS5cuYeXKlfD29q62uhFC6raMjAz0798fffv2xcqVK+VuUxPJvr//2ooGygzLTj/GvXg+qno23bJQNmwOiUSCp0+f1nRVah0jIyN069YNAoEA165dw/v371GVw1GXlOSTmjJlCubNm4f+/fsjPj6+yupDCKlf/P39MWnSJBw7dgzOzs7ccumYfFlZWejcuTMcHR3x9OlTREdH12BtCZElHYJFXV0drq6uaN26Ne7fv4+kpCRuGyUlJZw4cQJisRjff/99lcbsr0ndzL7UMcePH8emTZvg7e2NBg0aFLldXUz2ZWVlITg4GJcvX8bHjx/RunVr9OzZExYWFnV+pqe8vDw8ffoUygbNK7SfDxk8nHwnwNIgAQI/8+HRWIJldmJ0M5JAkV/6E5lSwyZoOPJ36PSYip2792La9BkVqldplSbJJ2Vra4u9e/di9OjRCAkJqZb6EULqLsYYxo8fDzU1Nfz111/FdrWsjmRfbm4unjx5An9/f9jY2ODxkyeIOLsZ4oyUSj9WRSg2bAK+guJXP05fUb5s3efv718lrQRKm+STWrRoEZycnDBo0CDk5ORUen0IIfXLhw8fMGDAAKxYsQIeHh7ccsYYgoKCuIk3FBUVoaenh44dO1Kyj9QaBZN80u66zZo1g6WlJe7fv4+UlP+7thIKhTh16hSuXLmCTZs21WCt6w9K9FWxx48fY8KECTh06BDatGlT4vZ1JdmXm5uLsLAw+Pn5ISMjA87OznB1dYWxsXGdbb33pfDwcGRnZULJsGKJPqlsMQ+3Yvn49YkAR9/wYdtAgsW2YjjpS8BH6RJ+PB4/vyWHOBdtra0qpV7FKUuST2rIkCGYM2cOPD09kZCQUMU1JITUZb/99hsePHiAkydPlmrw8KpM9iUmJuL69esQiURwc3NDs2bN8M+2bVBV5CPpyrZKO05l4AkUIdSnCTlKIm3dx+PxcP36dXz8+LHS9l3WJB+Qf423Z88eiEQizJgxg1otEEKKlJWVhW+//RY9e/bEjz/+yC1njOHJkydISUlBp06dZGInJftIbSEvySdlbm6O5s2b4969e0hLS+OWGxkZ4cyZM1i6dCkuXbpUE9WuV+pHRqaWiouLQ//+/bFw4UL069ev1OVqc7JPLBbjzZs38PPzQ0JCAjp16oSOHTtCR0enpqtW6aQ3UEoGZe+6WxwGHkKS+dgQLMDpCD66GUnws40Y7XQlQAkJP0luNpIvbYa9fXtusPqqUp4kn9SyZcvQrl07DBkyBLm5uVVUQ0JIXXb27Fn8/vvvOHv2LPT19UtdriqSfZGRkbh37x7Mzc3RqVMnbrIsAwMD/LPtb4he3IHoxZ0KH6cy8fVpQo7SUFZWRocOHWBtbY3AwECEh4dXOMFWniSflKqqKs6ePYtz587hr7/+qlA9CCH1E2MMU6ZMAZ/Pxz///CPT2v3169eIj49Hp06doKysXKgsJftITSsuySfVsmVLNGnSBA8fPpRp4d6hQwfs2LEDw4cPR3h4eHVWu96hRF8VycnJwaBBg+Di4oKff/65zOVrW7KPMYaoqChcvXoVUVFRsLOzg7Ozc72eBvv/JuKoqlmQeXiSyMfqpwLc+MDHoGYS/GgtRgvNom9aU24fhDj1E/49sB8KClU3aXZFknwAwOfzceDAAXz+/FnmKSQhhABAcHAwvvvuO+zbt4+bPbAsKivZJ5FIEBwcjNDQUHTs2BHm5uaFug8PHToU3w4ciBS/bRCLkst1nKqgZNAcL8PDkJGRUdNVqRMaN24MV1dXREZGIiAgAHl5eeXaT0WSfFImJiY4ffo0FixYgKtXr5arHoSQ+mvDhg24du0aTp06BaFQyC2PjY1FeHg4OnbsWOwQSZTsIzWlNEk+qdatW0NDQwMBAQEy13EjR47EtGnT4OnpKTNxBykbSvRVAcYYpk+fjqysLOzevbvYMYeKU1uSffHx8bh+/TrCw8PRqlUrdO3aFQYGBuX+XHXFI/8A8MsxEUdZSRgP9+L5WPlYgGcJfEywkOD7VmIYqsi2OMh6H4bUgDNYtXIFWrVqVWX1qWiST0pdXR3e3t44cuQIduzYUYk1JITUZZ8/f0b//v0xd+5cDBo0qNz7qWiyLycnBw8ePMCnT5/QuXNn6Onpyd2Ox+Phn23boK6sgCS/2tOFV4km5CgzLS0tdOnSBdnZ2bhz5w4yMzPLVL4yknxSTk5O2Lp1K4YMGYI3b96Uez+EkPrFx8cHy5cvx5kzZ9CoUSNueVpaGgIDA2Frawttbe0S90PJPlLdypLkA/Kvr+zs7JCVlYXQ0FCZdatWrULLli0xfPjwcj+Y+9pRoq8KbNmyBRcuXMCZM2cqPCFFTSb7cnNz8fjxY/j7+8PU1BTdunWDiYlJvU/wAfldlJ88eQLFCk7EURa5Eh78PuQn/GIzgB+txehhlD9+nyQ3GymXN6N9+w5V2mW3spJ8Uk2bNsWJEycwZ84c3Lp1qxJqSAipy3JzczFkyBDY2dlhyZIlFd5feZN9aWlpuHXrFgQCAVxdXUtM2Ojr6///Lrx3IQq7XeF6VwalhqbgCxRonL4ykv5mtLW1cfPmTSQmJpaqXGUm+aTGjx+PcePGwdPTE6mpqRXeHyGkbnvx4gVGjhyJnTt3on379tzynJwcPHz4EGZmZjA2Ni71/ijZVzckJCRwkxm2bt0aampqUFZWRuPGjTFgwACcPn26xH3ExcVh7ty53ISYurq6cHV1xa5du0o1XMWbN28wdepUNGvWDEKhEPr6+nB3d8fJkydL9RkePHiAb775BsOHD4eLiwuMjY3x7bff4tq1a8WWU1RURMeOHREVFYXIyEhuuUAgwKFDhxAVFYUFCxaUqg5EFo/RSMCV6sqVKxgwYACuXr0KR0fHSttvVVxgFicuLg5PnjyBhoYGbG1t6+QMurm5ufDx8UGfPn2gqKhYprKhoaFo06YNDIb/BqFp2yqqYfGaqDOMMhcjWwL8feg03l49gmdPn8DS0rJKjlfZSb6CduzYgUWLFiEgIACmpqaVum9CSN0xY8YM3L17F3fv3q3UOFaWp8ixsbEIDAyEmZkZLC0ty/TwatDgwTh3yQ8G4/+CQE27EmpeMZ/+nY2hvVywd+/eMpetSIysDxhjePfuHUJCQmBtbV1sbKrKa7C8vDz07dsXSkpKOHPmDAQCQaXtmxBSdyQlJaFjx44YMmQIfv31V265RCLBgwcPIBAI4ODgUK4GF1V5jV9fVWeMVFRUlGm1JhQKIRAIZBr4eHh44MSJE9wYwgUFBgbC3d2dmwRRXV0dWVlZ3D579eoFb29vuWM6AvmtSIcMGcINBaKpqYn09HTu4en48eOL7aW4bds2zJw5E2KxGEB+6/nU1FQuwbhs2TIsX7682O9A+hvt1KmTzNBgr1+/hoODAzZu3Ihx48YVuw8ii1r0VaLXr19j2LBh+Pvvvys1yQdUX8s+aSu+gIAAWFpawsnJqU4m+SqKm4jD0LzG6hCVzsO6ZwKEvU+E11gPbPv7L7Rs2bJKjlXVFwBTpkzBsGHD4OnpifT09ErfPyGk9tu+fTuOHz+Os2fPVvrDqtK07GOM4dWrVwgICICNjQ1atWpV5humbX//nd+F98q2WjFjKl/PHI/8qUVfefB4PDRr1gwdO3ZESEgIgoOD5f6bVvWDVgUFBRw5cgTh4eGV0sqVEFL35OXlYfjw4bC0tMTKlStl1oWEhCArKwt2dnbl7lVFLftqt7y8PDg4OODvv//GmzdvkJmZifT0dERERGDixIkAgIsXL2Lq1KmFyqakpOCbb75BQkICLC0t4e/vj7S0NIhEImzduhWKiorw9fXFnDlz5B47IiICQ4cORUZGBpydnREeHo6UlBSkpKRg6dKlAIC9e/di3bp1csvfvHkT//vf/yAWi9G/f39ER0cjOTkZnz594urr5eWFY8eOFfsd6OnpoXXr1nj06JHMsBrNmzfH8ePHMWPGDNy/f7/kL5NwKNFXSfLy8jBixAiMGTMGY8eOrZJjVHWyLz4+HteuXUNmZibc3Nxgamr6VXTTlSd/Ig7jKpyIo3RycrKxb90SHDl6FE2bNsXt27crvXtPdT3l27RpE7S1tTFv3rwqOwYhpHYKCQnBnDlzcOLEiSpr1Vtcso8xhtDQULx584brUlIe+vr62P7PNojC7yLjRc134VUybI4XL0LLPNYc+T96enro0qUL4uPjERQUVOh3Ux29KXR0dODt7Y0tW7bQ5ByEfIXWr1+PyMhIHDx4UKZFemRkJKKjo9GxY8cKtyqjZF/tde3aNTx8+BDTpk2Dmdn/jQ/ftGlT7Nq1i0uYHTx4sNC/3fr16xEbGwsVFRX4+PhwXb6VlJQwY8YMeHl5AcjvXfXy5ctCx166dClEIhEMDQ1x/vx5rlGJuro6vLy8MGXKFADAr7/+iqSkJJmy2dnZmDlzJiQSCaytrXH8+HE0btwYANCgQQP8888/cHd3BwDMnz+fa/FXlGbNmsHQ0BAPHz6UaeHYvXt3rFq1CiNGjEBaWloJ3yaRokRfJVm3bh1EIhF+//33Kj1OVST7pOPR+fv7w8LCAk5OTnKbBX9NHvkHgFcNE3GUJPnWv5CkJ+D31avRtWtXNGzYELdu3cLr168rpTVJdTblV1RUxL59+3Dw4EG6kSHkK5KXl4dx48Zh5syZ6Ny5c5UeS16yT5qsef/+PVxcXEo1iHlxhgwZgkGDByPl6naIRUklF6hCSgbNIRGL8ezZsxqtR12npqYGFxcXpKamcrP/VfeQKZaWllizZg0mTpxINzKEfEVCQkKwcuVKHDhwAJqamtzyhIQEBAcHo0OHDpV2/qFkX+3k5uZW7Hppqz4ACAgIkFl34MABAMDw4cPRrFmzQmVnzpwJdXV1iMViHDp0SGadSCTixuCbNm2a3OujX375BQCQmpqKM2fOcMuzs7Nx4sQJBAcHAwB++uknucloafnIyMgSx2vn8Xho27YtBAIBnjx5InOvO2vWLJiZmVGDkTKgRF8leP78OVauXIl9+/bJTIFeVSoz2ZeZmYnbt28jLS0Nbm5uaNq06Vfbik9KmvhUqsaJOOTJin6OtEBv/PbrKlhYWEAgEKBNmzbo1KkT3r59i8DAwArNQlQT43U0a9YMa9eupRsZQr4i0gdh0qfKVa1gsi8gIABPnjxBbGwsXFxcoK6uXinH2Pb339AQKtZ4F14lvaY0IUclUVZWhrOzMzIyMvDo0SM8e/as2pJ8Ut9//z3dyBDyFSn4IMzBwYFbnpmZCX9/f7Rp06bIGeHLi5J9dU/B/ELBVnHh4eGIiooCkD+Gnzzq6upwdXUFAPj6+sqsKzj7fFHlmzZtilatWsmUl46L/Pz5c2673r17yy3v4uICDQ0NuceXh8/nw8HBAYmJiXj16pXM8t27d+PQoUPw8/MrcT+EEn0VlpeXh/Hjx+OHH36QOUFXtcpI9iUmJuLmzZvQ0tJCp06dvvpWfFIvX75EZoYISoY1l+iT5GYh5fIWdOzoiNmzZ8us09XVRZcuXZCZmSlzgi6LmhyUd+rUqTA3N6cbGUK+AtX9IExKWVkZTk5O+Pz5M2JiYtCpU6dKTdbo6en9/y6895ARVnMzivMUFCHUb0qJvkqipKSETp06ITk5GVFRUXBycqq2JB9ANzKEfG3WrVuHjIwMmYkKGGN4/Pgx9PX10bRp0yo5LiX76pYbN25w762trbn3BRNtVlZWRZaXrgsNDZVZXrB8mzZtSiwfEhIiM/mZtNGGvr4+9PX15ZYVCATcRJIhISFFHqMgZWVlODg44OXLlzLdhanBSNlQoq+CpC0VSppJpipUJNkXFRWFe/fuoWXLlrCxsaFZ3gqQ3jApG9TcRBzJNw9Akp6AA/v3yf23kbY80NbWxs2bN5GYmFjqfdf0zFt0I0PI16GmHoQB+TdK4eHhUFRUhIqKCkJDQ+VO0FERgwcPxpAhQ/K78KbXXBdevp4ZHvoHlLwhKZH0d8Pj8aCurl4lv5uSFLyRqewxeQkhtYf0QdjevXtlHoRFRkYiPT0d1tbWVdrLipJ9dUNycjJWr14NAHB1dYWFhQW37sOHD9z74sYelq5LTU2VmRRRWl5HR6fYBj/S8h8+fOCSfPb29vj48WOJx/6yfGlpa2ujRYsWePz4sUwrxqlTp6J58+bUYKQUKNFXATXVUqGgsib7pGPOPH/+HA4ODjAzM/vqu+p+KTAwECoNjMAXVk4Xr7LKin6OtKBzWP3br8XOssvn89GuXTu0bNkS9+7d45puF6emk3xSTZs2pRsZQuq5tWvX1siDMMYYQkJCEBcXB2dnZ7i4uBQ7G29FLFq0CDxxDhJ9/6qxLrxKhs3xIiwUWVlZNXL8+qLgmHwuLi5wdnZGZmZmlfxuSkIt3wmp34p6EJaRkYGQkBDY2NhUePKN0qBkX+0mkUjw3Xff4ePHj1BWVsaWLVtk1hds1VZcoq7guoJlpO9L6tUnXZ+amsol+fh8fpnLl7UVXosWLcDn8xEeHs4t4/P52LVrFzUYKQVK9JVTTbZU+FJpk325ubl48OAB4uLi0Llz5yKb2H7t/AMCa2wiDklOFpIv/QlHRyfMmjWrxO15PB7MzMzQsWNHLoFb1A1JbUnySdETGULqr+fPn2PVqlU18iAsLCwMMTExcHZ2hqqqarGz8VbE4cOH4dq5C/IYDxmvHiAj7Gal7LeslAybQ5yXV6sm5Ni3bx94PF6Jr+Iu0uPi4jB37lxYWFhARUUFurq6cHV1xa5du0qVVH3z5g2mTp2KZs2aQSgUQl9fH+7u7tzA4wXJm3hDSUkJTk5OSEtLw+PHj6s1kStt+f7ff//hypUr1XZcQkj1WLt2bZFddo2Njav1Ho2SfbXXrFmzcP78eQDA33//jXbt2tVIPQqOCS9N8lUHPp8POzs7vH37tsguvNRgpGiU6CsneSfomlRSsi8zMxO3bt0Cj8dD586dK21A8vpGIpHg8ZPHNTYRR/Kt/WCiROzft7dM3an19PTQpUsXxMfH49GjR4WmL69tST7g/25kDh8+TDcyhNQjubm5GDduXI08CIuMjERkZGShMfkqM9mXnp6OESNGYOTIkWDG7WD0/R4oaOohwffvGunCq6TXFDyBoFaO08fn82FgYFDkS1lZWW65wMBAtGnTBhs3bsTLly+hoKCAtLQ03LlzB5MnT0bv3r2RnZ1d5HF9fHzQtm1b7NixA+/evYOysjISEhLg6+uLwYMHY8KECVzirrjZdaW/m6SkJLx48aJyv5wS0I0MIfWT9EHYl1123717B5FIVOxYaVWFkn21z08//YStW7cCADZt2oQJEyYU2kY6yQWQ3xq0KAXXFSwjfV9c2ezsbLx58wYAoKmpKZPkK035gusLHru0NDU1qQtvOVGirxyKOkHXtKKSfRkZGbhz5w50dXXRsWPHamkKXle9evUKGenpNTIRR/4su+fw++rfiu2yWxQ1NTW4urpyLTelT19qY5JPirrwElL/rF27FpmZmdX+ICwhIQHBwcHo0KGD3IvJykj2vXv3Dh0dnXDitDca9puHBp7zIVDRgN7QlWC5OUi4vLXau/DyFJSgUksn5DAxMUFsbGyRL+lMgAWlpKTgm2++QUJCAiwtLeHv74+0tDSIRCJs3boVioqK8PX1xZw5c+QeMyIiAkOHDkVGRgacnZ0RHh6OlJQUpKSkYOnSpQCAvXv3Yt26dcUm+aSEQiEcHBzw9u1bxMTEVO4XVIKpU6eiRYsW+Omnn6r1uISQqiF9EDZr1qxCXXZDQ0OrrcuuPJTsqz3mz5+PDRs2AMifD+DLiRmljIyMuPfFxSfpOk1NTZnGPtLySUlJcpN10ok3kpOTCx2v4P+XFBul678sX1pFdeGlBiPFo0RfGRV1gq4tvkz2ffr0CXfu3IGBgQFsbGxoPL4SSG+UlKp5Io78Lrub4ejUCT/88EO596OoqAgnJycAwIMHDxAbG1trk3xSU6dORcuWLelGhpB6IDg4GL/++mu1PwjLyMjAo0eP0KZNGzRs2LDI7SqS7Lt58ybs7NvjzccE6I1aB7XWXbh1Sg0aQ7N9f2S+fghR6I2KfJRy4TU0w8NH9WNCjvXr1yM2NhYqKirw8fFB+/btAeTPiDtjxgx4eXkBAHbs2IGXL18WKr906VKIRCIYGhri/Pnz3IMzdXV1eHl5YcqUKQCAX3/9Fffu3Ss2ySelqakJe3t7PH78mLvhqQ7SG5kjR47A19e32o5LCKka8h6E1VSXXXko2Vfz5s2bh3Xr1gHI/70Ud39UcKbdgjPofkm6rnXr1kWW/3JG3IKz60on0fiytam0fHx8PD59+iT32GKxmGsRX97WqkV14aUGI8WjRF8Z/f3337Wqy6480mRfw4YNce/ePejp6VX5zE31RWBgIIS6jSBQKXvT4opIvrUfyEgucpbdslBQUEDHjh0hFovx8OFDWFlZ1dokH5D/e5U+kbl3715NV4cQUk6MMUybNq3au+zm5eXh4cOHMDIyQrNmzUrcvjzJvu3bt6N7jx7I1mwMvdEboKRnWmgbHbfxUNDUR6LvNuSll34m9MqgbNgcYWEh9WJCjgMHDgD4f+ydd3gU1frHP9uz6b1DGhB6SQi9iIqIXL1YsIuoFEX9eRUbiqIIFkDUq4iKir2Xa0O6IEVaQk2AACEJpJPeNlt/fyy7ZMmmZ1syn+fJQ5iZM+fM7GbeOd/zFrj11lutfp4PP/wwnp6e6HQ6vvzyS4t91dXV5hx8DzzwAL6+vg3az58/HzAmFf/pp5+aFflMhIaGEh8fz549e+x6n6Ojo3nttde4//77UavVdutXQECgYzlz5ow5d239tAWODNm1hiD2OY7HH3+c5cuXA0aRr7mw1Pj4eLp37w7AunXrrB5TXV3N9u3bAbjqqqss9o0ZMwalUtmgfX2RLzAwkGPHjlltP3HiRPPvjfW/c+dOcxGOS9u3Bm9vb3r16kVKSkqDEN6ePXs6tTbjKAShrxVUVFSwePFili1b1mheGWehpqaGoqIifHx8KCwsbDZ2XsDI3n37ETdTiKPqyCayXvtXsz+1mQcbPYeuupSSLR+Ss3oOWcunUpn8G+FhoWzbtq1DkoyXlpZSUVGBl5cX586ds0ii6oxERUXx2GOP8fTTTzuscqWAgED7+O2330hPT+fZZ5+1W58Gg4GUlBTkcjkDBgxocbuWin0ajYa5c+dy//334z5oMoE3vYhE6d3oeYNuXoRBq6bEziG8poIcTa3ouwInTpwwV5CfPHmy1WM8PT3NIb+Xernt2LGD2traJttHRUURG2u089nZ2S0S+Uz06NGDwMBA9u3b1yAXri2ZPXs27u7uvP/++3brU0BAoGN5/vnnueWWW0hKSjJvq66uJjU1lSFDhjhVaiVB7LM/jz/+uDlcd/ny5S3OPTd9+nQAvvnmGzIzMxvsX7lyJVVVVUgkEu644w6LfR4eHtx4440ArFq1ivLycguRLzEx0exd6OXlxdSpUy3ax8bGMmbMGABef/11NBpNg/5fffVVwGh7x40b16JraowePXoglUotcuaKRCLeeOMNVq1aRVZWVrvO39kQhL5W8Prrr9O7d2+uueYaRw+lSWpra9m1axdhYWGMGzeO8PDwJqvxChjR6/WkHEhpeX4+kRixh2+jPyKJ1GqzuvxT5H70IJX7/oe2JAd0OkQiEWfOnOmQJOO33347u3fvZvDgwYwbNw6RSMSePXvsOilpC/PmzePYsWOsXbvW0UMREBBoJTqdjmeeeYbnnnuuTcmW20p6ejrl5eUMHTq01VXgmhP7SkpKuHLiRN7/YDX+kx7C/8o5jT7XTcgDIvFO+je1p/baNYRXFhSNSOx8BTmKiopITEzE09MTpVJJbGwsd955J1u3brV6fH2hsn5I0aWY9qWlpTXa3pp3jCknX0REBIBFvp+WIBKJGDx4MHq9nsOHD9tNzJVIJLz88su89NJLZs8IAQEB1+Hw4cP88MMP5tQDYHweHTx4kG7duhEUFOTA0VlHEPvsx1NPPWUW+VasWMG8efNa3Pbxxx8nNDSUmpoapkyZYn4PUKvVrFq1iueeew4wLhhZywG/aNEiPDw8yMvLY8qUKXz33Xd4enrSu3dvFi9ezHvvvQfAggUL8PPza9B+6dKlSCQSDh06xK233mrOx1dSUsLcuXP5888/LY5rD2KxmCFDhnDmzBmLEN6BAwdy4403snDhwnadv7MhCH0tpKCggBUrVvDaa685dQhsXV0dO3fuNIfrisXiJqvxClzk1KlTxkIcLay4K/EKpNtDXzT649at4SRFX1dN0Q8voq+tQOofiXv8GBRubhw9erTDkox//fXX/PPPP3Tr1s0cxqvX69m3b1+7Kk3aGm9vb5599lnmz5/v9KKkgICAJZ9//jnV1dXm/Gf2IDc3l1OnTjF8+PA2e9k3JvYVFRUx/rIJ/LP/IEG3LMZr8NUtPqffZfcgsXMIr1imQBkc5XRCX01NjdnjUq/Xc+bMGb788ksmTJjAvffe28Db3JQHCDCLcdYw7auoqKCqqqpBez8/P9zd3S3a1C+8MXDgwAb9tRSJRMKwYcMoKCggIyOj1e3byrXXXkvPnj1ZsWKF3foUEBDoGObPn8/9999PVNTFtA8FBQVUVFQ0yJvmTAhin+3Jzs5m6dKlgFHIeu211wgNDW30xxTaa8LHx4fff/+dgIAA0tLSGDp0qLnoxty5c1Gr1Vx11VW88cYbVvuPiYnhu+++w93dnZ07dzJ9+nQmTpyIn58fCxcuxGAwMGPGjEY9DEeOHMl7772HVCrlp59+IjIyEj8/PwIDA1m1ahUACxcu5Oabb+6Q++Xt7U1cXBypqakWi20vvfQS3377rctHNnQkgtDXQhYvXszll1/OqFGjHD2URjGJOT4+PgwaNMgsSDZWjVfAEnMhjlDbFeKo2PMTuupSRFIFvqNvpebEDl579RX69u3b7iTjDz30EJMmTQKMbtqmlQ6pVMqIESOoqalpkGjV2XjggQeoqKjg66+/dvRQBAQEWohKpWLhwoW89NJLdktrUVlZSUpKCgkJCXh7Nx5K2xIuFftycnIYO2486ZlnCbzlZauLNs0RfMtLxhDedW/bzetLFBTLnn3OUZAjPDychQsXcujQIVQqFSUlJdTU1LBz506uvPJKwFj59tJFrfreapcKdfWpv69+G9PvTYl8o0ePxsfHp0Hb1qBUKhk2bBjHjh3j/PnzbTpHaxGJRLz66qssX7680aTnAgICzsfff//N9u3bLdJaGAwGjh07Rq9evZwqZNcanU3s02g0nD9/nqysLE6cOMHhw4fZu3cvf//9Nxs3bmTdunWsXbvWHGG0adMm1q1bx19//cWuXbtISUkhLS2N06dPk5ubS1VVVbvsfH0nDL1eT0FBQZM/9Re3TCQmJpKamsqjjz5Kz5490Wg0eHh4MGbMGFavXs2ff/7Z5PvZFVdcwfvvv8/UqVOJjo6mtrYWX19fJk6cyA8//MCaNWuadHSaOXMme/bs4fbbbyciIoKamhqCg4OZOnUqmzdv7vD8eT169KCyspLCwkLztpiYGGbNmsUzzzzToX25Mk3HoAgAkJGRwYcffsj+/c7xAm0Ng8HA4cOH0Wq1jBgxosEfo0nsA2NSzJYmn+5KGAtxhDaZf6m9VKVuAcA9fhSVO75k1OgxPPzww+b9Dz/8MC+//DJVVVV8+eWXFi7+TSUZLyoqYs+ePTz//POsX7+eiooK/ve//3HPPfcAxmq8w4cP5++//8bb29tiRdGZUCgULFq0iOeee45p06Y5fS5MAQEBY14XX19fbr/9drv0p9frSUlJITo6mrCwsA45p0ns27ZtG2vX/snZwhICb30VmX/jXmVNIfePwDtpKhV7fqA69S88+1/eIeNsCkVoD9K2bqOurs7hz86rrrqqQdJtiUTCqFGjWL9+PTfccAO//PIL7777Lv/3f/9Hz549bTaWS0W+jnr38ff3p2/fvqSkpDBhwgS7TNbHjh3L+PHjWbJkCW+++abN+xMQEGgfBoOBp59+mieeeMKiIrwpf3Z0dLTjBtcKTGLfnj17AJy6yF99tFotpaWllJWVUV5eTllZGdXV1bi5ueHp6Ymbmxtubm4EBASgUChwc3NDIpEgFouprKwkOTmZpKQkxGIxarUalUqFSqWirq6OyspKamtrqaysRCwW4+vri4+PD76+vvj5+bXY1kRHR3fIgmBISAgrVqxotde3KSdffHw8P/74Y6vToJhISEhoUCDLVshkMnr27ElaWhrBwcFm3WPBggXExcWxY8cOc+7Arozg0dcCnnvuOW699VanqYZkjczMTPLz8xk+fDhSqXX9VvDsa5qWFOJoD5ric+gqjKvwuppyRKpyPv1kjcUDtS1Jxk0i36BBgxg1ahR9+vSx2t7Dw4OkpCSOHDlCcXFxx19gB3HHHXfg6ekpJB0XEHABysvLWbJkCa+88kqbXw5by6lTp9BqteZnXUdRVlbGE08+hZ+/P/OW/BdFQHi7zud32QykPiGUbFyFttL2z1x5SA+0Go3Th62IxWJz6JFer+e3334z76uf37GpImL199VvY/rdtL8xkc+0v735JGNiYvDw8GiQK9CWvPLKK7z//vtWk64LCAg4F7/++isZGRkW3ss6nY5jx47Ru3fvducssyeu4tlXW1tLZmYmu3fv5s8//+TAgQOUlpbi5eXFgAEDuPrqq5k0aRKjR48mMTGRfv36ERcXR2RkJIGBgfj5+eHj40NISAhgDI319/cnNDSU6OhoevfuzaBBgxg+fDiXXXYZU6ZMYfTo0URGRqLT6Th9+jSbN29m8+bNpKamUlxc7LSFBi8tvGGv97iOICYmBo1Gw7lz58zbgoODmTdvnlDc8QKu82k6iIMHD/LTTz9ZeFY5G0VFRaSmpjJs2DBziezGEMQ+65gLcbQwPx+AvracvE8eIXvFTWS/fgM5793H+d+Wo8o+bPV49fmLlYBUZ1JY+tqr9OjRsL/WJBmvL/KZVtdM7a2F6QYGBtKvXz/27dvntJWYJRIJr7zyCosXLxaSjgsIODnLly+nX79+jVY47WgqKipIT09nyJAhHTpBOn/+PBMuv4LjZ87xzgk3Qr0VTO+hRyxq34uiMYRXQ8l624fwyoJjnLIghzVM1WsBizx34eEXxVVTQm9rmPaZ8hBd2r60tJTq6upGPflM7ev31xZMxTnOnj1rt3DaAQMGMG3aNHNeXgEBAeekfpGq+s+pzMxMZDIZkZGRDhxd23BWsa+mpoYTJ06wbds2Nm7cyNmzZwkICOCyyy5j4sSJDBs2jPj4eEJCQjrc493kzRcVFcWgQYMYP348kydPpk+fPtTV1bF3717WrVtHSkoK+fn5TiNAubLIB8b5Yu/evTl+/LhF+PO8efNIT0/n999/d+DonAPX+kQdwPz585k7dy7du3d39FCsUl1dzb59+xgwYAD+/v4taiOIfQ05ffo01ZWVyENanp/PoKlDXXAakUSKwaBHW15AddpWCr5+hvNr38SgtywooauXlH3EyFE8+OCDVs/b0iTj1kS++u0bSzIeExNDWFgYe/fubZAI3VmYMmUK8fHx5gpUAgICzkd+fj5vvPGG3YpU6fV6Dhw4QExMTIvtXUuorKzkiisncjo7l8CbX0LtGcbKNAnBSkO7xT6ZXzjew26g9vR+qi+kbrAVxoIc3W0i9BkMBnJycmw+Qalfabcpz0TTvkuT2Ndv/+uvvzYarmtq3xGRGh4eHvTt25cDBw6g0Wjafb6WsGjRIr7//nsOH7a+sCggIOB4PvvsM1QqFbNmzTJv02g0pKen06dPH6cu7tgUziL26fV6cnNz+eeff9i0aROlpaXExMQwadIkxo4dS8+ePfHy8nLIfZbJZISHh5OQkMDVV1/NsGHDUCgUHDp0iA0bNnD8+HFzlJYjcHWRz0S3bt2QSCQWHu5eXl4sWLBAKO6IIPQ1ydatW9m1a5fTJnXUaDTs2bOHbt26tTrnmiD2WZKSkgKAPLR5jz6Jpz8+o28j7J636T7vZ7o98g3dH/uRkDuW4RY1GIDqI5so3bzaop1BffGBfmnIbn1akmS8MZGvfvumvOEGDBiAVCrlwIEDTrOyVB9T0vHXX3/dItGqgICA8/DSSy8xceJERowYYZf+TCG7vXv37rBz6vV67rjzTtJOpBMwbRGyAOPztFor6jCxz2/89AshvO/ZPIRXFBhnk4Ic999/P5GRkQSFhHLdddfxzjvvkJWV1XzDRjh9+rS5iEVMTIx5e3x8vHlhdd26dVbbVldXs337doAGeQDHjBljjmxYt26dVZEvKyuLY8eOWW3fVuwdwhsdHc2cOXOc9v1UQKCrYypStXjxYuRyuXn76dOn8fT0NIeFuiqOFPs0Gg2nTp1i06ZNHD16FH9/f/O7SPfu3R2eo/ZSRCIRAQEB9OvXj4kTJzJo0CDKysrYtGkT+/fvp6SkpPmTdCCdReQD473t06cP6enpFs4rc+bMobq6mi+++MKBo3M8rvvJ2pj6yVMDAgIcPZwGGAwGDhw4gJubW5tXpAWx7yLJycm4+YUgcfdp9lhlTAK+Y+5AHhyDSGpMvi0SS3CL7EPwLYtQ9jROeisPrEVTcjH0SFOaZ/49NrbtuQD1en2jIl9LEYvFJCUlUVZWxsmTJ9s8FlsyevRoJkyYwOLFix09FAEBgUs4ffo0H3/8MS+//LJd+rNVyO7ChQv57bff8JvyOPLgGIt9HSn2Bd+y2BjCa+MqvPLQONKOHkWtVnfoef/4cx3KHsPR9LiMzYezeeQ/jxIdHU2/AQN57rnn2Lt3rzl0prnrMxgMPPHEE4DRFv3rX/+y2D99+nQAvvnmG6t56FauXElVVRUSiYQ77rjDYp+7uztXXHEFYMxTa81r/bXXXgOMq/5Tp05t/uJbQP0QXnstTj377LPmap4CAgLOxcqVKwkICOCWW24xb1OpVJw6dYp+/fq5rDdffewt9ul0Ok6ePMnGjRvJy8ujf//+XHnllcTHxzebuspZEIvFhIaGMmLECCZMmIBCoWDXrl3s3r2biooKm/ffmUQ+E6GhoXh4eHD69GnzNlNxx+effx6VSuXA0TkW1/90bcTmzZs5ffo0//nPfxw9FKucO3eOkpIShg4d2q4/UkHsM7KvgwpxiERi/Cbca/yPQU/tqb0A6OtqqDu123xce5KMV1ZWNinytTTJuEKhYOjQoaSnp9vFuLSFJUuWsHr1asGrT0DAyVi6dCk333xzhxfEsIatQna//fZbFi9ejO+4u3HvMczqMR0l9sn8wvAefiO1GfupPmq7EF55SA80GnWHFuQoLi4m52w2Hn3G4TduOkG3LiHi4a8I/PfTZBkCeW3FWwwfPpzu0TG89NJL7Nmzh2HDhvH++++TkZFhFv70ej27d+9m8uTJ/Pzzz4Bx1T0+Pt6iv8cff5zQ0FBqamqYMmWKORRZrVazatUqnnvuOQBmz55Nr169zO1MhTemTZuGh4cH+fn5XHvttebFrOrqahYtWsR7770HGKvz+fn5ddh98vDwoF+/fhw8eNAuIbxBQUE8+uijLFmyxOZ9CQgItJy6ujqWLVvGSy+9ZDFHS09PJygoqEPtmKOxh9in1+vJyspi06ZN5OTkMHToUMaMGUN4eLhLC1Wenp4MGDCAiRMn4uHhwbZt20hOTrZZDvXOKPKBUcvo27cvp06doq6uzrz99ttvx9PT026VgJ2RzvEJ24C33nqLOXPmWCRPdRZqa2s5cuQIgwYNsnAHbytdXewzGAwkp7SuEEdTyPzCESu9AdCW5wNQtm0NYt3Fh09bkox7exvPWVVV1aSXaWuSjPv5+REXF0dKSopFIlNnYcCAAYwdO1aowCsg4ESUlJTw+eef89hjj9mlP1uE7KakpHD3jHvw7HsZ3sNvbPLYjhL7/MbdhdQ39EIV3vNtOkdzyENiEInEHZqnz3Su+qktxAp3PHqPIfBf8wh78AtCbnuFcr94Xlz8MqNGjWLfvn3cf//9xMXFoVQqCQoKwt3dnZEjR7J+/XoA7rnnHv773/826M/Hx4fff/+dgIAA0tLSGDp0qNkezp07F7VazVVXXcUbb7xhblO/uu6NN97Id999h7u7O9u3b6dXr174+vri4+PDwoULMRgMzJgxw+xV2JFER0fbNYR37ty5bN26lePHj9ulPwEBgeb59ttv8fX15ZprrjFvq66uJisryy6LY/bGlmJffn4+f/31FydPnqRfv36MHz+e4ODgTuERaUKhUDBgwACzN/rmzZs5cuRIhy4YdVaRz0RAQAABAQGkp6ebt0kkEv7zn//w1ltvOWWaKnvQuT7lDuLUqVNs2LCBuXPnOnooDTAYDBw6dIiQkBDCwsI67LxdWezLyMigsqK8Rfn52kJt5kEqD/zJU089Zd7W2iTjRUVFFkbNWkXdS9u3NKS7V69e6PV6pw3hfeSRR3j33Xc7PBRNQECgbaxevZphw4YxaNAgm/elUqlIT09n8ODBHRaym5+fz7+uvQ6xfzf8rn64RROGjhL7gm9ZDHqtzUJ4xTI33IIaL8hhMBhQq9WoVCpzHleVSoVarW50PMnJyUjd3JH6WX/nEIkluHUfQMDkRwif+xm+E2Yi9fAFwM3NDaVSSVlZGTKZjN69e3PvvfeyY8cOPv74Y6RSqdVzJiYmkpqayqOPPkrPnj3RaDR4eHgwZswYVq9ezZ9//mnOw1Rf5DPl5Lvmmms4fPgws2bNIjo6mtraWnx9fZk4cSI//PADa9assclE0RTCm52dbRdP+ZCQEG655RargqmAgID9MRgMvPXWW/zf//2fhZhy8uRJwsPDzYv2nY2OFvvUajXJycmkpKQQGxvL5ZdfTmRkZKcS+C7F3d2dxMRExo0bR2VlJVu2bOmQiKbOLvKZ6NOnD5mZmRZefXfccQc5OTls3brVcQNzINbfsLo4b7/9NjfeeGOLPKLszdmzZykrK+Pyyy/v8HObxD6AnTt3Wk1i3Rmx5q3QHjSleehrjS/4Yg9/yje8zbjx43nhhRf49NNPyc7OZt26dUybNq1BW2tJxk2FN2655RZeffVVamtrWbduHUlJSQ3atyXJuEQiISEhgR07dhAaGoqPT/N5Cu3J5MmT8fLy4vvvv2+Qj0lAQMC+aLVaVq5cyVtvvWWX/kyhTh2VK7euro5/T72e4spagu5agljW8qTdJrHvwb46pvfQ89kpMXpD6yYdMt9QvIbfRMWub6g+uhnPAVe29hKaRRoax5msbLKzsykvL6e2thaVSoVKpaKurq6B9/aWLcZQYpFIhEKhwM3Nzfzj4+NDRsYZlOG9EImanxyIFe54J/0br6HXojpzgMpdX1OWc5zLL7+CpUtfIzExscXXERISwooVK1ixYkWjx1gT+UzExcXxwQcftLi/jsLDw4OoqCiOHTvG8OHDbd7fI488wtixY1myZEmHhiILCAi0np07d3L69GlzrlEwilbnzp1j7NixDhyZ7TGJfXv27AFocx7xvLw8Dh06hJ+fH5dffjlubm4dOUynx8fHh5EjR5Kdnc2+ffsIDw+nf//+yGSyVp+rq4h8YLxvAQEBZGZmmlOCuLu7M3v2bN566y0mTJjg4BHan877abeRiooK1qxZwyOPPOLooTSgtraWo0ePMnjw4A4J2bVGV/TsS05Oxs03uEWFOFqSZLx068fG/4jEaIrOIK6r4pM1xiq7rU0yXr+6bnx8PDfeaAwxW7VqFeXl5Q3atzXJuK+vL3FxcRw4cMDpQnjFYjEPP/xwl3a9FhBwFn7++WckEgnXXXedzfuyRajT888/z/79+/H/9zNIvQJbP6YO8OzzG3vnhRDe99BWtD+EV4yBHt56pkbp+E9/LR8+N5d7Z9xttjEBAQHExcWRkJDAhAkTuOaaa7j22muZPHkyAFdffTVTpkzhiiuuYOjQofTs2ZOgoCAkEgk5OTlcfvkEPl76HPMGaLkpRkcfXz3SZq5bJBKjjE0k6I5lBF3/DLuOpDN06FBuvvlmi4TZ7aEpkc/RxMfHU1RURHGxbassAyQkJJCQkMBHH31k874EBASa5q233mLmzJkWqXeysrLM6QM6O+3x7DN58R04cIC+ffsybNiwLifymRCJRERFRTFhwgRqa2vb5N3XlUQ+E7GxsWRmZlrMZefOncuff/5JRkaGA0fmGDr/J95KPvnkE/r27WuXVdjWUD9kNzQ01KZ9dTWxb9++/YiD41p0rK6ikLzPHqXy4J9oyvLNwpPBoKcu5ziF3y+kNv0fAJSxQ6k5voPly5YSE2Os5tiaJON+fn4NqusuWrQIDw8P8vLyOjzJeHx8PAaDwSlDeGfMmMGJEyfYvXt38wcLCAjYjP/+97889NBDHVr5tjGOHz9OREREh4U6bd++nWXLluE95k4UEW3P99cRYl/wLYsx6LWUrPtvmxYw5GIDQwL03NVDx+IkHTN66lFKYUe+mJc3n+X222/H29ubAQMGEBcXR0REBIGBgXh6eiKTyRCLxeYQKLFYjFQqxcPDg4CAAMLDw4mNjaV///707t2b22+/ned/OsDmXDEGA0yL0fNyko57e+kYHqTHXdr4+EUiEe69RhE84x0CJv8fv27YSt9+/Vm6dKnVirgtxZlFPjDmXOrRowdpaWl2WaB65JFHeOedd9DpdDbvS0BAwDpnz57l119/5aGHHjJv0+v1nDlzhtjY9hf8cxXaIvaVl5ezdetWNBoNEyZMoHv37p06TLelmHLbxsfHs2/fPo4fP94im9IVRT4wRgJIJBJyc3PN27p168bUqVN55513HDgyxyCE7tbDYDDw3nvvMX/+fEcPpQG2DNm1RlcJ4zUV4pAN/FeL26jzTlKSd0EMk8gQy5Xo1bWgu5g01aPvZWhyUhl32WXcf//95u2mJOOTJk0yJxn38vJCpVKZk65eddVVPPPMMw1EPoCYmBi+++47pk2bZk4y7uPjQ1VVlfkFv61JxsViMUOGDHHKEF4vLy+mT5/O+++/z8iRIx09HAGBLklqair79+/n119/tXlf5eXl5OXldZjNq6ys5I67pqOM7Iv3sOvbfb72hvHKfEPxHjGNip1fU31kI54DW5ZqIdLDwOgQPQmBBkrr4EiJiPePSciuAgPG/vXKSAwGo7f64MGD23J5ZlJSUgAod4/kYLGYg8XwY6aBcHfo72dgdKieabFwuETErgIRpypEQMP7IBJL8Bx4Fe59xlG+/Uuefno+u3bv4X8//djqMTm7yGciLi6OM2fOUFBQYPMF2qlTp/LII4+wfv16iwIAAgIC9uPDDz9k0qRJREdHm7fl5xuL8nVkXnVXoDVhvLm5uaSkpNCzZ0969eolCHyXIBKJiI6Oxt/fnz179lBRUUFCQkKjOW67qsgHxnsVExNDRkYGkZGR5u0PPvgg119/PS+//HKX8hLtOp98C9i1axd5eXncdNNNjh6KBRqNhtTUVAYOHGizkF1ruKpnn8FgQKPRmJNxajQatFqt1RWQM2fOUFFehqKFFXfF7r74XTkH977jkQV0R6xwR19XjUgiReoficeAiYTcsRSR3A2JpoZPPv64wQO2uSTjn332GQcPHmwg8pmwZZJxX19fYmNjOXLkiNOFyc6aNYvvvvuOsrIyRw9FQKBLsnr1am666Sa75AFLS0sjOjoad3f3Djnf77//ztmsTBS9RiMSd4w3Yns9+/zG3IHUN4ySTR+grShq9DgRBgb563mkn5b/66fDALyTKuHVQxL+OCshq0pkFvkAxHI33IK6dUjl3eTkZKQKd6T+9XMWi8itEbEhR8yKI1KWHZZQroZ7e+l5cqDRy0/SyL0Qy9zwGX0bMu8AatrwTuEqIh+ATCajV69edvHqk0ql3HPPPaxevdqm/QgICFhHp9Px8ccfM2vWLIvtGRkZxMbGdknxqjnPPoPBwIkTJzhw4AAJCQnEx8d3yfvUUry9vRk/fjwajYbt27dTU1PT4JiuLPKZ6N69O5WVlZSWlpq3jR07lqCgIH766ScHjsz+iAzONpt3IDNmzMDLy4u3337b0UOx4Pjx4xQVFTFmzBiHPACd8cVar9dTVVVFWVkZ5eXl1NTUmBONq1Qqqy/VEonEItG4h4cHaWlpPPTQQ8imvY7kQpXA9lJ75gCF3z3Hu+++ywMPPNCqtvVz8rU1iW170Wg0bNq0iYSEBEJCQhwyhsYYPnw4d999t1NWxBYQ6MyoVCoiIiL43//+Z/OE4ufPn2fPnj1ceeWV5sqq7aWkpIS7Z8zg999+w7PvZfheORuJsmNCgj2kBh7sq6OwVtRqzz5teQE5q+fg1m0AwTcvusTGG+jta+Da7no8pLAtT8zuQhG1uubPf/7314lXVpG8b2+jx2g0GtauXcs111zTaJLvm2++mT/2HCPotleb7VMmNjA00MCEcD0SEfyRLeZAsaUICVC8/h106dtJPXrEnNaiJTjju0hz6HQ6tmzZQnx8PN27d7dpX2fOnCE+Pp6srKwu5z0kIOBo/vjjD2bPnk1WVpbZ06qyspKtW7cyadIkuzpqOBvW5jY6nY6UlBTKysoYPny4U1YjbomNdAR6vZ6jR4+Sk5PDsGHDzMXKBJHvIocOHUKv1zNkyBDztuXLl/PHH3/w119/OXBk9qXrfgMuoaysjO+++67BSoyjqaur49SpU/Tt29dhqxzO4NlnMBgoKyvjxIkTbN++nbVr1/L333+TlZUFQGBgID169CAxMZErrriCa665xlx19qqrrmLy5MmMHz+ewYMHExMTg5+fH2q1mrq6OlauXMlrl3lyfx8d40L1+Cvarn3r62oo3/A2l102gTlz5rSqrTOIfGD0QujZs6fdcgu1hlmzZrF69WqnG5eAQGfnp59+Ijg4mDFjxti0H4PBQFpaGj169OgwkQ/A39+fX3/5hc8//xxxzkEK1zxIzcmOyfnZHs8+qU8IPiNuRpV5gKrDG83bozwNPNRXz/QeevYXiVl8QMJfeeIWiXxgrCJ/9PBhc0qItrJ7734kLcxhq9GL+KdQzKsHJWw4J+a6KD3zBujo7aMHjPek9swBqg6u4/Xlyzq9yAfGBcbevXtz/Phxm+fPi4mJYcKECXzyySc27UdAQKAhq1ev5t5777UIpzSJ7l1Z5IOGnn1arZbdu3ejUqkYN26cU4p8zoxYLGbgwIH06dOHf/75h8LCQkHku4SoqChycnIs3oHuvvtudu3a5ZS56G1F1/4W1OOrr75iwIABDBw40NFDsSA9PZ3AwECzWu8oHCH2GQwGiouLOXToEBs2bGDHjh1UVFTQvXt3xo8fz5QpUxg7dqxFsvGAgAA8PDyQyWRmYyuVSpHL5Xh5eREUFERkZCQ9evRg8ODBfLxmDfcuWMGqNAnHSkX09zOwYLCOpwZpmdJNR7Bb6wSl0r8+QqKpZs2ahiG7TeEsIp+JmJgYNBoNOTk5jh6KBbfeeiunTp3qkJA0AQGBlrN69Wpmzpxp8wWngoICampqiItrmbjUGkQiEXfeeSfHj6Uxcfxoin5aTPHvy9HVVrb73O0R+3zH3I7UL4zSzR8gqznPbXE6HuyrI6MSFl0Q+LSt8BIEo9CnVteRlpbW2ksxU1paytmsM8hDW5bawoQeEXuKxCw5KCH5vJjpvfTMitfjaWjbQpirinwmIiMjkclk5oVJWzJr1iw+/PBDi4qDAgICtiUvL4+1a9dy3333mbfpdDrOnj1rka+vK2MS+w4ePMjWrVsBGDlyZIcu6HU1oqOjGTx4MHv37mXbtm2CyFcPX19fvLy8LOaxQUFB/Pvf/+bDDz904Mjsi/BNuMCaNWuYOXOmo4dhQU1NDZmZmfTt29fRQwHsJ/ZpNBpOnz7Nli1bzElchwwZwuTJk0lKSiIqKgovL692TzgNBgP79ycjCozhbLWIbfli3j0m4Zn9Rm+EQDd4cpCO/+unZUhA8xO32jMpVB1az+vLl7fKsDubyAcXvRCOHTvmVBMGT09PbrvtNj7++GNHD0VAoMtw5swZdu3axfTp023e1+nTp4mNjW00yXRHEBYWxm+//spnn32G6OyBC959e9p93vaIfSG3LCZh0ADmJ4rxkRl4+aCEtWclqFrowXcp8uBYEInatShiKsTR0hy2l6LRi/grz+iNqNLBM0MMjB8+hI8//qjFExFXF/nA+O7Us2dPMjIybO6Nft1111FZWcnff/9t034EBAQu8vnnn3PZZZdZvPvn5eUhk8kc7qjhTPj5+eHh4UF1dTWRkZE2tfNdhaCgIORyOSqVisjISEHkq0dUVBSZmZkW22bNmsWnn37aZSrUC98G4Ny5cxw4cIAbbrjB0UOx4NixY0RERDiVS7MtxT61Wk1aWhobNmwgJyeHXr16MWnSJAYNGkRwcDASScckUDeRlZVFRXlZA28FlU7EgWIxn56U8HyyhMMlYv7VXc/CITrGhlpPMq6vq6Z8wztMmHB5qzwVnFHkM9GtWzckEkmDh6SjmTZtGr/++qsQvisgYCd++eUXLrvsMoKCgmzaT3l5OaWlpXbxgBCJRNx1110cP5bGleNGUvTTSxT//nq7vfvaIvYpJAbuSghk3hNP8vUXn7Hs282Uqdu3kCWWK1EGtq8gh7EQh/KSQhytp0Yr4oONh3jrjdeZM3s2hYWFqFSqZtt1BpHPRHh4OFqtloKCApv2I5fLmTp1Kr/88otN+xEQELjI//73P26++WaLbVlZWURFRQnFJS6g0+nYs2cPCoWC4cOHc+TIEasFOgRajilc18/PjyFDhpCcnExRUeOFvboaERER5nz+JiZMmIBGozE7EnV2BKEPYzW+UaNGOdWqS3l5Obm5ufTu3dvRQ2lAR4t9Op2OkydPsmnTJsrKyhg5ciTjxo0zC022wjQBaspboUYrYusFj4QfM8WMDtHzzGAdiYF6RFycwNUP2W2pUXdmkQ+Mn3OfPn1IT09Hq9U6ejhmxo8fT0VFBQcOHHD0UAQEugS//fYb1157rc37ycjIIDIy0q75jMLDw/n9t9/49NNPEZ1NMXr3nWrfC2BrxL4gNwPzBujwk8PSo25sTU6jdPMHaCsK2zUGAHFQLHv37W9z++TkZOTBse2uUmxaCPPw8GTKlClIJBK2bt1qURHvUjqTyAfGnEoxMTFkZGTYvK9rr72W3377TVgMExCwA4WFhezdu5cpU6aYt6lUKoqLi53y3d4RGAwGDhw4gE6nY/jw4YSGhjZZjVegeS7NydetWzcGDhzI3r17qaiocPTwnAKZTEZ4eLhF+K5UKuWaa67ht99+c+DI7Icg9AG//vor1113naOHYcGxY8eIjo7G3d3d0UOxSkeIfQaDgXPnzrFp0yZycnIYOnQoo0aNwt/f3wYjbkhycjIKn0Aknn7NHmtAxOESMa8dkrD+nJhru+t5fKCOKE8DtRnJVB3awBsrVhAVFdWivp1d5DMRGhqKh4cHp0+fdvRQzMjlcq6++mp+/fVXRw9FQKDTU1payt9//21zoa+uro5z584RGxtr036sIRKJmD59OsfSUrli7AiKfnyJ4j9WoFNVtfmcLRH74n30PDZAx9ESEauOiSlViwi5dQnodRSvfavdQo08tAeHDx9u80LNnlYU4miK+gthCoWCxMREevbsyc6dO61O8jqbyGciOjqa4uJim0/CrrjiCnJzczl27JhN+xEQEDBW201MTLSodF1QUICvry9ubm4OHJnzkJ6eTklJCcOHDzeH615aoEOg5TRWeKN79+7ExcWxZ88e1Gq1g0fpHISGhpKfn2+x7brrrusyc8guL/RVVVWxZcsWpxL6KioqKCoqolevXo4eSpO0R+xTqVTs27ePI0eO0K9fP8aPH09wcLANR9uQffv3Iwlq3aTSgIi9FyogHjgv5sG+Wqb45nHVVZNaXLHZVUQ+MH7G8fHxZGRkOFU+g+uuu67LrMYICDiSdevW0bdv3xYvYrSV7Oxs/P39HZqqIiIigj9+/501a9ZA9v4L3n1723y+xsU+A+ND9dwXr+fHM2J+zZZgwOgJLvUOwnvUbaiyDlF1aH27rkce2gN1napNgk9ZWRlZmRmtLsRxKdYWwkQiEXFxcQwbNowjR46QmppqFjU7q8gHoFAoiIiI4MyZMzbtx93dnSuvvLLLTGQEBBzJb7/91mAOmZ+fT2hoqING5Fzk5eVx8uRJhg8f3qDwhiD2tZ7mquvGx8fj4+PDvn37nCrHuqMIDg6mpqaGqqqLC7eTJk3i5MmTTuXEYiu6vNC3ceNGoqKinEpUO3PmDJGRkS5RiagtYl9OTg5//fUXIpGIyy+/nMjISLvnsDAV4pC1Mcm41iBiU66Y5979hv69e/LYY49a5ABoDFcS+UwEBQWhUCg4d+6co4diZvLkyRw6dMipxiQg0BmxNonpaAwGgzmfkaMRiUTMmDGD42lpTBiVRNGPiyj+4402e/c1FPv0TI3Sc0WEnpVpEvafb/ga5jvqFqR+EZRuWd2uEN72FOQwFeJoj9BnCtm94sorrS6EBQcHM27cOPLy8khOTkan03Vakc9EdHQ0586ds3k6DGExTEDA9qhUKtavX2/h8a7VaikqKhKEPoyOKykpKSQkJODj42P1GEHsaznNiXxgfIdJSEhArVZz9OhRB4zSuZBKpQQGBlp49Xl7e3PZZZd1CRvZ5YU+ZwvbVavVnD171iHhS22lpWKfXq/n8OHDHDp0iIEDB5KUlOQwMTM7O5uy0pJ2TWJqM5JJ3/wtXl5exMTEsHPnziYLV7iiyAfGzzc2NtYuFQNbSkBAAKNHj+4SD2kBAUeh0WhYu3atzcN2i4uL0Wg0FqFPjiYiIoI/1641VvjO3kfhmoeoOb2vTeeqL/Y9M0jPoAADbx2VkFXV+AJXyK2L2x3CK1a4owyMbJPQZyrEIfOPaFPfAKVbPkKqq+Xjjz5qdDHP09OTsWPHUllZyZYtW8jNze20Ih8Yq04qlUpyc3Nt2s+UKVPYs2cPhYXtz/UoICBgnS1bthAUFMSAAQPM286fP49CocDLy8uBI3M8poIHcXFxhIc3XdBJEPuapyUinwmpVMrw4cPJyckhKyvLjqN0Trpy+G6XFvp0Oh1//PGHUwl9WVlZ+Pr6Nrry4aw0J/ap1Wr++ecfiouLGT9+PBERbZ88dASmiU9bhT6Tp8KVEycyc+ZMevXqxYgRIzh27BiHDh1q4C7tqiKficjISGpraykuLnb0UMwIHgsCArZl+/btKJVKhg4datN+srKybF58qS2IRCLuuecejqWmMmHUUIp+eJHiP95A3wbvvmotZFWJ8FNAbjWUNpM+p6NCeEVtLMhhLMQR0+ZCHLUZyVQdNobsdu/evclj5XI5fn5+1NbW4uXlhVKpbFOfroBIJCIqKsrmk6+wsDASExP5448/bNqPgEBXxuTxXn8hwxS229Wr7R49ehQPDw/i4+NbdLwg9jVOa0Q+E+7u7iQmJnL06FFqamrsMErnJTQ0lJKSEou8hddeey3bt29vsihYZ6BLC3179uxBp9MxcuRIRw8FMIYvZWZmupQ3X30aE/sqKirYtm0bMpmMsWPHOsVKfXJyMgrvAKSebSv8UbrlQ6S6Wj768EOzMQ8MDGT8+PGUlJTwzz//mB8ori7ygXF1KCoqyua5hVrDtddey+bNmy3yLggICHQcpmq7LXmpbCtqtZrc3FynCNttjMjISP5cu5aPPvoIQ9ZeCtY8RG0rvfv+1U1PH18DK46I8VPQbDVeuBDC6x9B6ebVaMvb5pmlCOlBSkoKzzzzDFOnXk+PXvEEBYfi7eNLUJAxL254RASBwSFEx/ZgypQpPPnkk2z+ayviVuawNXHpQlhTmHLyFRYWMnbsWOrq6jhw4IDTeI/bgm7dulFWVkZlZaVN+xEWwwQEbIfBYGhQkd5gMAj5+TAWI8nNzWXIkCGtEjwFsa8hbRH5TAQHBxMREdHpbWpzKJVKvL29KSgoMG+Lioqib9++rFu3zoEjsz1dWuj77bffmDJlirkCkKMpKipCp9O5tIG4VOzLy8tj586dREREkJSU5DT3et/+tlcTrD29n6rDG3nzjTcaeCq4u7szduxYpFIpO3fuJDc31+VFPhNRUVHk5+dTV1fn6KEA0KtXL2JiYti4caOjhyIg0OkwGAz88ssvNg/bLSgowNPT0+nDnEQiEffeey/HUlMZPyKBwh9epHjtmy3y7ksK0jM61MC7aRJyasTNVuOtT8gtS8Cgp/jPtoXwij180WrULH/7PTYezqLQOx5N/JVIEm7AfdQdAEiHXI82fiIlgQPYeqKQ/67+lPOFBYhlbUutYW0hzBqXFt7w8/Nj1KhRFBcXk56e3qa+XQG5XE5wcDB5eXk27efaa69l/fr1qFQqm/YjINAVOXDgABUVFYwfP968raysDJ1OR0BAgANH5lg0Gg0HDx6kf//+bfLOFsS+i7RH5DPRr18/qqurm0wt1RVoLHy3sy+GdWmhz9ny85nCl2zpPWEPTGKfv78/e/fupXv37vTt29dp3NgvFuJovdCnV1VRvvEdJl51Fffdd5/VY6RSKUlJScjlcvbt20ffvn1dXuQDYy4lf39/pzK8XSXHgoCAvUlLSyM/P58rrrjCpv0UFBQ4VW6+5ujWrRvr163jww8/xJC5h8JPHqL2dOOhsVGeBqbF6PkkXUyhymgDG6/G2xCpdyDeo00hvK1feXbrZswd5T1uBkE3v4T/lXPwHX0bPsNvxGvI1cZ9Q6/Fd/Rt+F8+k6CbXsB38n8AkIf3bnV/ZTu/oeroFkaPGtXkomVj1XUVCgXDhw/n5MmTNs9j50isTTo6mgEDBhAUFMSWLVts2o+AQFfk119/ZfLkycjlcvO2/Px8QkJCXH4e1x6OHDmCt7d3sykbmkIQ+zpG5AOQyWQMHjyY1NTUFhXM7KyEhoZSWFiITqczb7vuuutYu3YtGo3GgSOzLV32SXT69GlOnjzJVVdd5eihAMY/6Pz8fKcOX2oNlZWVFBYW4u/vT05OjlM9XM6ePUtpSTHyNlTcLd3yIVJ9XbOeCsXFxZSUlODn50dWVpZFXgBXxpRbyFlcwK+99lp+//13iwe3gIBA+/n111+58sorcXd3t1kfer2egoICQkJCbNaHLRCJRNx3330cS01l7LAhFP7wAsV/voW+ztLO+cgN3Bev449sMSfKLV+3WiP2+Y68Gal/5IUQ3oJGj7OG1DsQkUyBuuBUi9uo80+BSIwyNrFVfWnLC6j45xtkvqFs2ryFpGHDOXHiRIPjGhP5TPj4+JCQkEBKSgrl5eWtGoOrEBISQllZmU297UQiEddee62wGCYgYAN+/fXXBh7vXT1st7CwkLy8PAYPHtxu546uLPZ1lMhnIjg4mMjISA4dOuQ08zd74+Pjg1Qqtcg1n5iYiFKpZPv27Q4cmW3pskLfpk2bGDNmDN7e3o4eCgC5ubn4+vri6enp6KG0G5VKxT///ENcXBxjxoxpthqvvblYiKN1Hn21p/dRdWQTb73xRpMeeqacfIMHD2bMmDG4u7uzd+/eBgU6XJGwsDBUKhVlZWWOHgoAI0eORKPRcOjQIUcPRUCgU7Fp0yYmT55s0z7Onz+PVCrF19fXpv3Yim7durFh/XpWr16NIeMfCtc8RG2G0b6IRQbu7aXjWJmIbfnWJzytEftCblkMBkObqvCKld6o81oeCluXfxqxXIlYKm/+4HoUfLsAxFKCb1lM8J3LSc8pZvCQBAuhqTmRz0R4eDg9e/Zk7969nXK13c3NDV9fX4ucQbbgmmuuEdJbCAh0MMXFxRw4cICrr77avK2mpobKykqCg4MdODLHYTAYSE1NpXfv3h1WUKkrin0dLfKZ6NevH2VlZRQVFXXI+VwNkUjUwJNeLBYzefLkTm0ju6zQt3//foYNG+boYZjJz893qfClxtDpdOzdu5fAwEB69erVbDVeR5CcnIzcyx+JZ8tzaOhUVZRtWMlVkyZx7733NnrcpYU3xGIxiYmJaLVajhw50hHDdygSiYTg4GCbT05ailQqJSEhwSzeCggItB+DwUBycrLNbWRBQYHLVycUiUTMnDmTtNRUxiQNovD7hRT/+V8uD65DIYHvM8RA49fXUrFP6h2Iz+jbUWUfpurgn60aoywoGnVBBgZ9yzyf1XknkHgHtaqPsh1foS3Nw++K2Ui9g1CE9iDorjeQdB/C9TfcwBdffNFikc9Er169cHd3JzU1tVVjcRXsEb6blJRERkZGp68sKCBgT5KTk4mNjSUwMNC8zRTFVD+Utytx7tw5NBoN0dHRHXreriT22UrkA2MIb69evUhLS+uyXn0hISEUFloWNktKSurUc8guK/QlJyeTmNi6sBRbodVqOX/+vMu7exsMBrNbcH23bWcT+/YnJyMNjm3V5LJs82pkhqZDdhurriuVShk2bBi5ublOVbW2rdhjctIaEhMTO/VDWkDA3pw+fZqamhr69+9vsz5M1QldLWy3Mbp3787GDRv44IMPiFRnc1WEjo+3paM1NG9nWir2+YychjQgktItH6Ipa/kzWNl9EAadBk3xuWaP1dfVoC3LRx7Wq8Xn15YXUL77O5QxCXgOnGjeLpa7EXDdk7j3ncBdd93Fl19+2WKRD4zvDkOGDCEnJ6fBy3lnIDQ01FyEzVYEBgbSvXt3UlJSbNaHgEBXw9ocsqysDD8/PweNyLHodDqOHz9O7969kUgkHX7+riD22VLkMxETE0NdXR05OTkdfm5XwM/Pj+rqaot0WqY5ZGcVP7uk0FdXV8fRo0edRugrLCzE3d3d5cN2z5w5Q1FREcOGDWvwoHcWsc9gMLBvfzKyVuTnqzm9j6qjm/nvm28SGRlp9ZjGRD4T7u7uDBs2jNTUVEpKSto8fmcgJCSEiooKamtrHT0UQBD6BAQ6muTkZAYMGIBC0baqqy2hsrKSuro6goJa5znmzJhy97311lscPnKEfe8/SfG6/6Kvq2m2bUvFvpCbjSG8JWvfxGBoWToI996jAVqUp09dcBoAZdzQFp0bjCG7IrEU/6v/r8FCmEgswX/yw9w/fwkqlYqzZ8+2SOQzj93dnX79+nHw4MFOF8Lr5eWFQqGweSiVYCMFBDqWxoQ+V01D0V4yMzORSCQ2LTzYmcU+e4h8YIzK6t27N8eOHesU6aRai0KhQKlUWuT+HThwIBUVFWRlZTlwZLajSwp9R44cwdPTk5iYGEcPBegcyVurqqpIS0szJ7a0hjOIfTk5OZScL0Ie2jKhT6eqonzDO0y6+mruueceq8c0J/KZCAgIoHfv3qSkpKDVats0fmdALpfj7+/vNF59iYmJHD58uNMUPBEQcDT28HjPz88nKCjIJqv/juTUqVNIpVJeWLiQ999/H/2pncbKvGea96hqidgn9Q7EZ8wdqM4epepAy0J4pd5BiKQK1Pmnmz1WXXD6QiGOlgl9pTu+RFuah/+Vc5B6B1o5wsAN0TBscD9e+XoLs2bN4ptvvmnynMnJyXz11VfmiUhUVBSenp6kpaW1aEyugrWcQbZAEPoEBDqWS22kTqejoqKiSwp9Wq2W9PR0+vTpY/M0HJ1R7LOXyGfClFaqswpbzeHr62uRZ97NzY1+/fp1WhvZJYW+5ORkEhISnCIvkMFgMOcpclUMBgMHDx6ke/fuFvkqrOFosc9ciKOFHn1lmz9AjoYPV6+2+n1pqchnIi4uDrlczvHjx1s3cCfDmcJ34+LicHNz67R5nAQE7I29hD5XtnvWqKur4+TJkwwaNAipVMrs2bNJS01l1JD+FH73PMXr3m7Wu68lYp/PiJuQBXaj9K+PWhzCK3b3Qp3ffEEOdf6pFhfi0JTlU7H7e5SxiXgMuNLKEQauj9IzKMDAO6kStENvw6PfBO686y7WrVvX4Oi6ujqeffZZhg0fzh133MGHH34IGN8bBg0aRHZ2NhUVFc2Oy5Uw2VJbhg0JQp+AQMdRXFxMZmYmCQkJ5m0VFRVIpVKbVql3VrKzs1EqlXaz551J7LO3yAfGAhTx8fGcOnWq04arNoWPj4+FRx90bhvZZYU+ZwnbNSVIduW8DhkZGahUKvr27dui4x0p9hkLcfgh8Wq+EEfNqT1UHd3SaMhua0U+uJhzKDMz06LEt6sRGhrK+fPnncIzUSwWCwU5BAQ6CIPBQEpKik1tpEajobS0tNNVJ0xPTycgIICAgIv2JSoqis2bN7Fq1Sr0p3Zc8O470OR5WiL2BbcyhFcW2LKCHHV5J5BY9cxrSKE5ZPdhKwthF0W+t1MlFNeJEInE+E9+BEX0EG697XaLPEHJyckMSUjk1deW4jXqNjwHXMljjz9OXl4eAB4eHnTv3p1jx461aGyuQkBAAFqtlsrKSpv1kZiYyOnTpy28GAQEBNpGSkoKMTEx+Pv7m7eVl5fj4+PjFA4k9sRgMJCRkUFcXJxdr70ziH2OEPlMhIeHo9frncZhw55c6tEHgtDX6bD1JKY15OXlERwcbNc/8I5EpVJx7NgxBg8ejFQqbXE7R4l9+/bvRxrcvEHSqaoo3/guV0+ezIwZMxrsb4vIZ8LLy4vevXubC5e4Ip6enri7uztNgvTExEQh2biAQAdw5swZqqurGTBggM36KC8vx83NrdE0D65ITU0NmZmZVhe8RCIR999/P6lHjzJycD8Kv3uO4vXvNOnd15zYJ/UKwGfcXRdCeNc2Oz63qIEYtGq0JbmNHqOvq0Fbmoc8tGez5yv9+3O0Zfn4T7wfqdelwmBDkc+ESCzB/5pHURkk3H7nndTU1LBgwQKGDR9OZmkdIdPfwHfUrfhePhO1XswLL7xgbhsfH09RUZHL57mtj1gstuph0JEEBQXRrVs3DhxoWmAWEBBoHmtzyK6an6+oqAitVkt4eLjd+3Zlsc+RIh8Y7U5MTAwZGRl27dcZ8PX1pbq62iLnr2kO6apz8qZwTXWpHajVao4cOeI0Qp+rh+2eOHGC4ODgZkN2rWFvsc9ciCM4rtljmwrZbY/IZyI2NhadTudyxqk+oaGhFBQUOHoYAIJHn4BAB5GcnEz//v1tWoijvLy8002Kjh8/Tnh4ON7e3o0eEx0dzebNm3j33XfRpW83evdlHmz0+ObEPp9hNyAL7E7pluZDeD3ijQU56pooyKEuNL70N5efT1OWT8XeH1HGDsWj/xWX7G1c5DMhUXrjM/lR/t66lZi4OF559VW8Rt5K0B3LkQcbcydL3DzxHHYTH370EenpxpBjNzc34uLiSEtL61Qv5D4+Pjb3tuvMHgsCAvbElP6pPl1V6MvMzKR79+4Oy7XrimKfo0U+E927d6ekpMRhxTEdhakgR32bO3DgQEpLS13mO9QaupzQd/ToUdzd3YmNjXX0UNBoNFRWVlqE+bgSVVVVZGdn06dPnzafw55iX25uLsVFhc0W4ijb+TVVqVt5YM4cIiIiLPZ1hMgHxtWUPn36cPz4cXS6pkOpnBV/f39z6LmjSUxM5NChQ52uKqOAgL2xR2qLsrIyfHx8bNqHPampqSEnJ4fevXs3e6xYLOaBBx4gLfUoIwb3o/DbBU169zUn9gXfshiA4j/eaDKEV+oTgkgqR53fhNCXfxpEIpQ9hjV5DRdDdh+6ZCGseZEPQK+uoXz7lwCU65VGL77RtyGSWEYFeCVMQeYVwDPPPmve1qNHD8rLyzuVV5+1UKKORhD6BAQ6hsYKcXQmm9YSVCoV+fn5REVFOXQcriT2OYvIB8aFs5CQkC5ZlONSL3qlUtlpC3J0OaHPmQpxmMKX3NzcHD2UNnHs2DG6deuGl5dXu85jL7HPXIijCaFPU5pH+a5vEcncWLZsGU8++aRZiOsokc9EREQEcrmcM2fOtPtcjsDX15fKykqnyNPXs2dP5HJ5p6vKKCBgb+wl9HUm74czZ84QEhKCh4dHi9tER0ezZfMmVq5cafTu+/ThRr37mhL7pJ7++I6bTt25VCpT/miyT7HSG3Ve4wU51AXNF+K4GLL7wCUhuy0T+apS/+LcO9Opyz2Oz5g7CJn+BvJg6wuvIqkcz5G38eMPP5jtt0wmIyoqqlOFHPn6+lJeXi4U5BAQcHJKS0vJyMiwsJGVlZVIJJJWPf87Azk5OQQEBDjFdbuC2OdMIp+JqKgozp4926k85FtCV8rT5/hvmZ1xpkIcrhy+VFlZSX5+PvHx8R1yPnuIfcnJycg9fZA0yCd0kcJvFyCSSAm/7118L7uX5a+v4LbbbiM3N7dDRT4wXnOfPn04efKkS3r1ubm5oVAonKIKolgsZsiQIZ3yIS0gYC8MBoPNbaRGo6Gqqsplbd+l6HQ6srKy2hQlIBaLmTt3LqlHjzB8YG8Kv11AyYaVVr37mhL7vIddjywwirK/PkZTmtdof7KgKNQFpxv1/FPnnmjSPmpK86jYYwrZvbzenuZFPr26hvwvn6L49xXIfEMJm/GmVS++S/Hofzlu/uEsW7bcvC0mJoa8vDxqa2ubbOsqeHp6AsYoCVuRmJjIyZMnbZoLUECgs5OSkkJUVJRFJJZp4coZHEjsSV5enkNy8zWGM4t9zijygfGeabXaLleoSRD6OjFHjx5l4MCBjh4G4NrhSxkZGURERHRoMnVbi3379+9HGtyjUWNcuu0ztOUFRk8F70B8ht9A4L+fJv3UKXbt2kW/fv06TOQzERwcjFwut6g+6CqIRCK7hBy1lEGDBnH06FFHD0NAwGXJy8ujtLTUpoU4KioqUCgULuvJfim5ubkoFIp2peCIiYnhry1beOedd9Ac30bhp/9HbdahBsc1JfYF3/ISAMVrGw/hdetuKsjR0N7o1bVoSnObLMRR+O0CRFLZJVV2mxf5qtO2Gb34co7hM/pWQu9u3IvvUkRiCcohU/jhxx/MdtLDw4OgoCCys7NbdA5nRywW4+3tbVNbGhwcTGhoqOD1LiDQDqzNITubh3pLUKvVlJSUOF2OeWcU+5xV5AOj7QkJCely1XetFeQYOHBgp5xDOs+3zU7k5uYSGRnp6GEArmscNBoNZ8+etUmeQ1uKfXv3JyMNsV6IQ1OaR8Xenxp4KgweOpz5zyxg5bureKJeGG9HIRKJiI2NddnwXXskEW8pERER5OY2XlFSQECgaXJzcwkMDLSpCOeqdq8xsrOziY6Obrc3h1gs5sEHHyT16BGS+vei8JtnKdm4Cr3a0mutMbFP6umP7/i7qTuX1mgIr3uvUQDUWcnT11whjosLYfcj9TKJmk2LfEYvvqc5/9typD7BhN39Jr5j7kAkkbX4vgB4DpiISCLj448/Nm+LiooiOzu704Qc2WPRTLCRAgLtw9ocsrq62uyV21UoKCjA29u7Q509OgpnEvucWeQzERIS4jSFFe2FQqFAJpNZaAyRkZHk5+ej1zee69gVcb5vnA0xGAzk5eURFhbm6KGg1WpdNnwpJycHT09Pm43dFmJfbm4u5wsLUIRYz89nzVOhl7eemb31fJ8pI9V3JD/99DNPPvlku8dyKZGRkVRWVrpkSI0zefSFhYWRl9d42JqAgEDT2MM+diahr66ujuLi4g4NX4qNjWXb1r94++23qT2ykbyP5qLKOmxxTGNin3fSVGRBjYfwyvzCGi3Ioc4/ZSzEEZfUYJ95ISxuKB79TAthTYt81Wl/X/DiS8Nn1K2EzXgLeUjbFgfFCnfc4sfy/uoPzYttISEh1NXVOUXqiI7g0uTgtkCwkQIC7cOajVSpVJ3GQ72lFBQUOJ03X32cQexzBZEPjLa0oqKCmhrrBcE6K25ubtTV1Zn/HxYWhlar5fz58w4cVcfjnN86G1FeXo5KpXIKoa+8vNxlw5fOnj1r8ypLHS32paSkANYLcZRu+7SBp4JJ5PsuQ8z+82Lce43E97J7WbFiBevWrWvXWC5FJpMRHh7ukmFIzlSQQ5jECAi0D3sIfa6cm/ZSbOXVIBaLmTBhAga9Hl1NOQXfPEPxhnctvPsaE/uCb246hFes9EKdf7LBdnX+hUIc8obvJOaFsEmmhbDGRT69upb8r57m/G/LLnjxvYHv2NZ78V2Kx4AryDmbzZ49ewCQSCQEBwd3mpAj06KZLT0UBRspINA+BKEP9Ho9BQUFhISEOHooTeJIsc9VRD4AuVyOv79/p7GlLcXNzQ2VSmXxf19f305nI533m2cD8vLycHd3b3eV2I7AVb0a6urqKC0ttYtY2pFiX3JyMnIPHyTeQRbb1SU5VOz9GWVcktlT4VKRz4TngCuQePjx/MIX2zyOxggPDyc/P9/lwpDc3NyQy+VO4VURHh7e6R7QAgL2xNbJtQ0GA9XV1U5Rpa8jyM/Pt4ktNBgMzJ5zPzK/UCIe/hJlr1FUHVxH7kdzUWVf9O6zJvZZhPAm/97g3LJA6wU51HnpiD0bFuK4uBD2wIWFsMZFvurj2zn3zl3UnUvFZ9QtF7z4rKfLaC2K8N7IPX357bffzNtCQ0M7zeTE09MTnU6HWq22WR+CjRQQaB+X2kidTodWq+1SQl95ebk5R7ez4wixz5VEPhPBwcEUFxc7ehh25VKhDzrnYpjzf/s6kNzcXMLCwpyiMlJlZaVLFuLIz8/Hx8fHbkato8S+/fv3Iw2Ja/DZF333/AVPhYcQiUSNiny1Z1Io+ORhFKj5zyMPt+uarBEYGEhdXR2VlZUdfm5bIhKJ8PHxcQqhLywsjKqqKpe7hwICzoLJRtoKrVaLXq/vFJMinU5HYWGhTbwatmzZwq6dO/CeMAuJXEnw9c8QfMsiDOpaCr5+hpKN76FXG19QrYl9xhDeaEq3rkFTapmTza37QAyaOrQlF7cb1HVoSnJRhFl6vFsuhE2gMZFPr1aR/9V8zv+yFKl3EKHT38B37J3t9uKrj0gsQRYzlJ/+94t5W0hICOXl5Z2i+q5EIkEmkzWYeHQkYWFhQo4+AYF2cKmNVKlUiEQi5HK5A0dlX1ytyrA9xT5XFPnA6FHuiumj2oNCobAq9HU2G+ka38AOwplKgdfW1rrkZCc/P9/ueRk6Quzbuz8ZabClZ0Hp1k8sPBWsiXz6uhqK1/2Xwu+eZ0ziQNJSU7n99ts75LrqI5VKCQoKcknvBKVSadPJSUvx8/NDoVB0utUYAQF7YevQXZVKhUQiQSqV2qwPe1FSUoJMJrPJgt3SZctQhsbhFpNg3qaMGkzEw1+g7DWSygNrjbn7so8A1sW+4FsWIwKK/7AM4XWPNxbkUBdczNOnLsoEDChjEi3GUfTdc4ik8gu5a7Eq8lUf38G5lXdSd+4oPiNvJmzGf1FYSZHREbj3GEb68WOcOmUcu0KhwNfXl8LCQpv0Z2+sTTw6ks7orSAgYC9UKlWDiCaVSoVCoXAZ0asjKC8vdzlHFXuIfa4q8oExR+ylVWg7O9Y8+jqj17vrfAs7AGcpxAGumdNBr9dTVFTkkASs7RH7CgoKKMzPs8jPpy7JoWLf/1D2GIZHvwlWRb6ak3sp/OQh9Kd28t5777Fp00ab5iYMDQ11ycpHtp6ctBSRSERoaGine0gLCNgLewh9bm5unWJSVFZWhp+fX4dfy7Fjx9iwfj3uQ6c2OLdYLCX4+mcJvnkR+rpqCr6eT8mm99GrVQ3EPrmnD76X3UNdzjEqky+Gu8r8whFJ5RaVd9UFGYAIZY+LhThKt65BW16I/1UPIPX0ayDy6dUq8r9+hvO/vIbU64IX37i7EEk7zovvUtyihyCWyizy5Pr5+XUaTwRrE4+ORBD6BATaTn5+PmKxmKCgiymA6urqXG4u115cNfWULcU+Vxb5wDiPUyqVTlNc0R4IobudENMkJjMzk7vvvpvY2FgGDBjAyy+/bPdiAq5oHCoqKhCJRHh7e9utz8OHDzNi1GiWLVuGXq9vk9h38OBBAAsvA7OnwqSHiPcxWIh82orz5Hx4P0U/LSLC35PUo0eZM2eOzSen/v7+lJWVuVxpb1tPTlqDM6zGnD9/noceeohevXoRHx/PE0880eWqWQm4Jiavd1vZSFdc4GoMW3k1rFmzBpmHDx69xzR6jDJ6MBH/9yXKniOoTPmDvI/nojp7tIHY55t0LbKgGEq3foKmJMfcXuzmiaae0KcpyrhQiMMdAHXJOSr2/YKyx3A8+o5vIPJVn9jJuZV3UXf2CN429uKrj1iuxC0klt27d5u3OVPl9/Zia1saHh5OUVGRw702BBsp4Irk5eURGhrK2bNnzfZx4cKFZGdnO0VBOnug0+moqKhwSaEPbCP2ubrIZ6Iz2dKWcGnVXXAeoa8jbWSbvo3FxcWsWbOGO++8k759++Lh4YFCoSAyMpKpU6fy888/W22XmZmJSCRq8c8999zT6BhOnz7NnDlziImJwc3NjeDgYCZNmsSPP/7YaJu8vDwUCgXDhg3js88+48yZMxw9epRnn32WK6+80qZJkOuj1+tdUugzVUsUiUQcPnyYw4cP29S46fV67ps5i+RDqTz51FOMGj2G9PT0Vot9Bw8eRObujcQ7GLD0VOgb7msh8pXv/oHcD2ahKy/ELWowZ8/l2E148/T0RCQSuVyOOWcS+uo/pHfu3Mmtt95Kt27dUCgUBAUFcfnll/Ppp582W/SkoKCAefPmER8fj1KpxN/fn7Fjx/Lhhx822bakpIRRo0axcuVKTp48SXp6OsuXLycpKYnS0tIOvVYB58UVbaReryc/Px+NRmMzG2kKc+oM2MKrQavV8smnn+HWe1yz+e3EYinBNywgeNoL6FXVFHz1NCWb3qeyps5C7Au99SVEIpFFFV5ZYJTRo+/C/9X5pxBfqDgPUPTt84hkcgImPcQN0QazyFdUWUf+N89y/n+vIvUKIPSuFfjZ2ItPV11K7en9lO36hqKfl6AuzuFUxhnzfl9fXyoqKlxugcwa1iYeHUlISAgikcgcOSDYSAFH4Ir2EYxzSH9/fwv7qFKp2LVrl13nkI6ksrISqVSKu7u7o4fSZjpS7OssIh8Yw3c7i3d8SzDNXevbq0uFvs5gI9v0jQwNDeXee+/lyy+/5NixY+j1emQyGTk5Ofzyyy/ccMMNXHPNNQ3UR4lEQkhISJM/9VfIk5KSLu0agLVr1zJw4EA++OADMjMzUSgUFBcXs2HDBm666SbuvfdeqzcxNzeXv/76i+LiYt58801KS0vJzs7mzjvvZNu2bXz00UdtuR2txvQi52oTnrKyMnx8fEhLS2PIkCEMGjQID08vkoYN58EHH+Tjjz/m0KFDHbZa/Pvvv7N/314C/v0UIbe/xuFTZxk4aDArVqygT58+LRb7Dhw4gOxCIQ518UVPhSEjx5tFvt1nSsn58AHKtn2CIqI34TNXEXTjAkRyd5YvX94h19McpipWrraiYuvJSWswJVJdsGABY8aM4dtvv+XcuXO4u7tTUVHBX3/9xYwZM7jmmmsaHXNycjL9+vVjxYoVpKenI5VKqaysZMeOHcyaNYurr7660bavvPIKJ0+e5Omnn6awsJDCwkKeeOIJ0tLSePXVV2156QJOhCvayKKiInQ6HW+99ZbNbKQrLnBZQ6PRUF1d3eFC3+7duykqLMCj72UtbqOMSSDioc9R9hhOZcrv5H08l+IzqWax795BXgRcfg91Ocep3G8M4VV0H4BBo0JbZhR8NCW5yEOMHnmlf32MtqKQgKvmclM/b7PIl33kH6MXX9ZhvEfcRNiMt1GE9ezQ69dVlVJzeh9lO7+m6KeXyH/vHs69cxeFP7yA4fDvDI9Q8tj/zWX1+++Z23h6egJQVVXVoWNxBLZeNDPlAhZspIAjcUX7CMY5ZHFxsYV9nD17Nt26dbPrHNKR1NTU4OHh4fLpNzpC7OtMIh8YbWlX8qxWKBQYDAYLgb5+MY7OYiPb9K3UarUMGzaMd999l9OnT1NbW0tVVRVnzpzhvvvuA+DPP/9kzpw5Fu26detGfn5+kz933XUXYEzwb63owZkzZ7j55pupqalh9OjRnDhxgvLycsrLy3n++ecBY+jLsmXLGrTNy8sjNTWV2267jUceeQRfX1+6devGJ598Qrdu3Vi/fn1bbkerUalUyOVyl3somDwYkpOT0ev1BE97EY/Rd3Ks2p013//OfTNnMnjwYDw9vUhMGsbcuXP58MMPOXDgQJtWupYuW457t764dR+IW2Rfgu5+C8WASTz+xBOMGTsOuVzeIrEv+cBBpCHGQhxF3z2HSCZn5G2PMOuCyLf5j5/JfX8muguFOYJvXYLUJwSxzA3lkCl89PEau600u+KKiknoa251wx6EhYWxfft2lixZAsCtt97K2bNnKS0tpbKyki+++AIvLy/WrVvHww83rJ5cXl7Ov/71L4qLi+nduzf79u2jsrKS6upq3nnnHWQyGRs2bODRRx+12v+GDRsYPXo0r7zyCkFBQQQFBbF06VJGjRplt+eLgONxRRuZl5eHr68vmzdvtpmN7Cyhu5WVlSgUig5frNuxYwdShbtFPtmWIJbKCb7xOYKnvWj27ju7bjVvH9ISrDTw4M3X4BYWR+k2Ywivey9TQY6MC2cwoIxNMC6E7f8V9x7DuWPyWAYFGHjrsJ60T5/j/M+vIPX0J3T66/iNv7vdXnzaqhJqTu2lbMdXFP24iPz3ZnBu5V0U/fAiHF3LyCgvHn3gPr7//ntOnz5NWWkJW7Zs5rXXXmPAgAHm85jSiThD5ff2Yo98t2FhYXz22WeCjRRwGK5oH8FoI8+fP29hHyUSidnjpyt8fzuLDYf2iX2dTeQD54rOsgdSqRSpVGpxzab0T6tXr+40NrJN38wtW7awZ88eHnjgAWJjY83bo6Oj+fDDD80P5y+++KJVfzwqlYovv/wSgBtvvNHqavnzzz9PdXU1oaGh/P777/Tq1QswKtEvvvgis2fPBmDJkiUNxJnCwkJ0Oh0eHh4W2yUSCUql0m55S1z1QVldXY2npydpaWm4+YWgjE3EO2kqgdc+TvC979LtkW8JueM1PMZO50StJ5/8uJbZs+eQkJCAp6cXQxKHcv/997N69WpSUlKaFP9OnjzJzh3bcR88xbxNLHPD/4pZhNz+KodOZjNw0GA2btxIaGhok2JfYX4e8pAelPz1MdqKIkbfPZ85g935Oq2GX197kLKta1CExxN237t4JUxBJLr4Z+E1cBIajYZvvvmm425kE3h5ebWpqrAjMa2KOINXX3BwMAcOHAAgISGBr776isjISADkcjl33HEH//3vfwH46KOPOHLkiEX75cuXk5+fj1KpZO3atQwdOtTc9sEHH+TFF18E4IMPPiA9Pb1B/xqNpsHzBcDDw8PheZEE7Icr2sjCwkJCQkKsfoc7ykZ2ltBdW9nw7Tt2gMKDmvR/0JTlt3rxxOzdFzeMypTfOPX+g7y+6RTBSgNPvvAqUqmU4j9WIPMLQySVoS40hcCKcO8x3LwQNvPheQwOMPDa74c5vOwOVFmH8B5xI2H3vI0irFerxmQwGNBWnqfm5B7Ktn9J0Y8vkr9qOjkrp1P04yJEaesYFePDY3Nn8cMPP3DmzBlKS4rZtHEjr7zyCjfddBOxsbFNepB0lgmKPa4jJCSEzz//HBBspIBjcEX7CEYbaTAYLL6/dXV1uLu723UO6Ug6iw030Raxr77Id/z4cQYMHMxXX31l45HaHtNCkzM4bdiLSyPSQkJCUKvVLFiwAOgcNrJNQt+ECROa3G9akQHYv39/i8/7008/mR+sM2fObLC/urranD/hgQcesPoQnz9/PmAsHPG///3PYl9dXR2DBw/m008/5eeffzaLEwsWLCA9PZ2xY8e2eKztwRXDl3Q6HRqNBjc3N3JzcxF7BjQ4Rqxwxy2yH95D/03gv+YRfM9KIv/zHSF3LMVz3AxOqn347Of1zJlzP4mJiXh6ejE4IZE5c+bwwQcfkJycbP6D+/7775G6uaPsOaJBP26R/czeffMef5w59z+AUqlsUuwTy5VU7v+FpKtv5uFJA/hkYwq/vHA32tJ8/CfeT/BtLyPzbVhNWOLphzJ6MN//8ANg/F5t27aNN954g88++6zDH4iuOGGRSCTIZDKnGHdOTo5ZQJ43b57VyeHdd99NSEgIer2eTz/91GLfZ599BhhXcGJiYhq0ffjhh/H09ESn05lfKOszYsQINm7cyKpVq9DpdOh0OlatWsWmTZvs9nwRcDyuaCNNdmnEiBE2s5Guush1Kba6jptuvIkADxnnf3mV3PdncvbNWyj4+hlKt66h+th2NKV5zdocsVRO8E3PE3zjQvSqKjLWPM7i974ixEPKk0tWoC04ReX+XxG7eaEpMBbkEMvdKNv5NdqKIuY+t5zBITIWLn2L418sROLpT+hdy/EbPwORVN5k3waDAW3FeWpO7qZs+xcU/fAC+avuJufdGRT99BLi4xsYHevHvIfu58cffyQzM5OS4vNs3LCBl19+mRtvvJHo6OhWh4U5U/qI9mCP66itrTV7Pwo2UsARuKJ9BKON7Natm4V91Gq1fPrpp3adQzqSzmLD69Masc8k8kmlUha99BLTp08n/VwBD8x90OXTR7i5uTUIZe3sSCQSdDqd+f8mEbuwsBDoHDbSJr6m9R8C9W9gc5jyG/Ts2ZPx48c32L9jxw5qa2sBmDx5stVzREdH06dPH8Do/lgfrVbLk08+icFg4IYbbsDDwwNPT0+WLFlC7969efDBB1s81vagVquRy5t+YXY2VCoVIpEIhUJBTm4uKH1b1E4sd8Mtsi/eQ68jcMpjBN/zzgXxbxme4+/hlMafL37dyP0PzGXo0KF4enkxcPAQ3l31HiKPADTnszBoGz50zN59t73CwfQsrpx4Ffn5+ezYsaOB2Cdz96R4/dsMGpLAvJm38v6az/nzvUXIw3oRNnMVXgn/svDiM6GtOE/Fvl9QlxXw97ZtxPboia+vL5dddhnzHn+Cu+++m+zs7Dbdz8awR+iOLZDL5U6xmlk/v2Hfvn2tHiMSiYiPjwdg3bp15u0nTpwwf56NPV88PT3ND9pLny9gzOng4+PD3Llz8fDwwMPDg7lz5xIcHGxeIRIQcEYbqdVqkUqlvPzyyzazkXq9HqlU2q5zOAO2muzcc88M8nLO4eXtg6Jbf+ShPdAUn6Vy/6+c//U1cj+Yxdk3b6bg6/mU/vUx1cf+RlOaa1X8U8YNveDdl0Teju9Z8PTjhAX6M2/+c1Ts/AKxuy91F0J3RXJ3KpN/ZfZjz5IQHcCzj/+H7OSteA+74MUXHt/g/Hq9HlXOMUq3riH/iyfJ/3ye0VNv1QyKflqMJH0zY3sG8uQjc/n555/Jzs6m+HwRG9avZ8mSJdxwww1ERUV1SK4nV7WblyKRSNDr9Tb1qKgvJAo2UsAZcUb7CEYbec0111jYxzNnzvDZZ5/ZdQ7pSFzRUaUltETsM4l8xcXF/Hvq9WzYuoOgGxYQcvurVFZWmgUeV8UUytoZFs1aikgksrC3MpllSpLOYCNt8sa9detW8+/1c6k0RUZGBn/99RdguZpTn6NHj5p/79evX6Pn6t+/P8eOHSM1NdW8zbTykpSUxNatW5k/fz579uzB29ub6667jqVLl+Ll5dWisbYXg8HgcolM6+rqUCgUiEQizuXkIvGMbb5RIxjFvz64RfYxb9NrVGgKM1EXnCIj/xTq8mw0lSXkf/YYiMTIA7shD4tHHtoDeUgc8uAYRFI5bt36I7/7Lcq2fcbdM2bw7DPPotVqueyyy8xiqkZVS7+4WOY/+QTvrXyHbX9vx+/KORZhutqKImqO76A26zCa85noayowaC887CQyFCE9OO/TE//J/0Ie2gORVEHuB7NITU0lKiqq7Tf2Etzc3FCr1ej1epfK+SAWi53C3VsikZh/b+oF0bTvxIkTZuG9/vOlf//+jbbt378/f/75J2lpaQ32xcbGsmvXLp544gm2bt2KWCxmypQpLF++3Oz6LSDgjDbSJPSNGDHCZjZSr9e7nO2zRl1dHUql0ibnLioqorKinKDLH8Q9fpR5u7ooi5oTu1CdO4rm/Fnqco5j0BkXV0QyNxShPZCH9TLax9AeSP3CLnj3LaT29H7O/7aUZx6eyeJlb/DYfx5hxRtvYpAan5e6qhLuvfc+hvXvyTOPP0JxnZjQu5abBT69Xo869zi1J3ejyjmGtjQXvaoa9Frj4MQS3NyUPDnvURITE0lMTCQiIsJun7Wbmxvnz5+3S1+2xHS/bPmOKNhIAWfHGe0jGG1kbGyshX2UyWRMmjSJ+fPn220O6Ug6W+hufUxi3549ewBjTkgTarWanTt3kpqayhNPPIEyfizBV85GovQGwD02kS+/+pq5c+c6ZOwdhSmqzNvb29FDsQtisRi9Xm/x//riX2ewkR0u9JWVlfHKK68AMHbsWLPi2Rwff/wxBoMBqVTK3XffbfUYUyUUPz+/Jkt7R0REWBwPmD9IqVTKyJEjLQyJvXE1EQcuCn1gdGkV903o0POLZW4oInqjiOiNyVRqayqoPbUH1ZkU1AWnqTm+narDGwEDiETIArohD+uFIrQHHn3GoYxNZPmq95heVIhKpeLyyy8HoF+fPsyb9xir3l3J7tNFBE17EXX+KQp/WISmKBN9bYXZa1AkkSEPiUXecwTykB7IQ+OQBXRDJJZYjNdg0COWysjIyKAjMd1jW04kbYFIJLJ4WDqK0NCL4ddHjx4lMTGxwTFarZYTJ06Yfy8qKiIiIsLieWF6hljDtK+iooKqqipz1UcTffr04ffff2/XdQh0XpzVRmq1WvNqpq1spCsucllDrVbb7EU4Ly8PAIl3oMV2eVAU8iDLRSV18VlqTuyi7uxRNOezqMs7gUFrKf7JQnugCO1B8O1LKdv2CQuefIxFL77IY/95hFWrVgFw1113kpSUxLPzn6YmahT+MUOoPr6Dks2rjaJeXTXojS+1YqU3irBeyEN7GhfeQuNQnTlAybr/Mn/+fIfYLWfxKG8vpvdCWy6a1a9KKthIAWfDWe0jXFwMq28f161bx9SpU/Hz82vROF0dnU7XKbzyG+NSse/cuXMArF+/nv3Jyby58gN8Jz+KSCSidMtHGAx6KMtFVXCGfDrO6cNRXBrK2tm51KMPjPdAqzUuYnYGG9mhf616vZ677rqLvLw8FAoFb7/9dova6XQ6PvnkEwCmTJliMVmvT2VlJUCTD+j6+03HA+aXQGd4QLniZKe+OKmuq0PeTK6ejkDq7o3XwIl4DZx4cRyqKmpO7qb2gvhXe2In1Uc2YxL/pF5BrP7gA3RaLVXV1fj6+PD44/NYtWoV27b9jUgqo/CbZwAQSeVGUa/XyAuegj2QBUQ2EPWsIRKJkcjcOrwUuT1e9G2BtYelI4iPj0cqlaLVannttde44447GvzNv//++xbeHxUVFURERFg8L5p6xtTfV1lZ2eABLSDQGM5uI21tH13R9lnDYDDYbLHOFFrWXD48AHlAN+SjbgFuMW9TF5+jJn0XddlHLoh/6VSaFrJkCtQyN55f+AKLXnyBhx4yVowbNmwYzz77LAXnS6DoFyr3/gSAxN0HRXj8BVEvDnlID6ReDfPzSjx8MRgMlJaWOkTou3RV3lUx/W3o9XoLz7uOJDg4GE9PT6qqqgQbKeBUOLN9BOs2srPYtJbSFa43KCiIhIQE/vnnH7744gtmzJjBvn37WLZsGXqxlNrfXweM8x2luwfTbrqRhIQHGg3VdCWcZS5nL6w5qchkMnx9fTl//nynsJEd+lb/yCOPmBXId999l0GDBrWo3bp168jJyQGsJ1DtCEzqrMFgcPjKr1ardYpxtAbTWDUaDXK5HDeFAoXEAQ8DDw+Ug6+AwVeYNxlUtdSc3kvtqb2ozh1F5uHJ119/Q+/evfH18eGPP/5g7969KJVuSP0j8RxwFcqoAUj9QsGqqNey6/Lw8kKtVnf45ygSiVCr1Q1yBTg7Go3G4d9piURCYGAg+fn5HDt2jClTpvDyyy8zYMAASktL+eqrr5g/fz4ymcw8VlfzrhVwXZzdRorFYpv+Dev1enNhJ1dGp9Oh1+ttch0qlQqlUolSIUfaBhurCI7AK3gaMM28TVOaR+3J3dSe2ou68AxaLbzyyiusXLkSMFaJq6ioQKmQ4xY1CI+BV+AW0guxp6+VHhqOyaBQoFQqqa6udshna8vPw56Y3lNtmQxdLBYzfvx4/vjjD8FGCjgVzmwfwfj3KRKJLJ4zncWmtZSudL1vvfUWjz32GGDM/yiXyxErPHDvMx73XqOoOfYXIapzfPjhh+Y2neG+aLXaTnEdLeXS65VKpcydO5dFixZ1ChvZYULf448/zjvvvAPAG2+8wb333tvitqY/koiIiCYVcVP+g+a8qEz76+dLMK2Orl+/3mliz7Oyshw9hFazdu1a1nz80YX/OYt7rxzGjQHGWN174403cuONNzbSth3XMOxdwHhPOppt27Z1+DltzYEDBzhw4IBDx5CcnIyvry8zZszg1VdfZcOGDQ2SnYaEhHD//febS5ybQi7qPy9qamoafU7Uf/50hZwsAh2DK9jIkpISmzzP6rN9+3abnt9enD9/3iIfS0fy9ddfX/ito2xsMEy6DrjO6t5XX321kXYt7H9YX5j2NWlpaVZzztgLW3937cWmTZtsdu5z584xduxYBgwYINhIAafB2e0jGG3k4cOHGzxnduzY0eKxdgZ2797t6CHYhXnz5pl/X716dcMDro8DOo/dMeEMczl7cum7nFar5bbbbkOtVncKG9khQt+TTz7J66+/DsCyZcv4z3/+0+K2hYWF/PHHHwDMmDGjyXCF8PBwAEpLS6mpqWnULdK0smM6Hi6G7E6YMIGQkJAWj88WmBI3tjTJrDOQl5dHRkYGo0ePJrJbd8QD/4V30r/t0re+pgJ1QQbqwgzUBadRF5xCV1Vq3CkSI1a4I/UORhYcg6Y0h15+Uh577DE+//xzZs+ezYYNG0hISOClxYspE3nh3ncC2vNZqAtOoS7KNicUF8kUiJU+yAOjUHTvj3vPEUg8G8+7kbtyOotfXNihyVcNBgN//vknEyZMcKkcfdu3b6dXr14O/9vS6/X89ttvvPLKK0ydOpXVq1ezd+9eysrKCA4OZtKkSTz66KNmo+3n50dQUBBg+bzIyclp9AFter54e3sLIUkCLcJVbKSnpyfXXHNNi8fWWjZu3Mjw4cOdZrGtrezfv5/AwECio6M7/NyHDh1i3LhxhNz+KvKQFhS9MujRlhUYbWRBBprC09QVZGDQGKvQiqQyxG6eyPy6IfUNpvbMQW6bejXDhw9n6dKlLF26lOzsbHJzc1m56n3ceo9F4hOCpiADdf5JtBVFAIhlCtxCYhAHxiAPjkUeEoPMPwLEEmpO/EPx2jfIysrC19e3w+9JcxQUFJCenm6uZOeqaDQaNm7cyFVXXWWzMPrvvvsOqVQq2EgBp8EV7CMYbWTv3r0tbOSmTZtISkqyyH3Zmdm6dSv9+/cnMDCw+YNdFLVazZ49e/hr61bef+89Vq9ejUql4qOPPmJX8iG8kq5Hr6pEk38a7fkzaGuM4ZoBQcEkDhnMkCFDGDzY+G9oaKhLhTrv2LGDnj17OnwuZy92795NZGSkRZELvV7fqWxku98knnjiCZYvXw7A0qVLefzxx1vV/tNPP0Wj0SASiZpdwalfwSQ1NZWkpCSrx5mU2fpVleq/NDk6JFIqlaLRaBw+jtagVCrNydqV7h6Ulpeg0HX8w0tXXYY6/xR1BadQ559CnXsCXfUFUU8sQSx3R+obiqJvIsoew1B0H4BYLEV19ijFv6+gb3QYj82bx3urVrF3715mz57NmjVrUKlUPPf8Czw7/ykKNn9M4NT5+F42C4NOi6Y429hn/mnUeelUHd8FqX/Dn+9eFP+CY3CLGoR7r1FIvQPR1VZSVV5KcHBwh36OppAdpVLpUt8PMP5dOXrMpmTMAMOHD2f48OFWj/v7778BY9EBkxGu/3w5evQoffr0sdrW9HxprOy6gEB9XMlG6nQ6m/4Ni8VixGKxw58T7UUmk2EwGGxyHf7+/tTW1lJTWYEh0NLGGgx6tCW5qAtOUZd/CnXeSdQFp+uJenKjqBcYbVys6jUKeUA3DHodFfv+R9Hfn3PvPTMYNnwEC55bQHlZGQAvvfQSzzz7LA88/H+8/spiJMFxhNy8CE83T8r+/pzyf77l5eee48iRI+zZu5+Mfy7k8JMrUATHotVpcVe6m192HYFUKnX575UpV5BcLrdZjj7TJAYEGyngeFzFPoLxGaPX6y2eM53FprUUiUTSqa+3rq6OvXv34uXlhUGvp6qqCoDXX3+dx+bNQ6P/iK0bP8Q7aSp+U5/DYDCgqyxCnX+KivzTbDxyij83b0NdVQYYxb+hiQkkDR1qrkgfGRnptOKfaQ7VWT9fa1w6d62fi7Mz2Mh2CX2PP/64eRVm6dKlPPHEE60+x0cfGcNAJ0yYQGxs06vXY8aMQalUUltby7p166w+pLOysjh27BgAV111lXm7SCSyqKTiSJylQmlrMJXcNhgMRISHcb60pN3n1FWVXhT08k+hzku3FPUUHkh9Q3HvPRZlj+EXRD3LOHi9WkXJ3x9RmfwbgxKHMf/pp3jv/Q/Yvu8gpgLwIomMz35ai0gi5eUVb/Pcc8+T++1zKHuOJPDfTxi9E4Jj8RxoPN4o/p01jqnAOK7aMynUntpD6eYPEMkUiOTGlcDq6mrKy8s7bDVPpVIhkUhc7iHrLAl661cObYzs7Gw2btwIYFGdLT4+nu7du5Odnc26deuYNm1ag7bV1dXm0MP6zxcBAWu4ko2UyWQ2t4+dJdGzm5sbdXV1Njl3VFQUcrkCzfkspF6BZhupKzyNuiADbd2FkA+xBInSG0VkXxTdBuAePxK5f2SD82mKz1L8xxvU5aUz86FHGTl8OM8+8R/Oa2TIMD6za1Hw/HPPsfjV5Tz1ylu89uxjnFs5Hb8r5lB3cic333wL8+fPN5+zoqKCAwcOkJycTHJyMnv27ufme++3yf1oCSqVCjc3N4f131GY3gttme9HsJECzoIr2UewbiM7i01rKXK53Ga2z9HU1dWxa9cuPD09SUxMJDo62lxF9WS5gVdefplnnluILCCSjd+tofrYdoJveQm5fwRS72Dce40CuCD+nTfPbbefPM1fO1eirjTOb/0DAvnu22+44oorGh2Lo1Cr1SgUiuYP7CRcOnfV6/UNxHxruJKNbPPbRP0H9PLly9v0gN6xY4e5PHFLEqh6eHiYc62tWrWK8vLyBse89tprgDHmeerUqRb7TNU4HY2zjKM1uLm5odPp0Gq1REaEY6gpbVV7bVUJNaf2UrbjKwp/eJFzb9/BuZV3UfTDi5Tv+oa6nDQk3sF4DZ1K8G2v0G3ez3T7v68Im74C/ytno4we1ODlV3X2KHkfz6Uy5Q+GTr6FZ56Zz0c/rGXrlk34jL7dfJxBp8Fn3HQ+Wv0Be/ansPjlV4i5bBq16TvJeftOarOPWJxXJJEiD47Bc+BE/Cc+QOj0N+j+2A+E3fsOAdc8iufAq5D5BCOSypk1axa+vr7E9uhp/i63B1edsNijYmdL0Gq1TY5Do9Ewe/ZsdDod/fv35/rrr7fYP336dAC++eYbMjMzG7RfuXIlVVVVSCQS7rjjjg4du0DnwtVspD3sUmepjmpa+LIFEomEnvHxlG75kNyPHqD499fxKzrMlOF9WPzi82zcuJGtW7eCXkfgdU8ScvMifEdOayDyGfQ6yvf8RO7HD6MuyuSBF95k1JixLFjwDEXVWtwi+iCWG22NQVeHqPeVLJj/BGGB/jzz5ie4BUVRsv5tVOfP8fDDD1mc29vbm/Hjx/PYY4/x5ZdfcurkCV5evNgm96Ml1NXVuaTdvBSTYGDLRTPBRgo4A65mH8G6jRSLxV1K6LPlIpcjuVTkE4vFBAUF8eabbwKgjE0iLbuQl195hZm3XMeU/7yKXlVF3kcPUrr1E4tziUQipN5BuPcaie+4uwi66QVCH/iMiAc+Iej6ZyktLTV7gzkTer2+09jSlnKp0KfTGfMSdyYb2Sah76mnnjI/oFesWGGRsLI1mBKo+vv7c8MNN7SozaJFi/Dw8CAvL49rr72WkydPAkaFdNGiRbz33nsALFiwwJwc0YQpZNbR2HKSYCukUilisRiVSkVYWBiGmrJGj9VWFlNzag9lO76k6IcXOfv2HeSsnE7Rj4so/+db6nJPIPENwyvpekJuf/WCqPc1YdNfx/+KmSiteO7VR69RUbLpAwq+ehq9qppxDy3niZm38fmOk2z89iO8Ev6Foa4aRBfPoSsvxDvpej548zWSzxTy/P230fe+pYhkbhR+8yyF/3sFvb7xSa5ILEEeFI3ngCvwv3IOoXe9TrdHvyfs3pX4T7yfM6dPdUiSeVcU+gwGg9MYB1Pl3wULFpCSkmL+O9PpdGzbto3LL7+c9evX4+npyWeffdZg1ebxxx8nNDSUmpoapkyZQnJyMmBc5Vq1ahXPPfccALNnz6ZXr172vTgBl8EVbaQ97GNn8QZQKBQ2teHffv0VS5cuZdOmTZSUlJCVmcF3333HU089xZVXXsmYMWMICQ2j+rj1JPCa4nMUfPEEZVs/RhYUxUMrviSpTzSL3lxN3tksgqe9iDrvBGJ34+evr6vFe8wd1Eo8WPDEo4T6KHnypWUEXHY3IomU+2bOYu/evTa73vbiinbTGnV1dTb3ptBoNJSVlQk2UsBhuKJ9BOs20hUjtNqDK85fm8OayGfClCu9fNfXaMvyOZyynzd/3Mb0sb3593MfoYwZQsWeH8h57z40pbmN9mEU/wKR+kdg0OsYM8Z68UhHYno360oefXq93uLzNv19nzt3rtPYyFa75vxIcgAApKpJREFU4GRnZ7N06VLAuJLx2muvmVdArPH4449bzblQWVnJ999/D8Cdd97Z4i9WTEwM3333HdOmTTMXAPDx8aGqqsqsxM6YMcPq6pC/vz/FxcUt6seWuOKKiEgkQqlUUlNTQ1xcHHUluRh0WmNOvYJTqPNPoyk0hhfVVRjDev38Awj08uSsqgrvYTeg7DkCeXjvdoWlqM6lUvz7CrQVhSjjhjFqxtPM7ivmm2O1rH33RSRegfhfMYuin19GrDCG14qkclRnjxA09RlqTu1m1cJHefiNL3niql68FbyKU39+TNXBP8l5+xCB1z+LsnvLiqQYxb8odFXG71RHPLhra2tdqggHOJdxKC4uxsPDgyVLlrBkyRJEIhG+vr5UVlaaV2LDw8P54YcfGDJkSIP2Pj4+/P7770yaNIm0tDSGDh2Kl5cXKpXKbACuuuoq3njjDbtel4Dr4Ko20h72sbNMEmx9Hf369WuQH6o+EomEe2bczetvvYP+snsueubpdVTu/4XSvz9DJBLjN/F+pl8/mcEBBpb+mkzm7j/xGjoVmV8Y6vNn8Rp0ufGEeh3q/JMETnmM/C+e5IXXXueFpx/noTtv4MO4JM6ufYuRI0fy5JNP8sILLzjFs74+KpWqUySHt4dgWVxcjFwu5/nnnxdspIDdcVX7CNZtpEKhcLn5XHtQKBSUXcjt2hloSuSrj0FTx2UTLicoMICfvnuX97oN4P5hAYjnLGDbtm2UbFxF7odz8R52A37jpzfaX83x7bh7eDBq1ChbXVKbUalUyOVym6aOcDYuXVwrLi42h+N3lnlkqz/N+isXer2egoKCJn9MiSwv5euvvzaXF26Jy3V9rrnmGg4fPsysWbOIjo6mtrYWX19fJk6cyA8//MCaNWushj6EhYWRl5fXqr5sgckbwNXcvX19fSkrK2PQoEHotRry3p1OzqoZFP20GPGJjYyJ8+fxhx/gp59+Iisri+LzRby+fDkGvQ6vof/GLbJvmx8geo2Kks2rKfjyKfSqSoJvXMiYexcwu6+Yb0+LWP/Zf9FrVATfvAiAurwTSH2MVYPkwTFoirIQyxQETnkMvbqW95cv5lCxiEcGy+h13VyCb12CSKag8JtnKfrl1Sa9+y5FlXkQ/4BA4uPj23Rt9SkrK3O56l0qlQqZTGaz5OGtIS8vj9jYWJ5//nnGjRtHWFgY1dXV+Pj4MHLkSF577TVOnDjByJEjGz1HYmIiqampPProo/Ts2RONRoOHhwdjxoxh9erV/Pnnn0430RVwHlzVRoaFhVFQUGCe7NiCziL0eXh4UFtba9N71Rxz5sxBp66l6ogxT4ymJIfCr56i9K+PkQV0J/yBNWaR7639VZz4YcWFhbCZqIsywaBH0X2g+Xy1p/agiOiD97DrKTq6k2W/HyRYaWDmyG6E3LUM7zF3snTZcgYNHsK+ffscdNXWqaqqwsPDw9HDaDcqlcrmtiUvL4/+/fsLNlLAIbiqfQTrc8jOYtNaSme63paKfGB8bv61ZTOffvopMTHR7P5iKauPwS1xBi677DLCZ76HMmYwFbu/u+Dd11BrMOh1qNL+4tZbbnFKe9VZPONbirVQ5by8PIKDg+nRo0ensZGt9uiLjo7uEIFq9uzZzJ49u83t4+Li+OCDD1rVxlmEPjc3NwwGg8slvfTx8aG0tJQRI0awcOFCdDpds1WERo8eDUDduTSkfca2qV/VuTSK/1iBtrwAZVwSgVPn09tfyszeer7LEPP39u3UpP+DV9JU5IHd0dVWoKssRt5vHACykB7os9IAzBOZin0/88Wm/XDlUB7up+NtBqIIXUXp1jVUHfwTVeYhAq9/plnvPoNeh+r4NmZPv61D8uqUlZURFxfX7vPYE2cJ2wXIzc2lX79+PPPMM+06T0hICCtWrGDFihUdNDKBroKr2sjQ0FD0ej2FhYWEhYW1ud+mcHNzo7q62ibntiemqujl5eX4+/s7ZAzR0dHcduttfP/Ldxg0Kip3fYO/ny8qwDvp39zUx5PBAQbePiom/ZeV6DUqwu4yVrdU558CRHj0GAaAxMOHuhxjAnqfMXdQc/Ifsn98jbe7f8nDA8Xc3UvEZ+JpKHsMI3vdW4wYOZKnnnyShQsXOvwdRqVSoVKpXG6BzBq2nmgZDAby8vLo1asXU6ZMade5BBsp0BZc1T6CcQ5pKs5gwtZpHJwNUzETV6c1Ih+Au7sxQkypVPL5Z58yevRo9m/8HyLRDczsrQf82HfjQqpTt1Cy8T3yPnoAr2E34jfuLvM5ak/tpa40nzlz5tjy0tqMK0aUtQdr0Wh5eXmEhYXh6+vLiy++2K7zO4uN7Dr+mVh/SDsCqVSKVCp1OXdvk0efXC7nhRde4KWXXmLq1Kl069atUZErLCyMfv0HUJtuPZdQU1z04nsSfW0FwTcuJPimhRYi357Mcko2rDR6KlxuXNVT558GQBmTCIA8JBaDVo22LB8wTmSkvqGU/L6cH0/rOFQs4uF+OoK8lQRMepDgWxYjksqN3n2/Lm3Su091JgV1RTEzZsxo9fU1OJeLTlicaRXI9JAWEBBoHQqFAn9/f5suhnUWbwCRSISPj4/VZO72ZOnS15CJtJT//RkPzb2fMxmnueeee/h3SAUDvVW8nSoh++CFhbDEa5EHdAOMQp9YrkDkZvQqkAfHob3ggWD0fJ+HXq0i87vFrEyTEKw0ML2HHrfgKIJuX4b3qNt5bekyBg9JYP/+/Q67fjAujnl6erpcpXpr2HrRrKSkBLVaLdhIAYE2IHj0GQsx1dbWolarHT2UNtNake9SRowYwbx586jY+SVHT5/lw+Nibo7VkxRkwLP/FYTPXIVb1GAq/vmWnPdnoinLx2DQU7X3R0aNHsOwYcNsdGXto7y8HG9vb0cPw25YC1XOzc3tdPaxSwl94eHhTuHRB65pHHx9famtrW31uO+79x5qT+1FV1vR4jaqc8fI+/ghKpN/xS02iYiHvkAZN5Re3nqzyLevSETJ+nfQa+oIvuUlc1t1wSkQiVFE9QdAERwLQPWJXYDlRKbop8X8nCU2i30BCgPK6MGEz1yF58CrqDn2Nznv3IXqbKrVcVan/MagwUNISEho1T2xRllZGR4eHi43YbFHuFFLycvLIzw83NHDEBBwSWxtIzuT94Np4cuRhIeHczAlhf379/Pmm2/i7u7Of/7zH6644nIWPPEoGdt+oGTDu0i8g8wLYQDqvHTEHhc9EWUhcejrqs1hdYqI3ngPux5V5gEK03ZbiH0SqQSfUbcQcvebZJWpGT5iBM8++6zDFi7Ly8vx9fV1SN8dja0XzfLy8vDy8sLT09NmfQgIdFZM9rG+R6Ir5lxvD3K5HHd3d4fbvrbSXpHPxKJFi4iLjaVs3VucKDOYxb6hgXqkXoEE3bSQgGv+g666jNwP76fwh0XU5hznpUXt8xKzJWVlZZ3GlrYEawtrnXEO2aWEPmcJ3QXXFPpkMhm+vr4UFBS0qt2dd96JCAPVaduaPVavqaNky4cUfPkE+toKgm58npBpCxFL5RYi3/7zYmqObaPm1B4LTwUAdf5JxAp3RGJjzjipX6ixIEf2YfMx9Scy1em7G4h9YoU7AVc/RPDNLyGSyCj4ev4F776L+UXUhWeozkjhqSef6JCw3YKCAoKDg9t9HnsjePQJCHQObG0jO9OkyBmEPoAePXqQkJCAwWAgNTWV/Px8/vWvf3HTTTdStu1Ti9y1AAatBvX5bOQhseZt8pBYY0GOC+G7AL5j70TqG0bJHyuoVGksxD6xyIA8KJqgO5bjNeo2Xn1tKUMSEs3V5eyJK+a1bQxbL5oJ9lFAoO2EhYVRW1tLRcVFp4XOtHjVUpzBm70tdJTIB8Z3mc8/+5S6/FNU7PmR9AqxhdgnEonwHHAl4bPeQ9l9IKqM/cTExFot3uAM6HQ6Kisru5TQZ23u2hltpCD0OQhXFPrAmMcpPz+/VW2CgoK44frrqT3wOwZ948nL63KOkffxg1Tu/wW32KFEPPQF7nFJAA1EPl1VKcVWPBUA6nLTkVwoxAGAWII8OBbN+UyL4+pPZPRaTQOxD0AZM4Twme/hOWDiBe++O1GdS8NgMFDx92dEduvOTTfd1Kr7YQ2DwUB+fj6hoaHtPpe9cRahr6amhvLy8k73kBYQsBe2Tm/h5uaGWq12aBGLjiIgIIDKykqnsOMmkS83N5fRo0fj7e3NiBEjAPC7YrblQtiFQhxuURcnHPILXu81J3ebt4mkcgL/dcHz/ceXqNaKGoh9IokU31G3EjL9DTJL6xg2fDgLFiywm5ir1+s5f/58p6i4C7a3pZ0xLElAwF54e3ujVCotbKRpLudqxRXbg7MscrWGjhT5TAwfPpzHH3+cil1foy7KbCD2AUbvvmkvEjD5Ec7mFdCnbz/++OOPdvfd0VRUVCCVSrtUjj5rC2uC0OfiOJPQ5+HhQWVlpaOH0WrCwsIoKipq9UTtiSeeQFWcQ+2pPQ326TV1lP71MflfPIm+poKgG54jZNoLiKVyoKHIZzAYKF7/DgZNHcE3v2RxLl1tJbrK8yjCe1tsl4f1RF9jeb8vnciAyKrYJ1a4EzD5YYJvXoRIIqXgq6cp+PJJqk/v4523/9shobbl5eVotVqXnLBUVlY6RShQXl4eUqmUgIAARw9FQMAlsbWNNL1UdQavPoVC0SYP947mUpHPw8OD/Px85j74EJ59xuGdYFl0QV1wCgBlr4sV4ySefojdLxbkMKEIj8d7+A2osg5Snb7LqtgHxsr2QXcsx2vkrbzy6qsMSUgkJSXFxlcO58+fRyqVdgqPPoPBYPMcfZ1xEiMgYC9EIlEDG+nm5oZOp0OrbTyXd2fD1YQ+W4h8Jl588UV6xMVRtu6/GPQ6q2KfSCTCc+BEQu5ZSaV7OP/617+YMeMep7qHprDdjohOcxUEj75OSHh4OMXFxU4xyXC1B6UJLy8vFAoFRUVFrWqXlJTE6DFjqdrzPQbDxfDXupzj5K15iIp9P+MWm0DEw1/g3uNiotJLRT6A6rSt1J7ag9fQfyMPiLToR11gLMRh8gQ0IQ/tgUFbh7bCctzGicyNqDKNE5nGxD4AZUyCMXffgCupyzlGYFAQQ4cObdV9aIz8/HyCg4M71ADZA41GYy477mhMD2hXu4cCAs6CrXP0iUQi3NzcqKmpsVkf9qQtHu4diTWRz2AwMHvOHGq14Htlw+p+6vzTiOVuSN0tk24rwnqhLW3ozek75g5kvmGU/PEGeq26UbFPJJHiO/o2o3dfiYqkYcN47rnnbJq03eQF3xkmJ7W1tYhEIpuH7na2/EMCAvbkUhspk8kQi8VO4dltL0z52l2h+q4tRT5oGMILWBX7AKTegQTe9AIBk/+PL7/9nt59+7F27doOHU9bKS4uxs/Pz9HDsCvWFtZyc3M7nY3sUjPioKAgxGKxQ1/MTfj4+FBVVeVyq0AikYjw8HDOnj3b6ravvLyE2tyTVB1aj0GrvuDF9wT66nICr19AyLQXzV58YF3k01aVULJhFVLvYPwn3NugD3X+hUIcMYMttstDegBQc7xh9V/fMbcj8w83TmQ0dTQl9okVHgRM/j8Cp87nfFERa9asafV9uBSDwcDZs2eJiIho97nsTXl5OW5ubk4RuiuEJQkItA97VKZ31fw+1ggNDaWoqMghdtyayAfw1Vdf8duvv+Iz8QEk7g0XYNR5JxC7N3yhl4f2sCjIYUIklRNg4flOo2IfGMOAg+58Ha8Rt/DyK6/YzLvPldNdWKO8vBwvLy8kEonN+hBspIBA+7jURpoWr5zBgcReyOVy/P39He7N3hy2FvlMDBs2jCeffJKKnV8ZU2PQuNhn9O67ipB73qFSGcaUKVMc7t2n1+spLCwkJCSk+YM7EZd69Ol0OgoLCzudjexSQp9EIiEkJMQpwneVSiUKhcIlJzxRUVHk5+e3egVr7Nix3HPPPVRs+4Tcjy948cUMIeLhL/DoOdziWGsin8FgoGT9Oxi0aoLqJRevj6kQh1gstdguC4hEJJFRm3W4QRuRVE7AlMcuVOE1hQI3LvYBqE7txd3Dg9tuu61V98AaplBoV5ywOFPFw87oci0gYE/skd7CVb3ZreHl5YWbmxuFhYV27bcxkS8vL4+5Dz6ER9/xuPca1bCdzliIQ1avEIcJeWgPY0GOvOMN9jX0fG9a7BNJpPiOuZ2Q6W9wpriWYcOHs3Dhwg717isvL0etVrtkugtr2KOoiGAjBQTahzUb2RULcoSEhDiF00xj2EvkM/HCCy/Qs2dPyta9hUFnXPhrTOwDkHoHEXjTC/hfbfTu69O3H3/++adNx9gYxcXFiMXiLufRd6nQV1hYiF6vd8m5eFN0KaEP7OOx0FJcdcLj6elJQEAAWVlZrWqnUqnw9PREq65DX11K4NRnCLl5kYUXH1gX+cAUsrsX76SGIbsm1HnpSLwbVq4ViSXIQxoW5DChCI/He8SNqDIPUX1ip6mVVbGv8sBaqo5u5r1Vq4iLi2vVPbDGmTNn6N69u0uGnDpTOXZhEiMg0D7CwsLIz89v4NXVkXQmjz6RSES3bt3Izs62W5+NiXwA69evp6K8DGlAN6uFr9RFWaDXIVZ4UJd/Cm1xDgCawjPoqkoBqE3f3aAdXOL5rjZOapsS+8Dk3bccz+HTWLxkCYlDkzh48GBH3AaysrKIiIiwqQecPbGHLRVspIBA+7A2h3R3d6e6utpBI3IMjvRmbw57i3xgFHs//+xT6goyzCG80LTYJxKJ8Bpk9O6rUIZyzTXXcO+999r9/agzpcBoKTqdDpVKZVF8JC8vj4CAAORyeRMtXQ/XUxbaSY8ePThx4oSjhwG49oQnNjaWM2fOtLgox969exk0eAgrV72H75jbifi/r/GolwzcRGMinylkV+IdjN9l91jtQ6eqQltRhCI83up+eVgv9DUVVvfp62rQq6oAA+VbPzavyFwq9inP7qZk4yoefvhh7rzzzhZde1NUVVVRWFhITExMu8/lCOzhhdBSjh8/To8ePRw9DAEBl6Vbt26IxWIyMjJs1oevry+VlZVOOUFoC927d6ewsNAueQebEvkAbrjhBmbNmkX59i8o/ORhKg9twKC96EWnzjcW4qg+vIH8T/9D3mePApD/5VOUrH8HkUSCTm0975I5hFdT3/O9ebFPJJHhO+YOQu56g9OFVQxNSuKFF15ol3efVqvl3LlzREVFtfkczoTBYLC5d3xtbS1ZWVmCjRQQaAfW5pCuPJdrK15eXiiVylbna7c1jhD5TCQlJfHUk0+aq/CaaErsA5N334v4X/0wn3/9LX369mP9+vV2GbPBYKCgoKDLhe2Wl5cjl8stPPo66xyyywl9iYmJJCcnO3oYgOt69IHRbVsulzfr1VdXV8f8+fMZOXIkZyt0hEx/A5+RNyOWSBsc25jIZzAYKFn3NgatmuBbXmrQzoSpEIfykkIcJuQhDQtyaCvOU7rtE/Lfvxdd+nYeeeQRtBVFFisyJrFv/6k85k2I4v45c3jzzTc7ZPXjxIkTREREuGRJc41GQ1VVldN49CUnJ5OYmOjoYQgIuCxyuZwBAwbY1Ea6ubm5bNoKayiVSkJCQsjMzLRpP82JfADe3t588MEH7Nmzh6tGDaF0/dvkvTud4vUrqc1Ipu5cKvG9+1JYWEhycjIbNmwAYNu2beTm5nL1VVdhqGg8DFkR1gvv4Tehyjpcz/O9ebEPQB4SS9Bdr+M5bBovLV5M4tAkDh061KZ7cfbsWTw8PDpNqJFKpaKurg5vb+/mD24jhw4dws/Pj27dutmsDwGBzk5iYiJHjx61CNX18fFx2blcewgNDXWKVFgmHCnymVi4cCE9e/Wi7M836zmMNC/2Gb37JhFyzzuUK4K5+uqrue+++2z+nlRZWUltbS1BQUE27cfZsFZluLPOIQWhz4G4smeDSCSib9++nDhxAo1GY/WYffv2MWjwEJYuW473mDsJunM58qBoq8c2JvIBVKf+Re3pfXgnTUXu33jBClMhDrfowVb3y0ONYbaVKX9QdXgDRd8vJPe9e9EdXccjD97PyfQTvPnmm8x/+ukGKzKVhzby7oIHKSkpZerUqR1Sbaq8vJzc3Fx69+7d7nM5goqKCqcpxFFYWMi5c+cYMmSIo4ciIODS2NpGikQil17kskZsbCyZmZk2s+UtEfnqM2zYMH753/84ceIETzz6f3gWHqbw+4VUp/7FyBHDCAoKIiEhgeHDjblxBw8eTFhYGElJSWgLT2MwNBTqTPiOvh1ZQATFay+G8ELLxD6RRIbv2DsIuWsFpwurSBw6lBdffLHRd4jG7kVGRgaxsbGdJtSorKwMLy8vpNKGC6AdhWkS01numYCAI4iOjsbLy4sjR46Yt5mq0NqywrgzEhERQW5urlPMYZ1B5ANjCO8Xn31KXeEZyvf8YLGvObEPQOodTOC0RfhPeojPvvyaPn37mRfkbMHZs2cJDQ21qe1xRsrLyxtEowlCXychISGBzMxMiouLHT0Us2eDq054QkJC8PT05PTp0xbb6+rqeOaZZxgxciTZFVpC7n4Tn5E3IxJbz6XTlMinrSymZOMqpD4h+F02o8nxqPNPIZYrG+T8MyEL6AYSGRV7fqBk3dsMDFHwwQfvk5uTw7Jly8xVb59//nni4+Mp+/NN9GoVJZtXU7Luv8yZM5t58x4jPDycnTt3tjsnx7Fjx4iJicHd3b1d53EUpaWlTuXN17NnT6cJIxYQcFXssRjW2UKdAgMDcXd3t4lXX2tFvvr07NmTJUuWkHvuLOnp6Xz99de8/fbbjR6fmJiIuqoMXeX5Ro8RSWV49L8Sg1pF8fp3LPa1ROwDkIfEXfDuu4kXF73UKu8+08TSFavUN4Y98vN11kmMgIA9EYlEDWykXC7H3d3dZedybcXX1xcPDw9ycnIcOg5nEflMDB06lKefeorKXd+gLjxjsa8lYp9IJMJr8NWE3LOSckUQkyZNYubMmVRUWE891Vb0ej3Z2dmdJgVGa/j/9u47rKnr/wP4OwlTZG9EliKy9xQ3ap39dqi11tmqta21/dVad4dWW1utq9bROrqHVosbFcHJEHAAKlsE2XsmJLm/P2hSI0NGJnxez8NTTHLvPVBuTu77fs45T/e5QqEQiYmJPbKP7HVBn6GhIRwcHJCYmKjopoDFYsHU1FTplyhvi6iqLyMjQ1zGfvPmTXh5++DLzV9BL+RVmL76VZtVfED7IV/zKrs7wfCb2h2yK8IreACOftvzDLDYHGhbDsSIESNQXl6OG9ev4Y033mgxXEY8qWpxNh7vnY/G22ewdetW7N69GxwOB25ubrC0tOxW2FdaWoqysjI4Ojp2aXtlUFRUpDTl3nQRQ4h0+Pr6IjExsd2qru7qaRV9or4wLS2tU9Vpz9KdkO/p9jk6OuKVV15B375923ydj48PgP/m8nsarzgLpcc+R2X0IdjZO6Dh/pUWFzIdDfuaq/teg/msLcgoqoavnx8+++yzdn9/QqEQ9+7dg5OTU49ZhANovbpA2qiPJEQ6WrsZ1tP6tI5gsViws7OT+bQV7VG2kE9EXDDyxCq8Ih0J+wBATd8MJlPXw2jcOzj8s/Sr+woKCqCmpqY013HyIhAIUFNTIxH0ZWRkgMfjwcXFRXENkxHlOCPkTJmG71paWqps0AcAxsbGsLCwQFJSElavXo3AoCA8rOQ1V/GFTAerlbn4RNoL+QCgLiUSDZk3oRfwItQNrdpth5BbB35VMdT0TCForG3xPMMw4NeWA9r6yH2U/8y7576+vtj2zTcIDfBDXFws3n//ffGQFxaL1a2wj8/n49atWxg8eDA0NTU7ta2y4PF4KCsrU5plyHvqnRhC5M3NzQ11dXW0IEcnmZqaQl9fH+np6VLZn7RCvs7o168fjExMJYI+RsBHfXoMSv5ci4KD78KgPg+//fYb7qWmYPDgwa1eyHQ07AMATYuBMJ21FX39X8Inn36G8RMmtvna3NxcsFgs2NjYdP+HVRIMw8i8oq+hoQEpKSnURxIiBaKbYU/qaVXqHWVtbY3a2lqUl5fL/djKGvIBkgUjVTF/tXi+o2Hff9V9u1CpboJx48ZhwYIFUqnuy8rKgr29fa+bzqGqqgrq6uoSc+MnJCTA09MT6urqCmyZbCjPWSFHPj4+ShP0mZqaora2FrW1LcMpVSEUCpGZlYVr165DN2QGTGe2PRefyLNCvuYhu3uah+wOn/3MNvAKm4cPN2TEIm/7K8jb+hIK98wHABR8Nw95W15A/rez0ZAeA6t+7YeGIkuWLEHUpYvw8vJq8Vx3wr579+5BU1MTDg4OHd5G2RQXF0NXV1dphh0nJCSIq1EIIV2nqakJNzc3mS/Ioa2trRRTaEiLqKovKyur23O4KiLkA5p/Bn8/X/DyU1F3/yrKz3+Hwj1zUfL3BjgZsvHrr78iJzsLr7zyCrS0tNq9kOlM2MfiqEM/5BVomlijqLj1xUD4fD7u378PZ2dnpbqg667a2lo0NTXJtKLvzp070NfX71EBKSGK4uPjg7t374LL5Yof640VfQCgrq4OGxsbmd4YbI0yh3wivr6+WLliBWpu/NGi8h3oeNgH/FvdN209jMa+hUM//QoXVzecP3++y22rrKxEVVVVrxy2K6qgf3ohjp56Dal8Z4YcKFNFn7q6OkxMTFSyqo/L5WLNmjUIDgnB/l+OYMHbS9B/ePtVfMCzQ77/Vtltgtn0DR1rS2EGtLT7IDExEb/++iu+2fIV1q36CADwyZqV2L7tGxw7dgxpaWm4dPFC53/YVnQl7CstLcXDhw/h7e2t0ndRCgsLlaaar7S0FLm5uT32TZoQeZPHghwWFhYoLCyU2TEUwdDQEObm5khNTe3yPhQV8okMCQlBQ+5dlP7zBQzKUvD2gnm4ffs2EhNuYsaMGRKTdv93IfM7eMUtL/Q6E/ZVRB8Cv/wxfjx0sNXn09PToa2tDUtLy+7/kEqksLAQpqamtBAHISrCwcEBOjo6SE5OFj9mYGCA+vr6XrcgB9D8+ygoKJBbwYoqhHwia9eubXMIL9C5sI/FYkHXewLM5+1EhZoRxo4di4ULF6KmpqbT7UpPT4eNjU2PrGB7ltYq6Hvy1BbKe3bIkI+PD7KzsxVSatwaVbzgSUxMhLePLzZ98QV0g19BjutcPKhWw8yBQrDQ9of5Z4V8AFCXHImGrJvQC3wJ6oYd+1DfVJQBLy8veHt7Y8aMGViyZAneffddAM2Vee+88w7+97//wdHRUaofqDsT9vF4PCQlJcHZ2bndeZKUnVAoRFFRkdIEfQkJCRgwYIDSLAxCiKqTx80wUb8ny7kAFcHNzQ1FRUVd6tMVHfIBwOrVq3HhwgU8fvwYuTnZ2Lp1Kzw8PNp8ffOFzGBUnmn9QqYjYV/tnfOoufkPtm7d0urK6ZWVlcjMzISXl1ePC6vkcdOsJ1/EECJvLBarxciw3rogBwDo6Oigf//+uHfvnsyPpUohH/DsIbxA58I+AFDTNxdX9x388Wc4u7jiwoWOF7BUVFSgqKhIpeeI747etBAH0EuDPmNjY9jZ2SnFghxA8wVPWVmZStwJ4vF4WLt2LfwDApBT3gjz2d/AYMgMsDhq+DOLDUMNBpNtW3+j6kjIx68p/XeVXQsYDpvV4XYJS7IQ4O/XpZ+puzoS9gmFQsTHx0NfX1+lh+wCQFlZGTgcjtIEa3QRQ4h0yWNBDmNjYzQ1NfW4eY20tbXh5uaGW7dudapPV4aQDwDYbDZGjx7d4co58YVMSQ6qbvzZ6mvaC/u4+fdQcX433njjDbzzzjstthUIBEhMTOyRq6pzuVxUVFRQ0EeIimntZlhvnacPAJycnFBUVCTToFPVQj4RX19frFq5srnyvaj1Ic6dDftYLDZ0vSfAbG5zdd+YMWPw5ptvPrO6j2EYpKamwsHBQWKOut6itYU4MjMz0djYCFdXV8U1TIZU4yyRAWUavtunTx/o6uqiuI25aZSFqIpv46ZN0A1+BaavbYGG2X+hVaOAhe8fcBBsxsD/qTeqjoR8DMOg/MwOMAJ+h1bZFRFy69BQmqfQD7LPCvuSk5PB4/Hg4+Oj8hUJogoEZfk56CKGEOlyd3dHTU0NsrNbzisjLRwOB+bm5ipXzd4R/fv3h4GBAe7evduh1ytLyNdV4guZmD/avJBpLezjVxWh/J9NCAwIwLfffttqn5KWlgY2m90jqw+Kioqgr68PLS0tmR2jsbGRFuIgRMpo5V1J2trasLe379a0Fe1R1ZBPZO3atRg82BmVZ7eBEbS+snxnwz4AUDewaK7uG7MYPxz6ES6uboiMjGzz9SUlJaiqquqR/WlHVFVVQU1NrcVCHB4eHtDQ0FBgy2RHtc4UKVKmoA9Q7uG7PB4PH3/8MQICA5Fd1iBRxfe0kkYWDqWxMdVBCLu+zXftOxLyAUDd3QtoyE6EXlDHh+wCAK+oeSEORX+QbSvsy87ORn5+PgIDA2U6D488MAyjVPPzART0ESJtWlpaMl+QA1Dufq87WCwWPD09UVRUhLy8vHZfq+ohn0hHLmSeDPtm2TWg4ug6WJkY4Pixv1v9kF1aWorMzEx4e3ur3IVdR8ijL71z5w50dXVhZ2cn0+MQ0pv4+vri7t27ElXbJiYmKCkpgVDYsZCmp3F0dERlZSVKSkqkul9VD/mA5qHdzZXvD9usfAe6FvaxWGzo+kyE2dydKGcbYPTo0a1W94mq+RwdHXvl3HxAc9BpYmLSYiGOnnwNqXpni5QMHToUly5dgkAgUHRTAABWVlYoLCxEU1PrH5AVJSkpCT6+ftjw+efoGzgVpq99LVHF15oHVWz885CNRc4ChJgJOhTy8atLUX5hb/OQ3aEdH7ILALzCDGhqacPJyalT28nC02FfRkYGUlJSEBAQoDQr1HZHRUUFeDweTExMFN0UAEBGRgYKCgoQEBCg6KYQ0qMMHToUFy9elOkxzM3NUV1d3e1VapWRtrY2fHx8cOvWrTarPHpKyAd0/EKmjs/C9tgKGDcVY9niNxB1KRJmZmYtXldfX4/4+Hi4ubn1uCG7QPMQouLiYpkHfRcvXsTQoUOVpgKfkJ5gwIABMDY2xtWrV8WPGRoags1mK8387/KmoaEBR0dHJCcnSy3s7Akhn4iPjw9Wr1qFmpg/26x8B7oW9gH/VvdN3wCjMW/i+4OH4ermLlHdl5ubCy6Xq/LTR3VHazfXRH1kT6W6Z0w3BQcHg2EYxMTEKLopAJrndtDV1UV+fr6imwKg+UPoJ598Av+AAGSV1MF81jcwCJ0JFqdjdwGuFbGRVMrCNAcGF/JZ7YZ8zavs7gAj5MPslY6tsvskblEmPD09laZaThT26erqIiUlBR4eHjA2NlZ0s6Ti4cOHsLa2Vprf9YkTJzBixAjo6uoquimE9CiTJ0/GiRMnZDpPn4aGBoyMjHpkVR/QXLHo5OSE2NhYNDY2SjzXk0I+EckLmcxWX9NUloeHP63Ad999h5CQYBQXF7e4KOTz+YiNjYWVlVWPrUQrLS2FhoYG9PT0ZHqcEydOYPLkyTI9BiG9DYvFwqRJkxAeHi7xWE+djqKjBgwYAKB5yoXu6kkhn8iaNWvg7OyCyjNtV74DXQ/7mqv7JsF83i6UsfQwevRovPXWWygtLUVycjI8PT3B4XCk8aOonIaGBlRVVcHc3Fz82KNHj3Dnzh2MHz9egS2TLdU/a7qIw+Fg4sSJOHHihKKbImZra4ucnBxFNwMAcO/ePXz66afQGjwMprO2QMO8c3cABukJ4WfKILGUhZFWjHgYb2vq7p7/d8juVKgbdP7uNqPAhTjakpubi7KyMlhYWOD+/fvtrsarKpqampCfn69UF14nTpzAlClTFN0MQnqc4cOHo6amRuaLVllYWKCoqEimx1CkgQMHwsTEBHFxceIRBD0x5BP570Jme4sLmYasBBT/sgy2ZoaIOHsGI0aMQG1tLRISEsRhH8MwSExMhIaGBtzd3RXxI8iFPOa6LSoqQlxcHCZNmiSzYxDSW02ZMgXh4eESN8N66mryHcVms+Ht7Y2MjIxuLUzSE0M+4L/Kd15ZLqqut135DnQ97ANE1X2fwzBsEfb9cBD79u8Hi8VSqmmX5K2oqAiGhobQ1NQUP3by5EmEhobCyMhIgS2TrZ5x5nTR5MmTJe7GKFq/fv1QW1urFJO5Dh48GL5+/hAUPADTyeHNT87J92MGB6dy2XjLRQDfVt6o+NUlKL+wD2oGljAMndnpdgq59QpfiONJojkQkpOTERgYiICAgHZX41UleXl50NXVVZphVBUVFbhy5QpdxBAiAxoaGhg/frzM+0gLCwuUlJSoxKrzXcFiseDl5QWGYZCQkACBQNBjQz7g6QuZPwA094vVccdQcuRTjBk5DHGxMejfvz80NTUREhIiDvsEAgGSk5NRVVUFPz+/HnNx9zShUIiCggKZX3SdOnUKfn5+vfrijhBZGT16NAoLCyUWoDA1NUVDQwNqa2sV2DLFMjAwwIABA5CYmNilIbw9NeQT8fb2bq58j2278l2kO2Efi8WGnu9kPL9mHyytrDFt2jS8/fbbvfZvs7Vhu+Hh4T2+4r1nnT2dNG7cOGRmZiIjI0PRTQEAqKurw9raWimq+tTU1PDrLz+DqStHReS+Dm/X2sIbV4vYOJDGxsv2Qky2EYCF5jtdDMOg7EzzkF3zLgzZBQBecRbAMEoR9DU1NSEuLg6PHz/GsGHDYGpq+szVeFUFwzDIyclRqmq+s2fPwtXVFba2topuCiE9kmj4riz17dsX+vr6z1y0QpVxOBwEBwejtrYWUVFRyM/P75Ehn4joQqY65i805NxC+YmvUHHpByxf/iFOhIdL3CwShX01NTWIiorC48ePERISInHXvacpLi4Gi8WCqampTI9Dw3YJkR1tbW2MGTNGoo9UU1ODqalprx6+C0A8Z3pnh/D29JBPZPXq1XBxcW218v1p3Qn79DUYvOyihz8L9KERNBN7v/8Brm7uiIqK6kbrVQ+fz0dJSYlE0FdbW4vIyMgePyqsZ55BHaSrq4uRI0cq1fBdBwcH5OXlgcvlKropGDRoEHZ/uwu1tyNQk3T62a9vZ3Xd+5VsfHOXA3cjBgsGC9FXjUHtnfNozEmCftA0qOmbt7HX9okW4nB2du7S9tJSXV2NK1euQCgUYtiwYRJzxvWEsK+srAwNDQ3o16+fopsiFh4e3uPfoAlRpAkTJuDOnTt49OiRTI9ja2uLhw8f9ujhTurq6jAyMkJdXR309fWhra2t6CbJ1OrVq+Hq6oriP9aAlX8bv//+O7744otW5wfS0NCAsbEx6urqoKen1+N/Nzk5ObC1tZXpsN3GxkZERERQH0mIDImG7z6pp64m3xlPDuEtLS3t0Da9JeQDWq98b09Xwj4Oi8FsRwHulrNwr5IDPb8pMJ+7E6VMX4wcORLvvPOOSl6PdkVJSQm0tbXRt29f8WMRERFwcHCAo6OjAlsmez33LOogZRu+q6enB0NDQzx8+FDRTQEAzJ8/H0uXLkXlxb1ofHinzde1F/KJFDey8M1dDnhCYIVnE5zrbkPN0BIGoa92uX28wgx4eHgobHEIoVCItLQ0XL58GRYWFggMDISGhkaL16l62JeZmQk7OzulWYSjqakJZ86coWoFQmTIyMgIoaGhOHnypEyP069fP9TX16OiokKmx1EU0Zx8xcXFGDp0KBoaGhAfHw8+n6/opsmMhoYGjh75C5988glSU5Ixffr0Vl8nFApx584dFBUVITQ0FI2NjRJz9vU0DQ0NKC4uho2NjUyPExnZvJqxm5ubTI9DSG82ceJExMXFobi4WPyYubk5KioqlKJgQ5EMDAzg7u6O+Pj4Z17z9KaQT8TLywtrVq9Gdcxf4BY+e2RhZ8O+F+2E0GQDR7L/+12qG1rB5JWNMBy9AHv2fw9XN3dER0d36+dQBa3Nidsbhu0CFPRh8uTJuHr1qlJdYDg4OCA7O1tpPuh+/fXXGDF8BMrDv0BTZcu7VB0J+UQaBCwcfMDGD78exaIFr2PVxm3QUet6FYdQgQtxiKr4Hj16hCFDhsDFxaXdzklVw766ujoUFxfD3t5e0U0Ru3LlCvr06aMUQ7YJ6claq1iQNjU1NVhbWyvNDS5penrhDUNDQwwZMgR8Ph9Xr15FfX29opsoM4MGDcLHH38Ma2vrVp/n8Xi4ceMGysvLxRNiPzlnn7J8BpKm3NxcmJqaok+fPjI9jugiRpZVg4T0dhYWFvDz88OpU6fEj2lra0NfX79HLzLVUba2tujXrx/i4uLavLHVG0M+kVWrVsHV1RVVZ589hBfoeNg3xFwITyMGPzzggCeU7ANYLDb0/J6H+ZwdKBH0wYgRI/Duu++qzDVpZzEMg6KiIolhuwKBAKdOneoVFe+952xqg42NDVxdXXHmzBlFN0XMwsICHA5H5sOlOkpNTQ1//fUn+lmYovzYBgi5/12YdCbkE6m9E4Go479g1U9RYGtoYY23AGFWQqizOxf4NS/E8UjuYU9jYyNu376N6OhomJiYYMSIETA0NOzQtqoY9mVkZMDS0lKphlOFh4dj0qRJveoDASGKMHnyZERGRsp8Amc7Ozvk5+f3qEU52lpdV0NDA8HBwTA0NER0dDTKysoU3FL5q66uxuXLl6Guro6hQ4eKg6+nF+joSWGfUCiUy1y3DMPQivSEyElrI8No+O5/3NzcoKGhgcTExBbTc/TmkA9o/izw808/glf2CFXXfu/QNs8K+wbqCfG8rRA/pHFQwWv7Ro+6UT+YzNgEw1ELsHvvPri6e+Dy5ctd/lmUVUVFBYRCocTKujExMWAYBsHBwQpsmXz0rjOqDfKoWOgMFouFwYMH4/79+xB0csVbWTEyMsLpkyeg1liOsr8/g7CpsUshH7+6GBUX90HN0AocnxdxMI2DAw/Y8DAWYq23ACFmQrBZHQv85L0QR1NTE+7du4cLFy6Ay+VixIgRcHV1bXXOofaoUthXW1uL3Nxc8cS6yoBhGJqfjxA5cXR0hIODAyIiImR6HH19fRgYGPSYqr62Qj4RNpsNT09PDB48GDdu3EB2dnaPnqPwSY8fP8aVK1dgbW0Nf3//FlNC9NSwr6CgAGw2W+ar4CYmJqK2thbDhg2T6XEIIc3XkBEREWhsbBQ/ZmFhgeLiYqW5hlMkNpsNf39/VFdX4/79++LHe3vIJ+Lp6Yl1a9eiOvZIh4bwAm2HfSZaDOYNEuJoNhvZNc+u5max2NDz/7e6j6+FESNGYOnSpUp9XdpZhYWFMDc3l/j7Cg8Px8SJEzt9/a6KeudZ9ZQpU6bg7NmzSlVJ0K9fP2hqaiI7O1vRTRFzdnbGuTNnwJRmwyL5V7wxWNCpkI9hGJSd3g4IBTCf/t8qu+nVbGy9y8HRbDZGWAmxxkuAkZZCaHPav+jhFWZCQ1MLLi4u3fq5nqW+vh4pKSk4f/48ysrKEBISgoCAAIkFNzpLVcK+e/fuoX///t36WaUtNTUVhYWFGD16tKKbQkivMGXKFLksWqVs01Z01bNCvifZ29sjKCgIaWlpuHHjRo8eysvj8ZCQkIBbt27B29sbgwcPbnNoaU8M+zIzM+Hg4CDz4bQnTpzA+PHjW50vmBAiXW5ubjAzM0NkZKT4MT09PWhpadHw3X9paGggMDAQOTk5SE9Pp5DvKStXroS7uzsqz2wDw3/2EF6gZdhnqMHgbRcBYotZiC3p3O9T3agfTF7ZBIORr+Pb7/bCzd0DV65c6cqPolQYhkF+fj4sLS0lHu9NFe+9+8z6l4+PD3R0dJRquWkWiwUXFxekpaWhqaljJ708hISEIPyf4/hg/jR8/9sxxBV0PBytvX0OjQ9vQy/4Fajpmz31LAu3y9n44hYH/zxkw91IiM/8BJg5QICBekKw0TL04xXJbiEOPp+Px48f48aNG7hw4QLq6uoQGBiIIUOGSJT/doeyh32VlZUoKipSqmo+ADh+/DjGjBmjVEOJCenJJk+ejJMnT8q8LxJ9GFPlIU+dCflETExMMGrUKGhra+PSpUs9cgXigoICREZGgs/nY9SoUbCysnrmNj0p7KuoqEB1dbXMF+EAmvvI3jDJOCHKgMViYfLkyTh27JjEYzY2NsjJyVFcw5SMrq4ugoODkZaWhkuXLlHI9wR1dXX89ONh8MvzUXm9Y0N4Acmw7wN3AZIrWAjP7drvk8XmQM//fzCfuwPFTVoYPnw43n//fZW++VhSUgKBQCBRRZ+WlobMzEyMHTtWgS2THzq70FxWPGPGDBw8eFDRTZFgamoKfX19pKenK7opYiUlJWhsbIShoSGunj6KsqOfSszZ1xZ+dTEqIvdDzdAKBkNeafN1wn8Dvx0path6h4MGATDHUYgN/gLMGiiAt7EQWv9W+glLMqW6EEdDQwNycnIQExODM2fOIDU1FUZGRhgzZgwCAgJgbGws9Tvxyhz2paamwt7eXqkCNaFQiIMHD2LmzJmKbgohvUZISAj69u0r89V3WSwWHBwckJGRoZJBV1dCPhF1dXV4e3vDz88P9+/fx/Xr11FZWSm7xspJbW0t4uPjkZSUBFdXVwQEBEBLS6vD2/eUsC8zMxM2NjZQV1eX6XESExORkZHRa6oVCFEGM2fOxB9//CHxGd7GxgalpaVK9ble0bS1taGpqQkejwcDAwMK+Z7g4eGBdevWoib2CLgFHb/uL+Wy0CgA+qgBD2sAoHvXqaK5+wxGzMfOb7+Dq7sHrl692q19KsrDhw/Rv39/ib+zAwcOYMqUKUo1Uk2W6Az71xtvvIFjx46htLRU0U0RE1X1ZWVlScz9oCglJSWIjY2Fp6cnxo4diwvnI8Aqz0Hpbx+BX9V2ebrEkN1XPu/w8QoaWPg7h4N1CRzsvcdBORcYay3EJn8BVng0YeGMFzBkyBCUlZWhoaGhwxcAAoEA9fX1KC4uRlpaGuLi4hAREYGIiAg8evQIxsbGGDFiBMLCwuDk5CTzoEsZw77i4mJUVlbC0dFR0U2REBUVhaqqKjz//POKbgohvQabzcbrr7+O/fv3y/xYdnZ2qK+vV7mqvu6EfE8yNzfHqFGjYGBggKtXr+LmzZtK0Sd0lmjRqkuXLkFdXR2jRo1C//79u3SzTNXDvsrKShQWFsqlP92/fz9mzJjRay5iCFEGAQEBsLOzw59//il+TEtLC+bm5sjNzVVgy5SHaLiuvr4+QkNDkZ6ejgcPHqjkTT1ZWbFiBTw8PFB5dnuHhvCaajFY4irA7XIW9txjYZoD0+5qvB3FYnOgF/ACzOdsRxFPA8OGDVO56j4ul4vCwkLY2tqKH2tqasKhQ4ewYMECBbZMvlgMnWFiw4YNwwsvvID3339f0U2REBcXB01NTXh6eiqsDU+GfP379xc/npKSgomTJuNxSTmMpqyAlo17i21rbp1F+bld0B86CwYh07vdFn0NBuYND2GcdxXz5s0DwzDiIFRTUxNaWlpQV1cHi8VCSUkJTExMADSf9I2NjeLhZzo6OuIJ4A0MDKCvr6/QOW0YhkFycjIKCgq6daEojXZER0ejX79+Shf0zZgxA/369cPXX3+t6KYQ0qvk5+fD3t4e6enpEh+cZCErKws5OTkYOXKkzOczkwZphXxPa2howP3795GXlwcbGxsMHDhQqv1CU1MTTp8+jQkTJkit0qyxsRFZWVnIysqCmZkZnJ2dpRY6qeq8Tjdu3ICenh5cXV1lepza2lpYWVnhwoULCAgIkOmxCCGSdu7cid9++w3Xr18XP1ZUVIRbt25hzJgxKvN+JQutvXdXVVXhxo0bMDc3h4eHh1IujCCLPvJZ7t69Cx8fX/Tx+x8Mh89p83WD9ISYO0iIG8UsnMhlA2B1aZHMZ2GEAlTH/4Pqqz/DztYGPx4+hCFDhkhl37KUkZGBoqIiibb+/fff+OCDD5CZmdlrzsfe8VN20IIFC7B//36lu7vg7OyM3Nxc1NbWKuT4bYV8AODq6oqEm/EI8fdByZ9rUHPrjMTz/KpiVFzcDzWjflIJ+QCgisfCzaQ7+PvvYxg5ciTGjRuHyZMnY+zYsQgMDISTkxOsra1hbm4OoHn1q/79+8PV1RUhISEYN24cpkyZgrCwMPj7+8PR0RGmpqYKn7haWSr7Hj9+DC6XC3t7e4Ucvy2lpaU4duwY3njjDUU3hZBep1+/fnjuuedw4MABmR/Lzs4OAoEAjx49kvmxuktWIR/QPMzJ29sbI0aMAI/HQ2RkJGJjY1FcXKxUn1MYhkF5eTkSEhJw/vx5VFVVSWXRqqepYmVfSUkJysvL5XLT7M8//4S9vT38/f1lfixCiKTXXnsNSUlJSElJET9mZmYGFovVqxflaOsGjb6+PoYPH47q6mpcu3ZNKUauKQN3d3d8/PE61MQeBbcgrZVXMBhq0RzoHX/IxolcDkTDddtajbc7WGwO9ANfhMXc7SjgqmHo0KH44IMP0NDQIJX9ywLDMMjJyWlxU3r//v14/fXXe03IB1DQJ+Hll19GQUGBxN0YZaCrqwsbGxvcvn1b7h/u2wv5RIyNjXE+4hzeWrwY5ee+RXnEtxA2cf8dsrsNYCRX2ZUGXlEG3NzdxXdY2Gw2tLW1YWhoCEtLS9ja2oonvbaxsYGNjQ3Mzc1hYGAALS0tpa0SUXTYx+PxkJycDGdnZ5ksctIdP/30EwIDAzF48GBFN4WQXmnhwoU4cOAA+Hy+TI/DZrMxePBg3L9/HwKBQKbH6g5ZhnxP0tXVhb+/P8LCwqCrq4vExERcuHAB9+/fR1VVlcJCv5qaGqSnp+PSpUu4ceMG1NTUMGLECAQHB0tt0aqnqVLYxzAMUlNT4ejoKJcbifv378fChQuV9vMNIT2ZoaEhpk6dKjHFBYvFgp2dHbKyshTYMsV5VhW2trY2QkNDoaOjg+jo6B4xL600fPTRR/Dw9Px3CO9/i15yWAymOwgxtp8Qu1M5iGtldV1ZhH0AoG7cH6YzvoT+8HnYtmMX3D08lS4vESkuLgafz5dY9Ovhw4e4ePEi5s2bp8CWyR8FfU/Q1tbG7Nmz8d133ym6KS24uLigrq5Oris4dSTkE1FXV8fOnTuxb98+cFMvoeSn91B56QAac+9AL2QG1PRMpdo2YUmWVBfiUCaKDPuSk5Ohp6f3zP/f8iYUCrF3795eNa8CIcrmueeeAwCcOnVK5seytraGurq60q5aKK+Q70na2tpwcXHB2LFj4erqipqaGly5cgXnz5/H7du3UVRUJNMQViAQoLS0FMnJybhw4QKioqJQVlaGgQMHYty4cfD09JTL3HCqEvYVFBSgoaEBDg4OMj/W7du3cfv2bVqoihAFWrhwIQ4fPizxud3Ozg4VFRWoqqpSYMvkr6NTLXA4HPj4+MDBwQFXr15Fbm6uUlWsK8J/q/A+RuW1XwEAhhoM3nYRwFqHwdd3OcipbfuGjqzCvier+x43cBAaGoply5YpXXVfVlYW7O3tJf7m9u/fj/Hjx6Nfv34KbJn8UdD3lLfeegtHjhxBQUGBopsiQV1dHV5eXkhJSZFL8NOZkO9JCxYsQFJiAuxN9VAdfwxqRtZSG7IrIuQ1orE4F76+vlLdrzJRRNhXWFiIgoICeHl5KV1FQEREBCorKzF16lRFN4WQXktNTQ2LFy/Gjh07ZH4s0WJUaWlp4nlVlYUiQr4nsdlsWFlZwd/fH+PHjxe/Z9++fRunTp1CZGQkEhISkJmZ2enFqgCI570tLy9HdnY2kpKSEBUVhVOnTuHmzZtoamqCq6srxo8fj6CgINjY2Mi9AlzZwz6hUIh79+7ByclJLr+b7du3Y9asWTAwMJD5sQghrRsyZAhsbW3x888/ix/T0NCAtbV1r6rq6+x8qiwWC46OjvD390dqaipiY2OVLjySN3d3d3zyyceoif0bAZoFWOEpQFEDCztSOKjiPfsaTVZhH/Bvdd+rX0J/+Bx8s30n3D08cePGDakeo6tqampQWloqMWy3sbERe/fuxZIlSxTYMsWgxThaMWHCBPj7++PTTz9VdFNauH37NmpraxESEiKzMKarIZ+IUCjEyJGjcCPxNszn7gJHx0Cq7WvMu4eiXz5EYmIivL2923ydIiZRlTZ5LdAhmv/J2dlZ5hPtd8X48eMRGBiITz75RNFNIaRXKy0tRf/+/REXFwd395aLL0kTwzC4du0ajI2N4ezsLNNjdZSiQ772iAK6yspKVFVVif8rmvtIQ0MDWlpa0NLSEl94FRYWwtzcHAzDiBes4nK54tc/vWBVnz59lOpGkLIu0PHw4UOkp6dj1KhRMm9TSUkJbGxscPPmTZkv+EEIad/Bgwfx9ddfIzk5WfxeWV1djejoaIwdOxaampoKbqFsdfc9mcfj4e7duygqKoKbm1uXV2uXBkVfR9bU1GD//v0wMDTCH/n6eFDb+SkgZLFAx5OaSh+h4uw2NBak44P/+z989tln0NbWlvpxOur27dsQCATw8fERP3bgwAFs3boVd+/eVarPL/JAQV8rzp07h9mzZyM3N1fp3pCbmppw6dIlDBw4UCbDQbob8gHAd999h7feegtm09ZD277tIK6rqhNOoDb6IGpra9qd90bRb9DSIo+wLzExETweD4GBgUr3Jnj//n14eXkhJycHFhYWim4OIb3eG2+8ARaLJTEXkayUl5fj+vXrCAsLg5aWlsyP1x5lDvnaIxQKxSGeKMgTCoXg8/m4d+8eXFxcoKamJl61XktLC5qamkq5CmJrlC3sEwgEuHDhAtzc3OQyTGjDhg2Ijo7G+fPnZX4sQkj7GhsbYWNjg19++QVjxowRP37t2jWYmJjAyclJga2TLWm+FxcUFOD27dswMDCAh4cH+vTpI8WWdoyiriMZhsHDhw+RkpICbW1tvPjii2AGj4HhiLld2p+swz5GKEB13DFUX/sFDvb2+OnHwwgKCpL6cZ6Fx+MhIiICoaGh4up2hmHg5eWFt99+GwsXLpR7mxRNOW59KpmxY8fCyMgIv//+u6Kb0oK6ujq8vb2Rmpoq9eGc0gj5srOz8cGyD9HX6zmZhHwAwCvMgKu7u8JXyZUXWQ/jFQ3Z9fT0VLqQDwB27tyJ6dOnU8hHiJJYunQpfvnlF5SWlsr8WEZGRjAzM5NYyVARVDXkA1ouVmVnZwcHBwfxyup2dnawt7eHlZUVjIyM0KdPH5UJ+QDlG8b74MEDaGlpSUwELis8Hg+7d+/G0qVLZX4sQsizaWlp4c0338T27dslHh84cCAyMzOVbioKaZH2DRdLS0uMGjUKGhoaiIyMRHJyMng83rM3VGEMw6CgoACXLl1Ceno6/Pz8MGrUKCxfvhw1cX+D+/hBl/Yry2G8wL9z9wW9DPM525Ff1zyEffny5XJfSTkjIwOGhoYSU1hER0cjLy8Pr732mlzboiwo6GsFi8XCu+++i23btinlhKCmpqbo378/kpKSpNY+aYR8QqEQc+fPh1BDB4Yj5kulXa0epyQTgT10IY62yCrs4/F4uHXrFtzd3RVaat2WiooKHD58mC5iCFEi7u7uCAoKkktFHwB4eHigqKhIYXPnqnLI11soS9hXUVGBrKwseHt7y+XG2ZEjR6Cjo4MJEybI/FiEkI5ZvHgxLly4gLS0NPFjZmZm0NPTQ0ZGhgJbJhuyqqrW0NCAj48PQkNDUVNTg/PnzyMtLU2mi04pSllZGa5evYpbt27Bzs4Oo0ePhrm5OQBg+fLl8PL2RuXZbRKr8HaGrMM+ANAwsYHpzK+gN3QWtnyzDR6eXoiNjZXJsZ7W0NCArKwsuLi4SDy+fft2LFiwQCEVocqAgr42zJ49G/n5+Thx4oSim9IqFxcXNDQ0ID09vdv7kkbIBwB79uzB5ago6I97F2xN2ZxQwqaevxBHW6Qd9jEMg1u3bsHAwEDpVtkV2bJlCwICAiTmWiCEKN6HH36IrVu3orq6WubH0tLSgru7O27fvi33O/oU8qkORYd9AoEASUlJcHR0hJ6ensyPx+fzsWHDBvzf//2fwocrE0L+Y2lpiVdffRXr168XPyZaYCozM1PulU6yJI+pEwwMDBAcHIyAgAAUFBTgwoULPaI6kmEYlJWVISYmBjdu3ICpqSnCwsLg4OAg8XtUU1PDTz8ehqCyCJVXf+ny8eQR9jVX902F+extyKtlEBISgo8++kjmf/NpaWkwNzeHoaGh+LGkpCScO3cO77zzjkyPrczok0EbdHR0sHbtWqxatQoCgUDRzWlBXV0d/v7+SEtLQ2FhYZf3I62QLzs7G8s+XN48ZNfOq8v7eZam4mwwjLBXBn2AdMO+Bw8eoKqqCj4+Pko5ZLegoADbtm3Dpk2bFN0UQshTnnvuOTg7O2PLli1yOZ61tTUMDQ1x9+5duRwPoJBPFSky7Hvw4AHYbDYcHR3lcrwff/wRPB4Pb7zxhlyORwjpuI8//hhHjhzBnTt3xI+JpqJ48KBrQzCVjbznRzU1NcWwYcPg4eGB/Px8RERE4O7du6ipqZHpcaWNz+cjNzcX0dHRiImJga6uLsaMGYPBgwe3ORegq6srPv30E9TEHQM3/36Xjy2PsA8ANExtm6v7Ql/D11u/gaeXN+Li4mRyrNraWuTm5mLw4MESj69cuRJvvfUWrK2tZXJcVUBBXzsWLVqE+vp6/PTTT4puSqsMDAzg7e2NhISELlVVSCvkEwqFmDtvHoSafWU6ZBcAuIUZUFfXgJubm0yPo8ykEfY9fvwYmZmZCAwMVNq5DtevX49x48YhMDBQ0U0hhDyFxWLhyy+/xNatW1FUVCSX43l6eqKoqAiPHz+W+fEo5FNdigj7REN2fXx85FJd19DQgI8//hgbNmxQ6cXGCOmpbG1tsXjxYqxcuVLicWdnZ+Tm5qK2tlZBLZMORS2CxGKxYGVlhWHDhiE4OBg8Hg9RUVG4evUqcnNzlbbKj2EYVFRU4M6dOzh37hwyMjJga2uLcePGwdXVtUOLf3744Yfw9vFB5bntXR7CC8gv7GOxOdAPngbz2d/gUbUAwcHBWLFihdSr++7du4f+/ftDV1dX/NilS5cQExPT4vzrbSjoa4eGhgbWr1+PdevWKW2Zdb9+/eDg4IDY2NhODWmSVsgHNK+yezk6Gvpjl8hsyK4IrzATLm5uShtOyUt3wr6qqiokJibCx8dHLsOLuiIjIwMHDx7E559/ruimEELaEBwcjNGjR2PDhg1yOZ5oCO+dO3fA5XJldhwK+VSfPMM+gUCAxMREDBo0SG596rfffgtTU1NMmzZNLscjhHTeqlWrcOXKFVy+fFn8mK6uLqytrXH/ftershRNWVY6NzIygq+vL8aOHQtLS0tkZmbizJkzuHbtGjIzM6W+eGFnCQQCFBYW4tatWzh37hyuX78OPp+P4OBgjBw5Evb29lBTU+vw/iSG8F75uVttk1fYBwAapnYwfe1r6IW+hq++3gIvbx/Ex8dLZd8VFRUoKiqSWM2aYRisWLECy5cvh7GxsVSOo6oo6HuGGTNmwMjICN99952im9KmwYMHQ09PD/Hx8R36MCvNkC8rKwvLPlwOXe/xMh2yK8KU9r6FONrSlbCPy+UiNjYWgwYNgqWlpRxa2TVr167FzJkzW5RhE0KUy+eff47vv/8eWVlZcjmerIfwUsjXc8gr7Lt//z7U1NQwcOBAmez/aZWVldi4cSM2bdpEc/MRosRMTEzw4YcfYsWKFRKLJw4ePBiFhYWorKxUXOO6SFlCvidpampiwIABGDlyJMLCwmBpaYmioiJcvHhRvGJvXl4eampqZLrIJo/HQ0lJCdLT0xEbG4szZ87g7t274HA48PX1xfjx4+Hj4wMjI6MuT5nk4uKCzz77FDXxx7s1hBeQb9gnru6bsw251XwEBQVh5cqV3b5pe+/ePdjb20ssKHns2DHk5ubSQo4AWIwyLiurZM6cOYNZs2YhMzMT+vr6im5Oq/h8Pq5cuQJjY2N4eHi0+TpphnxCoRDDR4xEfPIDmM3ZKfNqPmETF3nbpuG73d9i0aJFz3x9U1MTTp8+jQkTJvTooS0MwyA5ORkFBQXtXpgKhUJcu3YN2tra8PX1Vcp5+QAgMTERoaGhSEtL69XzKhCiKubNmwcej4dffun6JNGd0djYiMjISHh5ecHKykpq++1tIV9v6SNleWFaXl6O69evY9iwYXKr5lu1ahViYmJw8eJFpe3HCSHNamtrMXDgQOzduxfPP/+8+PGUlBRUV1cjODhYga3rHGUM+drT1NSE4uJilJaWorKyEtXV1WCz2dDX14eBgQF0dHSgpaUl/tLU1JT4mZ7uIxmGQVNTExobG8HlctHY2IiGhgZUVVWhsrIS9fX10NbWhoGBAQwNDWFubg5dXV2pv0/z+XwEBYcgJacQprO3ga3+7GG/7RmkJ8Qbg4X4M4uNm6Wy/3/KCPioij2Cmuu/w9HRET/9eBj+/v6d3k9xcTFu3ryJsLAw8Ug/Pp8PNzc3vPfee3jzzTel3XSVQ0FfBzAMg5EjR2Lo0KESKygpm7q6Oly+fBnOzs6ws7Nr8bw0Qz4A2LVrF5YsWQKzVz6Htq1nt/f3LNzHD1D40weIj4+Hn9+zq/p6y0UM8Oywj2EY3L59G5WVlQgNDe1Uqbi8jRs3Dp6enti8ebOim0II6YDc3Fw4OTnhxo0b8PLykssx8/LycPfuXQwfPhx9+nT/JlNvC/mA3tVHyuIClcfj4fLly7CxscGgQYOk0Mpne/z4MRwdHXHp0iUEBATI5ZiEkO759ttvsXv3bty5cwccDgdA8/vH+fPnERAQAFNTUwW38NlULeRrjVAoRE1NDSorK8XBnCiwE1WWaWhoQE1NTRzO1dXVoU+fPmAYBlwuF0KhEBwORyIg1NPTg4GBAfT19Ts01540pKamwsvLG9rek2A4svvz48s77AMAXnE2Ks9uB7c4Gys++gjr1q3r8O+PYRhER0ejX79+Egtgff/999i8eTNSUlJ6/OeajqCgr4NiYmIQFhaGjIwMWFhYKLo5bSotLUVMTAx8fX0lhmZKO+TLzMyEm7sH1AePgNHYt7q9v46oSTyF6qjvUVtT06E3gt50EQO0H/bdv38fOTk5GD58uER5s7KJjIzESy+9hMzMTBgZGSm6OYSQDvrggw+QmpqKM2fOyO2Yt2/fRnl5OYYOHdqtmxe9MeQDel8fKc0LVaFQiNjYWLBYLAQGBsqtsu7NN99EaWkpjhw5IpfjEUK6j8fjwdnZGWvWrMG8efPEj6elpaGgoADDhg1T6urcnhDyPYtQKBSHfgKBQFy9Fx8fj8DAQKirq0NDQwNaWloSQaAibd68GR+tWAHzVzdDy9q52/tTRNjHCPioivkLNTf+gJOTE348fKhDxTz5+flITk7G6NGjxZ//Ghoa4OjoiK1bt9L8tf/qeWeqjAQFBWHMmDFKXdEHNM8H4ePjg4SEBPFKiNIO+YRCIebMnQdGSw8GI+Y9ewMp4RZmwNmlYysT9UZtzdmXnp6O7OxshISEKHXIJ5o89aOPPqKQjxAVs2rVKly/fh1RUVFyO6a7uzs0NDSQmJjY5Xl3emvI1xtJc86+1NRU1NfXy3UajLS0NBw6dIgWqSJExWhoaGDDhg34+OOPJRZ3dHBwQGNjIx49eqTA1rWvN4R8AMBms6GtrQ1DQ0OYmJjA1NRUXGlpbGwMY2Nj6OrqQl1dXSlCPqD5Bqufnz+qzm2HsKn7C5TJc84+ERZHDQZDZsB89jfIKW9EYFAQVq9e3e7cfXw+H6mpqRg8eLDETd6dO3fC3NwcL7/8sjyarhJ65tkqIxs3bsQPP/yAjIwMRTelXVZWVvD29kZ8fDwyMjKkGvIBzSXo165egcG4d8HWkF9wxJTQQhzP8nTYd+/ePaSnpyMkJERpV9gVOXr0KPLy8vDuu+8quimEkE4yNjbG8uXLW0w6LktsNht+fn6oqqpCWlpap7enkK/3kUbYl5ubi9zcXHGVh7ysXbsWs2fPllhdkBCiGqZPnw5jY2N8++234sfU1NTg6emJ5ORkNDQ0KLB1restIZ+q4nA4zavwVpeg8spPUtmnIsI+ANAws4fpa1ugG/wKvvjyS3j7+CIhIaHV16akpKBPnz6wsbERP1ZRUYFNmzbhiy++oL/TJ9BvohOcnZ0xc+ZMrF69WtFNeaZ+/frB3t4eKSkpcHBwkFrIl5mZieUfrYCuz0Ro2ba96Ie0MXweGkoewtfXV27HVFWisK9Pnz5IS0uDl5eX0i4iI8Lj8bB69Wp8/PHHUplvixAif++99x5ycnJw9OhRuR1TU1MTgYGByMjIwOPHjzu8HYV8vVd3wr7y8nLcuXMH/v7+6Nu3rwxbKSkuLg4nTpzAxx9/LLdjEkKkh81mY9OmTdi4cSPKy8vFj1tYWMDc3By3b9+W202yjqCQTzUMHjwYn29Yj5qb/6AxL1Uq+1RU2Pd0dV9AYCDWrl0LHo8nfk1JSQkePXoELy8vicrKTZs2wdfXF2PGjJFbe1UBnbWdtH79ekRERODEiROKbkq7SkpKkJ2dDVtbW2RlZaG4uLjb+/xvyK4+DIbP7X4jO4FXnA1GIKCgr4MyMzNRXV0NKysrJCcni4fxKqv169dDR0cH8+d3f0JZQohi6OjoYPPmzViyZInEhYys6enpwcfHB4mJiaiqqnrm6ynkI10J+xoaGhAXFwcXFxe5Tp7P5XLx+uuvY8WKFejXr5/cjksIka5x48YhJCQE7733nsTj7u7uqKysVJohvBTyqZb/+7//g79/AKrOboewqfHZG3SAosI+ANAwc2iu7guajo2bNsHbxxeJiYloampCUlISXFxcJD63JSQkYNeuXdi6datc26kK6MztJCsrK2zfvh0LFy6U64VMZzw5J5+Xlxe8vLwQFxeHgoKCbu13165dzUN2n1si1yG7AMArygRHTQ3u7u5yPa4qevDggXi4rp+fX4s5+5RNQkICtmzZgkOHDvWKCeEJ6clmzZoFX19fLF26VK7HtbS0hKOjI2JjY9ud24VCPiLSmbCPz+cjNjYWFhYWsLe3l2Mrm2+EqaurY+XKlXI9LiFEulgsFvbu3YsTJ05IFIxoaGjAy8sLd+/eVfgQXgr5VA+Hw8GPhw9BUFOKysvSGcILKDbsY3HUYBD6KsxnfYOs0noEBAQgMTEROjo6En0wl8vF3LlzsXLlSnh4yG+koaqgs7cLZs2aBT8/P7lfyHREawtvWFtbixfoePjwYZf2m5GR8e+Q3UnQspH/icQrzICzsyu0tLTkfmxVIRQKcffuXWRnZ2PIkCEwMDBoc4EOZUFv0IT0LCwWC/v27cPJkycRHh4u12MPGjQIhoaGiI+Ph0AgaPE8hXzkaR0J+xiGwa1bt8DhcODh4SHXidhv3ryJrVu30o0wQnqItgpGLCwsYGlpiVu3bilsCC+FfKpr8ODB2Pj5BtQkhKMxL0Vq+1Vk2AcA6mZ2YGvrYuiw4SgpKWkxZHf9+vXQ0NDAihUr5N42VUBncBeI7sgo4kKmPe2trmtlZYXAwECkpKTg7t27nZqTRigUYvacuUAfA7kP2RW3oSQTgQG0EEdbeDweYmJiUFJSgqFDh0osvKHMYR+9QRPS84guZBYtWiTXyncWiwVvb28IBALcvHlTop+jkI+0pb2wj2EY3LlzBxUVFQgICJDrhS/dCCOkZ2qrYMTNzQ3V1dXIzc2Ve5so5FN977//PgICAlF1dofUhvACig37ahJOQFj4AO+/txSurq4Sn91EN8IOHjxIN8LaQGdxFynqQqYt7YV8Iqamphg+vDkRj4mJkZjcsj07duzAjevX/l1lV/4VdQyfh4biHJqfrw01NTW4fPky2Gw2hg4d2uoFrDKGfVSpQEjPJbqQkfcq2mpqaggODkZ9fb04tKGQjzxLa2Gf6O+mqKgIQ4YMgaamplzb9Nlnn0FTU5NuhBHSw7RVMKKhoaGQVXgp5OsZREN4hbVlUh3CCygm7OOV5qIq+jC2bNkCY2Nj2NnZiZ+jG2EdQ2dyNyjqQuZpHQn5RHR0dDB06FBwOBxcvnwZNTU17b4+PT0dK1augq7vZGjZKGZ+PF5JDi3E0YaioiJcvnxZXLHZXmCmTGGf6A161apVNO8iIT2Q6ELm1KlT+Oeff+R6bA0NDYSEhKCmpgZJSUlITk6mkI8809Nh371795Cfn4+QkBC5rwZ/8+ZNfPPNN3QjjJAeysrKCjt27GhRMCLvIbwU8vUsTk5O/w3hfZQs1X3LM+xjBE2oPL0Vz40bCxsbmxZDdulGWMfQ2dwNT17IHD9+XCFt6EzIJ6Kuro6AgAD069cPly9fRlFRUauvEwgEmD1nLlh9DGEwbI40m90pvMIMsP+dG4c0YxgGGRkZiI+Ph6enJ1xcXDo0b5CyhH2iN+iPPvpIIccnhMjekxcyZWVlcj22pqYmgoODUVRUhIcPHyIkJIRCPvJMor+b0tJSZGZmIigoCH379pVrG7hcLubMmUM3wgjp4V577TX4+/u3KBhxd3eXyxBeCvl6pvfeew+BgUGoOrdTqkN4AfmFfRVRh8CpLcLiNxe1GLIbHx9PN8I6iM7obhJdyLz55ptyv5DpSsgnwmKx4OzsDE9PT8THxyM9Pb3FnaMdO3Yg5sZ16D+nmCG7IryiTAx2dqGFOP4lEAiQlJSEzMxMDBkyBNbW1p3aXtFhH71BE9J7vPbaawgICMCSJUvkelyGYZCZmQkOhwNNTU08ePCgU3PTkt5J9HfDYrGgra2NtLQ0uf/dfPLJJ9DS0qIbYYT0cKKCkdOnT0sUjKirq4tX4a2qqpLJsSnk67kkhvBG/yj1/cs67Ku9E4HahHDs37cPRkZGEkN2GxsbaURYJ9BZLQWKuJDpTsj3JGtra4SGhiI7Oxs3btxAfX09ACAtLe2/Ibv93aTV7C4RlmQh0J8W4gCA8vJyREVFoba2FsOHD4ehoWGX9qOosE/0Br169Wp6gyakFxBdyJw9exbHjh2TyzGfnJMvNDQUQ4cORVVVVZurqhICNP/dJCcnIy8vT/x3095qvLIQFxeH7du3040wQnoJS0vLVgtGzM3NMWjQIMTGxoLL5Ur1mBTy9XyDBg3Cpo2foybxhNSH8AKyC/sa81JREbEbmzdvhrGxMfz8/CRGrH366ad0I6wT6MyWgicvZP7++2+ZH09aIZ+IgYEBRo4cCW1tbVy6dAlZWVnNQ3Z1jBQ6ZBcAGH4TGouye/38fAKBACkpKbh+/TpsbGwQGhra7QpHRYR9n3zyCbS1tekNmpBe5MkLmZKSEpkeq7WFN7S0tDBkyBDU1dUhPj4eAoFApm0gqke0um5hYSFCQ0PRt2/fdlfjlYWGhgbMmzePboQR0svMnDkTgYGBeOeddyRGVzk6OsLIyAhxcXFSe/+hkK/3WLp0KYKCglF5dgeEPOkO4QWkH/bxq4tR8c8mzJkzB87OzggMDISGhob4+djYWLoR1kl0dkuJpaUl9uzZg/nz5+P+/fsyO460Qz4RdXV1eHt7w8/PD0lJSRj/3DjYv/h/Ch2yCwC80ocQCvi9OugTVfGVlpZi2LBhcHR0lFrHLM+w79ixY9i9ezcOHz4MNTU1mR2HEKJ8Zs6cieHDh2PatGloamqSyTHaW11XFNrweDxcvXpVrisaEuXW1NSEmJgYlJaWtvl3I+uwj2EYLFiwAAYGBnQjjJBeRlQwEhUVhV27dkk87uXlBYFAgDt37nR7cQ4K+XoXDoeDw4cOgqkrR+XlwzI5hrTCPmFTI8qPb4SPuzNe+N/z8PX1hZ6envj5oqIivPzyy/j000/pRlgn0BkuRdOmTcNbb72FKVOmoKKiQur7l1XI96TKykq8/sYCVDLa+Pi5gQg2EwKQ/apPbREtxOHp6amwNijKk1V8/fv3x9ChQyXe9KRFHmHf3bt3MWfOHBw+fBiurq5S3z8hRLmxWCwcPHgQFRUVeO+996S+//ZCPhHRarx6enqIjo6WWOmQ9E41NTWIjo4Gi8XCsGHDWl1dVx5h31dffYXo6GgcPXqUboQR0gtZWFjg2LFjWLFiBS5cuCB+XE1NDYGBgSgsLER2dnaX908hX+80aNAgfLFpI2oSZDOEF+h+2McwDMrPbIc+U4vVq1bCyckJFhYW4ue5XC5efPFFDBs2DMuWLZNm03s8OsulbMOGDRg8eDCmT58OPp8vtf3KI+QTrbLL5fTB0ZoBOJzOxnPWQrzpLISRpmLCPl5hBpycnKGtra2Q4yvK01V8gwYNkmmnLMuwr6SkBFOmTMGHH36IF154QWr7JYSoFh0dHfzzzz/466+/sGfPHqnttyMhnwiHw4GXlxccHR1x/fp1ma9qSJRXcXExrly5AktLSwQGBrY7FEiWYd+pU6fw2Wef4Z9//pG4uCGE9C5BQUHYvXs3pk2bhvT0dPHj2traCAgIQGpqapemv6CQr3d79913ERQcgsqz22UyhBfoXthXfeNPcNNv4LvvvoOFhQUcHR3FzzEMg8WLF4PH4+H777+XmK+PPBud6VLGZrPx888/Iz8/H8uXL5fKPuUR8gHAtm3bEBcX27zKrroW7lWy8cVtDiq4wEovAV6wE0BHTb6Bn7AkE4EBvWchjpqaGsTFxcm8iq81sgj7eDweXn75Zfj7+2PNmjVSaCUhRJXZ2tri6NGj+OCDDxAdHd3t/XUm5BNhsVgYMGAAAgICkJycjJSUlG4PiSKqg2EYZGRkIC4uDu7u7nB1de3QxYMswr579+7h1VdfxQ8//AAfH59u748QotrmzJmD+fPn4/nnn5dYcdfIyAju7u6Ij49HbW1th/dHIR8RrcKL+kqZDeEFuhb21afHoPLKT9i7dy8MDAzg7e0t0R/v2LEDZ86cwfHjx3td0Y800NkuA3p6eggPD8fhw4dx8ODBbu1LXiHfgwcPsGr1Guj6ToGW9X9DKxsELPyRxcHWuxyYaALrvAV4zloITbbsL4oYQRMai3N6xfx8DQ0NSEpKQlRUFDQ1NREWFibzKr7WSDvsW7p0Kaqrq3Hw4EG6C0MIAQAMHToU27Ztw0svvdStoUhdCfmeZGZmhmHDhqGwsBAxMTEymzuQKA+BQICkpCRkZmZiyJAhnf5cJc2wr7y8HFOmTMGSJUswffr0Lu+HENKzfPnll7C1tcXMmTMlFo+ytbWFjY0NYmNjO9RfUchHRBwdHf8bwpt7R2bH6UzYxyvJQcWpLVi1ejWsrKwQGBgIDocjfj4iIgKrVq3C8ePH0a9fP5m1uSejM15GBgwYgL/++gvvvPMOrl+/3qV9yCvkEw3ZZfc1hsGwWa2+pqCehf0PONh7nwMnfSHW+ggw1EIIDkt2gR+v5CGE/KYeHfTxeDykpKTg4sWLEAgEGDlyJDw9Pbu9om53SCvs++6773D06FH8888/nb4AJ4T0bAsWLMCMGTPw/PPPd6o6QaS7IZ9I3759MWzYMLBYLFy+fBk1NTVd2g9Rfo2Njbh27RpqamowbNgwGBoadmk/0gj7+Hw+pk+fDldXV3z22WddagchpGficDj47bffkJ6ejtWrV0s85+LiAm1tbSQkJLRbiU4hH3nau+++i+CQIag8uxNCnuwWJOtI2MevKkb5359h4vjnEBQYiICAAImKvfT0dEyfPh179uxBYGCgzNra09FZL0OjRo3C5s2b8eKLL+LRo0ed2lZeIR8AfPPNN/8O2V0Ktnr7AVNWDQvbUzj4PZONIeZCrPISwNdECJYMFuzgFWaAzWb3yIU4+Hw+0tLScOHCBVRVVSE0NBR+fn7o27evopsGoPth36VLl7Bs2TL8/fffsLGxkVErCSGqbOvWrTA1NcXs2bM7FZZIK+QTUVdXR2BgICwsLBAdHY3s7GwaytvD5Ofn49KlS9DR0UFoaGi3hwB1N+xbtmwZCgoK8NNPP9EFOCGkBQMDA4SHh2Pv3r345ZdfxI+z2Wz4+fmhtrYWt2/fbrWvopCPtIbNZjcP4W2oRGX0IZkeq72wj19ditI/VyPA0wVvvD4fnp6eMDIyEj9fVVWFKVOmYMGCBZg1q/UCJNIxdObL2FtvvYXnn38e//vf/1BfX9+hbeQZ8t2/f/+JIbsuHdyKheQKNr68zcHZPDYm2QixxluA4RZCaHGkd3HEK8rAICfnVlfBU1UNDQ1ISUlBREQECgoK4O/vj5CQEBgYGCi6aS10NezLysrC1KlTsWPHDoSGhsq4lYQQVaWuro4///wTt2/fxqefftqhbaQd8omwWCy4uroiICAA6enpuH79eof7bKK8uFwu4uPjcefOHbi7u8PHx0diaFB3dDXs++GHH/DTTz8hPDwcurq6UmkLIaTncXJywu+//45FixYhPj5e/LiGhgaGDBmCkpIS3L17VyLso5CPtGfgwIH48otNqEk8hcaHshvCC7Qe9glqK1D21xp4Odpi+bIP4OzsLFEQIhAI8Oqrr8Le3h6bNm2Saft6Azr7ZYzFYmHnzp3Q0dHB/Pnzn1klIM+QTyAQYNbsOeDomrQ5ZLc9DFiIL2FjfRIHJ3PZ8DIW4lNfAV6yE8Bcu/uBn7A4q0csxMEwDEpLSxEfH48LFy6grq4OAQEBGDZsGExNTRXdvHZ1NuyrqanB888/j5kzZ+L111+XUysJIarK2NgY4eHh+Oabb/DXX3+1+1pZhXxPMjMzw8iRI6Gjo4NLly5RdZ8Ke/z4MSIjI8EwDEaOHAlra2upzxXb2bDv2rVrePfdd3HkyBE4ODhItS2EkJ5n3Lhx+Oyzz/C///0Pjx8/Fj+ura2NkJAQFBQUIDU1FQzDUMhHOmTJkiUIGRKKynM7ZDqEF5AM+3z0alH611oM7m+GNWtWw8nJCQMGDJB4/apVq5CZmYnffvtNajflejN6B5ADDQ0NHD16FDExMVi5cmWbFw3yDPkAYMuWLbh5Mx76z733zCG77REyLCSVsbE9RQ3fpnCgrQYs8xDgXVc+/E2EUO/Cwh3NC3Fkq/T8fFwuFxkZGYiMjERcXBy0tbUxevRoBAQEwMTERGUWp+ho2MflcjFt2jRYWFhgy5Ytcm4lIURVubq64pdffsG8efNw5cqVVl8jj5BPRF1dHV5eXvD396fqPhXE5XJx8+ZN3Lp1C+7u7vD395fpvLcdDfvu3buHF154AZs3b8bIkSNl1h5CSM/y/vvvY+zYsZg0aRIqKyvFj+vo6GDIkCF49OgRUlJSKOQjHcJms3H40EGwGqtlPoQXaA779t5uwPQBLLwYNgTrP/sUAwcOhKOjo8Tr9uzZg3379iE8PBz6+voyb1dvQO8CcmJqaoqIiAgcOnQI69evb/G8vEO+e/fuYc3addDz+x+0rJ2ltt/cOhZ+zuDg4wQObpexMbqfEJ/5CjBjgABuhkJodDD0ayrNVcmFOLhcLnJzcxEXF4eIiAgUFRXByckJ48aNg5ubm8oOQ35W2NfU1IRp06ahvLwcR48ehZqamoJaSghRRZMnT8Y333yDSZMmISYmRuI5eYZ8T3q6ui8nJ4eq+5Tc48ePcenSJQiFQowaNUomVXyteVbYl56ejtGjR+PNN9/E22+/LfP2EEJ6DhaLhb1796Jfv3547rnnJBaN6tu3L/z9/ZGVlQWGYeDj40MhH3mmgQMHYvOXX6Am8RQaHt6W6bEEtRW4vmclfvn1F0ybNhUmJiZwcnKSeM2BAwewfPlynDp1CoMGDZJpe3oTuhqXo0GDBuHixYsYMWIENDU18dFHHwGQf8jH5/Obh+zqmUF/6GsyOUY9n4XowuYvu76Al7EQ/7MVQl8TSK9i4W45CykVLFQ3tf4BnFuYqRILcTAMg9raWhQWFqKwsBAVFRXQ19eHhYUFXFxclGZxDWkQhX1A8/Aj0QU3n8/HzJkzkZubi8jISOjp6Sm4pYQQVbRgwQJwuVyMHz8eFy9ehI+Pj8JCPhFRdZ+VlRVu3bqF/Px8uLm50d1mJVNXV4fU1FSUlJTAw8MD/fr1k3vVvCjsu379OhISEsRVNTk5ORg9ejRmzpzZ4bkoCSHkSRoaGvjrr78wZcoUTJw4EWfOnIGOjg64XC7u3LkDExMTVFdX48GDB3B2dlaZUUNEcd5++238+dcRxJ/bCc25O8HW6N4iVa3hV5ei7K81GNzfDAsXLICFhQUKCgqQl5cnzjx+/fVXLF26FCdPnkRISIjU29CbUdAnZ66urjh//jxGjRoFLS0tvPrqq3IN+YDmIbuJCQkwn/kl2OqaMj4aCzm1QE4tB8cfMjDTAtyMGPibCjHVAcivA+6Ws5FaycLjOkCI5o6JV5SBgY5Ocr+o6wg+n4+KigoUFRWhsLAQDQ0NMDU1Rf/+/eHn59ft1fyU2dNhX1BQEN5++22kpqbi0qVLMDQ0VHALCSGq7J133kFjYyPGjh2LyMhIsNlshYV8TxJV9z148ABXrlyBpaUlBg8erJR9VG/S2NiItLQ0PHz4ENbW1uLPVorydNhnbm6OUaNG4fnnn8fmzZvp4psQ0mVaWlo4fvw4JkyYgOeffx5HjhxBUlKSeLhuXV0drl+/DoFAADc3N3q/Ie0SDeF1dXNHZdRBGI19S6r751cVofSPNfAaZIs1a1bD0dERgwYNQmlpKWJjYwEAsbGxWLBgAY4dO4bhw4dL9fiEgj6F8PLywtmzZzFmzBg8ePAAK1eulFvIl5qairVr10HX/3/Q7Ce9Ibsdw0JxIxD5mIXIx2zoqDFwMWDgZsRgtJUQbDbwuA54VMfCvQFGcLBwgFAoVGgJOp/PR3V1NSorK8VfNTU10NTUhLm5OVxdXWFqatqrhqqKwj6hUIhXXnkFmZmZiI6OVvqFRQghqmHZsmVoaGjA6NGjsXHjRrz66qtKEaipq6vDzc0NDg4OuH//PiIjI2FrawsnJydoasr6phl5UlNTEzIzM5GRkQFTU1MMHz5caarJRWFfeHg4pk6dijFjxmD79u100U0I6bY+ffrg5MmTGDduHMaPH4+vvvpKXD2sq6uL0NBQXLt2DUKhEB4eHvS+Q9rl4OCArzZ/iSVLlkDbaQi0baUzko5XnIXyYxsQ4OmC5cs+gJOTk3hOPlNTUwQGBmL79u345ptv8Mcff2Ds2LFSOS6RxGJowhmFuXbtGiZMmIDPPvsMS5culfnx+Hw+AoOCkfqwCKazt8mhmq/jWGBgqgX078ugfx8hzCpT4ew8GGpqatDT04OBgQF0dXWhpaUl/tLU1Gx3RZ6mpiacPn0aEyZMgLq6epuv4/P5aGxslPgShXuiUE9fXx8GBgbiLy0trV7deQoEAsyfPx/Xrl1DVFQUrK2tFd0kQkgPs27dOuzZswfnz59Xymkcqqurce/ePZSUlGDgwIEYMGBAu32NsuloH6lMBAIBcnJykJaWBl1dXbi4uMDIyEjRzWohNzcXo0aNQmhoKA4cOEBzZhFCpKqqqgpjx46Fnp4e/vnnH4k5wOvr63H9+nUYGhrCy8uLVi/tIlXsI7tCKBRi5KhRiL1zH2ZzdoKt2b355OseXEPF6W/w/KSJmDdvLpydnVusrnvkyBHMmTMHP/30E1588cVuHY+0rfeUISmhIUOG4Pz58xg3bhy4XC6WL18u0+N9/fXXSEpMhPnMzUoV8gEA82+1X3EjCzeKc1BwcBUuX74Mb29vcSVdcXExGhsbweVy0djYCKC5wuLJ4E9dXR0sFgtsNls8Gfb9+/fBYrHAMAyEQiGampokQj2BQAA2mw1NTU3xvvT09GBpaUmhXiuampowa9Ys3L17VzyEjRBCpO2zzz6DlpYWRo4ciYiICPj5+Sm6SRL09PQQGBiIsrIypKamIjs7G4MGDYKdnR1dWEkZwzB49OgR7t+/D3V1dfj4+MDMzEwp++asrCyMGjUK48ePx7fffkshHyFE6vT19XHhwgVMnDgREyZMwMmTJ8Xzgvfp0wehoaGIi4vD1atXERAQ0KOnFSLdw2azcfDAAbi5e6Ay+iCMxnZtwSiGEaLq2u+ouvYr1q5dC39//1anJvvll1+wcOFC/PHHH5g0aZI0fgTSBgr6FCwgIACRkZEYO3YsGhsbsXbtWpl8cE1JScG6dR//O2R3sNT3L028wgywWCx4e3ujb9++6Nu3b4uKMYZhxIHfk+Efn88HwzAQCAQQCAQAmiv2OBwO2Gw21NTUoK2tDTMzM4nqQFFASNrH5XLxyiuvIDs7G1FRUTRclxAiU6tWrYK2tjbCwsJw5swZBAcHK7pJLRgbGyM0NBRFRUVITU1FRkYG7OzsYGdnR0N6u6mpqQm5ubnIzs4GwzBwdnaW20q6XZGWloZRo0Zh6tSp2Lp1q9K2kxCi+nR1dXHmzBk8//zzGDduHE6fPi1eKEpLSwtDhgzB7du3ER0djcDAQJpHm7RJNIT3nXfegfagIdC28+rU9kJeI8pPfwNeVhwOHjwICwuLVv/mDhw4gKVLl+L48eMYM2aMFH8C0hq6zagEvL29ERUVhd27d2PVqlUQjabOycnBnDlz4ODgAHd3d2zcuBF8Pr/T+xevsmtgDgMZrbIrTdzCTAxwdGp3xVoWiwUtLS0YGBjAwsJCPE+Sq6sr3Nzc4OHhIV404sl/u7q6YtCgQbCxsYGZmRn09PSgoaFBH8Y7oKGhAS+++CLy8vIQGRmpdCGftM4XQohyef/997Fp0yaMGzcO0dHR4seV6ZxnsViwsLDAyJEj4enpibKyMkRERCApKQlVVVUKaZMqq6urw927dxEREYG8vDwMHjwYo0ePRv/+/ZW2v05JScGwYcMwe/ZspQz5lOl8IYRIh46ODk6cOAEDAwOEhYWhrKwMQPP5Pn/+fLz88ss4duwYoqKikJOTo9jGEqW2ePFiDBs+HFUROyHk1nd4O35VMUp/Ww69mhz89ddfsLe3x/Dhw1uEfN999x3ee+89nDx5UulCvp7aP/boOfrKysoQHh6OixcvIjExEQ8fPgSfz4epqSn8/PwwZ84cvPDCC61um5+fj3/++QeXLl1CUlIS8vPzAQAWFhYICgrCggULMGrUqDaPPXfuXBw+fPiZbWxqahIv5JCWloYxY8ZgyJAhWLNmDUaMGIGSkhKJ1w8fPhwRERHQ0NDo6K8BmzZtwurVa2D+2lfQtHLq8HaKUvLLMrw4wg8//fRTt/bTW+ZWkJb6+npER0cjISEBiYmJSEhIQG5uLoDmC+0rV65AS0sLJ0+eFN8xFImOjkZERARu3ryJrKwslJaWora2FoaGhnB1dcULL7yABQsWtDl0oCvny5OysrIQFBQklfOFkN5C1frIgwcP4p133sGuXbswfPhwpT/nq6urkZWVhby8POjp6cHW1hb9+vVTmsWblK2PFAqFKCgowMOHD1FWVgZLS0s4ODgozRx87fWRr776Kk6dOoVly5Zh9erVLUI+6iMJUS2q1j9yuVzMnDkTt27dwrfffotZs2ZJnO/e3t746KOP4OzsDHd3d6W7EaGMlK2PlIfs7Gy4urmDM2gojMe988zXN+aloOKfTfD1cMGyDz5AdXU1Tp06hbi4OHH/uHbtWtTV1eHgwYM4depUi5EZ1D/KTo8O+tTV1SXSWC0tLXA4HNTV1YkfGz9+PI4cOSIxiemjR49ga2uLJ381ffr0AcMwaGhoED82f/587Nu3r9W5eER/dFpaWi1CkSfl5+dLbF9UVISXXnoJqampqKysxDfffIM5c+agpqYGq1atws8//4zdu3dj8eLFHfodJCcnw8fHF9o+k2E4Yl6HtlEkRihA/rZp+HrzF3jvvfe6ta/e+AbdHVFRURg5cmSrz/Xt2xdTp07Fd9991+pQtEmTJuHUqVPif4tWyHzyXLO3t8fZs2cxaNCgFtt39XwRmTp1Kv7++29s3bq1W+cLIb2JKvaRkZGRmDp1KoyNjZGRkdHtPlIeeDwe8vLy8PDhQ9TX18Pa2ho2NjYwMDBQ6MWWMvSRDMOgpqYGjx49Qm5uLtTU1GBrawsbGxtoaWkppE1taa+PVFdXx48//ohXXnml1eepjyREtahi/ygUCrFu3Tp8+eWXEAgELfrHyMhI7NixA/369YOvry9dGz2DMvSRirB79268/fbbMJu+od0hvDW3z6Hy/HeYN28eJk+aiEOHDuH48eMtXjdgwABoaGggPDwcAwcObPE89Y+y06OH7vL5fAQEBGD37t3IzMxEQ0MDamtrkZ2djddffx0AcObMGSxatEhiO4FAAIZhMHr0aBw+fBj5+fmoq6tDbW0tUlJS8PzzzwNoHmf+ySeftNuG6dOno7CwsM2vp//gzM3NcfHiRdTW1kJTUxOBgYEwMDBA//79cejQIfTv3x/nzp3r8M8/e85ccAwsYBA6s4O/NcVqKs2FoIkLX19fRTelVzI0NMTo0aPx4Ycf4rfffhO/YQ4ZMgQ//PBDm/NNhYWFYceOHUhMTER1dTVqa2tRW1uL0tJS7NixA9ra2sjOzsYLL7wgXiSlNZ09X0QiIiIwY8YMLF26tMvnCyG9jSr2kaNGjUJcXBwyMzNhYWGB2bNnK/05r6GhAQcHB4wYMQLBwcEQCoW4fv06IiIicOvWLRQWFornlO0NhEIhSkpKcPfuXVy4cAGXL19GQ0MD/Pz8EBYWhkGDBildyCfyZB8purAAmi802gr5AOojCVE1qtg/stlsbNiwAerq6uBwOGhsbIS+vr74fOdwOPjjjz/AMAwuX76M2tpa6f3CSI/x5ptvYtiIEag6t6PVIbwMvwnl5/eg4twufLX5S7zwv+fRp08fREdHS1xDmpiYAGj+u4yJiWk15AOof5Ql5Rg/IiORkZGt3n21s7PD999/DzU1Nezduxc///wzNm7cKF4VxtDQEAkJCfDx8ZHYjs1mw8XFBceOHcOECRNw9uxZbNu2DatXr5bqh1JNTU1wOBz4+Phg9OjR2L17N+bMmQMOhwNtbW00NTV1aD+bN2/GraQkmL/2FVhqqlF2+uRCHES+hg4divLycgDNH1RWrlyJmpoaAEBQUFC7lSdtVV8aGxtjyZIl0NTUxKJFi5CamoobN25gyJAhUm17U1OT+A6QSGfPF0J6G1XtI0V3h9XV1REYGIjw8HAMHjxY6c95FosFIyMjGBkZwdPTE6WlpSgqKsLdu3fB5XJhamoKCwsLmJubK23Q1VVNTU0oKipCYWEhioqKwOFwYGFhAXd3d5iYmCjNcOb2PNlHPn78WOKiw8rKqt1tqY8kRLWoav8oMnnyZOzatQt3797F/v37oa2tDW1tbdTV1SEoKAgpKSm4fPky/Pz8YGZmJvXjE9XFZrNx6MABuLq5oyLqgMQQXl5JDipPbYV6Qxl+++03GBsbIzAwEH369BH3jwBw9uxZ8XyRr7zyCvT09No8HvWPstOjK/raGmIhIrojAwA3b94Uf6+vr9/iDfpJLBYL8+fPBwDU1tbi3r173WxpS8HBwUhISMCHH36I999/H++//z5WrVqFtLQ0DB069JnbJycn4+OPP4FuwIsqMS+fCK8oAwMGDmp3IQ4iG6I7HVVVVZg8eTJOnDgBCwsLqew7KChI/H1eXp5U9vn0/g8fPoxjx46JV2Res2ZNh88XQnojVe8jCwsL4eHhgaCgIISHh6vUOc9ms2FmZgZ3d3eEhYVh2LBhMDQ0xMOHDxEREYHLly8jLS0NpaWlKvlBk8/no7y8HBkZGbh27RrOnDmD9PR06OjoICQkBOPGjYOXlxcsLCxUIuQD/usj4+Li4OfnBxcXF+ojCemhVLl/DAoKwunTp/Hpp58iKysLw4YNw7vvvis+31ksFtzc3ODm5oa4uDjcvn1bJfsZIjv29vbY8vVXqL11Fg3ZiWCEAlTF/o2iH9/H2GBP/PLLz7CxscGwYcOgq6sr7h8ZhsGWLVvw8ssvw9jYGEDz553uoP6x61Tj05WMPHkHpbPDZrqzbUds3LgRw4cPx6effgpNTU1s27YNAODo6Ii333673W2bmpowa/YcqBlZwSD0Vam3TZYExVkIHO6n6Gb0WmlpaZgyZQoGDBiAmJgYeHp6SmW/V65cEX8/YMAAqezzSaLz5cUXXxTfgeHz+Rg8ePAzzxdCSOtUoY88evQo1NXVxcOhnJycVO6cZ7FY0NPTg56eHgYNGoTGxkYUFRWhqKgI2dnZaGxshI6ODgwMDGBgYAB9fX0YGBgozZxBfD4fVVVVqKysFP+3pqYGGhoaMDQ0hKWlJby9vSXmsVJVP//8M958802sX78e7733Huzt7aWyX+ojCVEtqtA/vv7669DS0gKXy8XNmzdha2srcb7b2NjA2NgYSUlJiIqKgpeXF0xNTaXeHqKaFi1ahD///As3InahVs8MrLJsfPftLvTr1w9ubm6wsbGRGO3V2NiIN998E+fPn8elS5cwdepUlJaWdrsd1D92XY+u6HuWqKgo8ffu7u5d2lZDQ6PViSFFLl68KJ5vRk9PD+7u7njvvfeQnp7e7v6DgoIQFRWF4cOHg8ViwcDAANbW1hAKhXj8+HG726ampuJWUiI4Zo4AVGdVJUYoALc4i+bnU5CIiAgEBgbi+eefR3h4eLsTmnZEQ0MD0tPTsXHjRnzwwQcAgGHDhsHPr+0gVxrnC8Mw0NPTw9y5c3H58mXo6up26+cgpLdSlT6Sw+FAT08Pffr0gYeHh9IEYF2lpaUFW1tbBAQEYNy4cRg3bhzc3d2hq6uLsrIyJCYm4vTp07hw4QJu3ryJtLQ05Obmori4GNXV1eDxeJDmOmsMw6CpqQk1NTUoKSnBo0ePkJ6ejoSEBERGRuLUqVOIj49HcXExtLW14ezsjLFjx+K5555DUFAQHBwcVD7kEwgE+Oijj/DOO+/gyJEjeP/997u9kAr1kYSoLlXpHwHAwMAA/v7+KCkpwT///CPxWh0dHQwZMgQDBgxAbGwsbt++LbEICem92Gw2Dh48ADV+A4YM7odff/0Vbm5uGDlyJGxtbSX6wIKCAowcORL37t1DfHw8/P39u3Vs6h+lo9dW9FVWVmLTpk0AmuddcXLq+PDW7Oxs7NmzB0DzxI/tjTvPy8sTX4RUV1cjOTkZycnJ+O6777Bt27Z2V3IJDg6W6EgEAgFWrVolLjGdMmVKq9u5urpizZo12PTFFyguTofB2Heg2c+5wz+fojSVPYKAx2235J1In1AoxJYtW/Dpp59iz549eO2117q8r8LCQlhaWrb63OTJk3Ho0KF2t5fm+UII6TpV7CMLCgrwwgsvYPjw4fjjjz9gZ2fX4TYrMy0tLWhpacHc3Fz8GJfLRWVlJSorK1FdXY3i4mI0NjaisbERAoEAbDYbmpqa4m21tLSgrq4ONpsNFosFFoslDgOzsrLE/xYKheDz+eJ9NTY2gsvlQiAQgMPhSOyzb9++sLKygoGBAbS0tBS6grAslZSUYO7cucjIyEBsbGynzoWnUR9JiOpTxf4RaL6hP336dCQlJWHjxo3iBfZYLBYcHBxgbm6OpKQkXLp0Cd7e3uLFFEjv1a9fP0RdikRRUVGrVXwAcP36dUybNg2jRo3Cvn37ujznJPWP0tcrK/qEQiFmzZqFgoICaGpqYufOnR3etqGhAVOnTkV9fT2MjY3Fb/RP8/Hxwa5du5CTkwMul4vy8nJUV1fj6NGjGDBgAHg8Ht566y0cOXKkw8fmcDj48ssvsXv3bsyePRtz5sxBRUVFi9epqalh/fr1SExIgEt/UxT+shzlF/ZCyGtoZa/Kg1eYCQC0EIccZWRkYPjw4dizZw8iIyO7FfIBzX+j5ubmLSaTnzp1KjZv3gwjI6NWt5PF+UII6RpV7SMtLS0RFRUFHx8feHh4YM+ePVKtbFMmmpqaMDc3h5OTE/z8/BAaGoqwsDBMmjQJEydOxMiRI+Hj4wMHBwcYGxuDw+GAy+Wirq4ONTU1qKqqEn9+qKqqQk1NDerq6sDlcsFisWBoaAg7Ozt4eXlh+PDhmDBhAiZOnIgxY8Zg6NCh8Pf3h7OzMywtLaGtrd1jQ76jR4/C1dUVmpqa3Q75AOojCVF1qto/AsDYsWMRGxuLS5cuwc/PDwkJCRLPP1ndFxMTgzt37lB1Xy9WXFyMyMhI8Hi8Vqv4GhoasGzZMowZMwbLli2TWIm+K6h/lD4W01M/BbdjyZIl2LVrFwDghx9+EE+K+ix8Ph9Tp07F8ePHoa6ujpMnT2Ls2LGdPn5ZWRn8/PyQk5MDW1tbZGdnd/pDcl5eHhYuXIjbt29j3759mDhxYquvEwgE2L59O1atXgNo9kXfkBnQcRsNFrv1JaYVqfzCXphW3kdmRppU9tfU1ITTp09jwoQJKj+US9qEQiF27tyJ1atXY/78+di0aVOLFYeA5tXFHj58iI8//hiffPJJp47BMAzy8/OxZ88ebNmyBQKBALt27cLChQs7tR9pnC+EkI7rCX3k+fPn8frrr2PQoEH44YcfYGtr2+l29HTUR7attLQU77zzDs6fP49du3bhlVdeafVvkPpIQnqXntA/NjU14YsvvsCmTZvwf//3f1i7dq24uk+krq4OSUlJaGho6LXVfb21j2xqakJKSgry8/Ph6uraIuADgBs3bmDevHkwMDDAwYMH4ezccuQg9Y+K1+sq+pYtWyZ+g/7mm286/AYtEAjw2muv4fjx41BTU8Ovv/7apTdooHm56NWrVwMAHj58iKSkpE7vw9raGqdOncKGDRswc+ZMzJ07F5WVlS1ex+Fw8H//939ITUnG5DHDUXZmB4oPLUF92g2lq3QQFGciMIAW4pC1jIwMjBgxAjt27MCpU6ewY8eOVkO+7mKxWLC2tsaGDRvwyy+/oKmpCYsXL8bt27c7tR9pnC+EkI7pKX3kmDFjkJycDAcHB7i7u2Pv3r1K1+cR5XT06FG4uLiAy+UiJSUFM2bMkMmFAfWRhKiWntI/qqurY+3atYiJicGpU6fg5+eHxMREideIqvscHBwQExMjDv1Iz8UwDHJzcxEZGYn6+nqMHDkSdnZ2Lar4PvzwQ4SFhWH+/Pm4evVqqyFfd1H/KB29Kuhbvnw5tmzZAgD46quv8N5773VoO9Eb9B9//AEOh4Off/4ZL7/8crfaEhwcLP4+KyurS/tgsViYN28ekpOTUVRUBFdXV5w+fbrV1zo4OOCvv/5CXFwcgt0GouTY5yj5dTkaHyV36djSxggF4BbRQhyyJBQKsWPHDnh5ecHT0xN37twRT9Qray+++CJsbW0hFArxww8/dHp7aZwvhJD29bQ+Uk9PD/v27cNff/2FDRs2YOzYsXj48GG32kV6rtLSUsyYMQMLFy7Etm3b8Pfff8PCwkIux6Y+khDl1tP6RwDw8PBAXFwcpk6ditDQUKxduxY8Hk/8PIvFwoABAzBy5EgIBAJcvHgRKSkpEq8hqo9hGBQWFuLSpUu4f/8+XFxcEBwc3GIRrZiYGHh7e+Py5cu4efMmli9fDjU12S/3QP1j1/WaoO/DDz/EV199BQDYvHkzli1b1qHtBAIBZs6cid9//138Bj19+nRZNrXTrK2tcfr0aaxfvx4zZszAvHnzWq3uAwB/f39ERl7E+fPn4WSqjaJfV6D0yKfgFWfLt9FPaSrLg4DXSEGfjGRmZmLkyJHYtm0bTp48iZ07d8qkiq89VlZWAJorCgkhyqUn95Hjxo1DcnIy7Ozs4O7ujn379lF1H5Fw7NgxuLq6oqGhASkpKXj11VflPryH+khClFNP7h/V1dWxbt063LhxAydPnmyzuk80F2xVVRUuXLiAtLQ0mr+vBygvL8fVq1eRlJQEW1tbjB49Gv3795fo/xobG7F8+XKMHj0a8+bNw7Vr12RSxdce6h+7plcEfcuWLcPXX38NoPkN+sMPP+zQdqI36CfvwrzyyitSaVNMTIz4e3t7+27vj8ViYf78+UhOTkZBQQHc3Nxw5syZNl8fFhaGhJvx+OOPP2DKlKPg0LsoO7kFTZWF3W5LV/CKmk9cWohDukRz8Xl6esLd3R137tzBiBEj5N4OhmGQnd0cJndlqXJpny+EkP/0hj5SX18f+/fvx19//YX169dj3LhxyM3N7fZ+iWorKyvDq6++itdffx1bt27FsWPH5FbF9yTqIwlRTr2hfwQAT09PxMXF4aWXXkJoaCjWrVvXonLPwMAAISEh8Pf3R0FBAS5evIicnBwIhUKptIHIT3V1NWJjY3H9+nWYmpoiLCwMAwYMAIcjOYd/bGwsvL29ERUVhfj4eHz00UdyqeJ7EvWPXdfjg75ly5aJS62//vrrTr1Bv/rqq/jjjz+gpqaGX375pcNv0M+qFCgvL8fGjRsBNFfjSTPc6t+/P86cOYNPP/0Ur7zyCmbNmtXmUCU2m41p06Yh7f497PnuO/QpvYfC799E+YW94FcXS61NHcErzICdw0Do6+vL9bg9WXx8PEaMGIGtW7fixIkT2LVrF/r27Sv143Tkjt7BgwdRWNgcIj8dNCryfCGkt+ttfaSous/Gxgbu7u7YunUrGhsbpbZ/ohr4fD4OHjwIV1dX1NXVISUlBTNnzpRJFR/1kYSopt7WP6qrq+Pjjz/G9evXER4eDj8/P5w/f77F60xNTTFs2DC4u7sjIyMDkZGRyM/Pp0p5FVBfX4/ExERER0dDW1sbY8aMweDBg1ssNlJaWor33nsPo0aNwpw5c3D9+nW4uLhIvT3UP8pWjw76PvroI/Eb9NatW/HBBx90aDuBQIBZs2bhzz//FE+a2plS659//hkvvvgijh49iuLi/wKzhoYGHD9+HEFBQeIx4l9//TXYbOn+b2CxWHj99deRnNw8/56zszP+7//+D6Wlpa2+Xl1dHYsWLUJ2ViY2rP8MSL+Mx3sXoPSfTWjMS5HLG7egOBNBtBCHVDx48ABTp07FiBEjMGTIENy9excjR47s0LYVFRUoLS0Vf4nu0tXX10s8XltbK97m6tWrGDZsGH766Sfk5eVJ7C89PR0rVqzAokWLAAADBgzA3LlzJV6j6POFkN6qt/aR+vr6+P7773H06FH8+OOPGDRoEA4ePAiBQCDV4xDlwzAMjh8/Dg8PD2zYsAHbt2/H8ePHYWlp2aHtqY8kpHforf0jAHh5eSEuLg6zZs3CtGnTEBYWhps3b0q8hsViwcrKCqNGjcLAgQNx9+5dXL58GcXFxRT4KSEul4vk5GRcvHgRDMNg1KhR8PDwaLHacm1tLdavXw8HBwdkZGQgPj4eK1as6FAVH/WPSojpoR4+fMgAYAAwbDabMTc3b/frq6++Em8bHR0t3lZdXf2Z2/7+++8Sxz548KB4ewCMjo4OY2xszHA4HPFjmpqazLfffiuX38WtW7eYCRMmMHp6esz69euZmpqadl9fU1PD7N69mxk4yIkBwGhbDmSMJ77P2HxwjLH96KTUv2w+/IfhaGhJ/D+QBh6Pxxw/fpzh8XhS3a+yysvLYxYsWMBoamoyixYtYvLz8zu9D1tbW4m/3ba+5syZI97m0qVLEs9paWkxJiYmjLa2tsTjnp6eTHZ2dotjKtv5QkhvQH1kM4FAwPzyyy+Mvb094+Liwhw/fpwRCoUyP64y6G19ZHR0NBMcHMyYmZkxu3btYrhcbqf3QX0kIT0f9Y//KS8vZz766COmT58+zNSpU5kHDx60+rqmpiYmLS2NOXXqFBMZGcnk5OQwfD5fLm2UlZ7QR1ZUVDAJCQlMeHg4c+PGDaaysrLV13G5XGbnzp2MmZkZExwczFy+fLnTx6L+UfnId5C1HD05X4BQKERRUVG7r38yXX5y26ampmdu+/Ry4yNHjsTnn3+OGzdu4N69eygrK0NVVRX09PQwcOBAjBo1CosWLZLbOHFPT0+cOnUKly9fxkcffYRdu3Zh7dq1WLBgATQ0NFq8vm/fvli8eDEWLVqEiIgIfLNtGyJOfYPqqAPQch4BXc/noG7SX2rtayrPp4U4uqGiogJffvkldu7ciYkTJ+LOnTsYNGiQ3I7v6+uLH3/8EVFRUUhISEBhYSHKysqgqamJAQMGwMfHBy+99BJefvnlFnM/AMp3vhDSG1Af2YzNZuPVV1/Fyy+/jH379mHhwoXYvHkzvvjiCwwdOlTmxyeyd+fOHaxcuRJXrlzB8uXL8d5778lkGou2UB9JiGqh/vE/hoaG+OKLL7BkyRJ8+umn8PDwwNy5c7Fu3TrxAgkAoKamBkdHR9jb2yMvLw+ZmZlITU2Fra0t7O3toa2tLZf2kua/wcLCQmRlZaGyshL9+/fH8OHDoaen1+prf//9d6xduxZaWlrYt28fpkyZIrfFqKh/lC0Ww1B9bW/CMAz++ecfrFq1ClwuFxs2bMD06dOfWcr64MED7N+/HwcOHkJFeRn69HeFtsdY9HEKBVtds91tn6U2ORJlp7aisrJSqnP0NTU14fTp05gwYUKLuQd6goaGBuzcuRNffPEFfHx8sGnTJvj7+yu6WYQQorJqa2uxdetWfP311xg2bBg2bdoEd3d3RTdLJnp6H5mdnY1169bhyJEjWLx4MVatWgUTExNFN4sQQlTWgwcPsGbNGpw+fRrvvvsuPvroIxgYGLR4HcMwKC0tRVZWFoqLi2Fubg47OzuYmprKfUXzrlK1PrKhoQG5ubniufnt7e1ha2vbalEPwzA4e/YsVq5cifLycnz66aeYPXt2q2EaUV29bKAyYbFY+N///oc7d+5g9erVWL58Ofz8/HDu3Ll251RwcnLC119/jYLH+fj9998RMNAcZae+QcHuWSj95wvUplyCoKG6S23iFWXC1n4ALcTRQXw+H99//z0cHR3xxx9/4I8//sCFCxco5COEkG7q27cv1q1bh8zMTDg6OiIgIACzZ89GTk6OoptGOqi4uBjvvvsuXFxcwOFwcP/+fWzdupVCPkII6SYnJyf89ddfuHTpEmJjY+Hg4ICvvvqqRWUii8WCqakpAgMDMWrUKPTt2xeJiYk4f/48Hjx40OL1pGuEQiEKCgoQExOD8+fPo6KiAu7u7ggLC4Ojo2OrIV9MTAxGjhyJ1157DbNmzUJaWhrmzZtHIV8PREFfL6Wmpob58+cjLS0Nr776KmbMmIGQkBD88ccfaGpqanM7TU1NTJ8+HZciLyIjIwPrVq2Ak04jyk5uQf7O11Dy20pUx/2NpvL8DreFFuLomOrqamzfvh2DBw/Gl19+iS1btiA+Ph5jxoxRdNMIIaRHMTU1xTfffIN79+6BxWLB2dkZc+bMQWJioqKbRtqQlpaGJUuWwMHBATk5OYiPj8ehQ4dga2ur6KYRQkiPEhAQgIsXL+L333/Hb7/9hgEDBmDDhg0oKSlp8VodHR24uLhg7NixcHNzQ3l5Oc6fP48bN24gJyeHQr9OEgqFKCkpwd27d3H+/HncvXsXhoaGGDNmDIKCgmBpadlipJ5QKMTp06cxbtw4hIWFITQ0FFlZWfjggw+gpaWloJ+EyBoFfb2ctrY2li1bhuzsbEybNg0rV66Evb09Nm3ahLKysna3HTBgANauXYuEm/F4/Pgx9u7dgxHuNqi7/ise71+E4gOLUXHpABofJYMRtr6aIcMIwSvKgo+Pjyx+vB4hIyMDS5cuhbW1NX799Vd89tlnSE1N7dCQa0IIIV1nZ2eHw4cPIykpCTo6Ohg6dCiGDh2KI0eOgM/nK7p5vR7DMIiIiMDEiRPh7u6OiooKXLp0CeHh4XBzc1N08wghpMdisVgYO3Ysbt68iX379iE6Oho2NjaYP38+bt++3eL1bDYbVlZWCA4ORlhYGExMTPDo0SOcP38e0dHRePDgAaqqqmjV3lbweDzk5eXh5s2bOHPmDBISEiAQCODt7Y0xY8bAycmp1XkQa2trsWvXLjg7O2P+/PkICQlBZmYmNmzYQCPpegGao49IEAgEOHnyJLZv346YmBjMnDkTb775ZqcWyqivr8eFCxdw4sQJHPsnHGUlxdDQ0Ye6nQ80rV2gaekEdVNbsNgcNJU9wuPvF+PChQsYPXq0VH8WVZtb4UkCgQDnz5/H7t27ce7cObz44otYunQpgoKCFN00QgjptSoqKvDDDz9g165dYBgGb731FubNmwczMzNFN63TVLmPrKqqwi+//IJdu3ahtLQUb775JhYvXgxLS0tFN40QQnqt5ORk7NixAz///DMCAgLwzjvvYMqUKa0OIRXhcrkoKipCYWEhiouLoaGhAXNzc1haWsLY2FhhQ0oV3UfW1taKfy9lZWXQ1dWFhYUFLCwsYGBg0O5chw8ePMC+ffvwww8/YODAgVi6dCmmTZsGTc3uzatPVAsFfaRNd+7cwa5du/Drr7/CyckJCxYswKuvvtrqqj1tEQqFiI+Px4kTJ3Di1Gkk370DoUAAjoYWNC0cwahroSEzHuXl5TA0NJRq+xX9Bt0VeXl5OHDgAH744QfweDzMnz8fb731Fvr166fophFCCPkXn89HeHg4vv32W1y9ehWTJ0/GwoULERYWpjKV1qrWRzIMgxs3bmD//v34888/4ebmhsWLF+OVV16hoUeEEKJEysrK8P3332Pv3r2ora3F3Llz8cYbb2DQoEHtbicQCFBaWorCwkIUFhaiqakJZmZmsLCwgKGhIfr27Su3xTzk3UfyeDxUVVWhuLgYhYWFqKurg4mJiTjc69OnT7vbNzQ04OjRo9i/fz9iYmLwwgsvYMmSJQgJCVGZBVCIdFHQR56ppqYGv//+O/bt2yceMioq/+3sBU19fT0SExMRGxuLGzdicP1GDAICA3D876NSb7eqXMQ0Njbi3Llz+P7773Hu3DmMGTMGCxYswMSJE5W63YQQQpqnV/jhhx9w8OBBaGtr4/XXX8esWbOUfm44Vekji4qK8Ntvv2H//v3Iz8/HrFmzsGDBAnh4eCi6aYQQQtohFAoRGRmJ/fv34/jx4wgODsaCBQswZcoU6OrqtrstwzCoqqpCUVERioqKUFVVBTabDX19fRgYGIj/K6vwT5Z9JI/HQ2VlJaqqqlBZWYnKykrU19dDW1sbxsbGsLS0hKmp6TOPyzAMbt26hUOHDuGnn36Cubk5FixYgNmzZ9MCVISCPtI5t27dwv79+/Hbb79BXV0dkyZNwuTJkzFmzBjo6OgounkSlPkipqSkBKdOnUJ4eDgiIiJgYmKCuXPnYv78+bCxsVF08wghhHRSU1MTTp48if379+P8+fNwcXHBlClTMHnyZPj5+SldpZ+y9pEMwyAlJQXh4eEIDw/HzZs3ERISgjfeeAMvv/zyM6saCCGEKJ+SkhL8+OOPOHDgADIyMjBq1ChMnjwZkydPRv/+/Z+5vVAoRE1NjTgYq6qqQlVVFVgslkTwJ63wT1p9pCjUezLYq6+vR58+fSTarK+v36GhtVwuF9HR0QgPD8eJEydQVlaGl156CQsWLMCQIUOoeo+IUdBHuoTP5+PatWs4ceIEwsPDkZubi7CwMEyePBmTJk1SiqGmynQRwzAM7t27J/59xcbGwtfXF5MnT8aUKVPg7u5Ob8yEENJDVFRU4OzZszhx4gROnz4NbW1t8QXN6NGjlSKsUqY+ksfj4cqVK+Jwr7i4GGPGjMGUKVMwceJEmJubK7R9hBBCpCctLa15WqcTJ3D16lV4eHiIr4l8fHw6fE30ZPgnCtGqq6shFAqhqakJTU1NaGlpSXw9+ZimpmabN+Ha6yMZhgGfz0djY6PEF5fLbfGYQCBAnz59WoSR7c1b+LSysjKcPn0a4eHhOHv2LAwMDMS/rxEjRtD0FaRVFPQRqXjw4IH4A/qNGzfg5eWFKVOmYMqUKfD09FRIiKXoi5impiZcvXpVHO7l5+djzJgx4jCUJg0nhJCeT9QXiPrIgoIChIWFYcqUKZg0aRIsLCwU1i5F9pEVFRU4c+YMwsPDcebMGejo6IgvXEaNGtXqCoKEEEJ6lvLycom+QE9PD5MmTRL3BZ0NsYRCYYuwrbUQjsfjAQA0NTXB4XDAYrHAZrPBYrHE161VVVXQ09MDwzDiL6FQCB6PB4FAAA6H0yI8fPrf2traXepjRdfWJ06cwPXr18XX1pMnT4aXlxcViJBnoqCPSF1paSlOnz6NEydO4OzZszA0NERYWBh8fX3h6+sLT09PuXyAl/dFTEVFBRITE5GYmIj4+HicP38empqa4iqOsLAwpajiIIQQohii6m5R6BcXFwdfX1+EhoaK+0hHR0e5DPOVZx/JMAxycnKQmJiIhIQEXL9+HdeuXYObm5v4wsXHx0fphjcTQgiRHx6Ph8uXL4sDruLiYowePRoBAQHiPlJaq9wLhUJx+CcQCCAUCiUCvaamJiQlJcHX1xfq6uriAJDNZkNDQwNaWlpQU1OTSuDG4/GQnJyMhIQEJCQk4NKlS3j48CFGjx4tvimoDKPliGqhoI/IFJfLRVRUFC5fvix+86qoqICLi4v4DVsU/kk7BJPlRUx5ebn4gkX0lZWVBVtbW/HPFBYWppTzMhFCCFEOxcXFOHPmDGJjY5GQkIDbt29DQ0MD3t7eEn3koEGDpN6XyKqPZBgG2dnZEv1jYmIiqqur4ebmBl9fX/j7+2P8+PE0Jy0hhJBWMQyD5ORkRERE4ObNm0hISEB6ejqsra0l+kdfX1+ZTO8gqz6Sy+VKhHoJCQm4e/cutLW14ePjA19fXwwZMkQp578nqoWCPiJXDMPg0aNH4g/+oje40tJSifDP2dkZlpaWsLKygoGBQZfulnT3DVooFKKkpAQFBQV4/Pgx7ty5I25vdnY27OzsJDoZHx8fWuGIEEJIlzU1NSE1NVUiILt16xbU1NQkwj97e3tYWlrC0tKyyxXy3e0juVwuCgsLUVBQgIcPH4r79MTERNTW1opDPdGXu7s7zSNECCGky6qqqpCUlCRxHZmWlgYrKyuJ4hFra2tYWlrCzMwMampqXTpWd/pIhmFQU1MjvoZMS0uTCPV0dHTEoZ7oy8HBgYpDiFRR0EcUjmEY5OfnS9zZSE9Px+PHj1FXVwdNTU3xBY0o/Hvy35aWljAxMYGGhgbU1NTEXwBw9uxZjBs3DkDzAiKiLy6Xi6KiIhQUFIi/Hj9+LPHvoqIi8Pl8GBoawtLSEq6urhKhnpGRkSJ/bYQQQnoBPp+Pe/fuSYR/ubm5KCwsBJ/Ph76+fpt9o+gxPT09if5RXV0dDMPgzJkzGDNmDFgslrh/bGpqQl1dXZt9o+ix8vJysNlsmJubo3///vDy8hL3kW5ubh1aPZAQQgjpjurqaty6dUsiSHv8+DFKS0vBZrNhZmbWZt9oaWkJCwsL8TBcdXV1cT/JMAxOnTol7iObmprEfWRFRUWbfaPo+/r6emhpacHKygoODg4SoZ69vT3NsUdkjoI+otREd0PauuAQ/buqqqrT+zY1NW33jV/0RRUIhBBClI1QKERZWVm7YZzoey6X26l9q6urw8LCos2+UfRvU1NTcDgcGf2EhBBCSNfweDxx1fmzCjs6G4f07du33b5R9KWvr0+BHlEYCvpIjyAQCCQq9kR3XQQCQYsqBtH3VB5NCCGkp2MYRtxHivpG0ZdQKIS6urpE3yj6oosTQgghPZ1QKJToF5+8luRwOC36xidHjhGizCjoI4QQQgghhBBCCCGkB6CSJkIIIYQQQgghhBBCegAK+gghhBBCCCGEEEII6QEo6COEEEIIIYQQQgghpAegoI8QQgghhBBCCCGEkB6Agj5CCCGEEEIIIYQQQnoACvoIIYQQQgghhBBCCOkBKOgjpJNycnIwZ84cODg4wN3dHRs3bgSfz1d0swghhBCFoz6SEEIIaYn6RyJPFPQRuauvr8eZM2ewYcMGvPjii7C1tQWLxQKLxcInn3zSoX0cOXIEkydPhpWVFTQ0NKCjowMnJycsWLAAt27deub2mZmZWLRoEezt7aGlpQUzMzOMGzcOR48ebXe7rKwsBAQE4Mcff0R2djaSk5OxevVqhIWFgcfjdajthBBCSFuojySEEEJaov6RkE5gCJGzS5cuMQBa/fr444/b3baxsZGZPHmyxDZ9+/ZlNDQ0xP9ms9nM1q1b29zHqVOnmD59+ohfr6enx7DZbPG/582bxwiFwla3ffnllxk2m81s27aNqaioYHJzc5nXXnuNAcDs3r27O78WQgghhPpIQgghpBXUPxLScVTRRxTC0NAQo0ePxocffojffvsNFhYWHdpu48aNOHHiBADgrbfeQl5eHmpqatDQ0ICbN28iNDQUQqEQH3zwAW7evNli++zsbEybNg319fUYMmQIHjx4gKqqKlRVVWHdunUAgIMHD+Krr75q9fgRERGYMWMGli5dCgMDA/Tv3x+HDh1C//79ce7cuS7+NgghhJD/UB9JCCGEtET9IyEdpOikkfQ+fD6/xWO2trYduhtjZ2fHAGCGDx/e6vOVlZVM3759GQDMihUrWjwvunNiYWHBVFRUtHh+4cKF4js05eXlLZ7X1tZmFi5c2OLxQYMGMRMmTGi37YQQQsizUB9JCCGEtET9IyEdRxV9RO44HE6Xty0oKAAA+Pn5tfq8vr4+Bg0aBACora2VeK6urk48f8LixYthYGDQYvuVK1cCAKqrq3H8+PEWzwcFBeHw4cM4duwYGIYBl8vFmjVrkJaWhqFDh3b1xyKEEEIAUB9JCCGEtIb6R0I6joI+olIcHBwAAAkJCa0+X1VVhbS0NAAt38ivXr2KhoYGAMD48eNb3d7Ozg7Ozs4Amkusn7Zx40YwDIMXX3wROjo66Nu3Lz7//HMMHjwYb7/9dtd+KEIIIUQKqI8khBBCWqL+kfQ2FPQRlbJ48WIAQFRUFN5++23k5+cDABiGQWJiIiZNmoTa2loEBQVh5syZEtsmJyeLv3d1dW3zGG5ubgCAlJSUFs8FBQUhKioKw4cPB8Mw0NPTw9y5c3H58mXo6up2++cjhBBCuor6SEIIIaQl6h9Jb6Om6AYQ0hlvv/028vLy8PXXX2P37t3YvXs3+vbtCx6PBx6PBwsLC6xYsQLr1q2Dmprkn/fjx48BNE/i2qdPnzaP0a9fP4nXPy04OBhRUVHS+YEIIYQQKaE+khBCCGmJ+kfS21BFH1EpbDYbmzZtwoEDB9C3b18AzfMo8Hg8AEBjYyOqqqpQV1fXYtuamhoAaPcN+snnRa8nhBBCVAH1kYQQQkhL1D+S3oaCPqJSSktLMXr0aMydOxfBwcG4evUqKisrUVBQgL///humpqb47rvvEBgYKC7JJoQQQnoD6iMJIYSQlqh/JL0NBX1EpcyZM0c8v8G5c+cwZMgQ6Ovrw8LCAi+88AKuXr0KExMTZGVlYcWKFRLbiuY/qK+vb/cYoudpvgRCCCGqhPpIQgghpCXqH0lvQ0EfURn37t3D6dOnAQAffPABWCxWi9eYmZlh9uzZAIC///4bDMOIn7OysgIAVFRUtPtGLbqLI3o9IYQQouyojySEEEJaov6R9EYU9BGVkZqaKv5+wIABbb7O0dERQPNdleLiYvHjopWQgNZXQxIRrazU3qpKhBBCiDKhPpIQQghpifpH0htR0EdUBpv935/rw4cP23xdUVGR+HvRZKsAEBoaCm1tbQDA2bNnW9324cOHuHfvHgBg7Nix3WovIYQQIi/URxJCCCEtUf9IeiMK+ojK8PHxEX//3Xfftfqauro6/PjjjwAADw8P6OjoiJ/T0dHBSy+9JN6+qqqqxfZffvklgOa5Ff73v/9Jq+mEEEKITFEfSQghhLRE/SPpjSjoIwpRUVGB0tJS8ZdQKATQXCr95OO1tbXibWxtbTF58mQAwIkTJzBr1ixkZmaCYRg0NTXh+vXrGDFiBLKysgA0z8HwtM8++ww6OjooKCjA5MmTkZ6eDqD5zf2zzz7Dnj17AABr1qyBoaGhTH8HhBBCSGuojySEEEJaov6RkI5hMU/ONEmInNjZ2bVbOi0yZ84cHDp0SPzv0tJSPPfcc0hISBA/1qdPH/B4PPD5fPFjy5Ytw1dffdXqPk+fPo2pU6eKJ1PV19dHbW0tBAIBAGDu3Lk4cOBAqxO1EkIIIbJGfSQhhBDSEvWPhHQMVfQRlWJiYoKYmBh8//33GDduHMzNzdHU1AQ1NTU4ODjgtddew5UrV9p8gwaACRMm4M6dO1iwYAHs7OzQ0NAAAwMDjBkzBkeOHMHBgwfpDZoQQojKoT6SEEIIaYn6R9LbUEUfIYQQQgghhBBCCCE9AFX0EUIIIYQQQgghhBDSA1DQRwghhBBCCCGEEEJID0BBHyGEEEIIIYQQQgghPQAFfYQQQgghhBBCCCGE9AAU9BFCCCGEEEIIIYQQ0gNQ0EcIIYQQQgghhBBCSA9AQR8hhBBCCCGEEEIIIT0ABX2EEEIIIYQQQgghhPQAFPQRQgghhBBCCCGEENIDUNBHCCGEEEIIIYQQQkgPQEEfIYQQQgghhBBCCCE9AAV9hBBCCCGEEEIIIYT0ABT0EUIIIYQQQgghhBDSA/w/5hQyqpyfUYoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 1. Compute Sonic Wind Direction (meteorological convention)\n",
    "ux = wind_data['Average_Wind_Ux']\n",
    "uy = wind_data['Average_Wind_Uy']\n",
    "wind_data['sonic_dir'] = (270 - np.degrees(np.arctan2(uy, ux))) % 360\n",
    "\n",
    "# 2. Copy Mast Wind Direction\n",
    "wind_data['mast_dir'] = wind_data['WindDir_D15014_Avg']\n",
    "\n",
    "# 3. Compute signed angular difference Δθ = sonic – mast in [-180,180]\n",
    "delta = (wind_data['sonic_dir'] - wind_data['mast_dir'] + 180) % 360 - 180\n",
    "wind_data['delta_dir'] = delta\n",
    "\n",
    "# 4. Circular metrics\n",
    "cos_mean = np.mean(np.cos(np.radians(delta)))\n",
    "sin_mean = np.mean(np.sin(np.radians(delta)))\n",
    "R = np.hypot(cos_mean, sin_mean)\n",
    "circ_mean = (np.degrees(np.arctan2(sin_mean, cos_mean))) % 360\n",
    "circ_std  = np.degrees(np.sqrt(-2 * np.log(R)))\n",
    "pct_within10 = (np.abs(delta) <= 10).mean() * 100\n",
    "\n",
    "print(f\"Circular bias (mean Δθ):   {circ_mean:.1f}°\")\n",
    "print(f\"Circular std dev:         {circ_std:.1f}°\")\n",
    "print(f\"Resultant vector length R: {R:.3f}\")\n",
    "print(f\"% within ±10°:            {pct_within10:.1f}%\")\n",
    "\n",
    "# =========== Plot 1: Hexbin Mast vs Sonic Direction ===========\n",
    "plt.figure(figsize=(6,6))\n",
    "hb = plt.hexbin(wind_data['mast_dir'], wind_data['sonic_dir'],\n",
    "                gridsize=36, cmap='viridis', extent=[0,360,0,360])\n",
    "plt.plot([0,360],[0,360],'k--',linewidth=1)\n",
    "plt.xlim(0,360); plt.ylim(0,360)\n",
    "plt.xlabel('Mast Direction (°)')\n",
    "plt.ylabel('Sonic Direction (°)')\n",
    "plt.title('Mast vs Sonic Wind Direction')\n",
    "plt.colorbar(hb, label='Counts')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# =========== Plot 2: Wind Roses ===========\n",
    "\n",
    "def plot_rose(ax, directions, bins=16, title=''):\n",
    "    # create equal-width bins\n",
    "    edges = np.linspace(0, 360, bins+1)\n",
    "    counts, _ = np.histogram(directions, bins=edges)\n",
    "    angles = np.radians(edges[:-1] + (360/bins)/2)\n",
    "    ax.bar(angles, counts, width=np.radians(360/bins),\n",
    "           bottom=0, edgecolor='k', align='edge')\n",
    "    ax.set_theta_zero_location('N')\n",
    "    ax.set_theta_direction(-1)\n",
    "    ax.set_title(title)\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(14,4),\n",
    "                                    subplot_kw={'projection':'polar'})\n",
    "\n",
    "plot_rose(ax1, wind_data['mast_dir'],  bins=16, title='Mast Wind Rose')\n",
    "plot_rose(ax2, wind_data['sonic_dir'], bins=16, title='Sonic Wind Rose')\n",
    "# Δθ rose: center at zero\n",
    "# shift negative deltas to [0,360) for a circular histogram\n",
    "delta_pos = (wind_data['delta_dir'] + 360) % 360\n",
    "plot_rose(ax3, delta_pos, bins=16, title='Δθ = Sonic–Mast')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "73e12e2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median |w̄| over 10-min means: 0.161 m/s\n",
      "Rotation (circular mean Δθ): 116.3°\n",
      "Circular std dev:            30.6°\n",
      "Resultant vector length R:   0.867\n",
      "% within ±10°:               0.2%\n",
      "Circular mode (histogram center): ~125.0°\n",
      "Post-rotation median |residual|: 6.8°\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1) Sonic mean direction from u,v (meteorological \"from\" convention) — your approach is fine\n",
    "ux = wind_data['Average_Wind_Ux']  # +east\n",
    "uy = wind_data['Average_Wind_Uy']  # +north\n",
    "wind_data['sonic_dir'] = (270 - np.degrees(np.arctan2(uy, ux))) % 360\n",
    "\n",
    "# (Optional sanity check) Mean vertical velocity should be ~0 for 10-min means\n",
    "if 'Average_Wind_Uz' in wind_data.columns:\n",
    "    w_med = np.nanmedian(np.abs(wind_data['Average_Wind_Uz']))\n",
    "    print(f\"Median |w̄| over 10-min means: {w_med:.3f} m/s\")\n",
    "\n",
    "# 2) Mast direction (same timestamps)\n",
    "wind_data['mast_dir'] = wind_data['WindDir_D15014_Avg']\n",
    "\n",
    "# 3) Circular difference Δθ = sonic – mast (wrapped to [-180, 180))\n",
    "delta = (wind_data['sonic_dir'] - wind_data['mast_dir'] + 180) % 360 - 180\n",
    "wind_data['delta_dir'] = delta\n",
    "\n",
    "# 4) Circular metrics (rotation angle, spread)\n",
    "cos_mean = np.mean(np.cos(np.radians(delta)))\n",
    "sin_mean = np.mean(np.sin(np.radians(delta)))\n",
    "R = np.hypot(cos_mean, sin_mean)\n",
    "theta_rot = (np.degrees(np.arctan2(sin_mean, cos_mean)))  # in (-180, 180]\n",
    "if theta_rot <= -180: theta_rot += 360\n",
    "if theta_rot > 180: theta_rot -= 360\n",
    "circ_std  = np.degrees(np.sqrt(-2 * np.log(max(R, 1e-12))))\n",
    "pct_within10 = (np.abs(delta) <= 10).mean() * 100\n",
    "\n",
    "print(f\"Rotation (circular mean Δθ): {theta_rot:.1f}°\")\n",
    "print(f\"Circular std dev:            {circ_std:.1f}°\")\n",
    "print(f\"Resultant vector length R:   {R:.3f}\")\n",
    "print(f\"% within ±10°:               {pct_within10:.1f}%\")\n",
    "\n",
    "# (Optional) circular mode of Δθ to explain 116° vs ~135° question\n",
    "bins = np.linspace(-180, 180, 37)  # 10° bins\n",
    "hist, edges = np.histogram(delta, bins=bins)\n",
    "mode_bin_idx = np.argmax(hist)\n",
    "mode_center = 0.5 * (edges[mode_bin_idx] + edges[mode_bin_idx+1])\n",
    "print(f\"Circular mode (histogram center): ~{mode_center:.1f}°\")\n",
    "\n",
    "# 5) Apply rotation to sonic directions and compute residuals\n",
    "wind_data['sonic_dir_corr'] = (wind_data['sonic_dir'] - theta_rot) % 360\n",
    "residual = (wind_data['sonic_dir_corr'] - wind_data['mast_dir'] + 180) % 360 - 180\n",
    "wind_data['residual_dir'] = residual\n",
    "print(f\"Post-rotation median |residual|: {np.nanmedian(np.abs(residual)):.1f}°\")\n",
    "\n",
    "# ========= Plot A: Hexbin BEFORE correction (wrap-aware) =========\n",
    "plt.figure(figsize=(6,6))\n",
    "# Duplicate points shifted by ±360 to reduce edge artifacts near 0/360\n",
    "x_mast = np.concatenate([wind_data['mast_dir'].to_numpy(),\n",
    "                         wind_data['mast_dir'].to_numpy()+360,\n",
    "                         wind_data['mast_dir'].to_numpy()-360])\n",
    "y_sonic = np.concatenate([wind_data['sonic_dir'].to_numpy(),\n",
    "                          wind_data['sonic_dir'].to_numpy()+360,\n",
    "                          wind_data['sonic_dir'].to_numpy()-360])\n",
    "\n",
    "hb = plt.hexbin(x_mast, y_sonic, gridsize=36, cmap='viridis',\n",
    "                extent=[-60, 420, -60, 420])\n",
    "plt.plot([-60, 420], [-60, 420], 'k--', linewidth=1)\n",
    "plt.xlim(0, 360); plt.ylim(0, 360)\n",
    "plt.xlabel('Mast Direction (°)')\n",
    "plt.ylabel('Sonic Direction (°)')\n",
    "plt.title('Mast vs Sonic Direction (before rotation)')\n",
    "plt.colorbar(hb, label='Counts')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# ========= Plot B: Hexbin AFTER correction (wrap-aware) =========\n",
    "plt.figure(figsize=(6,6))\n",
    "x_mast = np.concatenate([wind_data['mast_dir'].to_numpy(),\n",
    "                         wind_data['mast_dir'].to_numpy()+360,\n",
    "                         wind_data['mast_dir'].to_numpy()-360])\n",
    "y_sonic_corr = np.concatenate([wind_data['sonic_dir_corr'].to_numpy(),\n",
    "                               wind_data['sonic_dir_corr'].to_numpy()+360,\n",
    "                               wind_data['sonic_dir_corr'].to_numpy()-360])\n",
    "\n",
    "hb = plt.hexbin(x_mast, y_sonic_corr, gridsize=36, cmap='viridis',\n",
    "                extent=[-60, 420, -60, 420])\n",
    "plt.plot([-60, 420], [-60, 420], 'k--', linewidth=1)\n",
    "plt.xlim(0, 360); plt.ylim(0, 360)\n",
    "plt.xlabel('Mast Direction (°)')\n",
    "plt.ylabel('Sonic Direction (°, rotated)')\n",
    "plt.title(f'Mast vs Sonic (after rotation {theta_rot:.1f}°)')\n",
    "plt.colorbar(hb, label='Counts')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbb32f92",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b32a7ab8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ======== Apply Correction to Sonic Direction =========\n",
    "# Shift the sonic direction to align with mast using circular mean\n",
    "wind_data['sonic_corrected'] = (wind_data['sonic_dir'] - circ_mean) % 360\n",
    "\n",
    "# ======== Plot: Corrected Hexbin Mast vs Sonic =========\n",
    "plt.figure(figsize=(6,6))\n",
    "hb_corr = plt.hexbin(wind_data['mast_dir'], wind_data['sonic_corrected'],\n",
    "                     gridsize=36, cmap='viridis', extent=[0,360,0,360])\n",
    "plt.plot([0,360],[0,360],'k--',linewidth=1)\n",
    "plt.xlim(0,360); plt.ylim(0,360)\n",
    "plt.xlabel('Mast Direction (°)')\n",
    "plt.ylabel('Corrected Sonic Direction (°)')\n",
    "plt.title('Mast vs Corrected Sonic Wind Direction')\n",
    "plt.colorbar(hb_corr, label='Counts')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "eca3d968",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta_corrected = (wind_data['sonic_corrected'] - wind_data['mast_dir'] + 180) % 360 - 180\n",
    "wind_data['delta_dir_corrected'] = delta_corrected\n",
    "\n",
    "# Shift to [0, 360) for circular rose plotting\n",
    "delta_corr_pos = (delta_corrected + 360) % 360\n",
    "\n",
    "# ======== Plot: Corrected Difference Wind Rose =========\n",
    "fig = plt.figure(figsize=(4.5, 4))\n",
    "ax = fig.add_subplot(111, projection='polar')\n",
    "\n",
    "plot_rose(ax, delta_corr_pos, bins=16, title='Corrected Δθ = Sonic – Mast')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ae41ec25",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# ======== Load KNMI Wind Direction Data =========\n",
    "file_path = r'C:\\Users\\magda\\Master_Thesis\\uurgeg_235_2021-2030\\uurgeg_235_2021-2030.txt'\n",
    "header_row = 31\n",
    "\n",
    "df_knmi = pd.read_csv(file_path, skiprows=header_row, sep=\",\", engine='python', on_bad_lines='skip')\n",
    "df_knmi.columns = df_knmi.columns.str.strip()\n",
    "\n",
    "# Convert to datetime and filter\n",
    "df_knmi['Timestamp'] = pd.to_datetime(\n",
    "    df_knmi['YYYYMMDD'].astype(str) + df_knmi['HH'].astype(str).str.zfill(2),\n",
    "    format='%Y%m%d%H',\n",
    "    errors='coerce'\n",
    ")\n",
    "df_knmi['Timestamp'] = df_knmi['Timestamp'].dt.tz_localize('UTC')\n",
    "\n",
    "df_knmi = df_knmi[(df_knmi['Timestamp'] >= '2024-02-28') & (df_knmi['Timestamp'] <= '2024-06-13')]\n",
    "df_knmi = df_knmi.rename(columns={'DD': 'knmi_dir'})\n",
    "wind_data['TIMESTAMP'] = pd.to_datetime(wind_data['TIMESTAMP'])\n",
    "wind_data['TIMESTAMP'] = wind_data['TIMESTAMP'].dt.tz_localize('Europe/Amsterdam').dt.tz_convert('UTC')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e2620bde",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       # STN  YYYYMMDD  HH  knmi_dir  FH  FF  FX    T   T10N  TD  ...      N  \\\n",
      "27672    235  20240228   1       240  50  60  80   66         47  ...      8   \n",
      "27673    235  20240228   2       230  50  50  80   63         54  ...      8   \n",
      "27674    235  20240228   3       240  50  50  70   67         59  ...      8   \n",
      "27675    235  20240228   4       230  40  40  60   69         64  ...      8   \n",
      "27676    235  20240228   5       240  30  30  60   70         61  ...      8   \n",
      "...      ...       ...  ..       ...  ..  ..  ..  ...    ...  ..  ...    ...   \n",
      "30210    235  20240612  19       290  40  40  70  114         62  ...      8   \n",
      "30211    235  20240612  20       280  30  30  60  112         64  ...      8   \n",
      "30212    235  20240612  21       280  40  40  60  110         65  ...      8   \n",
      "30213    235  20240612  22       270  40  40  60  112         64  ...      8   \n",
      "30214    235  20240612  23       270  40  40  60  115         66  ...      8   \n",
      "\n",
      "        U     WW  IX      M      R      S      O      Y  \\\n",
      "27672  87          5      0      0      0      0      0   \n",
      "27673  93     81   7      0      1      0      0      0   \n",
      "27674  94     23   7      0      1      0      0      0   \n",
      "27675  96     22   7      0      1      0      0      0   \n",
      "27676  93          5      0      0      0      0      0   \n",
      "...    ..    ...  ..    ...    ...    ...    ...    ...   \n",
      "30210  70          5      0      0      0      0      0   \n",
      "30211  72          5      0      0      0      0      0   \n",
      "30212  73          5      0      0      0      0      0   \n",
      "30213  72          5      0      0      0      0      0   \n",
      "30214  71          5      0      0      0      0      0   \n",
      "\n",
      "                      Timestamp  \n",
      "27672 2024-02-28 01:00:00+00:00  \n",
      "27673 2024-02-28 02:00:00+00:00  \n",
      "27674 2024-02-28 03:00:00+00:00  \n",
      "27675 2024-02-28 04:00:00+00:00  \n",
      "27676 2024-02-28 05:00:00+00:00  \n",
      "...                         ...  \n",
      "30210 2024-06-12 19:00:00+00:00  \n",
      "30211 2024-06-12 20:00:00+00:00  \n",
      "30212 2024-06-12 21:00:00+00:00  \n",
      "30213 2024-06-12 22:00:00+00:00  \n",
      "30214 2024-06-12 23:00:00+00:00  \n",
      "\n",
      "[2438 rows x 26 columns]\n"
     ]
    }
   ],
   "source": [
    "print(df_knmi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "08091d7f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Raw mast wind direction (sample, UTC):\n",
      "                           WindDir_D15463_Avg\n",
      "TIMESTAMP                                    \n",
      "2024-03-13 23:00:00+00:00          209.655556\n",
      "2024-03-13 23:40:00+00:00          195.430000\n",
      "2024-03-14 04:20:00+00:00          194.640000\n",
      "2024-03-14 06:00:00+00:00          188.530000\n",
      "2024-03-14 06:20:00+00:00          185.240000\n",
      "\n",
      "Vector components before resample (u, v):\n",
      "                                  u         v\n",
      "TIMESTAMP                                    \n",
      "2024-03-13 23:00:00+00:00 -0.869016 -0.494785\n",
      "2024-03-13 23:40:00+00:00 -0.963956 -0.266061\n",
      "2024-03-14 04:20:00+00:00 -0.967533 -0.252745\n",
      "2024-03-14 06:00:00+00:00 -0.988938 -0.148327\n",
      "2024-03-14 06:20:00+00:00 -0.995821 -0.091328\n",
      "\n",
      "Hourly-averaged vector components (UTC):\n",
      "                                  u         v\n",
      "TIMESTAMP                                    \n",
      "2024-03-13 23:00:00+00:00 -0.916486 -0.380423\n",
      "2024-03-14 00:00:00+00:00       NaN       NaN\n",
      "2024-03-14 01:00:00+00:00       NaN       NaN\n",
      "2024-03-14 02:00:00+00:00       NaN       NaN\n",
      "2024-03-14 03:00:00+00:00       NaN       NaN\n",
      "\n",
      "Hourly mast wind direction (circular mean, UTC):\n",
      "                  Timestamp    mast_dir\n",
      "0 2024-03-13 23:00:00+00:00  202.542778\n",
      "1 2024-03-14 04:00:00+00:00  194.640000\n",
      "2 2024-03-14 06:00:00+00:00  186.489898\n",
      "3 2024-03-14 07:00:00+00:00  190.390000\n",
      "4 2024-03-14 08:00:00+00:00  195.515000\n",
      "\n",
      "KNMI data sample (UTC):\n",
      "                      Timestamp  knmi_dir\n",
      "27672 2024-02-28 01:00:00+00:00       240\n",
      "27673 2024-02-28 02:00:00+00:00       230\n",
      "27674 2024-02-28 03:00:00+00:00       240\n",
      "27675 2024-02-28 04:00:00+00:00       230\n",
      "27676 2024-02-28 05:00:00+00:00       240\n",
      "\n",
      "Merged mast + KNMI wind directions (UTC):\n",
      "                  Timestamp    mast_dir  knmi_dir\n",
      "0 2024-03-13 23:00:00+00:00  202.542778       220\n",
      "1 2024-03-14 04:00:00+00:00  194.640000       210\n",
      "2 2024-03-14 06:00:00+00:00  186.489898       210\n",
      "3 2024-03-14 07:00:00+00:00  190.390000       200\n",
      "4 2024-03-14 08:00:00+00:00  195.515000       210\n",
      "\n",
      "Δθ (mast - KNMI) sample:\n",
      "                  Timestamp    mast_dir  knmi_dir  delta_dir\n",
      "0 2024-03-13 23:00:00+00:00  202.542778       220 -17.457222\n",
      "1 2024-03-14 04:00:00+00:00  194.640000       210 -15.360000\n",
      "2 2024-03-14 06:00:00+00:00  186.489898       210 -23.510102\n",
      "3 2024-03-14 07:00:00+00:00  190.390000       200  -9.610000\n",
      "4 2024-03-14 08:00:00+00:00  195.515000       210 -14.485000\n",
      "\n",
      "--- Mast vs KNMI Direction Comparison (UTC) ---\n",
      "Circular bias (mean Δθ):   354.2°\n",
      "Circular std dev:          38.2°\n",
      "Resultant vector length R: 0.801\n",
      "% within ±10°:             29.9%\n"
     ]
    }
   ],
   "source": [
    "# ======== Compute Hourly Circular Mean of Mast Direction @ 2 m (convert local -> UTC) =========\n",
    "\n",
    "# Filter out flagged data\n",
    "wind_data = big[(big.Flag_Rain == 0) & (big.Flag_WS == 0)].copy()\n",
    "\n",
    "# Select mast wind direction and convert timestamp\n",
    "mast_dir_deg = wind_data[['TIMESTAMP', 'WindDir_D15463_Avg']].copy()\n",
    "\n",
    "# 1) Parse timestamps as naive, then localize to Europe/Amsterdam and convert to UTC\n",
    "mast_dir_deg['TIMESTAMP'] = pd.to_datetime(mast_dir_deg['TIMESTAMP'])\n",
    "mast_dir_deg['TIMESTAMP'] = mast_dir_deg['TIMESTAMP'].dt.tz_localize('Europe/Amsterdam').dt.tz_convert('UTC')\n",
    "\n",
    "# Use UTC index from here on\n",
    "mast_dir_deg = mast_dir_deg.set_index('TIMESTAMP')\n",
    "\n",
    "print(\"\\nRaw mast wind direction (sample, UTC):\")\n",
    "print(mast_dir_deg.head())\n",
    "\n",
    "# Convert to radians\n",
    "mast_rad = np.radians(mast_dir_deg['WindDir_D15463_Avg'])\n",
    "\n",
    "# Compute vector components and resample hourly (in UTC)\n",
    "df_vector = pd.DataFrame({\n",
    "    'u': np.cos(mast_rad),\n",
    "    'v': np.sin(mast_rad)\n",
    "}, index=mast_dir_deg.index)\n",
    "\n",
    "print(\"\\nVector components before resample (u, v):\")\n",
    "print(df_vector.head())\n",
    "\n",
    "# Resample to hourly mean (still UTC)\n",
    "df_hourly = df_vector.resample('H').mean()\n",
    "\n",
    "print(\"\\nHourly-averaged vector components (UTC):\")\n",
    "print(df_hourly[['u', 'v']].head())\n",
    "\n",
    "# Convert back to direction (degrees, 0–360)\n",
    "df_hourly['mast_dir'] = (np.degrees(np.arctan2(df_hourly['v'], df_hourly['u'])) + 360) % 360\n",
    "\n",
    "# Final cleanup: keep UTC timestamp as a column named 'Timestamp'\n",
    "df_hourly = df_hourly[['mast_dir']].dropna().reset_index().rename(columns={'TIMESTAMP': 'Timestamp'})\n",
    "\n",
    "print(\"\\nHourly mast wind direction (circular mean, UTC):\")\n",
    "print(df_hourly[['Timestamp', 'mast_dir']].head())\n",
    "\n",
    "# ======== Merge with KNMI Data on Overlapping Timestamps (both UTC) =========\n",
    "\n",
    "print(\"\\nKNMI data sample (UTC):\")\n",
    "print(df_knmi[['Timestamp', 'knmi_dir']].head())\n",
    "\n",
    "df_merged = pd.merge(df_hourly, df_knmi[['Timestamp', 'knmi_dir']],\n",
    "                     on='Timestamp', how='inner').dropna()\n",
    "\n",
    "print(\"\\nMerged mast + KNMI wind directions (UTC):\")\n",
    "print(df_merged.head())\n",
    "\n",
    "# ======== Circular Difference and Metrics (mast - KNMI) =========\n",
    "\n",
    "delta_knmi = (df_merged['mast_dir'] - df_merged['knmi_dir'] + 180) % 360 - 180\n",
    "df_merged['delta_dir'] = delta_knmi\n",
    "\n",
    "print(\"\\nΔθ (mast - KNMI) sample:\")\n",
    "print(df_merged[['Timestamp', 'mast_dir', 'knmi_dir', 'delta_dir']].head())\n",
    "\n",
    "cos_mean = np.mean(np.cos(np.radians(delta_knmi)))\n",
    "sin_mean = np.mean(np.sin(np.radians(delta_knmi)))\n",
    "R = np.hypot(cos_mean, sin_mean)\n",
    "circ_mean = (np.degrees(np.arctan2(sin_mean, cos_mean))) % 360\n",
    "circ_std  = np.degrees(np.sqrt(-2 * np.log(max(R, 1e-12))))\n",
    "pct_within10 = (np.abs(delta_knmi) <= 10).mean() * 100\n",
    "\n",
    "print(\"\\n--- Mast vs KNMI Direction Comparison (UTC) ---\")\n",
    "print(f\"Circular bias (mean Δθ):   {circ_mean:.1f}°\")\n",
    "print(f\"Circular std dev:          {circ_std:.1f}°\")\n",
    "print(f\"Resultant vector length R: {R:.3f}\")\n",
    "print(f\"% within ±10°:             {pct_within10:.1f}%\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "dad2291a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n# ======== Compute Hourly Circular Mean of Mast Direction @ 2 m =========\\n\\n# Filter out flagged data\\nwind_data = big[(big.Flag_Rain == 0) & (big.Flag_WS == 0)].copy()\\n\\n# Select 10 m wind direction and convert timestamp\\nmast_dir_deg = wind_data[[\\'TIMESTAMP\\', \\'WindDir_D15463_Avg\\']].copy()\\nmast_dir_deg[\\'TIMESTAMP\\'] = pd.to_datetime(mast_dir_deg[\\'TIMESTAMP\\'])\\nmast_dir_deg.set_index(\\'TIMESTAMP\\', inplace=True)\\n# Print a preview of the original mast direction data\\nprint(\"\\nRaw mast wind direction (sample):\")\\nprint(mast_dir_deg.head())\\n# Convert to radians\\nmast_rad = np.radians(mast_dir_deg[\\'WindDir_D15463_Avg\\'])\\n\\n# Compute vector components and resample hourly\\ndf_vector = pd.DataFrame({\\n    \\'u\\': np.cos(mast_rad),\\n    \\'v\\': np.sin(mast_rad)\\n}, index=mast_dir_deg.index)\\n\\n# Print the vector components before resampling\\nprint(\"\\nVector components before resample (u, v):\")\\nprint(df_vector.head())\\n\\ndf_hourly = df_vector.resample(\\'H\\').mean()\\n# After resampling hourly\\nprint(\"\\nHourly-averaged vector components:\")\\nprint(df_hourly[[\\'u\\', \\'v\\']].head())\\n\\n# Convert back to degrees\\ndf_hourly[\\'mast_dir\\'] = (np.degrees(np.arctan2(df_hourly[\\'v\\'], df_hourly[\\'u\\'])) + 360) % 360\\n\\n\\n# Final cleanup\\ndf_hourly = df_hourly[[\\'mast_dir\\']].dropna().reset_index()\\ndf_hourly = df_hourly.rename(columns={df_hourly.columns[0]: \\'Timestamp\\'})\\n\\n# After converting back to degrees\\nprint(\"\\nHourly mast wind direction (circular mean):\")\\nprint(df_hourly[[\\'Timestamp\\', \\'mast_dir\\']].head())\\n\\n# ======== Merge with KNMI Data on Overlapping Timestamps =========\\n\\nprint(\"\\nKNMI data sample:\")\\nprint(df_knmi[[\\'Timestamp\\', \\'knmi_dir\\']].head())\\n\\ndf_merged = pd.merge(df_hourly, df_knmi[[\\'Timestamp\\', \\'knmi_dir\\']], on=\\'Timestamp\\', how=\\'inner\\').dropna()\\nprint(\"\\nMerged mast + KNMI wind directions:\")\\nprint(df_merged.head())\\n# ======== Circular Difference and Metrics =========\\n\\ndelta_knmi = (df_merged[\\'mast_dir\\'] - df_merged[\\'knmi_dir\\'] + 180) % 360 - 180\\n\\ndf_merged[\\'delta_dir\\'] = delta_knmi\\n# Print raw directional differences\\nprint(\"\\nΔθ (mast - KNMI) sample:\")\\nprint(df_merged[[\\'Timestamp\\', \\'mast_dir\\', \\'knmi_dir\\', \\'delta_dir\\']].head())\\ncos_mean = np.mean(np.cos(np.radians(delta_knmi)))\\nsin_mean = np.mean(np.sin(np.radians(delta_knmi)))\\nR = np.hypot(cos_mean, sin_mean)\\ncirc_mean = (np.degrees(np.arctan2(sin_mean, cos_mean))) % 360\\ncirc_std = np.degrees(np.sqrt(-2 * np.log(R)))\\npct_within10 = (np.abs(delta_knmi) <= 10).mean() * 100\\n\\nprint(\"\\n--- Mast vs KNMI Direction Comparison ---\")\\nprint(f\"Circular bias (mean Δθ):   {circ_mean:.1f}°\")\\nprint(f\"Circular std dev:          {circ_std:.1f}°\")\\nprint(f\"Resultant vector length R: {R:.3f}\")\\nprint(f\"% within ±10°:             {pct_within10:.1f}%\")\\n'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "# ======== Compute Hourly Circular Mean of Mast Direction @ 2 m =========\n",
    "\n",
    "# Filter out flagged data\n",
    "wind_data = big[(big.Flag_Rain == 0) & (big.Flag_WS == 0)].copy()\n",
    "\n",
    "# Select 10 m wind direction and convert timestamp\n",
    "mast_dir_deg = wind_data[['TIMESTAMP', 'WindDir_D15463_Avg']].copy()\n",
    "mast_dir_deg['TIMESTAMP'] = pd.to_datetime(mast_dir_deg['TIMESTAMP'])\n",
    "mast_dir_deg.set_index('TIMESTAMP', inplace=True)\n",
    "# Print a preview of the original mast direction data\n",
    "print(\"\\nRaw mast wind direction (sample):\")\n",
    "print(mast_dir_deg.head())\n",
    "# Convert to radians\n",
    "mast_rad = np.radians(mast_dir_deg['WindDir_D15463_Avg'])\n",
    "\n",
    "# Compute vector components and resample hourly\n",
    "df_vector = pd.DataFrame({\n",
    "    'u': np.cos(mast_rad),\n",
    "    'v': np.sin(mast_rad)\n",
    "}, index=mast_dir_deg.index)\n",
    "\n",
    "# Print the vector components before resampling\n",
    "print(\"\\nVector components before resample (u, v):\")\n",
    "print(df_vector.head())\n",
    "\n",
    "df_hourly = df_vector.resample('H').mean()\n",
    "# After resampling hourly\n",
    "print(\"\\nHourly-averaged vector components:\")\n",
    "print(df_hourly[['u', 'v']].head())\n",
    "\n",
    "# Convert back to degrees\n",
    "df_hourly['mast_dir'] = (np.degrees(np.arctan2(df_hourly['v'], df_hourly['u'])) + 360) % 360\n",
    "\n",
    "\n",
    "# Final cleanup\n",
    "df_hourly = df_hourly[['mast_dir']].dropna().reset_index()\n",
    "df_hourly = df_hourly.rename(columns={df_hourly.columns[0]: 'Timestamp'})\n",
    "\n",
    "# After converting back to degrees\n",
    "print(\"\\nHourly mast wind direction (circular mean):\")\n",
    "print(df_hourly[['Timestamp', 'mast_dir']].head())\n",
    "\n",
    "# ======== Merge with KNMI Data on Overlapping Timestamps =========\n",
    "\n",
    "print(\"\\nKNMI data sample:\")\n",
    "print(df_knmi[['Timestamp', 'knmi_dir']].head())\n",
    "\n",
    "df_merged = pd.merge(df_hourly, df_knmi[['Timestamp', 'knmi_dir']], on='Timestamp', how='inner').dropna()\n",
    "print(\"\\nMerged mast + KNMI wind directions:\")\n",
    "print(df_merged.head())\n",
    "# ======== Circular Difference and Metrics =========\n",
    "\n",
    "delta_knmi = (df_merged['mast_dir'] - df_merged['knmi_dir'] + 180) % 360 - 180\n",
    "\n",
    "df_merged['delta_dir'] = delta_knmi\n",
    "# Print raw directional differences\n",
    "print(\"\\nΔθ (mast - KNMI) sample:\")\n",
    "print(df_merged[['Timestamp', 'mast_dir', 'knmi_dir', 'delta_dir']].head())\n",
    "cos_mean = np.mean(np.cos(np.radians(delta_knmi)))\n",
    "sin_mean = np.mean(np.sin(np.radians(delta_knmi)))\n",
    "R = np.hypot(cos_mean, sin_mean)\n",
    "circ_mean = (np.degrees(np.arctan2(sin_mean, cos_mean))) % 360\n",
    "circ_std = np.degrees(np.sqrt(-2 * np.log(R)))\n",
    "pct_within10 = (np.abs(delta_knmi) <= 10).mean() * 100\n",
    "\n",
    "print(\"\\n--- Mast vs KNMI Direction Comparison ---\")\n",
    "print(f\"Circular bias (mean Δθ):   {circ_mean:.1f}°\")\n",
    "print(f\"Circular std dev:          {circ_std:.1f}°\")\n",
    "print(f\"Resultant vector length R: {R:.3f}\")\n",
    "print(f\"% within ±10°:             {pct_within10:.1f}%\")\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "09eaa7c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ======== Plot Wind Rose of Δθ (Mast – KNMI) =========\n",
    "\n",
    "def plot_rose(ax, directions, bins=16, title=''):\n",
    "    edges = np.linspace(0, 360, bins+1)\n",
    "    counts, _ = np.histogram(directions, bins=edges)\n",
    "    angles = np.radians(edges[:-1] + (360/bins)/2)\n",
    "    ax.bar(angles, counts, width=np.radians(360/bins),\n",
    "           bottom=0, edgecolor='k', align='edge')\n",
    "    ax.set_theta_zero_location('N')\n",
    "    ax.set_theta_direction(-1)\n",
    "    ax.set_title(title)\n",
    "\n",
    "# Shift deltas to [0, 360) for circular rose\n",
    "delta_pos = (df_merged['delta_dir'] + 360) % 360\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "ax = fig.add_subplot(111, projection='polar')\n",
    "plot_rose(ax, delta_pos, bins=16, title='Δθ = Mast – KNMI')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
