DA08_BaiTap1234_An.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BÀI TẬP PANDAS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Đề Bài"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trên dữ liệu NYC:\n",
    "- Bài 1:\n",
    "    - Đếm số chuyến bay trễ của các sân bay (cột 'origin').\n",
    "    - Tương tự, đếm số chuyến bay không trễ của các sân bay.\n",
    "    - Tạo bảng hiển thị số chuyến bay trễ với không trễ.\n",
    "    - Vẽ lên biểu đồ.\n",
    "- Bài 2:\n",
    "    - Thực hiện tương tự với các hãng hàng không (cột 'carrier').\n",
    "- Bài 3:\n",
    "    - Tính thời gian trễ (gồm 'dep_delay' và 'arr_delay') trung bình của các hãng.\n",
    "    - Tính thời gian trễ (gồm 'dep_delay' và 'arr_delay') trung bình từ các sân bay.\n",
    "    - Vẽ các kết quả lên biểu đồ.\n",
    "- Bài 4:\n",
    "    - Tính tổng, trung bình, mean, median của quãng đường bay của từng hãng (cột 'distance')."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Script"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "CN_MINUTE = 'minute'\n",
    "CN_HOUR = 'hour'\n",
    "CN_DAY = 'day'\n",
    "CN_MONTH = 'month'\n",
    "CN_YEAR = 'year'\n",
    "CN_DEP_TIME = 'dep_time'\n",
    "CN_DEP_DELAY = 'dep_delay'\n",
    "CN_ARR_TIME = 'arr_time'\n",
    "CN_ARR_DELAY = 'arr_delay'\n",
    "CN_CARRIER = 'carrier'\n",
    "CN_TAILNUM = 'tailnum'\n",
    "CN_FLIGHT = 'flight'\n",
    "CN_ORIGIN = 'origin'\n",
    "CN_DEST = 'dest'\n",
    "CN_AIR_TIME = 'air_time'\n",
    "CN_DISTANCE = 'distance'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Common"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Refactor\n",
    "def refactor(s):\n",
    "    return s.str.strip().str.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Try parse to int\n",
    "def try_prs_int(s):\n",
    "    return pd.to_numeric(s, errors='coerce').astype('Int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Format header\n",
    "def fmt_hdr(col_name):\n",
    "    return col_name.replace('_', ' ').title()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Format headers\n",
    "def fmt_hdrs(cols):\n",
    "    return cols.str.replace('_', ' ').str.title()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group count\n",
    "def grp_cnt(df, grp_col_name, col_name):\n",
    "    return df.groupby(grp_col_name)[col_name].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group mean\n",
    "def grp_mean(df, grp_col_name, col_name_1, col_name_2):\n",
    "    return df.groupby(grp_col_name)[[col_name_1, col_name_2]].mean().rename(columns={col_name_1: fmt_hdr(col_name_1), col_name_2: fmt_hdr(col_name_2)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Valid string series\n",
    "def vld_str_ser(s):\n",
    "    return s.notna() & ~s.eq('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('nycflights.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "minute = try_prs_int(df[CN_MINUTE])\n",
    "hour = try_prs_int(df[CN_HOUR])\n",
    "day = try_prs_int(df[CN_DAY])\n",
    "month = try_prs_int(df[CN_MONTH])\n",
    "year = try_prs_int(df[CN_YEAR])\n",
    "dep_time = try_prs_int(df[CN_DEP_TIME])\n",
    "dep_delay = try_prs_int(df[CN_DEP_DELAY])\n",
    "arr_time = try_prs_int(df[CN_ARR_TIME])\n",
    "arr_delay = try_prs_int(df[CN_ARR_DELAY])\n",
    "carrier = refactor(df[CN_CARRIER])\n",
    "tailnum = refactor(df[CN_TAILNUM])\n",
    "flight = try_prs_int(df[CN_FLIGHT])\n",
    "origin = refactor(df[CN_ORIGIN])\n",
    "dest = refactor(df[CN_DEST])\n",
    "air_time = try_prs_int(df[CN_AIR_TIME])\n",
    "distance = try_prs_int(df[CN_DISTANCE])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request 1\n",
    "df1 = df.loc[(dep_delay.notna() & vld_str_ser(origin))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 1.1\n",
    "flight_delays = pd.DataFrame({\n",
    "    'Delayed Flights': grp_cnt(df1[df1[CN_DEP_DELAY] > 0], CN_ORIGIN, CN_DEP_DELAY),\n",
    "    'On-time Flights': grp_cnt(df1[df1[CN_DEP_DELAY] <= 0], CN_ORIGIN, CN_DEP_DELAY)\n",
    "})\n",
    "flight_delays.index.name = fmt_hdr(CN_ORIGIN)\n",
    "flight_delays.plot.bar(rot=0)\n",
    "plt.ylabel('Số lượng')\n",
    "plt.title('Số chuyến bay của các sân bay')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Origin  Delayed Flights  On-Time Flights\n",
      "0    EWR            52711            64885\n",
      "1    JFK            42031            67385\n",
      "2    LGA            33690            67819\n"
     ]
    }
   ],
   "source": [
    "# Request 1.2\n",
    "board1 = flight_delays.reset_index()\n",
    "board1.columns = fmt_hdrs(board1.columns)\n",
    "print(board1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request 2\n",
    "df2 = df.loc[(dep_delay.notna() & vld_str_ser(carrier))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk8AAAHHCAYAAACmzLxGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAABneUlEQVR4nO3deVRU9fsH8PfIMuwjizBgbG6o4ZaaohWoCKi4ZIqGkrgX7kuWXyupXMpcKs0lEyTR0FIrJREXNFFwIcl9KUXRQFyQTQOEz+8PD/fnOIBcFll6v86Zc5x7n/k8z704zMPnLqMQQggQERERUZnUq+4CiIiIiGoTNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T1SnxMbGQl9fH7GxsdVdSpUYNmwY2rZti3///be6SyEi+s9i80R1Rm5uLsaMGYNPPvkEr7zySnWXU+l27NiB3377DVu3boWBgUF1l1Ot/v77b7zyyitQKpV47bXXkJGRUd0l4cyZMzA2NsayZcuqu5RaJzExESqVCl9//XV1l1KlhBDw9PSEoaEhLly4UN3lUAWweaIa5ejRo3j99dfh4OAApVIJGxsbuLm5YcaMGcXGf/LJJ7C2tkbbtm1x6tQpTJgwAe+9916F61i/fj0UCgVOnDhR4bHK6969e2jcuDGsra2xevVqpKenY8eOHWjcuHGljB8cHAyFQoE7d+5UynjP07///ovZs2dj3759uHbtWrVvQ1ZWFt544w0EBQVh2rRplTZuYGAgTExMyhR7+/ZttGnTBtbW1lixYgWOHDmCRo0aVVotcsmpvW3btti+fTvmzJmDuLi4Kq7s2cpau5OTE3x9fcs87po1a3Dnzh3MmjULgYGBKCgoqEiZVI3YPFGNERkZiS5duiAzMxOLFi1CdHQ0vvrqK3Tt2hWbN2/Wiv/555+xZcsWnD17Fj179sSiRYswceJEKBSKaqi+cj169Ah+fn4YP348Tpw4gSVLlsDZ2blOzqiVx4svvghPT0989tlnCA8Pr7SGsrzGjBmDDh06YNGiRdVWw7Zt26TZm5CQEHh7e2PWrFnVVo9c3bt3x9q1azF06FDcvn27usupdNeuXcOnn36KH3/8EcHBwbCwsMCSJUuquywqJ4UQQlR3EUQA4O7ujps3b+LChQvQ1dXVWFdYWIh69TR7/du3b8PY2BhGRkYAgJs3b0KtVkNHR6fCtaxfvx4jR47E8ePH0aFDhwqPJ1d+fj7u3LkDW1tbAEB2djby8vJgYWFRaTmCg4Px8ccf4/bt27Cysqq0cZ+XgoIC3LlzBzY2NtVdSpUJDAzETz/9hOzs7OouRbb/Qu1OTk5wdXXFzp07n1NlVFNw5olqjLt378LKykqrcQKg1TgVFhYiNDQUL730EpRKJaytrTF79mykpKSUKdeFCxfw5ptvwsbGBkqlEg4ODnjrrbeQm5urEZeVlYV33nkHVlZWsLS0xMCBA/HPP/9oxCgUCgQHB2vlcHJyQmBgIAAgKSkJurq6WLhwoVbc77//DoVCgR9//FFalpSUhBkzZsDa2hr6+vro0KEDwsPDNV534MABKBQK/PDDD5gzZw7s7OxgZmYGT09PXLx4sUz7AQCSk5MxcOBAmJmZQaVSYfjw4Vp/+W/evBleXl6wtbWFoaEhWrRogffffx85OTlSzIYNG6BQKIo97PLJJ59AT09Pa9897Vk/l6JDjQCgo6MjNU5Fh1mTkpJk1VyamzdvYty4cbC3t4e+vj7s7OwwaNAg3Lp1C8DjQ4czZsxA27ZtoVKpYGFhATc3N/zyyy9aYxUWFmL58uVo27YtDA0NUb9+fXTu3Bm//vprmWr566+/0Lt3b5iYmMDe3h4zZszQ+r/68ccfo1OnTrCwsICZmRleeuklrFu3Dk//fVx0qCkqKgovvfQSDA0N0bx5c4SEhGjljY2NhZubGwwMDNCwYUN8+OGH+O6777T2dV2t/UmHDx+GlZUVfH19tf4PlaWeM2fOoH///jA3N4eBgQHatm2LsLAwjRg572khBBYsWABHR0cYGBigQ4cO2LNnDzw8PODh4SF7+0gmQVRDjBkzRgAQkyZNEvHx8SIvL6/E2HHjxgkAYuLEiSIqKkqsXr1aNGjQQNjb24vbt2+XmicxMVGYmJgIJycnsXr1arFv3z4RHh4u/Pz8RGZmphBCiNDQUAFANGrUSEyaNEns3r1bfPfdd8Lc3Fx069ZNYzwAYu7cuVp5HB0dxYgRI6Tnr7/+unBwcBCPHj3SiBs8eLCws7MT+fn5Qgghzp49K1QqlWjVqpX4/vvvRXR0tJg2bZpQKBTiww8/lF4XExMjAAgnJycxbNgwERkZKX744Qfh4OAgmjZtqpXnaXPnzhUAhKOjo3j33XfF7t27xdKlS4WxsbFo166dxv7/9NNPxbJly0RkZKQ4cOCAWL16tXB2dtbYF7m5uUKtVothw4Zp5MnPzxd2dnZi8ODBpdZTlp9LUc1PK/p5Xb16VVbNJblx44awtbUVVlZWYunSpWLv3r1i8+bNYtSoUeL8+fNCCCHS09PF8OHDRWhoqNi3b5+IiooSM2fOFPXq1RNhYWEa4wUEBAiFQiHGjBkjfvnlF7Fr1y4xf/588dVXX5Vax4gRI4S+vr5o0aKFWLx4sdi7d6/46KOPhEKhEB9//LFGbGBgoFi3bp3Ys2eP2LNnj/j000+FoaGhVpyjo6N44YUXRMuWLcX3338vdu/eLQYPHiwAiIMHD0pxf/75pzAwMBCtW7cWERER4tdffxW9e/cWTk5OWvu6LtZubGwsPd+8ebNQKpXinXfe0XhflbWeCxcuCFNTU9G4cWPx/fffi8jISPHmm28KAOLzzz+X4uS8p2fPni0AiHHjxomoqCixdu1a4eDgIGxtbYW7u3up20cVx+aJaow7d+6IV155RQAQAISenp7o0qWLWLhwocjKypLizp8/LwCIoKAgjdcfPXpUABD/+9//Ss3TvXt3Ub9+fZGWllZiTNGH8dM5Fi1aJACIlJQUaVlZm6eiX4zbt2+Xlt28eVPo6upqfEh4e3sLOzs7cf/+fY3x3nnnHaFUKsWdO3c0xuvdu7dG3JYtWwQAERcXV+L2CfH/jci0adM0lm/cuFEAEOHh4cW+rrCwUOTn54uDBw8KAOLPP//UGFNfX1/cunVLWrZ582atD5PilOXnIqd5KmvNxRk1apTQ09MT586dKzWupNe2a9dOev77778LAGLOnDmyxxoxYoQAILZs2aKxvHfv3sLFxaXE1xUUFIj8/HzxySefCEtLS1FYWCitc3R0FAYGBuLatWvSsocPHwoLCwsxfvx4adngwYOFsbGxxh8jBQUFomXLlmVuQGpz7UXN02effSZ0dHQ0mhy59QwdOlQolUpx/fp1jdf36tVLGBkZSe/1sr6n7927J5RKpRgyZIhGXFxcnADA5uk54GE7qjEsLS1x6NAhHD9+HJ999hn69++PS5cuYfbs2WjVqpV0RVVMTAwASIfEirz88sto0aIF9u3bV2KOBw8e4ODBg/Dz80ODBg2eWVO/fv00nrdu3RrA45M/5fLw8ECbNm3wzTffSMtWr14NhUKBcePGAXh8KGjfvn144403oFKptGrJzc3F0aNHK7XGYcOGaTz38/ODrq6utJ8B4MqVK/D395fOKdPT04O7uzsA4Pz581LcO++8AwBYu3attGzFihVo1aoVXnvttRJrkPtzKYuy1lycXbt2oVu3bmjRokWpcTt37oSXlxdsbGxgZGQEAwMDhIWFaYy/a9cuAMCECRPKtR0KhQJ9+/bVWNa6dWutn+/+/fvh6ekJlUolbe9HH32Eu3fvIi0tTSO2bdu2cHBwkJ4bGBigWbNmGmMePHgQ3bt31zgfrl69evDz8/tP1C6EwPjx4zF37lxs2rSpxJPvy1LP/v370aNHD9jb22u8NjAwEA8ePNA61P2s93R8fDxyc3O1tqdz585wcnIq8zZS+bF5ohqnQ4cOeO+99/Djjz/in3/+wbRp05CUlCRdyXT37l0AkE6mfpKdnZ20vjjp6ekoKCjACy+8UKZaLC0tNZ4rlUoAwMOHD8v0+qdNnjwZ+/btw8WLF5Gfn4+1a9di0KBBUKvVAB5v26NHj7Bq1SoYGBhoPPr37w8AWpflV7TGotxFdHV1YWlpKe3H7OxsvPrqqzh69CjmzZuHAwcO4Pjx49i2bZtWHhsbGwwZMgRr1qxBQUEBTp06hUOHDmHixIml1iD35/Iscmouzu3bt59Zy6+//oq+fftCrVYjPDwcx44dQ2JiIsaMGaNxE9Pbt29DR0dHaz+XVVFT9iSlUqmR49ixY/Dy8gLwuHE9fPgwjh8/jjlz5gDQ3t6n/88Ujflk3N27d4s9GV/OCfq1ufa8vDxs3rwZL774Inr16lViXFnrKen3VdH60sZ8+j1dFF/RbaTy0z4zl6gG0dPTw9y5c7Fs2TKcOXMGwP//YklJSdH6gPvnn39KvXLMwsICOjo6uHHjRqXVqFQqtU6ABbR/IQKAv78/3nvvPXzzzTfo3LkzUlNTNWYkzM3NoaOjg5EjR2L69OnF5ivul3BFpKamomHDhtLzR48e4e7du9J+3r9/P/755x8cOHBAmrkBgPv37xc73pQpU7Bhwwb88ssviIqKQv369bVmt55W1p9L0Qdxbm6u9IECaDeUcmt+WoMGDZ5ZS1hYGBo3bozvv/9eY3lmZqbWWAUFBUhNTa30n12RiIgI6OnpYefOnRrNys8//1zuMS0tLaWT45+Umppa7jGLU1NrVyqViImJgbe3Nzw9PREVFQVzc/Ny11PcxSxFF1DIvdq16L1Z0jZy9qnqceaJaoySrpQrOgRS9Fda9+7dAUDr6rPjx4/j/Pnz6NGjR4k5DA0N4e7ujh9//LHSbqzo5OSEU6dOaSzbv39/sZc5GxgYYNy4cQgLC8PSpUvRtm1bdO3aVVpvZGSEbt26IT4+Hs7OzmjevLnW4+nDeRW1ceNGjedbtmzBo0ePpCt2iq5ue7JZAR7f8K847du3R5cuXfD5559j48aNCAwMhLGxcak1lPXnUvSh8PT+3rFjh8ZzuTU/rVevXoiJiSn1qkUhhNZtMVJSUrSuoCuatVi1alWZcpeHQqGArq6uRj0PHz7Ehg0byj2mu7s79u/fr/HzKCws1LgqtDLU5NrbtWuHgwcP4saNG/Dw8NA6hFhWPXr0kBr6J33//fcwMjJC586dZY3XqVMnKJVKrfvfxcfHl+uUApKPzRPVGN7e3ujduzdWrVqFmJgY7Nu3D0uWLMHAgQNhYmKCKVOmAABcXFwwbtw4LF++HNOmTUN0dDS+/fZb+Pr6wt7e/pl3eF66dCny8/PRqVMnrF27FjExMYiIiIC/vz+ysrJk1x0QEIBdu3bho48+wr59+7B8+XK88847JTY5QUFBePDgARISEoo9nPXVV1/hxo0beOWVVxAaGooDBw5gx44dWLp0qcYsSmXZtm0bZs2ahT179uDLL7/E+PHj0aZNG+l8ii5dusDc3Bxvv/02tm/fjp07d+LNN9/En3/+WeKYU6ZMwbFjx/Dw4UMEBQWVqY6y/Fx69+4NCwsLjB49Gj///DN27tyJQYMGITk5WWOs8tT8pE8++QRWVlZ47bXX8NVXX2H//v3Ytm0bxo0bJ32thq+vLy5duoS3334b+/btw/r169G1a1epyS/y6quvIiAgAPPmzcP48eOxY8cOREdH4/PPP8fy5cvLVM+z9OnTB9nZ2fD398eePXsQERGBV199Vat5lGPOnDkoKChAjx49sGXLFuzYsQN9+/aVLtN/+vYhdbX2Fi1a4NChQ8jKysJrr71WrlnruXPnQk9PD926dcPGjRuxa9cuDB8+HJGRkQgODpb9B5GFhQWmT5+OLVu24O2338bu3buxbt06+Pn5wdbWttJ+NlSK6j5jnajI5s2bhb+/v2jatKkwMTERenp6wsHBQQQEBGhd9VRQUCA+//xz0axZM6GnpyesrKzE8OHDRXJycplynTt3TgwePFhYWloKfX194eDgIAIDA8W///4rhPj/q7eOHz+u8bqiq2FiYmKkZbm5uWLWrFnC3t5eGBoaCnd3d5GYmKh1td2TPDw8hIWFhXjw4EGx669evSpGjRolGjZsKPT09ESDBg1Ely5dxLx587Rq+fHHH7VeC0CEhoaWug+KrlxLSEgQffv2FSYmJsLU1FS8+eabGlfLCSHEkSNHhJubmzAyMhINGjQQY8aMEX/88UeJeXJzc4VSqRQ+Pj6l1vC0Z/1chBDi2LFjokuXLsLY2Fg0bNhQzJ07V3z33XdaV1HJrflpycnJYtSoUUKtVgs9PT1hZ2cn/Pz8NPbNZ599JpycnIRSqRQtWrQQa9euLfaKwIKCArFs2TLh6uoq9PX1hUqlEm5ubmLHjh2l1vD0JfNFissREhIiXFxchFKpFI0aNRILFy4U69at09ovjo6Ook+fPlpjuru7a12ldejQIdGpUyehVCqFWq0W7777rvj8888FAK2rQet67Tdu3BDNmzcXTk5O4u+//5Zdz+nTp0Xfvn2FSqUS+vr6ok2bNlr/D+W8pwsLC8W8efPECy+8IPT19UXr1q3Fzp07RZs2bcTrr79e6vZRxfEO40TPWVpaGhwdHTFp0qRq/TqPqrRjxw7069cPkZGR6N27d3WXQ5XIy8sLSUlJuHTpUnWXIlttrr0srl69iubNm2Pu3Ln43//+V93l1Gk8YZzoOblx4wauXLmCL774AvXq1ZMOQ9Yl586dw7Vr16Q7b5d2lRLVfNOnT0e7du1gb2+Pe/fuYePGjdizZw/WrVtX3aU9U22uvSz+/PNP/PDDD+jSpQvMzMxw8eJFLFq0CGZmZhg9enR1l1fnsXkiek6+++47fPLJJ3BycsLGjRs1rnCrK4KCgnD48GG89NJLCAsLqxNf0vxfVlBQgI8++gipqalQKBRo2bIlNmzYgOHDh1d3ac9Um2svC2NjY5w4cQLr1q3D/fv3oVKp4OHhgfnz5/N2Bc8BD9sRERERycBT8omIiIhkYPNEREREJAObJyIiIiIZeMJ4JSssLMQ///wDU1NTnixLRERUSwghkJWVBTs7u2feaJTNUyX7559/tL45m4iIiGqH5OTkZ34xOJunSmZqagrg8c43MzOr5mqIiIioLDIzM2Fvby99jpeGzVMlKzpUZ2ZmxuaJiIiolinLKTc8YZyIiIhIBjZPRERERDKweSIiIiKSgec8Ef2HFRQUID8/v7rLoDpOT08POjo61V0GUaVh80T0HySEQGpqKu7fv1/dpdB/RP369aFWq3n/O6oT2DwR/QcVNU7W1tYwMjLiBxpVGSEEHjx4gLS0NACAra1tNVdEVHFsnoj+YwoKCqTGydLSsrrLof8AQ0NDAEBaWhqsra15CI9qPZ4wTvQfU3SOk5GRUTVXQv8lRf/feI4d1QVsnoj+o3iojp4n/n+juoTNExEREZEMbJ6I6D8pODgYbdu2re4ycODAASgUigpd+ahQKPDzzz8DAJKSkqBQKJCYmFjm169fvx7169cvd36i/xqeME5EEqf3I59rvqTP+siKDwwMRFhYGABAV1cXFhYWaN26Nd58800EBgaiXr26+fegk5MTrl27prGsYcOGuHHjhlasvb09UlJSYGVlVak1BAYG4v79+1KTRvRfVjd/0xBRneXj44OUlBQkJSVh165d6NatG6ZMmQJfX188evSousurMp988glSUlKkx8mTJ4uN09HRgVqthq4u/zYmqipsnoioVlEqlVCr1WjYsCFeeukl/O9//8Mvv/yCXbt2Yf369VJcRkYGxo0bB2tra5iZmaF79+74888/Sxz3+PHj6NmzJ6ysrKBSqeDu7o4//vhDWj9q1Cj4+vpqvObRo0dQq9UICQkB8PieRosWLUKjRo1gaGiINm3a4KefftJ4zW+//YZmzZrB0NAQ3bp1Q1JSUpm229TUFGq1Wno0aNCg2LjiDtv9+uuvaNq0qZQzLCys2EOFu3fvRosWLWBiYiI1qcDjQ5xhYWH45ZdfoFAooFAocODAAeTl5WHixImwtbWFgYEBnJycsHDhwjJtD1FtxuaJiGq97t27o02bNti2bRuAx01Mnz59kJqait9++w0JCQl46aWX0KNHD9y7d6/YMbKysjBixAgcOnQI8fHxaNq0KXr37o2srCwAwJgxYxAVFSU1FMDjRig7Oxt+fn4AgA8++AChoaFYtWoVzp49i2nTpmH48OE4ePAgACA5ORkDBw5E7969kZiYiDFjxuD999+vyl2DpKQkDBo0CAMGDEBiYiLGjx+POXPmaMU9ePAAixcvxoYNG/D777/j+vXrmDlzJgBg5syZ8PPzkxqqlJQUdOnSBV9//TV+/fVXbNmyBRcvXkR4eDicnJyqdHuIagLO6xIBQLCqlHUZz68OKrfmzZvj1KlTAICYmBicPn0aaWlpUCqVAIDFixfj559/xk8//YRx48Zpvb579+4az9esWQNzc3McPHgQvr6+6NKlC1xcXLBhwwbMmjULABAaGorBgwfDxMQEOTk5WLp0Kfbv3w83NzcAQKNGjRAbG4s1a9bA3d0dq1atQqNGjbBs2TIoFAq4uLjg9OnT+Pzzz5+5fe+99x4++OAD6fmCBQswefLkZ75u9erVcHFxwRdffAEAcHFxwZkzZzB//nyNuPz8fKxevRqNGzcGAEycOBGffPIJAMDExASGhobIzc2FWq2WXnP9+nU0bdoUr7zyChQKBRwdHZ9ZD1FdwOaJiOoEIYR0L6GEhARkZ2dr3UH94cOH+Pvvv4t9fVpaGj766CPs378ft27dQkFBAR48eIDr169LMWPGjMG3336LWbNmIS0tDZGRkdi3bx8A4Ny5c/j333/Rs2dPjXHz8vLQrl07AMD58+fRuXNnjXseFTVaz/Luu+8iMDBQel7WE8IvXryIjh07aix7+eWXteKMjIykxgl4/DUqRV+pUpLAwED07NkTLi4u8PHxga+vL7y8vMpUF1FtxuaJqLpx1qtSnD9/Hs7OzgCAwsJC2Nra4sCBA1pxJV2SHxgYiNu3b+PLL7+Eo6MjlEol3NzckJeXJ8W89dZbeP/99xEXF4e4uDg4OTnh1VdflXICQGRkJBo2bKgxdtHslxCi3NtnZWWFJk2ayH7dk03lk8uepqenp/FcoVA8s96XXnoJV69exa5du7B37174+fnB09NT6zwvorqGzRMR1Xr79+/H6dOnMW3aNACPP9RTU1Ohq6tb5nNwDh06hJUrV6J3794AHp+fdOfOHY0YS0tLDBgwAKGhoYiLi8PIkSOldS1btoRSqcT169fh7u5ebI6WLVtqXeofHx9fxq0sn+bNm+O3337TWHbixAnZ4+jr66OgoEBruZmZGYYMGYIhQ4Zg0KBB8PHxwb1792BhYVHumolqOjZPRFSr5ObmIjU1FQUFBbh16xaioqKwcOFC+Pr64q233gIAeHp6ws3NDQMGDMDnn38OFxcX/PPPP/jtt98wYMAAdOjQQWvcJk2aYMOGDejQoQMyMzPx7rvvSl9o+6QxY8bA19cXBQUFGDFihLTc1NQUM2fOxLRp01BYWIhXXnkFmZmZOHLkCExMTDBixAi8/fbbWLJkCaZPn47x48cjISFB4wrBqjB+/HgsXboU7733HkaPHo3ExEQpp5yvTHFycsLu3btx8eJFWFpaQqVSYcWKFbC1tUXbtm1Rr149/Pjjj1Cr1bzhJtV5vNqOiGqVqKgo2NrawsnJCT4+PoiJicHXX3+NX375BTo6OgAeNwW//fYbXnvtNYwaNQrNmjXD0KFDkZSUBBsbm2LHDQkJQXp6Otq1a4eAgABMnjwZ1tbWWnGenp6wtbWFt7c37OzsNNZ9+umn+Oijj7Bw4UK0aNEC3t7e2LFjh3Q40cHBAVu3bsWOHTvQpk0brF69GgsWLKjkPaTJ2dkZP/30E7Zt24bWrVtj1apV0tV2RYcTy2Ls2LFwcXFBhw4d0KBBAxw+fBgmJib4/PPP0aFDB3Ts2BFJSUn47bff6uzNSomKKERFDsKTlszMTKhUKmRkZMDMzKy6y6Gyqs7zjp5z7n///RdXr16Fs7MzDAwMKn38uu7Bgwews7NDSEgIBg4cWN3llMv8+fOxevVqJCcnP7ec/H9HNZ2cz28etiMiKoPCwkKkpqZiyZIlUKlU6NevX3WXVGYrV65Ex44dYWlpicOHD+OLL77AxIkTq7ssolqLzRMRURlcv34dzs7OeOGFF7B+/fpa9fUnly9fxrx583Dv3j04ODhgxowZmD17dnWXRVRr1Z53PxFRNXJycqrQrQaq07Jly7Bs2bLqLoOozuBZfUREREQysHkiIiIikoHNExEREZEMbJ6IiIiIZGDzRERERCQDmyciIiIiGdg8ERE9g4eHB6ZOnVrdZWgJDg5G27ZtpeeBgYEYMGCArDGcnJzw5ZdfVmpdRHUd7/NERP+vtK+KqZJ88r9+Jjk5GcHBwdi1axfu3LkDW1tbDBgwAB999BEsLS0rVM6BAwfQrVs3pKena3y57bZt26Cnp1ehsctj/fr1GDlypNbytWvXYsyYMVrLv/rqq0q/F1VSUhKcnZ1x8uRJjUaN6L+MzRMR1RpXrlyBm5sbmjVrhh9++AHOzs44e/Ys3n33XezatQvx8fGwsLCo9LxVMWZZmZmZ4eLFixrLVKrim9ySlhNR5eJhOyKqNSZMmAB9fX1ER0fD3d0dDg4O6NWrF/bu3YubN29izpw5UqyTkxMWLFiAUaNGwdTUFA4ODvj2229LHDspKQndunUDAJibm0OhUCAwMBCA9mE7JycnzJs3D2+99RZMTEzg6OiIX375Bbdv30b//v1hYmKCVq1a4cSJExo5jhw5gtdeew2Ghoawt7fH5MmTkZOTU+o2KxQKqNVqjYehoWGxsU8ftsvKysKwYcNgbGwMW1tbLFu2rNhDkA8ePChxPzk7OwMA2rVrB4VCAQ8PDwCPZ+lefvllGBsbo379+ujatSuuXbtW6rYQ1RVsnoioVrh37x52796NoKAgreZBrVZj2LBh2Lx5s8ZhqyVLlqBDhw44efIkgoKC8M477+DChQvFjm9vb4+tW7cCAC5evIiUlBR89dVXJdazbNkydO3aFSdPnkSfPn0QEBCAt956C8OHD8cff/yBJk2a4K233pLqOX36NLy9vTFw4ECcOnUKmzdvRmxsbJV+Qe/06dNx+PBh/Prrr9izZw8OHTqEP/74QyuutP107NgxAMDevXuRkpKCbdu24dGjRxgwYADc3d1x6tQpxMXFYdy4cVAoFFW2LUQ1CQ/bEVGtcPnyZQgh0KJFi2LXt2jRAunp6bh9+zasra0BAL1790ZQUBAA4L333sOyZctw4MABNG/eXOv1Ojo60uE5a2trjXOeitO7d2+MHz8eAPDRRx9h1apV6NixIwYPHizlc3Nzw61bt6BWq/HFF1/A399fmvVp2rQpvv76a7i7u2PVqlUwMDAoNk9GRgZMTEyk5yYmJkhNTS21NuDxrFNYWBg2bdqEHj16AABCQ0NhZ2dX7LaUtJ8aNGgAALC0tIRarQbwuJHNyMiAr68vGjduDAAl/lxqhNLO5SvHeXdEbJ6IqE4omuF5cvajdevW0r+LDn+lpaUBAHr16oVDhw4BABwdHXH27FlZ+Z4c28bGBgDQqlUrrWVpaWlQq9VISEjAX3/9hY0bN2rUXFhYiKtXr5bYfJiammrMFtWrV7YDBleuXEF+fj5efvllaZlKpYKLi0up2/L0fiqOhYUFAgMD4e3tjZ49e8LT0xN+fn6wtbUtU21EtR2bJyKqFZo0aQKFQoFz584Vezn+hQsXYG5uDisrK2nZ01fIKRQKFBYWAgC+++47PHz4sNi4snjyNUUNW3HLivIVFhZi/PjxmDx5stZYDg4OJeapV68emjRpIru+4prJJ5c/qbT9VJLQ0FBMnjwZUVFR2Lx5Mz744APs2bMHnTt3ll0rUW3Dc56IqFawtLREz549sXLlSqnpKZKamoqNGzdiyJAhZT7vpmHDhmjSpAmaNGkCR0dHAIC+vj4AoKCgoHKLB/DSSy/h7NmzUs4nH0V5K1Pjxo2hp6cnnbMEAJmZmbh8+bKscUrbJ+3atcPs2bNx5MgRuLq6YtOmTRUrmqiWqPbmadWqVWjdujXMzMxgZmYGNzc37Nq1S1ovhEBwcDDs7OxgaGgIDw8Pren13NxcTJo0CVZWVjA2Nka/fv1w48YNjZj09HQEBARApVJBpVIhICAA9+/f14i5fv06+vbtC2NjY1hZWWHy5MnIy8ursm0nInlWrFiB3NxceHt74/fff0dycjKioqLQs2dPNGzYEPPnz6/Q+I6OjlAoFNi5cydu376N7OzsSqr88blEcXFxmDBhAhITE3H58mX8+uuvmDRpUqXleJKpqSlGjBiBd999FzExMTh79ixGjRqFevXqyTqx29raGoaGhoiKisKtW7eQkZGBq1evYvbs2YiLi8O1a9cQHR2NS5cu1ezznogqUbU3Ty+88AI+++wznDhxAidOnED37t3Rv39/qUFatGgRli5dihUrVuD48eNQq9Xo2bMnsrKypDGmTp2K7du3IyIiArGxscjOzoavr6/GX0r+/v5ITExEVFQUoqKikJiYiICAAGl9QUEB+vTpg5ycHMTGxiIiIgJbt27FjBkznt/OIKJSNW3aFCdOnEDjxo0xZMgQNG7cGOPGjUO3bt0QFxdX4fsxNWzYEB9//DHef/992NjYVOqVcK1bt8bBgwdx+fJlvPrqq2jXrh0+/PDDKj1PaOnSpXBzc4Ovry88PT3RtWtXtGjRosST04ujq6uLr7/+GmvWrIGdnR369+8PIyMjXLhwAW+88QaaNWuGcePGYeLEidIJ9ER1nUJU9u1oK4GFhQW++OILjBo1CnZ2dpg6dSree+89AI9nmWxsbPD5559j/PjxyMjIQIMGDbBhwwYMGTIEAPDPP//A3t4ev/32G7y9vXH+/Hm0bNkS8fHx6NSpEwAgPj4ebm5uuHDhAlxcXLBr1y74+voiOTlZuholIiICgYGBSEtLg5mZWZlqz8zMhEqlQkZGRplfQzVAdV6N85xz//vvv7h69SqcnZ1lfYhS7ZeTk4OGDRtiyZIlGD169HPNXa3/73i1HZWBnM/vap95elJBQQEiIiKQk5MDNzc3XL16FampqfDy8pJilEol3N3dceTIEQBAQkIC8vPzNWLs7Ozg6uoqxcTFxUGlUkmNEwB07twZKpVKI8bV1VXjMl5vb2/k5uYiISGhxJpzc3ORmZmp8SAiqglOnjyJH374AX///Tf++OMPDBs2DADQv3//aq6MqHarEc3T6dOnYWJiAqVSibfffhvbt29Hy5YtpXuZFF3yW8TGxkZal5qaCn19fZibm5caU3TflydZW1trxDydx9zcHPr6+qXeU2XhwoXSeVQqlQr29vYyt56IqOosXrwYbdq0gaenJ3JycnDo0CGNKxKJSL4acasCFxcXJCYm4v79+9i6dStGjBiBgwcPSuuLu9T2WSc8Ph1TXHx5Yp42e/ZsTJ8+XXqemZnJBoqIaoR27dqVOnNOROVTI2ae9PX10aRJE3To0AELFy5EmzZt8NVXX0l3s3165ictLU2aJVKr1cjLy0N6enqpMbdu3dLKe/v2bY2Yp/Okp6cjPz9fa0bqSUqlUrpSsOhBREREdVeNaJ6eJoRAbm4unJ2doVarsWfPHmldXl4eDh48iC5dugAA2rdvDz09PY2YlJQUnDlzRopxc3NDRkaGxv1Ojh49ioyMDI2YM2fOICUlRYqJjo6GUqlE+/btq3R7iapDDbxWhOow/n+juqTaD9v973//Q69evWBvb4+srCxERETgwIEDiIqKgkKhwNSpU7FgwQI0bdoUTZs2xYIFC2BkZAR/f38Aj79uYPTo0ZgxYwYsLS1hYWGBmTNnolWrVvD09ATw+DuXfHx8MHbsWKxZswYAMG7cOPj6+kpfVeDl5YWWLVsiICAAX3zxBe7du4eZM2di7NixnE2iOqXobtIPHjzQ+oJdoqry4MEDAOW7mztRTVPtzdOtW7cQEBCAlJQUqFQqtG7dWrrpHQDMmjULDx8+RFBQENLT09GpUydER0fD1NRUGmPZsmXQ1dWFn58fHj58iB49emD9+vXQ0dGRYjZu3IjJkydLV+X169cPK1askNbr6OggMjISQUFB6Nq1KwwNDeHv74/Fixc/pz1B9Hzo6Oigfv360neXGRkZybppIpEcQgg8ePAAaWlpqF+/vsbvZaLaqkbe56k2432eaqn/0H2egMcfaKmpqVp32SeqKvXr14dara6eRp33eaIykPP5Xe0zT0T0/CkUCtja2sLa2hr5+fnVXQ7VcXp6epxxojqFzRPRf5iOjg4/1IiIZKqRV9sRERER1VRsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGTg17MQ/ZfxC1OJiGTjzBMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T0REREQysHkiIiIikoHNExEREZEMvMM4ERHVak7vR5a6PsngORVC/xmceSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T0REREQysHkiIiIikoHNExEREZEMbJ6IiIiIZGDzRERERCRDtTdPCxcuRMeOHWFqagpra2sMGDAAFy9e1IgJDAyEQqHQeHTu3FkjJjc3F5MmTYKVlRWMjY3Rr18/3LhxQyMmPT0dAQEBUKlUUKlUCAgIwP379zVirl+/jr59+8LY2BhWVlaYPHky8vLyqmTbiYiIqPap9ubp4MGDmDBhAuLj47Fnzx48evQIXl5eyMnJ0Yjz8fFBSkqK9Pjtt9801k+dOhXbt29HREQEYmNjkZ2dDV9fXxQUFEgx/v7+SExMRFRUFKKiopCYmIiAgABpfUFBAfr06YOcnBzExsYiIiICW7duxYwZM6p2JxAREVGtoVvdBURFRWk8Dw0NhbW1NRISEvDaa69Jy5VKJdRqdbFjZGRkYN26ddiwYQM8PT0BAOHh4bC3t8fevXvh7e2N8+fPIyoqCvHx8ejUqRMAYO3atXBzc8PFixfh4uKC6OhonDt3DsnJybCzswMALFmyBIGBgZg/fz7MzMyqYhcQERFRLVLtM09Py8jIAABYWFhoLD9w4ACsra3RrFkzjB07FmlpadK6hIQE5Ofnw8vLS1pmZ2cHV1dXHDlyBAAQFxcHlUolNU4A0LlzZ6hUKo0YV1dXqXECAG9vb+Tm5iIhIaHYenNzc5GZmanxICIiorqrRjVPQghMnz4dr7zyClxdXaXlvXr1wsaNG7F//34sWbIEx48fR/fu3ZGbmwsASE1Nhb6+PszNzTXGs7GxQWpqqhRjbW2tldPa2lojxsbGRmO9ubk59PX1pZinLVy4UDqHSqVSwd7evvw7gIiIiGq8aj9s96SJEyfi1KlTiI2N1Vg+ZMgQ6d+urq7o0KEDHB0dERkZiYEDB5Y4nhACCoVCev7kvysS86TZs2dj+vTp0vPMzEw2UERERHVYjZl5mjRpEn799VfExMTghRdeKDXW1tYWjo6OuHz5MgBArVYjLy8P6enpGnFpaWnSTJJarcatW7e0xrp9+7ZGzNMzTOnp6cjPz9eakSqiVCphZmam8SAiIqK6q9qbJyEEJk6ciG3btmH//v1wdnZ+5mvu3r2L5ORk2NraAgDat28PPT097NmzR4pJSUnBmTNn0KVLFwCAm5sbMjIycOzYMSnm6NGjyMjI0Ig5c+YMUlJSpJjo6GgolUq0b9++UraXiIiIardqP2w3YcIEbNq0Cb/88gtMTU2lmR+VSgVDQ0NkZ2cjODgYb7zxBmxtbZGUlIT//e9/sLKywuuvvy7Fjh49GjNmzIClpSUsLCwwc+ZMtGrVSrr6rkWLFvDx8cHYsWOxZs0aAMC4cePg6+sLFxcXAICXlxdatmyJgIAAfPHFF7h37x5mzpyJsWPHckaJiIiIANSAmadVq1YhIyMDHh4esLW1lR6bN28GAOjo6OD06dPo378/mjVrhhEjRqBZs2aIi4uDqampNM6yZcswYMAA+Pn5oWvXrjAyMsKOHTugo6MjxWzcuBGtWrWCl5cXvLy80Lp1a2zYsEFar6Ojg8jISBgYGKBr167w8/PDgAEDsHjx4ue3Q4iIiKhGq/aZJyFEqesNDQ2xe/fuZ45jYGCA5cuXY/ny5SXGWFhYIDw8vNRxHBwcsHPnzmfmIyIiov+map95IiIiIqpN2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T0REREQysHkiIiIikkG3ugsgoqrj9H5kqeuTDJ5TIUREdQhnnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwC8GJk3BqlLWZTy/OoiIiGoozjwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBJ4zTf4LT+5Glrk8yeE6FEBFRrceZJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJUO3N08KFC9GxY0eYmprC2toaAwYMwMWLFzVihBAIDg6GnZ0dDA0N4eHhgbNnz2rE5ObmYtKkSbCysoKxsTH69euHGzduaMSkp6cjICAAKpUKKpUKAQEBuH//vkbM9evX0bdvXxgbG8PKygqTJ09GXl5elWw7ERER1T7V3jwdPHgQEyZMQHx8PPbs2YNHjx7By8sLOTk5UsyiRYuwdOlSrFixAsePH4darUbPnj2RlZUlxUydOhXbt29HREQEYmNjkZ2dDV9fXxQUFEgx/v7+SExMRFRUFKKiopCYmIiAgABpfUFBAfr06YOcnBzExsYiIiICW7duxYwZM57PziAiIqIar9q/GDgqKkrjeWhoKKytrZGQkIDXXnsNQgh8+eWXmDNnDgYOHAgACAsLg42NDTZt2oTx48cjIyMD69atw4YNG+Dp6QkACA8Ph729Pfbu3Qtvb2+cP38eUVFRiI+PR6dOnQAAa9euhZubGy5evAgXFxdER0fj3LlzSE5Ohp2dHQBgyZIlCAwMxPz582FmZvYc9wwRERHVRNU+8/S0jIwMAICFhQUA4OrVq0hNTYWXl5cUo1Qq4e7ujiNHjgAAEhISkJ+frxFjZ2cHV1dXKSYuLg4qlUpqnACgc+fOUKlUGjGurq5S4wQA3t7eyM3NRUJCQhVtMREREdUm1T7z9CQhBKZPn45XXnkFrq6uAIDU1FQAgI2NjUasjY0Nrl27JsXo6+vD3NxcK6bo9ampqbC2ttbKaW1trRHzdB5zc3Po6+tLMU/Lzc1Fbm6u9DwzM7PM20tERES1T42aeZo4cSJOnTqFH374QWudQqHQeC6E0Fr2tKdjiosvT8yTFi5cKJ2ArlKpYG9vX2pNREREVLuVe+bp1KlTxS5XKBQwMDCAg4MDlEplmcebNGkSfv31V/z+++944YUXpOVqtRrA41khW1tbaXlaWpo0S6RWq5GXl4f09HSN2ae0tDR06dJFirl165ZW3tu3b2uMc/ToUY316enpyM/P15qRKjJ79mxMnz5dep6ZmckGioiIqA4r98xT27Zt0a5dO61H27Zt0bx5c6hUKowYMQL//vtvqeMIITBx4kRs27YN+/fvh7Ozs8Z6Z2dnqNVq7NmzR1qWl5eHgwcPSo1R+/btoaenpxGTkpKCM2fOSDFubm7IyMjAsWPHpJijR48iIyNDI+bMmTNISUmRYqKjo6FUKtG+ffti61cqlTAzM9N4EBERUd1V7uZp+/btaNq0Kb799lskJibi5MmT+Pbbb+Hi4oJNmzZh3bp12L9/Pz744INSx5kwYQLCw8OxadMmmJqaIjU1FampqXj48CGAxzNZU6dOxYIFC7B9+3acOXMGgYGBMDIygr+/PwBApVJh9OjRmDFjBvbt24eTJ09i+PDhaNWqlXT1XYsWLeDj44OxY8ciPj4e8fHxGDt2LHx9feHi4gIA8PLyQsuWLREQEICTJ09i3759mDlzJsaOHcumiIiIiABU4LDd/Pnz8dVXX8Hb21ta1rp1a7zwwgv48MMPcezYMRgbG2PGjBlYvHhxieOsWrUKAODh4aGxPDQ0FIGBgQCAWbNm4eHDhwgKCkJ6ejo6deqE6OhomJqaSvHLli2Drq4u/Pz88PDhQ/To0QPr16+Hjo6OFLNx40ZMnjxZuiqvX79+WLFihbReR0cHkZGRCAoKQteuXWFoaAh/f/9S6yciIqL/lnI3T6dPn4ajo6PWckdHR5w+fRrA40N7Tx4CK44Q4pm5FAoFgoODERwcXGKMgYEBli9fjuXLl5cYY2FhgfDw8FJzOTg4YOfOnc+siYiIiP6byn3Yrnnz5vjss880vrokPz8fn332GZo3bw4AuHnzZoknWhMRERHVRuWeefrmm2/Qr18/vPDCC2jdujUUCgVOnTqFgoICaebmypUrCAoKqrRiiYiIiKpbuZunLl26ICkpCeHh4bh06RKEEBg0aBD8/f2lc5Ge/N44IiIiorqgQncYNzExwdtvv11ZtRARERHVeBVqni5duoQDBw4gLS0NhYWFGus++uijChVGREREVBOVu3lau3Yt3nnnHVhZWUGtVmt9xQmbJyIiIqqLyt08zZs3D/Pnz8d7771XmfUQERER1WjlvlVBeno6Bg8eXJm1EBEREdV45W6eBg8ejOjo6MqshYiIiKjGK/dhuyZNmuDDDz9EfHw8WrVqBT09PY31kydPrnBxRERERDVNuZunb7/9FiYmJjh48CAOHjyosU6hULB5IiIiojqp3M3T1atXK7MOIiIiolqhXOc8DRo0CL6+vvj+++8BPP5y37J8wS8RERFRbVeu5mnWrFmYOnUqRo4ciVatWsHQ0BCGhoZo3bo1NmzYUNk1EhEREdUY5Tps9/LLL+Pll1+GEAK9e/dG165dIYTA4cOH8fbbb+POnTuYNm1aZddKREREVO3Kfc7T7du3sX79erz11lvSsv79++PFF19EcHAwpk2bhsOHD6NDhw5QKpWVUiwRERFRdSv3fZ5SUlLQpUsXreVdunRBSkoKAMDHxwc3b94sf3VERERENUy5m6cmTZpgy5YtWss3b96Mpk2bAgBu3rwJZ2fn8ldHREREVMOU+7Ddxx9/jCFDhuD3339H165doVAoEBsbi3379klNlZmZWaUVSkRERFQTlHvm6Y033sCxY8dgZWWFn3/+Gdu2bYOVlRWOHTuG119/vTJrJCIiIqoxyjXz5OzsjIcPH2LgwIEIDw+v7JqIiIiIaqxyNU9XrlxBfHw8XnnlFcyePbvYG2Q6ODhUuDgiIiKimqZczZNCoUDXrl0BAE5OTsXGFBQUlLsoIiIiopqq3CeMnzx5UuN5fn4+Tp48iSVLlmDBggUVLoyIiIioJip389SmTRutZR06dICdnR2++OILDBw4sEKFERFRJQtWlbIu4/nVQVTLlftqu5I0a9YMx48fr+xhiYiIiGqEcs88ZWZmajwXQiAlJQXBwcHSTTKJiIiI6ppyN0/169eHQqHQWCaEgL29PSIiIipcGBEREVFNVO7mKSYmRuN5vXr10KBBAzRp0gS6uuUeloiIiKhGK3eX4+7uXpl1EBEREdUKspqnU6dOlTm2devWsoshIiIiqulkNU9t27aFQqEo9o7iT1IoFLxJJhEREdVJspqnq1evVlUdRERERLWCrObJ0dGxquogIiIiqhUq/SaZRERERHUZmyciIiIiGdg8EREREcnA5omIiIhIhjKdMP7NN9+gRYsW6N69u9a6hIQEnD9/HgqFAi1atMBLL71U6UUSERER1RRlap5eeeUVDBs2DJ999hl8fX0BAGlpaRg6dCgOHDiA+vXrQwiBjIwMdOvWDREREWjQoEGVFk5ERERUHcp02K5NmzY4ceIELCwsMHr0aNy5cweTJk1CZmYmzp49i3v37iE9PR1nzpxBZmYmJk+eXNV1ExEREVWLMp/zZGBggJEjR+LVV1+FlZUVoqKisGrVKrRo0UKKadmyJb755hvs2rWrSoolIiIiqm6yThjPz8+Hubk5AKCwsBB6enpaMXp6eigsLKyc6oiIiIhqGFnNU1xcHMLCwnD37l10794dU6ZMwT///COtv3nzJqZNm4YePXrIKuL3339H3759YWdnB4VCgZ9//lljfWBgIBQKhcajc+fOGjG5ubmYNGkSrKysYGxsjH79+uHGjRsaMenp6QgICIBKpYJKpUJAQADu37+vEXP9+nX07dsXxsbGsLKywuTJk5GXlydre4iIiKjuktU82djYYNu2bbC0tMSKFSuQlZUFJycnNG7cGE2aNIGzszOysrKwfPlyWUXk5OSgTZs2WLFiRYkxPj4+SElJkR6//fabxvqpU6di+/btiIiIQGxsLLKzs+Hr66vxBcX+/v5ITExEVFQUoqKikJiYiICAAGl9QUEB+vTpg5ycHMTGxiIiIgJbt27FjBkzZG0PERER1V2yvtvuSfb29vjjjz+wZ88eXLhwAUIItGzZEp6enrLH6tWrF3r16lVqjFKphFqtLnZdRkYG1q1bhw0bNkj5w8PDYW9vj71798Lb2xvnz59HVFQU4uPj0alTJwDA2rVr4ebmhosXL8LFxQXR0dE4d+4ckpOTYWdnBwBYsmQJAgMDMX/+fJiZmcneNiKn9yNLXZ9k8JwKISKiSlHu5qlIz5490bNnz8qopVQHDhyAtbU16tevD3d3d8yfPx/W1tYAHt9rKj8/H15eXlK8nZ0dXF1dceTIEXh7eyMuLg4qlUpqnACgc+fOUKlUOHLkCFxcXBAXFwdXV1epcQIAb29v5ObmIiEhAd26ddOqKzc3F7m5udLzzMzMqth8IiKqjYJVpazLeH51UKWSfYfxo0ePal1N9/3338PZ2RnW1tYYN26cRjNRGXr16oWNGzdi//79WLJkCY4fP47u3btLeVJTU6Gvry+dzF7ExsYGqampUkxRs/Uka2trjRgbGxuN9ebm5tDX15dinrZw4ULpHCqVSgV7e/sKby8RERHVXLKbp+DgYJw6dUp6fvr0aYwePRqenp54//33sWPHDixcuLBSixwyZAj69OkDV1dX9O3bF7t27cKlS5cQGVn64RAhBBQKhfT8yX9XJOZJs2fPRkZGhvRITk4u62YRERFRLSS7eUpMTNS4mi4iIgKdOnXC2rVrMX36dHz99dfYsmVLpRb5NFtbWzg6OuLy5csAALVajby8PKSnp2vEpaWlSTNJarUat27d0hrr9u3bGjFPzzClp6cjPz9fa0aqiFKphJmZmcaDiIiI6i7ZzVN6erpGI3Hw4EH4+PhIzzt27Fjlsy93795FcnIybG1tAQDt27eHnp4e9uzZI8WkpKTgzJkz6NKlCwDAzc0NGRkZOHbsmBRz9OhRZGRkaMScOXMGKSkpUkx0dDSUSiXat29fpdtEREREtYPs5snGxgZXr14FAOTl5eGPP/6Am5ubtD4rK6vYm2eWJjs7G4mJiUhMTAQAXL16FYmJibh+/Tqys7Mxc+ZMxMXFISkpCQcOHEDfvn1hZWWF119/HQCgUqkwevRozJgxA/v27cPJkycxfPhwtGrVSrr6rkWLFvDx8cHYsWMRHx+P+Ph4jB07Fr6+vnBxcQEAeHl5oWXLlggICMDJkyexb98+zJw5E2PHjuWMEhEREQEoR/Pk4+OD999/H4cOHcLs2bNhZGSEV199VVp/6tQpNG7cWNaYJ06cQLt27dCuXTsAwPTp09GuXTt89NFH0NHRwenTp9G/f380a9YMI0aMQLNmzRAXFwdTU1NpjGXLlmHAgAHw8/ND165dYWRkhB07dkBHR0eK2bhxI1q1agUvLy94eXmhdevW2LBhg7ReR0cHkZGRMDAwQNeuXeHn54cBAwZg8eLFcncTERER1VGyb1Uwb948DBw4EO7u7jAxMUFYWBj09fWl9SEhIRq3DCgLDw8PCCFKXL979+5njmFgYIDly5eXeoNOCwsLhIeHlzqOg4MDdu7c+cx8RERE9N8ku3lq0KABDh06hIyMDJiYmGjM7ADAjz/+CBMTk0orkIiIiKgmKfdNMlWq4m/8ZWFhUe5iiIiIiGo62ec8EREREf2XsXkiIiIikoHNExEREZEMbJ6IiIiIZGDzRERERCQDmyciIiIiGdg8EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T0REREQysHkiIiIikoHNExEREZEMbJ6IiIiIZGDzRERERCQDmyciIiIiGdg8EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMtSI5un3339H3759YWdnB4VCgZ9//lljvRACwcHBsLOzg6GhITw8PHD27FmNmNzcXEyaNAlWVlYwNjZGv379cOPGDY2Y9PR0BAQEQKVSQaVSISAgAPfv39eIuX79Ovr27QtjY2NYWVlh8uTJyMvLq4rNLlmwquQHERERVasa0Tzl5OSgTZs2WLFiRbHrFy1ahKVLl2LFihU4fvw41Go1evbsiaysLClm6tSp2L59OyIiIhAbG4vs7Gz4+vqioKBAivH390diYiKioqIQFRWFxMREBAQESOsLCgrQp08f5OTkIDY2FhEREdi6dStmzJhRdRtPREREtYpudRcAAL169UKvXr2KXSeEwJdffok5c+Zg4MCBAICwsDDY2Nhg06ZNGD9+PDIyMrBu3Tps2LABnp6eAIDw8HDY29tj79698Pb2xvnz5xEVFYX4+Hh06tQJALB27Vq4ubnh4sWLcHFxQXR0NM6dO4fk5GTY2dkBAJYsWYLAwEDMnz8fZmZmz2FvVC2n9yNLXZ9k8JwKISIiqqVqxMxTaa5evYrU1FR4eXlJy5RKJdzd3XHkyBEAQEJCAvLz8zVi7Ozs4OrqKsXExcVBpVJJjRMAdO7cGSqVSiPG1dVVapwAwNvbG7m5uUhISCi2vtzcXGRmZmo8iIiIqO6q8c1TamoqAMDGxkZjuY2NjbQuNTUV+vr6MDc3LzXG2tpaa3xra2uNmKfzmJubQ19fX4p52sKFC6VzqFQqFezt7cuxlURERFRb1PjmqYhCodB4LoTQWva0p2OKiy9PzJNmz56NjIwM6ZGcnFxqTURERFS71fjmSa1WA4DWzE9aWpo0S6RWq5GXl4f09PRSY27duqU1/u3btzVins6Tnp6O/Px8rRmpIkqlEmZmZhoPIiIiqrtqfPPk7OwMtVqNPXv2SMvy8vJw8OBBdOnSBQDQvn176OnpacSkpKTgzJkzUoybmxsyMjJw7NgxKebo0aPIyMjQiDlz5gxSUlKkmOjoaCiVSrRv375Kt5OIiIhqhxpxtV12djb++usv6fnVq1eRmJgICwsLODg4YOrUqViwYAGaNm2Kpk2bYsGCBTAyMoK/vz8AQKVSYfTo0ZgxYwYsLS1hYWGBmTNnolWrVtLVdy1atICPjw/Gjh2LNWvWAADGjRsHX19fuLi4AAC8vLzQsmVLBAQE4IsvvsC9e/cwc+ZMjB07ljNKREREBKCGNE8nTpxAt27dpOfTp08HAIwYMQLr16/HrFmz8PDhQwQFBSE9PR2dOnVCdHQ0TE1NpdcsW7YMurq68PPzw8OHD9GjRw+sX78eOjo6UszGjRsxefJk6aq8fv36adxbSkdHB5GRkQgKCkLXrl1haGgIf39/LF68uKp3AREREdUSNaJ58vDwgBCixPUKhQLBwcEIDg4uMcbAwADLly/H8uXLS4yxsLBAeHh4qbU4ODhg586dz6yZiIiI/ptq/DlPRERERDUJmyciIiIiGdg8EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpJBt7oLICKiyuH0fmSp65MMnlMhRHUcZ56IiIiIZGDzRERERCQDmyciIiIiGdg8EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAO/nqUa8CsUiIiIai/OPBERERHJwOaJiIiISAY2T0REREQysHkiIiIikoEnjBMREZEsz7zw6bM+z6mS6sGZJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwK9nISIiosoVrCplXcbzq6OKcOaJiIiISIZa0TwFBwdDoVBoPNRqtbReCIHg4GDY2dnB0NAQHh4eOHv2rMYYubm5mDRpEqysrGBsbIx+/frhxo0bGjHp6ekICAiASqWCSqVCQEAA7t+//zw2kYiIiGqJWtE8AcCLL76IlJQU6XH69Glp3aJFi7B06VKsWLECx48fh1qtRs+ePZGVlSXFTJ06Fdu3b0dERARiY2ORnZ0NX19fFBQUSDH+/v5ITExEVFQUoqKikJiYiICAgOe6nURERFSz1ZpznnR1dTVmm4oIIfDll19izpw5GDhwIAAgLCwMNjY22LRpE8aPH4+MjAysW7cOGzZsgKenJwAgPDwc9vb22Lt3L7y9vXH+/HlERUUhPj4enTp1AgCsXbsWbm5uuHjxIlxcXJ7fxhIREVGNVWtmni5fvgw7Ozs4Oztj6NChuHLlCgDg6tWrSE1NhZeXlxSrVCrh7u6OI0eOAAASEhKQn5+vEWNnZwdXV1cpJi4uDiqVSmqcAKBz585QqVRSTHFyc3ORmZmp8SAiIqK6q1Y0T506dcL333+P3bt3Y+3atUhNTUWXLl1w9+5dpKamAgBsbGw0XmNjYyOtS01Nhb6+PszNzUuNsba21sptbW0txRRn4cKF0jlSKpUK9vb2FdpWIiIiqtlqRfPUq1cvvPHGG2jVqhU8PT0RGRkJ4PHhuSIKhULjNUIIrWVPezqmuPhnjTN79mxkZGRIj+Tk5DJtExEREdVOteacpycZGxujVatWuHz5MgYMGADg8cyRra2tFJOWlibNRqnVauTl5SE9PV1j9iktLQ1dunSRYm7duqWV6/bt21qzWk9SKpVQKpWVsVlERFTLOL0fWer6JIPnVAg9V7Vi5ulpubm5OH/+PGxtbeHs7Ay1Wo09e/ZI6/Py8nDw4EGpMWrfvj309PQ0YlJSUnDmzBkpxs3NDRkZGTh27JgUc/ToUWRkZEgxRERERLVi5mnmzJno27cvHBwckJaWhnnz5iEzMxMjRoyAQqHA1KlTsWDBAjRt2hRNmzbFggULYGRkBH9/fwCASqXC6NGjMWPGDFhaWsLCwgIzZ86UDgMCQIsWLeDj44OxY8dizZo1AIBx48bB19eXV9oRERGRpFY0Tzdu3MCbb76JO3fuoEGDBujcuTPi4+Ph6OgIAJg1axYePnyIoKAgpKeno1OnToiOjoapqak0xrJly6Crqws/Pz88fPgQPXr0wPr166GjoyPFbNy4EZMnT5auyuvXrx9WrFjxfDeWiIiIarRa0TxFRESUul6hUCA4OBjBwcElxhgYGGD58uVYvnx5iTEWFhYIDw8vb5lERET0H1Arz3kiIiIiqi5snoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAY2T0REREQy6FZ3AURERFQFglWlrMt4fnXUQZx5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkA5snIiIiIhnYPBERERHJwOaJiIiISAbe54mIiKgWcno/stT1SQbPqZD/IM48EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQy82o6I6pxnXoX0WZ/nVAkR1UVsnojovydYVcq6jOdXBxHVSjxsR0RERCQDmyciIiIiGdg8EREREcnA5omIiIhIBjZPRERERDKweSIiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ+PUsVHPwKzOIiKgW4MxTMVauXAlnZ2cYGBigffv2OHToUHWXRERERDUEZ56esnnzZkydOhUrV65E165dsWbNGvTq1Qvnzp2Dg4NDdZdHVGs4vR9Z6vokA/+SV3KmkYjK6zkcxWDz9JSlS5di9OjRGDNmDADgyy+/xO7du7Fq1SosXLiwmqur3Z79YfqcCiGqTjw8TVQhNeGzhIftnpCXl4eEhAR4eXlpLPfy8sKRI0eqqSoiIiKqSTjz9IQ7d+6goKAANjY2GsttbGyQmppa7Gtyc3ORm5srPc/IePyXY2ZmZol5CnMflFpHpkKUsrLkccuCuZmbuas2t+vc3aWuP2NQN7e7Ov1X/68xd+XmLvrcFqKU1xcRJLl586YAII4cOaKxfN68ecLFxaXY18ydO1cA4IMPPvjggw8+6sAjOTn5mf0CZ56eYGVlBR0dHa1ZprS0NK3ZqCKzZ8/G9OnTpeeFhYW4d+8eLC0toVAoZNeQmZkJe3t7JCcnw8zMTPbrK4K5mZu5mZu5mfu/mlsIgaysLNjZ2T0zls3TE/T19dG+fXvs2bMHr7/+urR8z5496N+/f7GvUSqVUCqVGsvq169f4VrMzMye+3865mZu5mZu5mbu/3JulUpVpjg2T0+ZPn06AgIC0KFDB7i5ueHbb7/F9evX8fbbb1d3aURERFQDsHl6ypAhQ3D37l188sknSElJgaurK3777Tc4OjpWd2lERERUA7B5KkZQUBCCgoKqJbdSqcTcuXO1DgUyN3MzN3MzN3Mzd83IrRCiLNfkERERERHAm2QSERERycLmiYiIiEgGNk9EREREMrB5IiIiIpKBzVM1ycrKwtSpU+Ho6AhDQ0N06dIFx48fl9Z7eHhAoVBoPSrjflNHjhyBjo4OfHx8SozZtGkTdHR0quT+VqXl37p1Kzp16gSVSgVTU1O8+OKLmDFjRoVzBgYGauxHS0tL+Pj44NSpUxpxkZGR6NSpEwwNDWFlZYWBAwdWam49PT3Y2NigZ8+eCAkJQWFhoRTn5OSEL7/8ssL5Ssr95KN79+6wsrLCvHnzin3dwoULYWVlhby8vCrJ/9dffz3zPVBRpeUODAzEgAEDKi3XkzmLG/fAgQNQKBS4f/++xnIXFxfo6+vj5s2bFc5b0u+HoKAgKBQKBAYGSsuSk5MxevRo2NnZQV9fH46OjpgyZQru3r1b7hrKOubZs2fh5+eHBg0aQKlUomnTpvjwww/x4EHp31dWEg8PD0ydOlVr+c8//6z1LQ8PHz6Eubk5LCws8PDhw3Llk5u7oKAACxcuRPPmzWFoaAgLCwt07twZoaGh5c7bt29feHp6FrsuLi4OCoUCCxYsgL6+Pv744w+N9YsXL4aVlVWJ39daktWrV8PU1BSPHj2SlmVnZ0NPTw+vvvqqRuyhQ4egUChw6dIlODk5QaFQID4+XiNm6tSp8PDwkFUD8Pgu4J6envD29tZat3LlSpiamkKhUOD69evFvr558+aYPHmy7LxPY/NUTcaMGYM9e/Zgw4YNOH36NLy8vODp6anxS3Ts2LFISUnReCxatKjCuUNCQjBp0iTExsaW+B8sJCQEs2bNQkRERLl/qcnNv3fvXgwdOhSDBg3CsWPHkJCQgPnz51f4A7yIj4+PtB/37dsHXV1d+Pr6Suu3bt2KgIAAjBw5En/++ScOHz4Mf3//Ss2dlJSEXbt2oVu3bpgyZQp8fX01fhlVhSe3u+ixdetWDB8+HOvXry/2SzBDQ0MREBAAfX39Ksnv7OxcpvdAVeWuCWJjY/Hvv/9i8ODBWL9+fYXHs7e3R0REhEZT8O+//+KHH36Ag4ODtOzKlSvo0KEDLl26hB9++AF//fUXVq9ejX379sHNzQ337t2TnbusY8bHx6NTp07Iy8tDZGQkLl26hAULFiAsLAw9e/astPd6SbZu3QpXV1e0bNkS27Ztq9JcRYKDg/Hll1/i008/xblz5xATE4OxY8ciPT293GOOHj0a+/fvx7Vr17TWhYSEoG3btvjf//6Ht956C2+99Zb05fXnz5/Hhx9+iG+++QZqtVpWzm7duiE7OxsnTpyQlh06dAhqtRrHjx/X+Jw4cOAA7Ozs0KxZMwCAgYEB3nvvvfJsqhaFQoHQ0FAcPXoUa9askZZfvXoV7733HpYuXYoGDRogLCxM67WHDx/GxYsXMXr06IoXUtEv0yX5Hjx4IHR0dMTOnTs1lrdp00bMmTNHCCGEu7u7mDJlSqXnzs7OFqampuLChQtiyJAh4uOPP9aKuXr1qjA0NBT3798XnTp1EmFhYc8l/5QpU4SHh0el5XrSiBEjRP/+/TWW/f777wKASEtLE/n5+aJhw4biu+++ey65hRBi3759AoBYu3atEEIIR0dHsWzZsueSWwghTp06JQCIAwcOaCwv2i+nT5+usvxleQ9UVe5nrauKnDExMQKASE9Pl5YFBgaK999/X+zatUs0atRIFBYWVjhvq1atRHh4uLR848aNolWrVqJ///5ixIgRQgghfHx8xAsvvCAePHigMUZKSoowMjISb7/9tuz8ZRmzsLBQtGzZUnTo0EEUFBRoxCUmJgqFQiE+++wz2blL+l25fft28fRHnIeHh1i9erVYtWqV6Natm+xc5cndpk0bERwcXOFcT8rPzxc2NjZa4+bk5AhTU1OxfPlyIYQQmZmZwtHRUbz33nsiPz9fdOjQQQwePLjcee3s7MTChQul57NmzRITJkwQLVu2FHv27JGWd+/eXQwbNkwI8fj32pQpU4S+vr6IjIyUYqZMmSLc3d3LXcv69euFiYmJuHLliigsLBTdunWT3nvTp08v9j01atQo0b59+3LnfBJnnqrBo0ePUFBQAAMDA43lhoaGiI2NrdLcmzdvhouLC1xcXDB8+HCEhoZqzTyEhISgT58+UKlUGD58ONatW/dc8qvVapw9exZnzpyptHwlyc7OxsaNG9GkSRNYWlrijz/+wM2bN1GvXj20a9cOtra26NWrF86ePVtlNXTv3h1t2rR5bn8BP61Vq1bo2LGj1uGDkJAQvPzyy3B1da2y3NX5HqgJsrKy8OOPP2L48OHo2bMncnJycODAgQqPO3LkSI2fZ0hICEaNGiU9v3fvHnbv3o2goCAYGhpqvFatVmPYsGHYvHlzsbORJSnrmImJiTh37hymT5+OevU0P3ratGkDT09P/PDDD3I2V5a///4bcXFx8PPzg5+fH44cOYIrV65UWb4iarUa+/fvx+3btyttTF1dXbz11ltaM8c//vgj8vLyMGzYMACAqakpQkJCsGTJEgwbNgzJyclYuXJlufN6eHggJiZGeh4TEwMPDw+4u7tLy/Py8hAXF4du3bpJcU5OTnj77bcxe/ZsjVMVKmLEiBHo0aMHRo4ciRUrVuDMmTP49ttvATyembty5QoOHjwoxefk5GDLli2VM+sEHrarFqampnBzc8Onn36Kf/75BwUFBQgPD8fRo0eRkpIixa1cuRImJiYaj+KmIuVYt24dhg8fDuDxIY3s7Gzs27dPWl9YWIj169dLMUOHDkVcXBz++uuvCuUtS/5JkyahY8eOaNWqFZycnDB06FCEhIRIU84VtXPnTmk/mpqa4tdff8XmzZtRr1496ZdocHAwPvjgA+zcuRPm5uZwd3cv12GMsmrevDmSkpKqbHxAc7uLHp9++ikAYNSoUfjpp5+QnZ0N4HFT+eOPP1baL5ji8g8ePLjM74GqyF3VitvfvXr10oiJiIhA06ZN8eKLL0JHRwdDhw6tlD9SAgICEBsbi6SkJFy7dg2HDx+W3m8AcPnyZQgh0KJFi2Jf36JFC6Snp8v6oC/rmJcuXZKelxRXFFMVQkJC0KtXL+mcJx8fH4SEhFRZviJLly7F7du3oVar0bp1a7z99tvYtWtXhccdNWoUkpKSNJrukJAQDBw4EObm5tKy7t27Y9CgQdiyZQu+/vprWFlZlTunh4cHDh8+jEePHiErKwsnT57Ea6+9Bnd3d6mO+Ph4PHz4UKN5AoAPPvgAV69excaNG8ud/2nffvstzp07h6lTp2LNmjWwtrYGALRs2RKdOnXS+ENiy5YtKCgowJtvvlkpudk8VZMNGzZACIGGDRtCqVTi66+/hr+/P3R0dKSYYcOGITExUePx+uuvlzvnxYsXcezYMQwdOhTA479ehgwZovELJDo6Gjk5OdIveysrK3h5eVXKL5ln5Tc2NkZkZCT++usvfPDBBzAxMcGMGTPw8ssvV8p5V926dZP249GjR+Hl5YVevXrh2rVr0l9Dc+bMwRtvvIH27dsjNDQUCoUCP/74Y4Vzl0QIoXVSa2V7cruLHhMmTAAAvPnmmygsLMTmzZsBQJp1KPoZVUX+r7/+GkDZ3gNVlbsqFbe/v/vuO42YJ/+IAIDhw4dj27ZtWieUy2VlZYU+ffogLCwMoaGh6NOnj6wPy6JZjMo41+3pMcsSV1XvhYKCAoSFhWnt87CwMBQUFFRJziItW7bEmTNnEB8fj5EjR+LWrVvo27cvxowZU6Fxmzdvji5duki/P//++28cOnRIY6YRAP755x9ERUXByMgIhw4dqlDObt26IScnB8ePH8ehQ4fQrFkzWFtbw93dHcePH5dmUB0cHNCoUSON1zZo0AAzZ87ERx99VGnntllbW2PcuHFo0aKF1mfj6NGj8dNPPyErKwvA/zeW9evXr5Tc/G67atK4cWMcPHgQOTk5yMzMhK2tLYYMGaJxMqtKpUKTJk0qLee6devw6NEjNGzYUFomhICenh7S09Nhbm6OkJAQ3Lt3D0ZGRlJMYWEhTp48iU8//bRCH2xlyQ883jeNGzfGmDFjMGfOHDRr1gybN2/GyJEjy50beNycPbk/27dvD5VKhbVr16JHjx4AHv+iK6JUKtGoUaMST6qvDOfPn6/yE5if3u4nqVQqDBo0CKGhoRg9ejRCQ0MxaNAgmJmZVXn+srwHqip3VSou540bN6R/nzt3DkePHsXx48c1TqItKCjADz/8gHfeeadC+UeNGoWJEycCAL755huNdU2aNIFCocC5c+eKvSrwwoULaNCggawPmLKMaW5uLp08fO7cObRt27bYuKZNm5Y5bxEzMzNkZGRoLb9//770/3j37t24efMmhgwZohFTUFCA6OhorZnByswNAPXq1UPHjh3RsWNHTJs2DeHh4QgICMCcOXMq9P999OjRmDhxIr755huEhobC0dFR+l1WZMyYMWjTpg0+/vhj9OjRA4MGDYK7u3u58jVp0gQvvPACYmJikJ6eLo2jVqvh7OyMw4cPIyYmBt27dy/29dOnT8fKlSsrdOjwabq6utDV1W5lhg4dimnTpmHz5s3w8PBAbGwsPvnkk0rLy5mnamZsbAxbW1ukp6dj9+7d6N+/f5XkefToEb7//nssWbJE4y/iP//8E46Ojti4cSPu3r2LX375BREREVp/OWdnZ1doqrks+Yvj5OQEIyMj5OTklDt3SRQKBerVq4eHDx+iffv2UCqVuHjxorQ+Pz8fSUlJcHR0rPTcALB//36cPn0ab7zxRpWMX1ajR4/G4cOHsXPnThw+fLhSD9mVxfN6D9QU69atw2uvvYY///xT470wa9asSjl05+Pjg7y8POTl5Wldzm1paYmePXti5cqVWpfqp6amYuPGjRq3NCiLsow5ZMgQtG3bFs2bN8eyZcu0znv5888/sXfv3nIdUmnevLnGFWBFjh8/DhcXFwCP9/nQoUO1fq8NGzasQvu8LLmLU/RHWkV/r/n5+UFHRwebNm1CWFgYRo4cqTF799133+HQoUMIDQ2Fu7s7Jk6ciFGjRlUob7du3XDgwAEcOHBA41YD7u7u2L17N+Lj47UO2RUxMTHBhx9+iPnz5yMzM7PcNZSFqakpBg8ejNDQUISEhKBRo0blujVCiSrltHOSLSoqSuzatUtcuXJFREdHizZt2oiXX35Z5OXlCSEeX8UxduxYkZKSovG4d+9eufJt375d6Ovri/v372ut+9///ifatm0rli1bJmxtbbWuhBFCCH9/fzFgwIBy5S5r/rlz54p3331XxMTEiCtXrog//vhDBAYGCkNDQ3HhwoVy5xbi8dVIPj4+0n48d+6cCAoKEgqFQsTExAghHl/90bBhQ7F7925x4cIFMXr0aGFtbV3ufV5c7hs3boiEhAQxf/58YWJiInx9fcWjR4+EEI+vSpk5c6Y4efKkxuPu3buVtt1Fj9u3b2vENWnSRJibm4smTZpUaFuLy1/SVW3Peg9UZe4RI0YIDw8PrX197dq1KslZdLVdWlqaaNCggVi1apVWzKVLlwQAkZiYWOG8GRkZIiMjQ3r+5NV2ly5dElZWVuLVV18VBw8eFNevXxe7du0Srq6uom3btiIrK0t2/tLGbNq0qfR/ODY2VhgZGYkBAwaIo0ePimvXroktW7YIe3t70aVLF/Hvv//Kzl10dXBQUJBITEwUFy9eFCtWrBBKpVJs2bJFpKWlCT09PbFr1y6t10ZHRws9PT2RlpYmO29ZcgshxBtvvCGWLl0q4uPjRVJSkoiJiRGdO3cWzZo1E/n5+eXK+6TRo0cLc3NzUa9ePY3/v9euXRNmZmZi9erV0rKcnBzRpEkTMXHixHLnCwkJEYaGhkJXV1ekpqZKy8PDw4WpqakAIK5fvy4tf/oq4ry8PNG4cWNhYGBQoavtisydO1e0adOm2HWHDh0SAET9+vXFvHnzKpzrSWyeqsnmzZtFo0aNhL6+vlCr1WLChAkajYW7u7sAoPXw9vYuVz5fX1/Ru3fvYtclJCQIAMLU1FQEBQUVG7N161atN0tl51+8eLF44403hL29vdDX1xc2NjbCx8dHHDp0qFw5nzRixAiN/Whqaio6duwofvrpJykmLy9PzJgxQ1hbWwtTU1Ph6ekpzpw5U6m5dXV1RYMGDYSnp6cICQnRaFQdHR2L/ZmHhoZWSu4nHy4uLhpxCxYsEADEggULyp2rpPwlNTDPeg9UZe6S9ktRg1HZOYuap59++knUq1evxPdRq1atxKRJkyotb5EnmychHn/ojxgxQtjY2AiFQiEAiIEDB4qcnBzZuYskJSWJwMBAoVarhZ6enrC3txeTJk0Sd+7c0Yg7deqUeOONN4SlpaXQ09MTjRs3Fh988EGFcp84cUJ4e3sLa2trYWZmJjp06CB++OEHIYQQixcvFvXr1y+2Kc/PzxcWFhZiyZIlVZJbCCG+/fZb0a1bN9GgQQOhr68vHBwcRGBgoEhKSip3zicdOXJEABBeXl7SssLCQtGjRw+NZUUOHTokdHR0tG5RUlZXr14VAETz5s01licnJwsAonHjxhrLi7sFy6ZNmwSAKm+ehBDCxcVF1KtXTyQnJ1c415MUQsi4JpWIiOqcuXPnYunSpYiOjoabm1t1l0NU47F5IiIihIaGIiMjA5MnT9a6DxMRaWLzRERERCQD/7wgIiIikoHNExEREZEMbJ6IiIiIZGDzRERERCQDmyciIiIiGdg8ERFVgqSkJCgUCiQmJlZ3KURUxdg8EVGdlZqaikmTJqFRo0ZQKpWwt7dH3759sW/fvkrPZW9vj5SUFLi6ulb62ERUs/A+T0RUJyUlJaFr166oX78+Pv74Y7Ru3Rr5+fnYvXs3vv32W1y4cEH2mAUFBdIXSj8pLy8P+vr6Fa65ssYhoqrFmSciqpOCgoKgUChw7NgxDBo0CM2aNcOLL76I6dOnIz4+HgCwdOlStGrVCsbGxrC3t0dQUBCys7OlMdavX4/69etj586daNmyJZRKJa5duwYnJyfMmzcPgYGBUKlUGDt2bLGH7c6dO4fevXvDxMQENjY2CAgIwJ07d6T1Hh4emDhxIqZPnw4rKyv07Nnzue0fIio/Nk9EVOfcu3cPUVFRmDBhAoyNjbXW169fHwBQr149fP311zhz5gzCwsKwf/9+zJo1SyP2wYMHWLhwIb777jucPXsW1tbWAIAvvvgCrq6uSEhIwIcffqiVIyUlBe7u7mjbti1OnDiBqKgo3Lp1C35+fhpxYWFh0NXVxeHDh7FmzZpK2gNEVJV0q7sAIqLK9tdff0EIgebNm5caN3XqVOnfzs7O+PTTT/HOO+9g5cqV0vL8/HysXLkSbdq00Xht9+7dMXPmTOl5UlKSxvpVq1bhpZdewoIFC6RlISEhsLe3x6VLl9CsWTMAQJMmTbBo0SK5m0hE1YjNExHVOUWncioUilLjYmJisGDBApw7dw6ZmZl49OgR/v33X+Tk5EgzVvr6+mjdurXWazt06FDq2AkJCYiJiYGJiYnWur///ltqnp41DhHVPDxsR0R1TtOmTaFQKHD+/PkSY65du4bevXvD1dUVW7duRUJCAr755hsAj2ebihgaGhbbhBV3OPBJhYWF6Nu3LxITEzUely9fxmuvvVbmcYio5uHMExHVORYWFvD29sY333yDyZMnazUo9+/fx4kTJ/Do0SMsWbJEunpuy5YtlVbDSy+9hK1bt8LJyQm6uvxVS1SXcOaJiOqklStXoqCgAC+//DK2bt2Ky5cv4/z58/j666/h5uaGxo0b49GjR1i+fDmuXLmCDRs2YPXq1ZWWf8KECbh37x7efPNNHDt2DFeuXEF0dDRGjRqFgoKCSstDRM8fmyciqpOcnZ3xxx9/oFu3bpgxYwZcXV3Rs2dP7Nu3D6tWrULbtm2xdOlSfP7553B1dcXGjRuxcOHCSstvZ2eHw4cPo6CgAN7e3nB1dcWUKVOgUqm07hNFRLULb5JJREREJAP//CEiIiKSgc0TERERkQxsnoiIiIhkYPNEREREJAObJyIiIiIZ2DwRERERycDmiYiIiEgGNk9EREREMrB5IiIiIpKBzRMRERGRDGyeiIiIiGRg80REREQkw/8BklTRUMrKQL0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 2.1\n",
    "carrier_delays = pd.DataFrame({\n",
    "    'Delayed Flights': grp_cnt(df2[df2[CN_DEP_DELAY] > 0], CN_CARRIER, CN_DEP_DELAY),\n",
    "    'On-time Flights': grp_cnt(df2[df2[CN_DEP_DELAY] <= 0], CN_CARRIER, CN_DEP_DELAY)\n",
    "})\n",
    "carrier_delays.index.name = fmt_hdr(CN_CARRIER)\n",
    "carrier_delays.plot.bar(rot=0)\n",
    "plt.ylabel('Số lượng')\n",
    "plt.title('Số chuyến bay của các hãng hàng không')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Carrier  Delayed Flights  On-Time Flights\n",
      "0       9E             7063            10353\n",
      "1       AA            10162            21931\n",
      "2       AS              226              486\n",
      "3       B6            21445            32724\n",
      "4       DL            15241            32520\n",
      "5       EV            23139            28217\n",
      "6       F9              341              341\n",
      "7       FL             1654             1533\n",
      "8       HA               69              273\n",
      "9       MQ             8031            17132\n",
      "10      OO                9               20\n",
      "11      UA            27261            30718\n",
      "12      US             4775            15098\n",
      "13      VX             2225             2906\n",
      "14      WN             6558             5525\n",
      "15      YV              233              312\n"
     ]
    }
   ],
   "source": [
    "# Request 2.2\n",
    "board2 = carrier_delays.reset_index()\n",
    "board2.columns = fmt_hdrs(board2.columns)\n",
    "print(board2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request 3\n",
    "df3 = df.loc[(dep_delay.notna() & arr_delay.notna() & vld_str_ser(origin) & vld_str_ser(carrier))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAHHCAYAAABKudlQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAABo1UlEQVR4nO3dd1yVdf/H8ddhiwwFVEBRBFTMnLk3plbuUtOGIzVHmXVnw+rWymzZvMuf2XA1NBtqpaVlinug5ii3gnuAiigoAuf6/XHkxBFUUOBw4P18PM6juK7rXNfnAvS8vb7X9fmaDMMwEBEREXFQTvYuQERERORWKMyIiIiIQ1OYEREREYemMCMiIiIOTWFGREREHJrCjIiIiDg0hRkRERFxaAozIiIi4tAUZkQckGEYmM1me5chIlIkKMyIOIBp06ZRvnx5fHx8KFeuHJUrV+azzz6zd1kiIkWCwozYzXvvvYePjw979uyxdylF3qBBgzh16hRJSUnEx8dz+PBhhg8fbu+yipTk5GQaNWpEjx497F1KrsTHx9O5c2c8PDyoW7cuhw4dsndJHD9+nMDAQJ588km7HP+7777DZDIxevRouxxfHJfCjFyXyWTK1Ss6Opro6GhMJhM//PBDrvY9evRoBg0aRM+ePUlJSclxmxkzZmAymYiLi8u3cwoNDWXgwIH5tr/cOnbsGK+88gpbtmy5qfevX78ef39/AgIC2LhxY6EcsygxmUyMHDnymutLly7NwoUL2b59O++8885NHSMuLg6TycS77757s2Xm2qVLlxg8eDDLli0D4ODBgwV+zOtJT0+nT58+tG7dmg8++KDQj3/q1CmeeOIJPv/8c7788ktWr16d78do27Ytt99+e77vV+zPxd4FSNG2du1am69fe+01li1bxtKlS22W33bbbWzevDnP+3///ffp06cPI0aMYObMmdnWd+7cmbVr1xIUFJTnfV/LvHnz8PHxybf95daxY8d49dVXCQ0NpV69enl+74MPPsh3332H2Wymb9++rFq1isDAwAI7piMqX748ixYtonXr1jRt2pRWrVrZu6RrCgkJISQkhAcffJCXX37Z7rW++OKLODs789VXX+HkVPj/zh0+fDjDhw9nyJAhBAUFMWjQIP766y88PT0LvRZxPAozcl1Nmza1+bpcuXI4OTllW36znJyc+P77722WrVmzhieffJKYmBjKlStHuXLl8uVYmerXr5+v+ysoKSkp1r/IfXx82LBhA/7+/oDlKo27u3uBHtNRVatWjePHj9u7jFx79913CQ4OtncZTJw40a7Hnzt3rvX/O3fuTOfOne1YjTgaDTNJvktLS+Oll14iODgYHx8f2rdvz+7du7Nt9/PPP9OsWTM8PT3x9vbG19eXzz//nIsXL1qHnfIyzPTTTz9Rp04d3N3dCQsL43//+x+vvPIKJpPJZrurh5kuXbrE6NGjqVevHr6+vvj5+dGsWTN++umnbMfIHOr46quvqFmzJp6entStW5cFCxZct7bo6GgaNWoEwCOPPGIdnnvllVcAGDhwIF5eXmzfvp2OHTvi7e3NnXfeaX3/unXruP/++/Hx8cHT05Nu3bqxfv36AjvmtYbi2rZtS9u2bW2OYTKZmD179g1/5oZh8MYbb1ClShU8PDxo2LAhf/zxR7Z93sinn35K9erVcXd357bbbuPbb7/Ndt6ZQ5+ZMs913759dOrUCS8vL0JCQhg9ejSpqak5Huf999+natWqeHl50axZM9atW5er+o4ePcrQoUMJCQnBzc2N4OBgevXqxcmTJ4Hsv9OZQSanuv/44w+6d+9OpUqV8PDwICIigmHDhpGQkJCrWhITExk9ejRhYWG4u7tTvnx5OnXqxK5du6zbvPrqqzRp0gQ/Pz98fHxo0KABU6dOxTCMbPubNWsWzZo1w8vLCy8vL+rVq8fUqVOvW0N8fLz1++Hu7k65cuVo0aIFS5YsyfN5Zv55/ueff3jggQfw9fWlQoUKDBo0iHPnzuXqewKwcuVKmjZtSqlSpahYsSJjx44lIyPDZpvcfF8GDx6Mn59fjsPk7dq1o1atWrmuSW6NrsxIvnvxxRdp0aIFX3zxBUlJSTz//PN07dqVnTt34uzsDFj+UnzooYfo2LEjs2fPJjU1lREjRjB06FAAnn/++Twdc9GiRdx33320bt2aOXPmkJ6ezrvvvmv9ALme1NRUzpw5wzPPPEPFihW5fPkyS5Ys4b777mP69On079/fZvuFCxcSExPD+PHj8fLyYuLEidx7773s3r2bsLCwHI/RoEEDpk+fziOPPMJ///tf6786K1WqZN3m8uXLdOvWjWHDhjFmzBjS09MB+Prrr+nfvz/du3dn5syZuLq68umnn3LXXXexePFim9CTX8fMq9z8zF966SXefPNNhg4dyn333cfhw4cZMmQIaWlpVK9ePVfH+fnnn1m2bBnjx4+ndOnSTJ48mQceeAAXFxd69ep13fempaXRrVs3Bg8ezOjRo1mxYgWvvfYavr6+jBs3zmbb//u//yMyMpIPP/wQgLFjx9KpUydiY2Px9fW95jGOHj1Ko0aNSEtL48UXX6ROnTqcPn2axYsXc/bsWSpUqJCr88y0f/9+mjVrxpAhQ/D19SUuLo7333+fli1bsn37dlxdXa/53vPnz9OyZUvi4uJ4/vnnadKkCRcuXGDFihUcP36cyMhI6zGGDBlClSpVcHJyYt26dTzxxBMcPXrU5vsybtw4XnvtNe677z5Gjx6Nr68vf//99w3v9enXrx+bN2/m9ddfp3r16iQmJrJ582ZOnz590+fZs2dP+vTpw+DBg9m+fTsvvPACYHnq70ZOnDhB3759GTNmDOPHj2fhwoVMmDCBs2fPMmnSJOt2cXFxDBs2jMqVKwPk+H158sknmTZtGrNmzWLIkCHW9+7YsYNly5bxf//3fzesR/KJIZIHAwYMMEqXLp3jumXLlhmA0alTJ5vl3333nQEYa9euNQzDMDIyMozg4GCjdu3aRkZGhnW78+fPG+XKlTMiIyOty6ZPn24ARmxs7HXratSokRESEmKkpqba7M/f39+4+te8SpUqxoABA665r/T0dCMtLc0YPHiwUb9+fZt1gFGhQgUjKSnJuuzEiROGk5OT8eabb163xpiYGAMwpk+fnm3dgAEDDMCYNm2azfLk5GTDz8/P6Nq1q83yjIwMo27dukbjxo3z/ZiGce3vUZs2bYw2bdpYv87tz/zMmTOGu7u70adPH5vt1q5dawA2+7wWwChVqpRx4sQJ67L09HQjMjLSiIiIyFbTsmXLsp3rd999Z7PPTp06GTVq1LB+HRsbawBG7dq1jfT0dOvyDRs2GIAxe/bs69Y4aNAgw9XV1dixY8c1t7nW73ROdWdlNpuNtLQ04+DBgwZg/PTTT9etZfz48QZg/PHHH9fd7lrv9ff3N8xms2EYhnHgwAHD2dnZeOihh/K8Ly8vL+Opp57K9fbXO8+XX37ZAIyJEyfavOexxx4zPDw8rPVeS5s2bXL83j366KOGk5OTcfDgwRzfl5GRYaSlpWX7vmTus169ejbbjxgxwvDx8THOnz+fq3OWW6dhJsl33bp1s/m6Tp06wL9Pa+zevZtjx47Rr18/mxsNvby86NWrF3v27Lnm0005SU5OZuPGjfTo0QM3Nzeb/XXt2jVX+/j+++9p0aIFXl5euLi44OrqytSpU9m5c2e2baOiovD29rZ+XaFCBcqXL58vT6P07NnT5us1a9Zw5swZBgwYQHp6uvVlNpu5++67iYmJITk5OV+PeTNu9DNft24dqamp3H///TbbNW3alNDQ0Fwf584777S5uuHs7EyfPn3Yt28fR44cue57TSZTtt+HOnXq5Phz69y5s/WKUk7ncy2//fYbUVFR1KxZ84bnkhunTp1i+PDhhISEWH8vq1SpApDj7+bVtVSvXp327dtfd7vVq1fTvXt3KlasiKenJx4eHowfP57Tp09z6tQpwDIMlJGRweOPP57nc2jcuDEzZsxgwoQJrFu3jrS0tFs+z5x+3y5dumSt93q8vb2zvf/BBx/EbDazYsUK67KlS5fSvn17fH19cXZ2xtXVlXHjxtl8X8BydWbLli3Wp6+SkpL46quvGDBgAF5eXjesR/KHwozku8ybVDNl3qh68eJFAOvl5ZyeUAoODsZsNnP27NlcH+/s2bMYhpHjJfzcXNafO3cu999/PxUrVuTrr79m7dq1xMTEMGjQIC5dupRt+6vPDyznmHl+N8vT0zPbU1aZw2S9evXC1dXV5vX2229jGAZnzpzJ12PejNz+zG/2Z5Qpp6e3MpdlHbbISeYH9dV15uZnfPX5XEt8fLzNMN6tMJvNdOzYkblz5/Lcc8/x559/smHDBuu9O/lRy6ZNm4iKiiItLY3PPvuMdevWsWXLFuswSuYx4uPjAW7q3ObMmcOAAQP44osvaNasGX5+fvTv358TJ07c9Hne7M8Hcv59u/p3aMOGDXTs2BGAzz//nNWrVxMTE8NLL72U7Tjdu3cnNDTUOqQ0Y8YMkpOTbyr4yc3TPTNS6DL/IsrpiZNjx47h5ORE2bJlc72/smXLYjKZcrw/JvMvzOv5+uuvqVq1KnPmzLG5WfhaN4YWlKtvVAYICAgA4OOPP77mE2R5vQ/jRscE8PDwyPH8ExISrDXlRebP/Fo/o9xencnp55m5LKeQWdjKlSt3wytEmYHq6u/v1Te7/v3332zdupUZM2YwYMAA6/J9+/blWy2zZs3CxcWF+fPn21zVvDoUZD5ReOTIEUJCQnJ1/EwBAQF8+OGHfPjhhxw6dIiff/6ZMWPGcOrUKRYtWnTL55lX1/t7IvN36Ntvv8XV1ZUFCxbYBOD58+dne6+TkxOPP/44L774Iu+99x6TJ0/mzjvvpEaNGgVSv+RMV2ak0NWoUYOKFSsya9YsmycDkpOT+fHHH61POOVW6dKladiwIfPnz+fy5cvW5RcuXLjhU0Zg+UB3c3Oz+WA/ceJEjk8z3Yq8/OsxU4sWLShTpgw7duygYcOGOb6yfgjlxzHB8jTTtm3bbJbt2bMnx6fScqNJkya4u7szZ84cm+Xr1q3L0/Dcn3/+afNhlJGRwZw5cwgPD8+3KyK34p577mHZsmXX/T5lBrerv78///yzzdeZv49XP4L/6aef5rqWPXv2ZOsJlZVhGDg5Odn87qekpPDVV1/ZbNexY0ecnZ355JNPcnXsa6lcuTIjR46kQ4cO1r5Ut3qeeXX+/Pls3+tZs2bh5ORE69atrTW5uLjYDDVevHgx2/cl05AhQ3Bzc+Ohhx5i9+7d123uKAVDV2ak0Dk5OTFx4kQeeughunTpwrBhw0hNTeWdd94hMTGRt956K8/7HD9+PJ07d+auu+7iySefJCMjg3feeQcvL68bDsN06dKFuXPn8thjj9GrVy8OHz7Ma6+9RlBQEHv37r3Z08wmPDycUqVK8c0331CzZk28vLwIDg6+bo8RLy8vPv74YwYMGMCZM2fo1asX5cuXJz4+nq1btxIfH3/dD5ibOSZYnkB5+OGHeeyxx+jZsycHDx5k4sSJN93zx8/Pj6effpo333yTsmXLcu+993LkyBFeffVVgoKCct2kLSAggHbt2jF27Fjr00y7du3K9ni2vYwfP57ffvuN1q1b8+KLL1K7dm0SExNZtGgRTz/9NJGRkTRq1IgaNWrwzDPPkJ6eTtmyZZk3bx6rVq2y2VdkZCTh4eGMGTMGwzDw8/Pjl19+4Y8//shVLU899RRz5syhe/fujBkzhsaNG3Px4kWWL19Oly5diIqKonPnznzwwQf07duX4cOHc/r0ad555x1KlSpls6/Q0FBefPFFXnvtNS5evGh9LHrHjh0kJCTw6quv5ljDuXPniIqK4sEHHyQyMhJvb29iYmKsTx/mx3nmlb+/PyNGjODQoUNUr16dX3/9lc8//5wRI0ZYn1zq3Lkz77//Pg8++CBDhw7l9OnTvPvuu9fs7VSmTBn69+/PJ598QpUqVXJ9r57kI3vefSyOJzdPM33//fc2yzOfELn6iZr58+cbTZo0MTw8PIzSpUsbd955p7F69WqbbXL7NJNhGMa8efOM2rVrG25ubkblypWNt956yxg1apRRtmxZm+1yelLnrbfeMkJDQw13d3ejZs2axueff259ciIrwHj88cezHftGT0hlmj17thEZGWm4uroagPHyyy8bhnH976thGMby5cuNzp07G35+foarq6tRsWJFo3Pnztm+1/l1TLPZbEycONEICwszPDw8jIYNGxpLly695tNMufmZm81mY8KECUalSpUMNzc3o06dOsaCBQuMunXrGvfee+8NzyPzez958mQjPDzccHV1NSIjI41vvvnGZrtrPc2U07le/TPOrPudd97J8fiZ37vrOXz4sDFo0CAjMDDQcHV1NYKDg43777/fOHnypHWbPXv2GB07djR8fHyMcuXKGU888YSxcOHCbHXv2LHD6NChg+Ht7W2ULVvW6N27t3Ho0KFc13L27FnjySefNCpXrmy4uroa5cuXNzp37mzs2rXLus20adOMGjVqGO7u7kZYWJjx5ptvGlOnTs3xz92XX35pNGrUyPDw8DC8vLyM+vXr5/ikXKZLly4Zw4cPN+rUqWP4+PgYpUqVMmrUqGG8/PLLRnJycp7PM/PnFR8fb3Oc3P490aZNG6NWrVpGdHS00bBhQ8Pd3d0ICgoyXnzxRSMtLc1m27x8XwzDMKKjow3AeOutt65bgxQMk2Hk0BlJpBhIS0ujXr16VKxYkd9//93e5UgOYmNjiYyM5OWXX+bFF1+0dzkiN2306NF88sknHD58uEjcv1XSaJhJio3BgwfToUMHgoKCOHHiBFOmTGHnzp3873//s3dpAmzdupXZs2fTvHlzfHx82L17NxMnTsTHx4fBgwfbuzyRm7Ju3Tr27NnD5MmTGTZsmIKMnSjMSLFx/vx5nnnmGeLj43F1daVBgwb8+uuvN+yzIYWjdOnSbNy4kalTp5KYmIivry9t27bl9ddfv6UnskTsKfOBhS5dujBhwgR7l1NiaZhJREREHJoezRYRERGHpjAjIiIiDk1hRkRERBxasb8B2Gw2c+zYMby9va/Zul1ERESKFsMwOH/+PMHBwTdsrFnsw8yxY8fyPJeIiIiIFA2HDx++4XQlxT7MeHt7A5ZvRn7MDiwiIiIFLykpiZCQEOvn+PUU+zCTObTk4+OjMCMiIuJgcnOLiG4AFhEREYemMCMiIiIOTWFGREREHFqxv2dGREQcl9ls5vLly/YuQwqAq6srzs7O+bIvhRkRESmSLl++TGxsLGaz2d6lSAEpU6YMgYGBt9wHTmFGRESKHMMwOH78OM7OzoSEhNywaZo4FsMwSElJ4dSpUwAEBQXd0v4UZkREpMhJT08nJSWF4OBgPD097V2OFIBSpUoBcOrUKcqXL39LQ06KuiIiUuRkZGQA4ObmZudKpCBlBtW0tLRb2o/CjIiIFFmaU694y6+fr8KMiIiIODSFGREREcmRyWRi/vz59i7jhhRmRERE8snAgQMxmUyYTCZcXV2pUKECHTp0YNq0aYXyiHlcXJz1+CaTCW9vb2rVqsXjjz/O3r17C/z49qIwc5Mup5tZvS8BwzDsXYqIiBQhd999N8ePHycuLo7ffvuNqKgonnzySbp06UJ6enqh1LBkyRKOHz/O1q1beeONN9i5cyd169blzz//LJTjFzaFmZs0/6+jPPTFerr/32p+236cDLNCjYiIgLu7O4GBgVSsWJEGDRrw4osv8tNPP/Hbb78xY8YM63bnzp1j6NChlC9fHh8fH9q1a8fWrVut61955RXq1avHp59+SkhICJ6envTu3ZvExMQb1uDv709gYCBhYWF0796dJUuW0KRJEwYPHmx9Ugzgl19+4Y477sDDw4OwsDBeffXV6wau559/nurVq+Pp6UlYWBhjx461PokUFxeHk5MTGzdutHnPxx9/TJUqVQr0H/8KMzfpTMplPFyd2HbkHCO+2UyH95czJ+YQl9PVqVJEJL8ZhkHK5XS7vPLjQ7hdu3bUrVuXuXPnWs+nc+fOnDhxgl9//ZVNmzbRoEED7rzzTs6cOWN93759+/juu+/45ZdfWLRoEVu2bOHxxx/P8/GdnJx48sknOXjwIJs2bQJg8eLFPPzww4waNYodO3bw6aefMmPGDF5//fVr7sfb25sZM2awY8cO/ve///H555/zwQcfABAaGkr79u2ZPn26zXumT59uHX4rKGqad5OGtwmn9x2VmLEmjplr4jiQkMzzP27ngz/2MqRVVR5oXJnS7vr2iojkh4tpGdw2brFdjr1j/F14ut363+eRkZFs27YNgGXLlrF9+3ZOnTqFu7s7AO+++y7z58/nhx9+YOjQoQBcunSJmTNnUqlSJcBylaNz58689957BAYG5vn4YLmC0rhxY15//XXGjBnDgAEDAAgLC+O1117jueee4+WXX85xH//973+t/x8aGsro0aOZM2cOzz33HABDhgxh+PDhvP/++7i7u7N161a2bNliDXEFRVdmboG/lzujO9ZgzQt38mKnSMp7u3Mi6RITFu6k+VtLef+PPZxJ1gRpIiJiuRqTeXVi06ZNXLhwAX9/f7y8vKyv2NhY9u/fb31P5cqVrUEGoFmzZpjNZnbv3n1Txwdsahg/frzN8R999FGOHz9OSkpKjvv44YcfaNmyJYGBgXh5eTF27FgOHTpkXd+jRw9cXFyYN28eANOmTSMqKorQ0NA815sXunSQD7zcXRjaOpwBzUOZt/kon644QGxCMh/9uZfPVxygb+MQHm0VRnCZUvYuVUTEIZVydWbH+Lvsduz8sHPnTqpWrQpYZgMPCgoiOjo623ZlypS55j4yg8jNDNns3LkTwKaGV199lfvuuy/bth4eHtmWrVu3jr59+/Lqq69y11134evry7fffst7771n3cbNzY1+/foxffp07rvvPmbNmsWHH36Y51rzSmEmH7m7ONO3cWV6Nwxh0d8nmBy9j3+OJTF9dRxfrT1Ij/oVGd4mnIjyXvYuVUTEoZhMpnwZ6rGXpUuXsn37dv7zn/8A0KBBA06cOIGLi8t1r1ocOnSIY8eOERwcDMDatWtxcnKievXqeTq+2Wzmo48+omrVqtSvX99aw+7du4mIiMjVPlavXk2VKlV46aWXrMsOHjyYbbshQ4Zw++23M3nyZNLS0nIMS/nNcX8zijBnJxOd6wTRqXYgK/cm8En0ftYeOM0Pm47w4+YjdLytAo+1jaBuSBl7lyoiIvksNTWVEydOkJGRwcmTJ1m0aBFvvvkmXbp0oX///gC0b9+eZs2a0aNHD95++21q1KjBsWPH+PXXX+nRowcNGzYELFdIBgwYwLvvvktSUhKjRo3i/vvvv+H9MqdPn+bEiROkpKTw999/8+GHH7JhwwYWLlxondBx3LhxdOnShZCQEHr37o2TkxPbtm1j+/btTJgwIds+IyIiOHToEN9++y2NGjVi4cKF1uGkrGrWrEnTpk15/vnnGTRokHVCyYKkMFOATCYTrauXo3X1cmw+dJYp0fv5fcdJFv9jeTUP92dE23BaRgRo/hERkWJi0aJFBAUF4eLiQtmyZalbty4fffQRAwYMwMnJcquqyWTi119/5aWXXmLQoEHEx8cTGBhI69atqVChgnVfERER3HfffXTq1IkzZ87QqVMnJk+efMMa2rdvD1gmcqxSpQpRUVF89tlnNldh7rrrLhYsWMD48eOZOHEirq6uREZGMmTIkBz32b17d/7zn/8wcuRIUlNT6dy5M2PHjuWVV17Jtu3gwYNZs2YNgwYNysu37qaZjGLe9S0pKQlfX1/OnTuHj4+Pvcth78nzTFl+gJ+2HCX9Sm+a2hV9GdE2nLtqBeLspFAjInLp0iViY2OpWrVqjvdvlASvvPIK8+fPZ8uWLfYuJc9ef/11vv32W7Zv337d7a73c87L57eeZipk1Sp48979dYl+ti0Dm4fi4erE9qPneCxLr5rU9Iwb70hERKSIuXDhAjExMXz88ceMGjWq0I6rMGMnlcp68kq3Wqx+vh2j2kXgW8rV2qumzcRovlh5gOTUwml7LSIikh9GjhxJy5YtadOmTaENMYGGmYqMC6npzF5/iC9WHeBkUioAvqVcGdA8lIHNQ/Er7WbnCkVECo+GmUoGDTMVM17uLjzaOowVz0Xx1n21qRpQmnMX0/joz720eGspr/7yD0cTL9q7TBERkSJHYaaIyexVs+TpNkx+qAG3V/ThYloG01fH0WbiMp75fiv7Tp23d5kiIiJFhh7NLqKcnUx0qh3EPbcHsmpfApOX/dur5odNV3rVREVQT71qRESkhFOYKeJMJhOtqpWjVbVy/HXoLJ9c6VWT+WoW5s9jUepVIyIiJZfCjAOpX7ksn/VvyL5Tll418/86ytoDp1l74LR61YiISImle2YcUER5b97tXZflz0XxSItQSrk6W3vVtH9/Od9uUK8aEREpORRmHFjFMqV4uWstVo9px6g7q+FbypXYhGTGzN1O64nL+HzFAS6oV42IiFzDjBkzrjtLt6NQmCkG/Eq78XSH6qwe047/dq5JBR93Tial8vqvO2nx1lLe/303Z5Iv27tMEZESY82aNTg7O3P33Xfn+75feeUVTCYTJpMJFxcXAgICaN26NR9++CGpqan5fjxHoDBTjHi5uzCklaVXzds9s/SqWbqP5m/9ySs/q1eNiEhhmDZtGk888QSrVq3i0KFD193WMAzS07NfRb98+dr/CK1VqxbHjx/n0KFDLFu2jN69e/Pmm2/SvHlzzp8vee07FGaKIXcXZ/o0su1VcynNzIw1ll41o7/byt6TJe+XXUSkMCQnJ/Pdd98xYsQIunTpwowZM2zWR0dHYzKZWLx4MQ0bNsTd3Z2VK1fStm1bRo4cydNPP01AQAAdOnS45jFcXFwIDAwkODiY2rVr88QTT7B8+XL+/vtv3n77bet2ly9f5rnnnqNixYqULl2aJk2aEB0dfc397t+/n+7du1OhQgW8vLxo1KgRS5Yssa4fP348tWvXzva+O+64g3HjxuX+m5TPFGaKscxeNb+MbMlXgxvTPNyfdLPBj5uP0OGDFQz9ciN/HTpr7zJFRG7MMOBysn1eeZz1Z86cOdSoUYMaNWrw8MMPM336dHKaOei5557jzTffZOfOndSpUweAmTNn4uLiwurVq/n000/zdNzIyEjuuece5s6da132yCOPsHr1ar799lu2bdtG7969ufvuu9m7d2+O+7hw4QKdOnViyZIl/PXXX9x111107drVenVp0KBB7Nixg5iYGOt7tm3bxl9//cXAgQPzVG9+0qPZJUDWXjVbDifySfQ+Fv9j26tmRNtwWlVTrxoRKaLSUuCNYPsc+8Vj4FY615tPnTqVhx9+GIC7776bCxcu8Oeff9K+fXub7caPH5/t6ktERAQTJ0686VIjIyP5/fffActVltmzZ3PkyBGCgy3fu2eeeYZFixYxffp03njjjWzvr1u3LnXr1rV+PWHCBObNm8fPP//MyJEjqVSpEnfddRfTp0+nUaNGAEyfPp02bdoQFhZ203XfKl2ZKWHqhZTh034NWfJ0a3rdUQkXJxNrD5ym/7QNdJ20ioXbjpNhLtZzj4qIFJjdu3ezYcMG+vbtC1iGg/r06cO0adOybduwYcNcLcsLwzCs/yjdvHkzhmFQvXp1vLy8rK/ly5ezf//+HN+fnJzMc889x2233UaZMmXw8vJi165dNvf9PProo8yePZtLly6RlpbGN998U6gzZOdEV2ZKqMxeNU93qM7nKw/w7YbD/H00icdnbaZqQGmGtQ7j3gYVcXdxtnepIiLg6mm5QmKvY+fS1KlTSU9Pp2LFitZlhmHg6urK2bNnKVu2rHV56dLZr/bktCwvdu7cSdWqVQEwm804OzuzadMmnJ1t/y738vLK8f3PPvssixcv5t133yUiIoJSpUrRq1cvm5uRu3btiru7O/PmzcPd3Z3U1FR69ux5S3XfKoWZEi74Sq+aJ9pVY8aaOGauibP2qvlgyR6GtAzjgSaV8XLXr4qI2JHJlKehHntIT0/nyy+/5L333qNjx44263r27Mk333zDyJEjC+z4u3btYtGiRbzwwgsA1K9fn4yMDE6dOkWrVq1ytY+VK1cycOBA7r33XsByD01cXJzNNi4uLgwYMIDp06fj7u5O37598fTMfeArCPqEEuDfXjXDWocxe8MhPl95wNqrZtKyfQxoVoUBzUPx93K3d6kiIkXSggULOHv2LIMHD8bX19dmXa9evZg6dWq+hZn09HROnDiB2Wzm9OnTREdHM2HCBOrVq8ezzz4LQPXq1XnooYfo378/7733HvXr1ychIYGlS5dSu3ZtOnXqlG2/ERERzJ07l65du2IymRg7dixmsznbdkOGDKFmzZoArF69Ol/O6VbonhmxUTpLr5qJPesQlqVXTYu3l6pXjYjINUydOpX27dtnCzJguTKzZcsWNm/enC/H+ueffwgKCqJy5cq0bduW7777jhdeeIGVK1faDCFNnz6d/v37M3r0aGrUqEG3bt1Yv349ISEhOe73gw8+oGzZsjRv3pyuXbty11130aBBg2zbVatWjebNm1OjRg2aNGmSL+d0K0xGTs+LFSNJSUn4+vpy7tw5fHx87F2Ow8kwG/z+zwkmR+9n+9FzALg4mehWL5gRbcKpVsHbzhWKSHF06dIlYmNjqVq1Kh4eHvYuR65iGAaRkZEMGzaMp59++qb3c72fc14+vzXMJNfl7GTintpB3H17IKv3neaT5ftYve80czcfZe7mo3S4rQKPtQ2nfuWyN96ZiIg4vFOnTvHVV19x9OhRHnnkEXuXAyjMSC6ZTCZaVgugZbUAthxOZEr0fhbvOMEfO07yx46TNA3z47G2EepVIyJSzFWoUIGAgAA+++wzm6ez7Mmu98ysWLGCrl27EhwcjMlkYv78+dfcdtiwYZhMJj788MNCq09yVi+kDFP63cEf/2lN7yu9atYdOKNeNSIiJYBhGMTHx/Pggw/auxQru4aZ5ORk6taty6RJk6673fz581m/fr21g6EUDRHlvXmnd11WPBfFoBZVKeXqbO1Vc+d70czecIjU9Ax7lykiIsWcXYeZ7rnnHu65557rbnP06FFGjhzJ4sWL6dy5cyFVJnkRXKYU47rexsh2EcxcE8fMtXHEnU7hhbnb+eCPPQxpVZUHm1RRrxoRybNi/oxKiZdfP98i/Wi22WymX79+PPvss9SqVcve5cgN+JV24z8dqrP6+Xb8t3NNAn08OHU+lTd+3UXzN//kvd93c/pCqr3LFBEHkNmxNmvnWSl+UlJSAHB1db2l/RTpfyq//fbbuLi4MGrUqFy/JzU1ldTUfz8wk5KSCqI0uY7MXjX9m4Uy/6+jTFm+nwMJyXy8dB+frzxA30aVGdKqKpXK2rdjpIgUXS4uLnh6ehIfH4+rqytOTkX6396SR4ZhkJKSwqlTpyhTpky26RbyqsiGmU2bNvG///2PzZs35+npmDfffJNXX321ACuT3HJzceL+RiH0vKOSTa+aGWvi+HrdQbrVC2Z4m3Cqq1eNiFzFZDIRFBREbGwsBw8etHc5UkDKlClDYGDgLe+nyDTNM5lMzJs3jx49egDw4Ycf8vTTT9uk8YyMDJycnAgJCck2V0SmnK7MhISEqGleEWAYhk2vmkwdbqvAiLbhNFCvGhG5itls1lBTMeXq6nrdKzLFomlev379aN++vc2yu+66i379+l23SY+7uzvu7po/qCjK2qtm6+FEPsmhV82IthG0Vq8aEbnCyclJHYDlhuwaZi5cuMC+ffusX8fGxrJlyxb8/PyoXLky/v7+Ntu7uroSGBhIjRo1CrtUyWd1r/Sq2XfqAp+t2M+8v46y7sAZ1h3YQK1gH0a0Deee24NwdlKoERGR67PrHVUbN26kfv361K9fH4Cnn36a+vXrM27cOHuWJYUoorwXE3vVZfmzUQxuaelV88+xJEbO+ku9akREJFeKzD0zBUUTTTqWs8mXmbk2jhlr4khMSQOgvLe7etWIiJQwefn8VpiRIik5NZ1vYw7zxcoDHD93CQAfDxf6NwvlkRah+HvpvigRkeJMYSYLhRnHdjndzPwtV3rVxCcD4OHqRJ+GITzaOky9akREiimFmSwUZoqHDLPBHzssvWq2HTkHgLOTie51gxneVr1qRESKG4WZLBRmihfDMFiz/zSfRO9n1b4E6/L2NSvwWJR61YiIFBcKM1kozBRfWw8nMmX5fhb9c4LM3+ImVf0Y0TacNtXLqVeNiIgDU5jJQmGm+Nsff4FPl1t61aRlWH6dbwuy9KrpVFu9akREHJHCTBYKMyXH8XMX+WJlLLM3HCLlsqU3TRV/T4a1DqfnHRVxd7m1icxERKTwKMxkoTBT8lyrV83gllV5sEllvD1ubap5EREpeAozWSjMlFwpl9OZvSHnXjUDW4QSoF41IiJFlsJMFgozcjndzE9XetXsv6pXzZBWYYT4qVeNiEhRozCThcKMZDKbDX7fcZJPovexVb1qRESKNIWZLBRm5GqGYbB2/2km59CrZkTbcO6ool41IiL2pjCThcKMXM+2I4l8Em3bq6ZxVT8eU68aERG7UpjJQmFGcmN//AU+W36AuX8dUa8aEZEiQGEmC4UZyYvj5y4ydWUss3LoVXNfg4p4uKpXjYhIYVCYyUJhRm7G2eTLfLn2IDPWxHL2Sq+act7uDFGvGhGRQqEwk4XCjNyKlMvpfLvhMJ+rV42ISKFSmMlCYUbyQ069atxdnOjTKIRH1atGRCTfKcxkoTAj+elavWq61Q1meJtwagSqV42ISH5QmMlCYUYKQmavmk+W72fl3qy9aspf6VXjZ8fqREQcn8JMFgozUtC2HUlkyvL9/Pa3ba+aEW3DaateNSIiN0VhJguFGSksB+Iv8OlVvWpqZvaquT0QF2cnO1coIuI4FGayUJiRwnbi3CWmrjrAN+tte9UMbR1GzwaV1KtGRCQXFGayUJgRe0lMsfSqmb7atlfN4JZVeUi9akRErkthJguFGbG3lMvpzIk5zOcrDnDsSq8abw8X+jerwiMtqqpXjYhIDhRmslCYkaLicrqZn7ceY8ry/ew7dQFQrxoRkWtRmMlCYUaKGrPZ4I+dJ5kcvZ+thxMBS6+arnWCGNE2Qr1qRERQmLGhMCNFlWEYrD1wmk+ibXvV3BlZnsei1KtGREo2hZksFGbEEWw/co4py/fz69/H/+1VE+rHiCj1qhGRkklhJguFGXEkB+Iv8NmKA/y4Wb1qRKRkU5jJQmFGHFFOvWoq+3kyrI161YhIyaAwk4XCjDiynHrVBHhZetU83FS9akSk+FKYyUJhRoqDa/Wq6dfU0qumnLd61YhI8aIwk4XCjBQnaRlmftqSvVfN/Q1DGNpavWpEpPhQmMlCYUaKI7PZYMmVXjVbrupVM7xtOJGB+l0XEcemMJOFwowUZ4ZhsO7AGSZH78vWq2ZE23AahqpXjYg4JoWZLBRmpKT4++g5PonOoVdN23Da1lCvGhFxLAozWSjMSEkTm5DMp8v32/SqiQz0ZkTbcDrXDlKvGhFxCAozWSjMSEmV2atm1vpDJGfpVTO0dRi97lCvGhEp2hRmslCYkZIuMeUyX609yPQ1cZxJvgz826vmoaaV8VGvGhEpghRmslCYEbG4eDmDOTGH+HxlLEcTLwLg7e5Cv2bqVSMiRY/CTBYKMyK20jLM/HylV81e9aoRkSJKYSYLhRmRnKlXjYgUZQozWSjMiFxfZq+aT5bvZ8WeeOvydpHleUy9akTEThRmslCYEcm9v4+e45Pl+/l1+7+9ahqFluWxthHqVSMihUphJguFGZG8i01I5rMV+/lx01EuZ5gB9aoRkcKlMJOFwozIzTuZdImpq2L5Zt1Ba6+aEL9SDG0dTm/1qhGRAqQwk4XCjMitO5eSxpdr47L1qhnUMpSHm1ZRrxoRyXcKM1kozIjkn4uXM/hu42E+W3HAplfNw82qMEi9akQkHynMZKEwI5L/0jLM/LL1GJ9E/9urxs3FifsbVmJY63D1qhGRW6Ywk4XCjEjBMZsN/tx1isnR+/jrUCJg6VXTpU4QI9SrRkRugcJMFgozIgXPMAzWx57hk+j9LL+qV82ItuE0Uq8aEckjhZksFGZECtffR88x5UqvGvOVv10aVinLY1HhRNUor141IpIrCjNZKMyI2EdcQjKfrjjAj5uOqFeNiOSZwkwWCjMi9nUy6RLTVsXytXrViEgeKMxkoTAjUjScS0njq3VxTFutXjUicmMKM1kozIgULdfrVfNIi1DKe3vYuUIRKQoUZrJQmBEpmjJ71UxZvp89J2171QxtFU5lf/WqESnJFGayUJgRKdrMZoOlV3rVbL7Sq8bJBF3qBDOibTg1g/TnVqQkUpjJQmFGxDEYhsGG2DNMvqpXTVSNcjwWFaFeNSIljMJMFgozIo7nn2Pn+CQ6e6+aEW3DaRepXjUiJUFePr/t2uhhxYoVdO3aleDgYEwmE/Pnz7euS0tL4/nnn6d27dqULl2a4OBg+vfvz7Fjx+xXsIgUilrBvkx6sAFLR7flgcaVcXN2YuPBswyeuZF7/reS+X8dJf1K7xoREbuGmeTkZOrWrcukSZOyrUtJSWHz5s2MHTuWzZs3M3fuXPbs2UO3bt3sUKmI2ENoQGnevK82q56PYljrMEq7ObPrxHmemrOFtu9G89XaOC6lZdi7TBGxsyIzzGQymZg3bx49evS45jYxMTE0btyYgwcPUrly5VztV8NMIsXHuZQ0vl5/kGmrYjl9pVeNl7sLTcP8aV09gNbVylHF31PDUCLFQF4+v10KqaZ8ce7cOUwmE2XKlLnmNqmpqaSmplq/TkpKKoTKRKQw+Hq68nhUBINaVOX7TZZeNUfOXmTJzpMs2XkSsHQXblWtHK2rBdAsPADfUmrGJ1LcOcyVmUuXLtGyZUsiIyP5+uuvr7mfV155hVdffTXbcl2ZESl+zGaDHceTWLE3npV7Eth48AxpGf/+leZkgnohZSzhpnoAdSuV0ZxQIg7CIZ9mul6YSUtLo3fv3hw6dIjo6OjrnlROV2ZCQkIUZkRKgOTUdDbEnrGEm70J7Dt1wWa9t7sLzSP8r1y5KafGfCJFWLEaZkpLS+P+++8nNjaWpUuX3vCE3N3dcXd3L6TqRKQoKe3uQlRkeaIiywNwNPEiq/bGs2JvAqv3JZCYksbif06y+B/LkFQVf09aVQugVbVyNAv31/xQIg6qSIeZzCCzd+9eli1bhr+/v71LEhEHUrFMKfo0qkyfRpXJMBv8ffQcK6+Em80Hz3LwdAoHTx/i63WHcHYy0aCyZUiqVbUA6lQqg7OTbiQWcQR2HWa6cOEC+/btA6B+/fq8//77REVF4efnR3BwMD179mTz5s0sWLCAChUqWN/n5+eHm5tbro6hp5lEJCcXUtNZt/80K68MSR1ISLZZ7+PhQssrV21aVQugUlkNSYkUJoe5ZyY6OpqoqKhsywcMGMArr7xC1apVc3zfsmXLaNu2ba6OoTAjIrlx+EwKq/YlsHJvPKv2JpB0Kd1mfVhAaeuQVNNwf7zci/SFbRGH5zBhpjAozIhIXqVnmNl29Bwr91jCzV+HE8kw//tXpYuTiQZVytKmuuWqTa1gXw1JieSzQgszqampRf5mW4UZEblVSZfSWJtlSOrg6RSb9WU9XWkRYWna17JaAMFlStmpUpHio8DCzOLFi5k9ezYrV67k0KFDmM1mPD09adCgAR07duSRRx4hODj4lk8gPynMiEh+O3g6mZV7LVdt1uw7zflU2yGpiPJetKpmCTdNwvzwdNOQlEhe5XuYmT9/Ps8//zznzp2jU6dONG7cmIoVK1KqVCnOnDnD33//zcqVK1m7di0DBw7ktddeo1y5cvl2QrdCYUZEClJ6hpmtRxJZfmVIauvhRLKMSOHm7MQdVcrS6sp0C7cF+eCkISmRG8r3MNO4cWPGjh1L586dcXK6dvfMo0eP8r///Y8KFSowevTovFdeABRmRKQwnUtJY83+BFbsTWDFnniOJl60We9X2o2WEQGWKzfVy1HBx8NOlYoUbboBOAuFGRGxF8MwiDudYultsyeBtfsTSL5sO8t3jQrelqekqpejcagfpdyc7VStSNFSqGEmIyOD7du3U6VKFcqWLXsruyoQCjMiUlSkZZj561CitXHftiOJZP0b2M3FicahftZHwGsGeWsGcCmxCjTMPPXUU9SuXZvBgweTkZFBmzZtWLNmDZ6enixYsCDX/V8Ki8KMiBRVZ5Mvs3p/gvUR8GPnLtmsD/ByvxJsAmhZLYDy3hqSkpKjQMNMpUqVmD9/Pg0bNmT+/Pk8/vjjLFu2jC+//JJly5axevXqWyo+vynMiIgjMAyD/fHJ1se/1+4/zcU02yGpyEBvWle3TJLZMLQsHq4akpLiq0DDjIeHB/v27aNSpUoMHToUT09PPvzwQ2JjY6lbty5JSUm3VHx+U5gREUeUmp7B5oOJ1nCz/eg5m/XuLk40CfOn9ZUhqeoVvDQkJcVKgc6aXaFCBXbs2EFQUBCLFi1i8uTJAKSkpODsrH8liIjkB3cXZ5qF+9Ms3J/n7obTF1JZvf80K/fEs2JvPCeTUlmxJ54Ve+KBnZT3dqdVtXK0rh5Ai4gAAryKdkNTkfyU5zDzyCOPcP/99xMUFITJZKJDhw4ArF+/nsjIyHwvUEREwN/LnW51g+lWNxjDMNh76gIr9liu2qyPPc2p86n8uPkIP24+AkCtYB9LuKkWwB2hZXF30T82pfi6qaeZfvjhBw4fPkzv3r2pVKkSADNnzqRMmTJ0794934u8FRpmEpHi7lJaBpsOnmXF3nhW7klgx3Hb4f5Srs40CfOj9ZUrN+HlNCQlRV+hPZp96dIlPDyK9t31CjMiUtLEn09l9b4ES7jZm0D8+VSb9UG+HtbHv1tEBOBX2s1OlYpcW4GGmYyMDN544w2mTJnCyZMn2bNnD2FhYYwdO5bQ0FAGDx58S8XnN4UZESnJDMNg98nzrNxjCTcbYs+Qmm62rjeZoHZFX2u4aVC5LG4u1+70LlJYCjTMjB8/npkzZzJ+/HgeffRR/v77b8LCwvjuu+/44IMPWLt27S0Vn98UZkRE/nUpLYMNsWesT0ntOnHeZr2nmzPNwvytXYnDAkprSErsokDDTEREBJ9++il33nkn3t7ebN26lbCwMHbt2kWzZs04e/bsLRWf3xRmRESu7WTSJVZdmQF85d4ETidftllfsUwpWle3XLVpHu5PGU8NSUnhKNBHs48ePUpERES25WazmbS0tLzuTkRE7KiCjwc976hEzzsqYTYb7DyRxMor4SYm9ixHEy8ye8NhZm84jJMJ6lQqY+ltU70c9ULK4OqsISmxvzyHmVq1arFy5UqqVKlis/z777+nfv36+VaYiIgULicnE7WCfakV7MvwNuGkXE5nfewZ63QLe09dYMvhRLYcTuSjpfvwcnehWfi/jfuq+HtqSErsIs9h5uWXX6Zfv34cPXoUs9nM3Llz2b17N19++SULFiwoiBpFRMQOPN1ciKpRnqga5QE4fu7ilas2CazaG8/ZlDT+2HGSP3acBCDEr5S1t02z8AB8S7nas3wpQW7q0ezFixfzxhtvsGnTJsxmMw0aNGDcuHF07NixIGq8JbpnRkQk/5nNBv8cS7ry+Hc8mw6eJS3j348TZycT9ULKWJ+SqlvJFxcNSUkeFFqfGUegMCMiUvCSU9NZH3uaFVceAT8Qn2yz3tvDhRbhAbSqHkDrauUI8fO0U6XiKAo0zISFhRETE4O/v7/N8sTERBo0aMCBAwfyXnEBUpgRESl8R86mXHlKKoFV+xI4d9H2AZFQf09aVStHq2oBNAv3x9tDQ1Jiq0DDjJOTEydOnKB8+fI2y0+ePEnlypVJTU29xjvtQ2FGRMS+MswG24+eY+WVuaQ2HzpLutl2SKpB5TJXJsosR+2Kvjg76Ubikq5AHs3++eefrf+/ePFifH19rV9nZGTw559/EhoamvdqRUSkWMu8f6ZeSBmeuLMa5y+lse7Av437YhOSiYk7S0zcWd7/Yw++pVxpGRFAq2oBtKwWQKWyGpKS68v1lRknJ8uNWyaTiavf4urqSmhoKO+99x5dunTJ/ypvga7MiIgUbYfPpLBybwIr9sSzen8C5y+l26wPK1ea1leGpJqG+VPaPc8P4ooDKtBhpqpVqxITE0NAQMAtFVlYFGZERBxHeoaZrUfOWa/abDmcSEaWISlXZxMNKpeldXVLuLk92BcnDUkVS3qaKQuFGRERx3XuYhpr959m5d54VuyN5/CZizbry3q60iIiwBpugnxL2alSyW8FPtHk9YwbNy4vuytwCjMiIsXHwdPJrNibwMo98azZf5oLqbZDUtXKe1mekqoeQJOqfni6aUjKURVomLl6yoK0tDRiY2NxcXEhPDyczZs3573iAqQwIyJSPKVlmNlyOJGVe+JZsTeBbUcSyTIihZuzEw1Dy1ofAb8tyEdDUg6k0IeZkpKSGDhwIPfeey/9+vW71d3lK4UZEZGSITHlMmsyh6T2JHA00XZIyr+0Gy2vdCRuVS2ACj4edqpUcsMu98z8/fffdOnShbi4uPzYXb5RmBERKXkMwyA2Idk6A/ia/adJuZxhs02NCt6W6Raql6NJVT88XJ3tVK3kpED6zNxIYmIi586dy6/diYiI3DSTyURYOS/CynkxoHkol9PN/HXorDXcbDt6jt0nz7P75Hm+WBWLm4sTTar6WeeSigz01gzgDiTPV2Y++ugjm68Nw+D48eN89dVXtG7dmtmzZ+drgbdKV2ZERORqZ5Ivs3pfgvUR8OPnLtmsL+ftTqsIy1xSLSPKUc7b3U6VllwF3mcmKycnJ8qVK0e7du144YUX8Pb2znvFBUhhRkRErscwDPbHX2DFHku4WXfgDBfTbIekagb50PrKVZuGoWU1JFUI1GcmC4UZERHJi9T0DDYd/HdI6u+jSTbrPVydaFLVn1bVLP1tqpX30pBUAVCYyUJhRkREbkXChVRW70uwXrk5dd52QuUKPu7WJ6RaRgTg76UhqfxQoGEmOTmZt956iz///JNTp05hNptt1h84cCDvFRcghRkREckvhmGw5+SFKx2JE1h/4DSp6bafg7dX9LGGmzuqlMXdRUNSN6NAw8wDDzzA8uXL6devH0FBQdkurT355JN5r7gAKcyIiEhBuZSWwca4s9Zws/O47ZBUKVdnmob50apaOVpXDyC8nIakcqtAw0yZMmVYuHAhLVq0uKUiC4vCjIiIFJZT5y9ZnpLak8CKvQkkXLAdkgr29bBOt9AiPICypd3sVGnRV+BPM/3666/UrFnzloosLAozIiJiD2azwa4T562Pf2+IO8PlLENSJhPUqehrHZKqX7ksbi5Odqy4aCnQMPP111/z008/MXPmTDw9PW+p0MKgMCMiIkXBxcsZbIg7w8o9lnCz++R5m/Wl3ZxpFu5vDTdVA0qX6CGpAp9ocv/+/RiGQWhoKK6urjbrNdGkiIjIjZ1MumR9/HvV3gROJ1+2WV+xTClaV7f0tmkRHoCvp+s19lQ8Feh0Bj169LjZukREROSKCj4e9LqjEr3uqITZbLDjeBIr9yawYk88Gw+e4WjiRWZvOMzsDYdxMkGdSmVofaW3Td2QMrg6a0gqk/rMiIiIFDEpl9NZf+AMK67cb7Pv1AWb9d7uLpYhqerlaF0tgCr+pe1UacFR07wsFGZERMTRHUu8yKq9CazYG8+qfQkkpqTZrK/s52mdJLN5hD8+Ho4/JJXvYcbPz489e/YQEBBA2bJlr3tD0pkzZ/JecQFSmBERkeIkw2zwz7Fz1iGpTQfPkm7+96Pc2clEvZAy1nBTt5IvLg44JJXvYWbmzJn07dsXd3d3Zs6ced1tBwwYkLdqC5jCjIiIFGcXUtNZf+A0K648JXUgIdlmvY+HCy0iAqxPSYX4Ff0nkUHDTDYUZkREpCQ5fCaFVfv+fUoq6VK6zfqqAaWtV22ahvnhXUSHpAolzJw6dSrHuZnq1KlzM7srMAozIiJSUmWYDbYdSbQ+Ar75UCIZWYakXJxMNKhc1hJuqpejdkVfnJ2KRm+bAg0zmzZtYsCAAezcuZOr32oymcjIyMh7xQVIYUZERMQi6VIa6/aftoabuNMpNut9S7nSMiLAGm4qlillp0oLOMzUqVOHiIgInn/+eSpUqJDtZuAqVarkveICpDAjIiKSs0OnU648/h3Pmn2nOZ9qOyQVXq60dZLMJlX9Ke2e5/Z0N61Aw4y3tzd//fUXERERt1RkYVGYERERubH0DDNbjySyYo/lqs2Ww4lkGZHC1dnEHVXKWsJNtXLUCvbBqQCHpAo0zPTo0YN+/frRs2fPWyqysCjMiIiI5N25i2ms3W+Z/XvFnniOnL1os96vtNuVp6QCaF2tHIG+Hvl6/AINMwkJCQwYMIDGjRtz++23Z5ubqVu3bnmvuAApzIiIiNwawzA4eDqFlXvjWbE3gbX7T3Mhy5DU/Q0rMbFX3Xw9ZoHOzbRmzRpWrVrFb7/9lm1dUbwBWERERG6NyWQiNKA0oQGl6dcslLQMM38dSrSGmzbVy9u3vrxemQkNDaVLly6MHTuWChUqFFRd+UZXZkRERBxPXj6/89zf+PTp0/znP/9xiCAjIiIixV+ew8x9993HsmXLCqIWERERkTzL8z0z1atX54UXXmDVqlXUrl072w3Ao0aNyrfiRERERG4kz/fMVK1a9do7M5k4cODALReVn3TPjIiIiOMp0HtmYmNjr/nKa5BZsWIFXbt2JTg4GJPJxPz5823WG4bBK6+8QnBwMKVKlaJt27b8888/eS1ZREREirE8h5n8lJycTN26dZk0aVKO6ydOnMj777/PpEmTiImJITAwkA4dOnD+/PlCrlRERESKqlyFmbfeeouUlJQbbwisX7+ehQsX5mrbe+65hwkTJnDfffdlW2cYBh9++CEvvfQS9913H7fffjszZ84kJSWFWbNm5Wr/IiIiUvzlKszs2LGDypUrM2LECH777Tfi4+Ot69LT09m2bRuTJ0+mefPm9O3bN1/uTYmNjeXEiRN07NjRuszd3Z02bdqwZs2aa74vNTWVpKQkm5eIiIgUX7kKM19++SVLly7FbDbz0EMPERgYiJubG97e3ri7u1O/fn2mTZvGwIED2bVrF61atbrlwk6cOAGQrZ9NhQoVrOty8uabb+Lr62t9hYSE3HItIiIiUnTl+tHsOnXq8OmnnzJlyhS2bdtGXFwcFy9eJCAggHr16hEQEFAgBZpMtjNyGoaRbVlWL7zwAk8//bT166SkJAUaERGRYizPfWZMJhN169albt38nVDqaoGBgYDlCk1QUJB1+alTp67bfdjd3R13d/cCrU1ERESKDrs+zXQ9VatWJTAwkD/++MO67PLlyyxfvpzmzZvbsTIREREpSvJ8ZSY/XbhwgX379lm/jo2NZcuWLfj5+VG5cmWeeuop3njjDapVq0a1atV444038PT05MEHH7Rj1SIiIlKU2DXMbNy4kaioKOvXmfe6DBgwgBkzZvDcc89x8eJFHnvsMc6ePUuTJk34/fff8fb2tlfJIiIiUsTkeToDR6PpDERERBxPgU5nMGPGjFw30BMREREpaHkOMy+88AKBgYEMHjz4us3rRERERApDnsPMkSNH+Prrrzl79ixRUVFERkby9ttvX7eRnYiIiEhByXOYcXZ2plu3bsydO5fDhw8zdOhQvvnmGypXrky3bt346aefMJvNBVGriIiISDa31GemfPnytGjRgmbNmuHk5MT27dsZOHAg4eHhREdH51OJIiIiItd2U2Hm5MmTvPvuu9SqVYu2bduSlJTEggULiI2N5dixY9x3330MGDAgv2sVERERySbPj2Z37dqVxYsXU716dYYMGUL//v3x8/Oz2ebYsWNUqlSpSAw36dFsERERx5OXz+88N80rX748y5cvp1mzZtfcJigoiNjY2LzuWkRERCTP1DRPREREipwCvTIDkJyczPLlyzl06BCXL1+2WTdq1Kib2aWIiIjITclzmPnrr7/o1KkTKSkpJCcn4+fnR0JCAp6enpQvX15hRkRERApVnp9m+s9//kPXrl05c+YMpUqVYt26dRw8eJA77riDd999tyBqFBEREbmmPIeZLVu2MHr0aJydnXF2diY1NZWQkBAmTpzIiy++WBA1ioiIiFxTnsOMq6srJpMJgAoVKnDo0CEAfH19rf8vIiIiUljyfM9M/fr12bhxI9WrVycqKopx48aRkJDAV199Re3atQuiRhEREZFryvOVmTfeeIOgoCAAXnvtNfz9/RkxYgSnTp3is88+y/cCRURERK5HfWZERESkyMnL5/ctTTQpIiIiYm+5umemfv361pt+b2Tz5s23VJCIiIhIXuQqzPTo0aOAyxARERG5ObpnRkRERIqcAr9nJjExkS+++IIXXniBM2fOAJbhpaNHj97M7kRERERuWp77zGzbto327dvj6+tLXFwcjz76KH5+fsybN4+DBw/y5ZdfFkSdIiIiIjnK85WZp59+moEDB7J37148PDysy++55x5WrFiRr8UVaSln4Jcn4ZyuRomIiNhTnsNMTEwMw4YNy7a8YsWKnDhxIl+KcgjL34ZNM+DjO2DpBEi9YO+KRERESqQ8hxkPDw+SkpKyLd+9ezflypXLl6IcQp0+ULk5pF+EFe/Axw1g00wwZ9i7MhERkRIlz2Gme/fujB8/nrS0NABMJhOHDh1izJgx9OzZM98LLLIqNoBHfoU+X4NfGFw4Cb+MgimtYP9Se1cnIiJSYuT50eykpCQ6derEP//8w/nz5wkODubEiRM0a9aMX3/9ldKlSxdUrTelUB7NTr8MMV9Yhp4uJVqWVesIHV6D8pEFc0wREZFiLC+f3zfdZ2bp0qVs3rwZs9lMgwYNaN++/U0VW9AKtc9MyhnLkNOGz8CcDiZnuGMgtH0BvErQEJyIiMgtKpQw4yjs0jTv9H74YxzsWmD52s0bWj0NTR8DV4/rv1dEREQKrmme2Wxm2rRpdOnShdtvv53atWvTrVs3vvzyS4p5Jsob/3Do+w0M/BWC6sHl8/DnqzCpEWz/AfS9EhERyTe5DjOGYdCtWzeGDBnC0aNHqV27NrVq1eLgwYMMHDiQe++9tyDrdEyhLeDRZXDvZ+BTEc4dgh8Hwxft4dB6e1cnIiJSLOS6A/CMGTNYsWIFf/75J1FRUTbrli5dSo8ePfjyyy/p379/vhfp0JycoG4fqNkV1v0frPoQjm6EaR3htu7Q/lXwq2rvKkVERBxWru+Z6dixI+3atWPMmDE5rn/jjTdYvnw5ixcvztcCb1WRm2jy/ElY9jr89RUYZnB2g8ZDofWzUKqMvasTEREpEgrknplt27Zx9913X3P9Pffcw9atW3NfZUnlXQG6fQTDV0F4O8i4DGsnwUf1Yf2nkJFm7wpFREQcSq7DzJkzZ6hQocI111eoUIGzZ8/mS1ElQoVa0G8ePPQjlKsJF8/Ab8/B5Kaw61fdJCwiIpJLuQ4zGRkZuLhc+xYbZ2dn0tPT86WoEqVae8tVmi4fQOlycHoffPsAzOwKx7bYuzoREZEiL9f3zDg5OXHPPffg7u6e4/rU1FQWLVpERkbRmpuoyN0zcz2XkmDVB7D2/yAjFTBB3QfgzrHgE2zv6kRERApNgTTNe+SRR3J18OnTp+dqu8LiUGEmU+Ih+HM8bP/e8rVLKWgxCpqPAncv+9YmIiJSCNQBOAuHDDOZjmyCxS/C4XWWr70Cod1/od6D4ORs39pEREQKUIF1AJZCVukOGLQI7v8SyobChRPw80j4tA0ciLZ3dSIiIkWCwkxRZzJZmus9vgE6vg4evnByO3zZHWb1gfg99q5QRETErhRmHIWLOzQfCaO2QJPh4OQCexZZHuVeOBqSE+xdoYiIiF0ozDgaTz+45214bD3U6AxGBsR8YWm6t+pDSLtk7wpFREQKlcKMowqIgAdmwYAFEFQXUpNgycvwf43g7x/VdE9EREoMhRlHV7UVPBoNPaaAd7Dlse4fBsHUDnB4g72rExERKXAKM8WBkxPUewCe2ARRL4FraTgSYwk03w+Es3H2rlBERKTAKMwUJ26e0OY5GLUZ6vcDTPDPPJjUCH4fCxcT7V2hiIhIvlOYKY68A6H7JMucT2FtLTNzr/nIcpPwhs81M7eIiBQrCjPFWeDt0G8+PPg9BNSwzMz96zMwuRnsXqSbhEVEpFhQmCnuTCao3hFGrIHO74GnP5zeC7P7wJfd4Pg2e1coIiJySxRmSgpnF2g0BEb9BS2eAmd3iF0Bn7aG+Y9D0nF7VygiInJTFGZKGg9f6PAqjIyB23sCBmz5Gj5uANFvweVke1coIiKSJwozJVXZKtBrGgxeApUaQ1oKRL8JH98Bf30DZrO9KxQREckVhZmSLqQRDP4des+AMlXg/HH46TH4rDUcWG7v6kRERG5IYUYsNwnXutcy9NThNXD3hRPbLTcIz+oLCXvtXaGIiMg1KczIv1zcocUoy03CjYeCyRn2/GaZmfvXZyH5tL0rFBERyUZhRrIr7Q+d3oHH10ONTmBOhw2fWZrurf4I0lPtXaGIiIiVwoxcW0A1eGA2DPgFAmtD6jn4Y6xleoR/5qnpnoiIFAkKM3JjVVvD0OXQfTJ4B0HiQcsEltPugsMx9q5ORERKuCIdZtLT0/nvf/9L1apVKVWqFGFhYYwfPx6zHhsufE7OUP8hy8zcbV8AV084vB6mtocfBsHZg/auUERESqgiHWbefvttpkyZwqRJk9i5cycTJ07knXfe4eOPP7Z3aSWXW2loOwae2Az1HgZM8PePlqGnP16GS+fsXaGIiJQwJsMoujc+dOnShQoVKjB16lTrsp49e+Lp6clXX32Vq30kJSXh6+vLuXPn8PHxKahSS67j2+D3lyxTI4Bl7qe2L8Adj1imUBAREbkJefn8LtJXZlq2bMmff/7Jnj17ANi6dSurVq2iU6dO13xPamoqSUlJNi8pQEF1oP/P8MAcCKgOKactM3N/0hz2/K6bhEVEpMAV6X86P//885w7d47IyEicnZ3JyMjg9ddf54EHHrjme958801effXVQqxSMJmgxt0QcSdsmmGZFiFhN8zqDWFtoePrEHi7vasUEZFiqkgPM3377bc8++yzvPPOO9SqVYstW7bw1FNP8f777zNgwIAc35Oamkpq6r99UJKSkggJCdEwU2G6mAgr34P1UyDjMmCC+g9Du/+Cd6C9qxMREQeQl2GmIh1mQkJCGDNmDI8//rh12YQJE/j666/ZtWtXrvahe2bs6GwcLHkV/plr+dq1NLR8CpqNBDdPe1YmIiJFXLG5ZyYlJQUnJ9sSnZ2d9Wi2oygbCr2nw+A/oFIjSEuGZa9bZubeMlszc4uISL4o0mGma9euvP766yxcuJC4uDjmzZvH+++/z7333mvv0iQvQhpbAk2vaVCmMpw/BvOHw+dtIXalvasTEREHV6SHmc6fP8/YsWOZN28ep06dIjg4mAceeIBx48bh5uaWq31omKmISbsEGz6FFe9C6pUnzWp0hg7jISDCvrWJiEiRUWzumckPCjNFVHICRL8FG6eBkQFOLtBoCLR5Hjz97F2diIjYWbG5Z0aKsdIB0PldeGwtVL/bMjP3+inwUT1Y87Fm5hYRkVxTmBH7KlcDHpwD/X+CCrUt0yH8/l/4v8bwz3w13RMRkRtSmJGiIawtDFsO3SaBV6Dlse7vB8C0u+HIJntXJyIiRZjCjBQdTs7QoJ9lZu42z4NLKTi8Dr5oBz8OgcRD9q5QRESKIIUZKXrcvSDqRRi1Geo9BJhg+/fwcUNLE75Lmm9LRET+pTAjRZdPMPSYbBl+Cm0FGamw6n34uIHlKaiMdHtXKCIiRYDCjBR9QXVhwC/Qdzb4R0ByPCz4D0xpAXuX2Ls6ERGxM4UZcQwmE0R2gsfWwT3vQCk/iN8F3/SEr+6Fk//Yu0IREbEThRlxLM6u0GQojPoLmj8Bzm6wfylMaQk/j4LzJ+1doYiIFDKFGXFMpcpAxwnw+Aa4rQcYZtg803I/zYp34HKKvSsUEZFCojAjjs2vKtw/EwYthooN4fIFWDoBJjWErd9qZm4RkRJAYUaKh8pNYcgS6DkVfEMg6SjMGwafR0HcantXJyIiBUhhRooPkwlq94KRMXDny+DmDce3wIxO8O1DcHq/vSsUEZECoDAjxY9rKWj1tOUm4YaDweQEuxZY5nv6bQyknLF3hSIiko8UZqT48ioHXd6HEWuhWscrM3N/Ah/Vh7X/B+mX7V2hiIjkA4UZKf7KR8JD30O/eVC+FlxKhMUvwuQmsONnzcwtIuLgFGak5AhvB8NXQtePwKsCnDkA3/WD6Z3g6GZ7VyciIjdJYUZKFidnuGMAPLEZWj9nmZn70BrLU09zh8K5I/auUERE8khhRkomdy9o9xI8sQnqPmBZtm0OfHwH/PkapJ63b30iIpJrCjNSsvlWhHunwNBoqNIS0i/Bynfhowawcbpm5hYRcQAKMyIAwfVh4ALoOwv8wiH5FCx4Cj5tBfs0M7eISFGmMCOSyWSCyM6WmbnvfhtKlYVTO+DrnpbXqZ32rlBERHKgMCNyNRc3aDrc0nSv2UhwcrVcnfmkOfzyJFw4Ze8KRUQkC4UZkWspVRbueh0eXw81u1lm5t40w9J0b8W7kHbR3hWKiAgKMyI35h8Ofb6CR36D4AZXZuZ+DT5uCNu+08zcIiJ2pjAjkltVmsOQP+G+z8GnEiQdgbmPwhd3wsE19q5ORKTEUpgRyQsnJ6hzPzyxEe4cB25ecGwzTL8H5jysmblFROxAYUbkZriWglajLTcJ3/GIZWbunb/A/zWBRS/CxbP2rlBEpMRQmBG5FV7loeuHMHw1RLQHcxqs+z/4Xz1Y94lm5hYRKQQKMyL5ocJt8PCPllf52ywzcy8aY5mZe+cCzcwtIlKAFGZE8lNEexi2Err+D0qXs8zMPechmNEFjv1l7+pERIolhRmR/ObsAncMtNxP0+oZcPGAg6vgs7YwdxicO2rvCkVEihWFGZGC4u4Nd461zMxdp49l2bZvLTNzL50AqRfsW5+ISDGhMCNS0HwrwX2fwaPLoHJzSL8IK96BjxvApplgzrB3hSIiDk1hRqSwVGwAj/wK938FZavChZPwyyiY0gr2L7V3dSIiDkthRqQwmUxwWzd4fAPc9SZ4lIFT/8BX98LXveDULntXKCLicBRmROzBxQ2aPWa5SbjpY+DkAvv+sMzMveA/cCHe3hWKiDgMhRkRe/L0g7vftFypiewCRgZsnGaZmXvl+5B2yd4ViogUeQozIkWBfzj0/QYG/gpB9eDyefjzVZjUELb/oKZ7IiLXoTAjUpSEtrA89XTvZ+BTEc4dhh8HW2bmPrTO3tWJiBRJCjMiRY2TE9TtAyM3Qrv/WmbmProJpt0F3/W3dBUWERErhRmRosrNE1o/C09shgYDLDNz7/gJJjWGxS/BxUR7VygiUiQozIgUdd4VoNtHMHwVhLezzMy9dpLlJuH1n0JGmr0rFBGxK4UZEUdRoRb0mwcP/QjlasLFM/DbczC5Kez6VTcJi0iJpTAj4miqtbdcpenyAXgGwOl98O0DMLMrHNti7+pERAqdwoyII3J2gYaDLE33Wj4Nzu4Qt9IyM/e8EZB0zN4ViogUGoUZEUfm4QPtX4YnNkLt3oABW2fBRw1g2RuamVtESgSFGZHioExl6PkFDFkKIU0tM3Mvfxs+vgM2f6WZuUWkWFOYESlOKt0BgxbB/V9C2VC4cAJ+Hgmftob9y+xdnYhIgVCYESluTCa4rbtlvqeOr4OHL5z8G77qAd/cD/G77V2hiEi+UpgRKa5c3KH5SBi1BZoMt8zMvXcxTG4GC0dDcoK9KxQRyRcKMyLFnacf3PM2PLYeanS2zMwd84Wl6d6qDzUzt4g4PIUZkZIiIAIemAUDFkBQXUhNgiUvw6RGmplbRByawoxISVO1FTwaDT2mgHcwnDtkmZl7agc4vMHe1YmI5JnCjEhJ5OQE9R6AJzZB1EvgWhqOxFgCzfcD4WycvSsUEck1hRmRkszNE9o8B6M2Q/1+gAn+mWcZevp9rGbmFhGHoDAjIuAdCN0nwfCVENYWMi7Dmo8sNwlv+Fwzc4tIkaYwIyL/CqwN/ebDg99DQA3LzNy/PmN5nHv3It0kLCJFksKMiNgymaB6RxixBjq/B57+cHovzO4DX3aD49vsXaGIiA2FGRHJmbMLNBpimZm7xVOWmbljV1imRpj/OCQdt3eFIiKAA4SZo0eP8vDDD+Pv74+npyf16tVj06ZN9i5LpOTw8IUOr8LIGLi9J2DAlq/h4wYQ/RZcTrZ3hSJSwhXpMHP27FlatGiBq6srv/32Gzt27OC9996jTJky9i5NpOQpWwV6TYPBS6BSY0hLgeg3LTNz//W1ZuYWEbsxGUbRvaNvzJgxrF69mpUrV970PpKSkvD19eXcuXP4+PjkY3UiJZhhwI758MfLkHjQsiywtmViy7A2di1NRIqHvHx+F+krMz///DMNGzakd+/elC9fnvr16/P5559f9z2pqakkJSXZvEQkn5lMUOtey9BTh9fA3RdObLfcIDyrL8TvsXeFIlKCFOkwc+DAAT755BOqVavG4sWLGT58OKNGjeLLL7+85nvefPNNfH19ra+QkJBCrFikhHFxhxajLDcJNx4KJmfY8xtMbgoLn4Hk0/auUERKgCI9zOTm5kbDhg1Zs2aNddmoUaOIiYlh7dq1Ob4nNTWV1NRU69dJSUmEhIRomEmkMCTshT/Gwe5fLV+7+0LrZ6DJMEvwERHJpWIzzBQUFMRtt91ms6xmzZocOnTomu9xd3fHx8fH5iUihSSgGjwwGwb8YrmHJvUc/DHWMj3CP/PUdE9ECkSRDjMtWrRg9+7dNsv27NlDlSpV7FSRiORK1dYwdDl0nwzeQZabhL8fCNPugsMx9q5ORIqZIh1m/vOf/7Bu3TreeOMN9u3bx6xZs/jss894/PHH7V2aiNyIkzPUf8gyM3fbF8DVEw6vh6nt4YdBcPagvSsUkWKiSN8zA7BgwQJeeOEF9u7dS9WqVXn66ad59NFHc/1+PZotUkQkHYelE2DLN4Bh6SjcdAS0etrSmE9EJIu8fH4X+TBzqxRmRIqY49vg95csUyOAZe6nti/AHY9YplAQkaLBMCD9EqRdtLzSL1maZaZd+W/WdeVrQnC9fD28wkwWCjMiRZBhwJ7FlpuDE670pAmoAR1fg2odLX1sRCS7jHRIv2gJFOkX/w0TaRf/XX510LD5/+ttk2K73/RLua+r1TNw59h8PdW8fH7rn0EiUvhMJqhxN0TcCZtmWKZFSNgNs+6HsLbQcYLlaSiRos4wIOPytQNBjsEht6Ejh+XmNPucp5MruJYCFw/LfzNfLqXA1QPKhtqnrit0ZUZE7O9iIqx8D9ZPsXwwYLLcPNxuLHgH2rs6cTRmsyUA5BgubjBcct3Qkbmvq/ZrmO1zni4eV8KFpyVQuJS6Kmh4ZA8drp5XLb/G+69ebochYA0zZaEwI+JAzsbBklfhn7mWr11LQ4snoflIcCtt19LkFlmHR64zrJHnYZFrXMXIy/BIfjI55RAIcggHOQaKa4WOawQNFw9wKtIPJN8yhZksFGZEHNDhDbD4RThypSeNd7BlPL5O32L/F3ihsQ6P5DAskuurGJlBIxf3YpjT7XOeTq5ZAsH1rkLkMHSSLXRkLr9G6HB21f1e+UhhJguFGREHZRiWKzRLXoHEK12/A+vAXa9bmvIVR2Zzzjd35mq45HqB4urQceWFnf76zwwCubmKcVNDJ1n2ryfkHJbCTBYKMyIOLu0SbPgUVrwLqUmWZTU6Q4fxEBBR8MfPSMtFoMinqxgZqTeupyCYnPJ4L0Vuhk6uETSc3XV1TXJFYSYLhRmRYiI5AaLfgo3TwMgAJxdoOBgaDrJ8XVBXMew1POLsdoNhjTzcwHmjqxgaHpEiSGEmC4UZkWImfjf8Phb2Li78Y183UGS9IpFT0Lje0EkO+3VyLvzzEylC1GdGRIqvcjXgoe/gQDT8Od4Sbm54c2YeH0PN6R4NFw9dvRApohRmRMQxhbW1vESkxNNdWCIiIuLQFGZERETEoSnMiIiIiENTmBERERGHpjAjIiIiDk1hRkRERByawoyIiIg4NIUZERERcWgKMyIiIuLQFGZERETEoSnMiIiIiENTmBERERGHpjAjIiIiDk1hRkRERByai70LKGiGYQCQlJRk50pEREQktzI/tzM/x6+n2IeZ8+fPAxASEmLnSkRERCSvzp8/j6+v73W3MRm5iTwOzGw2c+zYMby9vTGZTPm676SkJEJCQjh8+DA+Pj75uu+iQOfn+Ir7Oer8HF9xP0ed380zDIPz588THByMk9P174op9ldmnJycqFSpUoEew8fHp1j+kmbS+Tm+4n6OOj/HV9zPUed3c250RSaTbgAWERERh6YwIyIiIg5NYeYWuLu78/LLL+Pu7m7vUgqEzs/xFfdz1Pk5vuJ+jjq/wlHsbwAWERGR4k1XZkRERMShKcyIiIiIQ1OYEREREYemMCMiIiIOTWEGGDhwICaTKdvr7rvvpm/fvtxzzz022//222+YTCbGjh1rs/y1114jODgYgLi4OJt9+fr60rRpU3755ZdCOy8RRzdw4EB69Ohh/f+c/pzu27cv27aZfvjhBzw8PJg4cWIhVy7iuHL6s5TVX3/9RZ8+fQgKCsLd3Z0qVarQpUsXfvnllxznUerYsSPOzs6sW7euwGpWmLni7rvv5vjx4zav2bNnExUVxapVq0hPT7duGx0dTUhICMuWLbPZR3R0NFFRUTbLlixZwvHjx1m/fj2NGzemZ8+e/P3334VyTiLFTU5/TqtWrZrjtl988QUPPfQQkyZN4rnnnivkSkWKp59++ommTZty4cIFZs6cyY4dO/j+++/p0aMH//3vfzl37pzN9ocOHWLt2rWMHDmSqVOnFlhdCjNXuLu7ExgYaPMqW7YsUVFRXLhwgY0bN1q3jY6OZsyYMcTExJCSkgLA5cuXWbt2bbYw4+/vT2BgIJGRkbz++uukpaVlC0Eikjs5/Tl1dnbOtt3EiRMZOXIks2bNYsiQIXaoVKT4SU5OZvDgwXTu3JmFCxfSsWNHwsPDady4MUOGDGHr1q3Zph+YPn06Xbp0YcSIEcyZM4fk5OQCqU1h5gaqV69OcHCwNYCcP3+ezZs307t3b8LDw1m9ejUA69at4+LFi9nCTKa0tDQ+//xzAFxdXQuneJESaMyYMbz22mssWLCAnj172rsckWLj999/5/Tp09e90pl1QmfDMJg+fToPP/wwkZGRVK9ene+++65AalOYuWLBggV4eXnZvF577TUA2rZtS3R0NAArV66kevXqlCtXjjZt2liXZw49hYeH2+y3efPmeHl54eHhwejRowkNDeX+++8vzFMTKTau/nPau3dvm/W//fYbb7/9Nj/99BPt27e3U5UixdOePXsAqFGjhnVZTEyMzZ/JBQsWWNctWbKElJQU7rrrLgAefvjhAhtqKvazZudWVFQUn3zyic0yPz8/67qnnnqKtLQ0oqOjadu2LQBt2rTh448/Bixhpl27dtn2O2fOHCIjI9mzZw9PPfUUU6ZMse5XRPLm6j+npUuXtllfp04dEhISGDduHI0aNcLb27uwSxQpUerUqcOWLVsAqFatms39pVOnTqVPnz64uFiixgMPPMCzzz7L7t27bQJRftCVmStKly5NRESEzStrmElOTiYmJoZly5bRpk0bwBJmYmJiOHPmTI73ywCEhIRQrVo1OnfuzBdffEGfPn04depUoZ6bSHFx9Z/ToKAgm/UVK1Zk+fLlHD9+nLvvvpvz58/bqVKR4qdatWoA7N6927rM3d3d+ucxqzNnzjB//nwmT56Mi4sLLi4uVKxYkfT0dKZNm5bvtSnM5EJ4eDghISH8/PPPbNmyxRpmgoKCCA0N5b333uPSpUvXvF8mU5s2bbj99tt5/fXXC6NskRKpcuXKLF++nFOnTtGxY0eSkpLsXZJIsdCxY0f8/Px4++23b7jtN998Q6VKldi6dStbtmyxvj788ENmzpxpcwUnP2iY6YrU1FROnDhhs8zFxYWAgADAcnVm8uTJREREUKFCBes2mUNNYWFhVK5c+YbHGT16NL179+a5556jYsWK+XsSIgJApUqVrK0SOnbsyOLFi7M9ZSEi13bu3Dnr8FEmPz8/6whD586dGTVqFNWqVePChQssWrQIwPp04dSpU+nVqxe33367zT6qVKnC888/z8KFC+nevXu+1asrM1csWrSIoKAgm1fLli2t66Oiojh//rz1fplMbdq04fz58ze8KpOpS5cuhIaG6uqMSC6YzWbreHteZQ45JSYm0qFDBxITE/O3OJFiLDo6mvr169u8xo0bx7333suaNWvw9PSkf//+1KhRg3bt2rF06VK+/fZbunTpwqZNm9i6dWuOTxN6e3vTsWPHfL8R2GTk1K5PRKQIuPvuu4mIiGDSpEn2LkVEijBdmRGRIufs2bMsXLiQ6OhoPWItIjeke2ZEpMgZNGgQMTExjB49Ol/H1UWkeNIwk4iIiDg0DTOJiIiIQ1OYEREREYemMCMiIiIOTWFGREREHJrCjIg4lLi4OEwmU7bupNczY8YMypQpU2A1iYh9KcyIiF0cPnyYwYMHExwcjJubG1WqVOHJJ5/k9OnT131fSEgIx48fz9Ym/Xr69OnDnj17brVkESmi9Gi2iBS6AwcO0KxZM6pXr86ECROoWrUq//zzD88++yyXL19m3bp11lnrs7p8+TJubm52qFhEijJdmRGRQvf444/j5ubG77//Tps2bahcuTL33HMPS5Ys4ejRo7z00ksAhIaGMmHCBAYOHIivry+PPvpojsNMP//8M9WqVaNUqVJERUUxc+ZMTCaTdT6mq4eZXnnlFerVq8dXX31FaGgovr6+9O3bl/Pnzxfid0FE8ovCjIgUqjNnzrB48WIee+wxSpUqZbMuMDCQhx56iDlz5pB50fidd97h9ttvZ9OmTYwdOzbb/uLi4ujVqxc9evRgy5YtDBs2zBqGrmf//v3Mnz+fBQsWsGDBApYvX85bb72VPycpIoVK0xmISKHau3cvhmFQs2bNHNfXrFmTs2fPEh8fD0C7du145plnrOvj4uJstp8yZQo1atTgnXfeAaBGjRr8/fffN5yZ3mw2M2PGDLy9vQHo168ff/75p2a0F3FAujIjIkVK5hUZk8kEQMOGDa+7/e7du2nUqJHNssaNG9/wOKGhodYgAxAUFMSpU6fyWq6IFAEKMyJSqCIiIjCZTOzYsSPH9bt27aJs2bIEBAQAULp06evuzzAMa/DJuuxGXF1dbb42mUyYzeYbvk9Eih6FGREpVP7+/nTo0IHJkydz8eJFm3UnTpzgm2++oU+fPtkCyrVERkYSExNjs2zjxo35Vq+IFH0KMyJS6CZNmkRqaip33XUXK1as4PDhwyxatIgOHTpQsWLFPN23MmzYMHbt2sXzzz/Pnj17+O6775gxYwZArgORiDg2hRkRKXTVqlVj48aNhIeH06dPH8LDwxk6dChRUVGsXbs2xx4z11K1alV++OEH5s6dS506dfjkk0+sTzO5u7sX1CmISBGipnkiUuy8/vrrTJkyhcOHD9u7FBEpBHo0W0Qc3uTJk2nUqBH+/v6sXr2ad955h5EjR9q7LBEpJAozIuLw9u7dy4QJEzhz5gyVK1dm9OjRvPDCC/YuS0QKiYaZRERExKHpBmARERFxaAozIiIi4tAUZkRERMShKcyIiIiIQ1OYEREREYemMCMiIiIOTWFGREREHJrCjIiIiDg0hRkRERFxaP8P0zF5JJ6uZuAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 3.1\n",
    "mean_delays_origin = grp_mean(df3, CN_ORIGIN, CN_DEP_DELAY, CN_ARR_DELAY)\n",
    "mean_delays_origin.index.name = fmt_hdr(CN_ORIGIN)\n",
    "mean_delays_origin.plot(rot=0)\n",
    "plt.ylabel('Delay (minutes)')\n",
    "plt.title('Thời gian trễ trung bình của các sân bay')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Origin  Dep Delay  Arr Delay\n",
      "0    EWR  15.009110   9.107055\n",
      "1    JFK  12.023607   5.551481\n",
      "2    LGA  10.286583   5.783488\n"
     ]
    }
   ],
   "source": [
    "# Request 3.2\n",
    "print(mean_delays_origin.reset_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 3.3\n",
    "mean_delays_carrier = grp_mean(df3, CN_CARRIER, CN_DEP_DELAY, CN_ARR_DELAY)\n",
    "mean_delays_carrier.index.name = fmt_hdr(CN_CARRIER)\n",
    "mean_delays_carrier.plot(rot=0)\n",
    "plt.ylabel('Delay (minutes)')\n",
    "plt.title('Thời gian trễ trung bình của các hãng hàng không')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Carrier  Dep Delay  Arr Delay\n",
      "0       9E  16.439574   7.379669\n",
      "1       AA   8.569130   0.364291\n",
      "2       AS   5.830748  -9.930889\n",
      "3       B6  12.967548   9.457973\n",
      "4       DL   9.223950   1.644341\n",
      "5       EV  19.838929  15.796431\n",
      "6       F9  20.201175  21.920705\n",
      "7       FL  18.605984  20.115906\n",
      "8       HA   4.900585  -6.915205\n",
      "9       MQ  10.445381  10.774733\n",
      "10      OO  12.586207  11.931034\n",
      "11      UA  12.016908   3.558011\n",
      "12      US   3.744693   2.129595\n",
      "13      VX  12.756646   1.764464\n",
      "14      WN  17.661657   9.649120\n",
      "15      YV  18.898897  15.556985\n"
     ]
    }
   ],
   "source": [
    "# Request 3.4\n",
    "print(mean_delays_carrier.reset_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request 4\n",
    "df4 = df.loc[(distance.notna() & distance > 0 & vld_str_ser(carrier))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 4.1\n",
    "total_distance = df4.groupby(CN_CARRIER)[CN_DISTANCE].sum()\n",
    "total_distance.index.name = fmt_hdr(CN_CARRIER)\n",
    "total_distance.plot.bar(rot=0)\n",
    "plt.title('Sum quãng đường bay của các hãng hàng không')\n",
    "plt.ticklabel_format(style='plain', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 4.2\n",
    "mean_distance = df4.groupby(CN_CARRIER)[CN_DISTANCE].mean()\n",
    "mean_distance.index.name = fmt_hdr(CN_CARRIER)\n",
    "mean_distance.plot.bar(rot=0)\n",
    "plt.title('Mean quãng đường bay của các hãng hàng không')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 4.3\n",
    "median_distance = df4.groupby(CN_CARRIER)[CN_DISTANCE].median()\n",
    "median_distance.index.name = fmt_hdr(CN_CARRIER)\n",
    "median_distance.plot.bar(rot=0)\n",
    "plt.title('Median quãng đường bay của các hãng hàng không')\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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}