nfl_display.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NFL Big Data Bowl\n",
    "\n",
    "https://www.kaggle.com/c/nfl-big-data-bowl-2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "pd.set_option('max_columns', 100)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "import os\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('train.csv', low_memory=False)\n",
    "\n",
    "#进攻方向\n",
    "train['ToLeft'] = train.PlayDirection == \"left\"\n",
    "train['IsBallCarrier'] = train.NflId == train.NflIdRusher\n",
    "\n",
    "#修正队名\n",
    "train.loc[train.VisitorTeamAbbr == \"ARI\", 'VisitorTeamAbbr'] = \"ARZ\"\n",
    "train.loc[train.HomeTeamAbbr == \"ARI\", 'HomeTeamAbbr'] = \"ARZ\"\n",
    "\n",
    "train.loc[train.VisitorTeamAbbr == \"BAL\", 'VisitorTeamAbbr'] = \"BLT\"\n",
    "train.loc[train.HomeTeamAbbr == \"BAL\", 'HomeTeamAbbr'] = \"BLT\"\n",
    "\n",
    "train.loc[train.VisitorTeamAbbr == \"CLE\", 'VisitorTeamAbbr'] = \"CLV\"\n",
    "train.loc[train.HomeTeamAbbr == \"CLE\", 'HomeTeamAbbr'] = \"CLV\"\n",
    "\n",
    "train.loc[train.VisitorTeamAbbr == \"HOU\", 'VisitorTeamAbbr'] = \"HST\"\n",
    "train.loc[train.HomeTeamAbbr == \"HOU\", 'HomeTeamAbbr'] = \"HST\"\n",
    "\n",
    "#角度 -> 弧度 (Dir以y轴正方向为0度，顺时针旋转)\n",
    "train['Dir_rad'] = np.mod(90 - train.Dir, 360) * math.pi/180.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_football_field(linenumbers=True,\n",
    "                          endzones=True,\n",
    "                          highlight_line=False,\n",
    "                          highlight_line_number=50,\n",
    "                          highlighted_name='Line of Scrimmage',\n",
    "                          fifty_is_los=False,\n",
    "                          figsize=(12, 6.33)):\n",
    "    \"\"\"\n",
    "    Function that plots the football field for viewing plays.\n",
    "    Allows for showing or hiding endzones.\n",
    "    \"\"\"\n",
    "    rect = patches.Rectangle((0, 0), 120, 53.3, linewidth=0.1,\n",
    "                             edgecolor='r', facecolor='darkgreen', zorder=0)\n",
    "\n",
    "    fig, ax = plt.subplots(1, figsize=figsize)\n",
    "    ax.add_patch(rect)\n",
    "\n",
    "    plt.plot([10, 10, 10, 20, 20, 30, 30, 40, 40, 50, 50, 60, 60, 70, 70, 80,\n",
    "              80, 90, 90, 100, 100, 110, 110, 120, 0, 0, 120, 120],\n",
    "             [0, 0, 53.3, 53.3, 0, 0, 53.3, 53.3, 0, 0, 53.3, 53.3, 0, 0, 53.3,\n",
    "              53.3, 0, 0, 53.3, 53.3, 0, 0, 53.3, 53.3, 53.3, 0, 0, 53.3],\n",
    "             color='white')\n",
    "    if fifty_is_los:\n",
    "        plt.plot([60, 60], [0, 53.3], color='gold')\n",
    "        plt.text(62, 50, '<- Player Yardline at Snap', color='gold')\n",
    "    # Endzones\n",
    "    if endzones:\n",
    "        ez1 = patches.Rectangle((0, 0), 10, 53.3,\n",
    "                                linewidth=0.1,\n",
    "                                edgecolor='r',\n",
    "                                facecolor='blue',\n",
    "                                alpha=0.2,\n",
    "                                zorder=0)\n",
    "        ez2 = patches.Rectangle((110, 0), 120, 53.3,\n",
    "                                linewidth=0.1,\n",
    "                                edgecolor='r',\n",
    "                                facecolor='blue',\n",
    "                                alpha=0.2,\n",
    "                                zorder=0)\n",
    "        ax.add_patch(ez1)\n",
    "        ax.add_patch(ez2)\n",
    "    plt.xlim(0, 120)\n",
    "    plt.ylim(-5, 58.3)\n",
    "    plt.axis('off')\n",
    "    if linenumbers:\n",
    "        for x in range(20, 110, 10):\n",
    "            numb = x\n",
    "            if x > 50:\n",
    "                numb = 120 - x\n",
    "            plt.text(x, 5, str(numb - 10),\n",
    "                     horizontalalignment='center',\n",
    "                     fontsize=20,  # fontname='Arial',\n",
    "                     color='white')\n",
    "            plt.text(x - 0.95, 53.3 - 5, str(numb - 10),\n",
    "                     horizontalalignment='center',\n",
    "                     fontsize=20,  # fontname='Arial',\n",
    "                     color='white', rotation=180)\n",
    "    if endzones:\n",
    "        hash_range = range(11, 110)\n",
    "    else:\n",
    "        hash_range = range(1, 120)\n",
    "\n",
    "    for x in hash_range:\n",
    "        ax.plot([x, x], [0.4, 0.7], color='white')\n",
    "        ax.plot([x, x], [53.0, 52.5], color='white')\n",
    "        ax.plot([x, x], [22.91, 23.57], color='white')\n",
    "        ax.plot([x, x], [29.73, 30.39], color='white')\n",
    "\n",
    "    if highlight_line:\n",
    "        hl = highlight_line_number + 10\n",
    "        plt.plot([hl, hl], [0, 53.3], color='yellow')\n",
    "        plt.text(hl + 2, 50, '<- {}'.format(highlighted_name),\n",
    "                 color='yellow')\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_dx_dy(radian_angle, dist):\n",
    "    dx = dist * math.cos(radian_angle)\n",
    "    dy = dist * math.sin(radian_angle)\n",
    "    return dx, dy\n",
    "\n",
    "def show_play(play_id, train=train):\n",
    "    df = train[train.PlayId == play_id]\n",
    "    fig, ax = create_football_field()\n",
    "    ax.scatter(df.X, df.Y, cmap='rainbow', c=~(df.Team == 'home'), s=100)\n",
    "    rusher_row = df[df.NflIdRusher == df.NflId]\n",
    "    ax.scatter(rusher_row.X, rusher_row.Y, color='black')\n",
    "    yards_covered = rusher_row[\"Yards\"].values[0]\n",
    "    x = rusher_row[\"X\"].values[0]\n",
    "    y = rusher_row[\"Y\"].values[0]\n",
    "    rusher_dir = rusher_row[\"Dir_rad\"].values[0]\n",
    "    rusher_speed = rusher_row[\"S\"].values[0]\n",
    "    dx, dy = get_dx_dy(rusher_dir, rusher_speed)\n",
    "\n",
    "    ax.arrow(x, y, dx, dy, length_includes_head=True, width=0.3, color='black')\n",
    "    left = 'left' if df.ToLeft.sum() > 0 else 'right'\n",
    "    plt.title(f'Play # {play_id} moving to {left}, yard distance is {yards_covered}', fontsize=20)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train.FieldPosition.fillna('') != train.PossessionTeam && train.ToLeft == True\n",
    "show_play(20170907000189)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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iJKm2DyIkuk/rXW2uE8aY/saYV70+nCVh16EbvSQdI5fBBXNrokyvOk6stRVR5k9MqCDOfrhH39Nt9S4Nya7rJVww9r1xQyj9JFZf0ZoYY1ob977JDOP6mIf2V+icj7a/IPHj4kjvbyJdJkL9ivcyrl/2Lh/cqDrgunvUxse4duv/jDH/9frl9g1v98XxdZ9VL7iorUdxfWNW4oKo5bhvxLCzP1ekv+CG5bgGmGxcJ/lLgTVU74cZlTGmDy5gCxkMrDE7B1YONXDHhQVvj9vk+/RhXAf9cbiL8UnW2mgXjFAjFKvhCE1PevsRHsHdTTvdWvtW2PRXjDHFuP5UfyDiBai6MO5lm3/h6mewtbbGvj3WfY1cDrxgjJmD6/s1ip39asHtsza4fRM5pBfs3GcNMlyRtfYdY8xyXKN8ADDTuLFnxwBzcY9QU85aO9UY8xXQH9eIR3uZDmNMK9zdix24/qK1EWvflnt5iTY/1F85O2xac2CDjfLigbW23BizDjekW7jncX3dLgVCfdEu9f6+UGPOdxXtvArlM/yCFDqmYg1ll8wQdzUJbWtljPmh6YkOvQbuy2Kimnl/a1vWRPdpQ0n4OmGMORP3VLAYd5f/R9yNhUpcWzgQ90QqUqz9WdNxkkw91Oe6bsHd7b0c1/Xt/4ByY8x7uC5okcPdRWWMaYHr4rM37gvQGFy3n3Lc8fhLou8vSPy4CB3Xy6lZa+/vuTWkizV0YFzW2i3GmCNxfXlPY+cX5HXGmL/gnmbGekF4t+LrYLW2jDF74N6WnoXrL7c1Yv4F0Zaz1n5p3JvA5xljbgZOwh2sv0/igOmDuxscrnmUaeF3h58nyWDRGHMsrsN+JXCitfaLGEnneH97xJgfehN+boz5iQoFexOizAtN61vHbVQxxpyLu6O8CvdIOPLltRpZa78wxmyiegA9Bxes9sAFs+Hb7YDryrHMWru9FllP1FpcsBoapaGQnXVYbEzU73FPG2Oexr14dXO0BPWUL8LyFc2luAvKC7X5ElbPNgOtjDHZkeew9wWgDe4xaBVr7WRjzDzgNO/iuQ3Xl3UdO4PX+hbKQ6zxERP+8ZAEhAL99jHmd4hIlwibRNpUlrXeJXmd+C2u60g/a+0P4TOMMaPxRm2ItpkY00N1EmsfxarTBl2Xd5f3ceBx7/p7DO6p2rnAgcaYA21iLydfhQtUf2OtHRE+w7s588tE8xRHqE2KdYc2XGgfRd6EqTfW2mXAlcY16gfgnsZejxuDPEAj3ZzwG793A6itbriyvR8lUO3EzmGWovkLrp/eJewcHzXhR5nW2uettca7Kxx6zLO39/+muG96vw+l8T6LEl2/V4YhuDfVy4ET4gSqsDNQHGoihv0wbris/sB23JundRH6tlvtl6rCpiU8rEY8xpiLcC9mrMB1ek86UPXW0xR3lydyBIHQ49GfUN1JEWnqnff4bD/csbfQm1wCPBvjExpqaZL3/wbpImCMyWbnI+R4d7F/7v2tbReA+jQN1xYMiDJvAO6Oy9Qo817AtQPn40a4aIPr49lQdzlCdXhM5AxjTCHuS3AyKrxlo91pDG1rUJRtBdn5Nn60/VJn1o10sQDoGKMLTrV9UAcVNMzd1kSvE/sC30cJVAPUrpxVx0mMuh2UxLpm49r+PjEe2SezrirW2jXW2rHW2vNw7eQ+wEFhSeLVSegX/16PMi9WYJ+s0LXupLipdk1b0wgVdWad76y1T+JGHYFdn9Lu1jI1WF3k/d3lhPYa/aeJf0f5Zdy3qV/hTo4PEnm8HMNgYHFYMHqMt+2JtVwf3rA97+AesR5nrf06Xnqv39/7uP5E10fM/g3uDtk/bMTYrbXwqff3PrPr2JVZ7Bw+py5DY4XWdynu0dASYEBNdWOM6eUNkxM5PQf3+D+Au0Md7jlccHhD+MXUuJ+mvdP7b237MIfW1d5EjPfrTS/E3WnPAz603i9+WWt3WGuvivZh5zi2L3jTIoduSiZfTY0xPaNMz8HdOemCu8hF6x8WuuO/P+4XqybXNh/16O/e3995w8QAVUPGjPT++2yU5cbgnlpc4n2gbkPL1eRNXLtzkTGmd8S8u0nukTzs7L7SJcq8N3CPVi/wHkGGuxl3Z+tDa+2SJLeZjDG4c+93JuwxgXG/ylafTwXWA22NMfnRZpqdPy08Isn1JnqdWAR0N8bsGbZNg3sp8oAktxm6C/cBro52GVfYGHM6SQR03hevl3A3UUZErKsf3pBuNTFufNn+UaZn44Z7AhcUh8Srk0Xe30ER6zoE9+5KfXjb285p0Z6yRrTLb+K6blxvjDk52sqMMUeFty3JMMYcaKL/5HpoWkM+vUsrGdkNwFq7yhjzL9xjiOnGmPdxj+JPwPUdmk6MOxXW2u3GmBdw3QgARtcmD16DNBAXWIYMwt3Fq+kFgljr7Ik7efJwjyNP9xqoXUQ+PsGNSTkZeMIYcxzwA26MysG4x/93RdnWVez85h/6tjss7ESeba0dGbbIr3H9cS8B+hpjQncej8M1yuvYGeiFttEG9zOpIaGXdp41OwedHmmtne2lH4wLPgK4O8aXR3kcvslaGz5+35Veus9wY0luwg05MhT3mGsObjiaKtbahcaY23Fv604xxrzCzp9b7USMF5zMroM9h3667vfGmNDd/WestZPC5n9ojPkcVwdrcI+lTvDytQD3SKzOjDEPs3Pfhur0dmPMxd6/37DWvuH9uzXwgzFmCu44WYm7Mz4Yd4FcB1xgI8bsDVPXF6vqlbX2Ze8cOQ/4zhjzBu4u2Bm48rxirX0pynJLjTETcMdvOe7t75g/FlAP+dxijLke18d3sjEmfJzV3rgXMQbiAuhEfIR7BDvW6ze4A/fF+R/W2iJjzBW4UTo+Nsa8hvvy1xd3XqzC9cdsSH9g58uYPcPa6PNwL3idQeJljecj3Nic/zXGfIL7EvqttTbU3zr0xTqZ8ZmTuU48hvtiO80Y8zruBcX+uDbxbXaO9ZyM63FPTx73bl58i2ujz6zFOu/EHeM3ewFqaJzV83HXmNMSWEc+brzR+biXoBbjrlEn4L64vhVxZzlenYzBDRH3uNfez8N1VTsVN77p+UmULSprbanXjex94GVjzDW4O6h5Xn6Pw4uNrLVlxr3E+z/gXWPMZFz8sB03zNphuCe1HahdYHkC8MeI60An3CgElez6E+0xGWP2w/UTDtcy4po0PPzlUOPe+QjduQ11+TgqbJl1tvrPijce64MhCSI/EH2c1RhpuxJ9mJMmuGGZQmOkLcX9glNravgpQtzFweIeMyc95mfEOi4Lm/YF8EUd9sug0L6J94mxbGfcHcOVuMBrMe5OWcsY6Z+vYTsToyyzN65h/hHXABXjGpsngY5x6i7eZ1BY+ssSSL8oYhv9cQPBf4cb/qccd1dpEi5IjTdW6jBckLAV12/xa+DSmo7bOJ/wY6Ez7gI3FdcPtAx3p+Yr3JeHhMfXo4ahq9g5FFSsz4iwtM1wQfoXuKClFDeu7Le4O5HVhtMJW7YlLijaTtgYqLU4zhdF1mPYvIlxjvHQMds1YnoA94Vtipe37biL6vVAIE4+QsNJWWKPUxw6hiPbn6h5iTiPR0SZdxLui+V273h9E/fFJvRzygntV9xj1odwX3pC42VOjEhzGO6FoLVePS/Bjde8ZxJ1FbMsNdUn7m7xE7h2tgR3x/423BvWFvfiaZ32Ke7J0V9xY4CGhj58Pmz+f3CPpRMaQzti3QldJ3Dt1nRcG7LO22YvYvyscbS6irLOfXEvbm3y1vs5rrvKZUS0NQmUoz3uJsBa3Pk73VtPrH06kbBzEPdC469wL/suwbX7a3FtyLVU/3nsmurkANzTojVe2b7BfXHvGpm2judaF1x3joW44389bozwamOC417CHIl7D2Y7rk2c59XBxfHqP15bgQuOH8W1TWtx58Eib70Jj09NYrFB14hlRtSQvto525gf42Vawhj3s3bP4d7EU+dmEWk0XleaBbiLfsI/hZqujDE/x92Zv9ZaW6snWwlux+AChPHW9a9MdvnL0HVCJCUytc9qrXkvGNyK+8bXYA2liEg4Y0yLyL5vXkB1N+4uUELD56WL8H6cYdO64N5+LifG0Gj16CDck7bfJbugrhMiqZWRfVZrwxhzDK5P2CDcI5pR1nVmFxFJhSNx4xK/j3sUWOhN64PrxjSi0XLWMF73XsL5Bvc4uyuub2IT3C/qrYizbJ1Za2fifoc9YbpOiDQOBas7HY8bC3UDbsSAXzVudkRkNzMH1ze1P+7XwoK4fn1P4H6OMdovGqWzfwA/w/2ARHNcP8AvcQHg2MbMWBy6Tog0AvVZFRERERHfUp9VEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVxVkVERESkXn3zzTd7BIPBZ3C/Fhd+c7QSmFVeXn5V3759Exo/WsGqiIiIiNSrYDD4TPv27fdv27btxkAgUDWof2VlpVm7du0Bq1ategY4LZF1qRuAiIiIiNS3g9q2bbslPFAFCAQCtm3btptxd1wTomBVREREROpbIDJQDZthSSIGVbAqIiIiIr6lYFVEREREfEvBqoiIiIjUt8rKykoTY4bBjQqQEAWrIiIiIlLfZq1du7Z5ZMDqjQbQHJiV6Io0dJWIiIiI1Kvy8vKrVq1a9cyqVatijrOa6LqMtVFf1BIRERERaXTqBiAiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+FYw7tyysk9TlI/Uy84+prGzkBJlZZMaOwsNYneoP9VdelP9pbdMrD/VXXrbPerPRJ1orY25xOairXbGgjkNlqPGdOzB/Ro7Cynx6Q8TGzsLDeLY/Qc1dhYanOouvan+0lsm1p/qLr3tJvWXfLD66YwpdsB91zRYjhrThN+OhmARgx8ZvMv0x85/DIBbXrkl7rRUp012HUt/vxSAzr/unJLtpXpf1LV8ft4X0crml7zVx35Lpnx+rqdkjk2/5E1tS815U9vSOHlT21Jz2gm3TYDyQgbfk5lx2cf3j2ZAr35Rg9X43QB2Q30690loWqrTJruOwrzClG4v1fuiruXz876IVja/5K0+9lsy5fNzPSVzbPolb2pbap6utqVx8qa2pea0uzO9YCUiIiIivqU7qxGmL52e0LRUp012HUXFRSndXqr3RV3L5+d9Ea1sfslbfey3ZMrn53pK5tj0S97UttQ8XW1L4+RNbUvNaXdn6rMa0Wc1U0wYPgGAwQ+rfOkmk8sGKl+6U/nSVyaXDXaD8u3GfVbVDUBEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3go2dAUnejUNu5MpjrmTfPfaluKyYzxd8zoPvPsgXC77YJd0Rex9B+ejymOu5/537uf/t+xs6u0lJtGy9O/WmRZMWaVW+RMsGEAwEufuUuzn14FPp0a4HBbkFbNq+iWUblzFp/iRGfzKa71d83wiliO6iIy7ixiE3csCeB1BZWcnUJVN5+P2HeW/me9XStm/Wnp7te3LvsHt9VT81Sab+AC484kIuOeoS+nTuQ4v8Fmwr3caqzauYtnQaoz8ezafzPk1xCaJLpu4u7385A3sMZNH6RanPaB1l8vmXye1muETLOf/B+XRt0zXmevxcRolOwWqa+efP/8m5/c5l7uq5jJowilZNWvHTw3/K0AOGcu5T5/LWt29VpV1btJaPfvgIgGO7H0u3Nt3433f/Y9WWVQBMXzK9UcoQSzJlW7VlFZt2bOL5yc/vso7m+c25YfANBANBFq1blNoCxJFM2ZrkNKF3p94cvc/RLFi3gLHTxrJ6y2paF7Rm7zZ7c9UxV/Hj2h99c7EcefZIhg8dzvKNy3n606fJycrh/MPO560b3uKX//olf57w58bOYp0lU38Gw4EdD2TMFWMoKSvh3Znv8uPaH2ma15S9Wu/FsDJQA9MAACAASURBVIOHMXf1XF8Eq7tD3UFmn3+Z3G6GS6acY6eNpU1hGyA9rn1SMwWraeScvudwbr9z+XLBlwx+ZDCl5aUAPPXxU0z69SSevuRpxt85nqKSIgAWrF3AFc9fAcALV7xAtzbdGPnfkXwy95NGK0MsyZZt9ZbVALt8O26e35z/3fw/goEg9711H2M+H5P6gkSRbNl6tOtBTjCHh957iLvfuLva+prmNaVds3YpLUMsh+99OMOHDmfhuoUc9uBhbNq+CYA//u+PTLl7Cn8854+8M+MdFq9f3Mg5rb1k669Tq060LmjN/DXzOeGxE6qVPT8nny6tuqS8HJF2h7qDzD7/MrndDJdoOUN+9e9fVf3b79c+SYz6rKaR6wZdh8Fw95t3V52sAFOXTOVfX/+LNoVtOKfvOY2Yw9qra9laNGnBh7d+yGFdD+OO/9zBA+8+kIpsJySZsjXLb0bz/OaUVZRFvVACbC3eyvw181OS95pcM+AaDIaH3nuoKtgBWLJhCaMmjCI3mMvl/S8H3AVn9M9G0755ewCGHTyM0T8bHfWTG8xtlPJEk+yx2b6ZK98N/7whaqC3o3QHc1bNafiM16A2dXfpUZcC0KawTVrUHWT2+ZfJ7Wa4TL72SWIUrKaJYFaQ/vv0Z3vpdj6e83G1+f+d9V8sliH7DWmE3NVNXcvWurA1E4ZP4NAuh3Lrq7fyh//+oaGznLBky5ZlsgAoKS9JaT5r67j9jwOI2r8xsmxH7XMUVx1zFc3zmwNwaJdDueqYq3b5XHnMlVx1zFXkZvsj4KnNsZmXnQfA5z9+nrJ81kZt6u7Y7scCUJhb6Pu6g8w+/zK53QyXydc+SZyC1TTRrU03gllBFq5bSKWtrDZ/7uq5APRs3zPVWauzupStbdO2jL9tPAd3PJib/nUTf/roTw2e32QkW7aN2zeyrXQbBTkFdG7VOaV5TVZuMJdOLTuxrXRb1ePFcFVla+fKdturt5F1TVbVXcX737mfrGuyqj65v8jlh5U/MG/NPIqKi1JXkDhqc2xWVFYA7tj0q9rW3VVjrgJg8frFvq87yOzzL5PbzXCZfO2TxClYTRMtmrQAYPOOzVHnh6aH7lqlk9qWLRgIMv628Ry050Hc/MrNvnwZpDZlm71yNmUVZbx/8/uc1vu0qhcF/CaU59oekxa7y//vP+1+erbrySV/vyTqRakx1Kb+QtOuHXhtA+eu9naHuoPMPv8yud0Ml8nXPkmcXrCStLVfh/1o1aQVj37wKE+Of7Kxs1NvikqKmLJ4Cpu2b2LsL8ZWTV+zZQ173r5nI+as4RzW9TCGDx3O78b9jq8WftXY2amTResW0aqgFbeecCsFOQWMmjCKBWsX0DSvKQfueSDHdj/Wt30DayOT6g4y//zL1HZTMpuC1TQRegEi1rfHmu6U+FltytaySUtaF7Rm1vJZ/Pr1Xzd8JmupNmULBoIc3OlgCnIKmDR/ElMWT2Hzjs1sK9nW8BlOQk13NBI9JnOCOTx/+fN8u+xbfvP2b+o3k3VUm/rbVrqNGctm0CyvGdcOvJZrBl6zyzJLNixp9GB1d6g7yOzzL5PbzXCZfO2TxClYTRML1i2gvKKcvdvsTcAEqj1q69GuB4Av3jJOVm3K1qqgFQAvfP6Crx47RqpN2bq07kJhbiH3vHkPD777YErzm4yS8hKWbVxG55adadesXbW+j1VlWx3/mHzwjAfp2rorfR/o67u6rO15t3nHZvo+0JcB3Qe4wCe3gCUblvCHs/3xEsvuUHeQ2edfJreb4ZIpp9/7GUvtqc9qmiivKGfyj5NpktOEAT0GVJt/4oEnYjBMmDOhEXJXN7UpmzEGgOys7JTlszZqU7bC3EIA3pr+VrX0fjN+thvb8KSDTqo278QDTwRgwuzYx2T/fftz8/E3c8d/7mD2qtkNk8k6qMt5Z63l47kf8+T4Jxk5biQvf/myr94yz/S6g8w+/zK53QyXydc+SZyC1TTy14//isXywBkP7NLY9OnchwsOv4B1Ret4bcprCa2rW9tuUU/8xpJs2UKPhq4deG3Ut65P7nUyA3sMbPiMJyDZsu0o3QHAeYedF3V9frrQPPXxU1gsd558J83ym1VN79SyEzcOuZHS8lKenfRs1GWb5DThucueY+KciTzx0ROpynLS6vO885O61F2WyUqLuoPMPv8yud0Ml8nXPkmMugGkkdemvMbZh57NuX3PZfq903l7xtu0atKK8w87n2AgyM/H/Lzql0qisVj+ctFf6NSiE4V5hcxYNoNDf3toCksQW7JlW1e0jrVb19K5ZWdm/3Y2Y6e6n0Ts0qoLg/cbzJ7N9+S6l67j47nVx+VLtWTLtnjDYloXtubOk+7khP1P4IsFX7CtdBt7NN2DAzocQN+9+pL3i7xGLNFOXy38ikfef4ThQ4cz474Z/Pubf5MTzOH8fufTuqA1N/3rJpZsWBJ12WsHXEulrWTII/4eH7E2512nlp2459R7dplmraVFkxa+6VtXl7rbs8WebC3e6vu6g8w+/zK53QyXydc+SYyC1TRzwdMXMPnHyVzR/wpuHHwjO8p2MGn+JB5494EaByE3GDq16MS3y75l+tLpvmuQki3b9yu/Z8znY7i8/+Wc0/cccrJyWL5pOV8t/Ir3Zr7H2Kljo2ylcSRTttLyUqYsmsL737/PGX3O4OIjLyY/O591ReuYu3ouj3/0eCOVIrpfv/5rZq2YxS8G/YKrB1xNRWUF05dO5+H3H+bdGe/GXK5pXlMu+fslLNu4LIW5rZ1kj83OrTozYtiIqOvasmNLA+c2cbWtu6xAFjf+88a0qDvI7PMvk9vNcJl87ZOaGWttzJmfzphiB9x3Tcz56WzCb0dDsIjBjwxu7Kw0iAnDXf+dwQ+rfOkmk8sGKl+6U/nSVyaXDXaD8t02AcoLGXxPZsZlH98/mgG9+plo89RnVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiISIbruA323gq918O4cXDTLGhW2ti5EkmMglUREZFMZeH3X8K8V6FzEbQshZ8shwenwMqX4KJ5jZ1BkZopWBUREclQ938Dv/gB8it2veAXlkOTCvjbJBi2qLFyJ5IYBasiIiIZqGUxDJ/pAtNYmlTAk58DNmXZEkmaglUREZEM9LP5UJlAulYl0H91g2dHpNYUrIqIiGSgXhugoKLmdAbosbnBsyNSawpWRUREMtCOYGLpKoGSrAbNikidKFgVERHJQO90ga0JBKw5lTChQ8PnR6S2EvzeJSIiIo3FVAbosfQU+v1wLU2378n23PVM3e8Zfug6loqs6AOmftARNudA0zgvWJUa+LAjrCxooIyL1AMFqyIiIj7WrKgTl707gYLiPcgta1Y1veO6w/jJ548x5uTjWdPqu2rLWQOnD4WJ70BBefVHqaUBWJMHVwxo4AKI1JG6AYiIiPhUTlkBV779Gc2Luu4SqALkljWjoHgPLn/nEwq3t4+6/NQ2cOTp8NGeUGGg3MCmbNiRBf/qBoecCWvzU1ESkdpTsCoiIuJTB8+7mPySVmTZ6A9CDQGyy5tw5KybY67j+5Yw9GT4qi181xLOOgE6XAiXDoJ1ClQlDShYFRER8akjv7uZnPLCuGmClXn0++HaGgf2L8mCjbkwYU/YnFuPmRRpYApWRUREfKrZts4JpcspLyC7QrdJJTMpWBUREfGp8kBxYgmtoSIQfVQAkXSnYFVERMSn5nZ5hwpTVmO6Je0nURlI4OeqRNKQglURERGf+rzXo1QG4gerpcEiJvUemaIciaSeglURERGfWt16Bh/1u4vSrG1R55cGi/im5zPM7/zfFOdMJHX0owAiIiI+9kWvx9nQbD5DpjxA6y3dqQiUErDZFOWvYuIhI5jR/cXGzqJIg1KwKiIi4nNz93qHuXu9Q4utXSnYsQfFuRtZ32wemMbOmUjDU7AqIiKSJjY1XcSmposaOxsiKaU+qyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8a1gY2dAREREoP12OGwtZFmY0QoWNGvsHIn4g4JVERGRRtSpCP76GRy/AooDYICcSpjaGn7RH2a0buwcijQuBasiIiKNpMtWmPIGtCyFoIW8ip3zjloDk96G406Gr/dovDz6SZetcON3cNGPUFAO63LhzwfA33s2ds6kISlYjfDY+Y8BcMsrt8Sdluq0ya5j37b7JlS2hsxzQ+6LupbPz/siWtn8krf62G/JlM/P9ZTMsemXvKltqTlvqW5bPjvuMVofBYGbw6Y/5tIGbrmFpuXwnw+h8wXw6E9377bltMXw8njXTSLvETe92S23cP83cOe3UPbovpRHeRMnU9qW3ZmC1Qh9OvdJaFqq0ya7jsK8wpRuL9X7oq7l8/O+iFY2v+StPvZbMuXzcz0lc2z6JW9qW2qensq2Ze8t0KFHHwI2MvGuaZuWwQnLd++25eD18PIEKAjdeQ7bRwUVkF8BBAvZkl3/eauPddRH2t2ZRgMQERFpBEPnHsoW25lNdOF7zqKCKJEWUFgGxy9PceZ85q5pkFcee36AnX19JfPozqqIiEgKtdm4H+eNf402m/dmM/mA4U2ew1DJidzCIRHpA+zal3V3YyycvgSyakoH5CpYzUi6syoiIpIirTbvy1VvfU6bjQcQqCwgdE+wlGaU0IJxjGILe+6yzNagG8pqdxW0UGkSS2siu1RIRtCd1QjTl05PaFqq0ya7jqLiopRuL9X7oq7l8/O+iFY2v+StPvZbMuXzcz0lc2z6JW9qW2qe3tBtyymf/ZmcsqYEvHtFqyKSl1HA7OndOJSPqi7QWRb+uQ8cuJu2LcFKODzyjun0KOmLiqIGtZnStuzOjLWxv4Z8OmOKHXDfNSnMTupM+O1oCBYx+JHBjZ2VBjFh+AQABj+s8qWbTC4bqHzpTuWrvWbbOnLTq/MJVuTFTZfNNoZwF0fyJ7YF4d5D4dGD6779dK67D96DISviPw6umDiBJQXQbXT6lS8RE26bAOWFDL4nM+Oyj+8fzYBe/aLeQ1c3ABERkRRov+4QygMlNaYro4AfGciOLPhjLxjXyf1wwO7sgT6wI4FnwSubNHxeJPUUrIqIiPjMoqbw2R7wf9/CF2/D3Ndg9qtw0Twg7IFodgUMXQY//RGGLIesDH3B6OM94e6+sC0IkUUsN276rJZQWtNbWJKW1GdVREQkBVa2mUqwMrfGdBWBIgYXTeSYrd5IAF501nMLPPUZDFwF1x4Nd30Lt8108wwuhq0w8FAfeKSXNzGDPN4LprSFO6a7cWetcS9evbwP/P5gGF3zrpU0pWBVREQkBbYWrGBR+0/otvw4AnEGYsqtDHA4L0R99FlYDlfOgcvmujffo13ER0yF7pvh2mPIuIB1Uns45ScQrIQm5VAUhEo9I854qmIREZEUee/oX1Cas5VKog+catnO/rzEfH7CWvaPmiYAZMcIVMEFtBf9CINX1k+e/ag8AFtyFKjuLlTNIiIiKbKh+Y88c9qRrG35PaXBbZQHSqg05ZQEt1JhyggQZA7n8TZ/429MYTTfsJx+SW+nSTn86tsGKIBII1A3ABERkRRa12IOfz37YDqsO4S9VwyhYEc7+v1wLQaDJZtScqrSruJQnmUyXfmYTkzmUP5OCxbXuI0AcMzqBiyESAopWBUREUlQk+LW9J53CW03HkhpsIg5Xd9kYYcJteoburLNNFa2mcblb39CdkU+ARv9kmzJZiHHs5DBfMo9BCijPVM5hj/Qk7cIxOhSEMzQkQFk96NgVUREpAbGGk748g8c9sP1gCW7ogmWSg6ZewU78tbz8tBhrGk1K+n1ttq8D3uu6xczUN2VeymrkhxWcCT/4QXaMZOfMZQctlVLPb9Z0tkR8SX1WRUREanBSZOfpN/sa8muyCe7wo08bwiQW96U5kVduOLtSbTavG/S6+2y+lisiX5ntCZlNGUVh/Bv/lltXlEQ/lgPv3ol4gcKVkVERKKxULCjLZ1WH8khc64gp7wwajJDgJyyQk746g9JbyKrMtsNGFpL5eSzkOPZwD7h2WZRU3ilW61XK+Ir6gYgIiISxtgAR824laNn3kZ+SSuMDRKw8X8aKUAW3ZeeRJPi1mzPW5/wtta0+A5r6ta5tJIspnMpQ7gXcL/odOypUKIrvGQIHcoiIiIeYwN0WH8Ig7/pS05FQVLLlmcV03pTT7a3n5zwMkvbTWZ73jpyi5omm9UqleSwmS4uD8A/usMm/ZqTZBB1AxAREfG03tyT7LIm5FQUMIOXeIyujCDAY3RlBi/VsLShMlCe3AYNvHPMNZRmba91nqGCAtYCUJIFjx5Uh1WJ+JCCVREREdywVAXFbTFkMYOXeJur2cxiwLKZxbzN1XED1oANsqZl8iMC/NjpA14f8lNKsrdQEtyS9PLZFHMQ/2RbFtxyJHzXKulViPiaglURERGg+9KTsbj+ox9xF2XserezjO18xF1Rly0PlPBt9xcoy67dHdI5e73NHy/ag3f7/4Jvu/2D7TnrqTBlNS4XoJRW/MD8dlM59UR4OvovtIqkNfVZFRERAXJLm2G80f03syRqms0sxmKr0oELVLc2WcFH/aIHsokqD5Ywo/tLzOj+Etnl+Zz4+eP0nncxAZtNwAZ32abb7g5Kctfw9EnDWKq7qZLBdGdVREQE2FKwHIsFoLn3wlJ1hj9zIHN5j+LgZsqydjCv87v87Yx+FOduqre8lAV38M6x1/Dwxe15bch5fNPzb2wqWEylKaciUMq2vDV8fMhvefKc3ixttaretiviR7qzKiIiAszvNK7q38fxIG9zdbWuAADr+IF/BU4nN78Z9khL8V4bGyxPJTlbmb33G8ze+w0AguV5BCqDlGYX1eonXkXSke6sioiI4B7Dby5cQqWp4GAuYhh/ozl7AYbm7MXx/J5uHE+WyaGyspwdWzdQPH4jvAskPrRqfBay4/ygVXmwmNIcBaqye9GdVREREc/mwiVkVeRSGmzBQRXnc7C9CABLJWXB7bTtsD+L+kyAr3ABajmwEngL6AgcATRPfruDV8D/TYchK8FY2JoDT+0HfzoIVjWpr9KJpCcFqyIiImE2NJ/H86fczlEzb2WvVQMwNsDK1lOZfPDDLOow0d3VHIYLUj8HtuCC1qXAcmBvoB8Q5ddZC7e3p/PqozA2izWtZrKuxRzunwK3zIL8cjBkEaCCFqVw8yy4ZjYMPAVmtk5R4UV8SMGqiIhIhBVtp/D6kAvjJ+oAnAkswwWt23FB64/AQqAHcCiQD822deTkT//MPiuHUhEoBSCrMpuyJt8zZNvTvFF5Bgs5nkqyyGcjfXmKIyqfILu0nL+8fTK/7tuMDU2XM6/zOCqyShus3CJ+pGBVRESktgzQGeiEC1C/BEpwQescYC7kdC9k2IKnebl0GIMYwcCKu6sWz97ajw/pC1hCr5HsoDWTuY3JDMcAgfJSjv86i9KsMgyGT3s/xKTev1e/VdltKFgVERGpKwN0A7oC83B9WiuAcqiYXcpLnALAJH5HNvkczW0RC+8aeVaShwtgDRXkEqiEPPd7BQyYfjdNt+/JuKN/2aBFEvELjQYgIiJSXwJAT+BCXL/VbIMhCxd4WsrYzgTu5Sv+nMDKot86zSkv5IgfruSXXx5Kq+L6yriIfylYFRERqW9ZwEFw4BHnEiR3l1llbOd9bucbnqn16o3N5aiZt7Hsn/CnyRCorGN+RXxMwaqIiEgDqSypoJhN5NDUu8PqlLODcdzEt7xYq/VagixnAPkVcOUceOHj+sqxiP+oz6qIiEgD2dJhKddkTWNTxUJWMYMVfMUaZrGVFVRSxhtcSjt60Z7eSa/bevebCirgzMXQby1MaVvfJRBpfApWRUREGsjytl+R26SQ/beeyf6cWTW9gjLWM4+1fE9bDqjFmitpz7Sq/+WVw60z4cIh9ZBpEZ9RsBrhsfMfA+CWV26JOy3VaZNdx75t902obA2Z54bcF3Utn5/3RbSy+SVv9bHfkimfn+spmWPTL3lT21Jz3uq9bTHwzjHXMubEcWTZbP7nTc4imz04gJ895gLV/4Wt+kS3il2mRU7PZhtH8zA85iZm3XILR6yNnze1LendtuzOFKxG6NO5T0LTUp022XUU5lX/6ZSG3F6q90Vdy+fnfRGtbH7JW33st2TK5+d6SubY9Eve1LbUPL0h2pYFHT8iOGg2bTftT0lwB7nlTQEozdpGuz75AFRSScC7JLfvA2C9gat2jgjQ3lt1kO10ZSJdmQh97quaH/6OldqWht9eqtPuzhSsioiINLAdeetZ2m4y7/V/hn2WnUigMpvlbb/gxHZnEazIY9Y+c+i5ZBhZFbmUZ1mK8leysvV62m46gJyKHCxBDBWA4UBeYRjX7DKwVRkwoUMjFU6kgSlYFRERSQFrKvm2+z/4tvs/qqZVBk6jNFDE2MEXV007bo8JAPztzMHsseEgfjH5bA5Z1ZoWnEQha9iLK6qtOwgcuxr23gILmzV4UURSSkNXiYiI+JGF7PImfNk6n8052djQxCgMsO8W+OpN6LgthXkUSQHdWY0wfen0hKalOm2y6ygqLkrp9lK9L+paPj/vi2hl80ve6mO/JVM+P9dTMsemX/KmtqXm6X5pW3JLm3Hd2Bm03Lo3wfJ8FpDF7OnlGLqylr9yMjcQoAKm71w+aKF5KTz0tdqWVGwv1Wl3Z8ba6N/SAD6dMcUOuO+aFGYndSb8djQEixj8yODGzkqDmDDcPUYa/LDKl24yuWyg8qU7la/hFW5vz3VjvyW/pBUBW/2eUjbb6MmbnM1FUZffkQXtL4ItObtO90PZGlLGl++2CVBeyOB7MjMu+/j+0Qzo1S/qbwyrG4CIiIiPDJx6L3klLaIGqgBlFDCH01lB36jzSwLQc1ND5lAktRSsioiI+ESwPI/e8y8hy+bETVdOLp9za9R5AaAy6v0pkfSkYFVERMQnWhTthTUVNaazBFlBv6jz8srhhxb1nTORxqNgVURExCcqTQXYxG6Lml1+BmCn9bmwPbs+cyXSuBSsioiI+MSmpgupDJTXmC5ACd34IOq8xU3rO1cijUvBqoiIiE9UBir46oBRlGXtiJsuQCVH8ES16TsMfLhnQ+VOpHEoWBUREfGRz3r/no1NF1IWKI46P5si+jOS1syvPjMAfz2ggTMokmIKVkVERHykNHsbz552FHO6vkF5VjElwS2UZm2jNLiFXNZzHLcziPurLVcUhId6w4qCRsi0SAPSL1iJiIj4TEnOFv495AKa7GjDvstOJLu8gM2FSyhv9gHHj69g+ybIshCshO3elfzuvvBEr8bNt0hDULAqIiLiU9vz1zGj+0u7TDvsTDhoA/xkGeRVwPxm8J+9oERXdMlQOrRFRETSzKxW7iOyO1CfVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHwr2NgZkOScfejZDOw5kD6d+9C7U2+a5TfjxS9e5GfP/izmMkftcxR3n3I3R3Y7kvzsfOatmcffJ/2dJ8c/SaWtTGHu42tV0IozDzmTUw4+hV4de9GxRUdKy0uZuXwmz01+juc+ew5rbbXl0qV8ACPPHkm/vfrRR6eT6wAADUNJREFUo10P2hS2YUfZDhavX8wb099g1PhRbNi2odoy6VS+SBcdcREvXvUiAFe9cBXPTnq2WppTDj6F4UOHc0jnQ8gKZPHdiu/4y8S/MObzManObo0W/m4hXdt0jTpv1eZVdBjeodp01Z8/ZPK5tzu0nZl87ZOaKVhNM3efejd9Ovdha/FWlm1cRrP8ZnHTn9b7NF6/7nWKy4p5ZcorbNi2gWEHD+Pxnz5O/337c97o81KU85qd2+9cnrr4KVZsWsGEORNYsn4J7Zq146xDz+LZS5/lpINO4tynzt1lmXQqH8Atx9/C1CVT+eD7D1izdQ0FuQUc2e1IfnPab7j62Ks58ndH7pI+3coXrlPLToy6cBRbi7fSNK9p1DTXD76eUReOYt3Wdbz45YuUlpdyTt9zeOGKF+jVsRe3//v2FOe6Zpu2b+LxDx+vNr2opKjaNNWff+ovkXNv2cZlVenTqe52h7Yzk699UjMFq2nmllduYdnGZcxfM5+BPQYy8faJMdNmBbJ4+pKnqaisYNDDg/hm8TcA3PPGPYy/bTzn9juX86eezytfv5Ki3Mc3d/Vchj05jHdnvrvLXYA7/3MnX935Fef0PYezDj2LsVPHAulXPoBmNzajpLyk2vQHzniAu065iztOuqNqWtO8pmlXvnDPXfYc64vWM3baWG4/sXrQslfrvXj43IdZX7Sefg/2Y/H6xQDc/879fH3X1ww/cTivT32dLxZ8keqsx7Vp+yZ+8/Zvakyn+vNX/SVy7l3/8vVA+rUtibadIel4bCZz7UvH8kl86rOaZibOmcj8NfMTStu2sC17NNuDf339r6qTFaCkvIS737wbgOsGXtcg+ayNCbMn8M6Md6o9rlq9ZTVPffIUAIN6Dqqanm7lA6JeLAFenfIqAN3bda+adk7fc9KufCE3HXcTQ/YbwuXPX862km1R01zR/wrysvMYNWFUVaADLhh86L2HALh24LUpyW9DUP35q/6SOffSrW1Jtu1Mx2MzmWtfOpZP4lOwmsFaFrQE4L/f/bfavE/mfsK2km0cvc/R5ARzUp21pJWVlwFQXlFeNS2Tyjes9zAAZiybUTVtyH5DgPQr337t92PkWSP500d/4tN5n8ZMV1W+WdXLN27WuF3S+EluMJeLjriIO06+g5uOu4lBPQcRMNWbUtWfP+svUrRzL5PalmhtZ7oem4nK9PLtjtQNIIPlZ+cDMHfV3GrzKiorWLhuIQd1PIhubboxe9XsVGcvYVmBLC456hJg18Ynnct329DbKMwtpHl+c/p17cex3Y/l26XfMnLcSF679jUAerbvCaRX+bICWfzjyn+wZMMS7vzPnXHTVpVvdfXyrdq8iqLiIjq36kx+Tj47Snc0SH5ro0OLDlUvHYUsWLuAy5+/nE/mflI1TfXnz/qLd+6FpHPbEi6y7TykyyFAeh6bycj08u2OFKxmsGCWq97NOzZHnR+a3qJJi5TlqTZGnjWSXp168e6Md3n/u/erpqdz+YYPHU775u2r/j9u5jgue+4y1hWtq5rWPL85kF7lu/fUezmkyyEc8/tjKC4rjps2kfIV5rmgwi/BznOTn+PTeZ/y3fLv2FqylW5tunHDkBu4+tirGXfTOI4aeVRVWtWf/+oPEjv30rltCRfZdob6xKfjsZmMTC/f7kjBqvjajUNuZPiJw/lh5Q9xhyhJN6EhjvZougdH73s0I88aybR7p3Hqk6c2cs5q7/C9D+fOk+/kkfcf8c1LNfXt/rfv3+X/3634jutevI6i4iKGnzicEaeNaJyM1YPdof4g/rk3bcm0Rs5d/cnUtlN2T+qzmsFCfZRC3zIjhaZv2r4pZXlKxvWDr+eJC57guxXfMfjhwWzcvnGX+elePoA1W9fwxrQ3GPrYUFoXtGbMFTvHpgx9+0+H8mUFshhzxRjmrp7LPW/ek9AyiZYv1t0RP3nqY/cSy4DuA6qmqf78XX/xzr10b1tqajvT6disjUwv3+5IwWoG21HmHr31aN+j2rysQBZ7t9mbsvIyFqxbkOqs1eiXx/2SUReOYuaymQx+eDCrt6yuliadyxdpyYYlfL/yew7qeBDZWdkAzFk1B0iP8hXmFtKzfU8O2PMASv5agv3/9u4ntsk6juP4Z4bxbxMWETZJlkU2/qiAm2LiFIYNcUFIgMgBiAniYcGDIVmYHARj4pYY4xYIEM3ikoXNgws7KIkHE6WDjqGxAu6gAlOHHEjshpiVONhGPSwtk5WtBdp+f+37lfTy9KH7fp/v018/W2mfT0ORW/ivjU2vNyn0aUglc0skjekvf3x/BbMLlDs9V5evXjb1FvLdBIIBSVLOtJzINubnxvzGPvfm5M6R5PbaEsva6dK5eS/Svb9MRFhNY39fH/1teu1Ta8fdV7GoQjnTctT1W5duDt9MdmkT2rN2jw5sPaCzf56Vp8GjwEAg6n6u9nc38/PmS1Lk62eO/3pckhv93Ri+oSZfU9TbmUtnJEm+iz41+Zr0z+DoXz0i/S0d398rS1/53z7WPb9g9GIOvwduv/gxP3fmF37ujdwakeTu2hLr2unSuXkv0r2/TERYTWOBYECBgYC2PrdVzxY9G9k+bco01W2skyR9cuKTVJUX1b71+/Th5g/l7/VrTcMa9Qf777qva/0tzF8Y9aorWVlZqttUp/xZ+TrVc0rDt0bfgmz/sd2Z/gaHBlXVUhX1duynY5KkI11HVNVSFXkBbe5q1uDQoN7yvKWiOUWRx8qbmad31o1+Ej389roFSwqWaObUmeO2F80p0uFthyVJn31/+1sCmJ+d+cX63Au/Leza2iLFt3a6dG7ei3TvLxPxASvHbCzdqE1lmyRJBbNGP9FavqBczW80S5L6BvoilzgcuTWiqpYqtb/Zro6aDn3+w+e6ev2qNjy9QUseW6Kj/qOmruCxvXy7ajfVanhkWL6LPu1as2vcPr39vTrSdUSSe/2tW7pOH7z6gTp7OvVH3x/qD/Yrf1a+Vi9areJ5xbpy7YqqWqr08WsfS5IGBgec6i9evX29erv9bR3adkj+vX61+dsil+ssfKRQ9V/Xm/qgz5bntmh35W6dvHBSl/ovaeDGgIrnFmv9svWaMXWGvur+SvVf16vyyUpJzM/S/GJ97oW5trbEunaGuXhuxvLaF+Zif5gYYdUxpYWl2vHCjv9tK55XrOJ5xZJuv4CEfXnuS63+aLX2rt+rzc9s1vTs6er5q0fVbdU6+O3BZJY+qccffVzS6NfGVL9cHXWfjvMdkbAqudXfN798o5LOEq1cuFJlhWXKm5mn6zeu68JfF9R6rFUHvz047oMQLvV3Lw4fP6zevl7VVNZoe/l2PZT1kH6+8rP2fbFPLadbJn+AJPKe92pxwWKVFZbpxZIXlTM1R9f+vabOnk61fteq1tOt4/4N87Mh3Z97sa6dY7nUnxTba9/YQO5af5hY1p2XZxvL1+0PVby3M4nlJI+3tlGaEpSnwZPqUhLCW+OVJHnq6c816dybRH+uoz93pXNvUgb0t9srDefK82565rIT7zeqYtmKrGj38X9WAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGDWlFQXYM3+LfslSdVt1RNuS/a+8T5GydySmHpLZM2JPBb325/lYxGtNyu1PYjjFk9/lucUz7lppTbWlslrY21JTW2sLZPvm8kIq3coLSyNaVuy9433MXKn5yb15yX7WNxvf5aPRbTerNT2II5bPP1ZnlM856aV2lhbJt/O2pKa2lhbJt83kxFW73Du8rmYtiV733gfIzgYTOrPS/axuN/+LB+LaL1Zqe1BHLd4+rM8p3jOTSu1sbZMvp21JTW1sbZMvm8mywqFQne909ftD1W8tzOJ5SSPt7ZRmhKUp8GT6lISwlvjlSR56unPNencm0R/rqM/d6Vzb1IG9LfbKw3nyvNueuayE+83qmLZiqxo900YVv8JDoS6fz+fsMJSadXyFZIk3y8dqS0kQVY98VKqS0iKdJwfs3Mb83NbJsyP2bnN1+1PdQkJsXzBYs3OfTj+sKqhIV+iikq57OyVkqShoc4UV5IY4f7SXTrOj9m5jfm5LRPmx+zclq7zk6Ts7FXRNk8cVgEAAIAU4ntWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGYRVgEAAGAWYRUAAABmEVYBAABgFmEVAAAAZhFWAQAAYBZhFQAAAGb9B/6te+c+tS4RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train.FieldPosition.fillna('') != train.PossessionTeam && train.ToLeft == False\n",
    "show_play(20181230154157)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train.loc[train.FieldPosition.fillna('') == train.PossessionTeam && train.ToLeft == True\n",
    "show_play(20170907000118)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train.loc[train.FieldPosition.fillna('') == train.PossessionTeam && train.ToLeft == False\n",
    "show_play(20170907000395)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_play(20170907000139)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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9Chf07ppOGeP8C1dxMNe4bgm/711z0pGN829etMo2q9Za03SqpP6C24Df4mrkvmHrXd+5uHZh8R7A1SZcBLzntbk8B9fw//lUFmqMGYFrkxM1FlhttnZkHQ2EDzPGRO/27rbWbkhl/nHLOgBXUxvBPcZOdHKL1oIl2/mjw9NefhOiQf6j3gkjXkb5stbeaoz5Atd90zhcTddnwLHA0bhG/qubu5w4Z+Iu7k8ludPNZBn52i6xHsLVDIyKG5523qy1n3s1Tb/FtQMbiQss78Idf1Opv11SkahmN5zCuIIEeU3WzU50eF0NtrX2Pa8t83HGmO2steu9vgp3B15IpbYjRrLtF8btu/H5TNaVXTpd3DUl7XWSgtWxNbRp5KGx8g5IMi7VdZoV1tpJ3jnodGPMNd7NRfR8V6+dr9c2+CNgR1zw+TjuZdswbv1eiXvsnEiyPpA7AeuSnFeT9pvcyLwgwXaw1oaNMSnt69baD40xhwC/wTVrOwvAGDMP92Lpk2nkKZNrN6S+X0T360TtXuN19X4PwnvfIInSFOaVzNW4Jlnn4Z4q/AoIG2NexT2tWNDUDLJ0/s2LVhmsZsp7UeEKXNu6A+NrKowxpyeazlr7gTHmU7wXrXAvanTFtSFLdGJIZAQNd+pOCYbF1g5PIM2gxDsxvIILVI+01r6fJGm0UfngJOMHeb9TauKQYt4KcUG+JfFjc3B3e7XAQGNMyKvlSilf1tpncS/MxC/3V96fH8UMbonyR1+sSvjCibW23BjzDbCDMaaX96iwqWVkXP4WtMb7XRI3fB6uzexg4mowjTEh3IU3TNyLbt7jzvjaSIwx0cdQH8WPy4FoUNszyfhecemiHsc9jj8NF9RHy5VOE4B0bPJ+J+s3N+WPh6Qg03XSmHQCVahf3s8TjG/J8mbDQ7jH+Gd4NVhn4oKf/8aluwB3vNxsrb0pdoRX2XBlI8tItk434l4yLEhwXUq2TZOJbuMexB3P3rHeDde8rEnW2unAsV4lz0hc94eXA08YY9ZYa99qah6ZXrvTFL3WJquhjRVdP89ba09qgWU34DUnuBu42yv/wbj+uU8FhhpjhiZqFpFgPn48/6attTYDyNRAXJnfSLCz9/HGJ/MArnH52Wx9oSdRm8uErLUTrLXGqxW+3Bu8o/d/B9xF/o/RNN7P4lTn75XhUFz73TBweCOBKmx9K/4Ir/1N7Hw64Dp434LrkqOlnIh7yewta22DN/ehrk3Ue7gay0MSJIm+0d3g8W0i3iOng3AvLM2JGRWd/vsJphmIC8iWkKCHAS/Nfrg2kPOttZMbyULS5ZCgLC1d/gzt7/2OL3tjZRmFy/N7qZxAPdE3ZdN5fN5SPvV+j4kf4V2Mo+v+k7jRj+NuBM/x3gY+Hdd13SvZySZf4mqPhpvEX2I7OM35RR/fJqppnIc75vfwav7iRXsQiV8nLSm6XRqUyxjTH+jbQstpbD00x2O4dXgh7oamM/CIbdi7xs7e7wY317h3ITLxCe76lmifGJPBvJLl5WAyWG9em8/3rLW/xQWe4NqORzW2TZpz7U7Vl7iAdbgxpneKaff3zgNZZa1dba19zlr7A9x5eCfcE53myOf5N23bWrC62Pt9sIn5NKQxphRX09dYTfMTuLupX+AO4DeTBVwpGAssiQlGD/aWPTnD+WGMOQJ3914BHGatbfRuybvbegP3SO2ncaNvxtWq/SONFyNSkfCRWAIPer9vNa4rJwCMMfvgLgBriDvJG2M6xs/EGNMV1+4ngHvDO9YU4AtglPciWnSaAK7bHHAfRUhWi9HYS2Kxom2af2NiPmFr3JdFfop7u/rRuGnSLn+6jDG7GmPia06j+Yp+UeufcaOfwQVmPzQxL7J5eYy+/PNg7ATGmCKvRiV2mDHG/AZ3AX3aWpvN4CeZaB/Hpxtj9o8bdxWu1usta229ryt5L/1MxAX0V+Juvp5I4wlLWqy11bh2f51w3fzUMe4FuHRfdop+ka5fkmX9C3fzXO+FHO+m7wpc29x/pLnMdDyBu9m+3BhTF5gaYwyu79eWCi6TrgdveQO89pCL05mpdd0bPoFre3srLgBL9BQpOt8xccvdk8xeYIKt55Hb4s4bXYjbd1Iwwfv9G2/66Lza4bZDSoz7NHODT1eztYZ8S8ywxrbJYu93JtfulHg3FA/g2og/lOC8VWiM6e6lDeN6AegF3JuojMaYXsaY3TLJi3fePCjB8AK2vjC8JX58kvn48fybtm2qGYC1dqUx5ilcVfpMY8wbuIvA4bgXAWbiHtcnmnaL91gnekeYTl+DdbyT7mjqPxYagztBZ/SyhHE9E7yIq/l9FddH5PHx6eIfN+HefHwPd7Adhgve9sMF0/Nx7Yzil3UBW+/co7UD47y7W4AvrbW3J5huZ2++q3DdgjTmKVyfeqcAnxpjXsY1uzgNd7H6ibV2U9w0vzXGfB/Xrcpq3KOc43A1G9dYa+t9BtW6vhHPwwUezxjXq8RS3Nvxe+P6dLwrUea8wPg0XKDZ6ONfr53jX3DNO2Z5yyn0pu+C+3rY4uaW3xizC65NU6ztjDETYv6/NqZd5WnANcaYd3A1yJtxd+vHsHU/uiOuLJuMMT/BBa2TvWNpHW49D/GGx/f9NwiYaox5E3fBKcCt42G4/f1C8sBaW+Y9BvsPMMUY8x/c9h+J6wpnJXE9gMR4DNdd3u9j/s+mX+FeyPyFV6Mf/XziD3Db6QRSf0liOu4id5V3Mxdty3ifF2j9ClerfJl3czSJrf2sdsB14ZfoTfQWYa392hjzW9y6/cwY8zRb+1ntgmuHPrwFFjUJt87+YIzZHdenK9ba6E1XtCInvhlOKh7APebfAXjZWpvocfnjwM9xj3jH4vruHIRrY/8c7vhM15PedMcBc4zrc7gAdx75iKY/jV3HWvuuMeY+3FPAOd55K9rP6npS/6TqL4BDjTFTcf2FluG65zvKm0/szX7SbdKca3eabsZdA8cB840x/8WdG/vizgs/Z2sg/zvc07WLcdfAibgmH9vjtuVBuGvo3AzyUQxMM8YswDW5WoI7Lx+Oe2nrJRvTI0ojfHn+zYj1Qf9Zqf6QoI+9RtIO8NJPiBveHtfZ7gK2fhHir7hgYHJj88ftmBbXQDmUbv7j5nFuzLD3aUZfZ9TvTy7pT5Jp++LuyL/FvdW+BNdOZrsk6Sc0sZzJSab7oze+wRerkqQP4RqYz8bVFq/HXZiTfXXkGFzgudorx0pcILJ/E8vZzUu3Fhd8zsedsIobmeYSrywNvljVyDTn4i4Y5biT3xTg2BYsfyr7wICY9KNxF7fo46xo35Zv4mrrkn65C3cSftXLU4WXx6uJ6WswJm13XG3dQi/tJm9//2m6xxCNf/HoXBL0pxi3bm5KMG4f3EuSa7z9Zimudrh3I/lojwugLEn6w/XSTaZh34lJ8+KNX0yCr4rhAp/HvHzGfsHqFG9+V6WxHqM3dWVJ9o3OuOP1K++Y2ODtF0ekub0SliXF7XkWrklApVfmf+K+YDUH2NBC6/RMbz1WEHeOxAVllgy+zudN/6k3/TGNpNkNd+O+mq1fr7qA5NeuCfHbKsE8C3Ev0yz0tt1i3PWuOV+w+sKb1wrctTLlL1jhArxHcQHbRq+c83DdoPVPc5ukde1uxn4R8sr9IVu/5PgVLrDeOcE6Ogv34Zx1uHPIN7hA8Dpi+gpuYl3Xyz8uqPwF7kXppWw9Dt7HBceFKc63xc6/+f4xXoEkBcaYc3EH3q3W2hvynB0R2cYZY27DXRS/b619Pd/5ySbvicYqYKa19oAsL+svuJr1/ja9Xh6ibf5X4IKXHW0afYmKSGLbWpvVjHkvXfwM91gooyYAIiKZSPTCh3F9eF6BC4papH9mPzDGdI9/acU7/96JexSaUneBzTQaeDjdQNVzCa7LogcUqIq0jG2qzWomjDEH405cY3DtPO63idsgiYhkywyv/doc3GPJQbimLwHgIhvzxaI24GTgFmPMW7hHvV1wvU0Mxj0ivi/bGbDWxn+FqlHGddZ+Ca65xk9wzaoeaHQiEUmZmgE0wbhO+2/E1V48C1xp3WfMRERywhhzI+5FqgG4F5024Nqe3WEb7zqt1fHeiL8B9ynMaOfri3AvHv3RJv6SV155vWgswrXt/Bj34mSreMtapDVQsCoiIiIivqU2qyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLHwUQERERkRb18ccfbx8Khf4G7E79ytEIMCccDl8wcuTI1anMS8GqiIiIiLSoUCj0t549e+7avXv39YFAoK5T/0gkYtasWbPbypUr/wYcl8q81AxARERERFra7t27d98UG6gCBAIB27179424GteUKFgVERERkZYWiA9UY0ZY0ohBFayKiIiIiG8pWBURERER31KwKiIiIiItLRKJREySEQbXK0BKFKyKiIiISEubs2bNmk7xAavXG0AnYE6qM1LXVSIiIiLSosLh8AUrV67828qVK5P2s5rqvIy1CV/UEhERERHJOzUDEBERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8K9To2JqaqTnKR+4VFByc7yzkRE3NtHxnISu2he2nbde6afu1bm1x+2nbtW7bxvYzCQdaa5NOsbFss521cF7WcpRPhwzfO99ZyImpX0zOdxay4pBdx+Q7C1mnbde6afu1bm1x+2nbtW7byPZLP1idOmuGHXXjRVnLUT5N+t14CJUx9s6x9YbfddpdAFz99NWNDst12nTnseyPywDo+8u+OVlertdFc8vn53WRqGx+yVtLrLd0yufn7ZTOvumXvOnc0nTedG7JT950bmk67aRrJkG4lLE3tM24bMot4xk1bO+EwWrjzQC2QSP6jkhpWK7TpjuP0nalOV1ertdFc8vn53WRqGx+yVtLrLd0yufn7ZTOvumXvOnc0vRwnVvykzedW5pOuy3TC1YiIiIi4luqWY0zc9nMlIblOm268yirLMvp8nK9LppbPj+vi0Rl80veWmK9pVM+P2+ndPZNv+RN55amh+vckp+86dzSdNptmdqsxrVZbSsmXTsJgLF3qHytTVsuG6h8rZ3K13q15bLBNlC+bbjNqpoBiIiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+FYo3xmQ9F1+6OX8+OAfs/P2O1NZU8n0hdO57ZXbeH/h+/XS7bfjfoTHh5PO55b/3sItL9+S7eymJdWy7dFnDzq379yqypdq2QBCgRDXH3M9xw4/lsE9BlNSVMKGLRtYvn450xZMY/w745m7Ym4eSpHYGfudweWHXs5uvXcjEonwydJPuOONO3h19qsN0vbs2JMhPYfw23G/9dX2aUo62w/gR/v9iLMPOJsRfUfQubgz5dXlrNy4kk+Xfcr4KeOZ+tXUHJcgsXS23XkHncfowaNZ/N3i3Ge0mdry8deWz5uxUi3ngtsWMKDbgKTz8XMZJTEFq63Mkz95klP3PpX5q+Zz/6T76dK+Cz/c94ccsdsRnPrQqbz02Ut1adeUreHtL94G4JBBhzCw20Be//x1Vm5aCcDMpTPzUoZk0inbyk0r2VCxgQnvTag3j07Fnbhs7GWEAiEWr12c2wI0Ip2ytS9szx599uDAnQ5k4dqFPPfpc6zatIquJV3ZsduOXHDwBXy95mvfXCxvP/l2rj3iWr5Z/w0PT32YwmAhp+1zGi9d9hJXPnUlf53013xnsdnS2X4Gw9AdhvL4+Y9TVVPFK7Nf4es1X9OhXQf6d+3PuOHjmL9qvi+C1W1h20HbPv7a8nkzVjrlfO7T5+hW2g1oHdc+aZqC1VbklJGncOrep/LBwg8Ye+dYqsPVADw05SGm/XIaD5/9MBOvm0hZVRkAC9cs5PwJ5wPw2PmPMbDbQG7/3+28M/+dvJUhmXTLtmrTKoB6d8edijvx+lWvE/WggrsAACAASURBVAqEuPGlG3l8+uO5L0gC6ZZtcI/BFIYK+f2rv+f6F65vML8O7TrQo2OPnJYhmX133Jdrj7iWRWsXsc9t+7BhywYA/vz6n5lx/Qz+fMqf+e+s/7LkuyV5zmnm0t1+fbr0oWtJVxasXsDhdx3eoOzFhcX069Iv5+WIty1sO2jbx19bPm/GSrWcUb945hd1f/v92iepUZvVVuSSMZdgMFz/4vV1ByvAJ0s/4amPnqJbaTdOGXlKHnOYueaWrXP7zrz1s7fYZ8A+/Pr5X3PrK7fmItspSadsHYs70qm4EzW1NQkvlACbKzezYPWCnOS9KReNugiD4fev/r4u2AFYum4p90+6n6JQEecddB7gLjjjzxpPz049ARg3fBzjzxqf8KcoVJSX8iSS7r7Zs6Mr32VPXpYw0KuormDeynnZz3gTMtl25xxwDgDdSru1im0Hbfv4a8vnzVht+donqVGw2kqEgiEO2ukgtlRvYcq8KQ3G/2/O/7BYDt3l0DzkrnmaW7aupV2ZdO0k9uq3Fz/798/40//+lO0spyzdsgVNEICqcFVO85mpw3Y9DCBh+8b4sh2w0wFccPAFdCruBMBe/fbigoMvqPfz44N/zAUHX0BRgT8Cnkz2zXYF7QCY/vX0nOUzE5lsu0MGHQJAaVGp77cdtO3jry2fN2O15WufpE7BaisxsNtAQsEQi9YuImIjDcbPXzUfgCE9h+Q6a83WnLJ179CdiddMZPgOw7niqSu45+17sp7fdKRbtvVb1lNeXU5JYQl9u/TNaV7TVRQqos92fSivLq97vBirrmw9XNmu+fc1BC8K1tUq3vLfWwheFKz7Kbq0iC++/YKvVn9FWWVZ7grSiEz2zdpILeD2Tb/KdNtd8PgFACz5bonvtx207eOvLZ83Y7Xla5+kTsFqK9G5fWcANlZsTDg+Ojxaa9WaZFq2UCDExGsmsnvv3bnq6at8+TJIJmX78tsvqamt4Y2r3uC4PY6re1HAb6J5znSftNh6/99y3C0M6TGEs/9+dsKLUj5ksv2iwy4efXGWc5e5bWHbQds+/tryeTNWW772Ser0gpW0Wrv02oUu7bvwlzf/wn0T78t3dlpMWVUZM5bMYMOWDTx36XN1w1dvWk3vn/fOY86yZ58B+3DtEdfyh9f+wIeLPsx3dppl8drFdCnpws8O/xklhSXcP+l+Fq5ZSId2HRjaeyiHDDrEt20DM9GWth20/eOvrZ43pW1TsNpKRF+ASHb32FRNiZ9lUrbt2m9H15KuzPlmDr989pfZz2SGMilbKBBieJ/hlBSWMG3BNGYsmcHGio2UV5VnP8NpaKpGI9V9sjBUyITzJvDZ8s+4+eWbWzaTzZTJ9iuvLmfW8ll0bNeRi0dfzEWjL6o3zdJ1S/MerG4L2w7a9vHXls+bsdrytU9Sp2C1lVi4diHh2jA7dtuRgAk0eNQ2uMdgAF+8ZZyuTMrWpaQLAI9Nf8xXjx3jZVK2fl37UVpUyg0v3sBtr9yW0/ymoypcxfL1y+m7XV96dOzRoO1jXdlWNb5P3nbCbQzoOoCRt4703bbM9LjbWLGRkbeOZNSgUS7wKSph6bql/Olkf7zEsi1sO2jbx19bPm/GSqecfm9nLJlTm9VWIlwb5r2v36N9YXtGDR7VYPyRQ4/EYJg0b1Iectc8mZTNGANAQbAgZ/nMRCZlKy0qBeClmS81SO83E790fRsetftRDcYdOfRIACZ9mXyfPGjng7jqe1fx6+d/zZcrv8xOJpuhOcedtZYp86dw38T7uP2123nigyd89ZZ5W9920LaPv7Z83ozVlq99kjoFq63Ig1MexGK59YRb651sRvQdwen7ns7asrX8Z8Z/UprXwO4DEx74+ZJu2aKPhi4efXHCt66PHnY0owePzn7GU5Bu2SqqKwD4wT4/SDg/P11oHpryEBbLdUdfR8fijnXD+2zXh8sPvZzqcDWPTHsk4bTtC9vz6LmPMnneZO59+95cZTltLXnc+Ulztl3QBFvFtoO2ffy15fNmrLZ87ZPUqBlAK/KfGf/h5L1O5tSRpzLztzN5edbLdGnfhdP2OY1QIMRPHv9J3ZdKErFYHjjjAfp07kNpu1JmLZ/FXr/bK4clSC7dsq0tW8uazWvou11fvvzdlzz3ifskYr8u/Ri7y1h6d+rNJf+6hCnzG/bLl2vplm3JuiV0Le3KdUddx+G7Hs77C9+nvLqc7Ttsz269dmNk/5G0u7RdHku01YeLPuTON+7k2iOuZdaNs3jm42coDBVy2t6n0bWkK1c8dQVL1y1NOO3Foy4mYiMceqe/+0fM5Ljrs10fbjj2hnrDrLV0bt/ZN23rmrPtenfuzebKzb7fdtC2j7+2fN6M1ZavfZIaBautzOkPn857X7/H+Qedz+VjL6eipoJpC6Zx6yu3NtkJucHQp3MfPlv+GTOXzfTdCSndss39di6PT3+c8w46j1NGnkJhsJBvNnzDh4s+5NXZr/LcJ88lWEp+pFO26nA1MxbP4I25b3DCiBM4c/8zKS4oZm3ZWuavms/db9+dp1Ik9stnf8mcFXO4dMylXDjqQmojtcxcNpM73riDV2a9knS6Du06cPbfz2b5+uU5zG1m0t03+3bpy03jbko4r00Vm7Kc29Rluu2CgSCXP3l5q9h20LaPv7Z83ozVlq990jRjrU06cuqsGXbUjRclHd+aTfrdeAiVMfbOsfnOSlZMuta13xl7h8rX2rTlsoHK19qpfK1XWy4bbAPlu2YShEsZe0PbjMum3DKeUcP2NonGqc2qiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIivhWKgLH5zoXkUyjfGRARERGJ1bkKLpkLV34O3SvBAjO6w+17wAv9AZPvHEouKVgVERER3+hTBtNfgq5VUFy7dfh+a+Afk+H5/nDOGLAKWLcZagYgIiIi/mDhzdegZ0X9QDWqNAwnLoGfzc591iR/FKyKiIiIL4z5FnYoh1AjbVRLw/CrzyAYyV2+JL8UrIqIiIgvnDsfSsJNpyuMwAGrs58f8QcFqyIiIuIL21ekFphEgC5V2c6N+IWCVREREfGF5SWQoKlqAwFgVXG2cyN+oWBVREREfOGRXaAihX6KykLwYffs50f8QcGqiIiI+MIH3eGLzlDVSHRSFoKb9lLXVdsSBasiIiLiDwaOPhIWdXBBaaxaoDwED+0CD++Sl9xJnuijACIiIuIba4thzxPh9K/h2lkwoAzCAZjYC+4YDu/2zHcOJdcUrIqIiIivVIbg0SHuR0TNAERERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiW/oogIiIiGSHhQNXwZHfQLswfLEd/HtH2FKQ74xJa6JgVURERFrc0HXw3FvQewsUhyEIbA7B/e/BTXvBHcMAk+9cSmugYFVERERa1KCN8O7L0KGmfnvDDmH3+6ZPXE3rrXvlJXvSyqjNqoiIiLSoe6ZDaU3yIKMkDNd9Bj225DRb0kopWBUREZEW03MLjF3hHvs35cIvs54daQMUrIqIiEiLGbYOKlNoZFhcCwevyn5+pPVTsCoiIpIPkXxnIDsiBrApps1qTqStULAqIiKSaxuAfwJtsGbx067QLoUotDwIb+6Q/fxI66dgVUREJJeqgFeBGvJTtWihsLqUYG12Ojtd1w5e7gs1TXRLFQAeHZyVLEgbo66rREREciUCvAlU4q7AqbyF1EKCtYV0LO/Lrx/fSKi2HcYG+ab7B0zb43bm9Xu5Rfs8veoAGL0StquCggRNAsqDcPX+sL5dyy1T2i7VrIqIiOTK+8Aattao5ihY3X7dUHZYsw8dy3egqKYjwUghARuk7+oDOXnSExzz7l9TbmeaihUlMPIEmL49VARdcFoZhE0FsKYd/OQQeHjXlluetG2qWRUREcmF+cA8oDZmWA6qjIK1BZz96lsELg+RqPq0MFzKHgvOZkX3GXw65NEWW+7yUhg9DnbaCN9bAUW1MK+Ta6caUVWZpEHBqoiISLatAd6lfqBqyclVeNfFJ1EQbk9jz/kLw6WM/vS3fDr40Rb/BOrXndyPSKZ0byMiIpJtG3DBaexjf0tOrsJ7zjufonDHJtO1r+xG9w16Ni/+o5pVERGRbBsEhIEPcAGrxdWyZrHNakFNe7bbvCMdtvRJKX3EhGlX3Tl7GRLJkIJVERGRXPgSF7AGgaO9v4tafjGlW3oy9uObGbbgDCKBsNcEoGnBSCFlxW2w41dp9RSsioiIZNtmXFMAgC5Az/QmD9YWstuik+m9Zh+sqWVJr3eY3/cVbKB+R62dN/fnJy9+SLuqzgRtYf02sk1Y13EB6zsuTC9jIjmgYFVERCTb5rH1hard0pt02ILTOfbdhwAoqnFtT0fOu5BwoIpnx/6IhX3eqkv7wzdfpLiqCwGb3uW9OljO23v/Jr2MieSIXrASERHJJotrAhDx/t4x9UmHLTidcVMfpqimY12gCi5oLanqzg/ffIEBK8YA0HvNSLps2jmtQNVQQ01wCxP3/g3z+/839YyJ5JCCVRERkWxaiWufCjCAlJ9pBmsLOebdBymsLUmaprC2hOPfeQQsDFl6HKFwKp+EihCkgmLWspv5B2VD9+P9YfeklimRPFAzABERkWyaiwtWQ0AaPUPtuvhETAqdnrav3J6+qw6ksLoDgRS6FwhRxeH8nH1xX60atAzu2Tf1fInkmmpWRUREsqUGWOr9XQD0SH3SXmtH1nv0n0zABui5bg/Wd/ya6mB50+mpoRNL6v7frjr1PInkg4JVERGRbFmE+yJUAFermsbXoaxJ7VV+C1gTYfZOT2JSuKwHqGVn/lf3/+ri1PMkkg8KVkVERLLlc1wTAAMMTm/SpT2nUVWwKYWUlmXbv0dFu3V8tOuDVIeS164aahnL9QS9RrSbQ/DXNHsnEMk1BasiIiLZEN+3aml6k3/V5zVqghWNprFEWNfpK1Z1nQ3Am/v+nDkDn6Y6uIWIqalLF6AKQy2dWMq+PAC4zgnKC+CpgenlSyTXFKyKiIhkQzP6VgWwgQjPHnp60ppSS4TqUDnPjTmr3jQvjfoxjxy3P58N+gfVxXPpyhz25CF68xGdvbaq5SFY2w5GHwOVetVafE67qIiISEuL7VvVkFbfqrEW9Z7Ev448iuOmPkKHLb3czCyA4bvOX/L86HNY3WVOg+lWdZ3Ni6N+zIvA4A1w1RwgMIlaC0tK4d6hMGEwbMzC515FWpqCVRERkZaWYd+qiSzpNZX7Th1MnzX70fO7EVgTYdn20xMGqYnM7wyXHgy7ej0RjP1h5nkRyQcFqyIiIi3JklbfqsHaQoYuPJX9P7+KjmV9CYcqmD3wST7a7QE2lS53iQws3/4Dlm//QYtlc9f1rsZ1zLcQsPBeD7hrd5jZrcUWIdIiFKyKiIg0U6fN/Thg9s8Y8dW5mBrDn+lBmEoCoRCRHuGk03Uo7835L0+lfWV3isId6oYf8PnV7Pf5Fbww+lzmDnwm6fRdNu7MLkuOp6i6IxtLlzF3x/9QWbSx8cxa+NOH8NO5UBCBAusGDyiDkxfB0zvBBYeATaObLZFsUrAqIiLSDANWjOb0N14mGCkkFCliJo8RIESQIg6supb1X3/NnJ2fajBdIBLivP9OoWN5X4K2oN64UK37bOqJUx5jc8k3LOsxvd749hXdOPXtf9Nnzf4YGyAYKaQmVM5R0+/lo10f4M19f4ENRBLm9+ez4JIvoH1cN64hC6FaOG0hfFcEv9ivGStFpAWpNwAREZEMdSjvxelvvExRuAOhSBGz+BcvcSHVlFFLNSW2O8dN/Rs9v9ujwbRDlhxHScX2DQLVWKHadoz9+JZ6w9pVdeInL35Iv1UHUVBbTChShMFQGC6loLaYvb+8mBPeedR7Eau+gIUbPoXS5JW9lIThsrnQqSrl1SCSVQpWRUREMrTP3EsJRNxDSheoXkCE6PdLLW9zHV/UPsfBn/2qwbT7fn4ZReHGP6dqCNBv5cG0r+xaN+zAWT+ndEsvgrYw4TSF4RL2WnASU5/ah4ffgaHrto7rWpna4/1a42pYRfxAwaqIiEiGRnx1HgUR973St/kNYSrrja9hCxO5gV0Xn4SJixI7lfdNaRnhYBUlFe5V/kAkyD5fXEpBpF2j00Qo5tvyazjnK/jwRXhwmhteVOt+mlIahgGbU8qeSNYpWBUREclQu+rOdX9vZGnCNBtZChYKakrqDa8sTOVTqhCMFNZ9drXDlt4EI4lrVGNZgnzD/hRY1zb1zAUwcBNEAhBOoWa1xsCmphcjkhMKVkVERDJUWbi+7u9O9EuYphP9sMZSU1D/S1QzBz9KdaisyWVsKF1c14WVxSZsi9qU0jDssAU2FKR24a8JwEv901+OSDYoWBUREcnQJ0MeoSZYAcBh3EYB7euNL6A9h/I7vhjwHNbUjzI/G/Q4EdP4M/nqUBnv7Hlr3f+b268gHKpsZArHEKYv0xoM71QDE3tDVSNX/xoDn3WFuds1uRiRnFCwKiIikqEZuz5IJFADwHDOYBz/Ryf6A4ZO9Gcc/8euoZOYtscfGkxbVbiJJ48YR3WojFrT8PX86lAZMwc9xuydnqgbZgMRPtjt3roAOZkQVRzInfWGBS0Uh+Gs0bC0BCoTRABVAVhdDCcflkLhRXJEwaqIiEiGytqv4l9HHk1VwSbCgSqGcwZXs5ibiHCF+YpdQifwwqhzWNV1dsLpl/SayvgTRjJnpyeoCVZQHSynNlDNt10/4fnR5/DqgZdBXBvT6cP+wsaSpYQDifuWKqCM4fyDXnxab3gEqA3A+nYw8kT4y1DDilB3VgW7sSlo2ByCB3aFPU6Cb0sSzlokL/RRABERkWZY2vNd/nryUPabezl7zvsx7ao7URPawuyBT/L+sLtY23leo9N/13k+z485h5cPvpDiqq7UhMob/QpVdWEZfzt+f06a/A92XHEYYCmqDRGiEkuAA7iDMdzcYDprYG0RFFV3YM85V7Jh/hU8YEsJWEN1wQam734X04fdR02o8VpbkVxTsCoiItJMm0qX8+a+v+TNfX+Z8TzCoSo2h1aklLayaANPHDmOjmV9GLJ0HBfN6cCem5ezu32BQrY0nLeBihBUBENc+PzHdNzSh4La4rrxxVU9OWTmjQxdeBZ/H3cgVYXqt0r8Q80AREREWqlNpcv5aLcH+fPBbzAncCQPMot7+YoXeYRV7A64zgOC1r041XPdUDqV96sXqEYV1Lany8adOWHKhNwWQqQJqlkVERFppYw1HDt1PMO+/hELIkUEvcv6Rvozhx+yFw/zfa7CAKXV7dhMR0KRYNL5FUTaMWj50XQo78Xmkm9zVAqRxqlmVUREpJU67MM/MGzhjyisLSFot9Y/RSggTHs+5cdM5TcAVNCdBm9rJRAxtQxZely2siySNgWrIiIirVBRdUf2m3s5heHkr+7XUMo0fkUNxUQIYVO47AdrCymq7tiSWRVpFgWrIiIirdDQhadiTaTJdIYIX3I8IaowNP4RAoBwsIJNJd+0RBZFWoSCVRERkVaoU1k/CsOlTaYLU8wm+tKe1SnN1xDky/4vNDd7Ii1GwaqIiEgrVFW4mdpAdZPpAtRQSBlBwpTyLQWUJ00bopz2291N9+qG3V+J5IuCVRERkVZoXr+XiCT4TGtDhsH8F4AufE1/8yq1gTIssU0IaimgnKH8m5+tvYG5z8A+qVXEimSdglUREZFW6LvO81nR7WNqTfLa1SBV9GcynVgGgMWyd+kPmLXv0ezEK5TyLaV8yy68wFkczvGcT7G1dKqBN/4HnRJ/0VUkp9TPqoiISCv1n8NO5ScvfkhJxfaEIu3qjQtSQUdWcBJnAu4rVtUBGDMO/jF5KocytdEaq4IInDsf7hmWxQKIpEA1qyIiInnSefMA+qzej64bBrtPTaWprP0qHjpxBB8MvY+qgk1UhTZTHSqjqmA9VT3vYnSnvVhTso6pPWBeZ/ioO5SFYNTKpgOAkjBc9GVGxRJpUapZFRERybHBS4/h0I9uo+umQdQGqgnYAsqKVzJlz5v5bNA/Uum7v05Fu/W8ud8vmLj3b+hY3heAjaVLiQTC3BqTbpJX8dq5GmoCUNh0r1d0UTMA8QEFqyIiIjm0/+wrOfTj2+o68y+obQ9Al807ccx7D9Dru5H874Cr0p5vbbCG9R0XNplufZF7xJ+Kte2aTiOSbQpW49x12l0AXP301Y0Oy3XadOexc/edUypbNvOczXXR3PL5eV0kKptf8tYS6y2d8vl5O6Wzb/olbzq3NJ23bJ9bbn/g7xw24/d1AeqRbjCve8kLw6Vcf+ElnNa3P+e9emKLli9atvICmNgLjvjGawpwl5eJq+vPo/qeu1jdA3jLf9tpWzy3bMsUrMYZ0XdESsNynTbdeZS2a9hRdDaXl+t10dzy+XldJCqbX/LWEustnfL5eTuls2/6JW86tzQ9PNvnlgNm/4xApKBueM8EyXcYXkjXwjEtsrxYsWW7ZS84ZCWU1AIjEs/D7DGC0PbAW5ktT+eWlk27LdMLViIiIjkyeNk4gragyXRF1Z0IRIJZy8f0HnDZgVAehPgWARVBWF8In3WFWkUJ4gPaDUVERHIkVFuUYkpLMFKY1bxMGAL7HQ+ril23VjUGVraD24fDLqdAWdMxtUhOqBmAiIhIjmwqWU63jbs0mc6aCDXBimYty9gAe847j30/v5wOW3pR+OcO1AarKdmyPeXt3eepPu/iurSaB4z9cbMWJ5I1ClbjzFw2M6VhuU6b7jzKKstyurxcr4vmls/P6yJR2fySt5ZYb+mUz8/bKZ190y9507ml6eHZPrdM3/0LjvzgTgrDrn3lygTJV3wWZmXXmQ26r0pneV9+vYjdFp3K96fvSVG4AwDhMrAUceW/v+bp753M133eaPHy5SJtsuHZOva6VsKyr2ZSHcD1hWvSn0dLpN2WGWuT90I8ddYMO+rGi3KYndyZ9LvxECpj7J1j852VrJh07SQAxt6h8rU2bblsoPK1dipf8xTUtOenz8ylw5YdCNqG9UWWCJWFG/jrKUMpa78y42Vc8e+vKKnoQYCt7V7PcUXjsbFQEyzn4eP3Y3WXzzNahh+19LbbfxXcOgMOWgXVQQhFYFkJ/G5P+NfOpNUXbkuYdM0kCJcy9oa2GZdNuWU8o4btnXCtqs2qiIhIjtQUbOHv4w5mY+liqgo21RtXFdpEebs1PHrsqIwDVYBhX59OUU3HeoFqvMLaIn71v98weEPGi2nTTl4Ib78Kh30L7SLQsQba18KQTfDQu/Dgu2T0xTHJjJoBiIiI5NCm0uXcd+oQBi0/in3mXkqHLb3ZUvQdn+zyN74Y8By1wepmzf+gz35Z18wgGUuI8i0n8v7zRRx+bBUfd2/WItuUHcrh8SkuOE2kNAxnLoCJveE/A3Obt22VglUREZEcs4EI8/u9wvx+r7TYPPutPIhxUx+my+adUkpviBCq3Y7XXl9J7x9BWM9aAbhkLgSaqDUtDcN1MxWs5op2TRERkVZuwIoxnPm/1+m+cVdMipf2CCEKKaMoDMctyXIGW5EfLnSP/puy6wboUpn9/IiCVRERkVbNRAKcOvFpCsMlaU3Xm48oooyOYfjBwixlrhVqH04tXTiQelppHgWrIiIirdig5UcRqm2X1jQFlDGK2+r+79i8ZrJtytIUY/6ghbXprXbJkIJVERGRVqz/itEU1XRMOX0BZezPXQziNQCqjfswgDj37A6bm3ijJ2zg2QFQqTd/ckLBqoiISCsWsKl+F9USooJTOI1D+W3d0HAAHto1O3lrjZ7d0X2CtqaRflQrg66/VckNBasiIiKt2LfdPqYqtLnJdIYI3fiCwbxaN2xLEF7ro5rVWNVBGHUsLOoAm+JqTstCsKkAjjlS6yyXFKyKiIi0YnN3fCaldEGqKcJ9iKAWF3hN7A1ntM2PkTXLtyWw2ylw9hiY2Au+6ggfd4Vf7wN9T4d3euU7h9sWtbYQERFpxcKhSl474EqOfu8+CmsTvx1UE9xCTfF8ysKwpDPM7gJ37w4fdifnnw1tLWoD8OIA9yP5pWBVRESklZs55FEAjp5+LxZLUbgDAFUFm6gN1PDs2NP5XufrWAKMPSWPGRXJgIJVERGRNmDmkEeZs9OTDF34A3ZYsy8RU8uSXpOZ1/8lIoFa4Lp8Z1EkIwpWRURE2ohwqJLPBj/OZ4Mfz3dWRFqMglUREZE2qF3YfTr0qtnQrxzan+U6sR+8AebrTXZpRRSsioiItDG9y2Hqy9C9EjpEPwkagV5b4NPn4er94f/Ut6q0Euq6SkREpA0JRGDiK9C3PCZQjY4D2tfCX96Hw5fnJXsiaVOwKiIi0oYctRx6VUCBTZ6mpBZum5G7PIk0h4JVERGRNuSSudCxpul0Q9dD37Ls50ekuRSsioiItCF9y1NLVx2AnluymxeRlqBgVUREpA1ZX5RaugILGwuzmxeRlqBgVUREpA35+2DYnEJfP6uKYX6n7OdHpLkUrIqIiLQhTw+EqiBEGklTFoJbRgAmV7kSyZyCVRERkTakKgSHHwWbCqA6QTBaFoLHd4bHBuc+byKZULAqIiLSxszsBsNPhvG7uuC0KgAWF8CeOQZ+ehCqVZVWQ1+wEhERaYOWlcIVB8JV+0OnanihJ0QMvDgg3zkTSY9qVkVERNqwSADWt3OBqkhrpGBVRERERHxLwaqIiIiI+JaCVRERERHxLb1gFeeu0+4C4Oqnr250WK7TpjuPnbvvnFLZspnnbK6L5pbPz+siUdn8kreWWG/plM/P2ymdfdMvedO5vg07OAAAElBJREFUpem86dySn7zp3NJ02m2ZgtU4I/qOSGlYrtOmO4/SdqU5XV6u10Vzy+fndZGobH7JW0ust3TK5+ftlM6+6Ze86dzS9HCdW/KTN51bmk67LVMzABERERHxLQWrIiIiIuJbClZFRERExLfUZjXOzGUzUxqW67TpzqOssiyny8v1umhu+fy8LhKVzS95a4n1lk75/Lyd0tk3/ZI3nVuaHq5zS37ypnNL02m3ZcZam3Tk1Fkz7KgbL8phdnJn0u/GQ6iMsXeOzXdWsmLStZMAGHuHytfatOWygcrX2ql8rVdbLhtsA+W7ZhKESxl7Q9uMy6bcMp5Rw/ZO+J01NQMQERGRtBSFIRDJdy5kW6FmACIiItKk7hVwxRy49AvoVANYeK8H/GEEvNYHSFgnJtJ8ClZFRESkUYM3wLSXobQGimNqVA9ZBXu+DRMGweUHooBVskLNAERERCSpYATefhW6VNUPVKNKw3DuV3D+/NznTbYNClZFREQkqXFLoWMNBBtJUxqGGz4Fkr+zLZIxBasiIiKS1AVfumC1KV0rYej67OdHtj0KVkVERCSp7pWppasNQNeq7OZFtk0KVkVERCSpb0pSS1cQgVXF2c2LbJsUrIqIiEhS43eBTQVNp1tWAvM6Zz8/su1RsCoiIiJJvdEHvm0PNY10S1UehN/snbs8ybZFwaqIiIgkZQ0cerRrDlAW1zt72LhA9dY94bkd85M/afv0UQARERFp1IoSGHoynLEArpkNfcuhOgCv9oU7h8Mn3fKdQ2nLFKyKiIhIk7YUwMO7uh+RXFIzABERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER31KwKiIiIiK+pWBVRERERHxLwaqIiIiI+JaCVRERERHxLQWrIiIiIuJbClZFRERExLcUrIqIiIiIbylYFRERERHfUrAqIiIiIr6lYFVEREREfEvBqoiIiIj4loJVEREREfEtBasiIiIi4lsKVkVERETEtxSsioiIiIhvKVgVEREREd9SsCoiIiIivqVgVURERER8S8GqiIiIiPiWglURERER8S0FqyIiIiLiWwpWRURERMS3FKyKiIiIiG8pWBURERER3wrlOwOSnpP3OpnRQ0Yzou8I9uizBx2LO/LP9//JWY+clXSaA3Y6gOuPuZ79B+5PcUExX63+ir9P+zv3TbyPiI3kMPeN61LShRP3PJFjhh/DsB2GsUPnHagOVzP7m9k8+t6jPPruo1hrG0zXWsoHcPvJt7N3/70Z3GMw3Uq7UVFTwZLvlvDCzBe4f+L9rCtf12Ca1lS+eGfsdwb/vOCfAFzw2AU8Mu2RBmmOGX4M1x5xLXv23ZNgIMjnKz7ngckP8Pj0x3Od3SYt+sMiBnQbkHDcyo0r6XVtrwbDtf38oS0fe9vCubMtX/ukaQpWW5nrj72eEX1HsLlyM8vXL6djccdG0x+3x3E8e8mzVNZU8vSMp1lXvo5xw8dx9w/v5qCdD+IH43+Qo5w37dS9T+WhMx9ixYYVTJo3iaXfLaVHxx6ctNdJPHLOIxy1+1Gc+tCp9aZpTeUDuPp7V/PJ0k94c+6brN68mpKiEvYfuD83H3czFx5yIfv/Yf966Vtb+WL12a4P9//ofjZXbqZDuw4J0/x07E+5/0f3s3bzWv75wT+pDldzyshTeOz8xxi2wzB+/szPc5zrpm3YsoG737q7wfCyqrIGw7T9/LP9Ujn2lq9fXpe+NW27beHc2ZavfdI0BautzNVPX/3/7d1/UNR1HsfxFyIigkr5i+rIU1C8TkuSutMUReewNMsxG+ua8dQbSkezccRmRO2HekVzOJUylaMzJDQ3mmZaeVZTgmLWJUlh+AM5f1/+APwRS0KA3B/MrsiusEuy+/kuz8cMf/DZD8v7vZ/v97Mv2F86ffG0is8Xa2T/kcpZkHPDuYHtArVm6hrVXq3VqLRR+u7Ed5KkJVuWaMf8HXo87nFN2TdFG/Zu8FL1TSs6V6QJqyZo2/5t1/0XIOXDFH2b8q0mD5msSfdO0uZ9myVZrz9J6vJsF1XVVDmNL5+4XIvGL9LChxY6xjp37Gy5/hrKmJahMluZNudv1oKxzqGld7feSns8TWW2MsX9I04nyk5IkpZ+slR7F+1V8thkfbDvA31z9Btvl96kS79c0ssfv9zsPNbPrPVz59yb/a/Zkqy3t7i7d9pZ8dj05L7Piv2haTxn1WJyDueo+HyxW3N7hPVQzy49tX7vesfJKklVNVVavHWxJGnWyFmtUmdLZB/K1icFnzg9XHXu53N6Z9c7kqRRMaMc41brT5LLO0tJej/vfUlSv179HGOTh0y2XH92c8fM1egBozX93emqqKpwOWfGAzPUMaij0rPTHUFHqg+Dr/z7FUnSzJEzvVJva2D9zFo/T849q+0tnu6dVjw2Pbnvs2J/aBph1Y/dEnqLJOnTwk+dLttVtEsVVRUaFjVMHdp38HZpHquuqZYk1dTWOMb8qb8J90yQJBWcLnCMjR4wWpL1+hsQMUCpk1L15pdvKvdI7g3nOfr70bm/7T9uv26OSYLbB+upPz2lheMWau6YuRoVM0rtApy3UtbPzPVrzNW55097i6u906rHprv8vb+2iKcB+LGQoBBJUtHZIqfLaq/W6ljpMQ28Y6D6du+rQ2cPebs8twW2C9TUoVMlXb/5WLm/+YnzFRYcpq4hXRX3+ziN6DdCP5z6QanbU7Vx5kZJUkxEjCRr9RfYLlBZf8/SyQsnlfJhSpNzHf2dc+7v7OWzslXaFHlrpEI6hOjKr1dapd6WuC38NseLjuyOlhzV9Hena1fRLscY62fm+jV17tlZeW9pqPHeGXtnrCRrHpue8Pf+2iLCqh9rH1i/vJevXHZ5uX08vFO412pqidRJqRr0u0HaVrBNnxd+7hi3cn/JicmK6Brh+H77/u2aljFNpbZSx1jXkK6SrNXfCw+/oNg7YzX8teGqrK5scq47/YV1rA8VpoSdjD0Zyj2Sq8L/Faq8qlx9u/fVnNFz9PSIp7V97nYNTR3qmMv6mbd+knvnnpX3loYa753258Rb8dj0hL/31xYRVmG0Z0c/q+SxyTp45mCTb1FiNfa3OOrZuaeGRQ9T6qRU5b+Qr4dXPezjylru/j73K2VcilZ8vsKYF9XcbEs/Xnrd94U/FWrWe7Nkq7QpeWyyXnrkJd8UdhO0hfWTmj738k/m+7i6m8df9060TTxn1Y/Zn6Nk/yuzMfv4pV8uea0mT8xOmK2VT65U4U+FSkhL0MVfLl53udX7k6Tz5ee1JX+LEl9PVLfQbsqcce29Ke1//Vuhv8B2gcqckamic0VasnWJWz/jbn83+u+ISd7ZWf8ilvh+8Y4x1s/s9Wvq3LP63tLc3mmlY7Ml/L2/toiw6seuVNc/9NY/or/TZYHtAtWnex9V11TraOlRb5fWrOfGPKf0v6Zr/+n9SkhL0LmfzznNsXJ/jZ28cFIHzhzQwDsGKigwSJJ0+OxhSdboLyw4TDERMbrr9rtU9XaV6tbUOb7s/21c+7e1qltTp+ge0ZIa9NfLub+IrhEK6ximUxdOGfUQ8o2U2EokSaHBoY4x1s8a69fw3OsW1k2StfcWd/ZOKx2bLeHv/bVFhFU/drGi/q/pB//4oNNl8f3jFRocqj3/3aNfa371dmlNev7B5/XGE28o/2S+ElYkqKS8xOU8q/Z3I7eH3y5Jjref2XFohyRr9FdVU6W1uWtdfu07sU+SlHskV2tz1+pyZf1/PRz9DXTu76GBD103x3R/7lv/YQ5HS67d+bF+1lk/+7lXe7VWknX3Fnf3Tisdmy3h7/21RYRVP1ZiK1FJeYmeuO8JDek9xDEe3D5Yyx9dLkl6e+fbvirPpcXjF+u1x15T3vE8jVkxRmW2shvOtVp//Xr1c/mpKwEBAVo+cbl6demlr4q/Us3V+ocgN323yTL9VVZXKikzyeXXRz98JElat2edkjKTHHegGXsyVFldqTkJc9S7W2/HdYV3ClfKuPpXotsfXjfBgIgB6tShk9N47269lf5kuiTpvf9ce5cA1s+c9XP33LM/LGy1vUXybO+00rHZEv7eX1vEC6ws5tHBj2pi7ERJUkSX+le0Du07VBnTMyRJpeWljo84rL1aq6TMJG2auUk5yTlav3e9LlRc0CP3PKIBtw3QxryNRn2Cx9ShU7Vs4jLV1NYo90iu5o6Z6zTneNlxrduzTpL1+hs3cJxenfSqdhfv1rHSYyqzlalXl14a2X+konpG6cylM0rKTNJbT70lSSqvLLdUf546XnpcCzYt0KonVylvUZ425G1wfFxn5K2RSvsszagX+ky5b4rmJ87XrqJdOlF2QuVV5YrqEaXxg8YrpEOIthVsU9pnaUq8K1ES62fS+rl77tlZbW9xd++0s+Kx6c59n50V+0PTCKsWMzhysKYNm3bdWFTPKEX1jJJ07Q7Ebuv3WzXynyO1aPwiPXbvY+oY1FHF54s1b8M8rfxypTdLb1af7n0k1b9tzLy/zHM5J+dwjiOsStbq74uDXyh6d7SG9xuu2MhYhXcKV0VVhYrOFynroyyt/HKl0wshrNRfS6TvSNfx0uNKTkzW1KFT1S6gnQ6cOaDFWxYr8+vM5q/Ai7IPZysmIkaxkbF6IPoBhXYI1aUrl7S7eLeyvslS1tdZTj/D+pnB3889d/fOhqzUn+TefV/DQG61/tC0gMYfz9ZQbkFeXfyLz3ixHO/JXrZaam9TwooEX5fSKrKTsyVJCWn0ZzX+3JtEf1ZHf9blz71JbaC/+dlSTZgSlvhnLtu5dLXiB8UFuLqM56wCAADAWIRVAAAAGIuwCgAAAGMRVgEAAGAswioAAACMRVgFAACAsQirAAAAMBZhFQAAAMYirAIAAMBYhFUAAAAYi7AKAAAAYxFWAQAAYCzCKgAAAIxFWAUAAICxCKsAAAAwFmEVAAAAxiKsAgAAwFiEVQAAABiLsAoAAABjEVYBAABgLMIqAAAAjNXe1wWY5vUpr0uS5m2Y1+SYt+d6eh3RPaLd6q01a27N2+K39mfybeGqN1Nquxm3myf9mbxOnhybptTG3tJ8bewtvqmNvaX5uW0ZYbWRwZGD3Rrz9lxPryOsY5hXf5+3b4vf2p/Jt4Wr3kyp7Wbcbp70Z/I6eXJsmlIbe0vz4+wtvqmNvaX5uW0ZYbWR709979aYt+d6eh22SptXf5+3b4vf2p/Jt4Wr3kyp7Wbcbp70Z/I6eXJsmlIbe0vz4+wtvqmNvaX5uW1ZQF1d3Q0vzC3Iq4t/8RkvluM92ctWS+1tSliR4OtSWkV2crYkKSGN/qzGn3uT6M/q6M+6/Lk3qQ30Nz9bqglTwhL/zGU7l65W/KC4AFeXNRlWL9vK6wqOHm61wnxpxN1xkqTcgzm+LaSVjPjDKF+X4BX+uH6snbWxftbWFtaPtbO23II8X5fQKu7uG6OuYZ09D6uqrs5traJ8LihouCSpunq3jytpHfb+/J0/rh9rZ22sn7W1hfVj7azNX9dPkoKCRrgabjqsAgAAAD7E+6wCAADAWIRVAAAAGIuwCgAAAGMRVgEAAGAswioAAACMRVgFAACAsQirAAAAMBZhFQAAAMYirAIAAMBYhFUAAAAYi7AKAAAAYxFWAQAAYCzCKgAAAIxFWAUAAICxCKsAAAAwFmEVAAAAxiKsAgAAwFiEVQAAABiLsAoAAABjEVYBAABgLMIqAAAAjEVYBQAAgLEIqwAAADAWYRUAAADGIqwCAADAWIRVAAAAGIuwCgAAAGMRVgEAAGAswioAAACMRVgFAACAsQirAAAAMBZhFQAAAMb6P9mWylz4lXkfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x455.76 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_play(20170907001509)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}