{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows you how to create Marking Maps from tracking data. If you're not interested in the code or you're not familiar with the concept, you can read [this blog post](https://medium.com/football-crunching/introducing-marking-maps-b37951e77bb1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "import sys, os\n",
    "sys.path.insert(0, os.path.abspath('../scripts/'))\n",
    "import footyviz\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "pd.set_option('mode.chained_assignment',None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Data\n",
    "\n",
    "For this notebook, I used Period 1 of [Metrica’s Sample Match 1](https://github.com/metrica-sports/sample-data/tree/master/data/Sample_Game_1).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Period</th>\n",
       "      <th>Frame</th>\n",
       "      <th>Time [s]</th>\n",
       "      <th>player</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>x_future</th>\n",
       "      <th>y_future</th>\n",
       "      <th>x_mark</th>\n",
       "      <th>y_mark</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Player25</td>\n",
       "      <td>95.03445</td>\n",
       "      <td>32.27416</td>\n",
       "      <td>95.03445</td>\n",
       "      <td>32.27416</td>\n",
       "      <td>93.072314</td>\n",
       "      <td>32.661487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Player15</td>\n",
       "      <td>61.31265</td>\n",
       "      <td>14.13992</td>\n",
       "      <td>61.31265</td>\n",
       "      <td>14.13992</td>\n",
       "      <td>59.627730</td>\n",
       "      <td>15.217438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Player16</td>\n",
       "      <td>71.04090</td>\n",
       "      <td>31.76280</td>\n",
       "      <td>71.04090</td>\n",
       "      <td>31.76280</td>\n",
       "      <td>69.113552</td>\n",
       "      <td>32.296963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Player17</td>\n",
       "      <td>70.67550</td>\n",
       "      <td>52.00368</td>\n",
       "      <td>70.67550</td>\n",
       "      <td>52.00368</td>\n",
       "      <td>68.676437</td>\n",
       "      <td>51.942469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Player18</td>\n",
       "      <td>42.82215</td>\n",
       "      <td>41.83700</td>\n",
       "      <td>42.82215</td>\n",
       "      <td>41.83700</td>\n",
       "      <td>40.867717</td>\n",
       "      <td>42.261490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Period  Frame  Time [s]    player         x         y  x_future  y_future  \\\n",
       "0       1      1      0.04  Player25  95.03445  32.27416  95.03445  32.27416   \n",
       "1       1      1      0.04  Player15  61.31265  14.13992  61.31265  14.13992   \n",
       "2       1      1      0.04  Player16  71.04090  31.76280  71.04090  31.76280   \n",
       "3       1      1      0.04  Player17  70.67550  52.00368  70.67550  52.00368   \n",
       "4       1      1      0.04  Player18  42.82215  41.83700  42.82215  41.83700   \n",
       "\n",
       "      x_mark     y_mark  \n",
       "0  93.072314  32.661487  \n",
       "1  59.627730  15.217438  \n",
       "2  69.113552  32.296963  \n",
       "3  68.676437  51.942469  \n",
       "4  40.867717  42.261490  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATA_DIR = '../../sample-data/data/Sample_Game_1/' #point to where you downloaded metrica's sample data to\n",
    "dfEvents = pd.read_csv(DATA_DIR+'Sample_Game_1_RawEventsData.csv')\n",
    "dfAway = pd.read_csv(DATA_DIR+'Sample_Game_1_RawTrackingData_Away_Team.csv', skiprows=2)\n",
    "dfHome = pd.read_csv(DATA_DIR+'Sample_Game_1_RawTrackingData_Home_Team.csv', skiprows=2)\n",
    "\n",
    "def get_pos_meters(df, x='x', y='y'):\n",
    "    return df[[x, y]]*np.array([105/100, 68/100])\n",
    "\n",
    "def get_pos_vis(df, x='x', y='y'):\n",
    "    return df[[x, y]]*np.array([100/105, 100/68])\n",
    "\n",
    "def add_mark_pos(df, target, t=5):\n",
    "    if t:\n",
    "        df['x_future'] = df['x']+df['dx']*t\n",
    "        df['y_future'] = df['y']+df['dy']*t\n",
    "    else:\n",
    "        df['x_future'] = df['x']\n",
    "        df['y_future'] = df['y']\n",
    "\n",
    "    dist = target-df[['x_future', 'y_future']]\n",
    "    \n",
    "    df[['x_mark', 'y_mark']] = df[['x_future', 'y_future']]+dist.values/np.linalg.norm(dist.values, axis=1, keepdims=True)*2\n",
    "    return df\n",
    "\n",
    "def convert_df(df, target):\n",
    "    columns = df.columns[3:]\n",
    "    players = columns[::2]\n",
    "    other = columns[1::2]\n",
    "\n",
    "    x = df.set_index(['Period', 'Frame', 'Time [s]'])[players]\n",
    "    y = df.set_index(['Period', 'Frame', 'Time [s]'])[other]\n",
    "    y.columns = players\n",
    "\n",
    "    dfConverted = pd.concat([x.stack(),y.stack()], axis=1)*100\n",
    "    dfConverted.columns = ['x', 'y']\n",
    "\n",
    "    dfConverted = add_mark_pos(get_pos_meters(dfConverted), target, t=0)\n",
    "\n",
    "    return dfConverted.reset_index().rename(columns={'level_3': 'player'})\n",
    "\n",
    "def proccess_df(df, edge, bg, team):\n",
    "    df = df.set_index('Frame')\n",
    "    df[['x','y']] =  get_pos_vis(df)\n",
    "    df['edgecolor'] = edge\n",
    "    df['bgcolor'] = bg\n",
    "    df['team'] = team\n",
    "    df['player'] = df.player.replace({'Ball':0})\n",
    "    df['player_id'] = df.player.str.replace('Player', '')\n",
    "    return df\n",
    "    \n",
    "\n",
    "dfAway = convert_df(dfAway, np.array([5.5/1.05,50]))\n",
    "dfHome = convert_df(dfHome,  np.array([100-5.5/1.05,50]))\n",
    "dfFull = pd.concat([proccess_df(dfHome, 'white', 'red', 'attack'),\n",
    "                    proccess_df(dfAway[dfAway.player!='Ball'], 'white', 'blue', 'defense'),\n",
    "                   ])\n",
    "\n",
    "dfAway.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining Marking\n",
    "\n",
    "The marking relationships were calculated as follows:\n",
    "\n",
    "1. Calculate the ideal position for marking each attacking player (defined as two meters from the attacker towards the goal)\n",
    "\n",
    "2. Take a defender, and then:\n",
    "* Calculate the distance from the defender to each attacker’s marking position.\n",
    "* Filter to the minimum distance.\n",
    "* If that distance is above a threshold (I used 7.5m), then assume the defender isn’t marking anyone.\n",
    "\n",
    "3. Loop through all defenders (so, one defender can only be marking one attacker, but two defenders can be marking the same attacker).\n",
    "\n",
    "4. If an attacker has no defender marking him, add a row to the table (with no marker).\n",
    "There are a lot of things you can do to improve on this (e.g. consider momentum, prioritize free attackers, prioritize stable relationships). That may be a subject for a later post."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1min 25s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "def get_marking_player(df_att, df_def, did, max_dist=2.5):\n",
    "    df_def = df_def.loc[df_def.player==did].set_index('Frame')\n",
    "    df_att = df_att.loc[df_att.player!='Ball']\n",
    "    df_att = df_att.set_index('Frame').join(df_def.loc[:,['x','y']], rsuffix='_def')\n",
    "    df_att.loc[:,'distance_to_def'] = np.linalg.norm(df_att[['x_mark', 'y_mark']].values-df_att[['x_def', 'y_def']].values, axis=1)\n",
    "    df_min_dist = df_att.groupby('Frame')['distance_to_def'].transform(min)\n",
    "    df_mark = df_att.loc[df_att.distance_to_def==df_min_dist]\n",
    "    df_mark.loc[df_mark.distance_to_def>max_dist,'player'] = 'None'\n",
    "    df_mark.loc[:,'defender'] = did\n",
    "    return df_mark\n",
    "\n",
    "def get_marking_all(df_att, df_def, max_dist=2.5):\n",
    "    dfMark = pd.concat([get_marking_player(df_att, df_def, did, max_dist) for did in df_def.player.unique() if did!='Ball'])\n",
    "    for player in df_att.player.unique():\n",
    "        if player != 'Ball':\n",
    "            total_frames = set(df_att.loc[df_att.player==player].set_index('Frame').index)\n",
    "            new_frames = total_frames-set(dfMark.loc[dfMark.player==player].index)\n",
    "            dfMark = dfMark.append(df_att.loc[df_att.player==player].set_index('Frame').loc[new_frames])\n",
    "    dfMark.loc[:,'defender'].fillna('None', inplace=True)\n",
    "    dfMark.loc[:,'percent'] = 1/len(df_att.Frame.unique())\n",
    "    return dfMark\n",
    "\n",
    "dfMark = get_marking_all(dfHome, dfAway, max_dist=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#basic viz\n",
    "fig,ax,dfF = footyviz.draw_frame(dfFull, t=380/20, label='player_id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Red Team Attacking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 14.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "dfEvents = dfEvents.loc[dfEvents.Period==1]\n",
    "dfEvents.loc[:,'Possession_ID'] = (dfEvents['Team']!=dfEvents['Team'].shift()).cumsum()\n",
    "\n",
    "dfPossessions = dfEvents.loc[dfEvents.Team=='Home'].groupby('Possession_ID').agg({'Start Frame': min,\n",
    "                                                              'End Frame': max})\n",
    "\n",
    "flatten = lambda l: [item for sublist in l for item in sublist]\n",
    "PossFrames = flatten([range(x['Start Frame'],x['End Frame']) for i, x in dfPossessions.iterrows()])\n",
    "\n",
    "dfHomePoss = dfHome.set_index('Frame').loc[PossFrames]\n",
    "dfAwayPoss = dfAway.set_index('Frame').loc[PossFrames]\n",
    "\n",
    "dfMarkPoss = get_marking_all(dfHomePoss.reset_index(), dfAwayPoss.reset_index(), max_dist=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 12.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "def get_possession_dfs(att_team, dfHome, dfAway, dfEvents):\n",
    "    '''\n",
    "    att_team should be either `Home` or `Away`\n",
    "    '''\n",
    "    dfEvents['Possession_ID'] = (dfEvents['Team']!=dfEvents['Team'].shift()).cumsum()\n",
    "    dfPossessions = dfEvents.loc[dfEvents.Team==att_team].groupby('Possession_ID').agg({'Start Frame': min,\n",
    "                                                                  'End Frame': max})\n",
    "    flatten = lambda l: [item for sublist in l for item in sublist]\n",
    "    PossFrames = flatten([range(x['Start Frame'],x['End Frame']) for i, x in dfPossessions.iterrows()])\n",
    "    dfHomePoss = dfHome.set_index('Frame').loc[PossFrames]\n",
    "    dfAwayPoss = dfAway.set_index('Frame').loc[PossFrames]\n",
    "    return dfHomePoss, dfAwayPoss\n",
    "\n",
    "dfHomePoss, dfAwayPoss = get_possession_dfs('Away', dfHome, dfAway, dfEvents)\n",
    "dfMarkPoss = get_marking_all(dfAwayPoss.reset_index(), dfHomePoss.reset_index(), max_dist=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col0 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col1 {\n",
       "            background-color:  #f0eaf4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col2 {\n",
       "            background-color:  #f0eaf4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col3 {\n",
       "            background-color:  #023858;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col4 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col5 {\n",
       "            background-color:  #eee9f3;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col6 {\n",
       "            background-color:  #f0eaf4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col7 {\n",
       "            background-color:  #a7bddb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col8 {\n",
       "            background-color:  #f0eaf4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col9 {\n",
       "            background-color:  #ede8f3;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col10 {\n",
       "            background-color:  #f1ebf5;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col11 {\n",
       "            background-color:  #dcdaeb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col12 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col0 {\n",
       "            background-color:  #509ac6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col2 {\n",
       "            background-color:  #dbdaeb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col4 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col6 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col8 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col9 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col10 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col11 {\n",
       "            background-color:  #e7e3f0;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col12 {\n",
       "            background-color:  #eee9f3;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col0 {\n",
       "            background-color:  #4a98c5;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col2 {\n",
       "            background-color:  #e1dfed;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col4 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col5 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col6 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col8 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col9 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col10 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col11 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col12 {\n",
       "            background-color:  #d6d6e9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col0 {\n",
       "            background-color:  #4e9ac6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col1 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col2 {\n",
       "            background-color:  #e9e5f1;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col4 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col6 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col7 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col8 {\n",
       "            background-color:  #f5eef6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col9 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col10 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col11 {\n",
       "            background-color:  #f4eef6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col12 {\n",
       "            background-color:  #e4e1ef;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col0 {\n",
       "            background-color:  #8bb2d4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col1 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col2 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col4 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col5 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col6 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col7 {\n",
       "            background-color:  #e9e5f1;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col8 {\n",
       "            background-color:  #faf2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col9 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col10 {\n",
       "            background-color:  #f4eef6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col11 {\n",
       "            background-color:  #b4c4df;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col12 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col0 {\n",
       "            background-color:  #d9d8ea;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col1 {\n",
       "            background-color:  #f9f2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col2 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col4 {\n",
       "            background-color:  #ede8f3;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col5 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col6 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col7 {\n",
       "            background-color:  #f1ebf5;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col8 {\n",
       "            background-color:  #ede7f2;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col9 {\n",
       "            background-color:  #d9d8ea;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col10 {\n",
       "            background-color:  #c9cee4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col11 {\n",
       "            background-color:  #ebe6f2;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col12 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col0 {\n",
       "            background-color:  #afc1dd;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col2 {\n",
       "            background-color:  #d4d4e8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col4 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col6 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col8 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col9 {\n",
       "            background-color:  #dddbec;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col10 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col11 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col12 {\n",
       "            background-color:  #b0c2de;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col0 {\n",
       "            background-color:  #d4d4e8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col1 {\n",
       "            background-color:  #ede8f3;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col2 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col4 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col5 {\n",
       "            background-color:  #fbf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col6 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col7 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col8 {\n",
       "            background-color:  #d6d6e9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col9 {\n",
       "            background-color:  #d2d3e7;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col10 {\n",
       "            background-color:  #dad9ea;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col11 {\n",
       "            background-color:  #f9f2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col12 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col0 {\n",
       "            background-color:  #5a9ec9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col1 {\n",
       "            background-color:  #f4eef6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col2 {\n",
       "            background-color:  #faf2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col4 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col6 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col8 {\n",
       "            background-color:  #b9c6e0;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col9 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col10 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col12 {\n",
       "            background-color:  #fbf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col0 {\n",
       "            background-color:  #f5eff6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col1 {\n",
       "            background-color:  #dad9ea;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col2 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col3 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col4 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col5 {\n",
       "            background-color:  #89b1d4;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col6 {\n",
       "            background-color:  #b0c2de;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col7 {\n",
       "            background-color:  #e1dfed;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col8 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col9 {\n",
       "            background-color:  #ede7f2;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col10 {\n",
       "            background-color:  #e7e3f0;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col11 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col12 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col0 {\n",
       "            background-color:  #f5eff6;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col1 {\n",
       "            background-color:  #e3e0ee;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col2 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col3 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col4 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col5 {\n",
       "            background-color:  #a7bddb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col6 {\n",
       "            background-color:  #76aad0;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col7 {\n",
       "            background-color:  #e0deed;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col8 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col9 {\n",
       "            background-color:  #f6eff7;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col10 {\n",
       "            background-color:  #e7e3f0;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col11 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col12 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col0 {\n",
       "            background-color:  #023e62;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col2 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col4 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col6 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col8 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col9 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col10 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col12 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704\" ><thead>    <tr>        <th class=\"index_name level0\" >defender</th>        <th class=\"col_heading level0 col0\" >None</th>        <th class=\"col_heading level0 col1\" >Player1</th>        <th class=\"col_heading level0 col2\" >Player10</th>        <th class=\"col_heading level0 col3\" >Player11</th>        <th class=\"col_heading level0 col4\" >Player12</th>        <th class=\"col_heading level0 col5\" >Player2</th>        <th class=\"col_heading level0 col6\" >Player3</th>        <th class=\"col_heading level0 col7\" >Player4</th>        <th class=\"col_heading level0 col8\" >Player5</th>        <th class=\"col_heading level0 col9\" >Player6</th>        <th class=\"col_heading level0 col10\" >Player7</th>        <th class=\"col_heading level0 col11\" >Player8</th>        <th class=\"col_heading level0 col12\" >Player9</th>    </tr>    <tr>        <th class=\"index_name level0\" >attacker</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row0\" class=\"row_heading level0 row0\" >None</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col0\" class=\"data row0 col0\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col1\" class=\"data row0 col1\" >10%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col2\" class=\"data row0 col2\" >10%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col3\" class=\"data row0 col3\" >98%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col4\" class=\"data row0 col4\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col5\" class=\"data row0 col5\" >11%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col6\" class=\"data row0 col6\" >10%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col7\" class=\"data row0 col7\" >37%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col8\" class=\"data row0 col8\" >10%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col9\" class=\"data row0 col9\" >12%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col10\" class=\"data row0 col10\" >9%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col11\" class=\"data row0 col11\" >19%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row0_col12\" class=\"data row0 col12\" >2%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row1\" class=\"row_heading level0 row1\" >Player15</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col0\" class=\"data row1 col0\" >56%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col1\" class=\"data row1 col1\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col2\" class=\"data row1 col2\" >20%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col3\" class=\"data row1 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col4\" class=\"data row1 col4\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col5\" class=\"data row1 col5\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col6\" class=\"data row1 col6\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col7\" class=\"data row1 col7\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col8\" class=\"data row1 col8\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col9\" class=\"data row1 col9\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col10\" class=\"data row1 col10\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col11\" class=\"data row1 col11\" >15%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row1_col12\" class=\"data row1 col12\" >11%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row2\" class=\"row_heading level0 row2\" >Player16</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col0\" class=\"data row2 col0\" >57%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col1\" class=\"data row2 col1\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col2\" class=\"data row2 col2\" >17%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col3\" class=\"data row2 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col4\" class=\"data row2 col4\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col5\" class=\"data row2 col5\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col6\" class=\"data row2 col6\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col7\" class=\"data row2 col7\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col8\" class=\"data row2 col8\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col9\" class=\"data row2 col9\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col10\" class=\"data row2 col10\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col11\" class=\"data row2 col11\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row2_col12\" class=\"data row2 col12\" >22%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row3\" class=\"row_heading level0 row3\" >Player17</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col0\" class=\"data row3 col0\" >57%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col1\" class=\"data row3 col1\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col2\" class=\"data row3 col2\" >14%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col3\" class=\"data row3 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col4\" class=\"data row3 col4\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col5\" class=\"data row3 col5\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col6\" class=\"data row3 col6\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col7\" class=\"data row3 col7\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col8\" class=\"data row3 col8\" >7%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col9\" class=\"data row3 col9\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col10\" class=\"data row3 col10\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col11\" class=\"data row3 col11\" >7%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row3_col12\" class=\"data row3 col12\" >16%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row4\" class=\"row_heading level0 row4\" >Player18</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col0\" class=\"data row4 col0\" >44%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col1\" class=\"data row4 col1\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col2\" class=\"data row4 col2\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col3\" class=\"data row4 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col4\" class=\"data row4 col4\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col5\" class=\"data row4 col5\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col6\" class=\"data row4 col6\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col7\" class=\"data row4 col7\" >13%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col8\" class=\"data row4 col8\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col9\" class=\"data row4 col9\" >3%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col10\" class=\"data row4 col10\" >7%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col11\" class=\"data row4 col11\" >33%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row4_col12\" class=\"data row4 col12\" >2%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row5\" class=\"row_heading level0 row5\" >Player19</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col0\" class=\"data row5 col0\" >21%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col1\" class=\"data row5 col1\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col2\" class=\"data row5 col2\" >5%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col3\" class=\"data row5 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col4\" class=\"data row5 col4\" >12%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col5\" class=\"data row5 col5\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col6\" class=\"data row5 col6\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col7\" class=\"data row5 col7\" >9%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col8\" class=\"data row5 col8\" >12%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col9\" class=\"data row5 col9\" >21%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col10\" class=\"data row5 col10\" >27%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col11\" class=\"data row5 col11\" >13%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row5_col12\" class=\"data row5 col12\" >5%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row6\" class=\"row_heading level0 row6\" >Player20</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col0\" class=\"data row6 col0\" >34%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col1\" class=\"data row6 col1\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col2\" class=\"data row6 col2\" >23%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col3\" class=\"data row6 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col4\" class=\"data row6 col4\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col5\" class=\"data row6 col5\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col6\" class=\"data row6 col6\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col7\" class=\"data row6 col7\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col8\" class=\"data row6 col8\" >5%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col9\" class=\"data row6 col9\" >19%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col10\" class=\"data row6 col10\" >3%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col11\" class=\"data row6 col11\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row6_col12\" class=\"data row6 col12\" >34%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row7\" class=\"row_heading level0 row7\" >Player21</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col0\" class=\"data row7 col0\" >23%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col1\" class=\"data row7 col1\" >12%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col2\" class=\"data row7 col2\" >5%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col3\" class=\"data row7 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col4\" class=\"data row7 col4\" >6%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col5\" class=\"data row7 col5\" >3%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col6\" class=\"data row7 col6\" >3%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col7\" class=\"data row7 col7\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col8\" class=\"data row7 col8\" >22%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col9\" class=\"data row7 col9\" >24%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col10\" class=\"data row7 col10\" >20%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col11\" class=\"data row7 col11\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row7_col12\" class=\"data row7 col12\" >3%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row8\" class=\"row_heading level0 row8\" >Player22</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col0\" class=\"data row8 col0\" >54%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col1\" class=\"data row8 col1\" >7%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col2\" class=\"data row8 col2\" >4%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col3\" class=\"data row8 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col4\" class=\"data row8 col4\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col5\" class=\"data row8 col5\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col6\" class=\"data row8 col6\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col7\" class=\"data row8 col7\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col8\" class=\"data row8 col8\" >31%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col9\" class=\"data row8 col9\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col10\" class=\"data row8 col10\" >5%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col11\" class=\"data row8 col11\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row8_col12\" class=\"data row8 col12\" >3%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row9\" class=\"row_heading level0 row9\" >Player23</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col0\" class=\"data row9 col0\" >6%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col1\" class=\"data row9 col1\" >20%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col2\" class=\"data row9 col2\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col3\" class=\"data row9 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col4\" class=\"data row9 col4\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col5\" class=\"data row9 col5\" >44%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col6\" class=\"data row9 col6\" >34%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col7\" class=\"data row9 col7\" >17%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col8\" class=\"data row9 col8\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col9\" class=\"data row9 col9\" >12%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col10\" class=\"data row9 col10\" >14%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col11\" class=\"data row9 col11\" >5%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row9_col12\" class=\"data row9 col12\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row10\" class=\"row_heading level0 row10\" >Player24</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col0\" class=\"data row10 col0\" >6%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col1\" class=\"data row10 col1\" >16%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col2\" class=\"data row10 col2\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col3\" class=\"data row10 col3\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col4\" class=\"data row10 col4\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col5\" class=\"data row10 col5\" >37%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col6\" class=\"data row10 col6\" >49%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col7\" class=\"data row10 col7\" >18%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col8\" class=\"data row10 col8\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col9\" class=\"data row10 col9\" >6%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col10\" class=\"data row10 col10\" >15%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col11\" class=\"data row10 col11\" >1%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row10_col12\" class=\"data row10 col12\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704level0_row11\" class=\"row_heading level0 row11\" >Player25</th>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col0\" class=\"data row11 col0\" >96%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col1\" class=\"data row11 col1\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col2\" class=\"data row11 col2\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col3\" class=\"data row11 col3\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col4\" class=\"data row11 col4\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col5\" class=\"data row11 col5\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col6\" class=\"data row11 col6\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col7\" class=\"data row11 col7\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col8\" class=\"data row11 col8\" >2%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col9\" class=\"data row11 col9\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col10\" class=\"data row11 col10\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col11\" class=\"data row11 col11\" >0%</td>\n",
       "                        <td id=\"T_cbabcedc_b7a5_11ea_8e47_1c1bb57d3704row11_col12\" class=\"data row11 col12\" >2%</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2c06668b188>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_marking_table(dfMark):\n",
    "    markings = dfMark.reset_index().pivot_table(values='percent',\n",
    "                                                index='player',\n",
    "                                                columns='defender',\n",
    "                                                aggfunc='sum',\n",
    "                                                margins=False,\n",
    "                                                fill_value=0                                       \n",
    "                                               ).rename_axis(index='attacker')\n",
    "\n",
    "    return (markings*100).style.format('{0:,.0f}%').background_gradient(axis=None)\n",
    "\n",
    "get_marking_table(dfMarkPoss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfHomePoss, dfAwayPoss = get_possession_dfs('Away', dfHome, dfAway, dfEvents)\n",
    "dfHomePoss = dfHomePoss.loc[dfHomePoss.player!='Player12']\n",
    "dfMarkPoss = get_marking_all(dfAwayPoss.reset_index(), dfHomePoss.reset_index(), max_dist=7.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_marking_map(dfMark, dfDef, dfAtt=None, att_color='red', def_color='blue', frame=None, min_percent=0.1, drop_ball=True):\n",
    "    fig,ax = footyviz.draw_pitch()\n",
    "    if dfAtt is None:\n",
    "        dfAtt=dfMark\n",
    "    if frame is None:\n",
    "        dfPlayersDefense = get_pos_vis(dfDef.groupby('player')[['x','y']].mean())\n",
    "        dfPlayersAttack = get_pos_vis(dfAtt.groupby('player')[['x','y']].mean())\n",
    "    else:\n",
    "        dfPlayersDefense = get_pos_vis(dfDef.loc[frame].set_index('player'))\n",
    "        dfPlayersAttack = get_pos_vis(dfAtt.loc[frame].set_index('player'))\n",
    "        dfMark = dfMark.loc[frame]\n",
    "        min_percent = 0\n",
    "    if drop_ball:\n",
    "        dfPlayersDefense = dfPlayersDefense.drop('Ball')\n",
    "        dfPlayersAttack = dfPlayersAttack.drop('Ball')\n",
    "    else:\n",
    "        dfPlayersDefense = dfPlayersDefense.rename({'Ball': 0})\n",
    "        dfPlayersAttack = dfPlayersAttack.rename({'Ball': 0})\n",
    "\n",
    "    dfPlayersDefense['edgecolor'] = 'white'\n",
    "    dfPlayersDefense['bgcolor'] = def_color\n",
    "    dfPlayersDefense['team'] = 'defense'\n",
    "    dfPlayersDefense['player_id'] = dfPlayersDefense.index.str.replace('Player', '')\n",
    "    footyviz.add_players(fig, ax, dfPlayersDefense, label='player_id')\n",
    "\n",
    "    dfPlayersAttack['edgecolor'] = 'white'\n",
    "    dfPlayersAttack['bgcolor'] = att_color\n",
    "    dfPlayersAttack['team'] = 'attack'\n",
    "    dfPlayersAttack['player_id'] = dfPlayersAttack.index.str.replace('Player', '')\n",
    "    footyviz.add_players(fig, ax, dfPlayersAttack, label='player_id')\n",
    "\n",
    "    markings_list = dfMark.groupby(['player', 'defender'])['percent'].sum().drop(\n",
    "        'None', errors='ignore').drop('None', level=1, errors='ignore')\n",
    "    markings_list = markings_list[markings_list>min_percent]\n",
    "\n",
    "    for i, percent in markings_list.iteritems():\n",
    "        linewidth = (percent*6)**2 if frame is None else 1\n",
    "        attack_pos = dfPlayersAttack.loc[i[0]][['x','y']]\n",
    "        defend_pos = dfPlayersDefense.loc[i[1]][['x','y']]\n",
    "        ax.add_line(plt.Line2D((attack_pos['x'],defend_pos['x']),\n",
    "                               (attack_pos['y'],defend_pos['y']),\n",
    "                               c='dimgray', linewidth=linewidth,\n",
    "                               zorder=20\n",
    "                              ))\n",
    "\n",
    "    plt.scatter(data=dfPlayersDefense.loc[set(markings_list.reset_index().defender)], x='x', y='y', s=600, c='dimgray', marker='o', zorder=20)\n",
    "    \n",
    "    direction = -1 if (dfAtt['x'].mean()-dfDef['x'].mean())>0 else 1\n",
    "    arrowpros = {'width': 5, 'linewidth': '1', 'ec':'white', 'fc':att_color}\n",
    "    ax.annotate('', xy=(50+10*direction, -5), xytext=(50-5*direction,-5), arrowprops=arrowpros)\n",
    "    plt.text(45.5 if direction==1 else 42, -3.5, 'direction of play')\n",
    "\n",
    "    leg_d_x = 50+30*direction\n",
    "    leg_a_x = 50+25*direction\n",
    "    df_legend = pd.DataFrame([[leg_d_x,-4,'D',def_color,'white', 'defense'],\n",
    "                              [leg_a_x,-4,'A',att_color,'white', 'attack']],\n",
    "                             columns=('x','y','player_id','bgcolor','edgecolor', 'team'),\n",
    "                             index=(1,2)\n",
    "                            )\n",
    "\n",
    "    footyviz.add_players(fig, ax, df_legend, label='player_id')\n",
    "    ax.add_line(plt.Line2D((leg_d_x,leg_a_x), (-4,-4),c='dimgray', linewidth=linewidth,zorder=20))\n",
    "    plt.scatter(leg_d_x,-4,s=600, c='dimgray', marker='o', zorder=20)\n",
    "    plt.autoscale(axis='y')\n",
    "    fig.set_size_inches(12.8, 7.6)\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images below show a few random moments from the match. The marking relationships are shown as a line between the defender (with a circle around him) and the attacker:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1280x760 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x2c00250cf08>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#show random moments\n",
    "draw_marking_map(dfMarkPoss, dfHomePoss, dfAwayPoss, frame=dfAwayPoss.sample().index[0], drop_ball=False)\n",
    "draw_marking_map(dfMarkPoss, dfHomePoss, dfAwayPoss, frame=dfAwayPoss.sample().index[0], drop_ball=False)\n",
    "draw_marking_map(dfMarkPoss, dfHomePoss, dfAwayPoss, frame=dfAwayPoss.sample().index[0], drop_ball=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, the Marking Map: plot the average position of each player and add a line for each common marking relationship (I defined common as being present at least 10% of total possession time). The thickness of the line represents frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = draw_marking_map(dfMarkPoss, dfHomePoss, dfAwayPoss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Blue Team Attacking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 14.7 s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col0 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col1 {\n",
       "            background-color:  #96b6d7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col2 {\n",
       "            background-color:  #acc0dd;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col3 {\n",
       "            background-color:  #b8c6e0;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col4 {\n",
       "            background-color:  #7eadd1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col5 {\n",
       "            background-color:  #a8bedc;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col6 {\n",
       "            background-color:  #d2d3e7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col7 {\n",
       "            background-color:  #d1d2e6;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col8 {\n",
       "            background-color:  #bbc7e0;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col9 {\n",
       "            background-color:  #dddbec;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col10 {\n",
       "            background-color:  #c8cde4;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col11 {\n",
       "            background-color:  #023c5f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col0 {\n",
       "            background-color:  #bbc7e0;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col1 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col2 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col3 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col4 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col5 {\n",
       "            background-color:  #f6eff7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col6 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col7 {\n",
       "            background-color:  #f0eaf4;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col8 {\n",
       "            background-color:  #ece7f2;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col9 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col10 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col0 {\n",
       "            background-color:  #adc1dd;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col1 {\n",
       "            background-color:  #d9d8ea;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col2 {\n",
       "            background-color:  #f1ebf4;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col3 {\n",
       "            background-color:  #e9e5f1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col4 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col5 {\n",
       "            background-color:  #f5eff6;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col6 {\n",
       "            background-color:  #dcdaeb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col7 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col8 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col9 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col10 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col0 {\n",
       "            background-color:  #023858;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col2 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col4 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col5 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col6 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col7 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col8 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col9 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col10 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col0 {\n",
       "            background-color:  #569dc8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col2 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col3 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col4 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col5 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col6 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col7 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col8 {\n",
       "            background-color:  #fbf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col9 {\n",
       "            background-color:  #d5d5e8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col10 {\n",
       "            background-color:  #ebe6f2;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col0 {\n",
       "            background-color:  #7eadd1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col1 {\n",
       "            background-color:  #fbf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col2 {\n",
       "            background-color:  #faf2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col3 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col4 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col5 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col6 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col7 {\n",
       "            background-color:  #fbf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col8 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col9 {\n",
       "            background-color:  #eae6f1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col10 {\n",
       "            background-color:  #acc0dd;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col0 {\n",
       "            background-color:  #056caa;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col1 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col2 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col3 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col4 {\n",
       "            background-color:  #f3edf5;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col5 {\n",
       "            background-color:  #f6eff7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col6 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col7 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col8 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col9 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col10 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col0 {\n",
       "            background-color:  #88b1d4;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col1 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col2 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col3 {\n",
       "            background-color:  #f5eef6;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col4 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col5 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col6 {\n",
       "            background-color:  #f4edf6;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col7 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col8 {\n",
       "            background-color:  #b1c2de;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col9 {\n",
       "            background-color:  #faf3f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col10 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col0 {\n",
       "            background-color:  #a9bfdc;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col1 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col2 {\n",
       "            background-color:  #f9f2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col3 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col4 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col5 {\n",
       "            background-color:  #e7e3f0;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col6 {\n",
       "            background-color:  #f1ebf5;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col7 {\n",
       "            background-color:  #d8d7e9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col8 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col9 {\n",
       "            background-color:  #e3e0ee;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col10 {\n",
       "            background-color:  #eee9f3;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col0 {\n",
       "            background-color:  #3f93c2;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col1 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col2 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col3 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col4 {\n",
       "            background-color:  #faf2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col5 {\n",
       "            background-color:  #ede8f3;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col6 {\n",
       "            background-color:  #fbf4f9;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col7 {\n",
       "            background-color:  #eae6f1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col8 {\n",
       "            background-color:  #faf2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col9 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col10 {\n",
       "            background-color:  #f7f0f7;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col11 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col0 {\n",
       "            background-color:  #7bacd1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col1 {\n",
       "            background-color:  #ebe6f2;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col2 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col3 {\n",
       "            background-color:  #f2ecf5;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col4 {\n",
       "            background-color:  #c4cbe3;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col5 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col6 {\n",
       "            background-color:  #f9f2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col7 {\n",
       "            background-color:  #f9f2f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col8 {\n",
       "            background-color:  #fff7fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col9 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col10 {\n",
       "            background-color:  #fef6fb;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col11 {\n",
       "            background-color:  #fdf5fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col0 {\n",
       "            background-color:  #e7e3f0;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col1 {\n",
       "            background-color:  #dfddec;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col2 {\n",
       "            background-color:  #a4bcda;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col3 {\n",
       "            background-color:  #bdc8e1;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col4 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col5 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col6 {\n",
       "            background-color:  #c9cee4;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col7 {\n",
       "            background-color:  #f2ecf5;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col8 {\n",
       "            background-color:  #f4edf6;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col9 {\n",
       "            background-color:  #f8f1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col10 {\n",
       "            background-color:  #fcf4fa;\n",
       "            color:  #000000;\n",
       "        }    #T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col11 {\n",
       "            background-color:  #fef6fa;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704\" ><thead>    <tr>        <th class=\"index_name level0\" >defender</th>        <th class=\"col_heading level0 col0\" >None</th>        <th class=\"col_heading level0 col1\" >Player15</th>        <th class=\"col_heading level0 col2\" >Player16</th>        <th class=\"col_heading level0 col3\" >Player17</th>        <th class=\"col_heading level0 col4\" >Player18</th>        <th class=\"col_heading level0 col5\" >Player19</th>        <th class=\"col_heading level0 col6\" >Player20</th>        <th class=\"col_heading level0 col7\" >Player21</th>        <th class=\"col_heading level0 col8\" >Player22</th>        <th class=\"col_heading level0 col9\" >Player23</th>        <th class=\"col_heading level0 col10\" >Player24</th>        <th class=\"col_heading level0 col11\" >Player25</th>    </tr>    <tr>        <th class=\"index_name level0\" >attacker</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row0\" class=\"row_heading level0 row0\" >None</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col0\" class=\"data row0 col0\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col1\" class=\"data row0 col1\" >41%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col2\" class=\"data row0 col2\" >35%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col3\" class=\"data row0 col3\" >32%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col4\" class=\"data row0 col4\" >47%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col5\" class=\"data row0 col5\" >37%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col6\" class=\"data row0 col6\" >24%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col7\" class=\"data row0 col7\" >25%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col8\" class=\"data row0 col8\" >31%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col9\" class=\"data row0 col9\" >19%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col10\" class=\"data row0 col10\" >27%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row0_col11\" class=\"data row0 col11\" >97%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row1\" class=\"row_heading level0 row1\" >Player1</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col0\" class=\"data row1 col0\" >31%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col1\" class=\"data row1 col1\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col2\" class=\"data row1 col2\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col3\" class=\"data row1 col3\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col4\" class=\"data row1 col4\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col5\" class=\"data row1 col5\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col6\" class=\"data row1 col6\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col7\" class=\"data row1 col7\" >10%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col8\" class=\"data row1 col8\" >12%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col9\" class=\"data row1 col9\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col10\" class=\"data row1 col10\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row1_col11\" class=\"data row1 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row2\" class=\"row_heading level0 row2\" >Player10</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col0\" class=\"data row2 col0\" >35%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col1\" class=\"data row2 col1\" >21%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col2\" class=\"data row2 col2\" >9%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col3\" class=\"data row2 col3\" >14%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col4\" class=\"data row2 col4\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col5\" class=\"data row2 col5\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col6\" class=\"data row2 col6\" >20%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col7\" class=\"data row2 col7\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col8\" class=\"data row2 col8\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col9\" class=\"data row2 col9\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col10\" class=\"data row2 col10\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row2_col11\" class=\"data row2 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row3\" class=\"row_heading level0 row3\" >Player11</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col0\" class=\"data row3 col0\" >99%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col1\" class=\"data row3 col1\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col2\" class=\"data row3 col2\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col3\" class=\"data row3 col3\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col4\" class=\"data row3 col4\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col5\" class=\"data row3 col5\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col6\" class=\"data row3 col6\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col7\" class=\"data row3 col7\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col8\" class=\"data row3 col8\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col9\" class=\"data row3 col9\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col10\" class=\"data row3 col10\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row3_col11\" class=\"data row3 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row4\" class=\"row_heading level0 row4\" >Player2</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col0\" class=\"data row4 col0\" >56%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col1\" class=\"data row4 col1\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col2\" class=\"data row4 col2\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col3\" class=\"data row4 col3\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col4\" class=\"data row4 col4\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col5\" class=\"data row4 col5\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col6\" class=\"data row4 col6\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col7\" class=\"data row4 col7\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col8\" class=\"data row4 col8\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col9\" class=\"data row4 col9\" >23%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col10\" class=\"data row4 col10\" >13%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row4_col11\" class=\"data row4 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row5\" class=\"row_heading level0 row5\" >Player3</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col0\" class=\"data row5 col0\" >47%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col1\" class=\"data row5 col1\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col2\" class=\"data row5 col2\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col3\" class=\"data row5 col3\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col4\" class=\"data row5 col4\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col5\" class=\"data row5 col5\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col6\" class=\"data row5 col6\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col7\" class=\"data row5 col7\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col8\" class=\"data row5 col8\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col9\" class=\"data row5 col9\" >13%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col10\" class=\"data row5 col10\" >35%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row5_col11\" class=\"data row5 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row6\" class=\"row_heading level0 row6\" >Player4</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col0\" class=\"data row6 col0\" >76%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col1\" class=\"data row6 col1\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col2\" class=\"data row6 col2\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col3\" class=\"data row6 col3\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col4\" class=\"data row6 col4\" >8%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col5\" class=\"data row6 col5\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col6\" class=\"data row6 col6\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col7\" class=\"data row6 col7\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col8\" class=\"data row6 col8\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col9\" class=\"data row6 col9\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col10\" class=\"data row6 col10\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row6_col11\" class=\"data row6 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row7\" class=\"row_heading level0 row7\" >Player5</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col0\" class=\"data row7 col0\" >45%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col1\" class=\"data row7 col1\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col2\" class=\"data row7 col2\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col3\" class=\"data row7 col3\" >7%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col4\" class=\"data row7 col4\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col5\" class=\"data row7 col5\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col6\" class=\"data row7 col6\" >8%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col7\" class=\"data row7 col7\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col8\" class=\"data row7 col8\" >34%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col9\" class=\"data row7 col9\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col10\" class=\"data row7 col10\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row7_col11\" class=\"data row7 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row8\" class=\"row_heading level0 row8\" >Player6</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col0\" class=\"data row8 col0\" >36%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col1\" class=\"data row8 col1\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col2\" class=\"data row8 col2\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col3\" class=\"data row8 col3\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col4\" class=\"data row8 col4\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col5\" class=\"data row8 col5\" >14%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col6\" class=\"data row8 col6\" >9%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col7\" class=\"data row8 col7\" >21%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col8\" class=\"data row8 col8\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col9\" class=\"data row8 col9\" >16%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col10\" class=\"data row8 col10\" >11%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row8_col11\" class=\"data row8 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row9\" class=\"row_heading level0 row9\" >Player7</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col0\" class=\"data row9 col0\" >60%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col1\" class=\"data row9 col1\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col2\" class=\"data row9 col2\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col3\" class=\"data row9 col3\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col4\" class=\"data row9 col4\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col5\" class=\"data row9 col5\" >12%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col6\" class=\"data row9 col6\" >3%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col7\" class=\"data row9 col7\" >14%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col8\" class=\"data row9 col8\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col9\" class=\"data row9 col9\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col10\" class=\"data row9 col10\" >6%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row9_col11\" class=\"data row9 col11\" >0%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row10\" class=\"row_heading level0 row10\" >Player8</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col0\" class=\"data row10 col0\" >48%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col1\" class=\"data row10 col1\" >13%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col2\" class=\"data row10 col2\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col3\" class=\"data row10 col3\" >9%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col4\" class=\"data row10 col4\" >29%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col5\" class=\"data row10 col5\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col6\" class=\"data row10 col6\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col7\" class=\"data row10 col7\" >4%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col8\" class=\"data row10 col8\" >0%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col9\" class=\"data row10 col9\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col10\" class=\"data row10 col10\" >1%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row10_col11\" class=\"data row10 col11\" >1%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704level0_row11\" class=\"row_heading level0 row11\" >Player9</th>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col0\" class=\"data row11 col0\" >14%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col1\" class=\"data row11 col1\" >18%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col2\" class=\"data row11 col2\" >38%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col3\" class=\"data row11 col3\" >30%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col4\" class=\"data row11 col4\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col5\" class=\"data row11 col5\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col6\" class=\"data row11 col6\" >27%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col7\" class=\"data row11 col7\" >8%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col8\" class=\"data row11 col8\" >7%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col9\" class=\"data row11 col9\" >5%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col10\" class=\"data row11 col10\" >2%</td>\n",
       "                        <td id=\"T_ded75480_b7a5_11ea_aaed_1c1bb57d3704row11_col11\" class=\"data row11 col11\" >1%</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2c009c36488>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "dfHomePoss, dfAwayPoss = get_possession_dfs('Home', dfHome, dfAway, dfEvents)\n",
    "dfHomePoss = dfHomePoss[dfHomePoss.player!='Player12']\n",
    "\n",
    "dfMarkPoss = get_marking_all(dfHomePoss.reset_index(), dfAwayPoss.reset_index(), max_dist=7.5)\n",
    "get_marking_table(dfMarkPoss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1280x760 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x2c003878d48>)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, att_color='blue', def_color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = footyviz.draw_pitch()\n",
    "for team, color in (('Home', 'blue'), ('Away', 'red')):\n",
    "    plt.scatter(data=dfEvents[(dfEvents.Type=='SHOT')&(dfEvents.Team==team)]*100, x='Start X', y='Start Y', c=color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Type</th>\n",
       "      <th>Subtype</th>\n",
       "      <th>Period</th>\n",
       "      <th>Start Frame</th>\n",
       "      <th>Start Time [s]</th>\n",
       "      <th>End Frame</th>\n",
       "      <th>End Time [s]</th>\n",
       "      <th>From</th>\n",
       "      <th>To</th>\n",
       "      <th>Start X</th>\n",
       "      <th>Start Y</th>\n",
       "      <th>End X</th>\n",
       "      <th>End Y</th>\n",
       "      <th>Possession_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>HEAD-ON TARGET-GOAL</td>\n",
       "      <td>1</td>\n",
       "      <td>2289</td>\n",
       "      <td>91.56</td>\n",
       "      <td>2309</td>\n",
       "      <td>92.36</td>\n",
       "      <td>Player9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.55</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>5923</td>\n",
       "      <td>236.92</td>\n",
       "      <td>5953</td>\n",
       "      <td>238.12</td>\n",
       "      <td>Player10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.60</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Away</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>7753</td>\n",
       "      <td>310.12</td>\n",
       "      <td>7789</td>\n",
       "      <td>311.56</td>\n",
       "      <td>Player21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.30</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.65</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>ON TARGET-SAVED</td>\n",
       "      <td>1</td>\n",
       "      <td>9628</td>\n",
       "      <td>385.12</td>\n",
       "      <td>9632</td>\n",
       "      <td>385.28</td>\n",
       "      <td>Player8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.46</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>HEAD-OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>18270</td>\n",
       "      <td>730.80</td>\n",
       "      <td>18301</td>\n",
       "      <td>732.04</td>\n",
       "      <td>Player8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.55</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.61</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Away</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>ON TARGET-SAVED</td>\n",
       "      <td>1</td>\n",
       "      <td>19470</td>\n",
       "      <td>778.80</td>\n",
       "      <td>19483</td>\n",
       "      <td>779.32</td>\n",
       "      <td>Player24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.48</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>HEAD-OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>26608</td>\n",
       "      <td>1064.32</td>\n",
       "      <td>26636</td>\n",
       "      <td>1065.44</td>\n",
       "      <td>Player8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.47</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>31190</td>\n",
       "      <td>1247.60</td>\n",
       "      <td>31235</td>\n",
       "      <td>1249.40</td>\n",
       "      <td>Player7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.37</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.59</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>HEAD-ON TARGET-SAVED</td>\n",
       "      <td>1</td>\n",
       "      <td>53695</td>\n",
       "      <td>2147.80</td>\n",
       "      <td>53707</td>\n",
       "      <td>2148.28</td>\n",
       "      <td>Player8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>BLOCKED</td>\n",
       "      <td>1</td>\n",
       "      <td>53775</td>\n",
       "      <td>2151.00</td>\n",
       "      <td>53775</td>\n",
       "      <td>2151.00</td>\n",
       "      <td>Player5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.73</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>57668</td>\n",
       "      <td>2306.72</td>\n",
       "      <td>57740</td>\n",
       "      <td>2309.60</td>\n",
       "      <td>Player7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.31</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>OFF TARGET-OUT</td>\n",
       "      <td>1</td>\n",
       "      <td>62792</td>\n",
       "      <td>2511.68</td>\n",
       "      <td>62847</td>\n",
       "      <td>2513.88</td>\n",
       "      <td>Player10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.27</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Home</td>\n",
       "      <td>SHOT</td>\n",
       "      <td>HEAD-ON TARGET-SAVED</td>\n",
       "      <td>1</td>\n",
       "      <td>67502</td>\n",
       "      <td>2700.08</td>\n",
       "      <td>67513</td>\n",
       "      <td>2700.52</td>\n",
       "      <td>Player9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Team  Type               Subtype  Period  Start Frame  Start Time [s]  \\\n",
       "34   Home  SHOT   HEAD-ON TARGET-GOAL       1         2289           91.56   \n",
       "79   Home  SHOT        OFF TARGET-OUT       1         5923          236.92   \n",
       "110  Away  SHOT        OFF TARGET-OUT       1         7753          310.12   \n",
       "135  Home  SHOT       ON TARGET-SAVED       1         9628          385.12   \n",
       "239  Home  SHOT   HEAD-OFF TARGET-OUT       1        18270          730.80   \n",
       "254  Away  SHOT       ON TARGET-SAVED       1        19470          778.80   \n",
       "362  Home  SHOT   HEAD-OFF TARGET-OUT       1        26608         1064.32   \n",
       "425  Home  SHOT        OFF TARGET-OUT       1        31190         1247.60   \n",
       "662  Home  SHOT  HEAD-ON TARGET-SAVED       1        53695         2147.80   \n",
       "667  Home  SHOT               BLOCKED       1        53775         2151.00   \n",
       "730  Home  SHOT        OFF TARGET-OUT       1        57668         2306.72   \n",
       "774  Home  SHOT        OFF TARGET-OUT       1        62792         2511.68   \n",
       "845  Home  SHOT  HEAD-ON TARGET-SAVED       1        67502         2700.08   \n",
       "\n",
       "     End Frame  End Time [s]      From   To  Start X  Start Y  End X  End Y  \\\n",
       "34        2309         92.36   Player9  NaN     0.92     0.47   1.01   0.55   \n",
       "79        5953        238.12  Player10  NaN     0.84     0.27   1.04   0.60   \n",
       "110       7789        311.56  Player21  NaN     0.20     0.30  -0.04   0.65   \n",
       "135       9632        385.28   Player8  NaN     0.96     0.37   0.98   0.46   \n",
       "239      18301        732.04   Player8  NaN     0.94     0.55   1.03   0.61   \n",
       "254      19483        779.32  Player24  NaN     0.13     0.37   0.02   0.48   \n",
       "362      26636       1065.44   Player8  NaN     0.95     0.53   1.03   0.47   \n",
       "425      31235       1249.40   Player7  NaN     0.75     0.37   1.05   0.59   \n",
       "662      53707       2148.28   Player8  NaN     0.94     0.52   1.00   0.54   \n",
       "667      53775       2151.00   Player5  NaN     0.86     0.72   0.89   0.73   \n",
       "730      57740       2309.60   Player7  NaN     0.81     0.73   1.02   0.31   \n",
       "774      62847       2513.88  Player10  NaN     0.71     0.52   1.02   0.27   \n",
       "845      67513       2700.52   Player9  NaN     0.98     0.60   1.00   0.54   \n",
       "\n",
       "     Possession_ID  \n",
       "34               8  \n",
       "79              24  \n",
       "110             37  \n",
       "135             46  \n",
       "239             80  \n",
       "254             83  \n",
       "362            112  \n",
       "425            126  \n",
       "662            196  \n",
       "667            198  \n",
       "730            216  \n",
       "774            226  \n",
       "845            248  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfEvents[dfEvents.Type=='SHOT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1280x760 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x2c0024c6148>)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABMAAAAK0CAYAAADlKUF7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeXQcd53v/U9V9d4ttXbJsuRFlvcltrM5cQIhCyELy5wJ3AsHGHYuM8wwc4dnWAcul2Ey3GeeA/PMwDA87FwYQuZwSQZIQhISspA4zurdimzZlmRrl7rVe3VVPX/IODHebdktl96vc3JOYldXfysnS/dbv/qV8ZOHvuYJAAAAAAAA8Cmz0gMAAAAAAAAA5xMBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAAAAAAICvEcAAAAAAAADgawQwAAAAAAAA+BoBDAAAAAAAAL5GAAMAALiALDMgywxUegwAAIBZhQAGAABwgVhmQHe87kO643UfIoIBAABcQHzywkldueIGBQOhSo8BAIAvGDKO/PnVq14vT14FpwEAwH/sckmbdjxc6TEwAxHAcFLBQEhPbLmv0mMAAOALv18BJkm/2/ZrOW65whMBAOAv16y5pdIjYIbiFkgAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4GgEMAAAAAAAAvkYAAwAAAAAAgK8RwAAAAAAAAOBrBDAAAAAAAAD4WqDSA2Bmq61q1DVrbqn0GPAJu1zSph0PV3oMAAAAzBBXrrhBwUCo0mPAR2qrGis9AmYoAhhOyjAMPbHlvkqPAZ8gpgIAAODVgoEQ3zcwrd50zZ9UegTMUNwCCQAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXCGAAAAAAAADwNQIYAAAAAAAAfI0ABgAAAAAAAF8jgAEAAAAAAMDXApUeAAAAADOHaZhKxJKqitUqEa2WZU19XCyXbWXyKaWz48oW0vI8r8KTAgAAnD4CGAAAAFQVq1FbY4da6ucpYAXkeVK5bMlzDUmSabqygq4MSXa5pIMj+9Q3vFe5QqaygwMAAJwGAhgAAMAsFg5GtXz+OjXWtsopm8pmQirkQ7JL1jHHGoanYNBRJGarvWmp5rcs0cGRfeo6sEW2U6rA9AAAAKeHAAYAADBLzamfr2Xz18pQWGMjUeVzIRUKnjY9Y6u7u6iefY5SKVeSVFtrauFCS0uXBHT5pVGlJ6KKJYpqqVuohuQc7dj3rIYnDlX4igAAAI6PAAYAADALLZyzXJ1tK5XLhDQxHtP4uPTvd+X028eKKhSOPb63z9WWrWVJRSUSOd14Q1hv/eOICrmQauoCWrt4o3bse179w3sv+LUAAACcCgEMAABgllnQslSdbSuVnohqMh3Rw78p6rvfyyuTPb2N7TMZTz+/p6DHHivqwx+K68orEkrW5rRiwXq5rqNDo/vP8xUAAACcGbPSAwAAAODCScbr1Nm2SpOpiCbTEX33+zn989dypx2/Xm1s3NOdX87o5/cUlBqPKZsJa8WC9YqFE+dhcgAAgLNHAAMAAJglLNPSqo4rZJeCSqeiuuvuvO65t3jO5/3eD/J68KGiUuNRuU5QqxZdIUPGNEwMAAAwPQhgAAAAs0RbY4ei4YTGR+Pavbusu356nM2+/kA0OvXHqXzrOzn197saH40rGa9TU13bNEwMAAAwPQhgAAAAs0R7c6fyuZDKZVP/8vWsXPf4xxmG9Fcfi+vun9TooQfq9av/rNOqlSffOrZYlL7xzZxKpYCKhYDmN3eehysAAAA4O2yCDwAAMAvUJ1sUDcc1NB7RCy/Y6u07Qf2SVF1t6K13RFRbM/WzUtv2lEye+pbGLVvL2r/fUSQaUX1jvRLRpDL51LRdAwAAwNliBRgAAMAsUFvVIMcxZZcsPfSbk+/7lU57+sEP8/raN7JKT544lB3PQ78pqpAPyvOm3hMAAGAmIIABAADMAsl4nUpFS5K0a3f5pMd63tTtjP/xH6feI+wP7do1dW7btlQdrzvzQQEAAM4DAhgAAMAsEItUqWxbSqc9jY565+199u135LqSXQooEa0+b+8DAABwJghgAAAAs4BlWnI9Q9ns+YtfkmTbUrHoyXMNmaZ1Xt8LAADgdBHAAAAAZgHP82RIsi5AkwpYhmR48rwz2z8MAADgfOEpkAAAALNA0S7ICrhqaDAVCkml0smP/x+fS+iy9UGFgoZMU/rspxPq63P053+ZVuEkW4M1NJgKhqRAwFW2dOZ7iAEAAJwPrAADAACYBdK5cYVCZZmmtHDhqZeBXXl5UAsWWgqGJBlSe7ulZcuCiseMk75uSefUuYOhslLZ8ekYHQAA4JyxAgwAAGAWSGfG1Fq/QIbhacMVIe3enT/p8Z/49KTmzj06lE1OehodO/keYldcEVIg4MqyPKWzY+c8NwAAwHQggAEAAMwCQ+P9WjZ/reKJom66Max/vyt/0tsgt2wta8vW8hm9R02NoWs2hhRP5GWXSxpND53j1AAAANODWyABAABmgVK5qIGxXsWrikokDL3lTZFpf4//8taogkFPsURR/cM9cl1n2t8DAADgbBDAAAAAZol9h7pkWY6qqgv6L2+LalHH9D0Scv26gG55Q1jJmryksg4MdU/buQEAAM4VAQwAAOA8Mk1LkVBMsXBC8UjVkV9PRKsVj1QpGo4rHIzI0Mk3l58OmXxKPYd2qSqZVyTq6JN/k1Bj47l/HJw/z9JffSyhcMRWvKqo3b0vqVg6+R5jAAAAFxJ7gOGkgoGwrllzS6XHOCd2uaRNOx6u9BgAAB8yTUs18XpVxWsUCcUUDcUUCccUsEJHjnHdskrlolzXPeq1Ha0rJEMyDEOWGVAoGJZx5GeTnop2QYViToVSTrliVqnMqDL51DnPvPfgDjUkW1TfYMp1q/QPX6rS3/9DRnv2nt3tiqtXB/SJjydUW+uqriGrkdSA+ob2nvOcAIAL68oVNygYCJ36wBkuGAhXegTMUAQwnJQh6Ykt91V6jHNysQc8AMDMEAyEVJNoUG1Vg2qrGhUKRuS4ZaUyY0rnxjWWHlT+cLAqO/Zxz2GZAS1uXy1J2rLnaTnuiTeZDwejioSnolo0nNDi9tVKRJOSplZyjU8Oa2JyRKnsuDzPPeF5/pDneXqh6wldtvw6NTZ7Ms0q/d9frtY99xZOuTH+q8Xjht79zqhufn1Y4XBZdY0ZTeZHtaX76dOeBQAwcwQDoYv+u58k3XHdhyo9AmYoAhgAAMBxBKyAmmvbNadhvmLhuErlkiYyIxqfHNb+gS4V7cJ5ff+inVfRziul0alfOPTK7yWiSdVWNai9ebFWxmtkGpbGJ4d0cGS/xk7jyYulclHP7nxU65Zco8ZmT5l0RH/0lqhuujGsRx4t6rePlbRvv6PyH/S5YFBa1BHQ9a8L6TXXhhSNSsmanOJVRY2mBvVS91MnjXoAAACVQgADAAA4LBFNqrVhvppq58r1XA2N9WnHvueUK0xWerSjZPIpZfIp9Q7tkSQZMlRX3aTWhgVatfByFey8Do0c0MDYAdnl4y/pKpWLembnI1rQslQdc5crGi8pkQnrzW8K6423R2TbUl+fo/Tk1Oqy2hpTbW2WTFOyLFexREHxRFGebO3av/XILAAAADMRAQwAAMxqyXidFs5ZpmSiXpO5CR0a3a89/dvluGe3J1YlePI0mh7UaHpQkhQJxTSnfr4uW3adAlZAA6O92j/QpVK5ePTrPFc9h3ZqcLxPHa3L1FzbrupkXnYpoFLJUrLWkucYkiGZZlnBUFHBUFnBkCPHKevQ6AH1HNqpAhveAwCAGY4ABgAAZh3LDKi9eZHamzqVzae19+AOTWRGKz3WtCmUcuo5tFM9h3bKNEzNqZ+vy5e/TrZTUs/BnRqeOHTU8bnCpLbt3axd1otqqZ+nmkS9qmM1qklUyTCmnk7peZ4y+bRG0hManxzW4FgftzsCAICLBgEMAADMGjWJenW0rlA8Wq3ewW79busDvo84rueqf6RH/SM9ikUS6mhdrhULL9OhkQPaN7BbpVftZVZ2bPUN7VHf72+tNAyZhjV1HteRJ68i1wAAAHCuCGAAAMD32poWqaN1uSZzE9rTv12p7FilR6qIXCGjbXs3yzCMw7dIvlaOU9bO/c8rnR0/5njP8+R4/g6EAABgdiCAAQAA32ptWKDFbas1MNarJ7fc7/vVXqfL8zwdHNmngyP7FI9Wa8WCS2Uaprb3PKtMPlXp8QAAAKYdAQwAAPhOS127lsy7RMPjB/Xk1vtVduxKjzRjZfNpbd75iKpiNVq58DK5nqsdPc8qO8OefAkAAHAuCGAAAMA3mmrnaum8tRpLD+mpbb+WXS5VeqSLxmRuQpt2PKxkvE6rF22QXS5px77nlC9mKj0aAADAOSOAAQCAi140nNC6xVcrk09r0/aHVCoXKz3SRSuVHdPT2x9UTaJB65deo7H0sHbvf0Gu51Z6NAAAgLNmVnoAAACAc9HZtkqXLXuttu7drC17niZ+TZOJzIie3HK/svmUrl17m+qqmyo9EgAAwFkjgAEAgItSdbxWr7nkNnmep8df+qUmc8c+xRDn7sBgt57a+mstmrtSaxdvVMDiBgIAAHDx4RMMAAC4qJiGqeUL1qs6XqfNux5Vvpit9Ei+VyoXtXnnI2qua9M1a27Vrv0vaGCst9JjAQAAnDYCGAAAuGgk43Vau2Sj9vRv1/aeZys9zqwzONankYkBreq4XO1Ni/R81xNy3HKlxwIAADglboEEAAAXhfamTq1etEFPb3tIfUN7Kz3OrOW4Zb3U/ZT2D3bpmjW3KBGtrvRIAAAAp8QKMAAAMKMZhqlLFm2QJ+nJrffJ87xKjwRJQ+MHNZlL6/Ll1+nl3q06NLq/0iMBAACcECvAAADAjBUORXXNmjdoND2ol7p/R/yaYfLFjJ546VdqbZivlQsvr/Q4AAAAJ0QAAwAAM1J9dbOuWnmTXup+Sr1Deyo9Dk7A9Vw9t/sx5QoZXb36ZgUD4UqPBAAAcAwCGAAAmHHmtyzRknmX6Mkt9yudHa/0ODgNPYd2aue+57Vx9c1KRJOVHgcAAOAoBDAAADCjLG5fo/pks57e9qBsp1TpcXAGxieHtWnHw7ps2WtVk6iv9DgAAABHEMAAAMCMsXLh5QoHI3p+9+PyxH5fF6N8MavfbX1AazqvUkOypdLjAAAASCKAAQCAGeKSzqtVdmxt2/tMpUfBOSqVi/rd1vu1bP46NdXOrfQ4AHBODMNULJJQIppUIlqtcDBS6ZEAnIVApQcAAABYu/hqZQsZvdy7pdKjYJqUnbKe2vagNqy6UZI0NN5f4YkA4PQlE/VqrZ+vZKJOiWi1DOPotSOlclGTuQmNpgZ1cGS/7HKxQpMCOF0EMAAAUFHrFm/UZD6l7r5tlR4F08xxy3p624PasPImGYahwbG+So8EACfVUteuha3LlYhWq1w2VSwElRq3ZNuWPM+Q5MmyPAVDUcVDCdW1NWtx2yoNjvfr5d6tKpRylb4EACdAAAMAABWzYsGlyhYmiV8+5riOntr+oK5edbNKdlHjk8OVHgkAjhEJxbRiwXrVJ1tUyAc1MhRWsRCU60p9/Y7273eUy3kyTamhwVTHwrCSyYhM01MsXlJj9Xw1rm7Vnr5tOjDYzT6WwAxEAAMAABUxr7lT4VBUO7qeq/QoOM9c19GmHQ9r4+qbtWnHw8oXs5UeCQCOqK1q0NrFG2V4YY0OxVQoBLVrd1kP/Dqrp54uqVA4/utaW03ddENYN1wfVjIZUnWyoMXzLlFdsllbup+W45Yv7IUAOCk2wQcAABdcfbJFbU2L9OLLT1Z6FFwgdrmozbse1RXLr1fAClZ6HACQJNVVN2n9ktfIsaMaPFSt/n5LX7ozo09+elKPPHri+CVJBw+6+v4P8/rQRyb0i1+WNDEe1ehgleqq5mjdkmtkmdaFuxAAp0QAAwAAF1Q8Uq1VHZfrmR2/kedxi8hsks2ntb1ns65Ycb0MGZUeB8AsFwnFdEnn1SoVwxoZqtJzz5X10Y+ltPlZ+4zOUyhI/9+3c/rbz09qbMzS6FBCyXijli+49DxNDuBsEMAAAMAFEwyEdfny67R5xyMqO2f2BQP+MJIaUP/QXq1dfHWlRwEwy63quELyQhobiWvzs7b+/ssZ5fNnf75t28v63P+Y1MSEpYmxmObUz1NzXfv0DQzgnBDAAADABWEYpq5ccb1e6n5KuWKm0uOggvYPvqxSuajOtlWVHgXALDW3sUM1VQ0aH41rcNDTV/4pq/I0bNm1Z6+jb3wzp3wupFw2pOXz18ky2XobmAkIYAAA4IJY1XG59g+8zFMAIUna3vOsGpJzVFfVVOlRAMxCC1qWqJALqVQM6P/9l6xyuRPfkt/QYOrDH4zpH/9Xlf6vv45rUcfJ9/Z67PGSfvdUSamJqAJWSK2NC6Z5egBngwAGAADOu4ZkiyKhmHqHuis9CmaQ53c/pjWdG1gdAeCCqk+2KBZJKJMOa9u2srZtP/HSr/p6Qz/4blJ/+Rdx3XZLRO9/b0zf+06NVq86+X+3fnJXQa5jKp8LaV5T53RfAoCzwKcNAABwXgWsoFZ1XKEnt9xf6VGmTT5bUmokp/GhSWVTBbmuJ3mSDMk0DcWTEdU2VSnZEFM0Hqr0uDNWqVzUrv0vaE3nBr3Q9USlxwEwSzTVtKpsmyqVAvrlfSe/Jf+P3hzRwgUBjU+4+s53c7rtlrBWrAjqXe+M6m8+OXnC1x3odbR1W1mXXRpWQ3NC8Wi1svn0dF8KgDNAAAMAAOfV2sVXa3vPs7KdUqVHOSeu62m4L6XerhGVCrbskjMVvY4jmypqqDelYMhSKBJU+5IGNbYlZbH2/hgDY72a0zBfLXXtGhjrrfQ4AGaB6nidisWgPE964cWTP5ClY6ElKyBt3lzSt76TV74gfXZZUBuvCikSmXoC5Im88IKtNasj8iQl43UEMKDCCGAAAOC8aW1YILtc0vDEwUqPck6G+1Las3VAdrEs15mqXpFIRM3NzWpublYikZBlWSqXy0qlUhocHNTQ0JDsoi276Kjr+X71bB9U5yVzK3wlM9OW7qd17SW3aiw9pFK5WOlxAPiYYZiqiiWVGrfU2+ecNGBJ0uioJ8+VFi0KaOWKgNasCsg0pWDIUG2tqUOH3BO+9uXusjzPUNm2VB2r0cX9f0Lg4kcAAwAA50U4GNXi9tV6/KVfVXqUs2aXHO3a3Kv0aE5l25VlWVqxYqnWrl2r9vapR9sbnifLfeULkGNZ8iR5nqfu7m69+OKL6unpUTFna/ezvfr65Nf1nve8pzIXNEM5bllbup/WuiXXatOOhyo9DgAfC1gBGYYhxzE1NHTiePV7j/y2qLe9NaLORQF9/zs1ikYNSZJpSOGwcdLXDh4+v+sYCgbD5z48gHNCAAMAAOfFuiUb9dLLv5PrOpUe5ZRCgbCqYjUKBIIyZMhxyxodHdULv9mmfHbq1s1ly5bppptuUiwWU6hcVjSbVchxZDnHXl/ZslQKBLSio0OLFy/W2NiY7r//fvX29mrbtm268847teSKJoViJ3+S2GwyNjmkTH5C7U2L1Du0p9LjAPApQ69EK/fU/UvPv1DW576Q0cc+GlNNranxCVetcyzlct4pA9rvz+95xlHvC6AyCGAAAGDaNdbMUaGU00RmtNKjnFBtVYPmNnaorrpJ4WDkqN9zXU/5pqLWLnythoaGFIvFVFdXp0ippKp0WpbjqNzXp+Jzz8nu7la5v1+ybRnhsALz5inQ2anIlVcqVl8vOxBQqLpa73jHO/Tiiy/qoYce0ujoqJ7/bVqXXLtQ0QSb5P/ezn3P6zVrb1f/yL6LIpwCuPg47tQTHw3DU3X1qTdmjMcNLV5s6av/nFN1taEPvj+qQED63dNF5XIn2AjysOrqw6vFTPfI+wKoHAIYAACYdssXXKqntz1Y6TGOq7Fmjha3r1E8UqWyPfWI+kwpILtkyXWnvqy4jiPLKisQcLRsWbuqEoZM25Y3Nqb8b36jibvukr1t23HPX9qyRZKUNk2Fr7hCiXe8Q3XLlikXDmvd2rWqr6/X3XffrWLO1pYnerT++k4FQ6wEkyTXc7Wnf7sWt63W7gMvVnocAD7kuI7yxaxCoYg6FgZlmidfCbZgvqX3vCum8OGfkwQDhgaHHH33+/lTvlfnoqmv28GQo8lcajrGB3AOCGAAAGBazWterIHR3hm3mXkoENay+evUXNemQj6o4cGISsWAcjlP3XvK2ttT0uioq1KhrFhU6uwMacWKKpXLhsYDrmoTrqpKJVkNDfKKp3Ftrqvi00+ruGmTYm96k6o+8AEFHUdGW5ve+ta36q677lIha2vX5l6t3rjgvF//xaJ3aI9ec8lt6jm0SyX7FLtTY1bKZ0tKjeQ0PjSpbKog1/WmnshqSKZpKJ6MqLapSsmGmKJxVljiWKnsmOriSYVChr4znWsAACAASURBVDoXWep6+cQrTg/0Orr/gYKuuioky5Ief6KkH/4or66uU69SXbE8oGDQkWFI6ezYdF4CgLNAAAMAANPGNC11tC7XYy/+otKjHCUWTmj90msVCiQ0NhJTPhfSjp1l/eq+rDY9U5JtTx1nlxwVc7Y8z1Ntba3C4bJWLXH1utcZ2nClp6hRp6aOFar/6lc18aUvqfi73536zT1PuXvukb1zp+ruvFO1krz2dl177bV69NFHlR7Nabgvpca25Hn9e3Ax2b7vOa1ceJle6Hqi0qNghnBdT8N9KfV2jahUsGWXnKnodRzZVFFDvSkFQ5ZCkaDalzSosS0p02QPJkwZSw+rua5dluXq9a8Pq+vl3AmPnZz09NnPZ874PRIJQxuvCikay6vs2ErnJs5lZADT4NQ3PQMAAJymJe1r1N2/Xa53GjsLXyDRcEKXLb9OAbNawwPVGhoM6iv/lNWnPzupJ558JX55nlTMT8WvaDSmcDgsy3G1a2tZ//zxbv3t+/br5ZcN9bnzlA3UqfZzn1N448bTnsPu6tLYpz6lYKGgRD6vK6+8Uu3t7SrbrvZsHZhaxQJJ0mhqQOFgRIkoURDScF9KzzzQpa7n+5VNFWQXp+JXTU2NOjo6tGTJEi1evFhtbW0KhQ6v+PIku+gomyqo6/l+PfNAl4b7uAUNUwZGD8hxbMWrinrtNWHV1U5/HL31DWEFQ1K8qqj+YfY1BGYCVoABAIBpEQ5G1FQ7V7v2v1DpUY4wDVOXdG6QpZiGB6vU0+PqC19Ma2z82NhULjnyXE+GYaiqqkqm68n0PJUHB6RyWXt3lvWZ9+7Xhz7Totfe1iIzFFDNpz6lkQ9/WE5//7Fvbh3e1+tVT4m0u7o0+b3vqeoDH1AxGNT111+v73//+7KLZQ33pdQ8r+Z8/a246Gzb+4xWL9qgp7b9utKjoELskqNdm3uVHs2pbLsKBAJasWqZVq1apTlz5rwSu/7A+Pi4enp69OKLL2p4eFiu46mYs9X1fL8G9o9r2eXt7Ls3yzluWf3DPWpvWqpMOqyP/mlc//NLZ77K60TmtVt66x9HlagqyDQ99Q51T9u5AZw9VoABAIBpsWz+eu3oebbSYxxl0dyVSkRrNDaS0IEDrj77+cnjxi9JKhWnntAViURkmoZMz5U7OSkvmz1yzMJlEXWujGheZ0RVS9sVvGStGn/wAykcPupcsdtvV+szz6j1yScVWr36qN/L3n23ynv2KF4oqKWlRXPnzpXreOrtGpnmq7+4ZfJpFUo51VU3VXoUVEA+U9TzD3drbCAjzzW0ceNGffSjH9Vtt92mxa2tqncc1WUyakql1DwxoaZUSg3ptJLZrObGYrps3Tq9733v0zvf+U7NmTNHklS2XY0NZPT8w93KZ0oVvkJUWs/BXbKdvGrrc1q/Pqi3vDly6hedhmhU+u9/GVc05qi6Jq/9A13KF7OnfiGA844ABgAAzlnACigZr9VIaqDSoxwRiyS0YM5SpVNR5fOW/vErWU1OHj9+uY4n7/AtiLFYTIbnyfAkd3z8qOOuvL5K195SLc/z5LqSEQwqtGKF6r785SPHWHPnquYLX1CgtVVWc7PMhoaj38zzlP3ZzxS2bQUcR+vWrZMklQq28lm+lL/a7gMvaXHb6lMfCF/JZ4p66bF9KuRszZ07V+9973t17TXXqM7z1JhKqS6TUbS/X97jjyv3ox8p861vKfvtb6t0770KbN2qqlRKTRMTqs1ktKClRe9+97t1ww03KBgMSpIKOVsvPdZDBJvlbKek7T3PKhK1lagu6D3vjur2W8OnfuFJJOKGPv+3VVq40FRdQ1bZQlrdfcd/YjCAC49bIAEAwDlb0LJU+wZ2V3qMo8xr6pTjGMqkI7r7P/Lat+/4+68Eg9JtbwrrtdfGtWRJSJOTlh55yNHPf5SXXTz6KYQ7X8jpP380pgf/I6VQRPrit+YrWWcpetNNUwcYhmo++1lZTU1y02kZJ7hFK//oo6r+8z9XOBpVe3u7pKnbvVKjOZ5a9yq5wqRM01IkFFOhdOJNquEfdsnRlsf3qZi3tWrVKt16660KO46q02kFSiXlH3lEuV/8QvaOHSc8hxGPK3rDDYq98Y2qnz9f2UhEl196qdra2nT33Xcrl8upmLe15Ykerb++k9shZ7HR1ID2HtypjtblkqQPvD+mxYsD+vZ3c0qnz2xfxkvWBPSnH4lrTouh+qZJycxry+6nZ9SemMBsRwCbpa5ccYOCgVN/wDYMFgkCAE5tblOHHnvxl5Ue4wjLDKi1cYGykxEVi55++aviCY9dsjigT3+ySsmkqVLJUzBoaPVqU+3NQd354aOPfe7xrJ57fOpWFtOUspOOknWWjFBIoXXrFGhrU/Smm+SOjUmBwAkDmGxbdleXgpddpurqasViMeVyOU0MTqqFfcCO0t23TZ1tK7Vt7+ZKj4ILYNfmXhVytlavXq1bb71VsWJR1bmc7F27NPKVr6jc03PKc3jZrHL33qvcL36h+B13KPHudyts2zKam/X2t79dP/7xj5XP51XI2tq1uVerNy44/xeGGWtP/3ZJUkfrcgWDjl53XUzr1yX183sKeviRoiYmTh7CViwP6LZbw9p4dUjhcFk19Vm5Xl7P7npM2UL6QlwC/oBhmLpmzS0nPcYul7Rpx8MXaCLMFASwWSoYCOmJLfed8ri3Xf/fLsA0AICLWUtdu4bGD8qbQT/lrqlqkGUGlMuG9NvHSspkT/wFJpV2NTrq6P/8n6w2b/Z0440JvfnNpm64NaJ/qbE0OXH8lWPv+0STGpqDch1P9lhakde9Ton/+l9lBIPK/Oxnir/tbSed0e7uVuTw7Y+NjY3av3+/MqnCSV8zGw1PHNSKBZfKNExWUvjccF9K6dGcWlpa9IY3vOFI/Mrde6/SX/va1KNaz4TrKvvTn6q4aZPq7rxTdZJUX6/bb79dd999tyQpPZrTcF9KjW08cXQ229O/XbnCpJbOW6umObYi0aje/a6I3vH2qLZtt7Vnj6N9+x1ls55MU2psNNXRYWnFsoBaWy0FAq6qqrOKJUoanxzWtr2bWbVaQYahU37XPVUggz8RwAAAwDnpmLtCz+36baXHOEoyXifXNeSUTW3dVj7psX19rl7zmgG5rqd4PK66Ole3327KNKVI1NDkxLGvefdfNuq9f90kz/M0NuzKnCgp8cY3ymptVfnAAQUWLJhaIiYp8Sd/IndkRKWtW486hzc5KePwF/pAYOoj2e/3IcPReoe6Na958Yy7zRbTx3U97dk6IHmmbr/9doVddyp+3XPPVPw6B+X9+zX68Y+r/qtfVdI01dHRobVr1+rFF19U2Xa1Z+uA6lurZZrGNF0NLkaHRg9oNDWopfPXqqW+XcnavHLZkK68Mqj160JynKPvjAkGHQXDZcViOYUjZdnlknb0bFX/yKlXKQKoDAIYAAA4a4loUna5pKI9s1YuVcVqVCpOfczp7j55AHu1+fNNfeQjloJBacvmgoYPHfvad36sUR/6TLMCQUM/+86Y2jpC6mwJq6alRoZhKDh/voLz50/9CNowFL3uOhUefviYACbrlX2HvMMh7EwXuMwW+we6dM2aWwlgPjbcl5JdLOuqDVerob5eNem07K4upb/xjWk5v3PwoFL/+I+q/bu/U6xY1PXXX69du3apUCjILpY13JdSM7cfz3qlclFb92xSd982zW1cqNb6+UpURSVJrmvI8wxJnkzTk2FM/bd7IjOiroM9GhrrY5UqMMMRwAAAwFnrbFup7r6tpz7wAgsGgnLdqdUco2On94Vk3ryA/vVfq9TaamjgoKevfvHYvVtu/KOkPvyZZkWipg7uL2np2ojmdYYVliVn7JBS//RPkiQzHlfife+TGYsp87//t/KPPHLMuQKtrXIOrxLLZqf2FTNYgHJcjutofHJY9dXNGk0PVnocnAe9XSMyZGr9+vWKFouybFtjX/6y5By+BdkwFLv9dkVuuEGhFSvkTkwo/+CDyvz4x/KyWUVvvlmRG29UeM0auZmMCo88oswPfyg3lTryHsVnnlH+gQeUuOUW5ZNJXXLJJdq0aZNcx1Nv1wgBDEfki1l1921Td982hYNRVcdrFItUyTIteZ4nu1zSZG5Ck/mUXPf4t8kDmHkIYAAA4Kwl4/Uanxyp9BjHePVKqtOJSm3tAX3n2/Xq7AxocNDT3/z3knoPHfsxqb0jrFDIkOdJc+aFNGdeSIGAIadsyBvIavLwahWruVmJd71LXrGo/MMPy+nrO+ZcwaVLVbQsOY6j4eHhqVm5BeuEDgy+rPktSwlgPpTPllQq2Fq2bJlisZji6bQKjz8up7f3yDGBBQtU+/d/L6u+Xp5ty7AshTdsUHDlSk383d+p7h/+QVZzszzblixL4SuuUGjdOo188IOS+0oEz/zkJ4q+/vWKlEpav369nnnmGXmep1LBVj5b4imsOEbRzmt4Ii/pUKVHAXCOCGAAAOCs1FY1anxyuNJjHFfZKckMTX3praszdejQiVeBJZOG/u0b9Vq+PKSBAUf79hl6zfUBbdiQ1A//56CK+Vd+un/fT8c1OmQf9fp3faxR9dGsErlXNjx2Bgc19ulPy4hEVNx87NMLrblzZc2dq1IgoKGhIbmHv6AnkpFzum4/m8iM6pJEfaXHwHmQGsnJLjlatGiRguWyLMdR6t57jzrGzWTkplIqPPGE8g8+qPBllynxzncqetNNmvz61+VmMipt2aLcvfcquGKFqt7/fkU2blRw6VLZO3ceOY/T36/is88qetVVqq6uVn19vUZGRmSXHKVGcwQwAPAxAhgAADgrcxsXqm94b6XHOK7J3IQakm2SpMWdAR06VDrhscuWBrRkcVCmKc2ZY2nOHOmqq6TMpKnH7qlT19OvRL6BXlv3/nD8yF9X11p6+581ysimZHd3H3Xe/K9+dcL3jL/lLXJNU8VQSLt3H97XypBqmqvO5nJnjVR2VMlEvVKZ0UqPgmk0PjQpeVJLS4tCjiPPtlXaseOoY9zhYR167WuP3BLppdNTT121pm5JO3TddZLjyIhGFTv8UAkjElHsTW+SvXSpygcOyO7ulpdOq/TSS0pccYUkac6cORoZGZE8aWJwUi3cBgkAvkUAAwAAZ6Wuuknb9j5T6TGOK5Udl2l6CgRcrVkd0GOPnziAdXeX9cMf5WV4U1+sDcNUNBpRKe/p0GRCMkePuoXq1VZeGpMkRYyCirt2ndZsVkuLom94g7KhkEq2rZdeekmSFAxZStbHzuQyZ52+4R61NS4kgPlMNlVQMBhUbW2tgtmsynv2vLL316sd/jWruVnJT31qaoXl1q1yDh5U9KabFLv1VgVXrFBg4UIZ0ajcfF6hG29W5IYbZWjqvminv1+l7dtlmKYCjqPm5mZtPfyAikxqZj3MAwAwvQhgAADgjCWiSWXyqVMfWCETkyMqO2XF4kW95tqIvvf9vDLZ4z9icXTM0//zlayy6aJc5/e3TdYpFAwp6AZlNTbKGTz+vlM3v7VGUeUUUFnp55479WCGoZpPfEJuNKpsJKItzz+vQmHqS3coEuT2q1MYnRjQigWXVnoMTDPX9RQOhyVJpufJGTnxvoJmY6Pqv/lNhZYtkzM4qMIjj6jpxz+WEY0qb1bJnN+qUDyisu2pr9dUrtwhSQqqpLBRVLy1WokFHQoumKeqQkHxePzIuT2Xx7ACgJ8RwAAAwBlra+pQ/1BPpcc4Icct69DIPrU2LFYoFdUbbw/r3+86+eqOUDigQm5qpVgqlVJDQ4Mcw5RVnZRXLMqdmDjq+GVro1p6SVRJ86DK+/er9MILp5yr+s/+TMGVKzUWj2s8ldJvf/tbSZJpGWpf0nCWVzt7ePKUK0wqHqlStjBZ6XEwXTzJOI2nVZgNDWr4t39T5LLL5IyPy+7qUuzWW5Vya5TyatU8L65IwlIu6+on/zqsJx/IyPM8VSUtzesMa9HKiJasbtFw0VPteFA19QGtW7dOW7du1d69e496eAYAwH8IYAAA4Iw11rRq94GXKj3GSR0Y7FZb0yJVVRd0xx9HtWmzrb17T/y4+kDIklEw5LmeHMdROp1WMpmUZMhqbJJMS+7Y1K13kaihj/xtiyLKK2FklPr5z08+TCik5F/8haKvf73SsZiKlqVf/OIXsu2pDfWD4YAa25LTdem+1jfco7mNHerqndn//OEMGFKxWJQkuYYhq67u2EOiUdV//euKXHGF3FRKZjgsc+lKTboJjQ5L4YihaMzU2EhZg322smlXqy+P6effH9X4yCv/3je1BnX9HQ269R0NSmWl6uqo7rjjDv36179W154dx7wvAMA/zEoPAAAALi6WGZDjluV5J36y4kyQK2a079AuVSXzikQcffyv4komT7zKxDCkcDR4ZCVKPp9XJpOVa5pyTFNWfb0C7e0ywyF96DMtaplrqdkakL1jh/L33XfC84bWrFHjN7+p6M03KxWPKxcO65e//KX6+/slSYGgpUVrWmSap14BA2l4vF8NNS2VHgPTyDQNlUolTUxMyLYsBTo7Jcs66phgZ6fCa9dKgYDMujoZ1dUKtTSquimiB382odrGgCzLUE1dQEvXRPWnn5+jD36qSSsvO3pfvaGDtn76w4I+8dclPf+8NDwcUakU180336zVq9ZcyMsGAFxgrAADAABnpLa6UePp4VMfOAPsObhTDTVzVNdgynGq9MUvVOkLX5zU6Ojx73UKhizZJUeOPbViJJOZlOe5qqqqkmeYCldH9d8+2akNGww1B4cUmMxq5MtfPmaTfCORUGTDBsVuu03BlStVCgQ0HoupKOk/f/7zV578KKm6PqrGuaz+Ol2O68gy+QjrJ/FkRNlUUf8/e3ceX1V5J378c9Z7z12zL5AEAmGXRREVBRRRqePSbWxdWsfqdDptp9OO05nadbTTzTp2363dxp8dS9Va27oLIoqKsu8QICQh+3L3e8/6++NCICZhEwiB5/168SLkPvec5zwk95zzPc/z/ba0tFA2YQKSrqNNnoy1aVNfG6uhgdQf/kDg6qtxfCGShOhstVm1LMGTD/UQDCuEwnLfMkZJAsvy2LFx4NJnyQjQ0QHf/KbNu9+d4f3vjwCw6PIrWNfw8mmd31AQBEE4fuLqQRAEQRCEY1IULqM73j7c3TgqnueydserzJmykNJykKQw3/9OlF//Ns0LLw5eGdIIaKQSbl9C7FQqhWVZnH9+AR//uI/qaolRpRaRQAF2c4rCr38dp6kJz7aRfD7UmhqU8nIATE2jV9fJ6jrNzc089dRTdHUdrGDoD2hMnlN98gfiDJPJJTF8QTK51HB3RTgBCsvCtDfG2L17N1OmTMGRZYLXXUfvIQEwLx7HS6WwunrZ60TZsCbGN/61GdvK/55+/4stR7czVUMOBnEkCcdx+fnPY6iqx3veEyEY9pg+/kJe3/Q87mk+w1UQBEE4diIAJgiCIAjCMSmKlLK7Zctwd+OoZc00b25dxnmT5lNW6eHzB/jUJ4MsvtLH357K8epKE9M62F6SJQIhH+lkDjyPWbN0rrkmwPz5MoZhUVkJPh90dcfwAG38eJTaWmTAA7KKgqUoWKqKI8t0dnby5ptvsn79erxDsmz7Ahoz5tei6crbuywcQXe8naJIGc0dp28hBuHoRUsCaLrCli1bWLhwIWmfj/Cll6L87nc4+/YBoE2bhn/hQtrcUmIJiR99pbUv+HU4RlDGyrnYdv7fSlEhngSuLJFO5AOov/hFnOnTdXRfhLJKqCobz962HSfteAVBEIThIQJggiAIgiAcE031YdmDz546XWVyKd7Y/CKTamZRWVxDIJjD5zOYODHIx/4pwO7dDrt223R3e3geBIMSY8eEqR0rUVAgoyg2Pl8cny/Ntm1tbNiwgdLSUsrLyyktLUU5JF+RaZp0dHTQ2trKli1b+nJ9Haq4uJiJF5ShB0Tw63h0x9upLp8gAmBnCCOoo/s1UrEsa9eu5eKLLiKQy1Hwn/9J1513gusSfM97sNBJeBEe/lEb3R32Ybd56TURbv23UmrqfDiOx8rnEnzts93I0QIcKb9UMpNJA2BZ8D/3x/n5z0vIpHVqyutEAOwoZFImsc40Pe0JUrEsruvlnwJI+bxuwaifwrIw0ZIARlAf7u6OKGJsBeHkEAEwQRAEQRCOmq76MK2BOXVGAss22bjrDVq69jKxegYl5RFsWyaT1ikqVpgxQ8N18zfGsuyhag6aZiORRpZypFIpli59nVWrVvWbySXLMn6/H1mWcRyHbDbb7/VDqZrC5ElTuO222/jb6w/huIe/iRcGF0t1c06wcLi7IZxA1RNL2L66mZUrVzJlyhS0UIiiqVMJ3347qccewz9/Ph1uAbFum+V/ix92W1e+P8qXf1xFMKKQTbvIssQliyNEfqaTSEu4skQinsA9JHdfUzOsXWcxZ46PsoogJdEKOmOtJ/uwRxzX9ehoitG4vRMza2GZTj4wM4hULEd7YwxNV9D9GtUTSyitioqCH0MQYysIJ58IgAmCIAiCcNSKImV0J0ZGAvyhdMVaWRlrJRoqpqp0HEWRMsIRY9C2lmMRS3axecsmXn7+DXIZc0Bwy3Vd0un0YfcpKxKaT2XCzNF84sOfOGHHcrbyPA9JEsXMzySlVVF2b2ojl7b4y1/+wi233ELCMAh/4AP5qpCyTNIJ89JfY4dd+ihJ8I93lROKqry1PMHjv+4mnZUpm1xCIq1iyzKmaZJOH8wfJ8kSqq7wzLM5Zs0MYdsyhZEyEQB7m46mGPUbWrFyNq7joSgKoypHUV5eTllZGT6fDwDLsujs7KStrY3W1lbMnImVc9i+upndm9oYP72C0ipR+ONQbx9bWZaprqqmoqKC8vJywuEwiqJg2zbxeLxvbPft24eVy4qxFYSjJAJggiAIgiActcJwKR29+4a7GydELNlFLJlPSK+pOmGjAFVVAQnHdUhl4mTN/YEtBc6/su6on84DIDHg6bymaif9uM4WyUyMkBEhmTn8bCBhZJBlifHTK9i+upnm5maee+45rrrqKpAkChYvxlYNnGaVrWszh91O3Tl+Kqt1MkmHMRP9/Md3q4jHJL5zn4UtS9iOQ29vb197SZLwGRqSBJu35GdkWqZKVMww7GOZDltXNRLvSmNbLqWlpcyaNYtp06bh8/mQAMVxkPc/HPAkCVtR8ADHcdi6dSvr1q2jsbGRXNpi++pmWht6mDyn+qzPgfj2sY1Go8yaNYsZM2YQCASQANW2UVwXifwpxxk9Gnv6dDwgkUiwbt061q1bRzKZFGMrCEcgAmCCIAiCIBy1gD9MKpsY7m6ccJZt0p04fGVLWZYorymgvKYgn5+lK01vW4JkLIvn5nOHSVJ+Nkko6qegPEy0WORnOVlSmQQBf0gEwM4gpVVRWht66G5NsmbNGjzP46qrrsIIhbBNP5Ku0tAZQvLZeLncoNsoH62h+yR0v4ykyJgmVI+R+NI9Ojv+Icvatd39lj7KqtwXKIjFPDo7XcIRhVC44JQc8+kuk8yx/uU9ZNMWhmHwrsWLmDZtGrLnEcjl8CUSaI4Dgyz7thWFnKYxc/Jkpk2bxt69e3n66afp6cn/H69+YScz5tcOw1GdHg4dW0VRmDdvHnPnzkWVJPymSSAeR3WcId9vqSoBXWf+JZdw0UUX8fLLL7Nq1ap+Y2uExPlHEA4lAmCCIAiCIBw1v884OCvqLGYEdYygTkWNuEkeLhkzhaEHh7sbwgk2eU41q1/YSTZtsXbtWnp6evjoRz+Kg4wnSSSIotZE8SwLL5fNB8Jcl/yUSxUrGMJFwrHhwQccXn7F5cc/0SgokDjnnAyrVx8MKEiyhBHoPyszFvdwXQlVFrdJmWSOdcv3kMtYTJgwgauvvpqg3084ncbI5fBMk9yKFWQ2b8aqr8ft6gLPQ45GUceNQ5s0icCCBQTDYXKahlJVxR133MGyZct48803yaYt1i3fzfmTe4/cmTPMoWNbVFTE+973PkqKiwlmswSzWSTbJvvqq6RWrcLauROnuRkvl0Py+1Grq1Hr6vBfeCGRCy4grCgk/X4WLlzIlClTePzxx4nH46xbvpuZC0QQTBAOJT7ZBUEQBEE4ahLykAneBeFUyuRSlETKh7sbwgmm6Qoz5teybvluchmLhoYGtm/fTlXVNCCIqym4tocs60i6jhT2OJD22wO60zK2BbIM23bCps02sZhMUZFKKHQwb5wkSwRCPqS3JQ0/8M+z/XPOMh3Wv5wP0MyaNYvFixfjtywi8ThSLEb8oYfIPPssXio14L1OWxvW9u1knn6a+E9+gn/BAsK33UZJRQVJw2DRokVEIhFefPFFchmLh3/3B6bOGzXiluwFfCGKouVEAgWEAwWoioYk7V9Cn02QSPUQS3XTHe8/u/jQsS0vL+fGG28kpGkUxOOopklqyRJSjz2G2zswMOil01jbtmFt20bmr39FLikhdOONhK+7Dr9loZSV8eEPf5jf//73dHd3s37Fbs67vG7Eja0gnCwiACYIgiAIgiCMOJlcCsMfGu5uCCeBEdKZuaCW9St2k01ZpFIpstkUlqXj9yfp6fGhaRqD1UHY2QD1uzxmzpT40IccZsxwqKiQyWZd6ust4GDwS1YGVswrK5NRFBfLMU/2YZ7Wtq5qJJu2mDZtGosXLyaQyxFJp8muWEH8hz/E7ek5ug1ZFtkXXiD3yiuEbruN8Pveh+I4zJkzB8dxeOmll+jtibF1lcP0S8ae1GM6USqKqqkqG0dhuBTPA9tSsEwFx5TBA0n2KDCKKI1WIcseWTNNc8duGtt3Ydm5vrEtLCzkxhtvJKyqFCUSOPX1dN57L/bu3UfdF7ezk/iPfkTmhRco+NznKK6qQgqFuOmmm/jNb35DKpVi66rGETO2gnCyiQCYIAiCIAhHRZIkPM89ckNBOAWyuRSGHhjubggniRHSOe/yOrauggp4NgAAIABJREFUaqS9vZXx4ycCUFNjU1+fBEBVVRRFRZLy6cFd18O2Le67T+e73y1mzhwfc+b4sCyPpUszvPhiFkVTMALagJlfAJWVMsGghKY7xFPdp/JwTysdTTHiXWkKCwtZvHgxxv7gV2rJEhIPPHBc2/SyWRI/+xn27t1E77wTT5K46KKLaGhoYM+ePcS70nQ0xU7rCoYhI8LU2vOJBovIZVW6O31k0vnlhZ4HyaSH60LAkND2rzrUdJtgyMe4UUFqyiewas1K4l2bkSSJa6+9lpCmUZRIYK1fT8+Xv4x3hIrCQ7G2bKHr05+m6FvfomjCBNxwmL/7u79jyZIlI2JsBeFUEQEwQRAEQRCOil8PiPxfwmnDcR0URVzKnsk0XWH6JWNRcg6K4qEoDnPm+Fi6NAuAbdvYtj3gfS++mOWGG9q5/voAhiGxbZvFE39Oo+ga/sMsBTt3Vj4fmO6ziXcf5QynM4zretRvaMWxPa699loMWSaSSpF5+unjDn4dKvPMM8ihEOGPfQxTVbnmmmt48MEHyWaz1G9opXhUBHmQ4ORwqymfwMTqGdi2SkdrANNUaWpyeOHFDJu3WjQ0OGTzP5ZIEoweLVM3TmX+fJ3zzg0Q7zWIFqaZOfFCgu8poaWlhVGjRhFNJHCbm+n50pfwMoevcHokbixG9113UfLznxNVFMaNG8esWbNYu3btaT22gnAqiasGQRAEQRCOiuELkskNzPciCIJwUhkZ9KBM0DG57DKDBx5I0tMzdHU8gO3bLe6/P44kS+g+Fc3vRzrMvb8kwTVX+zAME1n2aO/Zd4IPYmToaIph5WwmTpzYL0AT/+lP+zfUNLTaWpAk7MbGgTOXFAW5qAgvmRwQ2Ek99hi+OXOInn8+ZiTC7NmzeeWVV7ByNh1NMcpPs+IidVXnUFs5mUTcT7zXoKnJ4Re/TLB+w8DgK+RngzU1uTQ1mSxbblJaKnPrLQbzLgmgKDLjxtUxe/ZsrLY2NNOk61vfGjBGkmGgVlfj2Tb2rl37vymh1tUhqf1v4b1stm/ZpBuLEbv/fgq//nUM0+SSSy5h/fr1p+3YCsKpJgJggnAG82kGiqKAB7ZjYdqDlwwXBEE4Gj7NIGdlh7sbgtDnLM9TftZwXIfmzj3UlE0inQrwoVujPPBAEtt2cB2v/w+CJCErEqqqoKjyoHm+BnPJxTqjRyuEIml6Eh0kM7GTdDSnt8btnbiOx+zZs9FtG8226f7Rj/oFaEJ33EHk4x9HDoVAknATCWL33ktqyRLUCROI3nUXvhkzkAwDe/du2q67rv9OPI/Yd79L6W9/i2GanHvuuaxcuRLXcWnc3nlaBWnGlE+gtnIysZ4AyYSPxx7P8vtHMljW0W+jo8Pl/u+lePppj//4bBRZLqW0VCJQXEzy0Uextm7taysZBsU//jG+c89FMgy8TIb2D38Ya+NG/PPnU/zDHyL5/f227yaTtP/93/cFwXKrVpF95RWCCxaQiUSYNGkSW7ZsOe3GVhCGgwiACcIZJOALMapkDAXhkr5qNIcyrRyJdC89iQ6aO/dgihtZQRCOgSzJuO7hZ10IwqklImBni8a2ndSU1xGOZnn39Qar3rTYtHnwGTjHqrhI4p//KYARMNF9Npv3bj8h2x1pMikTM2tRXFxMdXU1wVQKe+9ezDff7NcufMcdKGVluIkEeB5qZSUF99yDtWMH2vjxBC6/HGQZSdOGXNbntLWRfeUVApddRjASYcKECWzbtg0za5FJmRhB/VQc8mGFjCgTqqeTiPtJJnz8/IE0Tz19fA+TXcfj9ddy3HlnF9/7XgW6BmMr/Xhu/7yacjSKb/Zs5EgEFAVUFdkwAPByOTzbBnN/gQZJQikuxkuncbq6+m0n/dhjFF1yCbplMXPmTLZs2XJaja0gDJdBaqcIgjDSFIZLmD1pAZfMeBdjKqbiV0aTTkToag/R0Ramoy1MV0eIbLqAoF7F+NHTWTDzGmbWXUzQiAx39wVBGCEkWcYVSfAFQRgGWTNNfdMmQpEsPr/NnZ8JUlb2zm9l/H74j8+GiEQ9CorStHU30dHbcgJ6PPLEOtNYpkN1dTUAumWRefbZAe0SP/sZvXffTeu73kXbdddht7YiRyLo555L7s03iX3ve6QeeQTPOfwDk8wzz6A6DqrrUlVVBYBlOsS6hj/XpITE9PEXYlsa8V6Dx/+UPe7gF4Bju3iex969Dvff75DJSHR2egTe9S7UCRMOtmtro/cb36Dnq18dsKw09/rrtCxcSMuCBbRecUW+EqfnkXriCbx4vF9bc8MGnI4OfLbNqFGjkCTptBlbQRhOIgAmCCOYqmhMGTub8ydfRshfSXdnkJamAro7g+zZrfPKq/DMMy7PPuvy+uvQ3OijqyNES1OUWE+QolAVc6ddwfjR05AHqyUuCIJwCFlUgRROM57nISGSOp8t9rRuozfRQVFJivJy+ObXwowdM3RS+yOJRCTu/kqYKZMViktSWE6GLXtWn8Aejyw97QnwoKKiAs1xkDwPc/PmAe2Sv/sdiV/9CqexEUnXkXw+cBy8VAq7oYH497+PuWHDEfdnbtkCgGrbVFZW5r/pQW9b4oQe1/EoKxxNyIjQ0x1k926Hh/9v6AT1Y2oU5l6k9ftTWdn/utq288FATdPYudPjT49adMU0LNlP6KabDjb0PFKPPEL2pZcG3ZcXj+P29KBNnYoyahRuMknmr38dtK21dSuabaNpGsXFxafN2ArCcBJLIAVhhAr4Qpw3aT4+LURvt0Eq6WPfPofnns/w0vIc3T2DLwuprJBZuNDHlYt0Cgt9hKNZaiunUBwtZ832V7BEnjBBEIYgIeGKJWfCacTDy2cvF8nAzhrrd77G+ZMvpaQcJCnEffdGWPLHDI/9KcsgBSGHdOkCnTs+EqCgAIrLEkhKltVbV2A55snr/GkuFcunxiguLkbdP3vLrq8fsr1SXk7R976HUlSEtWPHoLPFDsdLJHDa29FqavIBmv2SseFP0VFTMYFcVsUyFX7928Rhc359/b9DTJ/eP+3I8uUmn/rMwVlZrpP/jDpQufbJxxwuXyARKSig9OKLkcvKcNvbj7p/geuvRw4EyK1eTe5tS1QPsOvrCVx6KQCFhYV0dnaeFmMrCMNJTPkQhBEo4A8xZ8pCVDlCe0uEzg6dX/wyzSf/Nc7jT2SHDH4BtLS6PPz7DP/08Rh/+GOW3m4/HW0RQv5izp98KZrqO4VHIgjCSOJ6HrKYbSOcRmRJFrMSzzKmnePNrS+RynZRWhGnqDjLzTcZ/PRHUW74ez/FRUN/RhkGXHWlj/vvi/Bvnw5SXmFRVhnDk1K8uWUZiXTvKTyS04/r5q8fVVVF8jxw3SFzeMmlpRQ/8AC+GTNw2tro+vd/x+099vHzkkkkz0PTDgaQXGd4f6cNX4iCUDHJhI+9jc6Q1R4PCAQkfLpELOb2/dnX8rbln/uD9Acqkdo2PP9kkoQXwZVVjEWLjrp/Snk5xqJFeJZF6o9/HPIBgJvN5v8fyf+fAniueFggnN3EDDBBGGEUWeXcifOQCNDZFmbPHpf//kaCjo5ju1iwLHj49xlWvmby5S+E8NwwJeUws24ub25ddnI6LwjCiOZ6LsrbimsIgiCcaqadY9WWpYwbPZWxFZMwgiaBoJ8P3eznlpsMOjtddu126O528TwIhSTG1SqMGqUgSeA3LELhND6/TWt3E9sa1ohK2dBXU8J198/1leVBZ1jKJSWU/OIX+GfPxunooPOTnxyQKP+oaRqeJOEcki8sk7R45cktqKqMqikoWv7v/B8Z5e1fD9JOViQk6fge2ERDRQCYOY0VK45uxpTnQXe3x0MPZ3hrtcXu3YPnPzt0KFcuzfL+DwXJen70KVNIHXhBlvtXetT1fEL8/WNkLF6MXFCAG4uRefrpIfskHRJUPDC+YrKscLYTATBBGGEm1szEr4Vpbw2xa5fLl76SIJk6/rPZ7t0OX/hSgm98LYyshCgp9xhbMYk9rdtOYK8FQTgTeJ4r8gUKgnBacD2XnU0bae1qZEL1dEqKK4gWSmQzGqGIwugqBddVwQNJ9tA0G03P4fdbKKpLPNXDlh2bz9qE94PaHy9KJpM4paUAqNXV2Hv39mtWdO+9+C+4ADeTwTNNir79bSRZpve++zDfeoviBx5AKSxEkiSkYJBRr71G8uGHif/gB/33p6qolZWkZZlkMtn3bc2nUDWhBNtycCwX23KwLZdMysTZ/7VtOTj20A9/JYn9gbIDwbGDX6vqocGygcGzYGUEy5JxHYkdO4+8rjYcklEUmDxJ5av/FSYWc7n3f1L86YksnpefdXXgSv1AJWVPgtYOmXTSJRf2E504sW97ZY8/jjZmTD63mixT8uMf4/T00Lp4MVgWoVtvRdI0MkuX4rQM/fOrjh2LreRz5MX3J8k/zpigIJwxRABMEEaQwnApVaW19HQZpJIS3/r2Owt+HdDa5nL/d1N87athknE/46um0dbTRCaXOvKbBUE4a9iOhaqIyrHC6eN4Z3gIZ45kJsaa7Svw6wFGl46lMFxGOFyAqvS/zXE9l2Q6zr6uTpo795z1yx0HI8v536eWlhYm769MqE2cOCAAptbU4FkWkqqilJXlv+m6+WDZnj2oo0cjh0J4to0cCEAggHZIpcO+7dTWgqpiKQothwRydL9KzaTSI/bX8zwc+2CALB8wO/Trga9lcma/doMF0apD0ynQbRzHZcvGNMmYmw/mSfs/c/b/feDfO+stJNlj/XqLc6ZpjBmj8u+fCfD8swla9jlwSO5Ma38yMU+SkHx+GnflKJ+pIxcVgaqCbaOUlCCFQvkqmo6DFAohmyaSoqBUVCAXFOB0dZH+058OOz7apEmYioLjOLTvzy8myeIzUzi7iQCYIIwgYyomYpkK6ZSPX/0mTWvbwZN2MCgxc4bKhDqVcETirbcsVr6WP8n6/XDuLI1x41QKCyU2brBZtrx/ktdNm22eeDLLe9/tJxjKUV1Wx/bGdaf0+ARBOL1lcikqi2uGuxuC0Ecs5xEOyJpp6ps3A/mqhYYviKpogITj2mRySTzxA3NYwaifVCxHS0sLriRhKwq+Sy4h8/zz/dp1feYzqFVVA96fW70at6eHrk99CknX+71mbRu4ssB/ySV4koStqv0CYKGof0DbwUiS1Ddr63h5nndIoCwfFCurKkD3a8hpCcdTUDUJvHxbzwNcD9fz8PDwXPjIbe04DrguTJqk8ac/lROJyEydqtPdYyErElYuv33XdXEcB1mSkf1+LDOHt3/qnaRpeLZNx803I5eU9Oun29uLl8lg791Lx623IikK5saNQx6XOm4calUVSU2jra0N183fMxzt2ArCmUoEwARhhDB8IUoLKunp8tPZ6fL8C/1zVfzTPwa47VYDXZeQZfjzX7J9AbBbbjL4l08E8fvzr73yqjkgAAbw6GNZrnmXn1TSx+jSsdQ3b8Jxj6GkkiAIZ7RMLoXhCw53NwThECKgIQxOzGI/doVlYdobYzQ2NpJMJgn4fETmzkUpL8dpa+trZ23ahLVp05DbyS5deuSdaRqBa64ho+s4rsu2AwEyCQrKw+/0UI6aJEmouoKqHwyi6YaKqslIskSkQMVyhv6cURS4cpGP9RtMmvc5TJzsQ1Wl/NJHSUX359/ruWBb+eWPmUwGJRRC8SR8ER8S+Wtyb//sMLuhARoahtyntXnzEY8r+J734MoyWU1j44FA2SkeW0E4HYlEHoIwQpQVjsLzJNIpnaeezuG+bca2aXqkUh7NzQ6STL86bbYN6bRHU5Ozf7r24PtIJDxeWpEjlfChKhpFkSNPPxcE4eyRXwKpH7mhIJwCPt0gZx1dgmpBEI4sWhJA0xVc12XNmjVkdB1XUQjffvsJ31fw7/8eORol7fezbdu2vhxgmq4QLQ6c8P0di0wuiarlg1Vjxxx+vkhdncJXvhzi8UeLWPFSKf/z7SihkERTk8OWLQcfIiuq3LdkO51O43ngyhI1E/zoqoPb2Zm/YD8B1Lo6jCuvJOXzkcvl+gJgp8PYCsJwEwEwQRghIsFCzFz+6dRba6wBr//il2kWX9PNa68PnNn10MMZ/u76bp5+9sgVjla/ZeE4Mo4jEQkWvfOOC4JwVgv4Q5QXVTNu1FQmVM9gQtV0xlZMojhaga76hrt7wghm6EEyueSRGwqCcFSMoI7uz1cOXLNmDVnTJBEI4F+4EP9ll52w/ah1dYRvvZWU348lSbzxxht9r+l+DSM4vA9aYqkeVNVFlj0m1B1+eWWsN/8AWlUkIuF8gGvtOosvfLl/nl5Zkfryb7muSyaTpqJKxu+HYEkIc/v2E9N5XafgrruwdZ2038+qVav68o6dDmMLIMsKheFSxpRP4Jxxczh34jzOmziPmXUXM6FqOuVF1WK2uXDSiCWQgjBCRIKFWDkV0/TYu3dgaWXLAssafIq240AsdnTLRHbU57dtmSqRYOHxd1gQhLNW0B9hdGkto0rGoKn5i23HkfH2z1yVFQ9Zzn8mJTNxmjt2sa+zAdsZGNwXhKEYviCZXHq4uyEIZ5TqiSVsX91MJpPh2Wef5brrrsNnWUT/7d9w2tuPavnd4Sjl5RTefTe2rpM0DF5buZLW1lYgHySqnlhyhC2cfLFkFwA+v8WC+TqPLMkOmW+wtc3l2nd3UztWJRKR6O52adjrYA1yOtN9Ktl0/kF1IpFg7twgkiJhRDRytbUgywxY4nEsNI3CL38ZZcwYuoJBWtvaWLlyJXB6jG3IiFJVWktlyZh8fj7PQzFtJGf/fY0k4YbLcdV80LE30UlTxy7auptwvXcwLoJwCBEAE4QRQld9pNISHR3uOzo3HsmB7TuOLGZnCIIwgGWbaKqOZQ+cberT/Ewacy7lhaNxHIl0ykcso2FZCq7bf+21orhouk0gqDOxOsKEqhns2reZPa3b8cSFrnAU8gEwMQNMEE6k0qoouze1kUtbbN68mbq6OqZOnkyh61J07730fvOb5F599bi2rU2cSOE99+CVldETCtHa1saKFSsOvu5TKa2KnqhDOW5ZM013vINQWGXUqDDnnavx1uqhH9DkcrB125GXL6q6gpSV8FwPTfNYuNAjHHbxVBm1qorCu+8mdv/9uLHYMfdZLimh4K670GbOpDcYJOO6PPnkk33J74dzbFVFY2L1DEaX1iI5LnoyjZqOoViDj5kny9h+HTUUoWDcBYwfPY3Ne96iO95+insunIlEAEwQRoh83gAJ5xTcF7ou4IlSyYIgDJTJJTF8wQEBsMriMUweMwsJne7OAJm0jmXCmnUWO3dm2dPgkNq/HKSkRKa2VmHKJJVJk4LIcoBQJMv40edQUVzNhvo3SGaO/QZAOLsYviA9iY7h7oYgnFFkWWL89Aq2r27Gtlz+9re/EQgEYMwYCmSZwrvvJrtsGfGf/Qy3u/uotikZBqFbbyX43vdi6To9oRCdPT0sWbKkL0CjagrjZ1QgnybXnnvbdjBrQim6bvORfzDYsMHCPCQG5joeju1i2w6u4/UvSStJyIqEqiooqoysSAe+jc/QyKUtbr01RCQCktRDKquRNQyic+dS8uCDJH7xi3zlzaN54q1pBK6+mvAdd+AFg/QEg6Q8jyVLltDVlZ/JNpxjWxQpY/q4C/EpGr7uOHoyjZfLYa98BXPzRpzdu/Da2/E8FykQRKkZgzK+DvXieQSqa3BVFaUowuxJC2ju2M3WhjViNpjwjogAmCCMEI7jIMkekfDgqfuKiyTmXqRTUpJ/vahI5tq/87HydRPLgnmX6IwenZ9SHAxKXHeNjzffsmhp7X8SMQxQVZBkD9sRFSAFQegvnu4hGiwinurp+9740dMYN2oK6aROrDdAdzc8+niapUvNfjlQDvXS8vzf1VUyV7/Lz7sWG2RSOoXFCnOmLGTtjldEcEM4rEiwkG171w53NwThjFNaFaW1oYfu1iS2bbNkyRKuvfZaJk+ejKFphC+/nLJ588iuWEHmuecwN2/GS72t6qbPh1ZXh7FoEcaiRRAIkPD7Sfn97Nu3jz/+8Y9kMpm+5pFig9LRwz/764CO3n3EUz0UFCtUW2Fu+4cAP38gjW06mDkbz/XwhloXiYfrgG06SFI+95fuU1F1BU1XmDxR5oYbgvj9CXK5BH/5y3NcdtllWNEoEU0j+tnPEr79dtLPPENu1Srs+nq8Q8ZKCgbRxo/Hd+GFGIsXI0ciZHw+EoZBIp3m0UcfpaWlpa/9cI1teVEV08ddiJY18bd3IiVTZB95GPOFZyE9cPm6l0phd7Rjv7WK3B9+jzJpCr5bbiU47RzMoMHokrEYviBrdryC6w5MByMIR0MEwARhhEhmYhhaiIICP8VFEl3d/U+6V17h467PhdDU/NOdCy/QmT1b4/7vpOjudvnve8Lo+/NenjNN4xtfU/nJz9L89Of9T0B14/MfC5ru0NUjZmAIgtBfd7yd2srJNLbXAzBu1FTGjZpCrNcgGffz4lKTX/0mTTJ5dHkHG5tcfvHLNM+/mONTnwgyblyYohKZ8ybO461ty+ndn4tFEN5OVTSRN04QTpLJc6pZ/cJOsmkLx3F44okn2LlzJ4sWLSIXiWDkchiLFlG4Pzm+09qK292N57rI0Sjq6NEgy7iyTErXyfh8mJ7Hipde4o033uib+QVQUBBl8pxRw3SkQ9uw6w3mTruSaEGGqxcbNDfl+L/fZwZte6DC49uDYp7n4Tke2bSJlJWYdo7BPfcUoOs5/P4Uy5a9zLp169ixYwdXXHEFU6ZMQfP7MXw+gjffTOimm8DzcLu68CwLyedDLsoXqXIliYzPR0bXsRWFdevWsWzZMrLZg9Vx/QGNyXOqT9IIDa04WsH0cReip7MYXTHs1W+R+ekP8bqP/pzubNtC+r++gHbFYvy3fxTZdqC0lFl1c1m9fcWRNyAIgxABMEEYIWKpbqJlFQBMmaKx4pX+y4/2NDhs326jHFKsxnNh126HeNxl+w4b9W2/8fW7Bj49mTxZRZI8VM3pN8NDEAQBIJHq7SuQURQpY/zoqcT3B79++WCav/ztyNVmB7Nrl8PnPh/nPz4bYs75IUrKPKaPv4iVG58VQQ5hAJ9ukDMHvxEVBOGd03SFGfNrWbd8N7lM/jN406ZN7Nq1i4suuojp06djRCKojoPmOKhjxyLX1ABgSxIpRcFWVSxFwbIstmzcyGuvvUZPT/9rS5+hcfM/fIBNTStP+TEeSTqbYNOu1dRVzMDns7n9IyFKS2QefDCF5/nQdR1NU1EPucD2PLBtG9u2yOVMcrlsX1Dsskt9fOYzYSIRi9LyNNu3NvZVwEyn0/z5z39m3bp1zJ49m7q6OuKBQN/4KoEAkufhSRKOLGMpCrai4DgO27dv56233qK5ublf/32Gxoz5tWj64StZnmi66uOc2jloWROjK4b54nNkf/JDhqwkcDieh/Xc07h79xD40j0EAMorGFMxkYbWE1Q5UziriACYIIwQPfEOaitddN3mqiv1AQGw1163+MBNvUO+/4M3D/3aAZIEVy7yYQQsJBDLjwRBGMAjfwGrKTrTaueQy6ok4n5++7vMcQe/DjAtuPe+JHd/OczMmUHKKh0mjzmXjbveOBFdF84gReEyuuNtw90NQTijGSGdmQtqWb9iN9lUPgiWyWRYunQpy5cvp66ujpqaGsrLyykrK0PTNCCftqOrq4vW1lb27dvHli1bMM2BhVP8gXyAprCoAJpO6aEdlUwyxxNPPcPM6R1cdtllqCq8971RFiyI8L//6/DWKhfPAeltuboURUFXVQzDwHUjlJbmuPlmmTlzdHQ9SyAQY9eOJrY2v4EvoPaNLUBDQwMNDQ2EQiHq6uooLy+noqKCUCiEoig4tk0sFqOtrY22tjZ27NjRbynpAQfG1gjpJ32c3m7q2Nn4ZA2jqxP7zTeOP/h1CGfbVtL3fo3g3V9Hj6eoqzqHrlgryUz8BPVaOFuIAJggjBBd8TbS2STBsM6M6UHGjVPYNcgMrnfi4rkaZWUywXCWzlgrmVzqyG8SBOGsE0/1MGnMTHQ1QHtLkHXrLf705+xh3xMISIRDEj29LoPcB/WxbfjuD5L84LtRdF+AypIa9rbtEDNShX6KImW0dDYMdzcE4YxnhHTOu7yOrasaiXelsa18sMdxHLZt28a2bdv62kqShCRJ/ZY3DkbVZCLFASbPqT7ls5OOViaZY93yPeQyFqtWraKmpoa5c+fi2A6hgMKdn1Ho7lZYscxm6waThp0WsV4PVBV/UKNmjMzY8TIXzVOZOElHVT0CgQSuG2PLli387W9/Q9Ekps2tYc/mtn5jC5BMJlm79thzHA732EaChZQWjsLf2Qs9PWR+8oP+wS+fD2X8BCS/H6dpL177wcqOcuUo2B9EBcBxcJsPRkadjRvI/flxfO9+P7bhY9yoqayvf+1UHJZwBhEBMEEYQfa27WRSzSwScT+f+kSQ//x8HOsErQwKhyU+ekcQv99C1x327tl5YjYsCMIZpyfRwdSx5xOLKZimzI9+khjy4W5lpcw3vxZmwgQVVQXThGeezfK9HwydJ6yry+N3D2X4+McC2HaGmvI6Nu5adRKPSBhpCsLFbNnz1nB3QxDOCpquMP2SsXQ0xajf0IqVs/OVD9/G8w6XGB5kRULzqYyfUXFaJbx/O8t0WP9yPvhlGAY33HADlZWVpJubiUaj1JT5SXenibgSxdcYXHeNCqi4jofrgqpJIElIqkQw6FEQMTFC4OBj69Zunnrqqf3LJGHz63s57/I6etuThx3bIzldxramfAKy7aCls2Qe/l+82MF8wvr178X49GeRwmGQJbxMBvPRP5D5wXdQpk0n9IOfIvmNvvZeLkvqc3div35weWzu9w+hX3o5esigrHA0ft0gK5bDC8dABMAEYQRp7thFVdk4iooVamsj3Pohgwd//c4/9GUZPvXJIEVFUFCcojND9L2UAAAgAElEQVTWSles9QT0WBCEM5EsK/g0g2RC5tVXTTo6hn7aP6ZGYdo0DVUFx4bCQrjlpgCuC9/41tCzTJcuzfGhmw1CCT8VRdVs27sOyz7M1DHhrCJLCq53+FkmgiCcWKVVUYpHRehoitG4vRMza2GZDhwuXiPlA2i6X6N6YgmlVVFkWTplfT4eW1c1kk1bBAIBbr75ZkqLiihMJNBMk9iDD2Jt24Zx5ZWUXnABpYqMjUbW8+HI+VtrGRedHLprIqVlJEtDSvmxMhmKCwv54Ac/yCOPPIJlWWRTFltXNTL9krEjfmxVRaWiqAq9N4WXSGC9tLTf69r8S5FLS3HjcXBs5MIi/Ld+BGfHdtyuTuRIFCQJL7v/3sbzwHnbahfLwnzmb+g33kKuIMSoklp27dt8io5QOBOIAJggjCCu57Kh/nUumraIaGGa664NYJrwv//v+INgqgqf/lSQC+ZoFBYncb0cm3a/eQJ7LQjCmSbgC2FZCo4t8ezzh8/7tXGjzbf/J8mu3Q7d3S63fdjgxg8azLtEB4YOgJkWLF2W473v0YkWyhSEiunobRmyvXD2CBlRUhlRpVgQhoMsS5TXFFBeU0AmZRLrStPbliAZy+K5Hp6XzykryRKhqJ+C8jDR4gBG8NTnojoeHU0x4l1pZFnmhhtuoKywkKJEAqmtja6778bank+8nn35ZeSSEvQZM9Dq6tDHj0cKhZBkGS+Xw25sJLFjB9bWrVjbt6Offz6FX/wiRdEojBrF9ddfz6OPPgpAvCtNR1OM0qroiB7bSLAISZJRMzmsV14Gq/9DK/OJx7BXv4n5wnN4qRThX/4OdeYslKnTcF9+CQA3lST3/36Hs30r9ob1eB3tA/ZjLnsB3wdvRslZFISKT8mxCWcOEQAThBEmmYmxpWEtU8eeB57E+99nMGaMwk9/nqKr69imTI+pUfiXTwSYMEGlqCSJz59jzfbXMa3D5/IRBOHsFgkWkcmA68K27fZh2yZTHn96IsvH/ilANCIzf17+Qn1Pw5FzGG7dZuM4fhxHIhIsEgEwAYDRpbXsE/m/BGHYGUEdI6hTUVMw3F05IVzXo35DK7blMn/+fCorKihIJKC1la4778Rp6194w+3sJPvii2RffPGI2zbffJOuz36W4m9/mwJJoq6ujpkzZ7Ju3Tpsy6V+QyvFoyJ9M7hG4thGgoXgesi2jbN924DXrRXL+76WyiuQy8vBdfF6DxbqkqMFGP/8SbycifXqy6S//Hm8ZKLfdrz2drzeXpRIkEio8OQdkHBGkoe7A4IgHLvmjl1saVhDKJKluDTJBRco/Oj7UW78gJ/ioiNPfR49WuYfbzf4zv9EmDJForQ8gc+fY+3OlXSJqlqCIBxByIiQyTjs28dhE9ofUFEu8+GbDW79kEFVlUJ3t8vrrx85gWF9fT5IZpkqIeP0zRcjnFplhaNp72ke7m4IgnCG6WiKYeVsysrKmDt3LsFMBi2Xo/eeewYEv46HXV9P73334bMsArkcixYtIhQKAWDlbDqaRvbM1oA/jGLlH4o5DbuHbCdFowS/eR9yWTluexvmU3+BbBY31ovT3obT2oqkaehXXIXvI3cMug1nz25ky0ZTdTTVd1KORzgziRlggjBCNbXXkzPTTBk7m/JKm3jM4KYb/XzgBoMNGy127nTYvcchHneRJCgskBk3TmHSRJVJk1Rk2SMUzhCKZEnnEqzZ+oaosiYIwhHJkowkSVi2Syp1dM/RWlpdfv5AmkhE5l2LdWrHqtz4QT8P/1/msIU8EvuT5HuehKKcnpXChFPLrwcwrazI/yUIwgnXuL0T1/G44IILUD2PUDZL8qGH+pY9AshFRfjnzUOrq8OzLMyNG8kuW9ZX6VAKhQhefz3K6NFY27aRfuopDj3R5V57jczTTxO++moy0SjnnXcey5cvx3U8Grd3Uj6CZny9nSIpfePgpdODtpHCEYL3fhdtzkW4Pd2kv/J53KZG3OYmErd/CHdvfnZv4It347vxFrQFC8n+8HsDtuNlM0j7F77IspjTIxw9EQAThBGso7eFng3PMKF6BlWltUSiGTJpnQsv1DjvXB3H6X9CUFQXXbPxB1IYARMPl90t29i9b4u4mRAE4agcWGgtSSDLHpIk4x3m80PTwKdL/Oo3+VyF27bbfPubYYoKZQoK5MMm0D80l+/hKosJZ4/RpbU0dw49s0AQBOF4ZFImZtYiGAwyZcoUArkcXiJBcsmSfu3Kn3wSdfRoJF0Hz8PNZEgtWULPF76AXFpK2UMPoU2ahKRpeLkcgRtuoOujH8XLHkwvkvjtbzGuvJJALsesWbN49dVXsW0bM2uRSZmnTU6vY+V6Luw/b0u6PiB/vxQKE/z2d9EumY8bi5G++4t9yyKlouJ8VS7XzV9g2PuDhtLgK1skVe3bl+eKexjh6IkAmCCMcLZjsWXPW+zet5lRJbWMLq2lOJQvIey6Eq6bPzvIsocs509FqUyc7Y27aelqEFXVBEE4Jp7nYjsWiuJSWuqhqfph8wa+/71+/vljAd580yKe8FgwT0fXJRqbHDo7D3/RWlGRD+IrioOZPnyyfeHsUFFczeubnh/ubgiCcIaJdaaxTIdzpk5EkWUCuRzpv/61/zr//JMf3J4eMkuXIpeVYSxYQPB97yP1yCP4L74YberU/OvPPEPg+usx5s3Dv2gRmb/+tW8zblcX2eXLMa64AiMSYcyYMdTX12OZDrGu9IgNgOXMNK66vxLm6CrcpsZ+r/v/5dNo8xbkKztaJoEv3QNfuofcY0uQdB3f+z+A094GSCjV1eC62IfkDTuUXFWNrSq4rovliHsZ4eiJAJggnCGyZoZd+zaza99mfLpBJFBAyIiiyAoe4Dg2iXQviXQvpi1uJAVBOH7xVA+GHqCgAMpLdRr3DR0A8xsSBVGZ6671A/nr3vYOl3vvS3GkSV0TJuQvUzTdEUu0BTRVx/M8bOfwhRcEQRCOVU97AjyorKxEdRwkzyO7cmX/Rp5H5x134LS24nZ3o4wahe/ZZ5FDIZTRowlcfz2SLJN6+GF6v/lN5NJSAlddhfG2ABhAduVKChYuRPY8KioqqK+vBw962xIjKvH9oWKpHjxFxlVklLqJ2K/3Hz+poADPzN+DSJFI3/flsnLc5iZQVdTa8QB4uSzWipfI/vqBAfuRQmHkikocXSOe7hEzxIVjIgJggnAGypkZOsyMqJgmCMJJEUt1Ey0rB2DWLIXGfRIMWOyQ93+PZGhsdKgbr6Lr0Nnp8tLLJvv2HXnJwuzzNHTdRpIgnuo+kYcgjECjSsbS0tlAyIhSGCnte9CjKhoAtmOTysaIp3rpTXaKoKkgCEctFcs/yKmsrESzbXAcrJ07B7SzNm/u+zp0883IkQhuPI69YwdKWRmebWPt2nWw7VVXoY4ZM3A7W7cCoNk2o0aN6vt+MjZyK7EfOE87Ph3toovJPfw7Dn3SlfnOfZiPPzrgfc7ueryeHqxXV6BU14Dn4TQ34axfy2BPytSLLgbA9unEu5pO0tEIZyoRABMEQRAE4Zi09zRTWzkZv2Fx1VUqzz7nJ2dlBm2bzcILL5q88OKxLVGorJCZfZ5GIJQma6ZFMOMsJ0syE6tnkEzHqKs6B88Dy1KwTBXHzC/1V2SP4lAxFUUOkgSJdIzmjl3s69yD4zrDfASCIJzOXDcfaAkGgyiui9PezuGqtIRvv53wxz4Grkvy17/GbmwEJZ8E3tv/Pi+XA89DDgYHvN9pbQXHQXFdgoe87rkjdzZTzsrSHe+gNFxAcNQo1FnnYa95q+91r70Nu33oaprO+rX5oNcR6Ndch2348FSFlq69J6TvwtlDBMAEQRAEQTgm8VQPvckuQmGV6uow8+f5eX7p4AGw43XjBw0UxSMQzLGzqR5viBlmwpmvMFzCzLqLMXwhshmNrnYf2Wx+1pfrQjqd/9kIBCQOFAPz+S2CIZ1JNVHGVExk85636I63D9chCIJwuju0oqDr4jlDB81Dt91G9K67kHSd5B/+QOwHPwDLylc+LC5GKcgvYVQKC0GSsFsGX5FxYB+HVjke6av59rbtoGjCxTi6hu+Wf8DeuP6wgcRjpS1chFIzhlQ4SG+ySzwcE46ZCIAJgiAIgnDMGlq3MbOuGL9hcvtHfKxb76Oj68TkF7x4rsalC3SihSkc16K5Q1T9O1tNrJ7BmIqJKERp2AOWFWJnvcOyZWm2bbdpaHAw999baRrUVCtMnKhy2QKdSZOCqKpBQZHK7EkLaGyvZ1vDWhFMFQRhoP0VBW3bxlMU5FBo0GahW26h4POfR/L7sXbsIPPUU/jmzMFcs4bc2rUEx47Fv3gx2TfewLjiCnBdzHXrBm5I0/oqJVqHBIiGKHo4YnT07iOZiSMXRQjWjsP3wVvIPfSbE7JtqawM/x0fwwoaOH6d3Tu2npDtCmcXEQATBEEQBOGYtffso627idLiaixT467PhfjiV3Jk32H6knHjFD758SCGYRIImmzctUZUeDpLnTPuAiqKa4j1BEmnNLZsyfHAg0l21g8+M8OyoH6XQ/0uh6eezjF2rMJHbw8wbVqYYChHVel4/JrBuvrX8Lwj56ATBOHsIcv5yFNXVxfFFRXIBQXIRUW43QfzT0qGQfTOO5EjEbxsFq22ltJf/hLPNOn+whdI/eEPGJdfjv/iiyn/4x+Rw2Gczk7STz45YH9aXR0AtqLQ1dV1cB/yCI+AARt3vcGFUy8nVxDC/97347Y0Y73w3DvaphSNEvjCf+GFQmQKI+zr3EOnyHUsHAd5uDsgCIIgCMLItGXPaiwnQ1FpgkkT4WtfjVJUePwX7zOmq/z33WEKCh0KitO0dTeJ/B5nqcljzqWiqIbujiDJuJ9f/TrDXV9MDBn8GsyePQ5f+q8EP/lZmt4eH10dIUoKRjGtdvZJ7LkgCCNRMJqvVNzS0oKl5ueI6FOn9mvjWRZWUxPOvn243d24PT35P/E4blcX2aVL6bn7bpyWFjzbxty6la4778Surx+wP23KlPzySFWl5ZAlkqH9/RjJEuledjZtwowEMUMBjE/8K74bbqRvjfoxkseMJfj1byONGUu6rJCMlWZrw5FzhQnCYMQMsLOUZZvMm3H1EduN9HXogiAIwsljOSart73M+ZMvpaRcYYoc5offj/Lb3/1/9u48zsq7vvv/61rPfs7sCzMDMyzDEkIgASJJIJBoSEzVX92qTapVU5dUrXG5rd63rdZWf2pXW729azSxVnvXtLEmsSELJgGykAAJ+zozwMww+3L2c671/mMQMmGHgRmYz/Mfwlzf63t9vteD8OC8z3fJ8eTTZz9rKxxW+MDdIW5fHSAQtCmryJLK9rGz7ZWLWL2YqCpKammomsHwYJhM2uS73/VY93z2vPryfXjyqSLd3S5f+XIMVY1QWzGN/uFuugfbx7hyIcTlqrQqRm97kvb2dtzrr8fRNEKrV1PYsOF4I8eh9x3vOG0/2X/7N7IPP4xWUoI7MACOc9J24dtvp6jr+EB7+9G/ixQoqY6N0YjG18HuvZhGkGk1s/A1lcD77kJf+ibyP/geXsv+s+skGCTwzvcQ+P/ehRsMkK8sJedZbNrzHK538vf6W77PGT/r2o7MLp+MJACbpDbuWntW7d698qMXuRIhhBCXs0w+ySt7nuXa5uU0Nobo7HK49xMR3vH2IE8+XWTdeouhoRO/TVEUmDZN4y23Blh5s0k0CvGSHNFYkf5kN9sOvCgn901CumZwVeNiCnmDbCbAAw9YbHz5wpcrbtvu8I/fz/LZz0TIZW3mNF7LYLoPy77ANbtCiCtCoiKMYWq0traSSqUIBYMkrr8eraEBt/0cw/JiEbfn1KcdmosWoTc2kgoG6ezspK+vDwDD1EiUhy9kGBPKvvat2E6RmfXzcUIBgoZO9Nt/i7t3D9bap3B37cDr7ho94yISQZs+A+OG5RjLb4ZQmGIiQjEeIVNIsWXfBorWmQ/d8X2PDdsev4ijE5crCcCEEEIIcUGy+RQv7XiKa2cvZ0ptPclUmlA4QF1dmA99MMzQkEdbm0s256MoUF6u0jhNIxRSUFWfcLRINFoE1WLP4R209xwY7yGJcdJQNQNDD9DdE+aVTTbPPWdQtJMntNM0uGaBjmGMXnJrWT6vbXVOOoN93XqLJYsNbl4RpnqKzdSqGRzo3HmxhiKEuIyEIiZm0MAuFtiyZQurVq4kms+TuO8+Bj/3uTFbFqMEgyQ+/WlsXcfSdTZv3nzsmhk0CEXMMXnORNHWtYfBVC/zmhbj1lSg5wuYwWsIzZ4DgJ/P4w/043seSiiMWlkJgKepWNEwViSEpym0HtnNwa49eLJ/o7hAEoAJIYQQ4oLZrsXGXWtZde07KDhZyipK8LwcxYJBLK5RO0XD90b2/1A1D8O0MU0HM+Dg+x7dg+20dO6kYOXGeSRivCiKQn3VDHLZAK6r8tOf2lhOAU5yauPChQb/9PdxwuHRAVg26/NHH0+yc9fJl8f8+MEcy95UQi4ToL5qBq1HdssHKiEEAA3NFezb0smWLVtYtGgRRiRC2fz5RN//fjI///mYPCP28Y+j1tczFA7T3d3Nnj0jJxmqmkJDc8WYPGOiSWYHeWnn09RVNtFQNZ1oVSmK56FZDqplo1ZVAD6+ouAZOq5pjPzqOXQNHOZw9z6yhfR4D0NcISQAE0IIIcSY2bJ3Pc1Tr+H57WuYUtFIIlJOLFZCXDNGtcsXcyRzwwz29NA1cBjHtU/Ro5gsyuLVBM0QvQMBXtlkMzhgYtnDJ22bSnpksz6O89twTKGqSiWd9uk8cuqls0NDPs+/YHHrLQGicZOKklp6hzovwmiEEJebyvoEbTt7KOZsHnvsMe666y4yoRDRP/xDvFyO3H/91wX1H7vnHsJvfSvJUIiC7/PII4/gH51ZZgR0KusTYzGMCcn3PTp6W+jobSERKaM8UU0sXEosnMDQQ6iKguu5ZAtp0kPDJDOD9A51nnGvLyHOlQRgQgghhBgzyewgvu8TMIIc6Nhx7OemHkDTdHzfx3FtCbzECRKRMjxPwbY1Nm7ktLMB9x9wefPtgwDoOjz8UAlVVSpPPV1kePj0S5XWbbC4eYWJ46gkouUSgAkhAFBVhRlX17BvSycdHR2sW7eOFStWoPg+8XvvRW9sJP3DH+Jnz+1QDrWsjPinP03whhtIhcPkAwGe+PWvGRoaAkA3NGYsqEFVz/8U5ctJMjtIMjs43mWISer8ziIVQgghhDiFHa0vc1XT0lE/s5wi+WKWgpWT8EucVCJahlUc+W62rVXBcc/uhK6liw0aGnRyOZ//XlM8Y/sDB0ZmFNiWTiJSev4FCyGuOJX1CeJHN6J/8cUXeeGFF0iHQqTCYUJ33knl/fcTuuMOlGDwjH0p0SiRd72Lyvvvx7zpJoajUXKBAE888QQ7dhz/giheHqKy7sqd/SXERCIzwIQQQggxpgpWjqF0L7Xl0+gaODTe5YjLRNAM4zgqjq1yqP3s93u5/fYAkbDCrt02W149c7iaTPokkz7xhEooFLmQkoUQV6A5SxrYsvYAhZzN+vXrSaVS3HrrrRTjceKGQeK++4h/7GMUnn8ee+9e7JYWvGQSFAWttBR95kzMuXMJ3HADimGQDwRIh0JkCwUef/RR9u/ff+xZwbDBnCUN4zhaISYXCcCEEEIIMeb2HHqN5de8lZ7BdtlkXJwVVVHx0bFsznrfl/IyhVtvCeA48Mv/KuKeevuvUYpFH99XUBXtAioWQlyJDFNjwfImtq5ro5i32bp1K21tbaxevZrp06ejhUKEgkGCt99O6LbbTjgh0lcUHE0jczT88hSFnTt3snbtWvL5/LF2gZDBguVNGKb8PSTEpSIBmBBCCCHGnOs57O/YwVXTl7K95aXxLkdcBnx8AmYAwzj7wPSWWwKUJBRSKY+n1p55+eNvBQIKiuLj+WeZmAkhJpVQ1OSaFU1s29BGIWuTSqV46KGHqK2tZeHChcydOxcjFEIBNNdFPRqCeUfDL4BCocD2TZvYunUrAwMDo/oPhkfCr1DUvNRDE2JSkwBMCCGEEBdFZ18rUyqmUZGooT/ZPd7liAkuEozjWHkMI0htrUpX1+mDMEWBP7grhGEovLixyJEjZxeclZQoJBIKuuGRL57bZtZCiMkjFDW59paZ7HmlndRADsf26Orqoquri6eeeoqqqiqqq6upqKjANEeCrGKxSF9fHz09PfT29uJ5o/9e0g2VeHmYOUsaZOaXEONAAjAhhBBCXDSv7XueGxfczoZtj8vm9+KUqkrrcFwLVQcI0jxLp6vr9Jvgl5QoRMIK/f0ev3rk7Gd/zZo58s9f03To6ZOTyIQQp2aYGlff2EhfR5KW7d3YRQfP9XEchyNHjnDkyJGz6kfVFIyAzowFNbLhvRDjSAIwIYQQQlw0tmuxs20TC2fdwKY9z413OWICMnSTeY3XsaP1ZRbOuhHDdFmx3OS5dacPwIaGfN539zCBAHR0nP2yyRXLTXTdQ9M9klkJwIQQZ1ZZn6B8Spy+jiTt+/qxCja25YJ/+vt0UyUQMmlorqCyPoGqKpemYCHESUkAJoQQQoiLqm/4CLUV05hS0ciR/oPjXY6YYBY138T2lo0MpnopWDmiUZPrro2c1TLIvr5zO2ChvEzhxhtMIrEcll2kf7jrQkoXQkwiqqpQPbWE6qkl5LMWyYEcwz1pMskCvufj+yNLsxVVIRg2GOjK0DS/hilNZeNduhDiKAnAhBBCCHHR7WjZyPJr7mQg1UPRyp/5BjEpNFTNJFdIM5DqAaC9p4WZ9VeTSob46D1hvvb1zJg+756PhNF1n3DE4mB3q5xQKoQ4L6GISShiUjO15KTXfd9n45p95JKFS1yZEOJ01PEuQAghhBBXPs/3eG3/8yyZswpVkX9+CIhHSmmqnc3Ots3HftbR14pl5ykpy7FoocGddwTG7Hm3rDJZ9iaTkrIsrlekvefAmPUthBCvpygKpVVRhnrloA0hJhL5F6gQQgghLolkdpDWI7u4bvaK8S5FjLOAEeLa5uVs3P0b/NfNwnJcm51tmwiGbCKxIh/5cJgblhkX/LzrrjX4xMcihCMWobDNroObsZyz3zhfCCHOVWl1lFy6SDEnB8AIMVFIACaEEEKIS+ZI/0GS2SHmTrt2vEsR40RTNa6/6la27Ft/0uWwA6keDnXvJ1GaIxK1+Pxno7zrd4Oo5/GvVkWBt90Z4Mt/GiUWtykpy9LZ10bvUOcYjEQIIU6ttDICwFDv2C7lFkKcPwnAhBBCCHFJ7WvfSjgYpb5qxniXIsbB4jmr2Ht4K6ns0Cnb7GvfypH+g5RVZEmUFPiDu0P89bfjXDXv7LevbW7W+NY3Ynzkw2ESJUXKKjP0DHWw++CWsRiGEEKclhHQiZYEJQATYgKRTfCFEEIIcclt2beBG66+jXwhc2wDdHHlmz99Kf3JI/QMtp+x7a62TRStPNOnzCUYtjCMCH/19RiH212eecZi336HtoMuuZwPQDAITY06zc0aK1cEaGrS0HWX0vI0ZsDhUPc+9rVvu9hDFEKIY0qro3QfHML3fRRFGe9yhJj0JAATQgghxCXn+x4v7/wNNy64nZd3P0OukB7vksRF1lgzG03Vaencddb3tHTupH+4i3lNi6mqdSkWdEKhANOmBvH9kQ+TtjXS1jCP3xcM2USieQIhm3whw9bdmxjO9I/lcIQQ4oxKq6K07+0nmywQLQmNdzlCTHoSgAkhhBBiXNiuxcu7n2Hp3FVs3LWWfFFOy7pS1VU0UVPewMada8/53mR2kJd2Pk1NWQP1lU2UVVbgA46tYVsanjcShKmqj2G46IaLokAyM0hLWyvdA4fxXrfRvhBCXCqJ8jCqpjDUk5EATIgJQAIwIYQQQoybXCHNpj3Pcv28WyUEu0LVVU6noWo6G3f9Bh//vPrwfY+ugUN0DRwiHIxRGqsgFi4hFkqgaTqKomC5DoPDSdK5YYYy/WTzqTEeiRBCnBtVU0lURBjqzdAwu3K8yxFi0pMATAghhBDjKpNP8cqxEOw35IuyYfCVor5qOvWVR8OvMZqFlSukZcmsEOKyUVoV5eDOHjzXQ9XkDDohxpP8HyiEEEKIcZfNp3hl97NcP+8WoqHEeJcjxkBj7WzqKprYuGvtmIVfQghxuSmtjuJ5Psn+3HiXIsSkJwGYEEIIISaEbCHFSzuf5ro5KyiJlo93OeICNDcsoCxWdTT8Or9lj0IIcSWIxAOYQZ2hXpndLMR4kwBMCCGEEBNGwcrx4vYnWTBzGVWlU8a7HHEerp5xPaYRZMu+9eNdihBCjDtFUSipGtkHTFVUYuESSmMVlMYqiYVLUFVtvEsUYtKQPcCEEEIIMaFYTpHnt61h8ZybKYlWsK9923iXJM6CoQdYMncl3QOHaT2ye7zLEUKICSEWLuXNt84hpCaYNqMOVR09B8X3fbKFNMPpfjr720hlh8apUiGufBKACSGEEGLCcT2HjbvW0tywgOvn3crmvc/huM54lyVOIREtZ9GsG9nW8hKDqd7xLkcIIcZdeaKGmXXziUdKcGyF4QEY6g/iejq+NxKCKaqPYTgYZpCashLqq6aTzg3T0rmTvuGucR6BEFceCcCEEEIIMWHta99GZckUblxwB5v3rCOTT453SeINplbPYmr1TF7c8SRFuzDe5QghxLgydJPZUxdSWz6VYkFnoDdIoWBgWx6HDrscOuySSo18oROLK0xv0pnaEEDXIRC0icZ1Fs66ke7BDvYeehXLKY7ziIS4ckgAJoQQQogJrW/4CC/vSrJk7ioOdGznSP+h8S5JAIqisnDmMlzP5fnta2SzeyHEFS2ftUj25xjqTZNNFvA8H3xAAVVViCSCTG2q4y0330IoGGNoIEwua9La5rJmTZYnn8yRSTtE4kEUZXTfgQDcdKPJHasDzJwZIxS2qCxtoOSqcrbsW082nxqXMSA2towAACAASURBVAtxpZEATAghhBATXr6YZcPW/2Zh842UJ2rZ2foynu+Nd1mTViQY49rZK2g7spuOvtbxLkcIIS4Kz/Pp60jSvq8fq2BjW+5I6HUSAS3CsgW34hSCdPVFSWdUHvhJlt88YwHguAq+5+N5Ppo2OgErFmHtbyzW/sZi5QqTj3w4TLEQp6JKZcmclbyy51kJwYQYAxKACSGEEOKy4PkeW/aup65yOisW/g47Wl+mP9k93mVNKgoKsxqupqq0jlf3rScjH8iEEFeovo4kLdu7sYsOnnv6Ga66rvPud7+bQCBOKlnKgQMeX/lKPwODPoGQgWFqaPrIaY+u7aJpp/4Y/uw6i1e32nzly1EgRkUVLJp1Iy/ueArXk70whbgQEoAJIYQQ4rLS2ddK71AHC2YsY2rNLLYf2IjtWuNd1hWvJFrOgpnLaO85wIZtj493OUIIcVHYlsueV9pJDeRw7OMzjcvLy2lqaqK6upqqqiqCwSCKouA4DpFIhNLScnp6wrS0uHzhCwNkMiOhWTE3MnMsFDbQdBXXOfPs5WTS58++luEvvhpDUaJU1XrMnraQXW2bLtq4hZgMJAATQgghxGXHdiw2733u6Ab5t7OvfRtH+g+Od1lXJE3VmNe0mHAgxsu71lKw8uNdkhBCXBT5TJFt6w9SyNkAKIrCVVddxcKFC6mrq0MBdMfBcF3Uo/seqpEI0dpaevp1LEvl+9+3gCiqmsPzXHzfx7VdsmkP3dCwLRff54R9wN4ol/P5zl9n+Pu/jRMYClNX0UhX/0GG0v0X9yUIcQWTAEwIIYQQl62+4SOs2/prrmpczNTqWWw98AL5Yna8y7piVJXWMa/xOva1b2N7/8bxLkcIIS6afKbI1nUHKeZHwq+qqiruuOMOampqCNg24WyWgHV0trHn4SWT4LoYc+fiFH1Swwq/+LlNfzdEoxEikTCpVJp8PgeA7/lEwz6/f0+MN90QRFUUXtlk89B/FkilTr7EsqfX44Gf5Ln342Gi8QJTq5slABPiAkgAJoQQQojLmue5bG/dSCJazrXNy8kWUuw++CpFW2Yqna+yeBVzG68lk0uxYdvjOK493iWJK0hJtJySaAWxcAmRUAxN1fHxcRyLdC5JOjfMYKqXXDEz3qWKScK2XLatPx5+LV26lJUrV2J4Hol0GsNxcA4eJLVmDfaOHdhtbWDbqOXlVP3sZwz0aySH4jz9cAYtEEHzFVxFJZGIEwoFGRoaRtM8/umfylixIgiMzC5bsTzA4usM/vjTKbxTrIxc+5si73tvkHA0QFXZFIJmmIKVu1SvRogrigRgQgghhLgiJDMDPL99DRWJGpbMXUUyO8jeQ69iOcXxLu2yURqrYG7jdeSLWTbvWScfssSY0TWD+srp1FU2EQ5GwfPRbBvNcsDxAQVfC1NaksCrnA4KDKX76Ohro2egHf9UR+8JMQb2vNJ+bNnjypUruf7664kUCsTyeZxDhxj8x3/E2rbthPsCixeDqpJyovzm4UGKh/tB09EqytHiCVRfAdOkvLyM6uo0ixcHcBz4wQ/ShMI6f/jBEIsXmzQ2arS2uietzXVhzRNF7vr9ICWlOSpKaujoldN3hTgfEoAJIYQQ4orSn+xmw7b/pqq0juuvejODqV72tW/FdmSj/FNJRMqY17QYyy7y6r7nycvMGzGGqsvqmTN1EaZuYuQKGD2D6MWj/z+6Ln6hAIASiQDgo+CEA+jRBKXTlzKtehY72zaRySfHawjiCtbXkSQ1MBL2L126lOuvv554Lke4WCTzb/9G5qc/Befkpy8azc1YmHiobH/56PJ718Ht6cFLp9FqatHRQNeJRGJ4HnieTzrtYdkung++zylnf/3Wa9tsfv/9IWxbIx4pAyQAE+J8SAAmhBBCiCtS71AnvUOd1JQ1sGz+bQymemjt3C3Lql6noqSWmXVX4Xou2w68RLaQGu+SxBVEVTXmNy2huqwePVcg2NOH6nk427aS3/AcbssBvI724+FCMIg2rQltzlzMW96CUV+PaxqoZQnedNWbOdCxg4Pde8d3UOKK4nk+Ldu7cWyPqqoqbr75ZiKFAuFikdR3v0vuscdOe7/R3EzBD+L70LZ79GxjP5fDaW9Hb6hHBw4f1unu9mlqUvniFxMjbXzo7HA5ePDks79+q63NxXXBtnTi4dILGrMQk5kEYEIIIYS4onUPttM92E5lyRSunnE9mqZzsGsvXQOH8P3Jt6zKNII01symtmIqA8ketrVsJFdIj3dZ4gqjqTrXNt9ESbScUN8wRr6A/fJGcv/yY7yuIye/qVDA3bsbd+9urF89jHb1AoIf+RhRayrFRJRZDVdjGgH2tZ+4FE2I89HXkcQuOiiKwtve9jYCvk+sUCD77/9+xvALQI3FcHydXNolnzvJNC7bwu3sRJ86lfoan7IyFV1X6O8fCbwqKzXKyhRqqlW6e049Dcy2IZn0KClTME3zvMcrxGQnAZgQQgghJoW+4SP0DR/B1AM01s5mxTW/w0Cqh9YjuydFAFRZMoXpU+YeCwDXvfbYpAwAxaVxzaxllETKifQMoiZT5L73DzgvPn9Ofbjbt5H9wmcIvOd9BN71XhTXY1pNM7Zj0da15yJVLiaT9n39eK7P7NmzqaioIJ5O4xw4QPonPxnd0DQxZsxAq67G7evD3rlz5OeahhkNEFc1lr05BoBj+7z6QhbHHvn71S8WcfsHWHRnNaWlCsPDHnfe2Y1hKDz2WDXl5SqLFhk8vub0+1WO/HWtjPEbEGJykQBMCCGEEJOK5RTZ176Nfe3bqEjUML9pMYYRoHugna7+Q1fMEkkFhdJ4JVMqplGeqKF/uIttLRtlfy9x0U2raaY8Xk24ZxB1cIjs1/4XXmvL+XVm2xR//lO8nh5C934KX1OZUXcVA6keUtmhsS1cTCr5rIVVGNn4fvHixZiOg+E4DP7wh6P2/AosWUL5976HmkigGAZOdzddN9wAgBoOU9JUTkLV+LuHGgHIZTy+8P6DbN6QPdaHNzRENl2B54FpKtx2WwRF8TEMBdeDbPb0X0aoKsRjKqrq4Xon349MCHFmEoAJIYQQYtLqT3bTn+xG1wyqy+qZ17SYcDDKcLqfroFD9Cd78P0z7E48gRh6gJqyBmorphI0Qgyme+nqP8zO1k1yip64JCLBGDPr52OmsuiFItnvfOP8w6/Xsdc+iVpZSeA978MJBZg/fSkv7XgK7zL6/1NMLMn+HLblkkgkqK+vJ5zN4hw6hLVly6h2alUVSiwGvo8SCKCGQseuOb29BFQVz/PJpFxsy6dY8BkaeGNI5bP5NwMcOjiFWc0qX/1qCeCj6wo7d1ls2WKfttapUzUMEwzTZSg7PEZvQIjJRwIwIYQQQkx6jmvT2ddGZ18bACXRCqZUTGPOtGuxHYveoQ6G0n0kM4MT6gO3oQcojVVQHq+moqQGx3XoHmhn24GXKFi58S5PTEKNtXPQXZ/AcIbio/+Fu2P76AbBIFrTDJRoFLflAP7gwLFLSjSGds1C1HgCZ/vWkQ3yX6f40P9FX3QdQUPHra2guqyeroHDl2JY4go01JsGH6ZMmQKAadvk1q07oV3huecY+OQnMa++msRnPzvqmtvRAfh4vsKrL2R54hfDbFiTopA/8QuHZHuKL36mgvfcbbBwETiOy0svFfjxgzkyWe20tV41d+Rju2m6pHpl5qMQ50sCMCGEEEKINxjO9DOc6QdGNo2vKplCXeV05jUtRlU0ClaO4XQ/Q+k+hjMDOO7pv70fC6FAhNJYBSWxSkqi5WiqjmUXGc7005/sZu/h1yZUOCcmH1MPUFPegDmchWyG4v/92ajrgQ98mOCHP4oSDoGmUfz5T8n/zbcA0GbPIfLX/4BWVw+ahpdKUfg/36f4rw8e78B1KTxwP5G/+hZ6vsjU6lkSgInzlk0WAKitrUXzPFTfx95z4t5yfiZDYe1atIqKE67Zra0AGLrCW95ZwvLb4+zdmue+9xxksO8Ns8Acm47DDn/zbQUHn97eXgBUTSUSP30Atnp1gGDIRlF8BpI95zNcIQQSgAkhhBBCnJZlF+joa6Wjr/XYz4JmiJJYJZUlU5jVsABd0/F98H2PgpWjYOXIF0d+LRRzFJ0CvuehKOqxPgJmCN/3UBQFTdUJmiGCZphgIELQDBMyw5hGEABFUcgXswyn++gZaGfvoddkHxgx4dSUN6CiYGRyWE+tgeLoTb21Wc2oiTi+ZaOEwyjG8dPsQl/8X2jTZ+L19eENDaFPn07oE5/EfmH9qCWU7p5duK0tmMF5xKtKiYTiZPOpSzZGceXwvJFZWolEAt0dOZXRPnTonPqw9+/Hy2RwfYW8H0bXFeYvCXPXpyr4xz/rPvGGYhFF11FVFUVRRg4iOcNhJIuvM5jaoBGNjXzxksknz6lGIcRxEoCJ0/KBmxbcMd5lXBDbsca7BCGEEFeYgpWne+Aw3W+YfaIo6rEgKxQIEzTDlETLCRhBFEVFVY9/y39V02I8z8X3PVzveHCWygzSa3WQt3JYduFSD02I85aIlqNZNorvY284yVKyB+7H/s1TBN7/BxjLVxz7uVJegdY8B2yL/He+gbX2SeKPPIE2pQ5z5a0U3rCHmL3hOQIzZgJQEimXAEycn6O5k6qqx89WLJ7+JMY3sjZtou+DH6T0q19lyJuCUZagpsHkuuXRkz9yVNilHC/iFKIRhXs/HiYQtAkEHfZ07D+n+s6V7ViX/Wc/ONNbFZOZBGDitGynyIZtj493GUIIIcRlwfc98sUs+WKWofSJ1zVVZ0bdPAC27F0vs7jEFSUeKUUr2viWjXf4xJk0XusBvNYDmL/77lN3ohyNInwfVBX16P5Mr+fu34/i+6iWQzxSSmd/21gNQUwmR/+oeZ53LDBRgkFInjjDSqupQS0tPfZ7vbERt7cXvbERJRikuGULVUtMnHgpigLZjHvyR6rq68KZM5/8+KlPRqioUCgtyzGY6qV3qPPcxniONu5ae1H7v1TeftMHx7sEMUFJACaEEEIIIYS4YCEzgppN43V2gHvyAOBk/IF+3NYDqIuXEvrClwh+7I/RampBAaWq+oT27qGDAKiOQygYGavyxSSjqiMJ2NDQEM7MkRmF+vTpuD2j99gympup/PnPUSIRFE1DTSSofvxx8k89Ba5L5B3vwMtmUUtKUAwNzwddVzBMBdsaHXIpZgAPBdf1js8GUxTeyDDgM5+OcP1Sg9LyDJ5SZEfrKxfhLQgxuahnbiKEEEIIIYQQp6coCorvg3Vuy8gA8v//X+K2taLGYmgNDXipJPjg9/Wd2Pho/4rvoyrycUacn0hiZI/Frq4uXFXFU1WMOXNOaOd7Hkc3ecRNJvEKhZHfex72vn142ezIzDHLwnccrN5BEqUq33hwKrOuDh7vyDRBVfEVsO3jB6eo2ugAbOYMjW9/M86NN5iUVWQIBItsb9lI0c5fnBchxCQiM8CEEEIIIYQQF8z3fXxFATNw8gaKglJZiWIYI78PBlAqq/D7evF6e8j9+ZdRQiH0ZTdivv13wSribD7JrJej/fuKIiefivNWWhWjtz1JZ+fIssKirhNatYrMgw+O2pjeOXCA7jvuQAmM/nPtDQzgFwpkH3oIvaEBPA+lpISSz36WhlAJ5vRqvvbPU9mwJsVTDw/TciQKysifW9s+vkexro/sDTlrpsbq1QFuWRkgEHApLU+h6Rav7X+RgeRJNtQXQpwzCcCEEEIIIYQQFyxfzBIwdIy6etB1cEbvcRd4z/sIfuq+YwGYedsdGKveTO6bf4E+bz6B974fP59HCQZR4gnc1hbs50/cTF9rbATAM3TymexFH5e4MiUqwhimRiaToa2tjeaGBkI1NQSWLaP4wguj2nr9/afsx+vvx3rd9YHDh0l8/vM0zCqS9Eq45Y5Slt8Rp2fAoKUVWg/B4cPgeUFKSzXmzA3S3KxTV6ehaR7RWJ5IrEAmn2Tn/ldI54Yv2jsQYrKRAEwIIYQQQghxwZLZQWLRWhTTQJ3aiNd6YHQDXUc5ehKqn0yO7PKtqiiqhjcwAJ6HGk/gOw725lfI/9VXR9q9gTazeWT2l6GTzA5eiqGJK1AoYmIGDeyiy6ZNm2hqasLSdeIf+xj9r76Knz+/JYdOWxsDn/oUkXe+k/hdd5GIDFNITKGssoRpMzSW5X0cJwaMbP8VCHmYpkMwlCcQsnFdm5bOvRzs3vuGUyOFEBdKAjAhhBBCCCHEBUtmBqkta8BXVYzlN1N8QwBW/PefYz+/fvRNnofX0Q6+j/3M06hT6vBTKdzdO0ctQ3s9Y/lK3KB57JlCnK+G5gr2bemkra2Nzs5O9NpayqdMIf7xj5P8u787/449j+x//AfZRx8l9oEPkLjvPsIRF0/16e/vx3FGDokIRgwMU8P3fZLZQVra2ugZbMf1zv4QCSHE2ZMATAghhBBCCHHBugfbaW5YgBUNYd76For//jMoFI43cF28oyc4nox3+BDe4UOnfYY2bz5aUxO5WJhkdpBsITVG1YvJqLI+QdvOHoo5m1//+td86EMfIhUKkbjjDtyBATL/8i8X1L8xbRrht76VXHc3g7EYmzdvpqurC9M0MYM6jfMryRZSZPMp2c9OiEtAjk0RQgghhBBCXDDbKdI1eBgrGoZIlODvf2BsH6DrBD/8UVxDxwkGONy9f2z7F5OOqirMuLoG3VAZGhriySefJB8IkA6FiN59N4nPfx4lEjmvvoO33krZX/81TiLBUDTKwYMHWbt2LTt37mT7jm2k/W66Bw+Tzg1L+CXEJSIBmBBCCCGEEGJMHOzag6sqFEtjmHe+DW3BwjHrO/B7d6E1NZEvT5DJp+gZ6hyzvsXkVVmfIF4eBmDHjh2sXbuWbDBIMhIhuHo1lT/6EcFVq0DTzqo/ffp0Sr/5TUq++EWK8TiD0SiHOzp4+OGHj+3pFS8PUVmXuGhjEkKcnCyBFEIIIYQQQoyJXCHDvo5tzJm6ED1fJPyFL5H7i6/g7t93Qf2ad9xJ4J3vplASwzU0dux/GV9mzYgxMmdJA1vWHqCQs9m0aRO5XI7Vq1djxePEdZ2SL30J7xOfIP/001g7dmAfOIDX1we+jxKJYEyfjj5rFqFVqzBmz8ZVVYbCYYqGwc6dO3n88cdx3aP7foUN5ixpGOcRCzE5SQAmhBBCCCGEGDPtPQeoSNRQUVFNxPcJf+0bFH7wPex1z5x7Z4ZJ4PfvJvD238WKRbDiEfa3byOdGx77wsWkZZgaC5Y3sXVdG8W8za5du+jo6GD16tVMnz4d3XUJBwKE3vteIu9+9/EbfX/kKEcARaGo6wwHAhQMg3Q6zZOPPMKBA8cPgwiEDBYsb8Iwz242mRBibEkAJoQQQgghhBhTWw+8yKJZN0FVBSFNJfQnn8VYsZLCg/ePnPp4JoqCvvBagh/+KMqUOgolUax4hLYjuznUfWGzyYQ4mVDU5JoVTWzb0EYha5NKpXjooYeYNm0aCxcupLm5GTUcRvM8dNdF9TwUwFMUHE3DObpEsre3l9dee40dO3Zg2/ax/oPhkfArFDXHaYRCCAnAhBBCCCGEEGPK81xe3beeeU2Lqa2Yip0vEly8hOiia3H37MZa/yzegf24hw6BbY3cFImiTZ+BPnsuxi23olbX4ARMCmVxXF1l7+HXaO85cPoHC3GO8lmLZH+Ood402WQBFFA1Bc8d2a/r0KFDHDp0iHA4TENDA9XV1VRXVxMIBFBVFcdxGBgYoKenhyNHjtDb2zuqf91QiZeHmbOkQWZ+CTHOJAATQgghhBBCjDnP99jR+jI9gx3MmbYIZ0oFRr6Icc01hObMHWnk+/i2DSgopjHyI0XBCQfJR8O4AYPhzAC79mwmW0iN32DEFcXzfPo6krTv68cq2NiWC/7p78nlcuzdu5e9e/ee1TNUTcEI6MxYUCMb3gsxQUgAJoQQQgghhLho+oaPMJjqZUplI/WV04lWl4Hvo9kOquWgHD0Zz1dVXFPHM0Y+ogwke+hob6VXTnsUY6ivI0nL9m7sonNsltdvBYNBAoEAALZtk8vlzq1zZWQ/MTNo0NBcQWV9AlVVxqp0IcQFkgBMCCGEEEIIcVG5nkN7zwHaew4Qj5SSiJQTi5QQDcbQdAPf93Bcm/RgknRuiMFUHwXrHMMHIU7Dtlz2vNJOaiCHY4+cIBqJRJg/fz5Tp06lqqqKaDQ66p5cLkdvby8dHR1s376dVGr0LERVUwiEDFRNIZoIUlIdI1EeJhSRfb6EmIgkABNCCCGEEEJcMqnsEKns0HiXISaRfKbItvUHKeRGNqWvqKhg+fLlzJw5E01VMW0bw3XRs1lUbyQc8xWFqK5TWldH07Rp3HTTTbS2trJhwwa6uroA8Fwf3/O56sZG2dxeiMuABGBCCCGEEEIIIa5I+UyRresOUszbaJrGDTfcwJve9CZM3ydcKBCyLBTfx89ksFta8AYHAVBLSgjPmIEaj+MrCgXTpHnaNKZPn86mTZtYt24dtm1TyNlsXdfGNSvkhEchJjoJwIQQQgghhBBCXHFsy2Xb+pHwKxQK8d73vpfamhoihQLRQgFvcJDsmjXkn3oKt6PjpH1o1dWE3vxmQrffTqi6mmwwyJLrrqOpqYlf/OIXpFIpinmbbRvauPaWmXLSoxATmDreBQghhBBCCCGEEGNtzyvtFHI24XCYu+66iynV1ZSnUkQzGTI/+xm9d99N5oEHThl+Abg9PWR+9jP6PvhB0vffTzidpiKdpqq0lLvvvptEYuSEx0LWZs8r7ZdqaEKI8yABmBBCCCGEEEKIK0pfR5LUQA5FUXjnO99JZWkp5ek0ak8P/Z/8JJkHHwTbPvsOPY/sL35B/0c/CocPU55OUxqJ8O53vxtNG5n1lRrI0deRvDgDEkJcMFkCKYQQQgghhBDisqepOtFQHFXR6UoWqK6qpampibq6OkrTaZSeHgbuuw+3p+e8n+F2djJw332U/e3fUjJtGm5FBTfffDPPPvssNyy7icVLFhOOhFDw8VSbfR3b6R069QwzIcSlIwGYEEIIIYQQQojLUiJSxpTKJspilYSDUWBk7685tUvQNJ2KigoUy0I1TYa++90LCr9+yxseZvhrX6P8+98npuvccMMN3HTTTeRyOdasWcOOHTsIBAKsXLWSpUuWMrt+IS/sXIPrORf8bCHE+ZMATAghhBBCCCHEZaUiUcPM+quJhRM4jkohbzCU1bEtDdvy8X0f09RxXZWwYRK2IH7vvYTf/nYyP/kJhRdeILBoEUZzM2p5OfaePeSfeOL4AxSF4I03ErzlFpRwGKelhewvf4nX3w+Ac+gQmR//mNinPgWhEE888QT33Xcf/Uevq5rK9//391m0aCHf+973uXH+W1m37ZHxeFVCiKMkABNCCCGEEEIIcVkw9ABzpi6kpryBYkGnvzdIsWBgW3DosENLi0NvjwXAlCkxmqbBtGk6hp8ghEFJXYSS//k/8VIpzAULUEIhFE2juGnT8QBMUSj5+teJvve9qNGRWWW+ZeE7DpkHHjhWS/aRR0h89ats376de++9l3Q6/bpKfUDh1Vdf44/uuYdHHn2UhqoZtPe2XKI3JYR4IwnAhBBCCCGEEEJMeOFgjOtmL8fUIwz2h8nnTA4ccHj8iSwbnrcoFsEuuhRyFsFgkJISD9110bLDXDcvz1veVcKchXVElAy1TZUowSBuby96bS2ox8+HC65aRfT3fg9F18n+6lc4LS0Eb74Zt/0NpzwaBinf58EHHqBQKKCqKp7nAeD7oCgjzXbu2sXap9dy21tvkQBMiHEkAZgQQgghhBBCiAktHIyyZM5KFML0dkVJJhV+9ECWZ561RrVzHBcAwzDAB8UHazjLC09leeGpNEtXRvnQF6oo+CGmDLcTipvHk6qjgitXokaj2Pv2oZaWotXUkPybv6Hw7LOj2pmzZ2O5LuvWrQPfR3l9P69PwIDn1j3HbavfMrYvRQhxTiQAE0IIIYQQQggxYamqxsJZN6IQpr8nRkuLx9f/KsXgkH9CW88d+ZlhGCiM/LdfKB67/vKzGXZtyfH579ThX1NLk5FHVxQUTTvWJrh0KQB6YyN6UxOKrhO6804GP/958r/+9ese5oHvox4Nul4fgPk+vD5WG7l2Yr1CiEtHPXMTIYQQQgghhBBifDTXX004EGOwL0Jrq8dX/jx90vALGEmeAFVVUfyjv3dHn76YSXl880862LO9SNqPgaKg1dYeb6CPzBPxhocZ+rM/o/DCC2glJcQ/9rFR/Vj792P6PitXrTrjGFatXIWvuWc/aCHEmJMATAghhBBCCCHEhBSPlNJQPZPkUJhcTuXbf5Mhkz2XmVQnb1ss+PzDl7soWkdnb8XjmIsXA+AcOTLS5tVXyTz4ILmHH8Z3HPSGhmPhGAC5HIFXXuGDf/iHRCKRU1ZwzYIF3HLLKlqP7DyHuoUQY00CMCGEEEIIIYQQE9LU6lk4jko2E+CnP8tz5Ih37FoiofC2OwN85tMRvvH1KO97b/DYNd/3mTpV4XNfMnngmZn86d/X0dgcOHY9HFVZdGOE9paRPcR8RSfx2c+i1dVhvfwyvutizptH4E1vInDDDSiahjswAM7o2WRDX/868+fM4Z9/+ENqXz+L7Khly5bxwx/+EMVw6exvG+vXI4Q4B7IHmBBCCCGEEEKICcc0gtSUNZAaDpJO+zzxRHHU9d99R5D7PhMhGFBQVJg+3eJH94/stVVR4fK9/xOmpkbBc3UWXB/m5rfGuee2FjoPWixdGeXPf9BAIDQyA0wNmYRWrSJ+772kfvADYh/6EHpdHZU//SlKMIiXz5P56U9PqFHxPIK9vdyyahXPPvssa9euZfv27RiGwa233sqCaxbgKAU27PjvS/HKhBCnIQGYEEIIIYQQQogJpzxejaIo5LImT68tYtmjrw8OeQz0ewwOeVw93wBA1RQ8F26/XaO6WmFw9kzX1AAAIABJREFUwOefvzPEhz8VparO4I7fK+H+b/XS1W5z+EAR3YBEmU5ppU5QKYKm4ba30/dHf0Tic5/DnDcPt7ub9I9/TOZf//WEGs2rroJikdTwMB1HjrBs2TJWrlyJqikoAYcdh59nINVzKV6XEOIMJAATQgghhBBCCDHhJCKlOLaK5ym8ttU+4fojjxZ59LEif3xv+FgApusajuVy000amgZPPuHyy0c0aiqH+PDnq7lxdYz7v9XL3q157r5pPwCNswN88yfTqFfbYXgYAGvLFvruugsMA+wTn/1bobe+FUvX8RSFdevWcfjwYVBg9uJ6aqaWXIS3IoQ4X7IHmBBCCCGEEEKICScWKcWyRuZstLSc/ARF/w173Gu6iqIoVFdreB5094BimPT2qbiuT0WNcUIf7QeK2JZP0Q+gz5o1+uJpwi9j9mzM+fPJBQL09/ePhF+AYWokysPnMFIhxKUgAZgQQgghhBBCiAnH0Aw8VyWf98/65EdVO3qq48gv+Cj4ioIai53yHteF5ICDg37adqOLM0h87nM4mkbBNNm8efOxS2bQIBQxz64fIcQlIwGYEEIIIYQQQoiJ57cp1jnSdJXubhdVhbIyF0dVqajWUTWFgR7npPe8cSbZmcQ/9jH0piaGIxF6e3vZvn07MBLANTRXnFfdQoiLS/YAE0IIIS4zASOIrhmAguvZFKz8eJckhBBCjDnHtTFUj2BQIRiEQmH09fIyhd+5M0jzrJGPtZGwyoc+GOKFFzXWry+ybFmA1as1Wls9Vt+p4fvw0ks+MHJS5G8pCsRLNTRc/FzujHXF7rmH8NvfTioUogg8+uijuO7IEk0joFNZnxijNyCEGEsSgAkhhBATXMAIMaViGmXxKmLhEgx99LIKx3XI5IYZzgzQ2d9GrpAZp0qFEEKIsZPOJalOVKIoMGO6zs5do2dvXXedyWc/EyEQUFAUaG7W+R+fj3L/j3L868+yfOADHrW1Gl/5iophKPT2+DzxtI5eX4fT0wu2BcCURpNASCWgFLBbW09Zj1pZSeLTnyZw/fWkw2FygQBPPv44/f39AOiGxowFNajq+c1cE0JcXBKACSGEEBNUNBRnZv18KhK1KICeL6JlLDQ7i+J6APiqimvqhIwopdVlNNbOZijdR0vnLobSfeM7ACGEEOICpDKD1FW6KIrPVfNODMD27XdY82QR43WfahUFNm2x6emDP/hAP/d8JMI115js2uXy0EM6BzsVtHAYY9o03OEhvOEk864NAT4BpUh2z54T6lDLywnfcQeR97wHPxJhKBymaBg88cQTbNu27Vi7eHmIyjqZ/SXERCUBmBBCCDHBqIrK9Clzaaydg+a4mEMpjGwBxffxh4dx21pxhwYBHzWWwGhsQq2sxEfBCQfQYiWUzrmZzr429rVvw3FPfYKVEEIIMVENpntRgFDYZvVtAf7zlwXc1x0GefCgyxe/lD7l/e2dCp//whC+N7Lc0TRNEokEvqahKh5aWRlaaRmr/0AjFrbQzQheNot59dWoiQT6rFkYzc0EFi3C1zTypkk6FCKTy/H4r35FS0vLsWcFwwZzljRcrFchhBgDEoAJIYQQE4ihB7i2+Sbi4RICySxmKos/0I+19kmsZ57G7+096X1KIoGxfCXmW24nUl+PFQ1RXz6ybHLLvvWyLFIIIcRlJ1/M0jfcRUmsnvLyOMtvMnn2Oeus71dUhXA0QC5TxPd8LMuiv7+faDRKJBLBA65dCPXTDEqrfFRKSPzJnxy731NVbE0jZRjkTRNfUdi6dSvPPPMMxWLxWLtAyGDB8iYMUxvL4QshxpgEYEIIIcQEYeoBrptzMzEzSrh7AC1foPifv6D4y/8A+/SzuPxkEuuxX2H9+hGMt9xO8AMfQs9bKFWlLJmzik17niVbOPW35EIIIcREdLhnP5WzawmFLe75cJht22wGh87+yEZVGx2C+b5POp0mm81SWRnhw/ckCIZ9zKjCwJCNnUiA7+OpKt7RUygzmQzbNm9m69atpFKpUf0HwyPhVyhqnuzxQogJRAIwIYQQYoJYMHMZMTNKpGcAenrJfONreAfbzq0T38d+8nGcza8Q/tKfEfFnQFUZi5pv4sUdT+F6Jz/+XQghhJiIBlO9dA92UFXWQLEY57OfifK1v0yf6XuhUVRNIRILkM/ZeI6H7/uAx7336iQSNpo2yO7dvWzfvp1AIABwbLZYT08PyWTyhD51QyVeHmbOkgaZ+SXEZUICMCGEEGICaKyZTWmsglDPIPT0kv1fX8Tv7Tnv/vyBfrJ//mUiX/srwsosvNoKZk+9hl0HN49h1UIIIcTFt/vgZkqvrqCsXOPqq6N8+U+jfOs7GQqFs+9jZDmkiW25eI7NF/9HgmXLAkQiQxSLGX7+85+TyZx5uwBVUzACOjMW1MiG90JcZtTxLkAIIYSY7EKBCDPqr8JMZdELRfJ/950LCr+OyWbIffsbKJkMwaEUdZVNlMWqLrxfIYQQ4hJyXJutB15ENwuUV2a4dpHO334nzvyrzn0+x7x5Jv/7B1XcvDJELJ5E0/M88sgjpw+/FDACGpFEkOZr61i6ulnCLyEuQzIDTAghhBhnDVUz0XwIJDMUH/kl7u6dx66pNbUYN69CmzsPFBV37x6sx/4LP5VCqa7BvO12tKYZEAzhHWrDevwxvMOHjt3v9/ZQePBHhD7xSexYmGk1sxhMn3wjfSGEEGKiSmYG2LJ3PQubb6KqxsMwI/zlX8R4/gWLNU8W2bHDwT/N1mBzZuusvi3AzStMAkGX0rI0qu7yyo6XMcotqp0EmWTh6D5h/4+9+46uo7zzP/6ZmTtzm6SrLtmSi9xtsA3YppjeMTiNQAgpsEsCJLCQDcuy+SWbTUI2lZxNSNvNJhuWbDppEEwLBEPobrhg3C1blm01q91+78z8/hCYOK5g2ZKH9+scHVt3nnnm+9xzLPt+/BTJMAZmjZUkIiqvK1WiKqZonH2+gGMZARgAAEPIMkNqqBkrpz8t5fLK/+43e1yP3/2fCk2dJlmv7S/iurIvna/kjdcp/I53KXrLbVIoJMmXfMl539VK3vD38jau391H4c9/UviKq+TEo6quGqFYuETp3LF/KmQiXqnSeIXKYuWKhuMyTUu+7ymXz6o/3aO+dLd6+jvl+d5QlwoAGAQ9yS69tPoJHdc0RzV1nlLJsM4+K6zT55aqs9PT+g1Fbdzkqqdn4Od+oszU2LGWJk4Mqb7OlGV5KilLK16aUzLdo1XrFimZ61X96HLVjy4f4tEBONIIwAAAGEKVZTUKWbbsZI8KzyyUn9zzpEY/m5Hb3qbCH/8gOY7C77ta9vHT5Zx1jtwtW1RY8bKKLzwrFV2FP/BhWfUj5Fw8T9nvvxGAyfOUf/hBha+5TqosU03FSG3Zue4oj3RwOKGwRtaMVWPNOEXDcfm+VCxYKhReCwgNKVbiqbbClWn6KhTz2t65Rds6NinNKZgAcMxLZ5Na9OqTaqwdr/EN01RXElYuG1JJqaORDZbmnmbL9wdObzQMX7bjynYKikTzikSKKrgFbWhZoy0718nXoZ8mCeDYRwAGAMAQKotXynA9ma6r4tK9N6hP/ePN8vM5KZWSbEfOJZfJqK2TUVml/M/uVWHhnxWaPkNGPD4QnlXXyAjt/dd78eWlilzz97JyBZXFK4/G0AZdY+04TWycLsu0lUk56ugJK5/b/z9lQrarWDyvxppJGl03QVvb1mtj6ytyPfcoVg0AOBK2tW/U9o7NqqkYqYaaJlUkqmWab5zG6EsyXvu953nqTXVpw/ZmtXVvk8ffA8DbEgEYAABDqCxeISs/cJa7u2H9Xtf97l27fx/5+4/KrKqWn0qpuGqFJMk++1zF7/yyjEhEsh25O3co//hje/XjtWyVn8vJyheUiFccodEcGU4orBkTTlNFabVSybD6eqLyPEPLXi7opUVpbdpcVEuLp1zOVygkjai31NRkaeYMW6efFlWfE1VJaVaj6yaptqJByze8oP5091APCwBwmDzfU9uubWrbtU2SFI+UqSSWUMgMSYYh1y0omelVKtsv/0AbhAF4WyAAAwBgCDmhsAzXlXxffsf+N6cPf+DDilz/McmQcr/5ldzlyyQNBGReMikjX5BZnpBVWanQ7DlyV6/aswPPk9/RIbO6UnYociSHNKgiTlSzppytcKhMHW1x5XMhPf7nnH59X1bt7Xvv7eW6UvMWV81bXD25MK8f/U9a8+aF9b73RpXJOKqssjR7ytl6ef2z6u7vGIIRAQCOlFS2T6ls31CXAWCYMoe6AAAA3s4Mw5DhS/L2v1F7+H1XK/qJ22U4YeUe+IMyd39j97XikkXqu+hs9V5yjnIL/iiFI7IvuHif/fi+J8mXYRj7vD7chCxbsyafLccqU8fOUu3Ybuqzn+/Xd7+X3mf4tS/JlK/7fpPVrbf1avUrnjrbS1UsRHTipNNVGmPDYwAAgLcLAjAAAIZQ0S3KN42BUx5jsb2uO++6XNHb/kVGNCp300YVly+Tc8llMkeMHJgVdvMnFJp7huxT5soa2yRJ8jv3PbPJLC2Tb5py3WNj75MpY05UxClVZ1upWlp83fGpPq1cWXxLfe3Y4emzn+vXosVF7eookVsMa/q4k2Ua/FMIAADg7YAlkAAADKFkpldVFQMzkazxE+SuXLHH9cj1H5ORKJOKRVnjxiv+2Tslz1PmP78j+6J5Ck2ZKuVzkgwpHJbf26P8g/fv9RyjskpGeblc21Yy03s0hnZY6iobNaJqtHZ1xtTXZ+hzd/ara9fh7d+SL0hfuyupr32lTJYVV+0IVxMap2tdy/JBqhoAAADDFQEYAABDqC+1S17tePmGodCUaXsFYIXnnpGfSknuXy35Mw25G9bJ3bxJ4as+IGvcePm+L2/9WuV++TMVFv55r+dYU6dJktxwSL29u/a6PtyMbzhO2YytTNrRD36YUkfHwZc8RqPSqFGWent8te1niWShIH3zW0n9x10J9fdGNbpuvJp3rFG+mBvsIQAAAGAYIQADAGAI7eobWK5YjEVkn3+Rcr/99R77gWW+fOcB7y/86RHJMKSDnG7lXHSJXMeWb1nq7hvem7+XOFVyzJi62h0tX57Tww/+1YbGhiHTMhQKWbJCpkxrYD8zx5F++F8JTZ1iq6PD1fx3d6u4n9WSLds8/XFBVu+9PKzSRFaNteO1afvqozAyAAAADBU2vgAAYAhl82l19uxQvjQms6ZGodNOf/OdHCT8MseNV+j4GcqXxpXOJtXV1/YWqz1yPM9X29YeLX58g8L5SqX6fOXzIf3utyl5nv/Gl+upmHeVTeeV7s8p1ZdTIefq6quiOmGmrZISQ6WlpsyD7PO/4OGsXNdQOumooabp6AwSAAAAQ4YADACAIba1bYNcx1YxGlb0uhtklJUNXue2rejNn5Brh1SIRbS1bf3g9T1IOrb16qVH12nd0lalerOqrxuhQiGsbFZaulSKRKKKRCJyHEfGX21a7/sDgdjY0b6u/0hU+YL2O+vrb3V1+Vq5qqBs1lbEiSrsRI/Q6AAAADAcEIABADDEuvra1NGzQ5nKhFRZqegtn5TMwfkrOnLNdTLHjlOmqlzJbK9aOzYPSr+DoZB3tfLZZq1b2qpcuqBIOKqzzjpLTU1NCocT2ro1pLKycpWXJ1ReXq7KykrV1dWqpqZGpaWlsqyQbFv60pcqVFVlauuWoqRD3yh/3XpX+ZwlSUrEK4/QKAEAADAcEIABADAMrN68WDm/oExVQqGTZiv6yX+WbPuw+gx/+O/kXDpfuYpSFW1TKze+JM8/+GbyR0MmmdPSJzZo186k7FBYl156qW6++WadffbZcixLhbyhbc2ebNfd/RVyXVmeJ9swFY/HVVNTreuvr9OsWWG1tXm6//6UJO1eLnkwzc1FeZ4pzzMUC5cc6SEDAABgCLEJPgAAw0C+mNPKjS/qxElnSNUVis49U/G6emW+/215zW9u1pZRU6voDTcpdNIsZSvKlC+NaU3zEiUzvUeo+jcnk8xp+dPNymUKmjZtmi644ALFIxHFs1nFi0VZiYT8oqdsb1puR6/ke5JhyLBtGeGIzEhYlm8oHDN0w/VhhUKGfF/60IdKZJpSJGLop/cmdMPH+9TXv/86stmBX33fkDlIM+4AAAAwPBGAAQAwTOzqa9fL65/TCRNOk19fqYg9RSV3fUv5Rx9S/pGH5G1rOeD9RnWNnAsukvOOd8uPx5SuTKgYDevV5qXDZuljIe9qxV8Gwq9zzjlHp5xyiiL5vMr6+mT09Sm7bJmM886Tsg0KZVPyunft3YlpySwrkz26XFJYxaJUXT2wlNE0pXhcamgIybaK8j1Lxn52xHecgV8Nwx82M+MAAABwZBCAAQAwjHT17tSiNQt1fNMcufVVCvel5Fz2Tjnz5svdsF7u2jVyN2+U39Mj+b6M0lKZY5tkTZik0HHHyzdNFUqiyiZKlStmtXrdM+rs3TnUw9ptzaIWZdMFnXfeeZozZ47K0mnFcjlln3pKfd//vgzHUeTMM2UbBTU0OfvuxHPl9XSru7dH/+/GEUo0lsmXoRmzLH34w5Z27fJ0661dat5ckGV7ipXsu59RjZZM05dp+srmM0dw1AAAABhqBGAAAAwzfaluvfDK4xo7YoqaRkxRriwuO5NTKDZdoSlT5BTdPdp7liXXCSkTjagQj8iX1NqxWeu3rVDRPcRjEY+Cjm296utKa9q0aW+EX9ms+r7zHaUffHB3O6+vT5GSKo2fWn7gDn1fyx7dLiPardDIkYpEHaVSpjIZ6bnnBtY3ekVPhbwr27H2un3ChJBsZ+D96UvuY6YZAAAAAoMADACAYcjzPW3avlpb29ZrRPUYNdaMU0n1a4GQ78twB5bs+aYpvbbEL5NLa/v21WrtaFauMLxmNHmer40rdyoWLdFFF12kaD6vWC6n3rvvVuahh/ZoW1izRtE5dSotr9K0WVGtXnLgsfiZjIrbWvX0E6O0fYevnn5DlhVWsZiT7/vKZQoK2ZaMv1oJWRI3dMLMkMKRrArFvNK55JEYNgAAAIYJAjAAAIaxoltQS9sGtbRtkG05Ko2XqzSakGXZMgxDrltUMtOr/nSPcoXsUJe7Xx3belXIFXXJhecqZtsq6+tT5okn9gq/JCnz+OMqP/lkOcpp3lUVBw3AJMnPZZXb3qE1xVoVLVNlZWXq6OgYuOb5KuZd2eE3ZoFddGFYjmMoXpLTto6tgzdQAAAADEsEYAAAHCMKbl67+tq1q699qEt501rWdaokXqrJkycrnsnI7+5W33e/u0eb8Ny5Cs+ZI3vGDFkjR6pqV0qzz6rUtFlR7diS1wf/oUZnXFIqJ2Jq8V+S+undHdq6Ib/7fq+3R2ZpiaxYTL5lKRyOKJcbCAXzueLuAKyywtDl74koFs/JNH1tbdtw9N4IAAAADAkCMAAAcERlUnnlswWddsrJsiRF83ml/vhH+anUHu2qvvlNhRobB45ydF2VprerJ5XWTf9WL8+T5l5YKs/15fnSFZOqNfPUuD5y/gYl+944wdHdtUuhaEyG7ysej+0OwHzPl+f6skKGbrk5rrIyX4mKjHbualGG5Y8AAACBZw51AQAAINh6O9Mq5F2NGzdO4UJBhuftsen96/KrVin70kty29rku66KW7eqzmrTiEZLp543EH7d840O3XX7dqX6XY0a52jKCbE9+vDTafmFvEzfl+M4Ml7b+Mv3fXmup+s/EtOJJ9qqqEqr4Ga0pnnZUXkPAAAAMLQIwAAAwBHV3d4vy7RUU1Mjp1hUcetWed3de7Xr/MhH1H7VVbu/Tz/4oKz+XarTdpkhyXZMjRhtq7I6NDBJrChlM95e/fjpjAzflySFQrYkKR439E+3xXXpvLDKK9MKR/J6ZdMiFdz8XvcDAAAgeFgCCQAAjqhUb1Y1NTUyTVMh11Vh7dpDus/r61PXpz6lqq99TUaqXiot0TuvqZTn+ioWfW1ek9Mri9N73efnsjL9hCTJcUI67TRTN91UpupqQ5XVKUWiOb2yebG6+toGdZwAAAAYvgjAAADAEeV5vsLhsCTJ9Dy5u3Yd8r3F9evV/cUvqu73v5dhSm7elStDjmNqzISw3vnhSj3xh5499gFzQq6aJhmaeoKpM89MqKrKl23nVFLaLztsaPmGl9TRs33QxwkAAIDhiwAMAAAcWf7h3W4mEpLnyc9k5G3dqkLelzVlkiJxSzd9rl7vv6lavbuKymcHNrmvqHNkOrYM05DtZGUYPQqFCtqypVm7tEm5fGZwxgUAAIBjBgEYAAA4sgwpmx04jdEzTVnV1ftsFr34YoVPOumN788/X6HGRuVeekl+sSjDtpVbvFihhgaZ5kQZvqcKr12OmVNllSNfhgz5suOOYrVlMqOm+vtTWrVqrZYuXaod7S2ac9GkozJkAAAADC8EYAAA4IgyTUOdnZ3yPE8Fy5Izad8hVOn11ysyd6702smN8fe8R15fn9qffFLZZ59V9PzzVXLVVfJ9X4akwpYtyvz613JGjlRs5EjJcaRCQZZTJ+Wl3qKpn//851r72p5j8UT4aA0ZAAAAwwwBGAAAOKLiiYhSvb1qb29XvLJSsVGjZFZVyevq2qNd8ic/UX7lyj1e87NZFTZtUtctt6jk/e+XM2uWjEhEhRUrlPzFL+Tu3LnnwwxDNf/7v8pbllLRqDZu3Lj7UkkicsTGCAAAgOGNAAwAABxRFbWlam/p1aZNmzSirk5lpqnY/PlK3nvvHu3SDzyg9AMP7Lef/h/9SPrRjw74rPDs2bJGjFDGcdTS0qJisThwwZDK60oPeywAAAA4NplDXQAAAAi2RHVMtmNp2bJlcn1fGcdR7B3vkFFSMrgPMgzFr7pKhVBI+VBIixcv3n3JdiwlqmKD+zwAAAAcMwjAAADAERWNO3IitpLJpNasWaNUJCIjkVDiE58Y1OfE3vUuOTNmqD8SUU9PjzZs2LD7mhOxFY07g/o8AAAAHDsIwAAAwBE3alK1TMvQk08+qVQ+r95YTJGzz1bsne8clP7tadNUev31SofDytu2HnnkEfm+L0kyLUOjJu375EkAAAC8PRCAAQCAI66mMSE7HFIymdSjjz6qrOMoFYmo7B/+QbHLLz+svp0TTlDlV76iQjSq/lhMixcv1pYtW3Zft8Mh1TQmDncIAAAAOIYRgAEAgCPONA2Nn16vkG1qzZo1euGFF9QfjQ6EYB/7mCruvFNmTc2b6tOIRFR6442q/OpXVSgrU3dJiTY3N2vhwoW724RsS+Nn1Ms0jUEeEQAAAI4lnAIJAACOiprGhHZu6daunUk99dRTKhaLOuOMM1QIhVQ2d65qZs5U5tFHlV6wQMW/msH1t8zKSkUvvlix+fNl1taqPxJRKhLRhg0bdP/998t13d1ty6qiqmlg9hcAAMDbHQEYAAA4aqbMGaWlT2xQNl3Qs88+q46ODl100UXKl5Up7jiKXn65Yu9+t9wdO1TYsEHF5mb5uZxkWQo1NMieMEGhsWPlW5aytq1kNKq87+uZp57Siy++uHvfL0mKxGxNmTNqCEcLAACA4YIADAAAHDW2Y2nGmU1a/vRm5TIFrVu3Tlu3btVZZ52lGTNmKBmNKlwoyG5qkj1qlGKeJ8P35RuGXNNUwbKUsizlHEeeYWjTpk16/PHH1d3dvcdzwlFbM85sku1YQzRSAAAADCcEYAAA4KiKljiaeVaTVjyzWdlUQdlsVo899piefvppHXfccZo6darq6uoUikb3utf3fXV1dWn9+vVavny5ent792oTiQ2EX9ES52gMBwAAAMcAAjAAAHDURUscnXTeBK1Z1KK+rrSKBU/ZbFZLlizRkiVLZBiGKisrVV5eLsuy5HmeUqmUOjo6VCwW99lnyDZVVhXTlDmjmPkFAACAPRCAAQCAIWE7lqafPlYd23q1ceVOFXJFee7AHl6vz/Tq6uo6aD+mZcgOhzR+Rj0b3gMAAGCfCMAAAMCQqmlMqGpkmTq29aplXafy2YIKeVfyD3CTMRCgORFboyZVq6YxIdM0jlrNAAAAOLYQgAEAgCFnmobqRperbnS5Mqm8ervS6mnrV7I3K9/z5fuSYUiGaagkEVF5XakSVTFF4+zzBQAAgIMjAAMAAMNKNO4oGndUP7p8qEsBAABAQJhDXQAAAAAAAABwJDEDDAfk+77OmDFvqMtAQBSK+aEuAQAAAMNIoZjn8wYGle8faBNRvJ0RgOGAuvs79MyKh4e6DAAAAAAB9OLqJ4a6BAQMgSr2hyWQAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUYABgAAAAAAgEAjAAMAAAAAAECgEYABAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKARgAEAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUYABgAAAAAAgEAjAAMAAAAAAECgEYABAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKARgAEAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUZ5UQ1SAAAe6ElEQVQABgAAAAAAgEAjAAMAAAAAAECgEYABAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKARgAEAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUYABgAAAAAAgEAjAAMAAAAAAECgEYABAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKARgAEAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUYABgAAAAAAgEAjAAMAAAAAAECgEYABAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAg0AjAAAAAAAAAEGgEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKCFhroADG+FYl5nzJg31GUAABAIhozdv597/EXy5Q9hNQAABE+hmB/qEjBMEYDhgF5c/cRQlwAAQKBY5sA/v1yvOMSVAAAAvH0QgAEAABxFBF8AAABHH3uAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINPYAAwAAAIAAyKTy6u1Mq7u9X6nerDzPl3xJhmSahuKJiCpqS5Wojikad4a6XAA4qgjAAAAAAOAY5Xm+Orb1qmVdp/LZggp5dyD02odUb07tLb2yHUtOxNaoSdWqaUzINI2jWzQADAECMAAAAAA4BnVs69XGlTtVyBXluftJvf6WLxVyrgo5V+uWtmrzK20aP71eNY2JI1ssAAwxAjAAAAAAkBSyQqpOjFBZvEKlsQpFwzEZhinf95QrZNWf6lZfukedPTuUL+aGrM5C3tWaRS3q60qrWPAkSYZhqKmpSSNGjFB9fb2qqqoUCoXk+74ymYza29vV1tam5uZmdXV1SZI811cuXdC6pa3auaVbU+aMku1YQzYuADiSjF8+/r1D/K8CAACAY9MXbvuWxk5o1LU3XSFJ+ocPflaXXn6uLn3veUe9lqF89l/LZfP63lfv1cqla5RJZ/U/f7hL8ZLYm+7n+1//idLJjG6/88YjUCVwdJREExpdP1H1laNkmZaKRVOFfEjFoinfN2TIlxXyZDuuQrYr+Z7au7erpX2Duvs7j2qtmWROK/7SrGy6IEmKx+OaNWuWpk+frpKSEpm+L7tYVMh19frCRs8wVLAsFUMh+ZJaW1u1bNkyrV69Wr7/xsfBSMzWjDObFC1hfzAAwcMMMAAA8Lbz5e/doXAkfESfsfDR5/WT7/9WP77/G0f92Yfiqcde0JpVG3Tn3f+k0kRcsXh0qEsCjjrLDGlC43EaXTdRxaKpVF9YqZQjzzUlScmkr1zOl20bKisbiJNM01c0lldl6RjVVTZqR9dWrd26XIWjMCMsk8xp+dPNymUKMgxDM2fO1LnnnquIbSuSzyvW16eQ60qS/GxWfiolWZbMsjLJNCXDUNa2Fa6tVcP8+Zo9e7Yefvhhtbe3S5Ky6YKWP71ZM88iBAMQPARgAADgbaesvPSA14tFV6HQkVkGdLBnHy1tOzrVMLpeo5pGDnUpwJAoiZbphImnK+KUqLc7omR/ROm0r4VP57V4cV6bNrvq6XljdlRJ3FDTOEsnzrR13rlhlZeHFY3lVVc5RtWJeq3Y8IJ29bcfsXoLeVcr/jIQfkUiEb373e/WmDFjFMvlVNrbK8N1lX3+eSWfekqFtWvl7twpvT67y3FkNzXJOf54RS+5RBVjxqgQCilUU6Nrr71WCxcu1KJFiyRJuUxBK57ZrJPOm8BySACBQgAGAAACJZvJ6X/u/qVeeuZlRWMRzb/y/L3a/O0yxPdfcLM+8on36+WXXtGqZWs1/8rzdeW187Xk+ZX6zU8WaFvzDlVUJXTWRafoPR+8RJY18KEwlUzrZ//9By15boXSqYzqGmp09UffpUgkrP+666e7+5ak9374Ul157WV7PbuzbZfu+e6vtWrZWpmmqZmzp+rvbnmfyivKJEn33btAi59brsuuOF+//t8HlepP64STj9MNt31A0Vhkv+/Di08v0333Pqid2ztVXlmmS959tuZfeYGkgSWhr65Yv7u+qTMm6nP/8Y979fH6sy98x5n63c8eUbIvpRNPOV433PaB/S6XfPmlV/T7nz2iluYdMk1TE6c16dqbr1D9yBpJ0hdvv1sNY+p13S1X7b6nvzepj7//M/rUl2/S8SdO3u+YgMFSFq/QrMlnyXcjatteomzG1C9+ldGCh7PK7WciVzLla+XKolauLOrnv8zonLMd/d01MeWyCVVUpXTi5DO0YsPz6ujZcURqXrOoRdl0QdFoVFdffbXqqqtV3t8vp1hU5rHH1H/PPfJe29trL/m8CmvXqrB2rVK//a2cmTNVdsstqh49Wv3RqM477zxFo1E9/fTTkqRsqqA1i1o0/fSxR2QsADAUrCuuuezzQ10EAADAYLn3+7/R8iWv6tbP/L0ufMeZevKR57V+9WY1TRylE+ZMkyQ99LsnNXFqkyZOa5Ik/eYnD2nT2i266F1n6QPXv0dNk0Zpw6vN+vaX7tEV116mD1z/Hk0+fpx+97NHlElnNW3mJHmep3+//dtq29Gh6z95tS7/4DyNGd8g0zQ1bcZElSRKtO6VTfruz+7U/CvP13EnTFTIDu3xbN/39cXbvy3P8/SJf/2Izjh/jp55YpGWPLdS51x8qiRp9fL1WvbiK3KLnm647QOac+YJevC+x5XL5vcbFm1at1Vf/tR3dfG7z9F1t75PdSOr9dMf/F4V1QmNnTBKs0+brmR/WiE7pC9/7w6dcd4cOeG9lzutXr5eS19YpXQqo5v++cM69eyT9MSCZ7Vl4zadcuaJkqRFzy5XIV/U3HNnS5K2bGzVpOPG6T0fvESnnzdLr65YrycefEbnzz9DhmHIsiw98Ks/6dLLz90dJP754We1rXmHrr3pChmGsVcdwGCKhuOaM/Vc+cWoOttLtW6dp3/7fL8WLS7otdWDB+V50qbNrp54MqdRjSGVJ6JyHF8NdSO0q69duXxmUGvu2Nar7Zt2yTBMXX311RpRW6vK/n5Zu3ap+3OfU/p3v5OfOfRnum1tSj/8sGRZKp0yRYak2qYm5fN5bd++XZJUyBUVjTuKl+0/aAeAY4k51AUAAAAMlmwmqycfeV4fuuFyzZg1VaPHNeimO66R53kHvXfuebN17ry5qhtZrZq6Kv3+54/oXe+/SGdfdKrqRlZrxqypet/fzdcTC56VJK1culYb1jbrts9frxmzpqpuZLVmnTpdJ558nEJ2SLF4RIZhqLwyofLKhCLRvT9Erly6Rls3teqWT/+9xk0arYlTm3Tzp67VqyvWa+OaLbvb+b6vj9/xYY1qGqmp0yfozAtO1qqla/c7lgW/eULHnzhZ7/3QPI1srNM5F5+mi991th789eOSpJKyuMIRR6FQSOWVCZWUxffbVyFf1E13XKOxE0Zp6oyJ+rubr9RzC5eoZ1fvPtufctaJOvnMEzSisVZjJ4zSjf/0QW3dvF2tW3YOXD/zBBkytPi5FbvveeqRF3T2RacQfuGoOH7cyTL8sDrbS7RypavP/Fu/duw8+M+Ifent9fWlryT11NN57eqMq5h3NH3cybLMwVto43m+Nq7cqWLB05lnnqkR9fWq7O+X2d6urn/8R+WXLXtrHRcKSv74x+r79rcVz2YVz2Z1zjnnqLa2VpJULHjauHKnPI8z0wAEA0sgAQBAYLRt71SxUNSk12Z2SQNhz8jGuoPeO37y6D2+37y+RRvXbtXvf/7I7tc8z1chX1Aum9eWjdtUVV1+SH3vT+vWnaqqrVB1bcXu1xrHjFC8JKrWrTs1fsoYSVJNXeUeyx3LKxPq6+k/QL9tmj13+h6vTT5unB763ZPyXE+mdej/B1pdW6GqmjfqmzRtnHzP1/aWdpVXJvZqv3N7h359z4Pa8Opm9feldoePne27NKpppGzH1hkXzNHCR57XaefMUvOGFm3Z1Kp/uvOGQ64JeKvG1k9WoqRKnTvj2tnm60tf7d/vksdD5XnS3d9Jqa7OlBWKq7be1aRRM/TqlqWDUnPHtl4VckWNHDlSp5xyikoyGYVyOXV+5jNyW1sPu//0gw/Kqq9X6VVXKWfbmj9/vu655x75vq9CrqiObb2qG10+CCMBgKFFAAYAAALD99/6TIW/PZnR83xdee1lOvmMmXu1tZ2QHMd+y896ne9L+5rz5Pva44L1NxvyG4bkHWisvr/XbKpBm8NhvFHDvtz1r/+lqpoKXX/bB1RZVS7P9/TPH/2SisU31padN2+u/uVjX1FXR7cWPvK8jj9xsmrqqgarQmCfTMPUmBGTlO4PK5sN6Zvf6tfBVg02NJhqGhtS63ZXmzfvf32k50nfujulb/1Hmfp7I2qoadKm7auVK2QPu+6WdZ3yXF+nnXaaQq6reDar/nvvVXHTpn22d6ZPl1k18OfJz+fltraquGXLPtu+rv/eexWePVuJSZNUrKnRxIkTtW7dOnmur5Z1nQRgAAKBJZAAACAw6htqZIUsrX918+7Xkv1p7Wh98yezNU0cpe0tbapvqN3ryzRNjR7XoK7OHm3f1rbP+0Oh0EGXXjaOqVdne7c627t3v7Ztyw6lUxk1jK5/0zW/rmFMvdas2rjHa+te2aQRjbVvavaXJHW2d2tXZ8/u79ev3izDNDSisXavtv29SbVu3an3fOgSTT9pihrG1CvVn96r3ehxDRo3abT+/NCzevbPi3XOJae9qZqAt6K+apScUFjJ/oiefS6vNWuLB2xvGNLXv1Kq73+nTN+9u0zO3tvk7WFnm6cHF+SUSobl+6Yaa8cfds2ZVF75bEHl5eWaMGGC4rmc3I4Ope67b9832Laqf/hD1fz4xwNf//d/qnv4YdUtWKDY/Pn7f1ChoL4f/lB2sSinWNTs2bN3X8pnC8qk8oc9FgAYagRgAAAgMCLRiM695DT97L9/r5VL16hl83b959d/8pb2lnrvh+bpL396Uffdu0AtzQN7WD335BL96sd/lCRNmzlRU6dP0Dc//yOtWPKq2nd0atlLr+jll16RJNXUVymbyWnl0jXq600ql937A+T0k6Zo9LgGffcr92jz+q3asKZZ3//aTzR1xkSNnzzmLb8P8688X6uWrdVvf/qwtm9r01OPvaBH739qnydiHozthPSfX/8/bdm4Ta+u3KD//d59Ou3sk/a5/DFeGlNpWVxPLHhGO1vbtWrZWv3ff/1un/2eN+903f/LP8nzPM3Zxyw7YLCNrB6rbMZWsWjqjwsOPjPruGkhTZ5kywkbamywdNqpB0nAJD38SFauayiTcjSy+q3/GX5db2dahbyr4447TqbvK5rPK/3AAwNTzvbFNGVEIpLjyO3qkt/bK8M0FT7xRFXcdZeiF1yw32fllyxRcetWxXI5jRo1SonEwJ/xQt5Vb9feQTYAHGsIwAAAQKB86Mb3aMqMCfrGv/1A/37HtzXl+PFqmjj64Df+jZlzpumOf/+4Vi5do8/c/HX96y13acFvn1B1XeXuNrd97nqNnzxa3/nSPfqnj/y7fv7ff9i9YfTk48bpgvln6Nv//mPd8N5/0QO/+tNezzAMQ7d/4QbFS2L6/Ce/qS/d8R3V1lfpE5+97q2/AZKaJo7WP/7rR/T8k4v1zx/9ku773wd15bXzdc7Fb36mVX1DjeacMVNf/fT39eV/+a5GjR2p6259/z7bmqapWz9znTava9E/f/RL+sl//lYfvOE9+2x7+nmzZFmmTj9vziEtJ61K1OuEiacrHi1702MAJKksXqFcLqSODk/r1h38uMcLzg+rpNTQju2uIhFD8y4+eADWtcvXq68Wlc3aijgxOaHwQe85kO72fsmXRo4cKbtYlHxf2YULD36j56n3q19V68knq/3KK5VfuVJWebniH/zgAW/LPv20nEJB0sAzJUm+1NO2/z0HAeBYYfzy8e9xrAcAAAD2ct+9C7T4ueX62g8+Peh9d7Z365YPfVZf/t4dhxRQzhh/qqaOPUmu66l551q92rxEqWzfoNeFYIpHyjR3+kXqaCvVwoWevv6N1AHbR6PSQ3+sVF2tpeeez+uUk231J329+73dam8/8NLmaz8c1RXvdVTf0KuX1z+rjp4db7nuxY+vV6o3p1tvvVU1kmLt7Wq/4or93xAOq+HFF2VWVmrXJz+p1G9/K0kqve46lX/hC/K6u7XjrLPk9fTs+/ZTTlHFF7+ojkRCzy9erCeffFKSFE+ENfuCiW95HAAwHLAJPgAAAI6aYtFVT1evfv6j+zVxatObmp23bZurb3zD0qc/M1nzTp1MEIZDFg3HJEnFoqmtWwsHbX/m6Y6qKk3193ta8HBOkyeFVFlp6JyzbP3ilwfeOb+5uahiMaJiwZdfCKm/+yA77R9AseDKtm1Fo1GFUikVm5vfUj9ue7vkulIoJCMWk/YTgL3ef8h1dy+BlCTfY84EgGMfARgAAACOmrWrNuqLt9+tEY21+uS/ffRN3VsoSHffLf33f5u68Ubp/32aIAyHxjBe2/nFN5Q/hP3c518WUSRiyPOlz366RJIv2zb0rneE9eMf9ehAh7D29xryXE/p/pxa1nRp6Usb99/4EEQikYExSPJzubfUR6ipSYZtS9msvN7e/bb76/4t643TZw/jgF0AGDYIwAAAALBPV157ma689rJB7fO4Eybpl49/77D6yGSkb31L+sEPCMJwaDx/YNmiYfiKRA98KMaoRlOnnGyrWJTS6deSH1+ybV9Tptg6dW6Jlq/Y/yyyRIUj0zIVKwtr1JQqFUve+mmQr7ywRcV88fUSZL4Whh0KM5GQPWmSnOnTVXLttZJpKv3kk/JT+1/+afxV/677xj5pb+EcEQAYdgjAAADAMWfsiMma2DB74BMh3haikYi2t+75GkEYDlUmm5QkhUKexoy2Dtj2ogvDKi0ztavL05VXd6u/z5cVkn7x03KNHxfSO98Z1arV+99Ev6kppFDIUyhkyA8VVFoRfct1h2xLuXROqVRKJZaleFPTId1nWJbKbr9diTvukBGJyHAcuTt2KHXvvQd+3rhxkqSiZam7u/uN/kwSMADHPgIwAABwzKlJjFA+U6af/YwPZW8nL76479cJwnAw6VxSRbcgJ1zUpIkHPs1xwoSQkklfjz+R044db2x4/4f7c/rIdaYmTjhwgDZpUkhOeGDWVl9q12HVHU9ElOrNaceOHaocM0ZGSYmsxka527bt+4ZiUW5Pj+QMjNEvFuW1tyvz2GNK/vznKqxefcDnOVOmyDNNuaapHTve2Ly/JHHoM88AYLgiAAMAAMeklhZPt99+4A+ieHshCMOB9Ca7VBKJqqIiounTQ1q5srjPdl/4Yr++/d2Uujr3PO3xf+5J648Lsurr2//U0xH1piZPCikcSSudTapQPIQNxw6gorZU7S29am1t1cTx4+UbhqLnn6/k/mZyua7a3vlOmaWlkiQ/n5fX3S0V9z3WPRiGIueeq1xo4CPi9u3bX3tdKq8rPaxxAMBwYA51AQAAAMBgej0IGzvG1O23myp1JmveqR/Q7CnnygmFh7o8DJHWzmaFI0XZtqt3XLb/GU3ZrLRjh6f832zz5boDr6dS+w/ALp0XlmX5isVzau3cfNg1J6pjsh1Lq1atkicp4ziKzZ8v2fZ+7/H7+uS2tsptbZXX0XFo4Zek8Ny5surqlI5EtGnTJiWTA8tGbcdSoip22GMBgKFGAAYAAIBAej0Iu+njpvJ5Q+Mbpqq+atRQl4Uh0t7dqmw+o5KyrE6eY2vWSfsPkd6KsWMtzbskonhpTr7vqrX98AOwaNyRE7GVTCa1Zs0apSMRmeXlKr3mmkGo+A1GNKqyG25QPhRSwbK0ZMmS3deciK1o/MDLRgHgWEAABgAAgECaN09atMjTb34j9aXbtHDpA9ratmGoy8IQ8X1fm7a/qlg8r3CkoFtujiuRGJx9BB1b+uStcUWjrkrLMtrStl4F9/CWP75u1KRqmZah559/XnlJ/ZGI4u97n5zp0welf0kq+/jHZY4cqd54XK2trdq8eSC8My1DoyZVD9pzAGAoEYABAAAgUF4Pvh56SBrV1K6FSx/Qwpd/p7bu/WwcjreN1o5N6uzdqYqqlCorpc9/tlSlpYcXgjmO9P/+pURjx5qqqEopmenVptYDbzb/ZtQ0JmSHQ+ro6NDTTz+tVCSivG2r4gtfkD1p0mH3X3LNNYpecon6olFlXVcPPvigfH9gmacdDqmmMXHYzwCA4YBN8AEAwDHHl68TTjC1Y6c71KXgKHrsUUPXXrv//7+dN0+6805Ps2ebautq18KlLxF6YS+vbFqkU4+7QNV1pqRSfe3LpfqPb6W0YeOb/3kyYoSpT94a1+TJlqpqkjKsnFate1Ge7x385kNkmobGT6/XuqWteumll9TU1CRj9GhVSqq86y713n23sn/+85vu14jHVfaxjyl68cXqj0aVCYf12IIF6unpkSSFbEvjZ9TLNDltF0AwGL98/Hv738URAABgGErEK9VQO26oy8BRVF85SsnuWo0bt/fJn3sGXzv16haCLxxYLFKi2ZPPlmXGtauzRLmspQcXZPX7+7Pq7j74x6N43NCl88J633ujisQ8VVYnZVo5LVv3F/Uku45IzSufbdaunUnZtq0rr7xSoxsblUinFcnnlVu0SP0/+pGKmw9h3zHLUuSss1R2440yqqrUF4sp4zh6/PHH99j7q7K+RNNPH3tExgIAQ4EADAAAAMPejPGnKuLP3CMAI/jC4Yg4MZ0wca5KYuVK9kXU3xuR6xp6aVFeixYXtHGTq9ZWV4WCZJpSw0hT48aFdMJMW2fMdWQ7UklZVmWJjLL5lJZveF796Z4jVm8h72rpExuUTRcUCoU0b948TZs2TeFCQWXptCzPU+HVV5V56ikV1q1TcdMm+em0JMmsrZU9fryc449X9MILZZaXK2fbA+FXsahHH31Uq1e/sWwzErN10vkTZDt7B84AcKwiAAMAAMCw99cBGMEXBothGBpTN0njG46TZCmdcpROhlUovBH8eN5AAPa6UMhVLJ5XrCQn0/S0tW29Nra+Itc78kuyM8m8lj+9WblMQZI0ceJEXXjhhSotLVUkn1c0n1e4WJRe28Prb4v3TFNZ21Y6HFbRsrRp0yY9+uij6uvr290mHLU186wmRUs4+RFAsBCAAQAAYNibMf5U1ZefoI0bRPCFQRdxYmqsadLImiaF7Yh831Ahb6lYNOX7hgz5skKebMeVafoquAXt6Nyibe2blMr2HfwBgyiTzGvFM5uVTQ2EYLZta/r06Zo5c6Zqa2slSSHXVch1Zfq+fA0EX0XLkmua8jxP69ev18svv6zm5uY934eYrRlnEn4BCCYCMAAAAAx7xzXN0fHj5hB84YgyDEPlJdUqi1eoNFauaDgu0zDl+Z5y+Yz60z3qS/eou699UDe6f7MKeVdrFrWoryutYuGNOmprazVy5EjV1dWpqqpKtm3L8zxls1m1tbWpra1NLS0tSr+2NPJ1IdtUWVVMU+aMYtkjgMAiAAMAAMCw54TCKokmtKu/fahLAYaNjm292rhypwq5ojz3zX+sMy1Ddjik8TPqVdOQOAIVAsDwERrqAgAAAICDyRdzhF/A36hpTKhqZJk6tvWqZV2n8tmCCnlXOlAWZki2Y8mJ2Bo1qVo1jQmZpnHUagaAoUIABgAAAADHKNM0VDe6XHWjy5VJ5dXblVZPW7+SvVn5ni/flwxDMkxDJYmIyutKlaiKKRpnny8Aby8EYAAAAAAQANG4o2jcUf3o8qEuBQCGHfPgTQAAAAAAAIBjFwEYAAAAAAAAAo0ADAAAAAAAAIFGAAYAAAAAAIBAIwADAAAAAABAoBGAAQAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAINAIwAAAAAAAABBoBGAAAAAAAAAKNAAwAAAAAAACBRgAGAAAAAACAQCMAAwAAAAAAQKARgAEAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACDQCMAAAAAAAAAQaARgAAAAAAAACjQAMAAAAAAAAgUYABgAAAAAAgEAjAAMAAPj/7diBDAAAAMAgf+t7fIURAABrAgwAAACAtQDOHmbEsYPARAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#moments before Home team's third shot\n",
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=9435, drop_ball=False, att_color='blue', def_color='red')\n",
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=9550, drop_ball=False, att_color='blue', def_color='red')\n",
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=9610, drop_ball=False, att_color='blue', def_color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1280x760 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x2c002161908>)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1280x760 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=dfAwayPoss.sample().index[0], drop_ball=False, att_color='blue', def_color='red')\n",
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=dfAwayPoss.sample().index[0], drop_ball=False, att_color='blue', def_color='red')\n",
    "draw_marking_map(dfMarkPoss, dfAwayPoss, dfHomePoss, frame=dfAwayPoss.sample().index[0], drop_ball=False, att_color='blue', def_color='red')"
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}