{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:14:52.292000Z",
     "start_time": "2018-12-09T02:14:49.894000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
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        "row": 0,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    },
    "hide_input": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Danny\\Anaconda\\lib\\site-packages\\statsmodels\\compat\\pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "\n",
    "figsize(10,6)\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "#plt.rcParams['font.family'] = 'Myriad Pro'\n",
    "plt.rcParams['text.color'] = '#555555'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:14:52.766000Z",
     "start_time": "2018-12-09T02:14:52.295000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6455, 1081)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "\n",
    "df = pd.read_csv('games_Jan2018.csv')\n",
    "df.set_index('id', inplace=True)\n",
    "\n",
    "df.type.value_counts()\n",
    "\n",
    "# Let's filter out expansions, and focus our analysis on base games\n",
    "df = df[df.type == 'boardgame']\n",
    "\n",
    "# A little bit of data cleaning to set zeros to NAs where they should be NAs\n",
    "df[['yearpublished', 'minplayers', 'maxplayers', 'playingtime', 'minplaytime', 'maxplaytime', 'minage']] = \\\n",
    "  df[['yearpublished', 'minplayers', 'maxplayers', 'playingtime', 'minplaytime', 'maxplaytime', 'minage']].replace(0,pd.np.nan)\n",
    "\n",
    "enough_ratings = df.users_rated >= 150\n",
    "enough_weights = df.total_weights >= 150\n",
    "enough_ratings.sum(), enough_weights.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:03.159000Z",
     "start_time": "2018-12-09T02:15:03.156000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
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       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')\n",
    "#plt.rcParams['font.family'] = 'Myriad Pro'\n",
    "plt.rcParams['text.color'] = '#555555'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 4,
        "height": 4,
        "hidden": false,
        "row": 0,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:07.466000Z",
     "start_time": "2018-12-09T02:15:07.132000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
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       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('games_Jan2018.csv')\n",
    "df.set_index('id', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:08.218000Z",
     "start_time": "2018-12-09T02:15:08.197000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
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       "grid_default": {
        "col": 8,
        "height": 4,
        "hidden": false,
        "row": 0,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "boardgame             80105\n",
       "boardgameexpansion    15672\n",
       "Name: type, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:09.726000Z",
     "start_time": "2018-12-09T02:15:09.692000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "# Let's filter out expansions, and focus our analysis on base games\n",
    "df = df[df.type == 'boardgame']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:10.755000Z",
     "start_time": "2018-12-09T02:15:10.685000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "# A little bit of data cleaning to set zeros to NAs where they should be NAs\n",
    "df[['yearpublished', 'minplayers', 'maxplayers', 'playingtime', 'minplaytime', 'maxplaytime', 'minage']] = \\\n",
    "  df[['yearpublished', 'minplayers', 'maxplayers', 'playingtime', 'minplaytime', 'maxplaytime', 'minage']].replace(0,pd.np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:11.507000Z",
     "start_time": "2018-12-09T02:15:11.500000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 4,
        "hidden": false,
        "row": 4,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6455, 1081)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enough_ratings = df.users_rated >= 150\n",
    "enough_weights = df.total_weights >= 150\n",
    "enough_ratings.sum(), enough_weights.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 5,
        "height": 4,
        "hidden": false,
        "row": 80,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "# Complexity / weight"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 6,
        "hidden": false,
        "row": 159,
        "width": 12
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "BGG allows users to rate the \"weight\" or complexity of a game. \n",
    "This is a single measure for each game from a scale from 1-5 and it doesn't decouple the different types of complexity \n",
    "(e.g. Chess that's relatively easy in terms of rules, but can be quite complex in terms of how to use those rules to play as opposed to Terra Mystica, where it take a while to learn all the rules, but once you've got the hang of the rules, the gameplay\n",
    "is relatively straight forward)\n",
    "\n",
    "N.B. There's probably elegant terminology for these different types of complexity. Colm may know the answer.\n",
    "\n",
    "\n",
    "Let's find out how reliable this information is by running some rodimentary tests against some simple intuition-based proxies for complexity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:15:16.127000Z",
     "start_time": "2018-12-09T02:15:14.996000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
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        "row": 165,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13ed2a90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
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Zhbt5a6/XhgYI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8IcegFmy/Zol93PHKOf+5ks2+WIeozBOSIiIiIiIhpoJp4A9h5cVesLEQ2WJZtZRKB1SqKjGB1X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HBGwnBFp2HHMOUksVJAIOA0NzkBFENLgMUw5KSstqFv34R98IWGo6S78hjrjXkMhWWbaRiy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gLhZkPbVqmEqlHCCTk2mUmnWZqxVdrZjSmuXu085MQe99HHjmcZmnnzgOsPla+Xwu7EFe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\nF1yAd955p/7YV7/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//f+Dv+cxOf573V9aznWMKOqYNsDKcjYB2LYVQSB9cDIl7drwqIjB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XWtSHH4Y6d4ZVuxPMqh/yslaE8Eo5krZ9nfvKIpBOs/Jz3GDaPSGEEEIIIWMFxTlCCCGEEAJA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WXzwOYtQCbXOlrz+Cu6nPwEMH0NQAe3SRGdtlbVRt3nCyomyebq79lSAV7oftEw37LiWmO4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\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      "text/plain": [
       "<matplotlib.figure.Figure at 0x14759320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing weight rating against minimum age\n",
    "\n",
    "sns.regplot(x='minage', y='average_weight', data=df[df.total_weights>100], x_jitter=.3, scatter_kws={'s':6})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 4,
        "hidden": false,
        "row": 150,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "source": [
    "Min age is a loose proxy for complexity, but it can also be filtered due to content type such as very \n",
    "explicit material e.g. Cards against Humanity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:29.300000Z",
     "start_time": "2018-12-09T02:16:28.037000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 9,
        "hidden": false,
        "row": 191,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dzp8/r5MnTxrqZtvXOsPHx8f0deDs9uOjR482fV6fPHlS8+bN09y5c2W1Wg3H\nH374YZe/RzVdnz59TH8xwFYAzkxpaanps7l9+/ZOT3YEAAAAANQMNe9vxwEAAAAAgNsVFBRox44d\n6tGjhxo0aFBl9ykvL9fBgwd15MgRpaenKzMzU3l5ecrPz1dhYaFKSkocWu/SpUtV1GnN0bBhQ5fX\nMJswZ0/oxWxSmp+fn1uCAC1atLA5hcwTIiMj1axZM0PIav369Ro3bpxda5SXlysxMdFQj46OVpMm\nTexao2fPnlq5cmWFWmlpqebNm6fvv/9eI0aMUI8ePRQUFGTXep6Qm5ur8+fPG+pRUVHV1kNaWprK\nysoM9RYtWrhl/RYtWhi2QLVarTp69KhTocCwsDCXgrEBAQGmdVeeH7bWdDUw16pVK5eul36ZFBgR\nEWGYMlrVgTlbU03dGS4zC3GdPXvW6fWmTJmiP/7xj4Y1rt7S9rL+/ftryJAhTt/veuHr66tBgwZp\nxYoVFeqbN2/Wgw8+aNczdtu2babBfabLAQAAAMD1j8AcAAAAAAC1RGpqqv785z9r6tSpLk8Qu9rZ\ns2f1zTffaOPGjaZBGme5Gty4HoSEhLi8htkkptLS0mteZxbSiIiIcHnineS+4JI7DRo0SJ999lmF\n2smTJ3Xw4EG1adPmmtenpKSYfs3MptfZMmbMGK1du9Y0PJqamqrU1FT5+Piobdu2io2NVWxsrCIj\nI22GmzwhOzvbtB4ZGVltPdjactidgTlH7nstrk69M3uPS649P2ytac+zozItW7Z06frLWrRoYQiw\nnT9/XsXFxVW2lWhWVpZpfdWqVdq8ebNb7pGZmWmouRIODwkJ0VNPPaWXXnrJ5nbslzVu3FgTJ050\n+l7Xm+HDh+ubb76pMGWvqKhIiYmJdm0fbTaNLiQkRL169XJrnwAAAACA6kdgDgAAAACA60RsbKxe\neukl02NlZWUqKChQdna2UlNTtXHjRtMtE4uKijRr1iw9//zzplsOOqqsrEwrVqzQF198oaKiIpfX\nu1pxcbHb16xp/P39PXZvs5BG3bp13bK2re0ePWngwIFauHChIVSybt06uwJzP/74o6Hm6+urvn37\n2t1DeHi4HnvsMc2bN8/mOaWlpUpJSVFKSookycvLS5GRkerQoYM6deqk2NhYt4QanWUrFGu23WxV\nsRUwctfr19Y6zgabquJ97uXlVSO3177pppuqdJ38/PwqC8ydO3fOtL5t27Yqud9leXl5Ll3ftm1b\n3XPPPVq0aJHNc3x9ffXUU0+ZTiS9UTVu3Fjt27e/8iy9bPXq1dcMzJ06dUq7d+821AcOHGgzbAoA\nAAAAuH547m/WAAAAAACA23iCG3koAAAgAElEQVR7eyskJERRUVEaOXKkXnnlFT377LOm04dKSkr0\n1ltvubQFnPRLWG727Nn6/PPPqyQsJ6nCVBi4n9kEP3dNMquJoYx69eqpc+fOhvrmzZuvGc4sLCzU\nTz/9ZKj36NHD4elhAwcO1NSpU+0OUZWXl+vw4cNatmyZZsyYoccff1yffvqpy+9hZxUWFprWq3Mb\nWVvBNXe97mx9LrVhm2hXXc/fA09NNS0oKHB5jbFjxyo6Otrm8fvuu69ap0DWFMOHDzfU0tLSdPTo\n0UqvW7NmjemfQeLj493WGwAAAADAcwjMAQAAAABwg4qLi9OMGTNMwzy5ubl69913XVp//vz5SkpK\nqvQci8WiunXrKjIyUl27dlXPnj3Vr18/DRo0yPCfPRO+4D5Wq9U06OiuSVg1aQvRXxs0aJChdunS\npWtOkNq8ebPp18tsPXv07dtXs2fP1uDBg+Xt7e3QtefPn9fy5cv15JNP6tNPPzXd3rUq2dqyszpD\nkrZCe+56/dpax9Z98T/ueh3Yeoa4I1xmy/U81fTnn39WRkaGzePumr54venRo4fp575mzRqb15SX\nl5tOFG3Tpo0iIiLc2R4AAAAAwENq3sx+AAAAAADgNhEREXr66af16quvGial7Nq1S+vXr9fAgQMd\nXnfHjh1KTEw0PVanTh0NGTJEnTp1UkxMjN3BqdWrV5tuI4uqYbFY5O/vbwiBuWtaYE0NFl2eCHf1\nlKp169ZVurXq+vXrDbX69eubTqyzV4MGDTR58mTdd9992rBhg7Zt26ZDhw7ZHYArKSnR8uXLlZKS\noueee67atkS1tR1hdX7PbT1X3BV4svU+qKlB0JrEXd8DW++DqtwO05NbHbuiuLhYb731VqXP7/ff\nf1+tW7dWeHh4NXbmeT4+PhoyZIiWLVtWob5hwwb99re/NQ3H7tixw3R73mHDhlVZnwAAAACA6kVg\nDgAAAACAG1ynTp00fPhwrVy50nDs888/V8+ePR0OgXz66aem9SFDhuiRRx6Rn5+fw33W1IDVjSwo\nKMgQsHDX96Eqp0C5wtfXV3379tUPP/xQob57925duHDBNHR2+vRp7du3z1AfMGCAWwI2oaGhGjVq\nlEaNGqXi4mIdPnxY+/fv14EDB3Tw4MFrfk/S0tL0xhtv6OWXX3bqvecoW8+L6tyu1NY2uO7aUtPW\nOmbbXKMid733ba3j6BbIjrD12v7kk09qdFjyww8/1PHjxys9Jz8/X7Nnz9aMGTPk41O7/lkgPj5e\nX331VYVfHCgoKNDmzZs1ePBgw/mrV6821IKCgtSnT5+qbBMAAAAAUI2uz1+ZAwAAAAAADhk/frxC\nQ0MN9fPnzyshIcGhtTIzM5WZmWmo9+7dW48//rjTgZ28vDynroPzbG3X6w7uWqcqmG2jWlZWZnNq\n4vr16w0TGm2t4yo/Pz/FxsZq3LhxeuGFF/Thhx9q5syZGjt2bKWToY4cOeLwe9lZ9evXN63n5ORU\ny/0l26Gpqn79BgUFuWX9G5m7nuW21qnK74GtKY3Z2dlVdk9Xbdq0yTTgZebw4cNauHBhFXdU84SH\nh6tLly6GutnX7fz589qxY4eh3r9/f7dt+QwAAAAA8DwCcwAAAAAA1AJBQUG68847TY99/fXXDk0E\nSk5ONtQsFovuv/9+p/uTZLr9GapWgwYNDLXMzEyVl5e7vHZGRobLa1SVmJgYNWnSxFBft26d6flm\n27FGRkaqWbNmbu/tat7e3oqJidH48eM1Z84cTZs2TQ0bNjQ9d/ny5abBPnezFdw7evRold/7MlvB\nJne97tLT003rtsKC+J9rTTpzZR1/f38FBga6ZX0ztl7bJ0+erLJ7uiI7O1vvvfeeoW6xWDRp0iTT\nYOk333xj+nP8RhcfH2+oHTx40PALAGvXrlVZWZld1wMAAAAArl8E5gAAAAAAqCVGjBhhGpDKy8vT\nd999Z/c6ZsGBVq1aKSwszKX+Dh065NL1cFxUVJShVlRU5JZwyLFjx1xeoyqZTYdLT0839H3w4EHT\nr4fZNn5VzcvLSz179tTrr79uGuzJycmplq97aGiobrrpJkP98OHDVX7vy1q1aiVvb29D3V2fv9k6\nFotFkZGRbln/RmYrbOiOdVq1aiWLxeKW9c20bNnStJ6SklJl93RWaWmpZs+ebRp4v/POOzV06FA9\n9thjhmNWq1Xz58+vdSH1bt26mf4Z6NdT5qxWq9auXWs4JyoqyuZrAwAAAABwfSIwBwAAAABALeHj\n46M77rjD9Ng333xj95Q5s20XbU28steFCxf0888/u7SG9MvneDWzSTH4RevWrU3r27dvd2ndoqKi\nGhkw+bWBAweaBm+unjJnNnXOx8dH/fr1q7LeriU0NFT33HOP6bHqmuzXtm1bQ+3ixYvat29ftdzf\n399fzZs3N9T379+v/Px8l9YuLCw0/TwiIiKqdLrZjeLw4cMufw+OHTtmui2urWeWuzRp0sR0+/Ka\nOJHt888/15EjRwz1tm3b6u6775b0y1bpw4cPN5xz8eJFzZ071y3TRJ1l9vNaqrqf2V5eXho6dKih\nvn79epWUlEiS9uzZY7r97rBhw6qkJwAAAACA5xCYAwAAAACgFhk6dKjphJWLFy8qISHBrjXMgnV+\nfn4u9bVq1Sq3bCVpFmYpLi52ed0bVUxMjLy8jH89tHHjRpfW3bZtm4qKilxao6o1aNBAHTt2NNQT\nExOvBDZKSkq0efNmwzlxcXGqU6dOlfdYmU6dOpnWL168WC3379atm2l95cqV1XJ/6ZfX79VKSkq0\ndetWl9ZNSkoyff2a3Q9GJSUlSkpKcmmNDRs2mNajo6NdWvdavLy8FBcXZ6ifOXNGP/30U5Xe2xHJ\nycn69ttvDfWQkBA9+eSTFZ7rDzzwgGm4dO/evVq6dGmV9lmZgIAA03pV/sweNmyY4WfexYsXrzwz\nfj1t7rKAgAD179+/ynoCAAAAAHgGgTkAAAAAAGqRyqbMrVixQoWFhddcIzg42FBzZWu3wsJC/fDD\nD05f/2tm/wBf27adc0RoaKi6dOliqKelpWnnzp1OrVleXq5ly5a52lq1MNuWNScn58rnvm3bNl26\ndMlwjie2Y72arbCJ2TalVaFHjx6mAdWkpKRq247X1pS/b775xunJWeXl5VqxYoXpsQEDBji1Zm2U\nkJDg9PcgPz/fdLJjUFCQaZjN3Wy9vxcvXuzRiWyXnTt3TvPnzzcNmU+ePNmwPbqfn5+mTp0qf39/\nw/lLly6ttqmQV7M1rbEqf2bfdNNNpq+h1atXKzc31zQU2a9fP5vPWwAAAADA9YvAHAAAAAAAtYyr\nU+bq1atnqB06dMjuLV2v9uGHH+r8+fNOXXs1s61hjx8/7pa1b1S2tpr7+OOPnZr0s3LlSqWnp7va\nVrXo1auXaWjjcljHLLRjK2RY3bKyskzr9evXr5b7BwQEaMiQIYZ6WVmZ5s+fr9LS0irvoW3btmrR\nooWhnp6e7nQId9WqVaav3+b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0IyouLsa9997Lad0RI0awKlT4oru7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\nVMKcYeUlw4pLTXF0dISjo6P+d1NWVobq6uomXweZc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JVKVFRUoKysDLm5uXWuY0McHBwQ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\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OeLZN31EeZ9t4tVzF/1g5jZVSDadqBvbns/ir77+Dvotp0ufUKoBRx6VN05Nz585hc3MT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\nh+ZW3SrktNqlM+qoK3Lc7TrBBgzT9MdvbvT4VqbMTqYIpFcVo/XNvaZ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6mZ1yeISSmZd9g0qt9zDrQCa79hUqKMUlBlLglcuLa7UqCV/pyCVJraP8I9sZqrxUVXQN5/B/Dj\nH9EYtW0aa08/DjFp0s42X3unHhdfCdx/B/XLRJL2jTugKkDcc4gmfA0PnTiuoaGhsX0Q9MGyhd1g\nG6uQjTpkuQSUNjq/sI3FFDQ0dhq0VaahoTEUpslRPA2Qtg35118mp7RSnoD0A4sAORm4+6MClPm5\ngYPV04odXWZlQhhn9uegDjTj525C5tBVqN51K3i+CFGvzQRBZprIINOU3Tuu8mmTwkgdxJUSoNQ9\nokgzUeim2qb6Wlyle4IKCYz55A7DcNUkRHgd63qcVDQxKziui/PkGM4VKBg3hJN/KkvDKJU+5RwH\n6Ho2w4BEtb7ICoqQyBhgu/12fnHzdgxZHmo724CRQf1s3h/TobHQznaVEe8FP+721WybGuMEiAFS\nCMgf/oDGYrt6VrBtag7zypKCPs855EM/APvQpzYhtAy5Zo5hTPWFdgUZdR2e4o26N0ZAZaZNQRSM\n2lavxvJsZ0VpZdC5e9T2T6vV6iip2moppcjqkFdF+MpXvoJbbrnFe12r1XDDDTfQ888XABS8vx08\neDD03eXlZf+FlJBPP06/N2q4YvccvnPDO2G2q4QKh8Zt5FTj2w2cMaRMA0kASSmQZECSc7BUCrBq\n4CYHy2T6usZR2MYdweR6lfbDVlCFrzOYzG76PHjkemPQXFqruX2/TvemZVHfz+Z9wpwIqMwBYeXc\n9mtQZObivB/06DJnTTqpRNo2nJv/HLUXngUgIet1vxwr4BKfAK/cpgSQSgCFOf+ej0vRbVrm9Qli\nEkrmm9o0IQVGQbY/55QoI4Sf5CJcEp2acFTf4ZyULq0GkcYPvWske+LIPRk3XHtkOkg7s7L2bjeE\nbINKidYQVSoYoPe2cVWAOOeQcRG+pnIvPwLoxHENDQ2N7QXlg8VzT8HYsw+yXoeolMJK3lNWWUND\nQ2Pr0IQ5DQ2NLWHSjuJpgfze3wPPP0POhaBDMfQh4Wa4c3I+Nhudqj19Bqun0dGwk8usjBvjzv4c\nxoHmlDeQ/oXPo3rXrRSQG2Mm/VYxaTKIzu4dL0buIFbqDQOq1GyKuEr3tCskNOq+wpxp+mS5zcrK\nAlTeqbS++bjO5CiQnc74wVvL6svJjzdfODXk0Q4EVfoUeo3HAYlqfZEVhENqO4Bf9tMlNnXFFstD\nbUsbMCqon8r4gWYp/DHQjRvXbeirexKlxjhmYoBYOw2snYomw4bGt6uap0rSQvp9fWMdsrQOPr84\n2jVzDGOqL0QpyFTLfruCZEIFJ5Ako/7P5mk+jOnZTkq1qB8MSnzbqv0jpQwR49T/ohfpuw21Wg3P\nPvuspxq3b98+/OIv/mLkZ9tJcO2qcUEsLS0hkUjgnHPOwcGDB7G0tAQhBDjnRO5qNul6rSZM7qqk\ntUMKXzUO1NUTnCHJDSQNhlQigaRpwAgSX4PEWClJIbJeAxugD27VNpbf+3siBFYrQHm9c+7h9Hy7\nBZOj1htZq0L+xR/S99dOd/b9TI7mbobQPfPGrmH6vzN3f+6S5djh6/uesyaVVCK/9/eQx58ANww4\np1cg1doFBBL44F87N0iBrrRGZWuDiJu4PS3z+oQxdiXzKJsmm6cxEVJgdADuqisqxWkpABjhOSdI\nlvOvari2RWCWVJqmee3dboi0DQrzdH+tpq+86jjUHbk7l2/DQHZcc0jchK9pSgQdNXTiuIaGhsb2\ng/LBstu+ATz6IFgmCyOThWy1KCa7DSpraGhodEKPYA0NjZFgu6sPbQZvg8wYOWmCgUaVpQ64ZXFc\n56MD2jirAGzQ0NokWD2tjgZdZmV8mIQjWd56C+QzP6b+XV4nkks72hxo4vgTqN/zfWQPX4vakTvA\nFnZDqmBWjJn0o8QkyCCzFCjYLhi5gziVDpfi806EwWJKUtIxYizdE6mQIASdq9nwVVFVezxSOOhi\nOPcDmpuN68IczR1mwncUB69RORzU55WTH6B19MlHIYNqe5uQJ3oGYEeNdhUqgJziiU1KoQ5BVOtJ\nVsgVgLkmkEwSeXGM5aG2YgNOXQJAVFDfCIwBBUUsbSeQdiPKqueUzUWrMY6bGPDpD5LRAAAgAElE\nQVTdW9pKFHaD9BWKQm9LAAJYO+MpGY5szRzTmOqFyPlRqZkE74f7uxQRClbZXLjdMTzbUSiOjHoc\nDkN8AzCQ/WM9dAT2yklYN/4CWo7jqcYNWlI1Ct/+9rfxB3/wB97rN77xjV0Jc0tLS6HXP/vZz1Cv\n15GJUG97wxvegFtvvRVm1DrVatL/obkn/DmDM6QMA8mkgSTnSDIgwRhYcB9pGp3jlXHQ5hP+OYJj\npg2b9YdhxrlYeRXyzn+k8aPKp6p2GW0lZIFNg8nB9YYBEJe8s3vfl9LdmysbI0AAVvZNKksB7USC\n5roD54F96l+BJ5M978UkofwPDPDJcmBUSjaTo+tcedVVJAyQJQF6DrlC51oUJ3F7Sub1SWPsSubd\niIpRCoy27RONAGqPKvGrShWr8cNcGyiVJL+OYY7G5zBDKk2TUAzciejpG1FKmsE9aTJFZLLAXL1d\nAtlxzCFxEr52QiLodk0cn1b7R0NDQ2NcYKYJ88ZPYvHGm1A/cjvqD95DvlY1F85wZQ0NDY1ozJYV\nqqGhoTGF8DbILSscAID0HfKAS55zS1qo0hdS0uey+U2D1VPvaNBlVgbGsA6IcTqS5ZlTEPfcCtz2\nLd+Rrvp4OkPPKpWh92sVep6NOrB6CnLXXtSO3IFdv/6f4Kyehv34sfFk0seAcRKCZylQMGmMwokX\ni4M4XwQyWSJKtFrumHHnergBW8VSiSLcoO11zKV7IhUSmg26Bgm3zJkqzeoGXZMpwEwCtgXs2e/P\nAR3jOkfvnT7pEufm6b6W1qgclKfUxeh8xYUwQc80KVgH0NzSB3lUfupfjvwebYooFaoYiWqbkRXk\nbd+cmfJQ05oAEBnU91TDAiQUwwwTMfoh6SRT1MejMEZigDxzCnjqMfWqzy91Y/x2fn/La+aYx9Rm\n6JgfG3Wy4xVhEvCTYbwSrTxMmBvDsx1WcQSXXgXxva+PdBwOTfwvzEXaP46UaAmBpiNhNUqw1jbQ\nMhMQhXngx4+CCQZ2zft7tqter4dU4xhj+LVf+7XIz7aT4F544QXYth1JdDv33HORSqXw+te/HgcO\nHMDBgwe7KtpxzklNLgoJd55mHBxAgnMkOUMynULK4EgaBjhjtN8suySjfsmB7e1hPJKoNMi83O84\nl7YN+Wf/D5G0vBLvqt3CLyHOua8SZNsAOoPJkXbfZn2fMVc1zj2uuvfJFBFXOO9KLJjaNcqFH6Cv\ne2Q5Y+9+OIZB3aLVomvz1MKkP09xTs+j/fnFSdyOmtdrFSpbLCSpm/E2smdM8/qkMVYl882Iitkc\n9QPDID6tKlvcNQlA+sQkNZZGuCedRZWmsSsG7kD09I0YJjxFTcclfVpNStTad/a2DGSPeg6Ji/C1\nExJBt2Pi+LTbPxoaGhrjhrl3Pwof/TTyH/4UVp47Drta0URiDY1titmwQDU0NDSmFOENctV3HjJO\nDptgeQvADbBxn3ignJAuuSwqWD0TjgZdZqVvbMUBMS5HcoigWVoLEDwDJYwch5Rl0mmAm0R+gaTz\n2y2gZcEpzKF2+7cw/4VfQf0v/hjO0SPxZ9LPMGYxUNAvRpmhOkonXhwOYk+V6L7bgXKJxo2KN0UF\ntzveU6Wz+FhK93RVSKjXwu3z1FjSFBRijAKd1QqplLSPa8AvkZbJ0ffUa3XcoLpcvUa/v+Z1YBdd\nTgGopx7rHA9BRATqnO/eDHz+i7HcqyhEqlCNgagWSVaYgfJQPRMA6jXI+++APHI7cNFlYB/4BU/p\nZyyICuo3666aivD/Fw7dz2CpQyCszBIEY8Dink7lJ4UxEgPksSPdbbRIJTnvRfhzjNNcMGJMakxF\ntiVqfqy0wgQku+XfN0X6AXw1wdI6vY5TLXRAxRFcdDkAQP7Jf/bfG1EizlDE/6cfh6yUYOXnYJ05\nhVa9DksINFNZOKm0a3faNC7rVT8YXlyAfOIRsLdfDsx3IaO6eOSRR/Drv/7r3utsNotf/dVfjSSw\ntZdZbbVaeOmll3Duued2fDadTuM73/lOtGpcH0gmk0gkEkjOz8NcXECyZSEhF1zCl0MKTkGotbhb\nmdmOMRwgu8PtB9kcWNpXwIszMUvcegvw0vPwFWrbSjuqNjqClK4Mg7i5ju0Hk48egSME8PjRSLsP\n130QbG5h875vt3xykEpUU8cIEAukbUN8+++mN0kNYf+DrFYoFaNQBEul/SQD7l5fe38IEuYKc+G/\nx0juDc3rqTQ9241VoFry/SSMUxnibJ7aOUFS/zgwFiXzzQjoxQWyX5oNsgkUoVU6ncdR3SSZon2S\nmRj5nnQWVZrGrhi4wzCwbwQgpW03AYt99l+D7943uQuIGaOYQ+IkfO2IRNBtlDg+9Un6GhoaGhMG\n4xysOA/m7k00NDS2H7Rlo6GhobEVtG+QuVtWhrHO8hYqi51xckR6TjQ/yz8qWD0TjgZdZqUnRuGA\nGIcjOUTQFAKolMmZLgLO86A6YtkNdJimrxDhqkPISgnlb/x3IJmC8f6PQ172rvgz6WcYY3m+Yy6t\nMFJy24ideHE6iD1VonwBKG0AUGOmT3CDnvGYSvf0VGgBohUSbvo8fS9qXFfLFFDLzwGVDVq/QicN\nqHIlkuQkNgzg/IvA3vFOiD/+T0ORR8WxI7BvvAnm3v2x3a92RKr0jYCoNuh47SD3KIJipUQ/QDg4\nPubyUJsmAEjprzNqLbntW5D33Qlx3QfBLrt6LOtDdBnOCqmpNuvULscNKjPhvw7WXA72baU4rAgb\nE1b78+Y9brjtbZuX2oXkuqnnSQnMzYPFFNyJa0wN1Zb2+RESqFbhq4fCVbIyKUALQCo1wTE+234V\nR/D2Q8Dt34olEaff4HarWkarXIJlldGsN2GBw65VIOstsjsBmpsSAbKYmQDyCWrb+hnAasKq1/FM\ntYnl//ZlLAsTKysr+J3f+Z3ItrWrxtVqNZw4cQJnnXVWx2cLhQLOPvtspNNpHDx4EAcOHEChUOh6\n3f2Q5UzTRCKRQCqVQjKZ9H5YYE4Wl76zN1GUGy6B0AqfIFgmUY3boDIs4Cd2Lez2SJtxJmbJM6eA\no/e6hDg7QMA3XGJcWzulIKUrw6D5slEH1lddkmTDVxJqs/ug7L5/+W+ARx/s0vevoXlhYVfXdXUm\nktSATv8DY+C5tsANN8JEb2WHquQnRaQMlv2Nm7h90eXA97/ulrZ237NdxU5uUBsrZddulr4tPEZS\n/yQQp5J5TwL6wm5Kjgsmfkq1Z1Fzk/uw8gVgIUD8HyF5bZZVmsaqGLjDMJRvxLLId5VIAg8/AExh\nqctRY0tzSEyEr+2cCBrCNkkcnxn7R0NDQ0NDQ0MjRmirRkNDQ2MraN8gq7Jy9VpneQsVsAgGHlWp\nGInIYPXMOBqmqHzWNGIUDohxOZJDBM3VU75SQRDB4BsY9fFWIHAnJSAdSEEE0vo934d45WfAxz8L\nHncm/Ywi7uc77tIKIye3xeHEizEj2CMuHbvPLVdaRd+kOW4Ae/YRQWdMpXu2pJAQkd0ua1XIv/hD\n+nBQVa7b2tWy6LsLu4GHH4BU88kw5NFkEpXv3oLCh34BfEyZ2l1V+qplnywTRA+i2lbGK3vvRyFP\nvgI8+YhbKl6GFUI5B9JZWm9HWB6qH3JfZAKAIsqF1JIEIFwCUq0Cefs3IY/eO7Zs9kiyVqPmK/Mo\nEkLH+ih9EgA36LVSZOVGNOFLlTMHqH+7fbydGDAysrOa9wBSIOoQknGvoZsSHrWO/jv0rtjW7lGP\nqS21pX1+LC4AzSY8xSw1T0oBSAaWL0KmM0B5YyJKjr0UR8S3/y62RJz24LaQEtb8bjQNE1bLQavZ\nguU4EEgA6YJ7fnccMeaT5TK5MFkuiESS/l6v4uTaGv7nHzwa+vPq6ioWFxc7vrZnzx4Ui0WUSiXv\nveXl5UjCHAB89atf7V4+dRNwzkOEOPVjGEbP7/ZNFDVMAM2II8jOeckj7zKav7I5sEsP+ySxGBOz\n5LEjVG5TiHA7jEDpTfWaM7o26c7/gKsKV6HPNOphmwDosPvYxhrYTZ8H67XP6GIbzESSmmoD0Bag\nb0tSY4zU2qqVALEbYbsuaJPGTO6Vtg3c/i3/DdUmKWmNdIIqiOozBjC3ODZS/3ZFz3mluEDvlzaA\nVi0wVkG/GwbZjPO7ok8wCvLaBFWaRmVfjUUxcAdhlkmUM4WYCF+zqBg5FLZJ4vjM2D8aGhoaGhoa\nGjFCE+Y0NDQ0toKoDXKuQBvNjvIW7aVz3GAwY8CB8yKD1bPiaJim8lnTiJE4IMbgSO4gaFpuMC5Y\n+kkF/73+LP3/2gPsdgvgHNJxII4/4V1PnJn0M4u4snsnUFohDnJbLE68mDOCPVWi4+73KuVOtRf6\npB8cTCSBfWd7Kg/jLHexVYWE4LiW3/t6OMAN9L92pdKQD91D/bvfAEkmS33/9AlIw0Tlm/8f6kfv\ng5HLwz7/IsiL4g+0bqrSpxCl0hdY+wcZr7j4CrArrwVzbC8gByEgv/f3wM9e8IPiSt0WAQXclkVq\naan0lvtYv+S+yAQA1T6AAuPBcvVSAsKi9ytlIFcYWzZ7V7KWIqNIAO3KbJEHYnQ9+SI9wyDhq50o\nyDituSuvAm883zvEyMnOwXmPcUQw5ty/b3J9jM7Pr35v/+cdAqMYUyNrS/v8eMc/UKnVoE2kzKFq\n2Vd0VG0co5Kj1+YIWyuuRBwpJZqNBppH74NVb8I6cwbNRgNOOgtYDiL7mSK+1Sp0D00TaFmwDRNP\nV5tYPvEiltdKWF4v47fffSlyweBjOgPUqzgrwZAyOJqOv44vLy9HEuYYYzjvvPOwurqKpaUlHDx4\nEOecc07X+9eLLMcYo1KqbcS4xGZB0h7omyjqEZ6AjrmoPTFL2RiM01pZXPBIm3EmZvlqlqx7+djQ\nxbsqY2peDF6HbdPc377P6GL38Z+7aXDSzASS1IYm6kQG6FudJNNs3ifMiQBBTji+Kn6rNRalTs+O\nL8xRmxxFGGhXOnWVzZSPpLJBdmfMiSPbGQMR0BNJby4GmK9CmOuR1LhV8toEVJriSibTfo4RYRuV\nupxqxED42lFkx22QOD4zSfoaGhoaGhoaGjFDE+Y0NDQ0toLIDXKts7yFV+IiECBlbhC7OA/2qX/V\nWX5zxhwN01Q+a5owMgfEGBzJkQRNVWpVBEs/dQmkqzJ6QXULISDWzwALe7RDZTPE8HwnVVph1OS2\n2Jx4MWcEd6gS5Qq0JtQqfvBYOKS+wjmQy1MgK5OdaOmerSokbHntSiSAjXVaW3sFSKT011qP1Asi\nX9g2RK0K8cBdkPffFTv5cGCVvouvAN55LbB2GjKVhsxkga/9ee/xmkpTP/zOzZC3fwtyYTcdN5Wm\ne1CvUnAzlaFAeKPeWerUcEu1vfacoe/JoGRcqYLzwfUl+IyDROyg8o1KODh9Eth71tiy2SPJWqqP\ndiRAdHzbtf1cQotw6BgqWaBeDRPlFKmRMSCZBErrEH/0m1T+rFL2+80oyM6pNK3RIcLCQHeGzn/4\n+vhJqFtRvoyrTe78KK65AfK/fxl47hnie9g2eKMGGQy6j4nMNwhGkYjjvOcDsCwLzWYTrVYLlmXB\nsizIcglidY2eTb1Gx0pnNm9QOuOOKemNeUcIfPHuoxABwtRz62W8bU+ABOeWkTQYw4G5Ap5c3fD+\ndPz4cVx22WWRp/vd3/3dUAnUfmGaJpLJJFKpVIgkN8yxeqEvomg6A8g0lSl12hQ629ukyHKFOWBu\nAewS37aINTFLkR2UIidAc53aCxsR45RzvzSrglfK1YiXvDbGJLUtE3Xa/Q9WE6JagTHfRhQ1E0A2\nRzZSsF+oZL5TJ8Kfj4ncG7bjV321Q8An7gFhO0ApugLAdR/UJd+2iIEI6IZBNlcy5SfPxV1icIwq\nTZNIJtMYAhMgUe5IxEH42kFkx+2QOD4rSfoaGhoaGhoaGnFD7/o0NDQ0hoTKCmdLbyaHdzYX3iDP\nLQYIElVXfUL6QY1cnshyh68HT0aUHZoxR8M0lc+aJozMARGzI7kryaVe8x3IUnRXBGDMV1hhbkDd\nMADbhmw2feUo7VCJRhzZvRMorRAHuS02J94YMoIjVdvqNV9FK5MFLroC7M0XgmVzvlIYAFRKkKdO\nTKycz9AKCVtduxRBKti/owIkUobLvSqlnZYFCcB+9UXwTI7ucXJ0hNDN0JdK38HzISEhn3yUys+q\nL1fLNL9mclTKsX28Sklzc6Xkz6/NBrCxSvbGyiuurSHDgXHDcEu/B+brZIr62cs/hRxivIuWBfnX\nXwaef8ZXrKtVu5Nxj91HalzFeX99UeXrgXCQnLsqQ45byl5ditUMzRXisneBpVKDK/P0ia5kLW7Q\nM1A2XehLqrFuqU6eBPa9hj5fXqeyZ7UKEUW49G1Cta4qMkmjTvfzxM/c+5jb/P722belbUPe8z3g\n9EpAYS5Qpq8fGBwozIN98FP9fX6L2KryZVzgySTkp3/JC7qzRAJGoQiAnqntiFBqwTQE3QclM4tE\nElY6C6tcgrW6Cqu4AOvu24BzL+gkZQFAq6lO5L8XIEU9eWYdx13FuOX1En7l0gtwYK7QcZiUwfH6\nQhYvlKreex2EuQDZ87zFOdQdBwcvvhRLb3pTV7IcgJ4EN8ZYSC0ulUr1XU51VOibKKrWQMOguaC8\nESbkA24JVtpvwkyESJuxJ2Z585X0laq5Qc9OCIAFCFHexbPOuUgpke7eF1vwdlxJaqMi6gQD9CyX\nB6wmZLlExPv2vlpcACyL1mnG6Bm02wkxk3sj7fi9Z9FzDfpJlDK/Y1P75haoXY8+COi945YwEAHd\nscnuKMwDJ1+m9+IuMTgmlaZJJZNpDIFtUupy2hEL4WuHkR1nOXF81pL0NTQ0NDQ0NDTihN7xaWho\naAyIjqxwu0UZ2srRKER4g1yYo8BwtUwOYTNBDghXFabrBnkGHQ1ds5fbsuenTXEjLozSARG7IzmK\n5JLNE1lBlfOxVUmt9vI56oLhB+o4J6dJNkukuWqZHM/aoRKNET/fSZVWGDW5LU4n3jgzgvtVbZNn\nTkHe9s2RlwcaK7a6diGC0BAVICmt+eRw20bnnMQgG3XIem1khNB+EfW8pWFC3n8H5MMP+B9UgXLH\nIUIZQOp6DG4JLHe8GgawesrvE8Ey7y2L5milxqL+xjhQcOcVM+GrPm1hvHv2z53/SO2V0ie7KaKb\nClAFybiKKBdcX9TjCl6LYfoECsMIv+/YLpGMlNHk7/87yHQ2RD5lF10BdulVIxsjHWSto/cCjZpb\nrqzlXgQjElnw2g3TV1rdWCN7yLHJFjxphe8bQN9VKnNWk+Zl6d6DasUn2QUxINk5FCTOZoFyKaTq\n1RdMk+as6z8UnegRI7aqfBlLmwL9gz3yAPgTD0PUqn554dRkyHxdsQmZ2XIcWI5ASwg0HQHLcWAL\nCTgMaLboJ1MAbAe8WiH1w3Yk3HUzGNx2bJp/APz7Iw/jRNVf155ZLeFAPqBAFyBsHGwjzB1fD5S4\nBfy5MJnCL196AVg6Df65X44m8nVBUDUuSJKbBvRLFMXbDwFH7yV7b3GPO9c4fslNw5+XOghYcSdm\nBckOakyohBqVgCN5p8JYFPLFeIO3Y0hSGzVRxw/QZ8DSGchGHc7KCchsrtPOb1kuIRs+oW73fr9/\nxKjU2dOOL86Tr0St5YyRsqryH2Tzeu84IvQ9r1x0BeT/+wdjLTE4rj1Z3MlkQ5dZ1ujENih1OSsY\nOeFrh5EdZzpxfMaS9DU0NDQ0NDQ04oQmzGloaGj0ia5Z4ZzTprFe9YOgDNEbZFU2rZ8N8gw6GkLZ\nyw/+gEoFWZavGMAYvTYbgGmCHXrXxBU3YsUIHRCsOB+vI7kbySWb9wlzXlmlKLKces8NhrnnMeZ3\nwTl9cqodKtPg3B51oGASpRViIbfF7MQbd0ZwN9W2bVUeaKtrlyoXynn3AIndIgI60FnK00yAGSb4\n3v2QtSpkeX1khNBBoZ63tG3g7/4b0C1Q7ti+OqdS6kwlKIjMGKnIeQFv4X8GjOwNxwEgATswP0uH\n+r1ScWMugXl+kUqiDTDeQ/3TbgXIcjY6CFeZrK9O6pHzVulval4AgGaA/AeEy9cDYeKLCug7DrB6\n2lfMMwIkDADypRcgb/8m2KFrwD7yz0Y2RrwynEJAWk2aUzbW6LyLe1xVHEklWBVxzmqG51XTBFZe\nBfadBayuAM0mwNw1Npv355pqySdP2kr9DUA+C+SKQ5OdQ0FiyxqsHCtjNF/v3kfj69Krtn5Th8TQ\nypcxgu3aA/N9H8WeT/8LiNI6ZKOOM5Uq7HR2ugLlzQYcIWC1WmhaNiwh0Ko3YVUbUVYdwYhIxGk1\nARBh7tlnn8XTTz+N48ePY3l5GZ/cncE79y76pfwadSBPc//SfDFEmHtuvQzsLdIxE0kA0iPwnJdN\n4ngxhwPzRSwtFHHR3oC6XMvyg+LpLBhjYG++sCtZjjHWQYobt2rcsOiLKBpFgFFuvs0UGONOzAqS\nHdIZoOaWjjUMwHHPq0qDBo/pXbzaO3Ka+zbDVoO3Y0hSGzVRRwXo8fD9MHbvhXN6hUpCd/M/ZPNA\nfo5I34YRtsniVOrsx45nLDzXZPO+jTSle8dZRj/ziphAicE492RSCMiXnof84Q/Ibt5Y88vNjiCZ\nbMtlljU6sB1KXc4KRk742oFkx4HKXk9T4vgMJulraGhoaGhoaMSFKY207Tx86Utfwt133z2SY+3Z\nswdf+tKXRnIsDQ0NQs+scOXgVwHcYHkLhUE3yNvC0dBF6UGCAt/VCpEZ5ha3pzNrxA6IWMk9m5Fc\nVDk4w/AD+N3AmKdewPMF6oNdrmfSmDbn9qie78RKK8RBbovZiTcNGcHbpTyQIp7KRp0UhVrWcGsX\n50BxjohH3QIkql8LQaokgB9wZQwsnwdPpoBkCiKZpBKUWySEbgWbBsqDpdqFa0twwyWmrfml3QGX\nHNhGKDDcEnech9V5lOItD5TUrlb84wunr/He0T831mgeEgFyHnMJ1Yy5JYcFBQsUGddq+gkGjh1W\nGwqqrIVOHEXMDpa2l2HSlyJZViuQd/4j5LM/AfvV/wA+oqQBKQTk40epjzUb1PZcwV8727k37fOq\naQK1GhGDVCJBFImZc1fBTqkmMnrNAwSHAcnOHYqjinyp7luQdBqCS8jM5ul5QgJveiuQSEAKsT3t\nti2AcQ5jnohdbGUFzB6AlDhiSClhWZb302w2Ya2dQavkJvdYrgKiZXkKcJFwIhJxEn6f/eM//mMc\nPXrUe/3291yNdwJAOuurJabSQCKJgwsFHHn5pPfZ42sbQN1dF/J5UpXK5gDHwSfesBefeMNeshHS\nGV+1sVH31wt3jgcAdv47AHSqxiVME0lLkZASQL4wkn477kSLXkTRoRQYY07M6iA7NOo+uVuV3gwq\njEYexF3j4g7exnwv4lJ9Zu/9KFh5A3jhWRh79kHW67BL65sH6N9yIfDxz4I1auPpvzoYP7XYbF6Z\nRInBOPZkob3+yiu+IrOym3ftDe9VB7WvtlPC0xRilktdzhpGSfjaiWTHgcpeA9MzH8xgkr6GhoaG\nhoaGRlzQO7VtiGkpJaKhsZ3QMytcZcFLAQj4JU4yOXJEDrFBnkVHQyiwbpjUzpbl3y8hAA4vgCzv\n+jZw/x2Qr3kdtXW7Zd+O2AERK7lnM4JmcYGCXKpsS7cSbq66kzo3n98FqcrSRVzPpDCtzu2RPd9J\nlVaIIyg2BifepDOC4y4PFDpXDEH+SOJpac0lB7mlQAdcu3DoGuDHx7oESLJAVSm6RhCmAPCAGg1L\npiBHQQgdEj0D5QykPCYcn/Cm5tha1SfRBYkFpukTD1Qfb5+X1etWC14ZPKXi5tju93uP91D/XDsd\nmIuC53OfheBk/zQb1AfmFn3SmHBABgD84MFm91+RCBn3S7V51xhIUvCa4JYhZC7h7GcvQP7ev4P8\nN785mvl7q/Oq5RIYKxt0jCgSs5Q0bhiHV/mcge5TreorDir0SXaOVBzd8xq/baqUb5CACtC5FBHz\n1AkgmQSeehzi6R9r1ZQpQqvVQqvVIlKcS5BrtVqQ7XNCKgOkUtSXFKm5XqN+FcBPSxX85NQaltfL\nOH5mFdfsLuJjS6+l/pBKAbm899mDBw+GCHPLVVd9TpHZrCbNe5kc3ljM4fXFHJaKeSzl03hL1l3H\nkykgnaO1O50lcmh53SfcKYJcADyZQnJhFxKmidQ7Lkf6/AuQSqXAlcrumVOQ990G+dhDECNMiJi2\nRIt2DKLAKLN56gd1ReRtjjwxK0R2UHsM4a5dihwsJb3nlWxl/vqgiNhxB29jTlKLS/WZmSaMT34B\nmXtvRe3IHWCZLFgiASn6CNCPy2eog/EziUklFI1qT9ax15eS1j4139DZSAHZapKvY0D7arskPE0z\npiGxbadg1ISvnUh27LfsdSxqrsNiWyTpa2hoaGhoaGiMBnqXtg1x+eWXT7oJGhrbCgNnhQeDwPUq\nkC9QQGKIDfKsORq6Ej8Yc4PpgsrwAOQ4V4H1lVe2Z/ZtDA6IuMg9PQmaC7upLGBpPYI056rQKIWg\nbA5sbhFgDCLYL6fAoTLtzu2RPN9JqTnEERQbgxNvkhnBcamORJ5nxEH+TYmnmRypOFhNv0z56ZP0\nHPpYu/jV74VMJqMDJJUSKQ2p8wG05hqB+ae9zw1JCB0FwVAcvZfWv0bdv/e79vpEAcd2iUmu6ppH\nvnfJA7WKT2hS18qNMLkuRCbrejGAI4jUpkq72rZLFDYix3vX/hlsjxEgPEh3jTdNCkyqflwtA0px\nVs0PwgkHJ9vbGlQODJK4ekEK6h9mAvjZ8xBf/ysYP//Z/r/fDcPOq0EyCEAkJfVclXqbIpqLCKU3\nT8HYvSdG2zl79O2uiqOpNBEm1tdoHDJXyQ7u2FSkFuEAzTowtwAU5t32adWUSUAIgUa9jtb6KqxK\nGRYYmmayeznVINbXIH9yjMgBlZJrjztAeYOeca7g9cNbnn4B3zj+ovfVXYedFS0AACAASURBVCbH\nx9JZAOgofbq0tBQ6zfKLL4J98HrIJx6h/hIgvl2V5bjq0HnhdiVT9DnGgEPvAqtWIF98jsgLVhNo\n1JBoWUgaHCnOkMxkkcgXkMhkffvnI5/2+l5cCRHTmmgxDEL2wOpKWHGptEY2WxQZeIjErK5kh/Z5\nUYFzInDWqp7a4DiCt3EmqcWt+sxME8VPfA7Zd9+A+pHbsXHv7USCnJYAvQ7GzywmkVA0ij1Z5F6/\nWvJLsLbby7UqzTULu8N2aS/7aowJT7OKUeyjJp3YtpMwSsLXTiY7DqX6OyHMYpK+hoaGhoaGhkZc\nmE4v3g7EZz7zGdx00+Cb5ueeew6/93u/571mjOE973nPKJumobHjMVRWuJS04U8mgQsPgV9343AO\nohlyNHQNrGfzFCCW0g3yu8Q5Tw2GASWbAnXZ/LbKvo3DAREnuacnQXNu0Sul26EuBEbk0HyRniUD\nZLMBWabrYbkCfWrCDpVpd26P5PlOSs0hDoLomJx4k8oIjkt1xDt+nOSBXsRTgMaZ4ZK7HIecxv2u\nXd0CJEHCHwDAL8WKVJqIPe0YkBA6CoKhPHMK8ui9wLf/lsaXR05jpNbFuU8+tludamvevbMBlvCJ\nVEFiHeCTB6Og+q9humQ2x197Afr95CtALg9Zq3YUUY/sn6YJgAUU4FwVMs78axQirIoGuCQ9pSqU\nAOp2WCFQOP61eWQ5jkg1OQXDoO+o++g4vhqdmvMe/AHkez6w9XE76LwqJSnyBZ+PDPxNCCpBWa0Q\nMaS44KsJRqkFdlN37dW3o5TxkklfBVL1K6VgGFxjpPQVk+0WcPLl8P2YIdWUcZfQ3AqC5VSVclxz\n5QTsRx+EfPpxoNn0P5xKgb3pbWAXXALMR8x9jgN57/fxyoP34ZGVMzi+uoHl06s4r5DB/3hgPz3j\naoXW4kwOKMxjqRgmSy1Xmx2lTxUOHjyI173udTh48CCWlpZw8OBB4NAhsEqpg/jmkRUAV1UuS/8z\nBvb6AzDf8wEkEgkk77sNiZ/8CMliDkm+m+alPuyfuBIipj3Rol9E2gOZHM1DSoVUCFqfUhladxOJ\nLSdmbUp24O6clkzRPJjO0hqxez/1F7X2jCF4u6UkNSmB8y6APHWic34Zk+qzuXc/Ch/9NGpXXgd7\nfXVq5jodjJ9dTCqhaKt7ssi9fpT9pOzFdmVkhU3sq3ElPM0qRpmoNbOlLmcYoyJ87XSy4yCqv5PE\nrCXpa2hoaGhoaGjEBb2DmBIUi0UUi4NnTX79618Pvb7ggguwb9++UTVLQ2PHY0tZ4fUqlY5bfhL4\n8D8d2tE7K46GrsSPepUIc4AbrG8PBAOAW+qt2dh22bdxOCDiIvf0RdCUEh5BDv5/SGWAXJGIGa0W\nZL0Kp1YFIMHSGcgpcKjMinN7y8+3nbjWqNP15ApEalEEkyBGoOYQV1BsnE68cWYEx606EmeQvy/i\nKRBQITP8oEYQm6xdXQMktg2svELfD5KRXNIRi1It65MQKloW8A9/Q2NOqb4BkQRDXHwF2JXXgjl2\nqI+ESAmOIsoFS0ABofKh6tkFSXDqnDA6r0WRzgeBV85V1fkMHs8BajXIv/hDiEve6QWZIvtnNh9Z\nHhGAey2GrxqkCHOZrPt3t0x9vUrri2PTHCBBbVKkSvV81L0JkuqC4EZYbU0ppNnSv14hgFoV4tgR\nGO/9yGD3rB2DEIIVWU7dN/VeEHbLJxtWK3TtKqjS3oe9ezJE325XxnNsYPV057EMA4A7TtU9VyQ9\nIYikFfzOjKimTHsJzZ7lVF3Cm3ziEf9LQdJzswn52FHIx46CnX8R2FX/xFfbdBzI794M+eJzuOel\nE/ijR57yDlG3A/a4BJE1qxWgVsUSDys6vlSto+kIpC/sJOUtLS3hq1/9aueFvf/jgGp3kFQkJRhj\nSJoGkoaBhMGRfseVSP3cz8NMuWvfJz8HeebGge2fuBIipj3Roh9sag8Ey6GqNaJZJ4Ks0WYvDpGY\nNQzZAZdeBfkn/3mswduBk9SSSWrLBqnyyb/8I391DcwvPkF9PKrPjHOwKQvQTzoYP0uE6WnDJEsM\nDrMn657AmSObFPD9UgAilZGV6u8m9lXcCU+zirgStWay1OU2wFYJX5rsOBuYpSR9DQ0NDQ0NDY04\noa3QGYZlWbjvvvtC71177bUTao2GxjbFmLLCN8MsOBq6Ej9UwBxwyXJtJdw8NRNOAYVGfdtl38bp\ngIiD3NOToMkYkEj6wTVVFlA4wOkTbQdjYOkMjN17YTsO2MWTdajMmnN72OfrEdfuu91XryqtAbUy\njTXGgWzWLwU4QjWHWAiiE3DijSUjOOb1JTbywKDEU8emeUKtSbv3+YpwPdauyABJvUZkKSl8slk2\nF1aFaEcPQqg8cwrioXuA27/lr2FBkplSg1N91baB79wMefu3IFUJp3QG7K2XQL76EvDyT/3n45W3\nVCcLkuKU2pu6DwFCW1SZ1X5Kr7Z/ni6m+2cc2yO1BUmTnppfsH9m8+57buCrvUwo5+GyolKEx/nc\ngk9s27UXWHnVJWu0XRM3fEW60HUEYESQCQFqi3CDocKh4/zofsjrP7SlAPlAhODSGvXTdhJkOzxV\nPAHUHN8eChIrQgTCiGvuRXb2yHMBBcCgkl+wfd75I+57Nkek+CkhlgcRRYaAEFNVQtNxHI8QF/wR\nm5FfA4Q3SNmh1Ha62cLRjTqWaxaWSzXk7jmG/1gpgb3/44BhENHuxecAIXAgGSZIPl9twJYSZjtx\nUkqcmzHx2mwaB+YLOLg4j6WFIvjrDxAZr18YBtg174d5yTuRePoxJJ9+DEm3tGrSMHoGtwe1f+JK\niJiVRIte2NQeMExA2oF5h7lLkaClwzC3nJg1DNlBTCB423MPpFRShaA5vlqh+cR0lfgyWdojBcn1\nF1zk7tfHrPo8RZhUMH7aCdOzhEmWGBxkT9Z1r59IAo2GbwMF7dh2ZWR1ri72VdwJT7OKcaixzlKp\nSw2CJjvOBmYlSV9DQ0NDQ0NDI05owtwM44EHHkCtVvNe53I5HDp0aIIt0tDYhmhX5gBizQrvhql3\nNHQjfnQQD0D3RwVkbTeYbBqkfAVsy+zbuB0QoyT39EXQBHxFwOIctblW7bgeozgPlskAYOAH3wQ5\nQYfKLDu3B32+0raB0jqV1aID0Pizbbd0okFBvkqZAqGOHSYDYXg1h7iCYtvSiRfj+hJnkH/oMuWp\nNGBZFGRW/bnPtas9QCJu/xbw2EN0vPUzdMxsPnI8y00IoSElhI1VmseUwlaQLKTKhzs2rXeM+yWc\nNlaJrNeoQ97+TV9VzXF89Z6e6EKq6uu7/Ry+B8muUac5PUiavOxq97uB/plIENm2WnHV39wgIxM+\nqTB4TinpfjBG954xsOs/BDg23fN8Ifqei0DJ9ihEqWQGoZTR1PHqtS0lLniH7YcQ3KwD5Y3eZLkg\ngiVa8wUal175VtDfCoXOa+6H7KyU8YLlVO1WdNukRAe5UkogkaI+rs4/ImL5VlV/upIhUmmX0FKl\nNW6MJTSllGg2Gii9/DPU1tfQZAytRArOoKqQQIjwhvJ6uKQpgKdLNfzWY895r/MJE+Kny+D3fh/s\n7ZeTupuUQHkdB9NhsqUlJF5GAm/gIlxe2TCQZQx/9YGrPZWdDuW6CDDGkEwmvZ9UKoVkMgnDMIC3\nXzz0s+7X/okrIWLWEi2i0J890CLlyWYdNOnwMMk9kfSOtxWC6SBkh0nYfV33QEL4RGhFdFaEG1Wy\nemOVfjin+5orULt+/DDZ5MX53uqkCiNQfZ42bPV5DjKHxKVypTGmhKIh0XOv326/qsRNZYMpwlxh\njlTouu0dSusTT6idRoxTjXWa+6FGNDTZcboxC0n6GhoaGhoaGhpxQ1s2M4w77rgj9Prqq69GMpns\n8mkNDY2hoLK5pyQrfGodDVHED8MAFKlXBeO4Eb6XCirzPp0l9Yxtln07aw6IfgiaOPQxsPIG5FOP\nue9lQ9fDOANzg63Zw9eiftX7MCLqx3CYArXIcSCU3Z3NEQEDAeKIKnuoFETslqs4lxtZaYU4gpyz\nNob6QozrS2zkga0QTwFg31lAMgn22f8FLJP1y5gKQQGoHmuaCpDwd70f4icPA2mjg7gkszlIgwgA\nolom8pK6TwFCaGistCwaK6o0XfAeK3JW8G9BEnjLogBbMkXtYAwol+hvfa1dEWVSvRvu9u9uBKdg\nOwdRngueW42dNtIkLniH+5G2/pnN+wFH4ZJxHRuQPKxOpu6XmQjf+0uvAtu1B/Lyd0McvRe47ZvU\nl8xEp6of0EleBDYl7nRASiLkbzFxAeiTEKxK5g76PBRZrVpxyYIAlPKg46oUtloDq3QyzsEOvgXy\n+WfontrtKzHzTtO1zdlsNEFxSGL5VlV/epIhVl7xiZhqbLS3fwRB21arFVKKK734U5R+eBeajx1D\nq1L2b2cqBfamt4Fd0FnStB2lUgn33Xcflp94Asfvvwclq4X/euX5Plkuk6M52zCxlMwBj/qEuUrL\nxkq5jH2PHyWiMEDfs5qYTybw1l1zWMykcWC+iKWFAnbv3UXPvlqhZxhcT+0W2CXvBDv/HR1tNgwj\nRIpTP5HlsMeAuBIiZjnRIoj+7IEkrc/1KnDmlKs+6ZbFrteAwtxIE7P6ITtMyu7r2AM98kPg1Zf8\ne+e4anxSAjI4n7pzqVsKXNlTZFuDCHe91EmBkao+TxOGfZ7YWIMYYL0Yh8qVxpSi114/yn71bP7A\nmN5YC5NW2+2rKUmonSbIMyvbQo1VI35osuP0YuqT9DU0NDQ0NDQ0Yob2CMwoTpw4gSeffDL0ni7H\nqqERA5QyR6M+VVnhU+doiCJ+tJq+I1H9383ZrzbhmRwR5maIoNQvZtEB0Q9Bk5Qroq4ni9xV1yFz\n+DqYe/ejsbISJvuMGzvEuR3K7rYDxA3GXE5OQLZIwlWc46TCw3nf6hybKT3EFeSc1BjaqgpSV8S0\nvsQa5N8q8RQAWi2wTBasOE+lUIcgzvQiLjkhpTNEKhmKb/+dP1bOrLhB8Ij2R6q8ueMnGCBvuCU4\ngwQ4wwSkQUoW3UhxgN+HowhL3OiuNNeupDYouKuUt7Dbv4eKNPn049H9szhPBNtalb7rwA86BskD\nKgjpEQbCZFy2aw+M930U4toPAP/wNzSeFUExeC9WXiECQb/X2H6vlKpmG7F0aMWrXoRgVa48qr29\niI1KaU/dA8MggjMDkVbqtc7v9KHSKdWxI9dguWnX7IlBykSPQPWnJxlCqT955YHdhIzivFuGfPCg\nrRACzWazezlVxwHuux0llUDg3lYiPnKg2YR87CjkY0fDam1SUvC+1SQVv1weq6ur+M3f/M3Q+Tcq\nVcwlTXrOAaWvfcUCcgkT1Zb/XJdfehn79swB991O47TV8p7TH773cPQznFtwiVFVOn5xHshkwa68\nFskAKU4R5MwBSCVjKYkYV0LENki0GNgeyOSAYouuIZmivpHJgv3yvwfv8txjs5Ew2b2T2gM5VpPu\nneOQgpzVjCYQM9B4V+XEHZvaunqK7LTVU77qXJQ66QBE6FnFIM8TcwtDrRfjVLmaVsQ5Jqcavfb6\nZiLCfnVtRpWcAtB4V8rrUfbVlCXUTgOco/fSLzOsxqqhoUGY2iR9DQ0NDQ0NDY2YoQlzM4o777wT\nMhBwOffcc3HOOedMrkEaGtsUjHOwCy+jElw7OCu8JyKJH25gNxgcDgYYVFBbORsZB4IqmTNCUBoU\ns+iA2Iyg2e16zPlFFPbvH3NLN8EOcG53lN2ymhQo4AYF7hRCKlrMD5Rf8W6wj/yzTYlr/Qa/4wxy\njmsMxR3oj219GXGQPxh4k5WSH7BUGIJ4KmtVKje4BeJMP0qGLJ0BMjnIZCqkZBgaK2unffUmpeql\nSFZChMdOOxhzy4wzV7kR/r0xDCoZa5jApvqaks7ZTqRSY2X/2cDJV3zyz1YQJGy55RfBDepzbaRJ\nPPYQ2NsuhXzons7+WVzwS86aJt2nUPsYPcdcnp7NJiqSPJEEPvoZyHe9P3quKM4Da2foPqk52XGi\n+50QAXU3tw3ZPJXIdYmlWx3XmxKC7RZw+mR0nzETrsKbHUgm8P4JI52h52I16B6qAO8QKp2iZQE/\nvNsNBA/ZfxqNaJU2oP8y0SNS/elJhhBuqUTbJakyBhicflfrfZegrUyl0fjh3XDe9X5YluWR5OzN\nyP6OA/ndm4GXngMMA7LRgKxVIAPtahoJ3H2mguVKHc/d+SCe+63fx1d/7YtI//QZoBkos5pK4eyD\nFyCZSMBSRDcAy5U63nH2/hBZDlKCVTZw5a4CGo7AUi6FpWwK5+ddG8W2qc/YNikspje3XXg2h6TV\nQJIJJHNZJE0TmT27wOc2V8TrhrGWRIwrIWI7JFpsxR6wmrR+tVpgtUrHPmAsZEgXk9o7yTOngIcf\noPl4Y81XkQ2upaYJr6SjFIDjqpqqNcFuufdeUtnb+V30vXZ10iD6IEJPGwYhafV6nsOuF/K6D+5o\nlatxjsmpRD97/Xb71WGdNlsyRTZjN/tqShNqJwUpBMQjD9KLGVZj1dDQCGPqkvQ1NDQ0NDQ0NGKG\nJszNIIQQuPvuu0PvaXU5DY34wC45TIQGlek9Q1nh48owjiR+1F21neD5VPBIBbUB/+/ZnE84AGaC\noLQVbDcHRPv1TJ3Dcwc4tzctu2W3KHheq7rBPuGXlUqlgeI82NxC14D1sMHvvlQKh1V6imkMjTPQ\nH8v6MqIgvzz5MuQDd4UDb44NnDpJBCSvdN+AxFMpIW+9BXjp+S0RZ7oRlxgA03BVXsBg2y3izQSe\nlYgaK4bpB81UGVbD8NXTgmAuAUcRcqSk87mlDN0Pufcz+N0u5VcjleV4+NjB8m+G2Ulc7Ik2spPh\nEv2yOfo/ijT55rcBD90T3T/zc3SfahV0qEeqYxfn/YB/j3HSba6QVhPyd/43UuJiLiFBOIAtXTKi\ni45yuu49zObA3n4IEALiuzePZFz3JASLtkQBpeQJuAFaV/1TETTbEwvsFrBvL1AoUqlgxjrKnvej\n0iltG/Kvv0zjZytkS+HQjxFxP/otEz0C1Z8OUng7GcIwgJMvA7Db7ElOa1+uQMRFALYQsJgBy0zD\nqpRgnTqFVmEB8shd4OddFE0OjIC89/uQLz4HJiWc9VNEkm2H1cRvHX0CwdH63G3fxvmvf124Dzab\nMH7yI5yTT+OZtTbCXDoTOKmk8o5WE//2ref4NrXq/4ps55WQltSP5hYBxpDgHEmDI2VwJA0DSYPD\nZAyw3EB3ksidzAqQ+QbA2EsixpUQsR0SLWIg/Y2VDNmGce+dOuxqIWgeVEqi3PAVQeG4NoQkEo5X\nVlvS/GkmiAR95iTNV/O7yLYbggg9TdgKSavb8xx6vVh5Nfw3YEeoXE1yTE4V+tnrM0aJHKU1sguU\nHc9cxWXOqc+483fU/Qr7vXJ+klEyCaQynfbDNk+oFaV1UtmeYTVWDQ0NDQ0NDQ0NDQ2NbbhL3v54\n5JFHsLq66r1OJpO46qqrJtgiDY3tjV6l3zowBVnhk8gwjiR+ODYgibRAWfduaTGvTGSAEJDJzhxB\nSWN2sN3VInuW3TIT5IQuzPlKUJWSrwRpJrpmd48i+B0VFJtGJYRxB/pjWV+2GuQHgI1VItoogowK\nvKm+ocqTMff3zVSI2uf1ahl48blO0ksQfZbLiiQuNeteAJtnc+DnXwx50RXevYocK4og146u5U5l\n+DNeg4KlYBVZpY3EhfbyyAEYpq++mslRUO/GXwC+8VU63slX6H/D8L8jhf/8NiNFMXcdVoHBIFkd\niCRJsGweCPbPtVOkiFUptfVPpVrnBhxdshw7fP3AKpId5GsA4tA1kHf+o0sgbflqPsJqu+cB9TzG\nfYLU2w/FMq7bSX7yzCnIP/t9UplT7QQChAoXhglwdQ0R6oOZHNgvfhH8DUublD3vrdIpv/f3wPPP\nhMljw8BT7YtAP2WiexHd+lT92ZQUDviEV8P0rllKiWbLhgXAWl1FK1tA0xEQXl8xANuhn7yk/l2t\nAPnCprdESonbvvkNHP/213F8rYTltQ38l4sPYimfBcvnIBMpj4SbatTx2mwKL9Z8Atry6TWcX8gE\nCLag60hncdm+XdhjciwV81jKJnDBfD5MVqxs+GWKne7Kk1wIJDlD0uCkHCebSM3vBoua6wKKdlsl\nevVFdmnU6SeZAuYWIY8/OXxJxLgSIrZ6XABIJCCVnTUJJekRk/7GToacIDpsBUVe5zxArnfva4et\nIMPrvCqJzTmRn+tVmvsXdvt/75MIPS2Ii6S1lfUCzz4B7N67o1SudtKY7IW+9/qMEYE8mQLOnKL3\nVJKKq0rcUwV96c3Abd8g0p3jKtuuvApwE8jl3PWETWVC7agh1R5+ltVYNTQ0NDQ0NDQ0NDR2PLbX\nDnmH4I477gi9vvzyy5HL9cjgGgIbGxsolUp9f55zjrPPPjv0nmEY4DPkcNquMAxj09cavSF/7iY4\n5Q2I408Ai3uodJNy0iqk0mC5ght8AfjB82H83E1jdUZK24bz3Zu9oKLndvfUK+rAQz+AfOgHYJcc\nhvH+j4+uffteA/vSw6Tcs7Abcu00ORCF4/MCOgLDbrkazv0yZtyg+8gAfvEVMINlWjVmBtM478jL\n34XWQz+goIgKfq6uANkCkUZUEKZWBWq+c5ulMwADEoeuntrggiyto9Ukh7VXCi6b6+QAMUbOfAAy\nXyTCXLNBc0WzDrNRA2sjttnfvRnyuafApKRx3YPgxBZ2A889BXbbN2De+MnOtm5xnopTOXPU19pP\nm0e9vsj5RbQyWaBR8/t5vQqW7B7klyrIn0xR4LFlgc0tAs06ZLUt8KZUQlXQuLwOZDJgUapSVtMb\nSyxXABwb0nHAGPPvL0P3MegGQtniHuDh+2Ecvg5s197OC9j3GuCGj0O+76Mw6lXMZ2jc8uI8VtfW\n4AQIQ5FjRQXKuqKLMpy6H0GilneiiBKrjLv9vMvh1Pc5Bxb3gHEG8+zXwU4mKP6uSr9lsr7ajSK/\nCZdIJ1Tgvv0EARUN052PszkwlzghAyQJxjnAADOXh7ziGtg/Pgb50vM+cUqVnuOuGkc2Tz+JBCAl\n+NKbYXz6l8BHtH7Ln/8sWsefoDaYibaypsHrdFV9VCnW+QUYlx4GfnQfhBrXq6c6x7UK1A04rkNY\n3A05vwgrk/OJD10Jl+45DQOkRuT47yVTYPOLSBTnaHwH+vYg8548swLx8P10T6JIeYPAscEYR7tI\nYcf47mK32Y/cT1272aAxxwDs2gsWDGAnE0ByHjLjq/4wqwmk02CPPADjn3wY4vGjdFsDZAiW8o/R\nchw0bQeWcNBstmA5ArYEvNLJVhlIZsAY84aaDKrGuGPEELY3t0opowlmAP7kK1/ByfUN7/Vz5Tre\n+IbX03U5No1AngASCSzN5cOEuTKtvSHyq9UErCb+xbn7gNfOA3BLxbnEO5ZIQNotv8SmbXv9K8EZ\nkoaBlEuQSzCGhMH9/mdQH2ciupyxDBC9GCdFQ3N+ceC1VfU7BkAqsktwjocEyi5BxbFpD1CvAYkk\n5F3fBj//IvCDbxnonABgX3w5xAN3Abk89bFamdalCLJMv/126OOqe77yChF8/vS/UF9IZ8EuOgTj\n0qui17EYsCV7IKIvxGUjTSOibQV3zlbwVEVdwsxmtoIUgEPqzmzPPshajZ5FLg9vck1nwS+6HMal\nh/vuI5PYb0nbhnPzn0Mef8LbP3TYiqk0XVsqAzx8P1h5A8Ynv9BzHzXsekEKVyJcvjxqHxS8jqyv\ncrXZPmiasZPGZD8YeK9vGNRP5hYBKWB+4X8Fe/2Brmuf2sPi2BHfxjMMKsUsJSBsoLxBP5z7ZHd1\n7zkDv+QwzH2vGeNdGT2C8wxLZ8BAipve7OfaLN3Qbc8xrX4WDQ2N6cA0+pg1NDS2N/S8o6ERL7r5\nWycFvRuZMZRKJRw7diz0XlzlWG+99VZ87Wtf6/vzhUIBX/nKV0Lv7dkzfmUtjd7YtWvXpJswk5Bf\n/D9QvuUvUTtyBwWF8wUAMlB21J/gs4evReFjnxk7WW79T/9vNJ98DNw0Iet1iErJz/oEObR4vgiW\nyQCPPoik1cD8F35lZO2U//yXsG410HzyMWDfayAqZTinTrjB9bYPqwWRMQAMaPllrJjVBM/lsed9\nH4a5dzxBJY14MRXzzt69KF3zPhrDe/fDOb1C46NW8dUIPDCwTAbG7r0A48gevhbFt7x108NLISBK\n65CNukfWGZdKgS1aOG0mAOHAdseWkc5sanhKw4Tj/p1KWBrYlc+Fxpy9cgKnH30Q3DThnDpJAX3G\nwQpF8FzeJa+0IKoVyHIJsJpgG6sw9uwDHn0QizfeBHPvfv+cW5innNXTqB+5DfUH74WoVb3P82wO\nmUNXIXP4+tC5Br6HI75WdcyebT7rrJGvL+WrrkX1rlshi/NwTp8EalUY+UI0qa3ZgOOW6mWcQzYb\n4PkC5PoZ6stABxFMOq5SCnOJWisnwBYWwZWil92CqJaJGKHGUj4Psb5KgUi7Bce9v8be/eF2JZJA\nJguZL8BZOQFYTRh2CyyTRfapR1H46KcHeq7tc0/7WJEAGKfSq1IRz4QAM01ITzkN4TVMqSFwTmNM\nOU1E4BjqM4BfUpUzgCVc9dWIoDpjgJkAz+ZgJJPg2Rx2v+1inC7OQ9SqcDJZyHoNjHPw/Wf7zwMM\nwg2USoDUoqJIUqZbahHuONu115sjnEoJkjGwdAZGIgGeySJ17F7U77sThpQQ2TwROTmpyMnAfTCS\nSfB8AWAsNvtH/M6f4tT/+UtoPf8skEwSCVWpeihwmsd4YQ58YRfS578d+fd/FGd++3+nkpkrr5CC\nGNwAJzfAuAGWyUCCUQC1j3G9GTaufBfKX3sB0jBJAc+9T1FrgQyW0VTzdr4Inkhg99mvhTG/2PaN\n/ttRPvI9VM0ERKOOLdLlqHm1MnhhbtPxDTDsbrPbpBA49cQjEGYCoJ3gIgAAIABJREFUTv0MzTOF\nORiucmsHzAQcqwlZLoHVad7iTzyMxQ98HKftFmCYaDYbsBwBJ5VBy7LRdARajoBwWnAapJQm7cAY\nlJLaKSU4Y2ABtTZptyDc+dVIJHDPSyew/Lc34+nnn8fTTz+N3/iN38D111/f0UwpBA4WcyHC3HLT\n9kgdPHQOGxfPZdG0LBzIpnAwn8abi1mAM+pnBs0Jsl6FrFSBVgvSESFVOd5qgqczkNUKEpBIMolk\n0iQFOc7Ag3M0c1Usg3OREACX4I0a+Hx4TgyuAUZxHsxMIHfVdSjsH3w9Vf1O1muhOR7JFMTaGZpD\nAJpDVPlht8wyq1UhvvzbyH7gpoHnEPt9H8Hpo0eAvAmnXiOb4sxpsEKh57oU1W+HO24J0nYASJpH\nABiFOZcMwOlajx6BPHoEmTHuE4e1B9r7Qm8byQSaTYhqGXKLc+mw9vQo7fAou5r4t6yTEucpyW6i\n8soN6uctC6xShrlnHwBg4Yv/lp7HiPYN49hvlf72z1B74Vlww/D2Uh22oksAZml3L/XCs8jceyuK\nn/hc1+Nubb2o0ZxSr3rPaRT7oGlGHPuWmcdW9/qHuiu/te9hRTZP82VQKTYIIcAMwNizDyyTBcCQ\nesuFmP/nv7StiGG8OI9Ecc7fpzTqYM0GjEy263c69hzZHPYcODhT6o4aGhqTx1T4mDU0NHYU9Lyj\nobG9sX12aTsEd999d0glY9++fTj//PMn2CINjZ0DZpoofuJzyL77BtSP3I76g/cQASJQ+i1z6Gpk\nDl83Eedj+Za/JKKaFL5zsA2yUYfjBhGM3XvRfPIxlG/5y02d14OAmSbmv/ArHvGD54tAy4JTLlE2\nbzCAr8gCUgJwAw1uJq6slsH37oexuHsk7dLQUCh87DNwVk+j+eRjMPbs603Ycp3bhY99pusx+yJF\nxTwnsHTG/SVYdqtF5KNuCDr4XQe1dxwX9SO3AQBkve7eIxZJcDLmFyEzWTgrJyAbdch6HSyTRf3I\n7SGC0zDzVOOJR3Hq3/8yRGkj8CG/7JOoVVG961ZU77p1S2SdUV6rtG2fANdnm0e5vmQOX4/qXbeC\nZTJg6Qzd05UTkUF+WS4DkEAyBekSrqRlkVoOWHTgbf0MkZU4B8AB4UCUNigg1wYvWAoAZgIskYCz\nfob+VihGBu0BgKXSYIUCZLkEUSnByGRRf/Ae5D/8qS0FVFg6Aykl4AhIpQiTTpPKETe8MplS9FKd\ng/98chTMFeWSfwzAJ6xwg8abbUcf0yXfeWNSSkgpkTl0NbhpInn+21G77VuQjRpky4JcX4WolMFM\nEzyXp/lqz34ipJQ3AiQydS4/iM9Aqkp8YZcXSJbNhtsPQOu2lJCOg/p9d9J3G3Ui9KgSkEIQ+Y8b\nYIxB1Kow9p2NxV/9v5B4zWu9c42SvMDTaez97f+Kjb/4I1Tv/i6VzQyWwzMMsFwePFcESyS8cVX+\nxlfhrJ6GKG/499dMBFTgBJE7QH1D1KlUZLc5rBey196I8i1/RRxLRdayW0S+VKV/pSR7KKgsBwCc\ngxeKVEp4Cwo3UgjUH7wXAAUlRwFZKcOptgebg+ObyJLt85MordNcJqU336vx0g08V4BTLkHUa7Bt\nG9baGlrPPIWVSg1Wq4VmhRR0uOWAsSBh0qB+KVxyqlJ8YYrxSvdeuMQ5wFfTIqU6hr975qf40V0P\neYd86qmnIglzolLCUjGHI4H3jleiy4nJWgUffu0efOisRb/cZSIBxrhLpiKiLCvMQ6YyEGdOk9oK\nJJKJJFJMIuW0kE4a4KIJpMzuyoUKBg+Xg3b7obOxRqpPZrJjDWDpjGv3AJnD121+/KjrDPQ74fY7\nVigSWe70SVovAb8UcbDUr92CNBMQ1QpqR26Hs3p6oIQec+9+ZA9fi9qRO2Ds3uvZF7Jcoj1IG3r1\n22GOK9X8Ypge2d05+XLonMq2rB25Y+BrHBbD2ANRfaGrjWQYEJUSRLXi9TkpqFS4dGywTBY8X+xr\nLh3Wno7DDu+wq4Nrt0eud9CVI6fmekWuN01I1/0atB2tx48NnAgwSdgrJ1zbVgbs+C62Ypn2V87p\nFRh79qF25A5k331D12exlfVCNhtEwAnOjSPYB00zRr1H2y6IY68PbLKHdcmwITBOJGLGyAbO5MaW\nUDvuBD7GOTKHrkL1rlvB80U47hopM9muxOzQngNA5tDVmiynoaGhoaGhoaGhoTFRaMLcjOGuu+4K\nvX7Pe94zdbKFGhrbHebe/Sh89NPIf/hTE1OTakeczutB0UEs/OEPIJ75CRETgqXrOr7o/s2xwXIF\nyFZrpGS+7YpJqprNItpJnSyTdTOgB1fzGoYUFZeTnBfnwbM5iFrVC4iKaiVCociHcJVeKDjEOkga\n3YLfwxKchpmn7FMnwRiD87MXYOx/Lf19k6DHsEHoUV4rhPAUCADZM1ATbPOo1pdhyAMwTUirCZ5K\nu+XHugfeeDoD+9WXaMyYCQAGtS8wv7cHo5IHzkNz+enhAqGNOgAJUatClNY37debwV45gdq934dz\n4mUKlLrkL1lxg96G4QfC7ZYfKI9atzj3nokK+IhyKfxZT1018F7UsRQRzS2ZKpsNiNMnkbrkMEp/\n+2eo3383RLlEKmiB9kkh4DjrcEob4NkcETUY88vGeeplhkvSkkA+B16g9sqWFUmSEGtnwPJzYKYR\nCgoyt7Sl9K6BiJbGnn2QVhP1e76PxCc+FxuJmJkm5j//r5G/8ROo3Xsb6vffSSQNRqp3Ri4fIpYK\ny0LlG39DqlaBhKNgkFy6qnTgnIiBnNG6OiRJM7H/LKQuuBjNx49RsLTlnsu2ARah9RawixR5ZauB\nQ0U6kEIAtdrQx/HaZ5i0rgRKvfUbbPbmvaASoNlZpssWApYj0HTLqjZqDbSEBN8oA9zA3MYGai07\nTE5x7LZjMbBsDrJSoWfq0DmPrVXwo1Idy+U6lmtP4Ka3HMA/veAgpNUkRTcAzFUwevOb3oQfvbLi\nHfGp/5+9N4+W6zjvA3917+3b+9sfAJLiIgIkIVIkQUDcYRPiTsk0R6JpW5MZx1FmPI6TmcxMTiaT\nKHPOxDlOfGKfzDjLaOJxvMi2vMiS7GilFm7iCoIkAJIgRAKgSAIE8PbXr9e71fzxVd2l+3a/Xl/3\ne6jfOY3G6759b926VV99Vd+vft/x47HVwms1XL9tCndcvA1Xmgw78xnsvvKjjcdxHqS4DNWBP3/3\nOJgOJDQNSV1HMpOCrnOYpTUwzwUzEpS6TGfA3JnATrQC51GFuUhFO3A+PE3XD52nXQJZKzQju3jL\npFbKhY8fKVM4dbFjg3suuO10taFnUCSJds7r210m0uiCCLPhdZpBb1pqhn6QCWN9pFwevFyEW1yL\nnkAoanJNA1yXlMZtC5WXnmlqS7v1pwfph8f51Uymc5TE+DAJvhWJVZDr9fwYbUro80aAjcQgSVrt\njhcRyO9lf+OcCNCW1fM8aJTR7zlap9ce5bWHfs71JZrNYbWxcWjZHJmdtRV6Fo5Dbdh1aDMSY5j8\n1X+M5MduGOh9D3MDX7+I2QoKCgoKCgoKCgoKCsOCIsxtIrz99tv44IMP/L81TcOBAwcGdr0HHngA\nt99+e9vHazGLJPPz86GgmsKwoOt6RDJ2cXExolSo0CO0BGA5wMLC0IrgPP7X8BxbqKKUaQ1wehYw\nk5SKyxUL+rk8uGkCi3PglTIFFVMpzD3+NzAe+EyfS6UBd94H7+rrgX/360BhBQgrnWhadMFSqk0A\n8DgHdxwUnn4cletvBpveHKlRNhJ8cQ7uoWfhHT4IVEMB8VQG2p5boH9i/9DqjXse9EoJE+mUv5C+\ntLw8WnbnwKfBrr8Z7qHn4B1+KahDzxN1eCv0T9yJ6vQ2VJeWGn7OHQfuX/wevBPHKDBdq4CXikCI\nUIBkipRckmkUnn4cxTMfQP+F/25gpDnn2j3wXnyK0llWyrRwb5p+irhI+a0asLZKZU9n4Tg2tGtv\nwnzIjvHCCuzCCsBBdgUAT6YCFZUY8GQaKKzS9W0bKKxg7tQJsLGJruwUSmvgTAM0Bufc6diAJK+U\n4VXKVN+TM3BefwWVL30Rxs/8Qtt11897dZ95HN7rrwAeBxdpMrsucw/jC9//ALwzH1AbnZimdJ2l\ntZg2modnJoG5DymwI8kL2RxcXY9PNWQYwNgkUFgmAodhEI9l+yVg4ET6YqDn6jjQ9t0J6xN3wn37\nTSKoiefoAGCt6hjwn7ljWYCmYeHMaTDLafqbOJ/HqdXgfver8F4hPShuJikNONMAeAEJxXaDVLPc\nE68mfqwuiGOZHGRpuJkUKbFEqnFwenOalzd6w1yIYHngjGHut/8PwBUpJhMmpQwNl8l1AJcBDPBW\nrUDRIpOlZ766RJU4Ng6sLgNWDbxUhBOjFIZkChifglOtgrsulX7uHLUXBiCTp/NKwkC5BJTXwGtV\nIrZOzaLw1ONYmzsH/taR0D3BJy+gsALrB9/E6g++CW3fndAffLRLe6gB++8H7rgXWrFAZUymwHNj\nqGgaKgAwNwfnq38Ed201UHSLg1TMYxq4oZPgrefCi7Fh7cL7uc+D//gNKpevOMijbYlpoomIz4wE\n+MQ0HMdGefeNqMzNxZ26LfD5c3AcG3x5MUo86BRS+dAwwCeF4q94lg39+8FHMR83VhZLcBxb3D6p\nu1WKRdiaBsslkpzlefBCdcNt2ye7cY8D3MEqNLiGQXbMNAGrBre4RgpmAFyPQ9cYYKbAsRZSEOR4\ncm4V3zy37J//7YUlOCtLgCSymUl4BqVFvWLPXuDJH/nHvvnmm1hcXGy8r3IZt+yYxi3bp8HnzwIA\n9Eww1nquQ00/TBDzSNkuqTGYCUqnmsymYCYSUWJVNuenjuNCPRGGQbaFPmz+vHz1Zg/gDA0bVXzF\nQ/j3jrEJsmOuC23XNajsfwDVLtqfbHcRG+/Yge8vSQSAnz4ZANliv+I8OAvnwWa2dzUH4D/7t+CZ\nKbL1iQQwOR2xQe22247O67rg8+eorh2H+rWuA9k8eJzNrJThzZ0jm7lB85xO/AGeTDW0hVgfqVoJ\nnp1MLx2xNyI1sOfBXSvA/ckJnH/7OLQ69fBu/Wnt0V+G99U/HKgfXu9XU7pzL+QnuM37o/yckYok\n5xxeKkN9o4mf3A02cp2Hex7sZ58gG1JYWd9X1HXqA6U1OIUVsEQCq8/+EOXb74knTtaNFwDgVCtg\nieakOW7bQV1nsqQ+m8oAtVrP86BRRifzFi59IKF+yculrtreKK89xKLHuX4Y685hGYDxSRpPqxVg\neYGezdgkkE5j8dALMKYHQ1bjjhOZ49CHGIDvHaDe7qzqCXg33kJlGJ8C92j+ywurUYV4CTnnEGPx\nEjSgB79XQUHhwoCKbSkoKGw0lN1RUBgsGGOYnZ0ddjF8KMLcJsITTzwR+XvPnj2YmupOYaMdjI+P\nY3x8vKdzuK4Lr35nu8LQ4bounHaDtwojD+558F57iRbGZBA8kwcSyfg1/ESSvi+tUbAkmYL72ovg\nn/z0QHYHey8/C64bQDpLKe9kerqwQAbTgNwYBaFWlmiBrVoBUmnYB38E7b5H+l6uzQruOODf+zr4\nqy+EPgzUFFApw33hKbgvPAW293aw+z/TV4IW9zwKfgqCAnJjfrvhi/PgrzwHfvRlsFoFC2LXv5bJ\nwrl2D/ie28GmR8cJwvgUcM/DYJ/8dMM9QdP8oGocvG9/BfydY9SeVxZjSVGoVUmRJ5kCJqbhvnMM\n3re/Au1Tjw3kdvie28FfeAowU3TNWhVYmAPP5qn/yaBtpQQIVQUkU0Ty4QDfc1tkbOClosiYHJoM\n6kbrTHB60Na4CCo6InjVsZ1KZYhoyzjgMYCL1ErN7qdWJYLa5AzcQ8+B3/zTbbe3ft2rfeZ98EPP\nUZ8Mk+UGUOa27uvRXwakvUiKdiEJcYJQwgEiXqXSQH4CkCnk0tnW95+mIKgMmKJcplSmsl6SabAb\nbwHbewcwPQu3sCLOF1JjqdbAdd1P79mgnGSH2qMIvju6AdaBD+PUarD/7HfBTx6na9aqRDyRgf5w\nenDGBHmKxadYkpAqQqkMkB8Ht2x6prVqoEqnC1W3hBkQc5ohRO4hootOffKDU8D0dqC4GrUxjEk2\nIb04grozk8DkDP299w767N23galZOke5kVCATI5sAWN0T5pOY7A8bmobnVfCSFBQMJUmYmutCl4t\nA+US+ItPA/nxda/lHnqOlOwe+3xvY1QmRy8gIG2AxiPvtRfpc7euvYTbmewP3CUGpy4IbhqP2DCp\nQNYWpmfB7v4Z8Ke/E9i7BuKaeG4AtZHtF5Mi1U23wx2fahh7PMcBzn9IY1VuDNh+MbQm9cZ1g4Lh\nlR7V5VJpakuzF9HzrVaC9l3fv4GGMluWhZrjoeoxWOUyLJvDqVUBb5HuoRmkypCZpCoyk/DSWeDq\nj4MfPQSkMnhzfgkvnPgQJ6ouThWKuPXiWfyjm68nu5xKEzlJYGcuqrhzamklQpZDfoIIBbs+hqtn\nL8VtN38Cu66+Bjt37cLOnTvj50zJNI2dtRqdw6qBV0pgeSIecAAG02DqOpKmAZMxmAaDoZGKJBIJ\nQXBNAGBRWyttqG7454aRoL/r2zIAgAU+tVRLdB0qhVdnxIVKJP1G2JzVZXDbArvrIfAHH23p+7QC\n98fMUP8SadciZCrdiKZTlv1R3p9V620O8OCjYDf/NPirz4MfOdhxu+34vOVV8UxNgFfofqbbsZkV\nIJmC9cz3oN12oMGn7jfa9gcAsJtuB7//M379NPhIrhMibrvxxFz5GYc/9tqPfw36Y5+PHNatP+3+\n+18n+zpAPzzWr+YeEXp9BcdWynKkfgoAyGTJPwqTg7sdY1pgkOs8vLBCZCHpSwHt+4q1KhGgK2U4\nK0uxJC2eytBmFNE3yI8ogbcidElbL/2Lcpn8GOnD9DAPGmW0NW9xbPLDyuWgPwpCHV9dArL5ttre\nsNceekIPc32JztbahB+dHaM2Vi6Cp9IDW2vjjgP+ld+PznE2wveug+u64Pc+AiwvUlkmZ9qac7Ar\nd4Pf+8im6XfN0Gp9TEFBYXBQsS0FBYWNhrI7Cgr9RZwI1zAxIrNYhfVQrVbxwgsvRD67++67h1Qa\nBQWFkUKxQIvCdYvXLRFavCbSQoXO0+c0JNzzwI++TH+UixSQGZugYLrnBkGaMFHCtv0FRqTS4EcO\ngt/zsFp0QueLovzVF0hVqA+LomEyHMJpqFJpsI/vAy8WgONHoz/yXD8lkvfiU+CjuJAOUNvqoO3z\nxXmqW86jQboWpCisLAKTM+CvvgB+64GBEAfZ9CzY3tupbBPTQdlKa0FgKAwRQARj9FzqyyTT+rBQ\n33McCvQ3Q3jiKPt0MtWdnZJBCI8TaQ4gVZdUJjgmkQAS0SA0alWyHa8+D9ZuoL1P9+ora8lyAI2B\n836VuQ0wwwD71GPgtx6oC/KLZ5Mi8gCuuAr8L34vGnhbr4/K7xkDcuNAfgLsv/k1sFw+PliQG6N7\nLhaEmpsFLJwLgslMAzIZsl8yxVYlFAhljH7fimgTA/e7XyWbWR9Ul8HuiCpT+N0LiGzNYFsBwVBC\npkatlIhIyJhI/xqTilCqLMkySFIJ51RPug4szQVj5dgEkRNqleB4+cwkEcaqUWrzW34a7H5SjvUD\nnak0vepIEn6RbroN/Nhh+kwoXCGbj7bfMMwkfV9aI7I75wEZUaphhSHburA9/ORx4HtfBxsAiZi/\n8pwgNrqN9R5GmHwYbv+eG7VhHYI9+Ciwtgr+49epLotrjcQSqe6VzpId3rnbf2Z+MU4eB//OXwHv\nvBm1OYYB96rrwB76OWg7d0cvnhsL1b9QOuwGMzsATYP2uV8h29skGOi6LpHjajVYluW/pEIQv/xq\nIrol0/T7SonOkTAbr2lbfr93zBQMAGz3DVQ/1+2j85hJHC1U8Sc/Oe//7MSSSIfsOnTP8plrGnaO\nZSKXeK9UhaUnYGZzgK4B5TWqonfewhUnjuM3d20DEmWwFAebaLJ5jDGwa64HP3oILJWB6dhI1qrI\nTDAkMxno3KVyuA5QToi+zfwyASBbEWdfws95cgZYWyHCg6YJebT6siA4ryTbcS2ahliC8+D8IpUx\nsnmyVWsxKjCdQNp4SXapVqjth1PD+urSAn7aaPE5NwL708McgE3Pgt33CPg9D/c1iF1/Xl6tgP/+\n/w3kLSLJM9aezSwWaDwCAx7/OqkfiTGO3XAz2L47++4ntusPsL13tPYH5dij6VGbJsmacjxz3SjB\nzkgAxw6DL8775+/an86PAyfeAmZ30MaKHv3wZmSHpn614wCeIKU2g6YFvkwyRaq8QHM/eTNA1nMk\nZWqbviIQ+B1x5EbQfIzdcDP4wWfIF5RzmFQ6vk9ZtWB+I33Hq68FCqv9mQd1iQ0hz7Sat3BOCtDl\nus0aYV+oXCIy4rPfBx7+XNN5+TDXHvqJTuf6EWzQWls37YZ/7+vxc5wwNsj3ZoYBPPb5gJi93pxj\nBNeEOkXL9bEBjeUKCgoKCgoKCgoKCoPB5p2ZXGB48cUXUakEE7Dx8XHs27dviCVSUFAYGQx48boe\nHS3mNVtgZCyizhTBBpH5NiOGsSjazq5y/r2v0zXTWbpupURp+sSiKEulgXSGUqWN6EJ6J+Ay5cmI\nkKLCYPd/htRi2tzd3YykAaAx+C2JDokWfbEZwWlRpFlp105xTqQg+gMAiwYf6xEm7jQJtLe0Xf26\n1x+/Tp91SjYaMEF4PfIAL6xQ2LcXwiBjdJ1mttrziCAzfy6UotANiGPcI+WGUpGIJKlMNBAKUDC/\ng7px5s5ReqDYYHwmCLR7rkgBWa/GpAUEANclYkp+guolrMAGNPQrXHcTcNGlwHe+Aj9FqwwWSZJc\nmFgg68FDkNqMe0G9zWwP2pJj+8FOeCINoAxI5caAPbdFFHTaJUkgkQB/7cXOg4LFAhGdjIQgEngB\ncWQIJGKfrM+0RpXAWCmcEGmp/vguSJpATOAwPxFJPQ8j0TJw6NWq4P/PvyJSSFzZHQd46wj4W0fg\n7voY2K/9M2gR0kUMEUter6UckIBBxCV2023U3hfn4CVMWNkx2I4De3nZJ8itl5IiTHTzFdNWFqlt\npNK+sti78wt44r0PcXKtgpPFKi4Zz+Pf3n0r2LV76UQTk2DX7gE/dhg7t88CP37fv8a7K2vw5s9C\nk/coxxfOsXMsi1tmJ7BzZgo7x3PYOTkGYywHlISPmkoT6Rfwif6o1cCPHiJC3LV7wPbfB+g6dF2H\naZpIJpNI3HU/Eu8egzmeAxIAs2rA6iKYZ8FLyvsSfTiiDBdKHxiH8NiiadT3ZX9faUwP6xPfIsqJ\nTR5GmFQn4TqkKtmjv9hAdqlWxH0bUVKVX8YQ4Vfa9WyO0ua1MQdoZz7SE0miHZSK5KswrT2bKQmL\n0sZL0qhjk02oVsAPPgN+8JmBkQm6IhOGfSR5TFhlzjCi/gMTqoe+cqp4aXrEB+7an5bXDZPluvDD\n2yI7NPOry8V4UipA7Vw+t0yWyHKyf/ZhI8DQ0M+NNE3A9t1JNkSqINaq9PzWUYmT52S/+CvAD7/R\nn3lQh9hQ8kyzeYsxHlW4DqdL9tMEC1K5roO/8Sqdo8m8fJQIWUPDgNfaum03o7iBrydi9ibCuutj\nGzCWKygoKCgoKCgoKCj0F8pj3ySoT8d61113Qdf1JkcrKChcUNiAxWugy8W8DSbzbWUMY1G0rV3l\nQECOWFulV13gllcrlMJnCyykN6gmAiNDigL6u7u7Z6UHBAQn3qmd8upUoYD4lJ1hNCHbcttuy3b1\nfK/XXE+BgRFU+5RoSh7oJzkyBtKWYHmh7gseEAfCamtrBVII0XU6rwyEyhSjbaLy3A/oP82C8VOz\ngQoHC5FaZMrATA7I5Unl8IZ9lJbtyEE6JpNbt1+hXIT38o/ovHNnAeikiGMk6LO1VUqbGfbpw23c\nC5FMwmpcMr2fVGstrAaqXWMTwIlj4J4XsTHtkCT4/DnxXDocsyXpRQaLoA+XRCzJ+oWV9shhcewi\nQbbrlKQZOUWzwKFEmKwoFNx4rQqPAfgP/wqYPxtVEgzfiyReahpw4i3w3/zf4P3v/4ZIc8UCYMr2\nEvpNOFjO676rqw3b47AcD9YrL8J69klYrgvH40AyCXbN9WDX7QMmJturiBDRzcqMwUSBbGilFElX\nfHppBX/8bqAaV/EKwMdujFyH7b8PKBawsxJVMKx6Hj6s1PCRTIraXSpD766DbCqDf3P5lYAVSsNc\nLNAznpwh0kthOaqKaCahZ7JIptJInjqGpMaR/IW/CzOdDo6ZnoZ3837wV18Am5wBW10if0faL79C\nQypqEM8zk4wngMeNLVd/HPzN14C8TuV2Hep3rhv0OQ8BGY3zRuInQG1legeQSg0siB4hu5jJQF0z\nnHpVls9XlwvZz1yeCHPyuJg5wDAVXRqu7dhEApdpusNEqYYf8yiRhYN+z3lwjg1UauqETOj7gy89\nHSK8h1LssjobGUqPDU2nNirI59IHBtCdP10sUNvVDfqdbnTuhx9+Ca5VA2TabqAl2QGf/SWwH34j\n6ldPzhBRfGVRbA4DfJsqlRsz2Wg/b+EnbwoM2FcE0LNatrbtIvANVrkaBnmm6RzNsYM5RdN0ySB7\npesA503n5aNIyBoKBrTW1mu7GekNfANSeR0FbBXVRQUFBQUFBQUFBQWFKJS3vgnw4Ycf4vjx45HP\nVDpWBQUFHxtBdOh2MW+DyHwXAoaxKLrurvIw2SUMPQlMz0JPpQHHhlcqgq+tbI2F9BFOgSzRz93d\nPSs9SIJTp3bK442EOaZF1WnqUU+2BeA9/jXgx29EP28WEP3EfqCHe8Xu64lMtQkJwv0kR8bBtyXy\n+UXUlgTCAXbZVpnRdbos7nmoHHyW/mgWjGcMGJ+iz8slIrl4QiFN0wCrCtz+CLQQAYPfcU/b/YrX\nqoFynK98JcY/qYwjlT6kAkgcXIeIFpMzUUKdVGvNjRHJxKrR6i2IAAAgAElEQVSta2NakiS6GrPt\nqGIgQG1imCTiWlWo8BWBblOSMgZ4vGOSZuypWgQOsbzYSP45f4aO0bR45UMAfvpRj1GbmjtLinT/\ny6/Tb40EqSjaFnyFQ4SUngRsj8P2PFgeR83jsLkHmwOcMWB1BTDMqN1sorzWDOfPn8e3vvUtnHjn\nHZx44yi44+AvHj5AbVW2WYGdU9H0pwXLxtLH9mIm/KGugz34KGZy38eBV97EjmwGOydy2DmWxY6c\nUHULkfbZDTdTGTWN1MDsGvih58DfOUb3tbYCWDUkGINp6EhqGpIag6kz6E4FsDmQnQZOnwJ78ptA\nHaFAqk/h1HHos9vBKxV4xQJtEpBIZYK+LhWpajWyAe2MLXtvB958DUHaUo2ep24EhIiw/WymopjN\nA5LwN6AgeoTsMj5FhGAeKpdtxf/QsSllr9t8DjBMRZfm1w6l8ZbPYHmRCLD1BP/CslA0DSk91T+q\nEVZqYvvuBH/hCUE40gAeJkqHbiRChhTqh44X3Lccn4Du/OliQYzRPHiP+50kZnIi+vp+uOcBZz8Q\n6YL1tsgObHUZ7LHPg9X71WaSiPcLc9SX7Bpg2yFyqChHO37yJsCgfUX/Oj2qZW+kytUwyTMNczTZ\ntzStrl+yKHFbC/mdrVIVjzAha0MxgLW2XtvNqG/gkxi4yusQoFQXFRQUFBQUFBQUFLYmFGFuE+DJ\nJ5+M/L17925cfPHFQyqNgoLCqGGQi9c9LwJvwE70CwHDWBRta1f5yiJdIxzQNxIipRnAGAMSJvSJ\nKXimSQGlzb6QvolUE/uxu7tXpQcZeOnYTjl2SCEnCHC1VJhz6khYywvAscOdBUT33Ap++KXu7nX7\nJb2nNZXnHQL6Ro6sQ4MtAaiOGOjZNCOLybSBngt21bUdp8vyCivwyiUyTesF46ViWzpDSj8AMHsR\noOvQbjsQSTPbUb9qRkArhwi09QogzTKG1qpEuBifiil/n2xMN2O2bAtMC+5D+BZNMWgScTJF/b2V\nvWgFxsj+7Lm5r6TucOCQOw74d7/aSMCR6SiBaLo/SY4Mp/GVKdZkOscTb8E7eRxsdgf9ZmyS1Bq5\nB1fXYTkuLNeD5dK77XnwyGgh0vASQjHKtolkVqe8JtXb+LHDQLGA2oFPI5WN71vFYhF/+Id/GPls\nzXaQl7YjpPqzA0DaeB0VJ7jvE+++i5nt26Mn1XWwux7Ev7jyavCnHwfeewdwq0Ch6n+Py68Cu+sB\nsEuvDH6XywOrDsx3fwzTTMBcW0ZSB8xsClpurCvFHKnqyn7wN8CRg2DpDPR0hpRNpfouY8DqEpFy\n8+NECpO+eDtjy6VXgof7pUyLyblQeFyHcAsAuhZvOwYQRPfJLifeovHPdaPpO4Mj/eHdT5+8IBQG\nM7nIHIA7Dry//M/AO2/SvdoWkfHCbXNApJR150K2JWy86EflIr2HCc4yjTYQJQXKFLnbL6F6GmGl\nJjY9C3btTeBzZ6mP+cqiHhHiGn4QShUsSeNx41O3/nSzzyVZulxH1nRsKof07VyX2kgHZAftU4/F\njv/8R9+jdOZhAkWHfvJmwaB8xcg1+qSWvREqV8MkzzTM0eY+pC/qifYyPXK4T2aSRNxuMi/fLISs\njcAg1tp6bjebYAPfVoRSXVRQUFBQUFBQUFDYutjcM9cLAJ7n4Zlnnol8ptTlFBQ2DtzzwAsr4PPn\n6L1e8WhEwPbdSf8JK1IszpF6hS3S/dg2/b0413BsU6JDeDFveSGaSkiiVg2+8zzwk8fBv/d1Oq9Y\nYAQQBNBLa9EAVxibPVXNoNDtoijQuCjaJpruKh+bCAhAtVoQwK9HqRT5k8mFdMBfeOdHDo5sn2qK\nZgSYVhgyKYppGtjYBNjsDnrvsD+x+z8DtnM3BRonZ+hVX/5kKvhO0yJKD/55OrFTMnWnVNQBgsB6\nM4TJtmsrIv0eC+yT7EPyVa002i6g+3uVZCOZVi1cpnbKPGSCsAy8gTEKvMl7KK0BC+eAc6fpPRwA\nbSPoG2tLtl1ExBHGKHiXSFDQyYixJ1MzpOzSIemBS7WujoLxiSAQKwP8TYhnbfWruDZRKoSIEyGy\nnKbR9bWYhi6JU+VSvKpnn2xMV2O2vBd5/5rWmiQKxKpBdkLwW8834zKgCUTthh9kb4NIxxjw0M+3\nXaZO4BNwZNCtWgGW5qmPzZ9rVGwCAlso22YiEdSjVLcC4H37r1A1TBSYjsWahbPQ8V7FwntrJZy1\nHCy6HGvQUGMaPN2gcxi6ILGKc4MFKYPrn71Vw9riPP7g0FH882cO4XP/8ffx0Kc/jVotvo1cdtll\nMOr63bv7DoDdeDOpPoX6mpZK4Wdu/QR+8TP/Fb7whS/gD/7gD7Bv377Gk7ou+NPfBf/mX1IZJ2fJ\nHk9MCds8C6ytgn3rK0i98ATGczls27YNH/nIR3DF/Ae4JJ/FrA6McxcpXYM2sz3wbRij97EJ8nmA\niO3irz7fUBxmGDB+5hcw84XfQvbAg9AyWUEI1gK7fu8jpGI6MUWKVB2MLQ39UqpSyt9rGj3HhBmf\n5lXTgfxE0Efr0aO/GFcf7LHPg+27g1JSyjbVgLDioSCBSvKfINixG28Blhfh/cffAJ5/Ajj/IXDu\nDBHrSmtRIl6L+UgvWHcupGkBeVWqmlXLRHCWkIQTN5RaWTeCdKKyT3fQ7mLLOuh5670PB/6KtKX1\nYzYTJEA5nifMQF02PD716k/Xf845EVPnzxHRN0yWk/C8IK1xmCyXzQMzO4AdH6F3OV+RZAfOieyw\nOC+KXDf+P/DZvvjJmwGD8hUbrmMY0D71GLS/90/Bbr2L7CggCJoO2bpbfhra3/unRGRs4d/1Og9q\nhpbkmQ7aUy/w52iyb+lGjN9T1yeTKRonW83Lh7D2MMro51pbX9pNPzbwyXMrtI1118e68CEVFBQU\nFBQUFBQUFEYDSmFuxPHqq69ieTlYbE2n07jtttuGWCIFhQsDfHG+MUUWQCk8brgZLJSebRTQLxWo\nMPq1g3IjdqJveWywqllbu8q9sCqSWHSVQVxNAyolcD5DKnMSW2Fn8xZVTeQyiBijvtBXpYd27RRj\n1N5kCi8OUpNpluoxTLZNpSkQmslR8LRaEaqHWlDWSGC74tsuHH4J+JV/DDY+2dW99qpAgBtuBooF\nSuXZZxWMdtBrGqx6NLUl0sbLVKjlEtkTTQ/IP7oOzGwn4mMXdcBkcHWIin+xqhR+uiwENlQ3oqQL\n+jV82ypJJJpGdVVvM/toY7oas2XfAugZDqie2/XNWLkInkwBTjGq2OcrHAGRiDL3/xH3oAH5cWhW\nFUj1n9zcVFkknKoxDCbSqbmOr7zIOYcNBsvlpBjHbViaAee1l8FOnwYu3QV+9BBgpoGqGHPNFKUZ\ndh0Iabng/JK8pGmA66LsukiaOvR0ltqTbtDvqhXoTgFfOnEmUrXvHj2C3Tff0lD0RCKBK664AidO\nnPA/O3HuPPb83M+B3X63nyYViSSQzeF/XE8V0HVJme/9U1RekdrVsC2YmoakzmCm0kjmx2CkM8BP\n3gJ7goM99nlA0+C9fojOMwDFHGPbDuQ/87eQe+RzmDt1Ak6pGLHjkbSenY4tcf2yViVVTA6gVhFE\nM7ehXNB1INtC9XEAKrgyJaJ3zfXgv/N/Nk/FKuF5AELkYYcITXx1Gfzf/3qg/BkmyGl6QEpMpuk+\n5XhVNx/B5HRXClNtzYVqFSLweR4iKTjXCtT/kklq51JpDwjI4gCRCsPoQqlpo+atbHwK/KJLScmq\n4AAQ6XANPWg7YWSyABg9/7jxqVt/OkweZozqyXWitjSsuijbjCyf55FPaRjkZ/SYYrJffnInkH47\ndx24pgGtj0Sw9dBvX7HltaZngb13EAn28Iv03DTRpo6+TOPQkNZlRiFlqWx7/BtfJrKipgEu4KvS\n1reJTJbUZxlrPS/fRIrqG4F+rrX1pd3cepco2OZUNd+MUKqLCgoKCgoKCgoKClsbijA34njiiSci\nf99xxx1IDSBwo6CgQIgEs/wPOS0WMg2oVsAPPgN+8Jm+LHb3E30nOvRpEXgQZL4LDs1UGAa1KNrO\nrnIZfKoP7suFdRm4DfePLbCQPsgUyMNA2wQUEfzmtx4Af/V58CMH6XjZtlJpuq+9d7Tss23bqXSW\nzr00HwRZrVp7ZFupwKXrpDTneUJVQdR5OHjJIdJ3uXTOdAY4chBal/faNUFY10mN5pXn4R0MKQtv\nMEm770Hf9WyJTIWaHxckXE5B76UF+r9u0LhbWKGgXwdkB21sgpSeCitDJbdG2oSZBEqWrwZGBRUB\nf9cNUtzJOuZh0pwbEOakOh9A/UIqeCRTVH833Nx9OsX6MXt5ntREi4X4MTuVpjJwTkpCQN/ruVPf\nDHvvIHtbXIvwDn1CWJis2KDkxoiIE1ap6yNaEnCMBCnz1BH4HNeDxTksz4GlubA4h+1xOsLzgvE+\nIdJ0LsyBXbdPEOaS9KpVgYoI8DENMFhQhx6H63n44/fncapUw4liFR9WLfzR/bfj8vBzMRJALoFM\nMoWL00mcqQSqcieefzqWMAcA9913H/bt24edO3di165duOyyy0Q5GKVJRb79CnzuB0ic+QlMQ4dZ\nXEHStmAmNOhmyL/xHEGWLkfTmO2/rz3FHEmm9gTJUBKt2iT6+2pGdamJexlHm/rSlXJQZoDat+dG\niUupdLzynMQAg+hsYprIq64rUq2HbF+4jA1EUU524o1XyEeQPqXst2HiO2NEWkumSL1vaZ7qtVIi\nkuSX/gNdO9yf2xxb25oLpTJkk4shxTsOeg6L5wSJuE4ZVKYcz2Tjn02bG0w2et7KNA3sxltoTDMS\nQs3PJQKT9LGYRveVydJzk2pLMT5wV/60JPpYteB3aysBcbshzTlv/L8kCetG38gO/fKT10O9324z\nYN5IQMtkkb5lP/juPfHpl/uIjSIIxrZv3Qie7xDXZUaJPMMMA9r+++EdeZnOvyoIyvIZhPtk2N60\nmpdv9NrDJkA/1tr61W7wyU9vyQ18Iw2VBldBQUFBQUFBQUFhS2M0WB4KsVhZWcFrr70W+eyee+4Z\nUmkUFLY+/BRZJ48HCyEtFsH4qy+QilEXqeIGgdjFaxk8l8o0ofSZrRaW+70IvJE70bckNlrVrJ1d\n5f4ifIwajFx0D/8e2DIL6VtBNbHbICubngW77xHwex7uSq1l3SCbK+ptdZnKouukIiGDb563Ptl2\n7iwR3worge3jEIHscLBepDjUtCDVWurSwHZ1ca8dE4TNJF1/4TwFsvxg+/BI2n0N+rarUCGVMIDg\nHaD0RtUS+Bf/NXhYOakNsgPTNKRv2Q/rB98cKrk10ibGJgM1PRm4l2kIg4JTu3dsQNeItMNDaQo1\nXbQTUHrXYoG+Yxq1+cIKES+B7omWn9gPvP4K8MG7QVmlWo+mURlS6WDMXlshm5fOUpvvYz135ZvN\nn6N2lMkREdVPw8qjdQ2ExrAQsy6To6DyAManVgQct1SC7XqouR4sz4PtcVieJ8TgGBVR8wJlqkj5\nQygXge0XgV27B/zYYSA3DtQqqNguNABJjQf3KqAzhm+eXcaCFYzTJ9bKuHx6svH8CRM7J3JRwtyx\nN+MVpgB87nOfa6tu6qFpGkzTRDKZhGmaSBQLSJx+ByyXIXvNXVK2alP5GFddRyduZo8cm+quXI4e\n49jU7m0bMM3e1de6HEdb+tJhn6omxkvpc+nrjBkDDKLzV54ju1erBWO5VBIN17GmizHeDQhn4PQc\n11bj1Re5B7ge4AmbWatSH9ENIksunKfj5s6SLZKk+ITZ1tja0VxobJJsuST3IeSz+EQyQdJn4v/J\nFP0uDm1sMBnWvNX3geW4KjdbpDJUx6Yp6mJ9H7hrfzo/Ts93bAJYWRIKhnUkaJkGFnFtR/xt1aj8\nUpG2Hl2QHXr1k5uhud9OL69cQumpx+H84JvATYP3FwdNEBz5dZlRI88kU2ITivQzOTA1E6REjvMV\nWs3Lt6iiei/oC1G0T+2GlYvAFtrAtymgVBcVFBQUFBQUFBQUtjSGz/BQaIqnn34abig4eOmll2LX\nrl1DLJGCwtZG0xRZYcgApyBm+KoVn3ps4wscg0gKpO/8FfDOm9HFUMMArroO7KGfg7Zzd/MT9XkR\neBiparYSNlzVrJ1d5ZpO30tiD3cbnyWru94WWUjf7KqJ/QhCMU3rOsATG2SrlIl0Uy5Ru0mlKRWi\nplOw3BLEDF8hKhT8DJNtPZeCtUCg6MI5KQ41VIQItsv26th0n4xFAlid3mtHKnrlEt27DBYvzY9M\nMLAvQd9uFSqkwtOiIDxk84Jk0RmRMH3nvVj9wTeHTm7128Tx1+manteoOBQmcAKBWhvzACek3Ol5\nwPkPAxKd/K0uSCiZHOA6XREtIwF5zoF0WvRJFgR9pJ3X9YDgfstd4G8doe/7XM8tfTNpB6qViG+G\n909RnxufpHfHFgpIejRNX7jehdIajAT9rs3xqVU667hj+dGX4XEOq7AKy3Zgp7KwLBdWtQi3VgMq\nVvTegl8DYEG64vo6CEMqm12/D1/5m/+CN977ACeLFZypWPiN6y7DHdPxim47syksWEX/75NzC7jn\niktij91/6UXYZmjYmU9j16UfweXjeUo7metALS4EwzAi5Dj5CsN78QlwxoLnDXSmfHz8KB1Tb48M\ng4iV5VK0UOG69TyyR5ksuGEghnrQMToeW9r1pQvL9CwyQoWrXCSi2AYH0X3CmbQXmgaANbbfeiKH\nTGmaSND479Yp5hmJgFwn+7PDqY+vFYQClXx2gghrW3Svq0tUjnTWTw/edGztZC7EGI338nfggZLT\n5CwpdQJBatpUmo5vloK4jQ0mw5q3NvWBq2V61aOFD9y1P61pwK6PUTtPmNSnPQ8+EVhu2onYx7Dc\nqAD3SNUzPx6kqQyjB7JDL35yPVr57RyAwxhYKg0tNwYYiQ31FwdGEBz1dZlRI8/EEdwsi4iszdBi\nXr7VFNX7hZ6Jon1sN1thA9+mglJdVFBQUFBQUFBQUNjSUEyEEcZTTz0V+fvuu+8eTkEUFC4AtEyR\n1YZqBb/1wNBJMEDM7vOZHY0KcytL4H/2u/BaBdHXW8yTZAa5aKfp6y4Cd7PA2EkgeqtjQxdF29lV\nzhiQyVCwSqYAk58Dor0FQVG+xRbSN7Nq4qgEoWSQzTvwEPiX/xPwzjGyHeUSBckLy6LAIm0WQ6BM\nYyaDoGmYbHvtTeBvvEIKU/K3ElIZS8IPtofIBmVB+OghgNU2qWF1CbCq1H9dB1hebDzZCJC0ewr6\ndqNQUS4SQUKCcwr8dkEkNLbtgLbvTriHnusbubWdcSn2mMc+D/6NLwM/+Ea03epGQJKTyGSB/ASV\nV46THPDTELouANmWBIHUsen/lRK17Q6JlrEBedcNxnuplCTLXqkAMzvA/s4/hLbtInjf/krfScSx\nvhnnNN6F24gsn/R3prfR/12HFFYWzguimdZI/AMCIqKm0fGMrTs+tZPO2puYgmVZsG0blmWhtrSA\n2tw8XNcDVkUa3YwBOG7QFuJIHQ0XD8petRx4notMwvCJSXxyGnj6u+DHDuPZn5zGkYVV/6cnitUo\nYU6SNB0HV+ZSeGk5IMydWlmjdhWTMvL+Ky/F/WPi84kxocBWw3rpVRljEUKcJMjpYRJV3C33QfkY\nx4822qNykdqJtC+yLdSn7JUB0koF/DtfBf/5vzuUTR3t+NL4+D7g8IvUnpYXhhdEDxPOrBqVZ2KG\n2olU2qxPGZhIUhpTqWopScG6HvR52S91QxCKbQAccIUKoxsmyIvn56u+if+XSz6RsunY2imxQZLm\nqhVhL1lA8pftx0yKNPGJ5mQ5YN0NJsOet/bTB+72XPjsL4F/9Y+A55+g+7XtqM9XT5qMs6uynZWE\n31FPYhwRskM7fjuvVuBWK+DCP95of7GvBMHNsC4zYuSZQRDcFCGrObomivax3bCxiU29gW/TQaku\nKigoKCgoKCgoKGxpKMLciOL48eM4c+aM/7dhGPipn/qpIZZIQWF9bGZyU6sUWT5aqVa8+jzYfY9s\nfMFD6GvqkmaLeQzx6aqYBiSTjQpjMYvA7SwwthOIvtAW+TZS1aztRfdMjoJMYXiCzJGmHe3ctuDJ\nlFqyXFtgIX2zqiYOOwgVN07g8a8Db7wSBCzrU/mG07TpQrXFqgHFVWB8KkK2RSIB/vIzAcFIIo6U\nJIPtMrguCUnlUs8BrAZSw+GXRKo2oYIjFVFmd1AKTamgN0rBwD6gqwDe2gq1AV3UQZwCRwdEQv3B\nR+EtL/Yc2G9nXALQ+pj9D4Aff4NILIXlEDFHCwgjmWxImWiG0gnKlJCSKCbti+sGZGVJiu+wfvz7\naxaQl+lytVCHSphUNtsCDj0LfOqxgZCIG3wz16F6ckMEbZ9QK/pyuUifj01QX86P0zUlicX1qA8C\ngiwhiBRGQqSyp9R8zcanuLR4juvCdhxYHLDLVVhPfBfW978N/rEbwfbfF5DHC6vwZIpdiXC6TE0D\nkiZQC1KdxuE7Hy7ipcU1nCyWcbps4deu3I7HLt9OX15+Fdj3/xr8/VMA57gym8SRheC3p0ryeQjy\nkCT0JBK4eXoMludhVzaFnWMZXJ7PUr3lYgK5bkwANxHt0/UpVeX/WSuiUDP0Q/m4VgW78WbwIy8H\n9mhtJVA+ixt/JKTq2dgEcOrH4ENWl17Pl/ZMM/AXl+epTRULGxtEjyOcpVKkXJkfF0RXMSb6KVlD\nJLmwbdNChLkw2VUSeLnox624pgwB6VcSgVuNrd0SG6Si3vZLAM8F+6V/ALzxCvjhg3S95YWeiSzD\nnrf20wfu5VzeQ4+Cv/aCUIcUxxqJgEQN1KnMxUBep1alcXl8KvhuBMgO6/rtCQM6AK9UBF8rbIi/\nOOg1n2G377YwguSZfhPcNrui+kagY6Jon9vNRm7gC/d7ns2Bz8xsmrXefkCpLiooKCgoKCgoKChs\nbSjC3Ihi9+7d+Mu//MthF0NBoS20CiLj+k+A7b4BLJNta0F1GKS7fqhW8CMHwe95eKgLIH1VjYpb\nzFuaD4JX/kVFcIJ7VB+eF9TbOovAcQuMcYFoCmR0loZvq2IjF0XbWnTnoCCmbUUVGTwXKJfgnv5J\n8BnHlltI7zktyxAwrCBU03FC14Ez7wkiiwxw1gU3mQY//508bvvFFBv9b/8+2KUf9W2v54SUgnyh\nJtZIlpPQNFKlAQ+uUauAZ3J9SbkHIBrclyeVKdtaPQfDALI5eh4rSyNH0m4XHQXwioVAmUeSyfRE\nR0RCbL8oen3DAOshsN/WuPTS0+Df/2v6TqZ1ixm7cPAZIoo4NqUOXhJMpslpImrVE4lsi+ypJHPV\nqgA42V3HofNrOqkiZse6Jlp2TKS1LVJIrD9vH0nEEd+stBaQ9jWtUQUMEHZC1LtMIysJL+FAr3x+\nErqwDW2MT3a1Cusv/jOqJ96C7biwKxVY5TV4YYKbmaQUaGYSOHYYKBbAHnyUbJ0klIUJOK4TVXDL\njaNWPoeq52HcqFNdE+V+faWIp+ZW/I9PlGqBjcuPE1nO84DCMnYmo+c4VaqG7FEoPSb3sHdmHHvH\nM8Hz0jVSEszmG9umtONmEmAMRjqN1Ow2JFMpnyCXaEUs6hT9SmO2+wbgyMv0vBOm6GP1JG1Rl/XK\nudyj4zkfGeJy02D9J/YDr78CfPAu/NSUss9IAloqPVgV3FaEM0nErRcWtEN9SfZTSSplMnVyKC3x\nemQoCT2UjtmD8GG9gCgVN7b2g9iQzYNdvgsYmySiZh+ILKMyb+2nD9ztuZjjgI9PUR3OfRgiW8aQ\n5WSq3vq5LEB+pabR2JHNBxszRoDssJ7fzhjAjAT0iSnwdAbO3IcD8xc3YkNbT+27tAYYBvirz8P7\n5KehDXCNYBTJM4MguG1mRfVRRL/bzUZs4Ivr9zYD5scmkL5lP9J33gvgwiCBKdVFBQUFBQUFBQUF\nha2LC4dloKCg0He0DCK7Lu3S/safg/+XL4NnshRETmdiF1SHqijWD9WKaoXO06dUJJ2i36pR0cW8\nLCk/cSsIWtUHqiGC1Az07JcXwG75bEeLwH1VyNui2EhVs44W3WUwVNcDtZrw16k0kM5SmqAtuJDe\ndVqWDcYwgqzrko0+/ICCARyIEOUi5AypGiOIba5DfX96G/D2G2CX7wx+Vi6CJ1OAUwxOx73geo2V\nEtgyeXwyDVYu9mTPY+9b0+GnoCus0v8lCSg/ETwHx25U8pSpJlcWgZntI0HSbhcd2RLPDRSAXIfe\nZ7Z3ROjEQ482lqHLYHxb45KZpHLLlEm1GtlCK0T8CAcTlxdIVXByOiDBLS+2Drak0hSoXFshYp1j\nUx9gRl8Ir/0i0vaVRBz2zSoifaNmBETBhpvwQuQIj8qmacBlVxJpqINAr3fPz6JWqcCyrMjLffLb\n4McOU19cW4k+YwmrRi8zCeQniLz27PfB7nqQCLDJJLURM0nHCQW3Z0+fxw/f+xAnVwo4XSjhZy+e\nwv+862LESWbtzERt9qlyjer44suBD9+nehDlu34sg89eMo2d2SR25tK4Ip8hRS+Zjtp1BXmIB+O3\nn4rXoxio5/r+HwOQcB2YdhWmmUByegpmJgvj9k9Cu/ji1s+0F/QpjRnbfgkg7VEiQedrIGp7wW+Y\nFvg2kjA3wsTlyNjDOam5SQJpfTpiXQ/a/SA2oXRFOCvTu68aB5qHVMqibXrUHjXxbOLIT/XQDbpX\nqUIpSXdSlVMqUyZTRLS54WawdIZ8uH4RG/pJZBmxeWs/feCOzyXtQsIMlFDlZzJNt2z7Mn15XJuR\naxeaBqwVqL2MANmhU7+dJVNApv/kyA3d0NZp+3Zses62RS8xLvPf/gK8vbf3dQ2pYWPnTbfTRogR\nIs/0m+C2WRXVRxl9VwIc0Aa+lv1e0+GVSyg99ThKTz0O78ZbwO99ZMs/d6W6qKCgoKCgoKCgoLB1\nsbVnMwoKCgND0yBytRKkQZFBb8aIcOU4wNRsZEEV97J7lAoAACAASURBVDwM/PAbw1UU65dqRZyi\n2wZhEKpR/mJe+L4cu1kJ5K/8uuAyBWe799BPhbwtjI1UNWt70X0yK74r+cQOxhgMXfNTnTmODfCt\nvZDecVqWjUY/gqyVMvjZ06SOtU5AdF2yEecU3Aqk4AiaLoLbLCBteG70mHIJGLcbA4G1KgWBimvR\n0zoOnTecvs0/r4BMT5jJ9mTP27pvGZjlHpVRqhytrYjUYuETCkUxz6NA4Pw5oLQGvrIENjXTdTk3\nEm3ZEjMJ1MQDk0HuMJGwHs0InQ80J+N2GoxvOS5JMke5FBAhAXqW4fSoQMPYBV0n0lwnwRaAzplM\n0XFCvahXwusgiLR9IVDIug4rgLkhOxDXn/30yty3V7j1ANjsjthALwdgcQ7L9WBXLVjX7oF96z1w\nT59uLM/KMpHlQmQ0AGQjU+mAeFOtUJBTphcemwQ/dhjWx27CmqZj+prrwY8eIhU6q0bHJlN4b3UN\nT75/1r/ciVLztKw7s9GU0e+XqnAmpmFcdR1w7LWAtAfg8vEs/qfxXEAeM4Rt1RjghIlxekAiEqkv\nNc9FgjEkGWCmTJicI2lVwKwikBJjQDYnAoEDJpL0MY0Zu/8z4CtLwPNPkD9v20F/9tX3hP8i26t8\nxuXiSKlLhxE79vjkx5i5WaUCzOwA+zv/ENq2i9a/QIfoSklHEuY0PSBNp9IBYc7TQmRzLZ48GylE\nSGFW0wAeUqiUxGzPIztu1cgu/L+/Ca4bdN1dH6O5Tx+IDX0jsozovLWfPnDb54q1CxVSx5T3qekB\n0VaSe+KUCV0H8BjZ7YRJnw2b7NCN357pLzlywze0tdu+OafNmeVS9HnK514p920NqWU2hfw4bYQY\nEfLMIAhum1FRfZQxKNJVP8nL6/V7DsBNZ6DlxsDSaXivPEebfy6AjaxKdVFBQUFBQUFBQUFha2Jr\nz2QUFBQGhtggsiQByAXOMBmBMQo4WDVaWEimwF95Hnj5R7SQDQxPUaxPqhX+eULYiBSzg1KNYtOz\nYLtvAH/yWxTcd+pTVoUUoMIL1a5Li8fHj4Ivzre1cNpvhbwLARuhatbRonsqA3brAfD8OPD6IaBW\n8fu2lslCu/Ym8D23XXDPaaTQS5BVBqYqFfD/77fAZQrBFiqg65JgfbJafQpWhEgLQgVHY0JZiosD\nPLJfRiIaCEym6LNMjsrLGHzmnOfGK4swLShDJke/j7Hn7aIt8i/3SClH9iOrBpw/E3xfn3LSt7FB\nykn+138C/kv/YFMEJta1Ja4j0m4KUrasl3KRHp98LvVoppqDHa3L00YwPnZc4pz6hCAURdRqIoQb\nBkzMAKlU/NglA2Se23awBZd+FHj/VP9VhQaoVtQTgUL2QUmg4QDgRdWC/AsJO8EQ+GeyDb3zJrSH\nfxH2vv2ovfwj1A4fhFUpEUnO9cCTSbDdN4BduxeYmIwnUgDgb75C/wmR0TAxHRArAGqjOWE/VhZx\n5Pwi/uboKZwqlPHBX3wHe/d9Ar/9z/8Z8NqLROgwEkQIXFnEzlS0H58qVuBxD1p9KlQAO3NpfObi\nKezMpbAzn8ZHr/04jL/994E/+SIdUBV1lsrQWBwHppEak7A1WiKBpAYkdQOmwWAywJRpL6trQK3Y\n+Hw2kEjS1zRmmgY8+FnglecFqU60FWlj6utcqmQ7TtBPR0Bduh5Nxx6Z/lQLte2ESbbHtoBDzwID\n2njSlZKOfEaeSB1rWfQMyiXq5y5obGxHXU6SA/2/Q6lZpf12XTrGE8e6gmBfrQBvvBqUa2IqSI/e\nBbGhb0SWAc5bNxsa7EK1AngOwIzAfwrPiSLplxmNGWCNxEs5Vx422WEEyJEbvqGtnfbNOZHUZFmk\nYioQ+JGrS0So7GENqR1lPVTKtAFC16nvW7Whk2cGRXDbLIrqmwGDJF31g7zcTr/n1QrcaoUyCYxP\nXTAbWZXqooKCgoKCgoKCgsLWhPLYFRQUOkZTcpOvpqIHKW/8H4nFA9sCluZpUUHTaJExnaWAxbAU\nxfqoWuHf7kammB1gsJuLhWY/YA2hShIOKDONAr9AoO4iFrvbTVc1CIW8CwWDVjXrZtGd3/cIjGoZ\n07ksWCoNbWwC8wsLcMIBu02EjSC+bgi6CbLadlSBRUKmzmyiArouCVbXgXOnA+KRD5EqUOPRIDfT\nAsUZCNJcuUQKZOGxQ9rz8UkKPDi2SN2mRwlo/jmFQo3HiSwxPtlgzyXaaQdtkX+tKqnEeSEynCvI\ngLoRk/I6cgU6VjeAD06Bb6LARKwtqZSjqnqaHhAWAKqTUpFekrQSbhcDVM1pGJdcoWjkhjYCeG6M\nWo0gb9k1SocYN3bJzQPjkxRobSPYgr23g//ev42SRPoROB+BgHwsZF8+d0YoSYn7DqsF1YNzeJzD\n8jgs14KlG7BefgHOdbfA4xz42D5g915qT3YNLJEEEwppLcE5+I9fp/9LMlo6C0vTsVgs46JcJnp8\nwgTSWSyfX8YTp+f8j0++dQz8618KFJlDhMsr68xwxfUwbznYnmy0z3lDwz+86mKR9nUc7OJLicxc\nI4WsQP0uA9Rq8ImG4nqGkYCpaUgmdCQ9F6amwUiG/C3bitrHMIaomtGPNGbSP8eh58Sz5EH/lbYV\noPvPZOkliXSRdk/jBj9LaoR8YmoDaqA5Ot54YltEKInZeNJPn6crJR2p5JfJBsTHqVmyvbUq3Yvn\nRTdpNYPclBUHOe4CQi5H/L0wR/1FtvX8BJV7ZYlSadfaI8TgvkfACyvReuwHkWUA89bNgti2GbYL\nZjJI0VmvOiZVFgExjoD+NoyAZGUkqH7GJ/1+P1Syw5DJkUPZ0NZO+y4sRzdrxpFnrRqR6rpcQ+pI\nWW9ymnw5ce+jQp4ZFMFt5BXVNwFGmXTVVr93HbBaFXytAF6tgHsLF9RGVqW6qKCgoKCgoKCgoLD1\noAhzCgoKHSOW3CR33bOQCpBc6AkvTkOoWVQrtMCp68DaapB+bwiKYv1UrWhnJ3LfU8wOKNjNPQ94\n4xWx6/U0KTroIlVi+HeR86YpSFEpAelMW+mqBqWQp9BfdLLozjQNbGwCxrZtQyptf7ChxNeNgAxC\nVcpE6JC2bHyysS8D1MeX5kQaNxYQuebPBcc0UQFdlwQriW8NZCNBhvPcaEpLQKRPqyuf50YCgRF7\nPjUDLJyncutaVC1P3m84NdvUDAW6pQqRvEwH7aAt8q+ZAgyT6kAGaWUdu6FAZzjlpONElcwEYXEz\nBiakLfEOPAT+5f8EvPs2tc1aBVhcoHvzlUIcoTCoEanOFYps8vkNSDUnMi6V1kT6PwjVo5D6X5wa\nmUwXWC6S2qosV8zYBasG9qv/BHjtxXWDLbywQiJr/Q6cj6haEdM0sGs+Dv7u26LeJVGR3rggxtke\nh8091BwXlm3D8bhvRpBPA+UytLUCkMsH5c3lAeTbL0ypSCQZznFqaQVf/sl5nChbeH+tjO2ZFP7s\nZz/Z+JtUGjtz6chHS8USllYKmMqOUVu2LZ8kO2tw/PylM7g0ncTObBJXZFPI6MJvhnjT69SyEgkg\nYYK/fwp44QlxXOALMiOBRDYDs1aBaehIgshxupEIVJdsS1ZoYBs1LSDMZcepHY+AakZPacz23Ar+\n0lOBf+7b2tA9SXJVKkNqg/XETDm/8Txg7iwRKf/8d8F1A3Y6g7X9dyN9570wtrVWuBwE+rHxBHvv\nGIjP07GSjuvQK/yMl+aD76WdDKddj1ww1Ec8L5i3RCqMR9/BG88V3rQ1PgUUV4kUMz7Vmtiw+wba\ncPQ7/wK8RT12S2Tpq9riJsG6ftjuG8CPH6X1iEo5OieWfpYE00LrDmkAIg0rEDzHdIbG3mGTHboh\nR5b7R44cxoa2ddu3Ywf3WE+W0w16tqkMvfewhtSNsh48l+ZUVm2kyDOK4DaaGFXSVTv9niUS0NMZ\n8HQG7ty5C3Yjq1JdVFBQUFBQUFBQUNg6UIQ5BQWFjtCU3CQDbmFlHN0QBAc3CIAbBgUkPKFA57Hg\nfdtFtBATTnGWFcGRpfmBLsT0RbWik53I/UwxO6hgt1SukzASVBe1qiAAypSJIRUODmDhXGfpqnpV\nyPM8oLQG/t5JYHpWLVANGBfCovtQiK8bgeVFCjj95EQQkC4sk13L5hrTXi4vBEpFUn2lXq0lRgWU\nP/414K0j9H09Cdax6bNSMZRiNQaxKnMx/zeTDYHAwJ6nQym6RApUzWfbkKochLJcKk3Hg+w50Hk7\nwL2PtEf+ZQzIZKgOJAFLnlsikQhsuhxXGRPp5MT4aNU2d2Di+38DfPAu3dPKohgH6tSCuAe4nFLl\n6Tq1tcIyERaAwanmhMelSonKoQk/YD1FI1lux24kfsaouzIz2V6wZVCqQqOsVrT7BvDvfJWIcY4L\n2+Oo1WzYYHDAAn6L54r+DGEbxP9TgrBm19AuQc6yLJw9exaXX3558KEt7aAH1+P4wbll/6uzpQpK\nto1svc+lG7g4bSKpMdS8oG9/cO4spnIh4jAHoGlgiQR+7eqPkM8s7YK0CWYyUDxyHZEGrkQ2YG0F\nGJuEdvI4TI3BTCVhJoWCXDYFlk8HJGfZfl0H4IIUJ68h1ZdkSuuxCSIlTE4HKStFnQ418N9FGjN8\n9Grw1WUi50pfU6qsAdE6MBKkPLfsRcm5nNNcxLGDegt/Vy2j9NTjKD31ODJ33g2+/4ENq5OeN54k\nU+BPfBP8xaei99Qnn6ctJR1ApEd1wG68hdK+HzkYJc3JewMC4nI9NI1srlRu9VyhMqsF1/ArLlJK\nGouyeSJd1W/aEmp8cB2wj+8DP3Gskdhw/SfA11aJuOVfo4167MKn7se8dTOgXT8sWGPwyH9y3UBl\nzic1akG6XyAgOa2tUr83k+RbpDNg/+g3oI2AX98pOZLXqkC5P+TIYW5oa9m+3RBx2SfSs4AICQD5\nscC374LE14uyHgorYL/6T8DMpCLPKLSFUSJdddrvWTIFls+DF1Yv6I2sF8L6mIKCgoKCgoKCgsJW\nx/BXgRQUFDYX4shNqQwFkYCQmlxoQVoqg/hBZin9gVDgQuzOLywD5bqd4UwEPyTRosuFmFYphnpS\nrdh7O9j0LLxvf6Xjnch9STE7qGB3vXIdYxREAoLgtMaCFHpAlPDRbpq2bhXyJLFy7kNS+fijf0cB\nts2q/qUwEhga8XWAiAQcHTsgX0l1N9sCCqtAcY3uK5OjgFuxED4LveXyQHasdbDo0LPw04v6JNgM\nBZylKkQzopz8Lk7xLhzoFsQ99vF9jQqHzex5/XX1uqBpyJ531Q7mzwXpq9cj/2ZyRJjTDcCzot8x\nDUCQPtEfV8PBQE3b1IGJ2GAkY+RPOHZAdpDBbnikLmgY1IayeZ8sDaD/qjny+dlWUP+uC78fhFPH\ncgSfh+F5gYKYRAt11/WCLYNSFRoVtSLOOWzbhmVZwcsBLJeBVy3AdprbBv9mWLBRQ2MBATjRJMAv\nsLCwgC9+8Ys4efIk3nvvPQDA448/DtM0o79nGi7PpaAz4nFKnFpZw/WzdSk5XQc69/C3L9+GnJnA\nzoyJj45lkUmE2oAk9nheNA2xJMtpjGxTKpTy1UhAHzORzGZhri7BZBymqcPM5InolU4DOfEcq2Vq\nU5ks9Rtdp37EpUpiyKbKdp5K0zU1DezAQ2APPjr0AG4Y3aQx454HHH6p0T/3CcuCZOl5lIbcMKLk\nXM5JrbQmNpFI1U8GUpoDwJMp8LEJsHQa5eeegHfmA/BHf3lj/IJeNp5UK8DSAqUKT6Xp/gfg8zRV\n0nGd4HrJNJDJgr/5Gl0zYZKPUU+MZCLtdSZLz8yqwU+truui72hEtJaKn+EUnGFVOQlDbPLKj9H5\nW6hmIZuD9r/+y0i/4KkM8NU/BDbId+zHvHXU0ZYfZibJv0wI1V4zRW27XARgBHZVbuKTkCnebYvq\nizGaBxsGcN1NYMsL4CNg74D1yZE8YYDbFrzSGvjaGjXrfpAje93Q1u7GuRi0bN/1RGcg6h+H02h3\nSeLrVVkPr724OTeyKAwVI0G66qLfa9k8vMJqz/1eQUFBQUFBQUFBQUFhmBjNyK6CgsLoIo7cpLHg\nb/keViEKBzfl4mY9wUqm+as/lolzO64gzLm0cNrBQky76fS6Ua1gO3eD3f+ZnnYi95pSb2DB7lbK\ndboBxGQ46ipNW6cKeZyTUpZMsRNOqyQW6Tal+pfCSKCbFDx9Ib4OCA0BR9lH6/uPVAItLJPahh9I\nDqk15fJkfyWaBYt0g2ydTIEIUBozqVbnp7RchzQnlZaYSNHqhpQkZMrA22NSIaI7FSJpz4Hu2gFO\nvU1Ew/x4cEwz22MkKKhXjAlsS3WyyA2Fg4E5Im5s4sBE02CkpgVqWL6fAGHfXSL7aDoRPGQgvM3A\ncCvSfAPkuCQJkBwABNHUMKLKXHFpAeV35TKgJwJyeY+pTAelKrSRakX1xDj5f9u2wettQiIJPr2N\n2oSsuziCvrQJkiwnyZeMAckkbDOJ90+exBVXXAE9Jj1jOp3G97///chn7733Hq666ir6I5sDkkmg\nVoOZSuOyTArvlgKbcGat3EiYKxcBj+O/vnxbUN6EQfWZSpOdDKvFAfS3YdA96KR2lcjkYOoakroG\nU9eR1DXost3qED5lGchmAz+o3hccm6Rz1qp0fqnMw0N2nml0n0JVTdrDkQjg1qGTNGYAwL/4r+P9\n80QSWFkQY6MdKFc5NtnoEqmvYXUlIMsBAXlbD/mptSrchfNgqTT0mW3wThzbOL+g240nAN2LvLfl\nxYCMUn/+Pvk8fkruux4C/9afA4dfpmeRnwjuQQbqOQ/szdhkPDHSsck+ZMfIRlg14S+IVOuueKbh\ndOf1kGm/w0QbiSaEG3bPw2ChfsGHsGmqVz9n1NHSD5MbCkqS8CZ8JE0HLrmMnrlUF/afv0F1kcsD\nYOTryvaVMMXcfAl45Tl4Rw7S5yOwCasdcqQbXj/pFzmyF7sCtL9xrgli23eYMCch07ACdO9jk9Hv\nOyTxDVNZT0Fh6Oiq34fGzR77vYKCgoKCgoKCgoKCwrCgGAQKCgqdIY7cZNcRL+pRH9SMUwjhHgA9\nRKSoU5iTC46eR2kCp2bXXYjpKq1ih6oVkozl9bgTudeUegMJdm9UmrZOrsM5PX+pUgUWpBhbOB9c\nexOpfymMDoZJfB0UmgYcmRYozUmFLI6ApAwI9TMRvDaTwGSTe6sPFo1PUh/Ni77vOkAtRMxrJ6Ul\nINTV3MbPpWLX1ddBm9ke+9NuVIikPe+6HcgUhoKIDKA1+XdsEqjVGslxkRuJSyE2BZw/Q38PMDDR\nEcGsw/PGBiOlap6fxh1oYKK5gjhp21SvUg2rRWCYL87Be+mZdUnzEchx6dwZ0VdEO9T0wP9ppXQm\nUVwNqVKJ58g5nbuLVKaDUhUa1HklGa5Wq7UmxjW9YQa2+wbwWo3qrVyid0MPSIuRjRYeAFKZspNp\n/NYLR3Cq5uAnf/INOI6DP/3TP8Wll17acJlsNouLLroIZ8+e9T87ceJEQJhjDOya68GPHgJSGTx2\n2TZYnoedF+3AlTOTjelYbSto24yJFNMa1VnCDI4zEkAuASRTYCuLMBlg6hpMHUgaBsxts9BME01R\nTwQwk9R34nzB3Di133Kx0Q7qBr2PTQTPdBNsNmgnjZn3vb+mg5v555ZQ35PpbuWYZ9tEhl04H5/6\nM5mmuUh4PCiXwKsVuAtzRIjaKL+g040n8nupZqjpZFetGrWDAfs83HECNTap5ldejid6jU0K5bAk\n9SGpMAcIYuRdRKo5fjTq5zgO4EmSXByrWX4lyMxxRBuJdQg3w/Ide/FzRh1N6zSTE+TfiticxwIV\ne1fc8+mfiLrIAFM52ggiN2xUy/TyLyR+Y9XIbmeywvd1m68VDKH+2iFHslQaWm4MrpEgd75XcmS3\ndsUvUOebAsKIbd+GIRQleeA7h5XlxiYbfbNOSXxDVNZTUNgoNJ3jddXvQ/PYHvu9goKCgoKCgoKC\ngoLCsDD6q2UKCgqjhThyk0/AaBI8DqeTk+/1hAmOIP1aPbhHSgHhRe3CMhGimiz2dJtWkT32eWht\nqlbI4MYo7EQeRLB7o9K0dXSdwjIFOiLKKDyqaLiJ1L8URgu9puDplfjab7QO4maEDSrVpf1kQQps\nSZ7TNKqHVgShcLBI2nrPI3KInz4JiKiQ+ikt2yTPSDBGBJNf/O9bH9aBClHYBnbdDmyb7r1Sbo9k\nzBhgmgHRWMJINAS6AQTBwD4GJOPQripr12gIRnJqI3MiBbDGAA9oSnCA+I57FChtoprDHQdrX/tj\n2E8/Hhou1iHNi8Aq0zSwaz4O/u7bQVp5AKjvAn5Kx1ZFFb6L5wCWTLuZAjjvKpXpoFSFejmv67rR\nVKri5a1XN+3c73X7iKgmU2PWKoDjwoGH96sWdqSTyBhCWcjlZL/MJBKpNF4+N4/laqBGc/LkyVjC\nHADs2rUrQpg7f/58fDnMJD710YsFAUMQNxiiinFCXc7fJAJQ/xVkOY3BV4uj9wzMBEiJkzGAizbR\nqZqPkSBi349fX8cXlOqImt+HMDYBdue9DfZwM6CZCl5b/nlEfS8hiFYy/TILlMqk0ilA493M9sD+\nJhJg5gT0XB7u3DnwasX3QzfEL+h2g4skBfl20QAmp4MxSNxbv32erhRcbQu46TZoP3V/7JwPcs4X\ntl3lIl2DAWB6QDx3nYDICpBNG48h2kisQ7hZ12eQ6ZXTwgYsL/TNd+zWzxl1xNbp1GzgZwIBMTD8\nf9sOlOZch0jrU7Nkr+PSubpu0B4ksfHc6eCYEdmE1YocycBhmCZ8B8WxwW7qA7lvozbOtUBD+371\nefFFqK+mMrRBp14dUqJTn3nIynoKCoPEenM83HR7x/3eC2/G7UO/V1BQUFBQ2KoY1KZkBQUFBYX+\nQBHmFBQUOkIsualcDBYgJRnOcyl4KP8PBIGKTJYcxAhJggexcU2LEqDCqfgkymV4P/wGqRPELPbw\nwgp912VqnHZUK3yMyE7kQQTRNypNW1vXqVaBtUKULMdA7WVmG6l9bDL1L4XRwSgQX9stZ7sT7HWD\nuBPTtKBdLlFqUMcKFGeAQMmNseaBKIn6YFImE1V/coXyUzilJUApNjuF5wIfuQJsqr3+3Ik976kd\nVEp03+USMDHZHsm4UhYkRaHwI4O+slxMpIkLp4rrc0DSv/duVFm7CcbKtmhbFKh2XcCyEFE7XBci\nhWS5BExtAz77S5GycMfByu/9X6i9dZROJ0lM65DmI4Hw3TcA3/1aNDArn5H0UcLqc3GQAfxwimNN\nEP+XF4Abb2njXuvufECqQu2clwOwPA+W7cC5bi+sO++DfeYMnHBAut+YmAS7dg/4scPA+BR+58XX\n8PpiAe+VqrA5x2/eeCVumxkT5B9GfS1PSmk7L7kEh06+65/qxIkTOHDgQOxlPvWpT2Hfvn3YtWsX\nrrzySuRyuegB4XLkJ4A1kWa6UmokvQJ+v9ZcB6ahIzk2BjOdRNLQYcakhUU6Q4S5sG9sWUCqRWA/\njghw78Ngjt3cF2SM2n06S2QoDuDKq8E+9z+0VrPbjGjHP2eM6qmwTPZE1wOihJEg8ri0zwD5mmGy\nXPhUyRRYPg++VgAvrZFt2QC/oKsNLsUCjfVSTUuSA5cXwyemMS2T65vP04saG157Ebjtk2CzO6L3\n38x2Tc7QOFMtU3psme5V0wKCq0apj1tuCGhBuGnpMzi2IO6Vo+QbmU60WOib79jRvHXE0bROq+Vg\n3txMrVgqza2tABddRoS5tRUiXNePk1J5Tv7tOADqxrIR2oTVmhzJoGWySN/yUyjvvhHu+NS651v3\nehu0ca6tsshUzp/8NPhvf4F859Uluqaut56jdOozD1lZT0FhEGh3joeDzwD5cepjbfR7XquCrw2m\n3ysoKCgoKGwVDHxTsoKCgoJCX6AIcwoKCh0jltzkOqAAtgh4ex7AnWAxO5xW1TTjF7kBCmDUL7Bo\nWhCo4hDKRxrwwpNEMKtf7Hn+h8D8OQq8uE6QhqWL1DjNVCsiGJGdyIMIog8qTVtX1/FTZckfCSWs\nXJ52lwObSv1LYcQwIsTXZuh0gt028ctIUHnz4xR8KpfIRtt21KZ1GizK5OjdtupIRRTYo4BnF+py\nAPX7UhH8K7/fkdJHW/a813aQ3w6UiqQi0y7J2EyKepDEc0bB3WQyUOKTGFBAsltV1m6UVrhuBG0t\nTIbvqC2IMW16O7WjH34DCAWwC1/9EmpvvAruuuBLC4EfEMY6gXC2/RLwjEjXGFYKk6njOylr5P/i\nXLoOHHo2Uu52MShVofB57Zd/hNprL8IqlVBzPdieB9swgd3Xg127V5BCY+q1BziOgw8++ADj4+OY\nmgoC/mz/fUCxAP7+KbxTsnCiGNjAk8UKbpsdp36UytA7Y2CXXYldXj5CmFtYWGh67TvvvHPd8oXL\ngbFJalfVst++NABmOo1kMgmzWECScZiMyoNyAaiWAgJSfYA/EbLNsr1VSq0JczFEADY+tWXTNHaM\ndv1zaXOzebLfq0uN3zMAeoLUqlqQq7RsHu5aYcNT83W1wUWqyHoiPbsm7ku2E+5RfZSKgrid69nn\nGZSSb1ObaCbpte1iUl+85nrga18i30QqvfWimhXnM6QywRgXuflQ/3M9GmNXEqRu16c20pafM+qI\nq9NEElgR9jtMlpOb7MIpOgGxYW6BCPWuA3x8H3DiWDBOOjZQqQDZ3P/P3ptHyXHVd9/fW1W9d8+m\n0YxsyRhphHfLwpYxRsKAjW29ZreBHAKckISHPORNMAdycAJJnkNI7BeTPeHl5H1DQpw3DiQPIWB2\nB8cBm9hgGyPL8qaRN8naRrN393Rt9/3jd29VdXf1TC/V3dWj+zlnpJnu6upa7lb3973fHwmTpRNy\nl9PoRkGtONJwbIxv3gJtaARM01A+caJ6TN4G3uKcrecA/30P1aEuLpxrFs0w4F56JbV1+SGqw1GL\n+GLgrKdQREmrz3iYm6EFHKMbGtZ7bttwlheFYkhJoAAAIABJREFUWI53td4rFAqFQjGo9GxRskKh\nUCgiQbXACoWiZULFTStlf6LaS48iU5gJsRwXqbLmZ8WqXac6CC2DeV6gRjgdSdcQuY3LgYRBE7mW\nWR0IT6X9/RWXhHuCTm4Q3UqrGKOVyN0Ioncr/VtL3yPLAtPgiQ80jRxZhkbrd9Yn9y9F9+i6dXlM\nhK+1tP2A3arwizEgN0Qryi3Lb4OTKWpnWw0W5YeAbeeSkEnXfadR8Pq+olVsG5AOSlE7fXRaDnSD\nhAWcNy8yLgwDM8epzXJFasCF2Z4GJNtJkdfO9ee2Df7dr1KgutN0na5L7jGBADYAWPffDfM/vkFt\nhm3535POkJCgSTdSns1TsN064rvEyX4+WD7C0szXwjQS3ARTyA2NdBx4j8JVyHVdVCoVWJYF0zS9\n351XXAJs30FiGasCJFJgufzqTkxt8qUvfQk/+tGP8Pzzz8M0TXzkIx/BO9/5Tn8DXQfbexNw392Y\n+ul+7J+Z896atjgwvqlaBHbBTrA91+J1Tz6JyU2bMDU1hampKRQKhc4ONHAc7IlHkczlkBoqIKlp\nSGkakrpGbkbFZUBnJOQIlvNaAdJQIA2k4/gpfmU6wXKRBB2tCgE0bV2maWyZVsfnRsIXhQE0Fp2b\nIUHXqRNim7X6g8C+e5iar+UFLomkvxAFEAuSbFQJfOXzmybcPIPPLm2cWy+cfJtpEz3BTRSuWbVj\nBs6BpQXAFK9LgXVdnwHqE0rLgOuAl5bBBl3oFhVh47Dg9ZSvBxfZBYXA0hGyUvGe7VkuD/axz3hl\ngj/wn+CP/kTcf1EWIxBu9hIpjmSGAX2kc0c5oMHinOVFGrNlMtRuWGbkC+daodvu93Fy1lMooqCt\nNOi6TqK5VcYTXLS5LJ0BhsfAu1jvFQqFQqEYNHq5KFmhUCgU0aBaX4VC0Rah4qa5GeEmFBDBUYSY\ngjJMqxaHSVeDIK4TEFYEv1AIpeR+g85EweBtZcV3NJLb66nuplWM4UrkKFPzdCv9W0vfY9vAzDHa\nULoAZPNU9hoF73vo/qWoF7TxbgZvgOity2MkfJV08oDdsfArI1KLZrJ+cKzFYBEuvgz8vrt9oQaH\nLy5qVywH4Xpz6gQwuTl6p48oysHQKPCybcCLzzYtMsaWl9N+gmnqehSQ7CRFXqvXn3//a5QunaHa\nDaYlhBMSd6sCPO4/fYGCO4tzYFKkEEwv7DiUblAKlQrD5KY4O0NlVATC3R99HyybozZn7qQYU4DK\nr+vQ9dCSfv/n2IDL6ss0Y37qP4kM9jNGwfyIAu/NuApxzmGaJkzThGVZqFQqME1z9XSqjJGLK9oX\nmtm2jcOHDyOZTOLMM88M3eall17CM8884/198ODB+o10Hex1e7H96Bxw8Avey/MVIfBNpcDO2+G7\n3wG48MILceGFF7Z97BJN05BMJpFOp5FMJpF63/9AYmmhWozGOY2DTZPqdmmJXKRkubBMEsIFBUiO\n449jykXhlASxyES0QR0IAdZTmsa2aHd8zhhtn0zSPQm2/2v2B4F2rcep+Vpa4FIuVi9QQmBML+Eu\nlWFXo+B5ZYXaQN1o79x66OS7WpsYqeCmdszgOkBFjFVXSxsK7msTKyvkmv6O969+LU4Xaq8p577A\nUvbpsh2VBPtf6TgHVD3bs2veAjY0QsLNp/ZTGe6ScHPQWHVxTmGEyrJ0TJTXqXbBYocL55qlF+73\n3RblKRS9ou1nPFm3XKfheIKlM9DyQ2CZDGzbBtvWvXqvUCgUCsWg0atFyQqFQqGIDiWYUygUbREq\nbtq0hQLPMlAgXcG46weN5YSqrovgYcBtSE5w167C14TQTgql5L4BmujJD/mTPUXhOicFGTKYbVv1\n6a8kHQqr4rwSOarUPN1K/9b093gbMD/gvJpYDuiJ+5eisaDNymSxtOdqZHa/EcbEptb322vr8hgK\nXzt6wN5zLb3frvArW6DgWCfBokQCfHScRHyLcyQ60nUAepMucyINnpHw3Ualcsn0nUMidfqIqByw\nX/w14O6vNy0yxjVvAf7tjq47eYbRrRR5dd9z6iT4wz+mcUJYitTmj5hSI8rrKYPYx18CJs4Aikvg\njlOd7jUYZC8uk5MiIMYpDr1/8iiQTANHD4Nv2kz3KJMDlpeE6E24Mdk2wIR7rbdvqagTyPuriW2Y\nJlIaihSvXQ68S2FcUCBnmubaH4yQr3/96/jmN7+JZ599FqZp4qabbsLNN98cuu3U1FTV34cOHWq4\n30t378FHjAS2T01h26ZJDKWTlK4vIvc7XddJFJdKUWrVZBLJZLJ+wxoxmvu9fwMOPAqAkUOk54QU\nKBuuENAEBUiLc/44lDEqI2aFBJ2OE4kQYF2kaWyDjsfnmg4Mj1D9bbI/cIP9YY9T8zW9wMW2qA3U\n9PpnLsPwRXSy3+UuILtf1wXSyabOrW4hhdfu9tfJN1LBTXDMIN23AKrytWlDJUEnP8ehsdL+R8Cv\n2quceYD6cdhKma6THiivwesJ+H28HPNKoXrYs30PhZuDQFOLc2RqY7NCP6k0MLmZ3utDmu9uu993\nW5TXddd0hULQ9jOeWaG6NTxKi5FqxhNM06AH5hS0y3aDv/FtyhFHoVAoFAr0dlGyQqFQKKJDPc0o\nFIq2CRU3jY1T8K8knDIKORoM6nr1hKpjU1CwMAy89IJIQRVwoKt1OXBskapKuCAANMAcGvYnxRMJ\nmmQvLtP2EJsyRsfTaFI7gmDM6bISuVduJbXfw0+dAL/jr6kMHDtCG/XZ/et0Z21BWwnFe7+H4r3f\nQ3b31eB7rm9t3z22Lo+b8DX0AZtzP/iTSFB7uFIKfcDG5Vd1JvxKJKjN1I22g0XcdcmhTgboV0r1\nbftqBDfTNCGY437aQnF/ohQcRVUOtEQSaFFkzHvg5FlLL1Lked/18P00Plgpib68A4JlqFykcso5\ncOq4SJ9a++XCKSloYCuF/EwDuCPaGiH6PXWcXjcrvqCOMbGtGIe4TkCQGjgfI0H7TmeBwpAv9JbH\nHGHg3bbtqjSqUiDH23ZwbA7HcXDkyBFYllUndpPMz8/jqaee8v4OdY0TbN++verv5eVlcM7BQtqK\ns846C2eddVabR16NYRh14rjEauOKEJimgVsW8NR+us9zM3RvNR3khqj5TlOyPsvyZhiUvrG47Lua\njW4gJ8RcgcpnD8Wz65GOxueMgV3+WvD9jzTVH/DKCvgS7YPlCvQI0uPUfM0scEFaOAAvzIlzFuJ0\n1PQ3uk5unrbtC9YZPGevRufW0Bk4kfAFopI+jeWjEtxUjRm8Z1zXH78E04YCvrscfZr+TqYAxmKR\n5jMO1I3DVsqiv20wduRyQQX8a53N+2Oa2mf7Th2Y19kirKYW58hFDokk/ZRLlH58WLQlPU7z3Qv3\n+26I8nrmmq5QIJpnPJgVsP95C/CzB6rHEwzQsjlkXvVaZHZfg1loqztWKxQKhUJxGtGrRckKhUKh\niBYlmFMoFB0TJqLipWXgqf3hE4KXvArY+Wrwf/hLek9OhksXIZmuDBCuLNmACC6wslwz6leYyxRo\nXAQoZfCnVCRxXthkewTBmF6kB4kTvXIr8b4nPwSeK8TK/et0phlBG0+lwYdGwDIZlO6/B+6RF8Fv\n+kBTwYp+WZe3HFjnnB54E+R21Y7wtZHLQNUDtgwW6gZ9tyzbsn0cGQPmZ6sesPHoA50Lv15/AzB7\nsu1gUVXQMz8k3D85OfYszNPv0mmuKpU34EWbg0Jq7y0NgNs1p48oBdCtiIx75eRZRY+cVrjrUpku\nFX3hYyfIgKhMu6pxIUoS+9V0P4CuG0IwF1TLMfrbrUkP7KVxK/puS7oBcNsProtAkSeck69x2q0n\nfBoZCx9ztBF4dxynzjXONE24tWntuwXnQHEZ9/7Xvbjza1/Hs88/j0qlgiuuuAKf+9znQj9SK6Sb\nnp5uKII755xz8Ju/+ZuYmprC1NQUhoeHIz8FwzA8UZxMrWpE5IQROiE6PkltRKlIwiMHAFxRZIS4\n3LJEUyec5UY2AEwDu/rNgKb1VDy7Xul4fH7F60kwt0Z/wMtFOKUiAA6WzoD3eUFMo76HZ/Pgf/6/\n6JlLtne65juiOTY9Q3nPV0z8iPaO6TReCBnzrLmQwjSBUome6eR7fRrLRym4YZftBn/wv0T6binA\nBv0eXAjmBoVdOjzHPtGOr7c0n51QNQ5Lpmis6NjViy5qr6l0pQeAVMoXiNQ+29emfAVO20VYLbtf\nWCZd48kzAdcB+4VfBZvc3BeHtNAxc7kk2jFOC3YuvRJamyK0KNuInrumKxRAZM94LJmqG08YuTw2\nbtvu1/sTJ7p7LgqFQqFQDAi9XJSsUCgUimhRT+EKhSIygiIqBgBnbwd/41sbigTcWjGHYwNjG2ly\nVk5EyqD30qKfbkU6dmRz9cFoTRcT5rofHJer0qXgpJaIgjHdTg9yOhM396/TnWYFbc7McbB0Bvr4\nBNyDB5oStPXTurypwHowhaN0oDpxFBgaIdFEk4GZ1VwGcPEuQF6DuRkKFAbFwbJ95K4feNZ0akMD\nD9jsAx8BOhF+7dpDqVg6CBaFis8WF+ga1p5T1c2Af16173vfySl4p+vgK2WwqARzXRBAtyIy7pWT\nJ4CeOK1w1wU/ehiYOeEHuDtBljtZF+VxcJfEHIYQ05uOvz0HUJU2lfufa/g9EI5f41QHvZTzHIAW\nuA7CPU6m4ktnVk8Zvkrg3XXdUGGcUyX26w6O4+Cll17CwsICLrroInpxfg788YfBn3oMqFRgPfcS\nnnz6ae8z088803B/ta5xqVQKCwsLGBmprweFQgHvelf7YudaZBrVoDhO1/W1P9gGq06IJpI0Fl0p\nB4pfsMwJlWUgzTybOg9s701ghtFb8ew6ppPxOTOM5vsDxrwxj+04YK/s/4KY2r6Hz8/ScbsujV/k\nsxZAok7uVom46tB1EstddGnVuTXtDJxICOdO8R3Li30by0clUmcbNgIXvRI4dpiuj9cvuf6igKoP\naH5Kb8BfTLCO0nx2StU4bHRcONOKMsnF2C/YxwavaTZH4kwg/Nm+NuXrabwIq1P3Czx3EOwVF/b+\nwAOwDRuBS18DuC74ow+IdNNiTLbvp9TjdiCa67SN6Idr+npBpa7tkIif8armeg1D3QuFQqFQKMLo\n0aJkhUKhUETP6f0ErlAous5qIoFQIcXsSV/MoesUWC4u+ilWAXjBxmRSpGoNpDpjjByXlkWKIYjg\nvOZSCrjaeGmTwZhmJux6kR7kdOZ0SXsbd1oStJWK4CtlODMnyAWuCUFbv63LVw2sO7YvlNMNvz4n\nKdDRjDtAMy4DeOA/geMvVYtwALquwUlv6aahaXRsUpgRWBGOCIRfnQSLGorPVgvIh7nLyW0Z811G\nbJvuPwD+d38O99IrI0tn1AsBdFi/AqC+r+nmJEkXnVaqRKFLC5S+q5Y6Z8EmkMcqhR2a7pePbB6o\nlME4B5epe2U6zKBervb4w45BpsN0bBI+TZ5J7dqpkySI4LLuuYChUxvluuTctFra4XIRnHOYiRRM\ny4aVSMJaKsKaW+hLOqPHHnsMf/3Xf41nn30WKysr2LJlC+78x38Ev+9u8AOP+htyjqnh6om+mdlZ\nzH373zB6/duqBSAAJicn8ZGPfARbt27F1NRUqFAuCmRK1WBqVa2XQby1JkRlOulgG1Zb3mwLmJ8F\ne8MNnlgO6LF4dh3T6fi82f5AF666AIO2/VzwGC2I8drjh+8nkX+Vw6tGbaRh+H1z7VhDtqEAlcEr\n31C9/2adgblwA5Xthev0fSwfRT1jV14D/qO7/fERhyhTQbF/YMwGUJ8hU12uszSfUVBV7wojdG9k\nfw7QNdP06muaSlM69NmT9HfIs71ahEWsB/eL0Gcq6SoMRObc1kkb0S/X9EFGpa6NCOWmqVAoFApF\n7+nBomSFQqFQdAel0lAoFH2jaRcfL7AYCDw4DjB3Srws0hJm8xSozuZJMBeMU9g27TNXaCkY0+qE\nXV9S6p0mnG5pb+NKs4I2lhyBni/AOXEMfKXspwNbRdAWh+BNaGA9labgW0UE56RLFncpSFcpkxPc\nGu4ATbsMpNK+wEK2f26IwxR3SazjCmcN7lLW6sADdlTCr06CRaHHMH9KBIrDVEwi7ZvnLidSbnFe\n7dDENBEw1QDLjDSdUTcF0KH9im0JRxSR5tcQwYxuB4e64LQSGsD0nGFq9tWqWA4QadeFCF6mYZfi\n+VyBnEVKRV9I59Wd2tS+a4j1XFG/S0Vf+J/JAUMWtTnJFDkwVspAJk/leW6mLvBuOg5Mx4XluqiU\ny7BOnYTFOTCUAUorYJdcDLbSnckw13Vx5MgRHDt2DJdffnnoNolEAk888YT395EjR1D6xpeRPvYi\nXR+zQu4+ZgVbXI6ExmC5dN02pFM48ehDGOE22N6bqkRzjDG8853vjOxcGGOea5wUxqVSqdAUrz2l\n0YSodAitrAh3Y8dvx2rRNBJ5LC2EfkUrDpWKcDoZnzfTHzCNgYl2O7v7apT3XI/u+0KuTV177ISI\ncnmgndR0f8Lec7PlfvnO5oHhUTAhHAJaXEhRFM9nUjQnU2nHYCzfST1j2Rz46DiN/RbnAHB/YUXI\nmAHZHF3LmeNiB70VJgyCc1NVvfvJD2nsqmnVi0dkGnTOqU7qhi+WW0VoqRZhYeDdL/rh3NZqG9FP\n1/RBRKWujRjlpqlQKBQKRe9RgnWFQqEYWNTTpUKh6CtNizmCK8oBobGoSUtYXKYAxNAoTZjbllhx\nLrYpLfuTQEFCgjGdTtgpV5DuoNLe9pdWBW0slQYrFMCXFsGLSxSwWE3Q1knwZqVMdX7JovSPZ2zp\nSDRXFVi/55u+C4hsizQN0ANOUk24AzTtMlAuiZTStSmnteo0pp6ozgUcKaxzhXgoCaTSkQu/2gko\nhx7D+CRw8pjvclOXklUck1MrMglsFxQtNiFYbJWoBdANhWSLc3TPg2Sy1Jd1OTgUtdNKwwCmrNcd\nHzDzhaK6QQJReT80kSY1lxeCOekAJ2UrNd/f6Hg0zRfFSsFcYdj/HtnmmBU6hlQG4C4sIwlLT8As\nl2AeOQwzlYWVTIPrIl3yStkfgyRT3vVlF1za+XWp4fDhw/ijP/ojHDp0COVyGYlEAt/73vdghJSd\nrVu3QtM0uELUyDnHof2P4YKxIXIFlG0fAENj+K3zzsKGVAJThQxG83mgkAd/4RBw391gr9sbyfFL\ncZwUxcnf+y6OC6PRhGgpICqoHcMGkUJgwzjtXWWiJlQU1Ob4fO3+IIvcnmuQ2X0NjIlNWDlxonri\nuw80bI+lc61sAx3HF3lqmi9MDzpwSlHnyFi9SLodZ2BbOMUaBrn0Mgz2WD4/RP22I8QvpknnGGyy\nNB3IF2hbIwEsCtfVHgoTBs25KVjv3H/6AvD040JoCXguszKtdW35WUVoqRZhYeDdLwbBua3frumD\nhEpdGz3KTVOhUCgUij6gBOsKhUIxsKgnS4VC0VfWFHMANAkqTYhkWiAnmN4qkOKmJIIUjl39egvB\nmCgn7JQrSLSotLfdoWmniTYEbVquAGdpsTk3gnaCN+B+qtQTRwHGwP/fz4HnhzoO/rENG4FLXwP+\nwL10XeZnhXhEF8HR5t0BWnIZWJjzz807GCZcigLoBsBc//xl0LBcIoGPeMCOg/Nl6DEUl6jNNhLV\nqWcBkWJ2rZ2K/zW9q0GxKATQof2KPH+vvMsT4nQ9lhZJBJ4rdDU4FKXTSlMBzE4ICtlSaaqP0mWO\nMcC2wZIJMOE8yXUjIJhb9SrAq2+aELh5ad8C7kucw+IuLNuB6bowi2WYnMM6ezv4oacBIwOgAtgV\nwG4QeE+mKL0cY2AX7ARGRlu6BK7r4ujRo5iensaePXtC048ODw/j8ccf9/62LAvPP/88pqam6rZN\npVLYsmULXnjhBQDAaDqJhUqlWiyXyXnuPdePjvviP1NsNzQKfuBRsEuuaPl8GGNVorhYi+PCCJsQ\nLS76ItigWE6mDwymaAXo/cU5YGzjaekqEzVNi4LaGJ836g+MkTEUNm2K8Cw6p2F7LNNVy3bPdQBb\nOKJxTvW9MEQunrZFgnTN8McUQZF0J87A0hnMMinlNTC4Y3nXpdTdJ4/R7/Lwdd0X0zJG7QJjJD7s\noTBh0J2b2IaN0H79k3D/5YvAM4/TNbZMqt9tCi1P+0VYXXC/6JVz4SA4t8XBNX2QGAQB5CCi3DQV\nCoVCoegtSrCuUCgUg0t8ZsEUCsVpy6pijoVZEsDlCjQBG3SE8X6XaQlFgMUyKRiUFZNApSIwPEKi\njCaEVe63/7V+wo7XCFfUhF3fiIP4Z73QstNEW24EgcDLWm4ErQRvOCeBQXG5Rngg6mpxCfzHPwD/\n73vAdu0Bu/7GtoJ//OH7PSEOLJN+b8MdoGmXAWNYuFfViHykmxqreWjWNGr7OAfAfeHwjsvrHrDj\n4HwZPAb3uWeAO/8GOHpYnIc4h2bQRcrWbJ76hx4ExToRQIcGgqpEWTXnLp3UpCipi31NVE4rDQOY\n2TyQSgGzM4BlofE9DkvPG4KRoOB2Kk0i2WQSXurQchFIjkAb3QDXsYFyCXyt1KueixKqxgaW68Ky\nbJi2DfOF52G5HKbrgnNO7YGmASsrgJEAe/UbwGybnNaGRqvSmHokUySSSKbo2r1sG9iea9c+X0Gp\nVMLHP/5xzzUOAL785S/jzDPPrNu2UChgcnISx48f916bnp4OFcwBwIc//GEkEglMzb6E0WefpHu3\nKIS7IxtICCIxEkA+IUTEIrWyKKP8wCNgr7mm4TlIcVytQG5gxHEhhE6ILi8FypWo44ZB7bfr+n2W\nblCxd126hqehq0yU9FIUVNsfxG1Ce1VBSTJJ7THgO7y6LsAtqt/lIjlnWhVf2NYogN6JMzDnwPgm\nseI+SccygGN5KYjH3EzNG9wXGEmHYMZIDL+4QOOYdKbrwoT14tzEDAPau3/Vr+OJJB1zu47JA7gI\nK0yQ1jYRul/02rlwIJzbBjzlbS8ZBAHkoKLcNBUKhUKh6D1KsK5QKBSDSXxmwBQKxWlPrZiDHz8C\nfuffUPB5bsZ3ItB0PwAG+IFw+T9jFPgujADJJNgVrweGR5sSVlVN2M2epIC3dLMJpkLUdRrcqgm7\nvhEH8c+g0nZQuS03Asv/PcSNoIpmgzecU5tQWRHpOkGiAxn4femFKodJ/p2vgu9/BOyXb4Y2cUaz\nlykydwD3DW9qfj/SyUrT/d8ltu07FMn2MCi+ADyhFTv34obn1W/nS1n+INvabBYougBsXy+1msDJ\nSPgOY8OjdM4xTmcUGgiS52ckREC9RizHNOpnXNcPtkXQ1zRy/4jCaaUugMk5kMmQo05pWZTn1QRx\na4jlNJ2cE+U9B4BXXEBp7Sor3spMnsmAZRPQxifhzp4En5/160sQcZ0tx4YFBtPhMB0bFiyYjgPu\ncoAJ50PDCNQ5320OczOUYi+bB9t7E3Df3eAHHvUnuxoF3i/YSWI5XRe74p5r3M6dO1EoFOpOP5PJ\n4PDhw55YDgAOHjwYKpgDgKmpKU8wNzIyUvW5Wnbv3g1wDvfv/5xeWBHuaJlctVguSCJJ75eLtH0q\nDf7kPrArrwYYg6ZpoWlV1yN1E6LLi/6bctwKFnADhd9HAUA+79eT08xVJirWiygoKtYUlMjU1bIP\n4qKvsSwaT5065rvarhZA7zSto64DQyNgv/JRsHRmIMfyniBePic6Ial4g2M12RcwoyfChLg4N0Xh\nPhb1oqlBWYS1miDNfuUVsK9/O4yJ1hwuI3G/uHgX+He/2lPnwoFxbhvwlLe9ZCAEkAPMae+mqVAo\nFApFj1GCdYVCoRhM1t/ssEKhGHikmIM/cC8Fa2S6Fd0AUglfgCODDzLII9F0CsCslMDO3wH29veB\nGUZTwir+8P2+WE5OwuoGBTXlxCUgUmyJwLmasGuKbqVp6bf4Z9DoJKjcjhuBG1wtFXAjCKPp4M3i\nnBDLuX66xVqtDZfOk0J49MI0+Od+B+4b3tR8wCYqd4DjLzW/H1emhdTqBXOASOXXIMWkbJ+yObDs\nGsfZJ0LLXzBlpteWM2E4Jttd4T4mBYPZHImpg85UMU1nFBoIymTIncx1AYhzNAwqx9J5jouym8oA\nlXJHfU1T7h8dOK1UBTCLS75gYCXQrjANYDX9dbPoOjkRieOSAWwAcL9wW93KTcesQMsVoI2Nw11e\nAmwLlsthuS5Ml8PkoNSq2QJcpgNmoD0JOz75etVYQwjobAf4/teAvTeBvW4v2CVXgB94BPzJfUCl\nEhAKp8DO2wF2waVVaUt/67d+C/v370epRCK1P/7jP8arXvWqukNgjGFqagqPPPKI99rBgwdx1VVX\nhV6y97znPbjxxhsxNTWFDRs2rH2Ni8t0vNKtD6DrvRrpDFAuQjMrSOoaUo6F1MoS0ps2Izk2PjCC\nl06pmhAdGqFrGRybchewg8JmzRNLIpsDsgUSzJ1mrjJREhdRUBxoSlAyNErtWmWFhAi25fdHYPR7\nJuWlBG8YQI8orSNLZ8AGsLzXCeIB0ddBLHwIPKsGkWJE1wF7xQVdEybEwbmpG+5jUS+aiusirGYW\nOLkP3IuZh+5HdvfVKNz4/pb235H7BefgL70AHHm+tyLlQXFu60LK2/XIwAggB5hBdNNUKBSDQa9S\nsSsUg4gSrCsUCsXgoZ6AFApFLGk4eVYYJrFMqei5R9EHhHjNDQQodR246QPeZM9awiruurSyfG6G\n9g/Q5JHrVrsFBJyr4Lg0uRmjCbu4PbT2Ok2LYnU6CSprN7yrJTcCXlkBX6IAC8sVKAx7yatWLY9r\nBm/ARRpWp1poJdF1Ep15DpQO/a5Temb+kx82H7CJyh1Aug01sx9NOo/UpChkrP7cANEeMV9El0pT\nIDymAZaG5Y+x6rTZMnDvOc65tE2uABSGqlP9BolZOqPQviwr3KQA33FG0/0gOw+kbdQ0Ei9l8/T5\nFvuattwk23FakQFM16X+k7t0j2rFAms9wXprAAAgAElEQVSJ5YLlnjES1w6PgV18GTmyhfRptSs3\nzXIJ9twczFOnSBxnWrAcmxzjJIYOZPLkRGtbJJjTtOoxRPB4Q0V0QpTLSuAHfkapWa9/BzAySmlJ\nX/0GHH/2WRx85ilsf8W52LRtW329BrC8vOyJ5QBKnRommANQJZgbHh5e9VJecsklq75fhyVEcsH2\nRa9vpzTGkNI1EshlUkiuLCIJDhTn6Dr9698BiQTcdAa4eBeJBLO5WIxHuok3IfrUY9S+u261wypQ\nPX4E/PY6SANXmbiN7eJEHERBsaIZQQljNHEvn6l0A+CivMr+NTcEJMQzVKMAeoRpHQeRUEH8xBnk\nulkq0rhNimPDxq1j42BddDnsp3NTL1IkR71oKk6LsJpe4JTLA3kDpfvvgTM7A/7W9zb9HZ24XyCX\nJ7Fcr0XKg+Lcdpq3jU0zKALIAWdQ3DQVCsVgoOb4FYq1UYJ1hUKhGDxUC6xQKOJJo8kzxoDhMQqC\nlYp+YJ4xfyU/Y+REk0iArZSAZHU6sYZBx+VF4MRLYvLNrR7EVu/Ad67SNMAVgrnR8b5O2MXtobUX\ngRJFa0QSVG7SjYCXi3BKRQAcLJ0BFwIu6QrViDWDNzKlXZ1+RTiSBVNeBcUutk31tbjUfMAmKncA\nGexoZj9SOMUDQVUvfZcGGKy+bZKC3mQKGNsIZLJtBVi6LchYtfylsyT8syw/KMg5XQddJ+GJbgAj\nY6GiI4+4pTMK68vSaV88JwN+wess+zJPZOaSy5wMlDYZHGrXTZK961egteq0Ive5OOcfd22q2WbR\nNDqmoRESoU2dB/aW91T1D5xzWJYF0zRhXv56VF58Aeahp2GxFJBgYCsl8ArVCzoCRiI5KYhzOdUn\nWa6SaWr33DaO17aBcgn8wXvBAWhvfCv+r899Dj/84Q+xvEz3+aMf/ShunJoK/fjU1BQOHDjg/X3w\n4MGGX3XDDTfg8ssvx/bt27Fhwwaw1epCqySEgCLQTmmuQylVdZ0EcrqOhB5YqDA3U52iln4BLJPK\nwl1fBv/GneDSETKTXbeT6N6E6F3/DP4f3/BTZwO+U3GQoEum1Th1edzGdnFEpXOroVlBSfCZqrgM\nLMyK8ZIoj3Mn6b3RcRLRLcwBNWWt7bSOnFMZd2wqxwMo/my4uEuOj2ufVTXdXxCg68D4JGCa9W1D\nt4+vB85NKkVy5zS7wIlXVuCUS9DHJ1B5Yh/cZBrYe1PT39OO+wU2nw0cfo7e67VIeUCc2yJJebvG\nIrN1waAIINcJcXXTVCgUg4Ga41coWkMJ1hUKhWKwUKMWhUIRT9aaPDMSFEwvDFOwVgZqTx6j/+Vq\n/sDk2VpBR75hQgQ1atOu6X7gUwY6XOFa5YjtXJcCxMlUzyfs4vjQqgIl8SSKoLJ27duadyNgDCyd\ngT4+AdtxwF55ZVMPgQ2DN9LBKvzsfG2OTHenaRQkcR3xvgssLQCFkeYCNlG5A0ye2fx+GAOyWWBx\nAV4aUoAEF9kssLxcn5KVg861MEzXvMUAS68EGaHlb2SM2s7ZkzXOecxvZ6GL9teNZVBsVcL6Mk30\nT8F+ppHwSQaCdK3+tTX6mk5TFLbktJJKk8hCOudxDshUs7V9qBOWVlikpN24CUgk/evxylfDfP2b\nYK+skDjONGFZFizLAg9evze8BTxxN/iBR8FSKWhZ4UbpunBcDr40709MyeNYKdGPPF55zKtdU85x\nomJhuljBRCqB7fm0n8pV14F9PwW3LVim6YnlAHKNa8T27du934eGhpBKNRAzgMR1Uw2Ed52iFYaQ\nzueQtCykhgpI2RaMBAPy2fqNpVhOijDA/Lb22BF//CHve3GZ3h/buK4n0ZlhAG97L6XjnTtFosGg\nayET6aSzuWqXzJB+g2ey4N/+11iN7eKISucWQquCEt3whffS7RUgQZeRABx71bLWdFrH4iKwvETt\nBNOAxXlgcR784fvhiv0MVKBgLWeksGdVxwZmZ+h33ejuQqs+OjepFMmd0dICp9IS+EoZzswJ6Bsn\n4T58P9jlVzVdl9pxv+CaTu5yK+Xei5QHyLmto5S3WHuR2bpgQASQ6404uWkqFIrBQM3xKxTtowTr\nCoVCMRioEYtCoWiZnqSFanbyjDE/ZVgDh45mBWWYnxUBo4BwwTB8cYP3fTo5Idm2EEEIZ6uVEk0U\n93DCLq4PrSpQEj8iDSo36UagD42AZTIAGLTt54Jf946mjrVh8Ma2gBNHSZzCQ9Kx0qcBiKAkF8K5\noFjJdamuZvNrBmyicgfQDANuK/tJJEVAGQA0Ic51SCwn0/lJ8S53/SZrcZ6u0SXh6RxriUps20yf\nUFf+ZLB4frZmZyGunrJddl367HBNCsMgcUtnFNaXSbFY8DzDzju4jePWv7ZKX9PzFIX5IXLKoQOE\nJzwzjOpzZ0IYx7WqPpuDw3RcWJzBhAbrnB2wz7sEVq4AHDu29vfrOtjr9oJdcgXwxKPQpg/ALZeF\no49NgVxXiOR0g+rqSon+l8clA7BB0by81hz44nPH8LWXZrFs07141+YN2J7fRO87QgxRLoE/P40p\n3cXdgcNbTTD3mte8Bps2bcLU1BQ2btwYrWtcAwzDQDKZRCqVQjqdRjKZhGEYcF/zemqn2AgJ4hq1\nU4tzJI4MisGk269sb+XiAoBety263qPj63oSnWmaHyRPJOk6AiQwT2fq63lIv4GLdwH/+0uxG9vF\nEpXOrZ5WBCVh4ldHiNVPHqPyukZZayqto3QHBvxFDZzTfh0nsrFGT2nFyU8+qwbTXHfbGalPzk0q\nRXLntLTAKZMBTs2Ar5TBy2UgkWhZkNaK+wVGN4D/6e/R630QKQ+Sc1snKW/Zpc0tMht4BkgAqVAo\nFKczao5foegcJVhXKBSKeHOazagrFIpO6GlaqIgmz3g6CzQlKMtR8Lw21WPQwSYI0ygQ74iUc0wH\nSiVg4syeTtjF8aFVBUpiSoRBZTY0sqYbAdMYmHApye6+GuU916ORxC2M0ODNkukHchvCAR5IzxpM\nsahpQnRVJMFcEwGbqNwBWt6PpvnOcbZwvnIdOv9aFyzGqlN6/eAu8DWEE1GIbVvqE4Llb6UszkMc\nu+tWpyAFqI31xErcdwUrLlHK2ZgFxRoS1petrND5SWEid/0UbUBAZKT5/1fE9W0yONSfFIUh/SVH\nlQYdAEzXhWU7ME0bpsthuhy2roPnsmA3/QpYfqix495ajIzCeO21GHvru+EuL4JXKpgvleCkMoDr\ngt9HLnRePeQc3HVxslzB9NwCMuUydo7kq90rxInojHliOQCYLlX8egvAS2Xo2Jiq+IHQfD6PoaHG\n92pychKTk5PtnW8TGIZBaVUDP7quh27bVDtVKZNTZ5VzGgAIEQxjQrAcqM+yDks3yXRmXU+ie9dR\n9o1ynNNsv7G0ELuxXWxR6dzqaElQEiZ+Ba9OKdxEWVt1IYVcYCT7de5SW8k02sZ1ohtr9JK4OyP1\n6fhUiuTOaHWBE0umwAoF8KVFuMuLJGhrU5DWjPsFX5zvu0h5kJzb2kl5y6bOo88hhkLhiBkkAaRC\noVCcrqg5foWiHs55Txa7KhQKhaJ3xF4wt7Cw0LV9a5qGTCYD43Rbia9QtEg/Un5GNXmG//h6c0FH\nKeDQtHohB3OrxSjeQQZ+10j0wM69uGcTdnF9aFWBkpgScVB5bTeCLHJ7rkFm9zUwJjZh5cSJEBHK\n2gSDN+6/fFGkXdZJeNEQkZ416HYkU0O6LrUXTQZsonIHaHk/MvhULlI6Tqb5At3qI6T/HBtgCaAw\n3JRwohOxLa57R8t9QlX5C6ZatWuENd7+asTLMr0nENugWBihfVlpGUinSTinaeQe5zrkXMrhu/DI\nviSZ8oOmTQSH+pKicHkxsH+6cRbnsCoVmGD043JYrgvuOr6QNZjuK5UGCwolO4BpGnRRr9mpU1RG\nAi50/MAj4E/uw9f3P42/3fc0lkxyu7tychQ7t76c6oRt+26OjoOpXLVo4OByWTQzNU6BVgXnbxjB\nbb/0Hmx/842YmJjo2URaIpHwnOPWEseF0ZJTlJcCm/luUTINdvC+euVZB0Sa3PU+id5Jv4HzdlBK\n15iN7WJL3EVLfaIj8aumAxsmqZ9qsqw1dAaenxX9kF6djlsTC4/kuDKisUZPHRbj7ozUh+NTKZIj\noI0FTlquAGdpEXylTH1zp4K01dwvYiBSHiTntnZS3kqRnRtHoXAXGCQBpEKhUJyOqDl+hcKnUqng\n05/+NO644w7s2bMHX/7yl/t9SAqFQqGIiNgrxT70oQ91/TsSiQTy+TzOOussbN++Heeffz527NjR\n9e9VKAaBfqb87HTyDNvOBf/n/6e5oOPyIrz0qv4RAMHUjsHUrK7jB4EBf6LzvIs7OudWiOND6yAF\nSqJcsT0Qq79Dg8qWLwiRgrKgsKOJoHIjNwJjZAyFTZuiO/65U8AzB+h4g+mXq48GVSqroENkTUCi\nlYBNu+4AeOPbyIlBlos3vg2slf3YFqW5lClZvfPQfDcyoDrt4fzsmsKJjsS2D/8Y/PhLwJHnfdFh\ncclPbQlQe1PbJ1x/I73nBNpOx/bvkbZGGysxEvS5GAbFGhHal5XLQiSnAxDCTlmu5T1mIjXeSskT\nlDUVHOpxikLbtmHOz6HscFjQYZYrsFwOF6yxS6s8T0kqTffWqgAorPmda8E5x4kTJ/Dkk0/i1KlT\n2L17t//myCjYa64Bu/Jq5L55F5Yeetx7a3qpTMdBOwkI5xmmhrLedjlDx9ZcBmXHhfeqxkTa1xXk\nR/O4kq1Am5iIRAAYRiKRQCqVQjKZ9NKqtiKOa8Sa7Z0rxCqyrdV0SjMYTBMN0GtyEYIrUtYaht9E\nr/NJ9Lb7jfwQXaIYje1iTdxFS32ibfGrYYixQIZea6Gs1S2keOh+utaM+eJ4TaNrnRtqbazRw+fP\npq+xpoFdvAv8gf+kY5HjoZg4I/XFuUmlSO6ctgRpAYGwFJR2yzUzJiLlTp3beklLKW+HR+MtFO4C\ngySAVCgUitONQZrjVyi6zQ9/+EN86lOfwqFDhwAAzz33XH8PSKFQKBSRMthP1hFhWRbm5uYwNzeH\nffv2AQAmJiawd+9e7N27N5Lgk0IxqPQz5Wenk2eYfrL6+IDGQcdkEjhxtEZgAwCBdHlh4g3AF+Jk\nc2CTmzs652aJ7UPrAARKokztFNs0UWEEg8qJJIlwjh8l9zIJ04BsloILRqKloHKtG0HUkyH84fvp\nGBLJanFW1UF4/4QIdZjvgBQUzzURsGnVHQDn7SDRw19+mtweJOkM2EWX0ftP7lt7P2Mb6T6UisDc\nDAW1pQgFEPcrRz+u2zCYXSvodB+6jz7fjiCjUgaeWADSWWD2RPi9KDlUzoJpF//7Hvp7cY6OWwpr\nGKs+J4luANwGuEzkK8SQqRSQGoltUCyMhn0ZQKLIWjgH4AK265fXVoJDXXL/cF0XlUoFpmnCsixU\nKhVYlgXHcYDlJbjlCpDKAe48lVVDD4ioasSr8rxsm/7PD9N7iQZ9WAvcd999uPXWWzE/Pw8AOPvs\ns6sFc4HjmLrgwqqXTpRWsGTZKCQSJGCUQi8Am7Jp/NEl2zCVz2AynSDXOMcGXHlOOuDa5H7JOVCp\nAMVlIN+5AFC6xgXd47RuiSxWa+9sC5g5ThtKl89MTggdUe2OKI9P0wKukqCqnMlSGsh1PInejqsM\n3vg28L/8NL0Qp7FdBHRrYUHHoiDHJqHi8iJ4HBc7dEBb4td0Fhgard9ZC2WNbdgIXPMW8HKRtjVX\ngKVFADowPll9XwwDyIkx5/wpGjsExxr5oVimJfbG/4/8mJ4fARIHc5f+zhfCRYFAT5yRvPq29Rwa\nfyVTvXFuioH72MDTliAtMJaUn+uWa2ZMRMrtOrf1U1y2Vsrbfi5U7TeDJIBUKBSK04oBmONXKLrN\n0aNH8elPfxp33XVX1euXX355n45IoVAoFN1gsJ+qu8iJEydwxx134L777sPNN9+MTVG65CgUA0Ic\nUn627dBx7dvA/6KFoGMqA2gGBbuZENa4HEgY5C4XdE0BApPYItiUSgMTZ/bOoSKuD60xDpREmVq4\nH2mKO4VpGthFl4H/4Bt0fV0XVH4NP6jAXRJ4FJdJmFQRIogeOGEAjQPqVQJRKbzRdd91zdvBKm5W\n3CVhi6a3FbBpxh0AF+8CW1oAf3Kf73NXWy6EWI2dtwO8MAw89lCoywB2vhr8H/5S1IcynW9hmIKw\njRwBa4PZD90Px3X975DHM3OMroFp+p9rRpCxvEgiGcchJzsvyK75jmgAlS3bIuEc5yT8+9kDwIWv\nBJ476AtoAF88FXa/vHbET9mJcpmC+TEPitXSsC8rLvvCQc/hVKbG06jdzhVaCw516P7BAZiOA9uy\nYZ06BdM0YZom7KBDCOd07FYFSKTAM1m/zchkSZDrulRu5f2V90riiDS06Sxtk0qRcKIBnHOcOnUK\n09PTOHXqFG644YbQ7UZGRjyxHAC8+OKLqFQqSKXqy/jZZ58NwzBg2zZyuRy2bRzDQsVEIZUGSiUa\nB4jj1jQNuzcO+x92XT+1rBQAarItFefaomMeY6xOHJdMJrsmjmt4HGu1d7LeajowPCJSZcOvs0G3\nyDBnz3SGBHPrfBK9FVcZtmEj+OK8SKkXs7FdB/RiYUHLjtRSPD9/CuCchF+P/yyeix06oGXxazYP\njG6orrNBmihr3v3++U+A56epTZDucumM3x/YFvWBpZI/HpBulLMn6W9No2OTwvwYpCUOHf9ncnQu\nug44oHNYnKdro9eMQ7rsjBRa35YXaeyUydCiE8vsnnNTTNzHBpo2BGmuuJcsnQFnoHmNLs1J9MW5\nsNGxtNjHxoVGKW/7uVC1Eb1y0R9EAaRCoVCcFsR4jl+h6DaWZeGLX/wi/vRP/xTFYhGapoExRouG\nAbzsZS/r8xEqFAqFIkrU0+UaHDp0CL/7u7+LW2+9FRMTE/0+HIWip8Qh5We7k2coLbcWdGQMyOWA\npQWhVRBuRtylwG9twF8GgABydxodB9t5Re+cKfrw0NrUhGlMAyVRrtge1NXf3LbBj75IbmVSnMPd\nelcCTbiNLJu+g1m3nTDWCKjj3It9gahlVqfvrBXNhcEYqlKOdRCwaeQOwDNZ4H9/qfly8eQ+Evfe\n/L/ApHAkKBIME05k8/XB1yDBYPb8LAXYzBU/XaJ0y7RtwF72r2U623ifwf2ulMU+OOiCCoGQFF8C\nfhnSDXLfKhXpuDNZP71sMBjvinSzUnAkHck8QZ0oj9wFRjdS07zzCuCpxwYiKCZp2JeNbCDXvXKp\n+gMZ4fITKJ9NB4daCLaajgPLcWDOzcIsV2DqBqyFZSCdhlZaAcrVDoJ87hT4zx4AnnlclB8h2kyl\ngGSaRHSZnO+ylpTCzOB918jVtSLun+ib2Xk7Ggo1nn76aXz84x/HwsICAHJcu+6662CEXIupqSkw\nxsCFgNZ1XTz77LM477zz6rY1DAOf+9zncMYZZ+CMM84AW5iH+89/Q2VXlkfAL5eeKNTxxXJSPMa5\n3y7J7VZxzGOMeW5xQXEc61IK13aobe/4qZPgd/wV1cvjR2gjmUq4kWC51l0QqEkf16XxSIxYy1XG\nYx0FJHq5sKAlR2rHrh4PZHJ+/Y3hYodOaUn8uppYDli1rNXdb0eI5OQ9B2jsceIoCcuk82hY+nUp\n4JNpyTUtFmmJG47/V8q+u5xczOC5q9p03brsjLRqfSuM0PGVhMuXvI5Bh+Coji8m7mODTKuCNG5W\ngCVq57T8EBx0f4FTyyJloKvOik33sTEmDgtV646nxy76gyqAVCgUinVNTOf4FYpu88ADD+CTn/wk\nnnrqKQDAZZddBgB4+OGHMTY2htnZWUxOTvbzEBUKhUIRMbGfAf7gBz/o/X7q1Cl861vfgikdUQRb\ntmzB1q1bMTExgWw2C8MwUC6XsbS0hBdeeAGHDh1CsVis+sw555yDq666Co7joFgsYn5+Hs888wye\nf/55uDWTtktLS/jsZz+LW2+9NdSdQqFYj8Qp5Wc7k2e8naBjfogEcwwBgQ3zhR8S6YAghSZjG8VK\n/O6IiULp4UNrSxOmMQ2URLliO46rv5uBf/9rwJHnSYiztAg/YhzcyAUcKXwSZUQ3uueE0WRAHff/\nACgt+WkbNZ3cEyplEZBE+PkE9wnAc4OMIGBT6w7Av/2vbZULdvfXw8tFJ8IJ26Z2mLFAejO5P+4H\noAE63qUFYGy8caBc7leKiLxrzesvuyxDUjgnr0cmS2myszkSVQXFSK7jC+SCyH04thDhkXhZe/Xr\ngTe9e+CCYg37spEN1OZZJl3PZNIXFLURHAoLttpLi7CMBCp6QojkXJimSSnzyiVf9KTbgHkC2HYO\nsDAPjFBqPj57EvybXwGem4YnjqRvozbbztJ9nZuhuildbMwV6ieTaUBngMPptZUSlYFkCqccYPro\nSTyfeRHvvpKHCsYmJiY8sRwAmKaJw4cP4+Uvf3ndtplMBmeffTaee+455HI5TE1NwbJCUt8K5MQX\nAGBkFOyCneQ2ZSRIUCzLqUwfW3WxGZVLQIgkXBoPSRGhcMzTNC1UHAcExF+LcySmjWFZ9tq7/BB4\nrlDdx8u2pVH7IZ+r5HiFaeEiuqjHIzGkkauMxzoJSPRjYUFTjtSci34l0P+UlqvHoV1a7NBvkWdT\n4tc2y1ro/ZaOtIB/reUCB8sMPGetMXZzbCA3Gou0xA3H/7IfcCHGpA5dV9mPZ3LAyJi3n6jFmE3V\nt2SKfswK/aTSwORm//gjcm6Kk/vYINOSIK20BICBpTNgmQxg212fk2hJpAx03VnRO661+tgYE4eF\nqkBvxe6NWA8CSIVCoVg3xHSOX6HoFidPnsRnPvMZfPWrXwUAjI2N4VOf+hQMw8DNN9+MVCqFyclJ\nJZhTKBSKdUjsBXPXXnstAGDfvn248847PbFcMpnEm9/8ZrzhDW9Y0/nNdV088sgjuOuuu/Dkk08C\nIKeK0dFR/MZv/IYXsAKA2dlZ3HXXXfjud79bJZw7fPgwvvOd7+Dtb3971KeoUMSTGKb8bGnyrJ2g\nI5gv8NANCuwwJlwSAgEdTYg4pDtQlyd/Q+nBQ2u7E6ZxC5REuWI7bqu/27oGQUc2XQc5zXHfCcRD\nBADLReDCV0bqhAG0GFA3DHLGkMFaxig9qaGT2Mt1/fNYjXR3AjZdKRftCiekqwt0+nthrlrI4jm6\nBMpBpUxineGxul16+5XCvaoiwqrd/gDfLYaLewJQcFy62eUKwuHOqnZiqU15LdtZKXAQwk15bQY5\nKLZaXwago+CQ67qoVCowz9mBlXu/D8txUbFcuJUKUDpC5TGVJpGcTJvqBkSyjAFwgbkZuP/8N2Dn\n7wB3OfCT//LdaORnZH2zTDrmTFb0R2USzEnR3Ir4rhrmuYZf/sEjmKsIUcW9P8Xr9u7Fpk2b6rYd\nGRnB+Pg4ZmZmvNemp6dDBXMAcPvtt2NsbAybN2/G3NxcdTrZNWB7riVBSXERKIs2s9bJ0iv74t7o\nhlemtUwOaUNH6rIrkd60CalUComQejuI4q9QMYQU59IGwoXSEc6WAbdIea2yOd9RscvjkYFjnQQk\n+rGwYE1H6sV5/1o5jlgcU5PWvAuLHeJQz0PFemHi1zbLGv/uV+vvd9h4LDjuWGu8FtyutAwMjzYW\n5fYgLXHT47ziIn2361J6VsOg67ZhAmzX7q44IzVV32T/LfvmcglYmvfHfRE6N8XNfWwQaVWQxjIZ\n6OMTABi0y3YDPRg7NCVS7rKz4nohLgtV4+aiP8jPegqFQrFeUIshFKcLjuPgjjvuwO23347FxUUw\nxvDe974Xv/3bvw3OOV7/+tcDAD760Y/ijjvuAAAlmFMoFIp1xkBEEvbv34/PfvazXrBramoKH/vY\nxzA+Pt7U5zVNw65du7Br1y58//vfx9///d/DdV08+OCDqFQquOWWW6CJgdvY2Bh+6Zd+Cbt27cLt\nt9+OlRV/cuBb3/oW3vSmN4UGvRSKdUeM00I1NXnWbtBRNwBNHHsiQYGEcjF2k7/dfmjtaMI0ZoGS\nKFdsx2X1d6tUHbdZISFcOl9fP2Vg2bFB7mGcHJLOfFnkE+EtBdSlY1MwfdRKiepnNk/X2aw0dizR\ndDrnsYmu1NmulIt22rCiCNIyzU8PBp3qXiJFzl6lZUCmnJbYFrmD5QrVqRIl5aLvPBhEN6pShnqv\nMdcXGovMrSgtU4pRwyBXTrMi3Ge433fIfqNufyxWYpCoaNiXNREc4pzDNE2YpgnLskgkZ5pVwjC+\n/ULwA48C+RGAz9M1Ly2L1OMy1aj3DyFFmY4D6Dr4A/fS57y2wQkROojyVCrSvUwkMVcsYnrFxXTZ\nxA2bRlDgAaFEMgWksxhOJGHVuDofPHgwVDAH0Ph/ZmYGmUwG27ZtW3U8fskll6x5DRui62B7bwKM\nBPiD91LbIc8fIHcqkYpWB5BKJJCCi1QmhWQmA2MDiXK1110Hls/X7X7QxV+hfbxjA2B+GyxTEcox\nJAuICxMJShkNdH88EqPr1gzdGNv12tmsnwsLGrp4OuL7gk5ajHX1mLhtw/32v/a1nq8p1tt+Pvj+\nR8LLmhTXy37ZtkPLGuZONb7fUvhhW/VpV1vBtrz7EUoPnj+bHueNbKAydeqEGEMXqN6dezHYFa+L\n3kG71fomFy9Mngm4Dtgv/CrY5OZI24W4uo8NGs0K0liuAD2fB8CQOn8HzL03IcSzOfrjW0ukHKFz\n4bonJgtVB9VFX6FQKBTdJW5z/ApF1Dz88MP45Cc/if379wMAduzYgdtuuw07d+4EAHzsYx/DqVOn\ncO655+JDH/oQ/uRP/gQA1jTxUSgUCsVgEfvZiuXlZfzFX/yFFwB8+ctfjt/7vd9DJpNpa3/XXXcd\n0uk0Pv/5zwMAHn30UXzta1/DTTfdVLXdhRdeiA9/+MP4sz/7M++1xcVFPPbYY7j00kvbPBuFYoAY\n8LRQHQUdx8SkNNPIMSeTjeXkbwK2dIAAACAASURBVDcfWjuZMNVueFdsAiUdrdguLgGGAf7Ij+G+\n4U1gmhaL1d+tEnoN8kM0oW5bJHIpFUUQV5Zv4QyUSpMo7bGHwK99W2TH3XKAT4rhACEIY9X1eXIz\nsDBL50En7adPlKKuXMEvY1GmwuqSK0BbbdiyqF+M+WmjN0yQuHDed+aCrlU7ZnFOZeHUSWDijGrR\nmmwbPce4kFSKtWgawIVbp1TMlUvA0CjYRZeC//ynFPybPemn1GWB/TGNXKhaFNasV6QwLiiQk47L\nq+E5pb1wiMSKZoWcBD2xnLyXzDMD9O7B4pzYxgVsp2b7mm0DcMvCL/74AI6W/ePbPv4qXDa5sa4P\nZQCmNp+Bnz/3orft9PQ09uzZE3o+v/7rv46bb74ZZ555prfQpWvoOtj176DSvu+nQLmEhOsgyThS\nmoaUzpA0DOg1zodr9WWDLP7yhFeuA1y4E9j/M7+PXylTGwIEypcoN1Isxzm1x7JO92A8MogB3KjG\ndv1yNovDwoJaF0/3B3dRPTZNKkOMdfWYuG3D+crfgj9zoC/1vOl097ZFZWhoxC9rM8epjAXF0dI5\nVtMoxXagrK16vxlIjK/pnQnmuNhPYThc1N/l58+mx3m2Re+XSiTSdMmtFYwBd/873H0/IWFahPWv\n0/qG5w6CveLCjo+jFuU+1jlNC9IYADBkd1+Nwo3vx8nZ2eo60eVjDBUpy3oYoXPhuiYGC1UH1UVf\noVAoFN1HLYZQrFdmZ2dx22234c477wQADA8P45ZbbsH73vc+6DplUrn//vvxla98BYwx3H777Vhe\nXoZt22CMYeNGVbYVCoViPRF7wdw3vvENLC4uAiCnuF/7tV9rWywnueqqq/Dggw/ioYceAgD8+7//\nO6677joUCoWq7V796lfj/PPPxxNPPOG9duDAASWYU5werIO0UO0HHTNAOgv2ng8Bh56K7eRvtx5a\nI5kwjUugpNUV27ZFQS6ZQlI4mvE//hT4BTtpf7rR19XfLbPaNTASdCyFYREQ5eSe5LjAqeN0Dbpw\n3G0F+GQKSE0TLka8uj4PjwGpLKWYWimJIJIQajAN7DXXgL32uujrbBddAVpuw1wHXkpEwBfmyePy\nUmmGBK7lccwcp3vhOP5+ZVpUuNXmfcKFzD/ggIBK031RnrxfiSRw5dXAz39K55POBK5Zlv42ErRt\nudSysGbQsW0bpmmSW1ylAnNuFmZxma5bLt9YoNgI6ZR2393kNCfvlRRDSDRRV2Qw1jTp3suAqxBN\nzJs2posrmC6beM3GEWzJpvx2A6B2HMCQoeNo4DAOLZdx2aaA2DyVAjtvB9gFl2K7eQd+/tyLSKfT\n2LZtG0ZHRxueztatW1s7/w5IpVJIJpNI/MIvI5nPIPncM9BcR4yFStUi3hb6skEUf4UKr2SKSwbq\nP7J5EoZYpl/fAXgiW8emMtaCuND77tMsgNvp2A7Do31zNotLWjkJ0zTw/BAw/SSN3cpzPTmmpX/7\nR7gHD/SlnrcqygUAzJ2iMdSJl2gcLMWvdTuHJ7xmr/s/gNENq9/vbJ6Ebq32XWFf7Dq0r+GQPqLb\nz59rjfM4J5F5qVjtzBfEsYETR4HiEviDpUjqX9zqW5Ao3Md67Y4ZR5oRpGmvfDXGr38bjIlwd96e\nHGeNSPl0vmdtEYOFqnEQuysUCoUivsRmjl+hiIivfOUr+IM/+APMz88DAN797nfjU5/6VFVGu5WV\nFdxyyy0AgPe///3YtWuX50K3YcMGlYVOoVAo1hmxFsy5rot77rnH+/ucc87Btm3bItn3DTfc4Anm\nTNPEj370I9xwww1121133XVVgrlnnnkmku9XKOJOt1N+9oJOg47a1HnA1HmxnvztxkNrFBOm2rVv\ni0ealmZXbNcGu4KvM+GO9fCPgZljJOxZbV9BepSmeFWauQbSiU1qn7SQaxDRcXcU4AsGXaWALKw+\nGwn63NAIiYR27YH2pndHcvx1dNEVoKU2TIradJ2C3ZpGwW0pyvNStK4Gp8DzS89TeZAkU9TGu6gW\nWrk1+9Q0L1Vl9euiYJ17MbTxSbhh51Qu0U8tA7A6tdWgruM4da5xpmnCdV1gfg788YfBn3oMqARS\nEKdSYOdeDHbhZcBIY1FZHboO9rq9YJdcAfebXwbmZkGpMmV6Uc1vj82KEAlrftBObPfRnz+LRxf8\n+5M2DGzJpUXKXIdEtqIsT+XSeGrJd7SaHjsT2vv/T8CqUGrggPjv3e9+N2688UZs3ry5+65xITDG\nPHFc8H8WaGv4L/6a79ZkJKg9CuvLOCfntSuvAUrL4DXlYNDEX2u6VA2NUL85c5wcISc3k/CmEhDV\nSYGuplFZ6cN4ZBADuO2O7XDNW/rrYBiTtHK9OKbadp+PjAEA7BPHULr/Hup/+1DPWxblDo+ROP3E\nS/SeboSPF7wFCAxwHPCFOXL2Xe3aGglqG4rLzZ9AleC2hnKR7kGYCy7QvefP1cZ5nJNYWJYV266/\ndvJ8bAtYXKBjHp/svP7Fsb4FaNd9rF/umHFmNUGakUzCiEk6KKZpvV0Utl7o80LVOItvFQqFQhEP\nVCp2xXrimWeewcc+9jEAwPnnn4/bbrsNl19+ed12f/VXf4Vnn30Wk5OT+J3f+R0AwIkTJwAAk5OT\nvTtghUKhUPSEWI9ann32WSwt+QFhmTc8Cs4//3wkk0kvpdXPf/7zUMHc+eefX/W3VJ0rFKcD3Uz5\n2SuiEJTFefI36ofWSCdM45CmpZkV28FgF+A7mQG+y8bCLAX9ABL12LZf/iNe/R25o0IMVq1X0UmA\nj3NygDRXyGXEspqrz9ffGM2xh9Hl69t0G5ZKk+OTFM4xzReuBIPfUtQGUPmuDUxziNRrnNqSbJ7O\n5cTRatc4b3vfXcxzsEONYE6m4Lz0ytbOKearU9cK6vJXXgmrMOylUa1UKjBNE07tNQRIgCCd4Lwv\nCIiTKhXwfQ+B73sI7IKdlG416O63FsMjVG/GJ/wUmgAWHI7p5RKml8s4v5DFRaN5AC7VrUDZGEtW\n9xnTSzLlXE16V84xlaP+IqVr2Dacx5bRESGSq3ZyBoAzzjij+XPoEE3TPEGcFMclk8kqcVwYa/Zl\nuk4ua0uLwOOPgj/+KBkx1gT3B0n81ZJLVa5AYvOlBWB0A7l8lorUXhRy1H7ren/HIwMWwG13bNd3\nB8MYpJXr9jE1avetTBZLe66Gu7wovrfc83relih3YZbGBY4dSJ3KQ1zhhFOkliSR3bNPA/9xl3hr\nlWs7JMZq1lppxAOpwWUK59oFLJZFQvJUqrfPn6uN8xbnAmK5kDFVEM4BuPQccewIMLm5s/oXx/oW\nQrPuY82mEu6GO+agEOc5CUX79H2haszFtwqFon2UW6siSmIxx69QRMCWLVvwwQ9+EFu3bsX73vc+\nGCHPFE8//TQ+//nPAwA+85nPYGiIFiYcP34cgBLMKRQKxXok1jNML774YtXfGzZsiGzfmqZhZGTE\nU4UfPnw4dLvR0VHkcjkUi7SCb3m5hRXSCsWA062Un73kdFgFFelDa8QTptx1gUQCbOcVwOWvpeO1\nzN5N1jSzYjsY7HIccs2qRTovuY4vNnLsSFd/d81RoQer1sMm4hrSSYCPMWBkDFheoPsVh/rc5evb\ndBvm2CSYy+ZJLOI6AGd+sBEg55hgnTMS9UFsQ6fAZK7gpz7jrhDL2Y3dX6peC/wuHWmGRsDO2tra\nOclrELN2uTaoyzmH6TiwbBumC5jLJZj/8W3Y3/9Wc+I2xwH/7lfBXzhE529WKK2wGXCYS6aAdBZI\npkhUt7xI6VabFc0Vl0loINtoznHb00fwvaNz3ia/sGUcF+VT4h5Xf3wql8Y9Jxe9v6eXyr5Yroar\nNw7jVaN5nJlNQ08YgDML9+//vD2HvDbRNA2pVArpdBq6rkPXdSSTyY72WRv056Vl4L//E3z/I376\n4EbB/Ve+2hdDDoD4qx3hFRgDu+hSsD3X0rV5an94f9an8cig0erYLhYOhnET6Ed4TNwwwFdNdVtC\n8d7vwj7yAlgmBy7b7x7W87ZEubKOSVdZkUUZmu733wC9H1xEMjoOfuBn1Z+V1y54beW4rVwUYrwQ\nqtK5CzdK2wZ4rUDfBWZP1Iv5uv382Wicx3IkDgbE8a4ilqvFMoHZk8CGifb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zqSyJxlZX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grmgiws53xRYTwR+t2lG9fh33/tbbDgkZsI5+QwB6AWcTk9B5hmzc0NpQI1mRTNuW7YdUR2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bZ3/3Hee8xUHoDXw+RMGgliJwRqTgNKRuQaOBcM3NYEtXgu3bBnZwF98XfOdFjZafKw1G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DDz/YVQ9ypKWlRVHlJiAgABMnTvTIGAfDpk2bcObMGXk6NDQU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\nnAYhZRYDL0S3KDH3qPSPduPNsFxIOKDV3VzIywvwCpRCt7VVN5f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bxjifvuu0+QJaGkpERQyoOIOp7IyEisWrUKXl5e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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13ec3518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cax = sns.regplot(x='average_weight',\n",
    "            y='average_rating',\n",
    "            data=df[enough_weights],\n",
    "            scatter_kws={'alpha':0.8,\n",
    "                         's':10,\n",
    "                         'color':None,\n",
    "                         'cmap':'seismic_r',},\n",
    "            line_kws={'lw':1,\n",
    "                      'ls':':',\n",
    "                      'color':'k'})\n",
    "\n",
    "\n",
    "plt.gca().annotate('Monopoly', xy=(1.685, 4.42057), xytext=(1.5,3), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Sid Meier's Civilization: The Boardgame\", xy=(3.6454, 5.59183), xytext=(3,4.5), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Risk\", xy=(2.1072, 5.57929), xytext=(2,4), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Gloomhaven\", xy=(3.78, 9.00657), xytext=(3,9.1), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Kingdom Death: Monster\", xy=(4.186, 8.97231), xytext=(3.2,8.7), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Pandemic Legacy\", xy=(2.8026, 8.66878), xytext=(2.2,9.0), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Codenames\", xy=(1.3535, 7.90691), xytext=(1.0,8.5), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"7 Wonders: Duel\", xy=(2.2463, 8.19443), xytext=(1.5,9.1), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Patchwork\", xy=(1.7131, 7.83136), xytext=(1.2,8.8), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Blackbeard\", xy=(3.3218, 6.09174), xytext=(3,5), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "plt.gca().annotate(\"Rise and Decline of the Third Reich\", xy=(4.2945, 6.79503), xytext=(3.5,6), arrowprops=dict(facecolor='black', arrowstyle=\"->\",edgecolor='k'))\n",
    "\n",
    "plt.ylabel('Average rating')\n",
    "plt.xlabel('Average weight score (complexity)')\n",
    "plt.title('Rating vs complexity')\n",
    "\n",
    "\n",
    "#ax1 = plt.gcf().add_axes([0.91, 0.125, 0.01, 0.75])\n",
    "#norm = mpl.colors.Normalize(vmin=3, vmax=5)\n",
    "#cb1 = mpl.colorbar.ColorbarBase(ax1, cmap='seismic_r',\n",
    "#                                norm=norm,\n",
    "#                                orientation='vertical')\n",
    "#cb1.set_ticks([pd.np.arange(3,6,1)])\n",
    "#cb1.set_ticklabels(['1,000','10,000','100,000'])\n",
    "#cb1.set_label('Number of owners')\n",
    "\n",
    "plt.gcf().set_size_inches(10,6)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:30.195000Z",
     "start_time": "2018-12-09T02:16:30.181000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 4,
        "hidden": false,
        "row": 183,
        "width": 4
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.48932139, 5.80326323])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.np.polyfit(df[enough_weights & (df.average_weight>1.5)].average_weight, df[enough_weights & (df.average_weight>1.5)].average_rating,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:32.057000Z",
     "start_time": "2018-12-09T02:16:31.981000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "df['rating_residual'] = df.average_rating - (df.average_weight * 0.48932139 + 5.80326323)\n",
    "df['corrected_rating'] = df['rating_residual'] + df[enough_ratings].average_rating.mean()\n",
    "df['bayes_corrected_rating'] = (df.users_rated *df['corrected_rating'] + 5.5*1000) / (df.users_rated + 1000)\n",
    "df['BGG_rank'] = df.bayes_average_rating.replace(0.000, pd.np.nan).rank(method='min', ascending=False)\n",
    "df['corrected_BGG_rank'] = df[df.users_rated >=30].bayes_corrected_rating.replace(0.00,pd.np.nan).rank(method='min', ascending=False)\n",
    "df['rating_change'] = df['bayes_corrected_rating'] - df['bayes_average_rating']\n",
    "df['rank_change'] = df['BGG_rank'] - df['corrected_BGG_rank']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-19T20:33:47.599000Z",
     "start_time": "2018-11-19T20:33:46.101000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "df.to_csv('complexity_corrected_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:35.432000Z",
     "start_time": "2018-12-09T02:16:35.229000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 12,
        "hidden": false,
        "row": 227,
        "width": 12
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>yearpublished</th>\n",
       "      <th>minplayers</th>\n",
       "      <th>maxplayers</th>\n",
       "      <th>playingtime</th>\n",
       "      <th>minplaytime</th>\n",
       "      <th>maxplaytime</th>\n",
       "      <th>minage</th>\n",
       "      <th>users_rated</th>\n",
       "      <th>...</th>\n",
       "      <th>categories</th>\n",
       "      <th>mechanics</th>\n",
       "      <th>designers</th>\n",
       "      <th>rating_residual</th>\n",
       "      <th>corrected_rating</th>\n",
       "      <th>bayes_corrected_rating</th>\n",
       "      <th>BGG_rank</th>\n",
       "      <th>corrected_BGG_rank</th>\n",
       "      <th>rating_change</th>\n",
       "      <th>rank_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>161936</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Pandemic Legacy: Season 1</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>22780</td>\n",
       "      <td>...</td>\n",
       "      <td>Environmental,Medical</td>\n",
       "      <td>Action Point Allowance System,Co-operative Pla...</td>\n",
       "      <td>Rob Daviau,Matt Leacock</td>\n",
       "      <td>1.485613</td>\n",
       "      <td>8.042503</td>\n",
       "      <td>7.935585</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.561605</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178900</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Codenames</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37430</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction,Party Game,Spies/Secret Ag...</td>\n",
       "      <td>Memory,Partnerships,Pattern Recognition,Press ...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>1.368031</td>\n",
       "      <td>7.924920</td>\n",
       "      <td>7.861821</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.128641</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173346</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>7 Wonders Duel</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27303</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Card Game,City Building,Civilization</td>\n",
       "      <td>Card Drafting,Set Collection</td>\n",
       "      <td>Antoine Bauza,Bruno Cathala</td>\n",
       "      <td>1.259197</td>\n",
       "      <td>7.816087</td>\n",
       "      <td>7.734255</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.279005</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174430</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Gloomhaven</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8852</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Economic,Exploration,Fantasy,Fightin...</td>\n",
       "      <td>Action / Movement Programming,Co-operative Pla...</td>\n",
       "      <td>Isaac Childres</td>\n",
       "      <td>1.383600</td>\n",
       "      <td>7.940490</td>\n",
       "      <td>7.692775</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-0.808665</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Crokinole</td>\n",
       "      <td>1876.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8321</td>\n",
       "      <td>...</td>\n",
       "      <td>Action / Dexterity</td>\n",
       "      <td>Partnerships</td>\n",
       "      <td>(Uncredited)</td>\n",
       "      <td>1.363224</td>\n",
       "      <td>7.920114</td>\n",
       "      <td>7.660473</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.110523</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163412</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Patchwork</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23968</td>\n",
       "      <td>...</td>\n",
       "      <td>Abstract Strategy,Puzzle</td>\n",
       "      <td>Tile Placement,Time Track</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>1.144454</td>\n",
       "      <td>7.701344</td>\n",
       "      <td>7.613177</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.046753</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160069</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Ticket to Ride: 10th Anniversary</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4018</td>\n",
       "      <td>...</td>\n",
       "      <td>Trains,Travel</td>\n",
       "      <td>Hand Management,Route/Network Building,Set Col...</td>\n",
       "      <td>Alan R. Moon</td>\n",
       "      <td>1.562404</td>\n",
       "      <td>8.119294</td>\n",
       "      <td>7.597314</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-0.095066</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209010</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mechs vs. Minions</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7773</td>\n",
       "      <td>...</td>\n",
       "      <td>Fantasy,Fighting,Miniatures,Video Game Theme</td>\n",
       "      <td>Action / Movement Programming,Card Drafting,Co...</td>\n",
       "      <td>Chris Cantrell,Rick Ernst,Stone Librande,Prash...</td>\n",
       "      <td>1.256830</td>\n",
       "      <td>7.813720</td>\n",
       "      <td>7.549988</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-0.324382</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194655</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Santorini</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8216</td>\n",
       "      <td>...</td>\n",
       "      <td>Abstract Strategy,Ancient,Mythology</td>\n",
       "      <td>Grid Movement,Tile Placement,Variable Player P...</td>\n",
       "      <td>Gord!</td>\n",
       "      <td>1.219550</td>\n",
       "      <td>7.776440</td>\n",
       "      <td>7.529430</td>\n",
       "      <td>67.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-0.040150</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205059</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mansions of Madness: Second Edition</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10004</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fantasy,Fighting,Horror,...</td>\n",
       "      <td>Area Movement,Co-operative Play,Dice Rolling,H...</td>\n",
       "      <td>Nikki Valens</td>\n",
       "      <td>1.147755</td>\n",
       "      <td>7.704645</td>\n",
       "      <td>7.504295</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-0.386135</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180263</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The 7th Continent</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3208</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Card Game,Exploration,Horror,Science...</td>\n",
       "      <td>Co-operative Play,Hand Management,Modular Boar...</td>\n",
       "      <td>Ludovic Roudy,Bruno Sautter</td>\n",
       "      <td>1.545651</td>\n",
       "      <td>8.102541</td>\n",
       "      <td>7.484066</td>\n",
       "      <td>42.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-0.232684</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92828</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dixit Odyssey</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11069</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Humor,Party Game</td>\n",
       "      <td>Partnerships,Simultaneous Action Selection,Sto...</td>\n",
       "      <td>Jean-Louis Roubira</td>\n",
       "      <td>1.099849</td>\n",
       "      <td>7.656739</td>\n",
       "      <td>7.478038</td>\n",
       "      <td>154.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.180408</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192291</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sushi Go Party!</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7179</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Party Game</td>\n",
       "      <td>Card Drafting,Hand Management,Set Collection,S...</td>\n",
       "      <td>Phil Walker-Harding</td>\n",
       "      <td>1.193297</td>\n",
       "      <td>7.750187</td>\n",
       "      <td>7.475069</td>\n",
       "      <td>145.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.159779</td>\n",
       "      <td>132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128882</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Resistance: Avalon</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18254</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Fantasy,Medieval,...</td>\n",
       "      <td>Memory,Partnerships,Simultaneous Action Select...</td>\n",
       "      <td>Don Eskridge</td>\n",
       "      <td>1.010362</td>\n",
       "      <td>7.567252</td>\n",
       "      <td>7.459885</td>\n",
       "      <td>77.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-0.056765</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54043</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Jaipur</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>21869</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Card Game</td>\n",
       "      <td>Card Drafting,Hand Management,Set Collection</td>\n",
       "      <td>Sébastien Pauchon</td>\n",
       "      <td>0.988341</td>\n",
       "      <td>7.545231</td>\n",
       "      <td>7.455798</td>\n",
       "      <td>99.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.038938</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167791</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Terraforming Mars</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19227</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Environmental,Industry / Manufacturin...</td>\n",
       "      <td>Card Drafting,Hand Management,Tile Placement,V...</td>\n",
       "      <td>Jacob Fryxelius</td>\n",
       "      <td>0.986234</td>\n",
       "      <td>7.543124</td>\n",
       "      <td>7.442114</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>-0.725876</td>\n",
       "      <td>-10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39856</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dixit</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>34645</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Humor,Party Game</td>\n",
       "      <td>Simultaneous Action Selection,Storytelling,Voting</td>\n",
       "      <td>Jean-Louis Roubira</td>\n",
       "      <td>0.919054</td>\n",
       "      <td>7.475944</td>\n",
       "      <td>7.420510</td>\n",
       "      <td>175.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.182600</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129622</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Love Letter</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>39963</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction,Renaissance</td>\n",
       "      <td>Hand Management,Player Elimination</td>\n",
       "      <td>Seiji Kanai</td>\n",
       "      <td>0.901426</td>\n",
       "      <td>7.458315</td>\n",
       "      <td>7.410509</td>\n",
       "      <td>192.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.199069</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201808</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Clank!: A Deck-Building Adventure</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8764</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Fantasy</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Player Elim...</td>\n",
       "      <td>Paul Dennen</td>\n",
       "      <td>1.065823</td>\n",
       "      <td>7.622713</td>\n",
       "      <td>7.405311</td>\n",
       "      <td>56.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-0.231339</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46213</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Telestrations</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7887</td>\n",
       "      <td>...</td>\n",
       "      <td>Humor,Party Game,Real-time</td>\n",
       "      <td>Line Drawing,Paper-and-Pencil</td>\n",
       "      <td>(Uncredited)</td>\n",
       "      <td>1.088448</td>\n",
       "      <td>7.645338</td>\n",
       "      <td>7.403936</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.216986</td>\n",
       "      <td>192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204583</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Kingdomino</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9063</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Medieval,Territory Building</td>\n",
       "      <td>Card Drafting,Pattern Building,Tile Placement,...</td>\n",
       "      <td>Bruno Cathala</td>\n",
       "      <td>1.057053</td>\n",
       "      <td>7.613942</td>\n",
       "      <td>7.403872</td>\n",
       "      <td>195.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.194222</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68448</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>7 Wonders</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>57586</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Card Game,City Building,Civilization</td>\n",
       "      <td>Card Drafting,Hand Management,Set Collection,S...</td>\n",
       "      <td>Antoine Bauza</td>\n",
       "      <td>0.864904</td>\n",
       "      <td>7.421794</td>\n",
       "      <td>7.388991</td>\n",
       "      <td>41.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>-0.337799</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198773</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Codenames: Pictures</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8139</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Memory,Party Game,Spies/Secret Agents</td>\n",
       "      <td>Memory,Partnerships,Pattern Recognition,Press ...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>1.038111</td>\n",
       "      <td>7.595000</td>\n",
       "      <td>7.365763</td>\n",
       "      <td>177.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.130003</td>\n",
       "      <td>154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170216</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Blood Rage</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18117</td>\n",
       "      <td>...</td>\n",
       "      <td>Fantasy,Fighting,Miniatures,Mythology</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Eric M. Lang</td>\n",
       "      <td>0.891769</td>\n",
       "      <td>7.448659</td>\n",
       "      <td>7.346725</td>\n",
       "      <td>17.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>-0.560805</td>\n",
       "      <td>-7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147020</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Star Realms</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>22127</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Fighting,Science Fiction</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Hand Manage...</td>\n",
       "      <td>Robert Dougherty,Darwin Kastle</td>\n",
       "      <td>0.868031</td>\n",
       "      <td>7.424921</td>\n",
       "      <td>7.341689</td>\n",
       "      <td>81.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-0.154591</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187645</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Star Wars: Rebellion</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11393</td>\n",
       "      <td>...</td>\n",
       "      <td>Fighting,Miniatures,Movies / TV / Radio theme,...</td>\n",
       "      <td>Area Control / Area Influence,Area Movement,Di...</td>\n",
       "      <td>Corey Konieczka</td>\n",
       "      <td>0.939278</td>\n",
       "      <td>7.496168</td>\n",
       "      <td>7.335096</td>\n",
       "      <td>5.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>-0.833204</td>\n",
       "      <td>-21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14996</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Ticket to Ride: Europe</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>39464</td>\n",
       "      <td>...</td>\n",
       "      <td>Trains,Travel</td>\n",
       "      <td>Card Drafting,Hand Management,Route/Network Bu...</td>\n",
       "      <td>Alan R. Moon</td>\n",
       "      <td>0.821286</td>\n",
       "      <td>7.378176</td>\n",
       "      <td>7.331760</td>\n",
       "      <td>85.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-0.141500</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169786</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Scythe</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>23517</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Economic,Fighting,Miniatures,Scie...</td>\n",
       "      <td>Area Control / Area Influence,Grid Movement,Si...</td>\n",
       "      <td>Jamey Stegmaier</td>\n",
       "      <td>0.847850</td>\n",
       "      <td>7.404740</td>\n",
       "      <td>7.327049</td>\n",
       "      <td>8.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>-0.765741</td>\n",
       "      <td>-20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84876</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Castles of Burgundy</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>28723</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Medieval,Territory Building</td>\n",
       "      <td>Dice Rolling,Set Collection,Tile Placement,Var...</td>\n",
       "      <td>Stefan Feld</td>\n",
       "      <td>0.829852</td>\n",
       "      <td>7.386741</td>\n",
       "      <td>7.323264</td>\n",
       "      <td>10.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>-0.676566</td>\n",
       "      <td>-19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148228</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Splendor</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35278</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Economic,Renaissance</td>\n",
       "      <td>Card Drafting,Set Collection</td>\n",
       "      <td>Marc André</td>\n",
       "      <td>0.812208</td>\n",
       "      <td>7.369098</td>\n",
       "      <td>7.317576</td>\n",
       "      <td>107.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>-0.087614</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Battle Line</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12852</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Card Game,Deduction</td>\n",
       "      <td>Hand Management,Set Collection</td>\n",
       "      <td>Reiner Knizia</td>\n",
       "      <td>0.685254</td>\n",
       "      <td>7.242144</td>\n",
       "      <td>7.116376</td>\n",
       "      <td>165.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>-0.141864</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166384</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Spyfall</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12349</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Deduction,Humor,Party Game,Spies/Secr...</td>\n",
       "      <td>Role Playing,Voting</td>\n",
       "      <td>Alexandr Ushan</td>\n",
       "      <td>0.686515</td>\n",
       "      <td>7.243405</td>\n",
       "      <td>7.112803</td>\n",
       "      <td>363.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.137423</td>\n",
       "      <td>291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Time's Up!</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4108</td>\n",
       "      <td>...</td>\n",
       "      <td>Humor,Party Game</td>\n",
       "      <td>Acting,Memory,Partnerships</td>\n",
       "      <td>Peter Sarrett</td>\n",
       "      <td>0.941155</td>\n",
       "      <td>7.498044</td>\n",
       "      <td>7.106885</td>\n",
       "      <td>376.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.145055</td>\n",
       "      <td>303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Lost Cities</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>28474</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Exploration</td>\n",
       "      <td>Hand Management,Set Collection</td>\n",
       "      <td>Reiner Knizia</td>\n",
       "      <td>0.604377</td>\n",
       "      <td>7.161267</td>\n",
       "      <td>7.104903</td>\n",
       "      <td>297.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.046833</td>\n",
       "      <td>223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34635</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Stone Age</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>33126</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Prehistoric</td>\n",
       "      <td>Dice Rolling,Set Collection,Worker Placement</td>\n",
       "      <td>Bernd Brunnhofer</td>\n",
       "      <td>0.595422</td>\n",
       "      <td>7.152312</td>\n",
       "      <td>7.103894</td>\n",
       "      <td>73.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>-0.421716</td>\n",
       "      <td>-2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10630</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Memoir '44</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20485</td>\n",
       "      <td>...</td>\n",
       "      <td>Miniatures,Wargame,World War II</td>\n",
       "      <td>Area Control / Area Influence,Campaign / Battl...</td>\n",
       "      <td>Richard Borg</td>\n",
       "      <td>0.620731</td>\n",
       "      <td>7.177621</td>\n",
       "      <td>7.099537</td>\n",
       "      <td>114.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>-0.291733</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209685</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Century: Spice Road</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5780</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Economic,Medieval</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Hand Manage...</td>\n",
       "      <td>Emerson Matsuuchi</td>\n",
       "      <td>0.817433</td>\n",
       "      <td>7.374323</td>\n",
       "      <td>7.097874</td>\n",
       "      <td>240.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>-0.042336</td>\n",
       "      <td>163.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198994</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Hero Realms</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3641</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Fantasy,Fighting</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Hand Manage...</td>\n",
       "      <td>Robert Dougherty,Darwin Kastle</td>\n",
       "      <td>0.970080</td>\n",
       "      <td>7.526970</td>\n",
       "      <td>7.090217</td>\n",
       "      <td>210.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>-0.097773</td>\n",
       "      <td>132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2511</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sherlock Holmes Consulting Detective: The Tham...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10508</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Murder/Mystery,Novel-based,Post-Napo...</td>\n",
       "      <td>Co-operative Play,Storytelling</td>\n",
       "      <td>Raymond Edwards,Suzanne Goldberg,Gary Grady</td>\n",
       "      <td>0.676042</td>\n",
       "      <td>7.232932</td>\n",
       "      <td>7.082347</td>\n",
       "      <td>59.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>-0.513573</td>\n",
       "      <td>-20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168584</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Love Letter: Batman</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3785</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction</td>\n",
       "      <td>Hand Management,Player Elimination</td>\n",
       "      <td>Seiji Kanai</td>\n",
       "      <td>0.940089</td>\n",
       "      <td>7.496979</td>\n",
       "      <td>7.079637</td>\n",
       "      <td>438.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.179367</td>\n",
       "      <td>358.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131357</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Coup</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>23779</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Party Game,Political</td>\n",
       "      <td>Memory,Player Elimination,Take That,Variable P...</td>\n",
       "      <td>Rikki Tahta</td>\n",
       "      <td>0.586874</td>\n",
       "      <td>7.143764</td>\n",
       "      <td>7.077427</td>\n",
       "      <td>361.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.100087</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198928</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Pandemic Iberia</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3268</td>\n",
       "      <td>...</td>\n",
       "      <td>Medical</td>\n",
       "      <td>Action Point Allowance System,Co-operative Pla...</td>\n",
       "      <td>Jesús Torres Castro,Matt Leacock</td>\n",
       "      <td>0.992733</td>\n",
       "      <td>7.549623</td>\n",
       "      <td>7.069393</td>\n",
       "      <td>96.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>-0.361917</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157354</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Five Tribes</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>20397</td>\n",
       "      <td>...</td>\n",
       "      <td>Arabian,Fantasy,Mythology</td>\n",
       "      <td>Area Control / Area Influence,Auction/Bidding,...</td>\n",
       "      <td>Bruno Cathala</td>\n",
       "      <td>0.588162</td>\n",
       "      <td>7.145052</td>\n",
       "      <td>7.068169</td>\n",
       "      <td>49.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>-0.596881</td>\n",
       "      <td>-34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221107</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Pandemic Legacy: Season 2</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1781</td>\n",
       "      <td>...</td>\n",
       "      <td>Environmental,Medical</td>\n",
       "      <td>Co-operative Play,Pick-up and Deliver,Variable...</td>\n",
       "      <td>Rob Daviau,Matt Leacock</td>\n",
       "      <td>1.391217</td>\n",
       "      <td>7.948107</td>\n",
       "      <td>7.067809</td>\n",
       "      <td>92.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>-0.385991</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Tichu</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11062</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game</td>\n",
       "      <td>Betting/Wagering,Hand Management,Partnerships,...</td>\n",
       "      <td>Urs Hostettler</td>\n",
       "      <td>0.652555</td>\n",
       "      <td>7.209445</td>\n",
       "      <td>7.067724</td>\n",
       "      <td>112.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>-0.326886</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193738</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Great Western Trail</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10365</td>\n",
       "      <td>...</td>\n",
       "      <td>American West</td>\n",
       "      <td>Deck / Pool Building,Hand Management,Point to ...</td>\n",
       "      <td>Alexander Pfister</td>\n",
       "      <td>0.657254</td>\n",
       "      <td>7.214144</td>\n",
       "      <td>7.063317</td>\n",
       "      <td>11.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>-0.932323</td>\n",
       "      <td>-75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129437</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Legendary: A Marvel Deck Building Game</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14216</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Comic Book / Strip</td>\n",
       "      <td>Co-operative Play,Deck / Pool Building</td>\n",
       "      <td>Devin Low</td>\n",
       "      <td>0.614284</td>\n",
       "      <td>7.171173</td>\n",
       "      <td>7.061343</td>\n",
       "      <td>115.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>-0.323097</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146652</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Legendary Encounters: An Alien Deck Building Game</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7508</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Fighting,Horror,Movies / TV / Radio ...</td>\n",
       "      <td>Card Drafting,Co-operative Play,Deck / Pool Bu...</td>\n",
       "      <td>Ben Cichoski,Daniel Mandel</td>\n",
       "      <td>0.705686</td>\n",
       "      <td>7.262576</td>\n",
       "      <td>7.055409</td>\n",
       "      <td>80.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>-0.446851</td>\n",
       "      <td>-8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92415</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Skull</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6663</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game</td>\n",
       "      <td>Auction/Bidding,Hand Management,Player Elimina...</td>\n",
       "      <td>Hervé Marly</td>\n",
       "      <td>0.728615</td>\n",
       "      <td>7.285505</td>\n",
       "      <td>7.052502</td>\n",
       "      <td>471.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>0.186322</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163166</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>One Night Ultimate Werewolf Daybreak</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3104</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Horror,Party Game</td>\n",
       "      <td>Role Playing,Variable Player Powers,Voting</td>\n",
       "      <td>Ted Alspach,Akihisa Okui</td>\n",
       "      <td>0.994019</td>\n",
       "      <td>7.550909</td>\n",
       "      <td>7.051175</td>\n",
       "      <td>367.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.080455</td>\n",
       "      <td>277.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70919</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Takenoko</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22849</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Environmental,Farming,Territory Building</td>\n",
       "      <td>Action Point Allowance System,Dice Rolling,Gri...</td>\n",
       "      <td>Antoine Bauza</td>\n",
       "      <td>0.561202</td>\n",
       "      <td>7.118092</td>\n",
       "      <td>7.050245</td>\n",
       "      <td>193.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>-0.160815</td>\n",
       "      <td>102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98778</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Hanabi</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>26865</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction,Memory</td>\n",
       "      <td>Co-operative Play,Hand Management,Memory,Set C...</td>\n",
       "      <td>Antoine Bauza</td>\n",
       "      <td>0.549937</td>\n",
       "      <td>7.106827</td>\n",
       "      <td>7.049162</td>\n",
       "      <td>270.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>-0.047688</td>\n",
       "      <td>178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199561</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sagrada</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3606</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Puzzle</td>\n",
       "      <td>Dice Rolling,Pattern Building,Set Collection</td>\n",
       "      <td>Adrian Adamescu,Daryl Andrews</td>\n",
       "      <td>0.917487</td>\n",
       "      <td>7.474377</td>\n",
       "      <td>7.045724</td>\n",
       "      <td>256.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>-0.072486</td>\n",
       "      <td>163.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155426</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Castles of Mad King Ludwig</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>15453</td>\n",
       "      <td>...</td>\n",
       "      <td>Post-Napoleonic</td>\n",
       "      <td>Card Drafting,Pattern Building,Set Collection,...</td>\n",
       "      <td>Ted Alspach</td>\n",
       "      <td>0.583476</td>\n",
       "      <td>7.140366</td>\n",
       "      <td>7.040666</td>\n",
       "      <td>72.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>-0.493744</td>\n",
       "      <td>-22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2651</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Power Grid</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>44867</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing</td>\n",
       "      <td>Auction/Bidding,Route/Network Building</td>\n",
       "      <td>Friedemann Friese</td>\n",
       "      <td>0.514645</td>\n",
       "      <td>7.071535</td>\n",
       "      <td>7.037272</td>\n",
       "      <td>26.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>-0.803668</td>\n",
       "      <td>-69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120677</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Terra Mystica</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>27226</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Economic,Fantasy,Territory Building</td>\n",
       "      <td>Area Control / Area Influence,Route/Network Bu...</td>\n",
       "      <td>Jens Drögemüller,Helge Ostertag</td>\n",
       "      <td>0.536684</td>\n",
       "      <td>7.093574</td>\n",
       "      <td>7.037116</td>\n",
       "      <td>7.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>-1.088984</td>\n",
       "      <td>-89.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34219</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Biblios</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11138</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Medieval,Religious</td>\n",
       "      <td>Auction/Bidding,Card Drafting,Hand Management,...</td>\n",
       "      <td>Steve Finn</td>\n",
       "      <td>0.615957</td>\n",
       "      <td>7.172847</td>\n",
       "      <td>7.035028</td>\n",
       "      <td>282.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>-0.041542</td>\n",
       "      <td>185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171623</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Voyages of Marco Polo</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11277</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Economic,Medieval,Travel</td>\n",
       "      <td>Card Drafting,Dice Rolling,Point to Point Move...</td>\n",
       "      <td>Simone Luciani,Daniele Tascini</td>\n",
       "      <td>0.608845</td>\n",
       "      <td>7.165735</td>\n",
       "      <td>7.030056</td>\n",
       "      <td>37.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>-0.707574</td>\n",
       "      <td>-61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28143</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Race for the Galaxy</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36565</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Civilization,Economic,Science Fictio...</td>\n",
       "      <td>Hand Management,Simultaneous Action Selection,...</td>\n",
       "      <td>Thomas Lehmann</td>\n",
       "      <td>0.508928</td>\n",
       "      <td>7.065818</td>\n",
       "      <td>7.024135</td>\n",
       "      <td>47.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>-0.651895</td>\n",
       "      <td>-52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143741</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>BANG! The Dice Game</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12442</td>\n",
       "      <td>...</td>\n",
       "      <td>American West,Bluffing,Deduction,Dice,Fighting...</td>\n",
       "      <td>Dice Rolling,Partnerships,Player Elimination,P...</td>\n",
       "      <td>Michael Palm,Lukas Zach</td>\n",
       "      <td>0.589038</td>\n",
       "      <td>7.145928</td>\n",
       "      <td>7.023481</td>\n",
       "      <td>460.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.145661</td>\n",
       "      <td>360.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             type                                               name  \\\n",
       "id                                                                     \n",
       "161936  boardgame                          Pandemic Legacy: Season 1   \n",
       "178900  boardgame                                          Codenames   \n",
       "173346  boardgame                                     7 Wonders Duel   \n",
       "174430  boardgame                                         Gloomhaven   \n",
       "521     boardgame                                          Crokinole   \n",
       "163412  boardgame                                          Patchwork   \n",
       "160069  boardgame                   Ticket to Ride: 10th Anniversary   \n",
       "209010  boardgame                                  Mechs vs. Minions   \n",
       "194655  boardgame                                          Santorini   \n",
       "205059  boardgame                Mansions of Madness: Second Edition   \n",
       "180263  boardgame                                  The 7th Continent   \n",
       "92828   boardgame                                      Dixit Odyssey   \n",
       "192291  boardgame                                    Sushi Go Party!   \n",
       "128882  boardgame                             The Resistance: Avalon   \n",
       "54043   boardgame                                             Jaipur   \n",
       "167791  boardgame                                  Terraforming Mars   \n",
       "39856   boardgame                                              Dixit   \n",
       "129622  boardgame                                        Love Letter   \n",
       "201808  boardgame                  Clank!: A Deck-Building Adventure   \n",
       "46213   boardgame                                      Telestrations   \n",
       "204583  boardgame                                         Kingdomino   \n",
       "68448   boardgame                                          7 Wonders   \n",
       "198773  boardgame                                Codenames: Pictures   \n",
       "170216  boardgame                                         Blood Rage   \n",
       "147020  boardgame                                        Star Realms   \n",
       "187645  boardgame                               Star Wars: Rebellion   \n",
       "14996   boardgame                             Ticket to Ride: Europe   \n",
       "169786  boardgame                                             Scythe   \n",
       "84876   boardgame                            The Castles of Burgundy   \n",
       "148228  boardgame                                           Splendor   \n",
       "...           ...                                                ...   \n",
       "760     boardgame                                        Battle Line   \n",
       "166384  boardgame                                            Spyfall   \n",
       "1353    boardgame                                         Time's Up!   \n",
       "50      boardgame                                        Lost Cities   \n",
       "34635   boardgame                                          Stone Age   \n",
       "10630   boardgame                                         Memoir '44   \n",
       "209685  boardgame                                Century: Spice Road   \n",
       "198994  boardgame                                        Hero Realms   \n",
       "2511    boardgame  Sherlock Holmes Consulting Detective: The Tham...   \n",
       "168584  boardgame                                Love Letter: Batman   \n",
       "131357  boardgame                                               Coup   \n",
       "198928  boardgame                                    Pandemic Iberia   \n",
       "157354  boardgame                                        Five Tribes   \n",
       "221107  boardgame                          Pandemic Legacy: Season 2   \n",
       "215     boardgame                                              Tichu   \n",
       "193738  boardgame                                Great Western Trail   \n",
       "129437  boardgame             Legendary: A Marvel Deck Building Game   \n",
       "146652  boardgame  Legendary Encounters: An Alien Deck Building Game   \n",
       "92415   boardgame                                              Skull   \n",
       "163166  boardgame               One Night Ultimate Werewolf Daybreak   \n",
       "70919   boardgame                                           Takenoko   \n",
       "98778   boardgame                                             Hanabi   \n",
       "199561  boardgame                                            Sagrada   \n",
       "155426  boardgame                         Castles of Mad King Ludwig   \n",
       "2651    boardgame                                         Power Grid   \n",
       "120677  boardgame                                      Terra Mystica   \n",
       "34219   boardgame                                            Biblios   \n",
       "171623  boardgame                          The Voyages of Marco Polo   \n",
       "28143   boardgame                                Race for the Galaxy   \n",
       "143741  boardgame                                BANG! The Dice Game   \n",
       "\n",
       "        yearpublished  minplayers  maxplayers  playingtime  minplaytime  \\\n",
       "id                                                                        \n",
       "161936         2015.0         2.0         4.0         60.0         60.0   \n",
       "178900         2015.0         2.0         8.0         15.0         15.0   \n",
       "173346         2015.0         2.0         2.0         30.0         30.0   \n",
       "174430         2017.0         1.0         4.0        150.0         90.0   \n",
       "521            1876.0         2.0         4.0         30.0         30.0   \n",
       "163412         2014.0         2.0         2.0         30.0         15.0   \n",
       "160069         2014.0         2.0         5.0         60.0         30.0   \n",
       "209010         2016.0         2.0         4.0         90.0         60.0   \n",
       "194655         2016.0         2.0         4.0         20.0         20.0   \n",
       "205059         2016.0         1.0         5.0        180.0        120.0   \n",
       "180263         2017.0         1.0         4.0       1000.0          5.0   \n",
       "92828          2011.0         3.0        12.0         30.0         30.0   \n",
       "192291         2016.0         2.0         8.0         20.0         20.0   \n",
       "128882         2012.0         5.0        10.0         30.0         30.0   \n",
       "54043          2009.0         2.0         2.0         30.0         30.0   \n",
       "167791         2016.0         1.0         5.0        120.0        120.0   \n",
       "39856          2008.0         3.0         6.0         30.0         30.0   \n",
       "129622         2012.0         2.0         4.0         20.0         20.0   \n",
       "201808         2016.0         1.0         4.0         60.0         30.0   \n",
       "46213          2009.0         4.0         8.0         30.0         30.0   \n",
       "204583         2016.0         2.0         4.0         20.0         15.0   \n",
       "68448          2010.0         2.0         7.0         30.0         30.0   \n",
       "198773         2016.0         2.0         8.0         20.0         10.0   \n",
       "170216         2015.0         2.0         4.0         90.0         60.0   \n",
       "147020         2014.0         2.0         2.0         20.0         20.0   \n",
       "187645         2016.0         2.0         4.0        240.0        180.0   \n",
       "14996          2005.0         2.0         5.0         60.0         30.0   \n",
       "169786         2016.0         1.0         5.0        115.0         90.0   \n",
       "84876          2011.0         2.0         4.0         90.0         30.0   \n",
       "148228         2014.0         2.0         4.0         30.0         30.0   \n",
       "...               ...         ...         ...          ...          ...   \n",
       "760            2000.0         2.0         2.0         30.0         30.0   \n",
       "166384         2014.0         3.0         8.0         15.0         15.0   \n",
       "1353           1999.0         4.0        18.0         90.0         90.0   \n",
       "50             1999.0         2.0         2.0         30.0         30.0   \n",
       "34635          2008.0         2.0         4.0         90.0         60.0   \n",
       "10630          2004.0         2.0         8.0         60.0         30.0   \n",
       "209685         2017.0         2.0         5.0         45.0         30.0   \n",
       "198994         2016.0         1.0         4.0         30.0         20.0   \n",
       "2511           1981.0         1.0         8.0        120.0         60.0   \n",
       "168584         2015.0         2.0         4.0         20.0         20.0   \n",
       "131357         2012.0         2.0         6.0         15.0         15.0   \n",
       "198928         2016.0         2.0         5.0         45.0         45.0   \n",
       "157354         2014.0         2.0         4.0         80.0         40.0   \n",
       "221107         2017.0         2.0         4.0         60.0         60.0   \n",
       "215            1991.0         4.0         4.0         60.0         60.0   \n",
       "193738         2016.0         2.0         4.0        150.0         75.0   \n",
       "129437         2012.0         1.0         5.0         45.0         45.0   \n",
       "146652         2014.0         1.0         5.0         45.0         45.0   \n",
       "92415          2011.0         3.0         6.0         45.0         45.0   \n",
       "163166         2015.0         3.0         7.0         10.0         10.0   \n",
       "70919          2011.0         2.0         4.0         45.0         45.0   \n",
       "98778          2010.0         2.0         5.0         25.0         25.0   \n",
       "199561         2017.0         1.0         4.0         40.0         20.0   \n",
       "155426         2014.0         1.0         4.0         90.0         90.0   \n",
       "2651           2004.0         2.0         6.0        120.0        120.0   \n",
       "120677         2012.0         2.0         5.0        150.0         60.0   \n",
       "34219          2007.0         2.0         4.0         30.0         30.0   \n",
       "171623         2015.0         2.0         4.0        100.0         40.0   \n",
       "28143          2007.0         2.0         4.0         60.0         30.0   \n",
       "143741         2013.0         3.0         8.0         15.0         15.0   \n",
       "\n",
       "        maxplaytime  minage  users_rated     ...      \\\n",
       "id                                           ...       \n",
       "161936         60.0    13.0        22780     ...       \n",
       "178900         15.0    14.0        37430     ...       \n",
       "173346         30.0    10.0        27303     ...       \n",
       "174430        150.0    12.0         8852     ...       \n",
       "521            30.0     8.0         8321     ...       \n",
       "163412         30.0     8.0        23968     ...       \n",
       "160069         60.0     8.0         4018     ...       \n",
       "209010         90.0    14.0         7773     ...       \n",
       "194655         20.0     8.0         8216     ...       \n",
       "205059        180.0    14.0        10004     ...       \n",
       "180263       1000.0    14.0         3208     ...       \n",
       "92828          30.0     8.0        11069     ...       \n",
       "192291         20.0     8.0         7179     ...       \n",
       "128882         30.0    13.0        18254     ...       \n",
       "54043          30.0    12.0        21869     ...       \n",
       "167791        120.0    12.0        19227     ...       \n",
       "39856          30.0     6.0        34645     ...       \n",
       "129622         20.0    10.0        39963     ...       \n",
       "201808         60.0    12.0         8764     ...       \n",
       "46213          30.0    12.0         7887     ...       \n",
       "204583         20.0     8.0         9063     ...       \n",
       "68448          30.0    10.0        57586     ...       \n",
       "198773         20.0    10.0         8139     ...       \n",
       "170216         90.0    14.0        18117     ...       \n",
       "147020         20.0    12.0        22127     ...       \n",
       "187645        240.0    14.0        11393     ...       \n",
       "14996          60.0     8.0        39464     ...       \n",
       "169786        115.0    14.0        23517     ...       \n",
       "84876          90.0    12.0        28723     ...       \n",
       "148228         30.0    10.0        35278     ...       \n",
       "...             ...     ...          ...     ...       \n",
       "760            30.0    12.0        12852     ...       \n",
       "166384         15.0    12.0        12349     ...       \n",
       "1353           90.0    12.0         4108     ...       \n",
       "50             30.0    10.0        28474     ...       \n",
       "34635          90.0    10.0        33126     ...       \n",
       "10630          60.0     8.0        20485     ...       \n",
       "209685         45.0     8.0         5780     ...       \n",
       "198994         30.0    12.0         3641     ...       \n",
       "2511          120.0    10.0        10508     ...       \n",
       "168584         20.0    10.0         3785     ...       \n",
       "131357         15.0     9.0        23779     ...       \n",
       "198928         45.0     8.0         3268     ...       \n",
       "157354         80.0    13.0        20397     ...       \n",
       "221107         60.0    14.0         1781     ...       \n",
       "215            60.0    10.0        11062     ...       \n",
       "193738        150.0    12.0        10365     ...       \n",
       "129437         45.0    14.0        14216     ...       \n",
       "146652         45.0    17.0         7508     ...       \n",
       "92415          45.0    14.0         6663     ...       \n",
       "163166         10.0     8.0         3104     ...       \n",
       "70919          45.0     8.0        22849     ...       \n",
       "98778          25.0     8.0        26865     ...       \n",
       "199561         40.0    14.0         3606     ...       \n",
       "155426         90.0    13.0        15453     ...       \n",
       "2651          120.0    12.0        44867     ...       \n",
       "120677        150.0    12.0        27226     ...       \n",
       "34219          30.0    10.0        11138     ...       \n",
       "171623        100.0    12.0        11277     ...       \n",
       "28143          60.0    12.0        36565     ...       \n",
       "143741         15.0     8.0        12442     ...       \n",
       "\n",
       "                                               categories  \\\n",
       "id                                                          \n",
       "161936                              Environmental,Medical   \n",
       "178900  Card Game,Deduction,Party Game,Spies/Secret Ag...   \n",
       "173346       Ancient,Card Game,City Building,Civilization   \n",
       "174430  Adventure,Economic,Exploration,Fantasy,Fightin...   \n",
       "521                                    Action / Dexterity   \n",
       "163412                           Abstract Strategy,Puzzle   \n",
       "160069                                      Trains,Travel   \n",
       "209010       Fantasy,Fighting,Miniatures,Video Game Theme   \n",
       "194655                Abstract Strategy,Ancient,Mythology   \n",
       "205059  Adventure,Exploration,Fantasy,Fighting,Horror,...   \n",
       "180263  Adventure,Card Game,Exploration,Horror,Science...   \n",
       "92828                          Card Game,Humor,Party Game   \n",
       "192291                               Card Game,Party Game   \n",
       "128882  Bluffing,Card Game,Deduction,Fantasy,Medieval,...   \n",
       "54043                                   Animals,Card Game   \n",
       "167791  Economic,Environmental,Industry / Manufacturin...   \n",
       "39856                          Card Game,Humor,Party Game   \n",
       "129622                    Card Game,Deduction,Renaissance   \n",
       "201808                                  Adventure,Fantasy   \n",
       "46213                          Humor,Party Game,Real-time   \n",
       "204583          City Building,Medieval,Territory Building   \n",
       "68448        Ancient,Card Game,City Building,Civilization   \n",
       "198773    Deduction,Memory,Party Game,Spies/Secret Agents   \n",
       "170216              Fantasy,Fighting,Miniatures,Mythology   \n",
       "147020                 Card Game,Fighting,Science Fiction   \n",
       "187645  Fighting,Miniatures,Movies / TV / Radio theme,...   \n",
       "14996                                       Trains,Travel   \n",
       "169786  Civilization,Economic,Fighting,Miniatures,Scie...   \n",
       "84876                    Dice,Medieval,Territory Building   \n",
       "148228                     Card Game,Economic,Renaissance   \n",
       "...                                                   ...   \n",
       "760                           Ancient,Card Game,Deduction   \n",
       "166384  Bluffing,Deduction,Humor,Party Game,Spies/Secr...   \n",
       "1353                                     Humor,Party Game   \n",
       "50                                  Card Game,Exploration   \n",
       "34635                                    Dice,Prehistoric   \n",
       "10630                     Miniatures,Wargame,World War II   \n",
       "209685                        Card Game,Economic,Medieval   \n",
       "198994                         Card Game,Fantasy,Fighting   \n",
       "2511    Deduction,Murder/Mystery,Novel-based,Post-Napo...   \n",
       "168584                                Card Game,Deduction   \n",
       "131357  Bluffing,Card Game,Deduction,Party Game,Political   \n",
       "198928                                            Medical   \n",
       "157354                          Arabian,Fantasy,Mythology   \n",
       "221107                              Environmental,Medical   \n",
       "215                                             Card Game   \n",
       "193738                                      American West   \n",
       "129437                       Card Game,Comic Book / Strip   \n",
       "146652  Card Game,Fighting,Horror,Movies / TV / Radio ...   \n",
       "92415                                  Bluffing,Card Game   \n",
       "163166     Bluffing,Card Game,Deduction,Horror,Party Game   \n",
       "70919    Animals,Environmental,Farming,Territory Building   \n",
       "98778                          Card Game,Deduction,Memory   \n",
       "199561                                        Dice,Puzzle   \n",
       "155426                                    Post-Napoleonic   \n",
       "2651                    Economic,Industry / Manufacturing   \n",
       "120677   Civilization,Economic,Fantasy,Territory Building   \n",
       "34219                        Card Game,Medieval,Religious   \n",
       "171623                      Dice,Economic,Medieval,Travel   \n",
       "28143   Card Game,Civilization,Economic,Science Fictio...   \n",
       "143741  American West,Bluffing,Deduction,Dice,Fighting...   \n",
       "\n",
       "                                                mechanics  \\\n",
       "id                                                          \n",
       "161936  Action Point Allowance System,Co-operative Pla...   \n",
       "178900  Memory,Partnerships,Pattern Recognition,Press ...   \n",
       "173346                       Card Drafting,Set Collection   \n",
       "174430  Action / Movement Programming,Co-operative Pla...   \n",
       "521                                          Partnerships   \n",
       "163412                          Tile Placement,Time Track   \n",
       "160069  Hand Management,Route/Network Building,Set Col...   \n",
       "209010  Action / Movement Programming,Card Drafting,Co...   \n",
       "194655  Grid Movement,Tile Placement,Variable Player P...   \n",
       "205059  Area Movement,Co-operative Play,Dice Rolling,H...   \n",
       "180263  Co-operative Play,Hand Management,Modular Boar...   \n",
       "92828   Partnerships,Simultaneous Action Selection,Sto...   \n",
       "192291  Card Drafting,Hand Management,Set Collection,S...   \n",
       "128882  Memory,Partnerships,Simultaneous Action Select...   \n",
       "54043        Card Drafting,Hand Management,Set Collection   \n",
       "167791  Card Drafting,Hand Management,Tile Placement,V...   \n",
       "39856   Simultaneous Action Selection,Storytelling,Voting   \n",
       "129622                 Hand Management,Player Elimination   \n",
       "201808  Card Drafting,Deck / Pool Building,Player Elim...   \n",
       "46213                       Line Drawing,Paper-and-Pencil   \n",
       "204583  Card Drafting,Pattern Building,Tile Placement,...   \n",
       "68448   Card Drafting,Hand Management,Set Collection,S...   \n",
       "198773  Memory,Partnerships,Pattern Recognition,Press ...   \n",
       "170216  Action Point Allowance System,Area Control / A...   \n",
       "147020  Card Drafting,Deck / Pool Building,Hand Manage...   \n",
       "187645  Area Control / Area Influence,Area Movement,Di...   \n",
       "14996   Card Drafting,Hand Management,Route/Network Bu...   \n",
       "169786  Area Control / Area Influence,Grid Movement,Si...   \n",
       "84876   Dice Rolling,Set Collection,Tile Placement,Var...   \n",
       "148228                       Card Drafting,Set Collection   \n",
       "...                                                   ...   \n",
       "760                        Hand Management,Set Collection   \n",
       "166384                                Role Playing,Voting   \n",
       "1353                           Acting,Memory,Partnerships   \n",
       "50                         Hand Management,Set Collection   \n",
       "34635        Dice Rolling,Set Collection,Worker Placement   \n",
       "10630   Area Control / Area Influence,Campaign / Battl...   \n",
       "209685  Card Drafting,Deck / Pool Building,Hand Manage...   \n",
       "198994  Card Drafting,Deck / Pool Building,Hand Manage...   \n",
       "2511                       Co-operative Play,Storytelling   \n",
       "168584                 Hand Management,Player Elimination   \n",
       "131357  Memory,Player Elimination,Take That,Variable P...   \n",
       "198928  Action Point Allowance System,Co-operative Pla...   \n",
       "157354  Area Control / Area Influence,Auction/Bidding,...   \n",
       "221107  Co-operative Play,Pick-up and Deliver,Variable...   \n",
       "215     Betting/Wagering,Hand Management,Partnerships,...   \n",
       "193738  Deck / Pool Building,Hand Management,Point to ...   \n",
       "129437             Co-operative Play,Deck / Pool Building   \n",
       "146652  Card Drafting,Co-operative Play,Deck / Pool Bu...   \n",
       "92415   Auction/Bidding,Hand Management,Player Elimina...   \n",
       "163166         Role Playing,Variable Player Powers,Voting   \n",
       "70919   Action Point Allowance System,Dice Rolling,Gri...   \n",
       "98778   Co-operative Play,Hand Management,Memory,Set C...   \n",
       "199561       Dice Rolling,Pattern Building,Set Collection   \n",
       "155426  Card Drafting,Pattern Building,Set Collection,...   \n",
       "2651               Auction/Bidding,Route/Network Building   \n",
       "120677  Area Control / Area Influence,Route/Network Bu...   \n",
       "34219   Auction/Bidding,Card Drafting,Hand Management,...   \n",
       "171623  Card Drafting,Dice Rolling,Point to Point Move...   \n",
       "28143   Hand Management,Simultaneous Action Selection,...   \n",
       "143741  Dice Rolling,Partnerships,Player Elimination,P...   \n",
       "\n",
       "                                                designers  rating_residual  \\\n",
       "id                                                                           \n",
       "161936                            Rob Daviau,Matt Leacock         1.485613   \n",
       "178900                                     Vlaada Chvátil         1.368031   \n",
       "173346                        Antoine Bauza,Bruno Cathala         1.259197   \n",
       "174430                                     Isaac Childres         1.383600   \n",
       "521                                          (Uncredited)         1.363224   \n",
       "163412                                      Uwe Rosenberg         1.144454   \n",
       "160069                                       Alan R. Moon         1.562404   \n",
       "209010  Chris Cantrell,Rick Ernst,Stone Librande,Prash...         1.256830   \n",
       "194655                                              Gord!         1.219550   \n",
       "205059                                       Nikki Valens         1.147755   \n",
       "180263                        Ludovic Roudy,Bruno Sautter         1.545651   \n",
       "92828                                  Jean-Louis Roubira         1.099849   \n",
       "192291                                Phil Walker-Harding         1.193297   \n",
       "128882                                       Don Eskridge         1.010362   \n",
       "54043                                   Sébastien Pauchon         0.988341   \n",
       "167791                                    Jacob Fryxelius         0.986234   \n",
       "39856                                  Jean-Louis Roubira         0.919054   \n",
       "129622                                        Seiji Kanai         0.901426   \n",
       "201808                                        Paul Dennen         1.065823   \n",
       "46213                                        (Uncredited)         1.088448   \n",
       "204583                                      Bruno Cathala         1.057053   \n",
       "68448                                       Antoine Bauza         0.864904   \n",
       "198773                                     Vlaada Chvátil         1.038111   \n",
       "170216                                       Eric M. Lang         0.891769   \n",
       "147020                     Robert Dougherty,Darwin Kastle         0.868031   \n",
       "187645                                    Corey Konieczka         0.939278   \n",
       "14996                                        Alan R. Moon         0.821286   \n",
       "169786                                    Jamey Stegmaier         0.847850   \n",
       "84876                                         Stefan Feld         0.829852   \n",
       "148228                                         Marc André         0.812208   \n",
       "...                                                   ...              ...   \n",
       "760                                         Reiner Knizia         0.685254   \n",
       "166384                                     Alexandr Ushan         0.686515   \n",
       "1353                                        Peter Sarrett         0.941155   \n",
       "50                                          Reiner Knizia         0.604377   \n",
       "34635                                    Bernd Brunnhofer         0.595422   \n",
       "10630                                        Richard Borg         0.620731   \n",
       "209685                                  Emerson Matsuuchi         0.817433   \n",
       "198994                     Robert Dougherty,Darwin Kastle         0.970080   \n",
       "2511          Raymond Edwards,Suzanne Goldberg,Gary Grady         0.676042   \n",
       "168584                                        Seiji Kanai         0.940089   \n",
       "131357                                        Rikki Tahta         0.586874   \n",
       "198928                   Jesús Torres Castro,Matt Leacock         0.992733   \n",
       "157354                                      Bruno Cathala         0.588162   \n",
       "221107                            Rob Daviau,Matt Leacock         1.391217   \n",
       "215                                        Urs Hostettler         0.652555   \n",
       "193738                                  Alexander Pfister         0.657254   \n",
       "129437                                          Devin Low         0.614284   \n",
       "146652                         Ben Cichoski,Daniel Mandel         0.705686   \n",
       "92415                                         Hervé Marly         0.728615   \n",
       "163166                           Ted Alspach,Akihisa Okui         0.994019   \n",
       "70919                                       Antoine Bauza         0.561202   \n",
       "98778                                       Antoine Bauza         0.549937   \n",
       "199561                      Adrian Adamescu,Daryl Andrews         0.917487   \n",
       "155426                                        Ted Alspach         0.583476   \n",
       "2651                                    Friedemann Friese         0.514645   \n",
       "120677                    Jens Drögemüller,Helge Ostertag         0.536684   \n",
       "34219                                          Steve Finn         0.615957   \n",
       "171623                     Simone Luciani,Daniele Tascini         0.608845   \n",
       "28143                                      Thomas Lehmann         0.508928   \n",
       "143741                            Michael Palm,Lukas Zach         0.589038   \n",
       "\n",
       "        corrected_rating  bayes_corrected_rating  BGG_rank  \\\n",
       "id                                                           \n",
       "161936          8.042503                7.935585       2.0   \n",
       "178900          7.924920                7.861821      38.0   \n",
       "173346          7.816087                7.734255       9.0   \n",
       "174430          7.940490                7.692775       1.0   \n",
       "521             7.920114                7.660473      69.0   \n",
       "163412          7.701344                7.613177      50.0   \n",
       "160069          8.119294                7.597314      45.0   \n",
       "209010          7.813720                7.549988      21.0   \n",
       "194655          7.776440                7.529430      67.0   \n",
       "205059          7.704645                7.504295      19.0   \n",
       "180263          8.102541                7.484066      42.0   \n",
       "92828           7.656739                7.478038     154.0   \n",
       "192291          7.750187                7.475069     145.0   \n",
       "128882          7.567252                7.459885      77.0   \n",
       "54043           7.545231                7.455798      99.0   \n",
       "167791          7.543124                7.442114       6.0   \n",
       "39856           7.475944                7.420510     175.0   \n",
       "129622          7.458315                7.410509     192.0   \n",
       "201808          7.622713                7.405311      56.0   \n",
       "46213           7.645338                7.403936     212.0   \n",
       "204583          7.613942                7.403872     195.0   \n",
       "68448           7.421794                7.388991      41.0   \n",
       "198773          7.595000                7.365763     177.0   \n",
       "170216          7.448659                7.346725      17.0   \n",
       "147020          7.424921                7.341689      81.0   \n",
       "187645          7.496168                7.335096       5.0   \n",
       "14996           7.378176                7.331760      85.0   \n",
       "169786          7.404740                7.327049       8.0   \n",
       "84876           7.386741                7.323264      10.0   \n",
       "148228          7.369098                7.317576     107.0   \n",
       "...                  ...                     ...       ...   \n",
       "760             7.242144                7.116376     165.0   \n",
       "166384          7.243405                7.112803     363.0   \n",
       "1353            7.498044                7.106885     376.0   \n",
       "50              7.161267                7.104903     297.0   \n",
       "34635           7.152312                7.103894      73.0   \n",
       "10630           7.177621                7.099537     114.0   \n",
       "209685          7.374323                7.097874     240.0   \n",
       "198994          7.526970                7.090217     210.0   \n",
       "2511            7.232932                7.082347      59.0   \n",
       "168584          7.496979                7.079637     438.0   \n",
       "131357          7.143764                7.077427     361.0   \n",
       "198928          7.549623                7.069393      96.0   \n",
       "157354          7.145052                7.068169      49.0   \n",
       "221107          7.948107                7.067809      92.0   \n",
       "215             7.209445                7.067724     112.0   \n",
       "193738          7.214144                7.063317      11.0   \n",
       "129437          7.171173                7.061343     115.0   \n",
       "146652          7.262576                7.055409      80.0   \n",
       "92415           7.285505                7.052502     471.0   \n",
       "163166          7.550909                7.051175     367.0   \n",
       "70919           7.118092                7.050245     193.0   \n",
       "98778           7.106827                7.049162     270.0   \n",
       "199561          7.474377                7.045724     256.0   \n",
       "155426          7.140366                7.040666      72.0   \n",
       "2651            7.071535                7.037272      26.0   \n",
       "120677          7.093574                7.037116       7.0   \n",
       "34219           7.172847                7.035028     282.0   \n",
       "171623          7.165735                7.030056      37.0   \n",
       "28143           7.065818                7.024135      47.0   \n",
       "143741          7.145928                7.023481     460.0   \n",
       "\n",
       "        corrected_BGG_rank  rating_change rank_change  \n",
       "id                                                     \n",
       "161936                 1.0      -0.561605         1.0  \n",
       "178900                 2.0       0.128641        36.0  \n",
       "173346                 3.0      -0.279005         6.0  \n",
       "174430                 4.0      -0.808665        -3.0  \n",
       "521                    5.0       0.110523        64.0  \n",
       "163412                 6.0      -0.046753        44.0  \n",
       "160069                 7.0      -0.095066        38.0  \n",
       "209010                 8.0      -0.324382        13.0  \n",
       "194655                 9.0      -0.040150        58.0  \n",
       "205059                10.0      -0.386135         9.0  \n",
       "180263                11.0      -0.232684        31.0  \n",
       "92828                 12.0       0.180408       142.0  \n",
       "192291                13.0       0.159779       132.0  \n",
       "128882                14.0      -0.056765        63.0  \n",
       "54043                 15.0       0.038938        84.0  \n",
       "167791                16.0      -0.725876       -10.0  \n",
       "39856                 17.0       0.182600       158.0  \n",
       "129622                18.0       0.199069       174.0  \n",
       "201808                19.0      -0.231339        37.0  \n",
       "46213                 20.0       0.216986       192.0  \n",
       "204583                21.0       0.194222       174.0  \n",
       "68448                 22.0      -0.337799        19.0  \n",
       "198773                23.0       0.130003       154.0  \n",
       "170216                24.0      -0.560805        -7.0  \n",
       "147020                25.0      -0.154591        56.0  \n",
       "187645                26.0      -0.833204       -21.0  \n",
       "14996                 27.0      -0.141500        58.0  \n",
       "169786                28.0      -0.765741       -20.0  \n",
       "84876                 29.0      -0.676566       -19.0  \n",
       "148228                30.0      -0.087614        77.0  \n",
       "...                    ...            ...         ...  \n",
       "760                   71.0      -0.141864        94.0  \n",
       "166384                72.0       0.137423       291.0  \n",
       "1353                  73.0       0.145055       303.0  \n",
       "50                    74.0       0.046833       223.0  \n",
       "34635                 75.0      -0.421716        -2.0  \n",
       "10630                 76.0      -0.291733        38.0  \n",
       "209685                77.0      -0.042336       163.0  \n",
       "198994                78.0      -0.097773       132.0  \n",
       "2511                  79.0      -0.513573       -20.0  \n",
       "168584                80.0       0.179367       358.0  \n",
       "131357                81.0       0.100087       280.0  \n",
       "198928                82.0      -0.361917        14.0  \n",
       "157354                83.0      -0.596881       -34.0  \n",
       "221107                84.0      -0.385991         8.0  \n",
       "215                   85.0      -0.326886        27.0  \n",
       "193738                86.0      -0.932323       -75.0  \n",
       "129437                87.0      -0.323097        28.0  \n",
       "146652                88.0      -0.446851        -8.0  \n",
       "92415                 89.0       0.186322       382.0  \n",
       "163166                90.0       0.080455       277.0  \n",
       "70919                 91.0      -0.160815       102.0  \n",
       "98778                 92.0      -0.047688       178.0  \n",
       "199561                93.0      -0.072486       163.0  \n",
       "155426                94.0      -0.493744       -22.0  \n",
       "2651                  95.0      -0.803668       -69.0  \n",
       "120677                96.0      -1.088984       -89.0  \n",
       "34219                 97.0      -0.041542       185.0  \n",
       "171623                98.0      -0.707574       -61.0  \n",
       "28143                 99.0      -0.651895       -52.0  \n",
       "143741               100.0       0.145661       360.0  \n",
       "\n",
       "[100 rows x 30 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's get the top games after correcting for the complexity bias\n",
    "df.sort_values('bayes_corrected_rating', ascending=False).head(100)#.to_clipboard()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:35.810000Z",
     "start_time": "2018-12-09T02:16:35.653000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 12,
        "hidden": false,
        "row": 239,
        "width": 12
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>yearpublished</th>\n",
       "      <th>minplayers</th>\n",
       "      <th>maxplayers</th>\n",
       "      <th>playingtime</th>\n",
       "      <th>minplaytime</th>\n",
       "      <th>maxplaytime</th>\n",
       "      <th>minage</th>\n",
       "      <th>users_rated</th>\n",
       "      <th>...</th>\n",
       "      <th>categories</th>\n",
       "      <th>mechanics</th>\n",
       "      <th>designers</th>\n",
       "      <th>rating_residual</th>\n",
       "      <th>corrected_rating</th>\n",
       "      <th>bayes_corrected_rating</th>\n",
       "      <th>BGG_rank</th>\n",
       "      <th>corrected_BGG_rank</th>\n",
       "      <th>rating_change</th>\n",
       "      <th>rank_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>92415</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Skull</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6663</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game</td>\n",
       "      <td>Auction/Bidding,Hand Management,Player Elimina...</td>\n",
       "      <td>Hervé Marly</td>\n",
       "      <td>0.728615</td>\n",
       "      <td>7.285505</td>\n",
       "      <td>7.052502</td>\n",
       "      <td>471.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>0.186322</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143741</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>BANG! The Dice Game</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12442</td>\n",
       "      <td>...</td>\n",
       "      <td>American West,Bluffing,Deduction,Dice,Fighting...</td>\n",
       "      <td>Dice Rolling,Partnerships,Player Elimination,P...</td>\n",
       "      <td>Michael Palm,Lukas Zach</td>\n",
       "      <td>0.589038</td>\n",
       "      <td>7.145928</td>\n",
       "      <td>7.023481</td>\n",
       "      <td>460.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.145661</td>\n",
       "      <td>360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168584</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Love Letter: Batman</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3785</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction</td>\n",
       "      <td>Hand Management,Player Elimination</td>\n",
       "      <td>Seiji Kanai</td>\n",
       "      <td>0.940089</td>\n",
       "      <td>7.496979</td>\n",
       "      <td>7.079637</td>\n",
       "      <td>438.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.179367</td>\n",
       "      <td>358.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12942</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>No Thanks!</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15705</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game</td>\n",
       "      <td>Auction/Bidding,Press Your Luck,Set Collection</td>\n",
       "      <td>Thorsten Gimmler</td>\n",
       "      <td>0.675958</td>\n",
       "      <td>7.232848</td>\n",
       "      <td>7.129116</td>\n",
       "      <td>399.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.188606</td>\n",
       "      <td>333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Time's Up!</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4108</td>\n",
       "      <td>...</td>\n",
       "      <td>Humor,Party Game</td>\n",
       "      <td>Acting,Memory,Partnerships</td>\n",
       "      <td>Peter Sarrett</td>\n",
       "      <td>0.941155</td>\n",
       "      <td>7.498044</td>\n",
       "      <td>7.106885</td>\n",
       "      <td>376.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.145055</td>\n",
       "      <td>303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166384</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Spyfall</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12349</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Deduction,Humor,Party Game,Spies/Secr...</td>\n",
       "      <td>Role Playing,Voting</td>\n",
       "      <td>Alexandr Ushan</td>\n",
       "      <td>0.686515</td>\n",
       "      <td>7.243405</td>\n",
       "      <td>7.112803</td>\n",
       "      <td>363.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.137423</td>\n",
       "      <td>291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133473</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sushi Go!</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20924</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game</td>\n",
       "      <td>Card Drafting,Hand Management,Set Collection,S...</td>\n",
       "      <td>Phil Walker-Harding</td>\n",
       "      <td>0.752655</td>\n",
       "      <td>7.309545</td>\n",
       "      <td>7.227008</td>\n",
       "      <td>333.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.212028</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121288</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dixit: Journey</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3589</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Humor,Party Game</td>\n",
       "      <td>Acting,Simultaneous Action Selection,Singing,S...</td>\n",
       "      <td>Jean-Louis Roubira</td>\n",
       "      <td>1.030832</td>\n",
       "      <td>7.587722</td>\n",
       "      <td>7.132781</td>\n",
       "      <td>348.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.138251</td>\n",
       "      <td>284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131357</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Coup</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>23779</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Party Game,Political</td>\n",
       "      <td>Memory,Player Elimination,Take That,Variable P...</td>\n",
       "      <td>Rikki Tahta</td>\n",
       "      <td>0.586874</td>\n",
       "      <td>7.143764</td>\n",
       "      <td>7.077427</td>\n",
       "      <td>361.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.100087</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163166</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>One Night Ultimate Werewolf Daybreak</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3104</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Horror,Party Game</td>\n",
       "      <td>Role Playing,Variable Player Powers,Voting</td>\n",
       "      <td>Ted Alspach,Akihisa Okui</td>\n",
       "      <td>0.994019</td>\n",
       "      <td>7.550909</td>\n",
       "      <td>7.051175</td>\n",
       "      <td>367.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.080455</td>\n",
       "      <td>277.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>PitchCar</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7949</td>\n",
       "      <td>...</td>\n",
       "      <td>Action / Dexterity,Children's Game,Party Game,...</td>\n",
       "      <td>Modular Board</td>\n",
       "      <td>Jean du Poël</td>\n",
       "      <td>0.888412</td>\n",
       "      <td>7.445301</td>\n",
       "      <td>7.227925</td>\n",
       "      <td>320.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0.197475</td>\n",
       "      <td>273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36553</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Time's Up! Title Recall!</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2329</td>\n",
       "      <td>...</td>\n",
       "      <td>Humor,Movies / TV / Radio theme,Party Game</td>\n",
       "      <td>Acting,Memory,Partnerships</td>\n",
       "      <td>Michael Adams,Peter Sarrett</td>\n",
       "      <td>1.391854</td>\n",
       "      <td>7.948744</td>\n",
       "      <td>7.213165</td>\n",
       "      <td>281.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.135215</td>\n",
       "      <td>229.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Lost Cities</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>28474</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Exploration</td>\n",
       "      <td>Hand Management,Set Collection</td>\n",
       "      <td>Reiner Knizia</td>\n",
       "      <td>0.604377</td>\n",
       "      <td>7.161267</td>\n",
       "      <td>7.104903</td>\n",
       "      <td>297.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.046833</td>\n",
       "      <td>223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>For Sale</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17025</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Economic</td>\n",
       "      <td>Auction/Bidding,Hand Management</td>\n",
       "      <td>Stefan Dorra</td>\n",
       "      <td>0.787518</td>\n",
       "      <td>7.344408</td>\n",
       "      <td>7.242083</td>\n",
       "      <td>261.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.131033</td>\n",
       "      <td>218.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147949</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>One Night Ultimate Werewolf</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13288</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Horror,Party Game</td>\n",
       "      <td>Role Playing,Variable Player Powers,Voting</td>\n",
       "      <td>Ted Alspach,Akihisa Okui</td>\n",
       "      <td>0.815120</td>\n",
       "      <td>7.372010</td>\n",
       "      <td>7.240990</td>\n",
       "      <td>246.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.110450</td>\n",
       "      <td>202.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46213</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Telestrations</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7887</td>\n",
       "      <td>...</td>\n",
       "      <td>Humor,Party Game,Real-time</td>\n",
       "      <td>Line Drawing,Paper-and-Pencil</td>\n",
       "      <td>(Uncredited)</td>\n",
       "      <td>1.088448</td>\n",
       "      <td>7.645338</td>\n",
       "      <td>7.403936</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.216986</td>\n",
       "      <td>192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34219</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Biblios</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11138</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Medieval,Religious</td>\n",
       "      <td>Auction/Bidding,Card Drafting,Hand Management,...</td>\n",
       "      <td>Steve Finn</td>\n",
       "      <td>0.615957</td>\n",
       "      <td>7.172847</td>\n",
       "      <td>7.035028</td>\n",
       "      <td>282.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>-0.041542</td>\n",
       "      <td>185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98778</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Hanabi</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>26865</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction,Memory</td>\n",
       "      <td>Co-operative Play,Hand Management,Memory,Set C...</td>\n",
       "      <td>Antoine Bauza</td>\n",
       "      <td>0.549937</td>\n",
       "      <td>7.106827</td>\n",
       "      <td>7.049162</td>\n",
       "      <td>270.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>-0.047688</td>\n",
       "      <td>178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129622</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Love Letter</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>39963</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Deduction,Renaissance</td>\n",
       "      <td>Hand Management,Player Elimination</td>\n",
       "      <td>Seiji Kanai</td>\n",
       "      <td>0.901426</td>\n",
       "      <td>7.458315</td>\n",
       "      <td>7.410509</td>\n",
       "      <td>192.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.199069</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204583</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Kingdomino</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9063</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Medieval,Territory Building</td>\n",
       "      <td>Card Drafting,Pattern Building,Tile Placement,...</td>\n",
       "      <td>Bruno Cathala</td>\n",
       "      <td>1.057053</td>\n",
       "      <td>7.613942</td>\n",
       "      <td>7.403872</td>\n",
       "      <td>195.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.194222</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70323</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>King of Tokyo</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40765</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Fighting,Movies / TV / Radio theme,Scienc...</td>\n",
       "      <td>Area Control / Area Influence,Card Drafting,Di...</td>\n",
       "      <td>Richard Garfield</td>\n",
       "      <td>0.737563</td>\n",
       "      <td>7.294452</td>\n",
       "      <td>7.251487</td>\n",
       "      <td>209.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.062737</td>\n",
       "      <td>169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157969</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sheriff of Nottingham</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18315</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Humor,Medieval,Negotiation,...</td>\n",
       "      <td>Card Drafting,Hand Management,Role Playing,Set...</td>\n",
       "      <td>Sérgio Halaban,André Zatz</td>\n",
       "      <td>0.675371</td>\n",
       "      <td>7.232260</td>\n",
       "      <td>7.142576</td>\n",
       "      <td>227.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>-0.016844</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224037</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Codenames Duet</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2220</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Word Game</td>\n",
       "      <td>Co-operative Play</td>\n",
       "      <td>Vlaada Chvátil,Scot Eaton</td>\n",
       "      <td>1.379204</td>\n",
       "      <td>7.936094</td>\n",
       "      <td>7.179543</td>\n",
       "      <td>223.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.016403</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209685</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Century: Spice Road</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5780</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Economic,Medieval</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Hand Manage...</td>\n",
       "      <td>Emerson Matsuuchi</td>\n",
       "      <td>0.817433</td>\n",
       "      <td>7.374323</td>\n",
       "      <td>7.097874</td>\n",
       "      <td>240.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>-0.042336</td>\n",
       "      <td>163.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199561</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Sagrada</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3606</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Puzzle</td>\n",
       "      <td>Dice Rolling,Pattern Building,Set Collection</td>\n",
       "      <td>Adrian Adamescu,Daryl Andrews</td>\n",
       "      <td>0.917487</td>\n",
       "      <td>7.474377</td>\n",
       "      <td>7.045724</td>\n",
       "      <td>256.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>-0.072486</td>\n",
       "      <td>163.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39856</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dixit</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>34645</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Humor,Party Game</td>\n",
       "      <td>Simultaneous Action Selection,Storytelling,Voting</td>\n",
       "      <td>Jean-Louis Roubira</td>\n",
       "      <td>0.919054</td>\n",
       "      <td>7.475944</td>\n",
       "      <td>7.420510</td>\n",
       "      <td>175.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.182600</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198773</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Codenames: Pictures</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8139</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Memory,Party Game,Spies/Secret Agents</td>\n",
       "      <td>Memory,Partnerships,Pattern Recognition,Press ...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>1.038111</td>\n",
       "      <td>7.595000</td>\n",
       "      <td>7.365763</td>\n",
       "      <td>177.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.130003</td>\n",
       "      <td>154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2653</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Survive: Escape from Atlantis!</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14965</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Animals,Bluffing,Nautical</td>\n",
       "      <td>Action Point Allowance System,Dice Rolling,Gri...</td>\n",
       "      <td>Julian Courtland-Smith</td>\n",
       "      <td>0.679951</td>\n",
       "      <td>7.236841</td>\n",
       "      <td>7.128050</td>\n",
       "      <td>220.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>-0.042690</td>\n",
       "      <td>153.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188834</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Secret Hitler</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6118</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Deduction,Party Game,Politi...</td>\n",
       "      <td>Partnerships,Player Elimination,Voting</td>\n",
       "      <td>Mike Boxleiter,Tommy Maranges,Max Temkin</td>\n",
       "      <td>0.941998</td>\n",
       "      <td>7.498888</td>\n",
       "      <td>7.218066</td>\n",
       "      <td>201.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.013576</td>\n",
       "      <td>152.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92828</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dixit Odyssey</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11069</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Humor,Party Game</td>\n",
       "      <td>Partnerships,Simultaneous Action Selection,Sto...</td>\n",
       "      <td>Jean-Louis Roubira</td>\n",
       "      <td>1.099849</td>\n",
       "      <td>7.656739</td>\n",
       "      <td>7.478038</td>\n",
       "      <td>154.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.180408</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77423</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Lord of the Rings: The Card Game</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16040</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Card Game,Collectible Components,Fan...</td>\n",
       "      <td>Co-operative Play,Hand Management,Variable Pla...</td>\n",
       "      <td>Nate French</td>\n",
       "      <td>0.296589</td>\n",
       "      <td>6.853479</td>\n",
       "      <td>6.774050</td>\n",
       "      <td>100.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>-0.641970</td>\n",
       "      <td>-145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72125</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Eclipse</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21808</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Fighting,Science Fiction,Space Ex...</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Gri...</td>\n",
       "      <td>Touko Tahkokallio</td>\n",
       "      <td>0.383782</td>\n",
       "      <td>6.940672</td>\n",
       "      <td>6.877506</td>\n",
       "      <td>27.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>-0.951524</td>\n",
       "      <td>-149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177736</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>A Feast for Odin</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6546</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing,Medieval,Puzzle</td>\n",
       "      <td>Area Enclosure,Dice Rolling,Pattern Building,P...</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.519373</td>\n",
       "      <td>7.076262</td>\n",
       "      <td>6.867375</td>\n",
       "      <td>32.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>-0.923885</td>\n",
       "      <td>-151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43111</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Chaos in the Old World</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11984</td>\n",
       "      <td>...</td>\n",
       "      <td>Fantasy,Fighting,Horror,Mythology,Wargame</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Eric M. Lang</td>\n",
       "      <td>0.325385</td>\n",
       "      <td>6.882274</td>\n",
       "      <td>6.775815</td>\n",
       "      <td>86.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>-0.692865</td>\n",
       "      <td>-156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126163</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Tzolk'in: The Mayan Calendar</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>19973</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Civilization,Economic,Farming,Mythology</td>\n",
       "      <td>Set Collection,Worker Placement</td>\n",
       "      <td>Simone Luciani,Daniele Tascini</td>\n",
       "      <td>0.355235</td>\n",
       "      <td>6.912125</td>\n",
       "      <td>6.844795</td>\n",
       "      <td>33.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>-0.942595</td>\n",
       "      <td>-167.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121921</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Robinson Crusoe: Adventures on the Cursed Island</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21210</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fighting,Novel-based</td>\n",
       "      <td>Action / Movement Programming,Co-operative Pla...</td>\n",
       "      <td>Ignacy Trzewiczek</td>\n",
       "      <td>0.352495</td>\n",
       "      <td>6.909385</td>\n",
       "      <td>6.845928</td>\n",
       "      <td>29.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>-0.957322</td>\n",
       "      <td>-170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144733</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Russian Railroads</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10134</td>\n",
       "      <td>...</td>\n",
       "      <td>Industry / Manufacturing,Trains</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Helmut Ohley,Leonhard \"Lonny\" Orgler</td>\n",
       "      <td>0.337100</td>\n",
       "      <td>6.893989</td>\n",
       "      <td>6.768788</td>\n",
       "      <td>61.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>-0.815212</td>\n",
       "      <td>-191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159675</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Fields of Arle</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4310</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Farming,Industry / Manufacturing</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.470844</td>\n",
       "      <td>7.027733</td>\n",
       "      <td>6.740025</td>\n",
       "      <td>54.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>-0.907855</td>\n",
       "      <td>-214.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73439</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Troyes</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12519</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Economic,Medieval</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Wor...</td>\n",
       "      <td>Sébastien Dujardin,Xavier Georges,Alain Orban</td>\n",
       "      <td>0.263316</td>\n",
       "      <td>6.820206</td>\n",
       "      <td>6.722551</td>\n",
       "      <td>64.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>-0.855969</td>\n",
       "      <td>-217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35677</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Le Havre</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20396</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Industry / Manufacturin...</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.274636</td>\n",
       "      <td>6.831525</td>\n",
       "      <td>6.769293</td>\n",
       "      <td>34.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>-1.017987</td>\n",
       "      <td>-217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175155</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Forbidden Stars</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4689</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Fighting,Miniatures,Science Fiction,W...</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Han...</td>\n",
       "      <td>Samuel Bailey,James Kniffen,Corey Konieczka</td>\n",
       "      <td>0.395965</td>\n",
       "      <td>6.952855</td>\n",
       "      <td>6.697475</td>\n",
       "      <td>78.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>-0.810625</td>\n",
       "      <td>-229.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28720</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Brass: Lancashire</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11175</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing,Transportation</td>\n",
       "      <td>Hand Management,Route/Network Building</td>\n",
       "      <td>Martin Wallace</td>\n",
       "      <td>0.308670</td>\n",
       "      <td>6.865560</td>\n",
       "      <td>6.753399</td>\n",
       "      <td>31.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>-1.041731</td>\n",
       "      <td>-229.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185343</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Anachrony</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3074</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Science Fiction</td>\n",
       "      <td>Action Point Allowance System,Card Drafting,Di...</td>\n",
       "      <td>Richard Amann,Viktor Peter,Dávid Turczi</td>\n",
       "      <td>0.501623</td>\n",
       "      <td>7.058513</td>\n",
       "      <td>6.675962</td>\n",
       "      <td>95.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>-0.759678</td>\n",
       "      <td>-234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175914</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Food Chain Magnate</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6367</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Modular Boa...</td>\n",
       "      <td>Jeroen Doumen,Joris Wiersinga</td>\n",
       "      <td>0.373578</td>\n",
       "      <td>6.930468</td>\n",
       "      <td>6.736296</td>\n",
       "      <td>28.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>-1.080494</td>\n",
       "      <td>-243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96848</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mage Knight Board Game</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20243</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fantasy,Fighting</td>\n",
       "      <td>Card Drafting,Co-operative Play,Deck / Pool Bu...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>0.257904</td>\n",
       "      <td>6.814794</td>\n",
       "      <td>6.752901</td>\n",
       "      <td>16.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>-1.176039</td>\n",
       "      <td>-246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Tigris &amp; Euphrates</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>21214</td>\n",
       "      <td>...</td>\n",
       "      <td>Abstract Strategy,Ancient,Civilization,Territo...</td>\n",
       "      <td>Area Control / Area Influence,Hand Management,...</td>\n",
       "      <td>Reiner Knizia</td>\n",
       "      <td>0.183016</td>\n",
       "      <td>6.739906</td>\n",
       "      <td>6.684090</td>\n",
       "      <td>65.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>-0.893090</td>\n",
       "      <td>-254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18602</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Caylus</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>22836</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Medieval</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>William Attia</td>\n",
       "      <td>0.169119</td>\n",
       "      <td>6.726009</td>\n",
       "      <td>6.674574</td>\n",
       "      <td>43.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>-1.023606</td>\n",
       "      <td>-288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25613</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Through the Ages: A Story of Civilization</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15938</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Economic</td>\n",
       "      <td>Action Point Allowance System,Auction/Bidding,...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>0.212389</td>\n",
       "      <td>6.769279</td>\n",
       "      <td>6.694342</td>\n",
       "      <td>20.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-1.190418</td>\n",
       "      <td>-290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102680</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Trajan</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10735</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Political</td>\n",
       "      <td>Area Movement,Card Drafting,Hand Management,Se...</td>\n",
       "      <td>Stefan Feld</td>\n",
       "      <td>0.203459</td>\n",
       "      <td>6.760349</td>\n",
       "      <td>6.652948</td>\n",
       "      <td>63.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>-0.928062</td>\n",
       "      <td>-296.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9216</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Goa</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9964</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Farming,Nautical,Renaissance</td>\n",
       "      <td>Auction/Bidding,Hand Management,Press Your Luck</td>\n",
       "      <td>Rüdiger Dorn</td>\n",
       "      <td>0.168533</td>\n",
       "      <td>6.725422</td>\n",
       "      <td>6.613654</td>\n",
       "      <td>98.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-0.805086</td>\n",
       "      <td>-310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172386</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mombasa</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6295</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic</td>\n",
       "      <td>Action / Movement Programming,Area Control / A...</td>\n",
       "      <td>Alexander Pfister</td>\n",
       "      <td>0.263640</td>\n",
       "      <td>6.820530</td>\n",
       "      <td>6.639511</td>\n",
       "      <td>60.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>-0.950819</td>\n",
       "      <td>-319.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126042</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Nations</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8944</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Civilization,Economic</td>\n",
       "      <td>Card Drafting,Variable Player Powers</td>\n",
       "      <td>Rustan Håkansson,Nina Håkansson,Einar Rosén,Ro...</td>\n",
       "      <td>0.183351</td>\n",
       "      <td>6.740240</td>\n",
       "      <td>6.615518</td>\n",
       "      <td>84.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>-0.859452</td>\n",
       "      <td>-322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Paths of Glory</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3759</td>\n",
       "      <td>...</td>\n",
       "      <td>Wargame,World War I</td>\n",
       "      <td>Campaign / Battle Card Driven,Dice Rolling,Poi...</td>\n",
       "      <td>Ted Raicer</td>\n",
       "      <td>0.346013</td>\n",
       "      <td>6.902903</td>\n",
       "      <td>6.608114</td>\n",
       "      <td>90.0</td>\n",
       "      <td>415.0</td>\n",
       "      <td>-0.848046</td>\n",
       "      <td>-325.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103343</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>A Game of Thrones: The Board Game (Second Edit...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20014</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Fantasy,Negotiation,Novel-based,Polit...</td>\n",
       "      <td>Area Control / Area Influence,Area Movement,Au...</td>\n",
       "      <td>Christian T. Petersen</td>\n",
       "      <td>0.117030</td>\n",
       "      <td>6.673920</td>\n",
       "      <td>6.618056</td>\n",
       "      <td>76.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>-0.898914</td>\n",
       "      <td>-327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9609</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>War of the Ring (first edition)</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9111</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Dice,Fantasy,Miniatures,Novel-based,...</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Roberto Di Meglio,Marco Maggi,Francesco Nepitello</td>\n",
       "      <td>0.116984</td>\n",
       "      <td>6.673873</td>\n",
       "      <td>6.557775</td>\n",
       "      <td>74.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>-0.967105</td>\n",
       "      <td>-406.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161970</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Alchemists</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11591</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Fantasy</td>\n",
       "      <td>Action Point Allowance System,Card Drafting,Ha...</td>\n",
       "      <td>Matúš Kotry</td>\n",
       "      <td>0.071304</td>\n",
       "      <td>6.628193</td>\n",
       "      <td>6.538590</td>\n",
       "      <td>75.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>-0.979660</td>\n",
       "      <td>-433.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62219</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dominant Species</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13782</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Environmental,Prehistoric</td>\n",
       "      <td>Area Control / Area Influence,Card Drafting,Gr...</td>\n",
       "      <td>Chad Jensen</td>\n",
       "      <td>0.071701</td>\n",
       "      <td>6.628590</td>\n",
       "      <td>6.552242</td>\n",
       "      <td>48.0</td>\n",
       "      <td>487.0</td>\n",
       "      <td>-1.114628</td>\n",
       "      <td>-439.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12493</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Twilight Imperium (Third Edition)</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16070</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Negotiation,Political,Science Fic...</td>\n",
       "      <td>Action Point Allowance System,Area-Impulse,Dic...</td>\n",
       "      <td>Christian T. Petersen</td>\n",
       "      <td>0.038945</td>\n",
       "      <td>6.595834</td>\n",
       "      <td>6.531638</td>\n",
       "      <td>44.0</td>\n",
       "      <td>521.0</td>\n",
       "      <td>-1.161022</td>\n",
       "      <td>-477.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70149</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Ora et Labora</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8006</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Industry / Manufacturin...</td>\n",
       "      <td>Modular Board,Pattern Building,Set Collection,...</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.058555</td>\n",
       "      <td>6.615445</td>\n",
       "      <td>6.491589</td>\n",
       "      <td>82.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>-1.004531</td>\n",
       "      <td>-479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125153</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Gallerist</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4734</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic</td>\n",
       "      <td>Commodity Speculation,Set Collection,Worker Pl...</td>\n",
       "      <td>Vital Lacerda</td>\n",
       "      <td>0.139652</td>\n",
       "      <td>6.696542</td>\n",
       "      <td>6.487867</td>\n",
       "      <td>68.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>-1.069813</td>\n",
       "      <td>-498.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             type                                               name  \\\n",
       "id                                                                     \n",
       "92415   boardgame                                              Skull   \n",
       "143741  boardgame                                BANG! The Dice Game   \n",
       "168584  boardgame                                Love Letter: Batman   \n",
       "12942   boardgame                                         No Thanks!   \n",
       "1353    boardgame                                         Time's Up!   \n",
       "166384  boardgame                                            Spyfall   \n",
       "133473  boardgame                                          Sushi Go!   \n",
       "121288  boardgame                                     Dixit: Journey   \n",
       "131357  boardgame                                               Coup   \n",
       "163166  boardgame               One Night Ultimate Werewolf Daybreak   \n",
       "150     boardgame                                           PitchCar   \n",
       "36553   boardgame                           Time's Up! Title Recall!   \n",
       "50      boardgame                                        Lost Cities   \n",
       "172     boardgame                                           For Sale   \n",
       "147949  boardgame                        One Night Ultimate Werewolf   \n",
       "46213   boardgame                                      Telestrations   \n",
       "34219   boardgame                                            Biblios   \n",
       "98778   boardgame                                             Hanabi   \n",
       "129622  boardgame                                        Love Letter   \n",
       "204583  boardgame                                         Kingdomino   \n",
       "70323   boardgame                                      King of Tokyo   \n",
       "157969  boardgame                              Sheriff of Nottingham   \n",
       "224037  boardgame                                     Codenames Duet   \n",
       "209685  boardgame                                Century: Spice Road   \n",
       "199561  boardgame                                            Sagrada   \n",
       "39856   boardgame                                              Dixit   \n",
       "198773  boardgame                                Codenames: Pictures   \n",
       "2653    boardgame                     Survive: Escape from Atlantis!   \n",
       "188834  boardgame                                      Secret Hitler   \n",
       "92828   boardgame                                      Dixit Odyssey   \n",
       "...           ...                                                ...   \n",
       "77423   boardgame               The Lord of the Rings: The Card Game   \n",
       "72125   boardgame                                            Eclipse   \n",
       "177736  boardgame                                   A Feast for Odin   \n",
       "43111   boardgame                             Chaos in the Old World   \n",
       "126163  boardgame                       Tzolk'in: The Mayan Calendar   \n",
       "121921  boardgame   Robinson Crusoe: Adventures on the Cursed Island   \n",
       "144733  boardgame                                  Russian Railroads   \n",
       "159675  boardgame                                     Fields of Arle   \n",
       "73439   boardgame                                             Troyes   \n",
       "35677   boardgame                                           Le Havre   \n",
       "175155  boardgame                                    Forbidden Stars   \n",
       "28720   boardgame                                  Brass: Lancashire   \n",
       "185343  boardgame                                          Anachrony   \n",
       "175914  boardgame                                 Food Chain Magnate   \n",
       "96848   boardgame                             Mage Knight Board Game   \n",
       "42      boardgame                                 Tigris & Euphrates   \n",
       "18602   boardgame                                             Caylus   \n",
       "25613   boardgame          Through the Ages: A Story of Civilization   \n",
       "102680  boardgame                                             Trajan   \n",
       "9216    boardgame                                                Goa   \n",
       "172386  boardgame                                            Mombasa   \n",
       "126042  boardgame                                            Nations   \n",
       "91      boardgame                                     Paths of Glory   \n",
       "103343  boardgame  A Game of Thrones: The Board Game (Second Edit...   \n",
       "9609    boardgame                    War of the Ring (first edition)   \n",
       "161970  boardgame                                         Alchemists   \n",
       "62219   boardgame                                   Dominant Species   \n",
       "12493   boardgame                  Twilight Imperium (Third Edition)   \n",
       "70149   boardgame                                      Ora et Labora   \n",
       "125153  boardgame                                      The Gallerist   \n",
       "\n",
       "        yearpublished  minplayers  maxplayers  playingtime  minplaytime  \\\n",
       "id                                                                        \n",
       "92415          2011.0         3.0         6.0         45.0         45.0   \n",
       "143741         2013.0         3.0         8.0         15.0         15.0   \n",
       "168584         2015.0         2.0         4.0         20.0         20.0   \n",
       "12942          2004.0         3.0         7.0         30.0         20.0   \n",
       "1353           1999.0         4.0        18.0         90.0         90.0   \n",
       "166384         2014.0         3.0         8.0         15.0         15.0   \n",
       "133473         2013.0         2.0         5.0         15.0         15.0   \n",
       "121288         2012.0         3.0         6.0         30.0         30.0   \n",
       "131357         2012.0         2.0         6.0         15.0         15.0   \n",
       "163166         2015.0         3.0         7.0         10.0         10.0   \n",
       "150            1995.0         2.0         8.0         30.0         30.0   \n",
       "36553          2008.0         4.0        18.0         60.0         60.0   \n",
       "50             1999.0         2.0         2.0         30.0         30.0   \n",
       "172            1997.0         3.0         6.0         30.0         30.0   \n",
       "147949         2014.0         3.0        10.0         10.0         10.0   \n",
       "46213          2009.0         4.0         8.0         30.0         30.0   \n",
       "34219          2007.0         2.0         4.0         30.0         30.0   \n",
       "98778          2010.0         2.0         5.0         25.0         25.0   \n",
       "129622         2012.0         2.0         4.0         20.0         20.0   \n",
       "204583         2016.0         2.0         4.0         20.0         15.0   \n",
       "70323          2011.0         2.0         6.0         30.0         30.0   \n",
       "157969         2014.0         3.0         5.0         60.0         60.0   \n",
       "224037         2017.0         2.0         4.0         30.0         15.0   \n",
       "209685         2017.0         2.0         5.0         45.0         30.0   \n",
       "199561         2017.0         1.0         4.0         40.0         20.0   \n",
       "39856          2008.0         3.0         6.0         30.0         30.0   \n",
       "198773         2016.0         2.0         8.0         20.0         10.0   \n",
       "2653           1982.0         2.0         4.0         60.0         45.0   \n",
       "188834         2016.0         5.0        10.0         45.0         45.0   \n",
       "92828          2011.0         3.0        12.0         30.0         30.0   \n",
       "...               ...         ...         ...          ...          ...   \n",
       "77423          2011.0         1.0         2.0         60.0         60.0   \n",
       "72125          2011.0         2.0         6.0        200.0         60.0   \n",
       "177736         2016.0         1.0         4.0        120.0         30.0   \n",
       "43111          2009.0         3.0         4.0        120.0         60.0   \n",
       "126163         2012.0         2.0         4.0         90.0         90.0   \n",
       "121921         2012.0         1.0         4.0        120.0         60.0   \n",
       "144733         2013.0         2.0         4.0        120.0         90.0   \n",
       "159675         2014.0         1.0         2.0        120.0         60.0   \n",
       "73439          2010.0         2.0         4.0         90.0         90.0   \n",
       "35677          2008.0         1.0         5.0        150.0         30.0   \n",
       "175155         2015.0         2.0         4.0        180.0        120.0   \n",
       "28720          2007.0         2.0         4.0        180.0        120.0   \n",
       "185343         2017.0         1.0         4.0        120.0         30.0   \n",
       "175914         2015.0         2.0         5.0        240.0        120.0   \n",
       "96848          2011.0         1.0         4.0        150.0        150.0   \n",
       "42             1997.0         2.0         4.0         90.0         90.0   \n",
       "18602          2005.0         2.0         5.0        150.0         60.0   \n",
       "25613          2006.0         2.0         4.0        240.0        240.0   \n",
       "102680         2011.0         2.0         4.0        120.0         60.0   \n",
       "9216           2004.0         2.0         4.0         90.0         90.0   \n",
       "172386         2015.0         2.0         4.0        150.0         75.0   \n",
       "126042         2013.0         1.0         5.0        200.0         40.0   \n",
       "91             1999.0         2.0         2.0        480.0        480.0   \n",
       "103343         2011.0         3.0         6.0        240.0        120.0   \n",
       "9609           2004.0         2.0         4.0        120.0        120.0   \n",
       "161970         2014.0         2.0         4.0        120.0        120.0   \n",
       "62219          2010.0         2.0         6.0        240.0        120.0   \n",
       "12493          2005.0         3.0         6.0        240.0        180.0   \n",
       "70149          2011.0         1.0         4.0        180.0         60.0   \n",
       "125153         2015.0         1.0         4.0        150.0         60.0   \n",
       "\n",
       "        maxplaytime  minage  users_rated     ...      \\\n",
       "id                                           ...       \n",
       "92415          45.0    14.0         6663     ...       \n",
       "143741         15.0     8.0        12442     ...       \n",
       "168584         20.0    10.0         3785     ...       \n",
       "12942          30.0     8.0        15705     ...       \n",
       "1353           90.0    12.0         4108     ...       \n",
       "166384         15.0    12.0        12349     ...       \n",
       "133473         15.0     8.0        20924     ...       \n",
       "121288         30.0     8.0         3589     ...       \n",
       "131357         15.0     9.0        23779     ...       \n",
       "163166         10.0     8.0         3104     ...       \n",
       "150            30.0     6.0         7949     ...       \n",
       "36553          60.0    12.0         2329     ...       \n",
       "50             30.0    10.0        28474     ...       \n",
       "172            30.0    10.0        17025     ...       \n",
       "147949         10.0     8.0        13288     ...       \n",
       "46213          30.0    12.0         7887     ...       \n",
       "34219          30.0    10.0        11138     ...       \n",
       "98778          25.0     8.0        26865     ...       \n",
       "129622         20.0    10.0        39963     ...       \n",
       "204583         20.0     8.0         9063     ...       \n",
       "70323          30.0     8.0        40765     ...       \n",
       "157969         60.0    13.0        18315     ...       \n",
       "224037         30.0    11.0         2220     ...       \n",
       "209685         45.0     8.0         5780     ...       \n",
       "199561         40.0    14.0         3606     ...       \n",
       "39856          30.0     6.0        34645     ...       \n",
       "198773         20.0    10.0         8139     ...       \n",
       "2653           60.0     8.0        14965     ...       \n",
       "188834         45.0    13.0         6118     ...       \n",
       "92828          30.0     8.0        11069     ...       \n",
       "...             ...     ...          ...     ...       \n",
       "77423          60.0    13.0        16040     ...       \n",
       "72125         200.0    14.0        21808     ...       \n",
       "177736        120.0    12.0         6546     ...       \n",
       "43111         120.0    13.0        11984     ...       \n",
       "126163         90.0    13.0        19973     ...       \n",
       "121921        120.0    14.0        21210     ...       \n",
       "144733        120.0    12.0        10134     ...       \n",
       "159675        120.0    13.0         4310     ...       \n",
       "73439          90.0    12.0        12519     ...       \n",
       "35677         150.0    12.0        20396     ...       \n",
       "175155        180.0    14.0         4689     ...       \n",
       "28720         180.0    14.0        11175     ...       \n",
       "185343        120.0    15.0         3074     ...       \n",
       "175914        240.0    14.0         6367     ...       \n",
       "96848         150.0    14.0        20243     ...       \n",
       "42             90.0    12.0        21214     ...       \n",
       "18602         150.0    12.0        22836     ...       \n",
       "25613         240.0    12.0        15938     ...       \n",
       "102680        120.0    12.0        10735     ...       \n",
       "9216           90.0    12.0         9964     ...       \n",
       "172386        150.0    12.0         6295     ...       \n",
       "126042        200.0    14.0         8944     ...       \n",
       "91            480.0    14.0         3759     ...       \n",
       "103343        240.0    14.0        20014     ...       \n",
       "9609          120.0    12.0         9111     ...       \n",
       "161970        120.0    13.0        11591     ...       \n",
       "62219         240.0    14.0        13782     ...       \n",
       "12493         240.0    14.0        16070     ...       \n",
       "70149         180.0    13.0         8006     ...       \n",
       "125153        150.0    13.0         4734     ...       \n",
       "\n",
       "                                               categories  \\\n",
       "id                                                          \n",
       "92415                                  Bluffing,Card Game   \n",
       "143741  American West,Bluffing,Deduction,Dice,Fighting...   \n",
       "168584                                Card Game,Deduction   \n",
       "12942                                           Card Game   \n",
       "1353                                     Humor,Party Game   \n",
       "166384  Bluffing,Deduction,Humor,Party Game,Spies/Secr...   \n",
       "133473                                          Card Game   \n",
       "121288                         Card Game,Humor,Party Game   \n",
       "131357  Bluffing,Card Game,Deduction,Party Game,Political   \n",
       "163166     Bluffing,Card Game,Deduction,Horror,Party Game   \n",
       "150     Action / Dexterity,Children's Game,Party Game,...   \n",
       "36553          Humor,Movies / TV / Radio theme,Party Game   \n",
       "50                                  Card Game,Exploration   \n",
       "172                                    Card Game,Economic   \n",
       "147949     Bluffing,Card Game,Deduction,Horror,Party Game   \n",
       "46213                          Humor,Party Game,Real-time   \n",
       "34219                        Card Game,Medieval,Religious   \n",
       "98778                          Card Game,Deduction,Memory   \n",
       "129622                    Card Game,Deduction,Renaissance   \n",
       "204583          City Building,Medieval,Territory Building   \n",
       "70323   Dice,Fighting,Movies / TV / Radio theme,Scienc...   \n",
       "157969  Bluffing,Card Game,Humor,Medieval,Negotiation,...   \n",
       "224037                                Deduction,Word Game   \n",
       "209685                        Card Game,Economic,Medieval   \n",
       "199561                                        Dice,Puzzle   \n",
       "39856                          Card Game,Humor,Party Game   \n",
       "198773    Deduction,Memory,Party Game,Spies/Secret Agents   \n",
       "2653                  Adventure,Animals,Bluffing,Nautical   \n",
       "188834  Bluffing,Card Game,Deduction,Party Game,Politi...   \n",
       "92828                          Card Game,Humor,Party Game   \n",
       "...                                                   ...   \n",
       "77423   Adventure,Card Game,Collectible Components,Fan...   \n",
       "72125   Civilization,Fighting,Science Fiction,Space Ex...   \n",
       "177736  Economic,Industry / Manufacturing,Medieval,Puzzle   \n",
       "43111           Fantasy,Fighting,Horror,Mythology,Wargame   \n",
       "126163    Ancient,Civilization,Economic,Farming,Mythology   \n",
       "121921         Adventure,Exploration,Fighting,Novel-based   \n",
       "144733                    Industry / Manufacturing,Trains   \n",
       "159675          Economic,Farming,Industry / Manufacturing   \n",
       "73439                              Dice,Economic,Medieval   \n",
       "35677   City Building,Economic,Industry / Manufacturin...   \n",
       "175155  Bluffing,Fighting,Miniatures,Science Fiction,W...   \n",
       "28720    Economic,Industry / Manufacturing,Transportation   \n",
       "185343                           Economic,Science Fiction   \n",
       "175914                  Economic,Industry / Manufacturing   \n",
       "96848              Adventure,Exploration,Fantasy,Fighting   \n",
       "42      Abstract Strategy,Ancient,Civilization,Territo...   \n",
       "18602                     City Building,Economic,Medieval   \n",
       "25613                               Civilization,Economic   \n",
       "102680                                  Ancient,Political   \n",
       "9216                Economic,Farming,Nautical,Renaissance   \n",
       "172386                                           Economic   \n",
       "126042                    Card Game,Civilization,Economic   \n",
       "91                                    Wargame,World War I   \n",
       "103343  Bluffing,Fantasy,Negotiation,Novel-based,Polit...   \n",
       "9609    Adventure,Dice,Fantasy,Miniatures,Novel-based,...   \n",
       "161970                                  Deduction,Fantasy   \n",
       "62219                   Animals,Environmental,Prehistoric   \n",
       "12493   Civilization,Negotiation,Political,Science Fic...   \n",
       "70149   City Building,Economic,Industry / Manufacturin...   \n",
       "125153                                           Economic   \n",
       "\n",
       "                                                mechanics  \\\n",
       "id                                                          \n",
       "92415   Auction/Bidding,Hand Management,Player Elimina...   \n",
       "143741  Dice Rolling,Partnerships,Player Elimination,P...   \n",
       "168584                 Hand Management,Player Elimination   \n",
       "12942      Auction/Bidding,Press Your Luck,Set Collection   \n",
       "1353                           Acting,Memory,Partnerships   \n",
       "166384                                Role Playing,Voting   \n",
       "133473  Card Drafting,Hand Management,Set Collection,S...   \n",
       "121288  Acting,Simultaneous Action Selection,Singing,S...   \n",
       "131357  Memory,Player Elimination,Take That,Variable P...   \n",
       "163166         Role Playing,Variable Player Powers,Voting   \n",
       "150                                         Modular Board   \n",
       "36553                          Acting,Memory,Partnerships   \n",
       "50                         Hand Management,Set Collection   \n",
       "172                       Auction/Bidding,Hand Management   \n",
       "147949         Role Playing,Variable Player Powers,Voting   \n",
       "46213                       Line Drawing,Paper-and-Pencil   \n",
       "34219   Auction/Bidding,Card Drafting,Hand Management,...   \n",
       "98778   Co-operative Play,Hand Management,Memory,Set C...   \n",
       "129622                 Hand Management,Player Elimination   \n",
       "204583  Card Drafting,Pattern Building,Tile Placement,...   \n",
       "70323   Area Control / Area Influence,Card Drafting,Di...   \n",
       "157969  Card Drafting,Hand Management,Role Playing,Set...   \n",
       "224037                                  Co-operative Play   \n",
       "209685  Card Drafting,Deck / Pool Building,Hand Manage...   \n",
       "199561       Dice Rolling,Pattern Building,Set Collection   \n",
       "39856   Simultaneous Action Selection,Storytelling,Voting   \n",
       "198773  Memory,Partnerships,Pattern Recognition,Press ...   \n",
       "2653    Action Point Allowance System,Dice Rolling,Gri...   \n",
       "188834             Partnerships,Player Elimination,Voting   \n",
       "92828   Partnerships,Simultaneous Action Selection,Sto...   \n",
       "...                                                   ...   \n",
       "77423   Co-operative Play,Hand Management,Variable Pla...   \n",
       "72125   Area Control / Area Influence,Dice Rolling,Gri...   \n",
       "177736  Area Enclosure,Dice Rolling,Pattern Building,P...   \n",
       "43111   Action Point Allowance System,Area Control / A...   \n",
       "126163                    Set Collection,Worker Placement   \n",
       "121921  Action / Movement Programming,Co-operative Pla...   \n",
       "144733                                   Worker Placement   \n",
       "159675                                   Worker Placement   \n",
       "73439   Area Control / Area Influence,Dice Rolling,Wor...   \n",
       "35677                                    Worker Placement   \n",
       "175155  Area Control / Area Influence,Dice Rolling,Han...   \n",
       "28720              Hand Management,Route/Network Building   \n",
       "185343  Action Point Allowance System,Card Drafting,Di...   \n",
       "175914  Card Drafting,Deck / Pool Building,Modular Boa...   \n",
       "96848   Card Drafting,Co-operative Play,Deck / Pool Bu...   \n",
       "42      Area Control / Area Influence,Hand Management,...   \n",
       "18602                                    Worker Placement   \n",
       "25613   Action Point Allowance System,Auction/Bidding,...   \n",
       "102680  Area Movement,Card Drafting,Hand Management,Se...   \n",
       "9216      Auction/Bidding,Hand Management,Press Your Luck   \n",
       "172386  Action / Movement Programming,Area Control / A...   \n",
       "126042               Card Drafting,Variable Player Powers   \n",
       "91      Campaign / Battle Card Driven,Dice Rolling,Poi...   \n",
       "103343  Area Control / Area Influence,Area Movement,Au...   \n",
       "9609    Action Point Allowance System,Area Control / A...   \n",
       "161970  Action Point Allowance System,Card Drafting,Ha...   \n",
       "62219   Area Control / Area Influence,Card Drafting,Gr...   \n",
       "12493   Action Point Allowance System,Area-Impulse,Dic...   \n",
       "70149   Modular Board,Pattern Building,Set Collection,...   \n",
       "125153  Commodity Speculation,Set Collection,Worker Pl...   \n",
       "\n",
       "                                                designers  rating_residual  \\\n",
       "id                                                                           \n",
       "92415                                         Hervé Marly         0.728615   \n",
       "143741                            Michael Palm,Lukas Zach         0.589038   \n",
       "168584                                        Seiji Kanai         0.940089   \n",
       "12942                                    Thorsten Gimmler         0.675958   \n",
       "1353                                        Peter Sarrett         0.941155   \n",
       "166384                                     Alexandr Ushan         0.686515   \n",
       "133473                                Phil Walker-Harding         0.752655   \n",
       "121288                                 Jean-Louis Roubira         1.030832   \n",
       "131357                                        Rikki Tahta         0.586874   \n",
       "163166                           Ted Alspach,Akihisa Okui         0.994019   \n",
       "150                                          Jean du Poël         0.888412   \n",
       "36553                         Michael Adams,Peter Sarrett         1.391854   \n",
       "50                                          Reiner Knizia         0.604377   \n",
       "172                                          Stefan Dorra         0.787518   \n",
       "147949                           Ted Alspach,Akihisa Okui         0.815120   \n",
       "46213                                        (Uncredited)         1.088448   \n",
       "34219                                          Steve Finn         0.615957   \n",
       "98778                                       Antoine Bauza         0.549937   \n",
       "129622                                        Seiji Kanai         0.901426   \n",
       "204583                                      Bruno Cathala         1.057053   \n",
       "70323                                    Richard Garfield         0.737563   \n",
       "157969                          Sérgio Halaban,André Zatz         0.675371   \n",
       "224037                          Vlaada Chvátil,Scot Eaton         1.379204   \n",
       "209685                                  Emerson Matsuuchi         0.817433   \n",
       "199561                      Adrian Adamescu,Daryl Andrews         0.917487   \n",
       "39856                                  Jean-Louis Roubira         0.919054   \n",
       "198773                                     Vlaada Chvátil         1.038111   \n",
       "2653                               Julian Courtland-Smith         0.679951   \n",
       "188834           Mike Boxleiter,Tommy Maranges,Max Temkin         0.941998   \n",
       "92828                                  Jean-Louis Roubira         1.099849   \n",
       "...                                                   ...              ...   \n",
       "77423                                         Nate French         0.296589   \n",
       "72125                                   Touko Tahkokallio         0.383782   \n",
       "177736                                      Uwe Rosenberg         0.519373   \n",
       "43111                                        Eric M. Lang         0.325385   \n",
       "126163                     Simone Luciani,Daniele Tascini         0.355235   \n",
       "121921                                  Ignacy Trzewiczek         0.352495   \n",
       "144733               Helmut Ohley,Leonhard \"Lonny\" Orgler         0.337100   \n",
       "159675                                      Uwe Rosenberg         0.470844   \n",
       "73439       Sébastien Dujardin,Xavier Georges,Alain Orban         0.263316   \n",
       "35677                                       Uwe Rosenberg         0.274636   \n",
       "175155        Samuel Bailey,James Kniffen,Corey Konieczka         0.395965   \n",
       "28720                                      Martin Wallace         0.308670   \n",
       "185343            Richard Amann,Viktor Peter,Dávid Turczi         0.501623   \n",
       "175914                      Jeroen Doumen,Joris Wiersinga         0.373578   \n",
       "96848                                      Vlaada Chvátil         0.257904   \n",
       "42                                          Reiner Knizia         0.183016   \n",
       "18602                                       William Attia         0.169119   \n",
       "25613                                      Vlaada Chvátil         0.212389   \n",
       "102680                                        Stefan Feld         0.203459   \n",
       "9216                                         Rüdiger Dorn         0.168533   \n",
       "172386                                  Alexander Pfister         0.263640   \n",
       "126042  Rustan Håkansson,Nina Håkansson,Einar Rosén,Ro...         0.183351   \n",
       "91                                             Ted Raicer         0.346013   \n",
       "103343                              Christian T. Petersen         0.117030   \n",
       "9609    Roberto Di Meglio,Marco Maggi,Francesco Nepitello         0.116984   \n",
       "161970                                        Matúš Kotry         0.071304   \n",
       "62219                                         Chad Jensen         0.071701   \n",
       "12493                               Christian T. Petersen         0.038945   \n",
       "70149                                       Uwe Rosenberg         0.058555   \n",
       "125153                                      Vital Lacerda         0.139652   \n",
       "\n",
       "        corrected_rating  bayes_corrected_rating  BGG_rank  \\\n",
       "id                                                           \n",
       "92415           7.285505                7.052502     471.0   \n",
       "143741          7.145928                7.023481     460.0   \n",
       "168584          7.496979                7.079637     438.0   \n",
       "12942           7.232848                7.129116     399.0   \n",
       "1353            7.498044                7.106885     376.0   \n",
       "166384          7.243405                7.112803     363.0   \n",
       "133473          7.309545                7.227008     333.0   \n",
       "121288          7.587722                7.132781     348.0   \n",
       "131357          7.143764                7.077427     361.0   \n",
       "163166          7.550909                7.051175     367.0   \n",
       "150             7.445301                7.227925     320.0   \n",
       "36553           7.948744                7.213165     281.0   \n",
       "50              7.161267                7.104903     297.0   \n",
       "172             7.344408                7.242083     261.0   \n",
       "147949          7.372010                7.240990     246.0   \n",
       "46213           7.645338                7.403936     212.0   \n",
       "34219           7.172847                7.035028     282.0   \n",
       "98778           7.106827                7.049162     270.0   \n",
       "129622          7.458315                7.410509     192.0   \n",
       "204583          7.613942                7.403872     195.0   \n",
       "70323           7.294452                7.251487     209.0   \n",
       "157969          7.232260                7.142576     227.0   \n",
       "224037          7.936094                7.179543     223.0   \n",
       "209685          7.374323                7.097874     240.0   \n",
       "199561          7.474377                7.045724     256.0   \n",
       "39856           7.475944                7.420510     175.0   \n",
       "198773          7.595000                7.365763     177.0   \n",
       "2653            7.236841                7.128050     220.0   \n",
       "188834          7.498888                7.218066     201.0   \n",
       "92828           7.656739                7.478038     154.0   \n",
       "...                  ...                     ...       ...   \n",
       "77423           6.853479                6.774050     100.0   \n",
       "72125           6.940672                6.877506      27.0   \n",
       "177736          7.076262                6.867375      32.0   \n",
       "43111           6.882274                6.775815      86.0   \n",
       "126163          6.912125                6.844795      33.0   \n",
       "121921          6.909385                6.845928      29.0   \n",
       "144733          6.893989                6.768788      61.0   \n",
       "159675          7.027733                6.740025      54.0   \n",
       "73439           6.820206                6.722551      64.0   \n",
       "35677           6.831525                6.769293      34.0   \n",
       "175155          6.952855                6.697475      78.0   \n",
       "28720           6.865560                6.753399      31.0   \n",
       "185343          7.058513                6.675962      95.0   \n",
       "175914          6.930468                6.736296      28.0   \n",
       "96848           6.814794                6.752901      16.0   \n",
       "42              6.739906                6.684090      65.0   \n",
       "18602           6.726009                6.674574      43.0   \n",
       "25613           6.769279                6.694342      20.0   \n",
       "102680          6.760349                6.652948      63.0   \n",
       "9216            6.725422                6.613654      98.0   \n",
       "172386          6.820530                6.639511      60.0   \n",
       "126042          6.740240                6.615518      84.0   \n",
       "91              6.902903                6.608114      90.0   \n",
       "103343          6.673920                6.618056      76.0   \n",
       "9609            6.673873                6.557775      74.0   \n",
       "161970          6.628193                6.538590      75.0   \n",
       "62219           6.628590                6.552242      48.0   \n",
       "12493           6.595834                6.531638      44.0   \n",
       "70149           6.615445                6.491589      82.0   \n",
       "125153          6.696542                6.487867      68.0   \n",
       "\n",
       "        corrected_BGG_rank  rating_change rank_change  \n",
       "id                                                     \n",
       "92415                 89.0       0.186322       382.0  \n",
       "143741               100.0       0.145661       360.0  \n",
       "168584                80.0       0.179367       358.0  \n",
       "12942                 66.0       0.188606       333.0  \n",
       "1353                  73.0       0.145055       303.0  \n",
       "166384                72.0       0.137423       291.0  \n",
       "133473                48.0       0.212028       285.0  \n",
       "121288                64.0       0.138251       284.0  \n",
       "131357                81.0       0.100087       280.0  \n",
       "163166                90.0       0.080455       277.0  \n",
       "150                   47.0       0.197475       273.0  \n",
       "36553                 52.0       0.135215       229.0  \n",
       "50                    74.0       0.046833       223.0  \n",
       "172                   43.0       0.131033       218.0  \n",
       "147949                44.0       0.110450       202.0  \n",
       "46213                 20.0       0.216986       192.0  \n",
       "34219                 97.0      -0.041542       185.0  \n",
       "98778                 92.0      -0.047688       178.0  \n",
       "129622                18.0       0.199069       174.0  \n",
       "204583                21.0       0.194222       174.0  \n",
       "70323                 40.0       0.062737       169.0  \n",
       "157969                62.0      -0.016844       165.0  \n",
       "224037                58.0       0.016403       165.0  \n",
       "209685                77.0      -0.042336       163.0  \n",
       "199561                93.0      -0.072486       163.0  \n",
       "39856                 17.0       0.182600       158.0  \n",
       "198773                23.0       0.130003       154.0  \n",
       "2653                  67.0      -0.042690       153.0  \n",
       "188834                49.0       0.013576       152.0  \n",
       "92828                 12.0       0.180408       142.0  \n",
       "...                    ...            ...         ...  \n",
       "77423                245.0      -0.641970      -145.0  \n",
       "72125                176.0      -0.951524      -149.0  \n",
       "177736               183.0      -0.923885      -151.0  \n",
       "43111                242.0      -0.692865      -156.0  \n",
       "126163               200.0      -0.942595      -167.0  \n",
       "121921               199.0      -0.957322      -170.0  \n",
       "144733               252.0      -0.815212      -191.0  \n",
       "159675               268.0      -0.907855      -214.0  \n",
       "73439                281.0      -0.855969      -217.0  \n",
       "35677                251.0      -1.017987      -217.0  \n",
       "175155               307.0      -0.810625      -229.0  \n",
       "28720                260.0      -1.041731      -229.0  \n",
       "185343               329.0      -0.759678      -234.0  \n",
       "175914               271.0      -1.080494      -243.0  \n",
       "96848                262.0      -1.176039      -246.0  \n",
       "42                   319.0      -0.893090      -254.0  \n",
       "18602                331.0      -1.023606      -288.0  \n",
       "25613                310.0      -1.190418      -290.0  \n",
       "102680               359.0      -0.928062      -296.0  \n",
       "9216                 408.0      -0.805086      -310.0  \n",
       "172386               379.0      -0.950819      -319.0  \n",
       "126042               406.0      -0.859452      -322.0  \n",
       "91                   415.0      -0.848046      -325.0  \n",
       "103343               403.0      -0.898914      -327.0  \n",
       "9609                 480.0      -0.967105      -406.0  \n",
       "161970               508.0      -0.979660      -433.0  \n",
       "62219                487.0      -1.114628      -439.0  \n",
       "12493                521.0      -1.161022      -477.0  \n",
       "70149                561.0      -1.004531      -479.0  \n",
       "125153               566.0      -1.069813      -498.0  \n",
       "\n",
       "[148 rows x 30 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Biggest winners\n",
    "df[(df.BGG_rank <= 100) | (df.corrected_BGG_rank <= 100)].sort_values('rank_change', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:36.444000Z",
     "start_time": "2018-12-09T02:16:36.314000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "col": 0,
        "height": 12,
        "hidden": false,
        "row": 251,
        "width": 12
       },
       "report_default": {
        "hidden": false
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>yearpublished</th>\n",
       "      <th>minplayers</th>\n",
       "      <th>maxplayers</th>\n",
       "      <th>playingtime</th>\n",
       "      <th>minplaytime</th>\n",
       "      <th>maxplaytime</th>\n",
       "      <th>minage</th>\n",
       "      <th>users_rated</th>\n",
       "      <th>...</th>\n",
       "      <th>categories</th>\n",
       "      <th>mechanics</th>\n",
       "      <th>designers</th>\n",
       "      <th>rating_residual</th>\n",
       "      <th>corrected_rating</th>\n",
       "      <th>bayes_corrected_rating</th>\n",
       "      <th>BGG_rank</th>\n",
       "      <th>corrected_BGG_rank</th>\n",
       "      <th>rating_change</th>\n",
       "      <th>rank_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>125153</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Gallerist</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4734</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic</td>\n",
       "      <td>Commodity Speculation,Set Collection,Worker Pl...</td>\n",
       "      <td>Vital Lacerda</td>\n",
       "      <td>0.139652</td>\n",
       "      <td>6.696542</td>\n",
       "      <td>6.487867</td>\n",
       "      <td>68.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>-1.069813</td>\n",
       "      <td>-498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70149</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Ora et Labora</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8006</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Industry / Manufacturin...</td>\n",
       "      <td>Modular Board,Pattern Building,Set Collection,...</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.058555</td>\n",
       "      <td>6.615445</td>\n",
       "      <td>6.491589</td>\n",
       "      <td>82.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>-1.004531</td>\n",
       "      <td>-479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12493</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Twilight Imperium (Third Edition)</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16070</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Negotiation,Political,Science Fic...</td>\n",
       "      <td>Action Point Allowance System,Area-Impulse,Dic...</td>\n",
       "      <td>Christian T. Petersen</td>\n",
       "      <td>0.038945</td>\n",
       "      <td>6.595834</td>\n",
       "      <td>6.531638</td>\n",
       "      <td>44.0</td>\n",
       "      <td>521.0</td>\n",
       "      <td>-1.161022</td>\n",
       "      <td>-477.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62219</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Dominant Species</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13782</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Environmental,Prehistoric</td>\n",
       "      <td>Area Control / Area Influence,Card Drafting,Gr...</td>\n",
       "      <td>Chad Jensen</td>\n",
       "      <td>0.071701</td>\n",
       "      <td>6.628590</td>\n",
       "      <td>6.552242</td>\n",
       "      <td>48.0</td>\n",
       "      <td>487.0</td>\n",
       "      <td>-1.114628</td>\n",
       "      <td>-439.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161970</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Alchemists</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11591</td>\n",
       "      <td>...</td>\n",
       "      <td>Deduction,Fantasy</td>\n",
       "      <td>Action Point Allowance System,Card Drafting,Ha...</td>\n",
       "      <td>Matúš Kotry</td>\n",
       "      <td>0.071304</td>\n",
       "      <td>6.628193</td>\n",
       "      <td>6.538590</td>\n",
       "      <td>75.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>-0.979660</td>\n",
       "      <td>-433.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9609</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>War of the Ring (first edition)</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9111</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Dice,Fantasy,Miniatures,Novel-based,...</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Roberto Di Meglio,Marco Maggi,Francesco Nepitello</td>\n",
       "      <td>0.116984</td>\n",
       "      <td>6.673873</td>\n",
       "      <td>6.557775</td>\n",
       "      <td>74.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>-0.967105</td>\n",
       "      <td>-406.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103343</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>A Game of Thrones: The Board Game (Second Edit...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20014</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Fantasy,Negotiation,Novel-based,Polit...</td>\n",
       "      <td>Area Control / Area Influence,Area Movement,Au...</td>\n",
       "      <td>Christian T. Petersen</td>\n",
       "      <td>0.117030</td>\n",
       "      <td>6.673920</td>\n",
       "      <td>6.618056</td>\n",
       "      <td>76.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>-0.898914</td>\n",
       "      <td>-327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Paths of Glory</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3759</td>\n",
       "      <td>...</td>\n",
       "      <td>Wargame,World War I</td>\n",
       "      <td>Campaign / Battle Card Driven,Dice Rolling,Poi...</td>\n",
       "      <td>Ted Raicer</td>\n",
       "      <td>0.346013</td>\n",
       "      <td>6.902903</td>\n",
       "      <td>6.608114</td>\n",
       "      <td>90.0</td>\n",
       "      <td>415.0</td>\n",
       "      <td>-0.848046</td>\n",
       "      <td>-325.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126042</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Nations</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8944</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Civilization,Economic</td>\n",
       "      <td>Card Drafting,Variable Player Powers</td>\n",
       "      <td>Rustan Håkansson,Nina Håkansson,Einar Rosén,Ro...</td>\n",
       "      <td>0.183351</td>\n",
       "      <td>6.740240</td>\n",
       "      <td>6.615518</td>\n",
       "      <td>84.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>-0.859452</td>\n",
       "      <td>-322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172386</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mombasa</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6295</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic</td>\n",
       "      <td>Action / Movement Programming,Area Control / A...</td>\n",
       "      <td>Alexander Pfister</td>\n",
       "      <td>0.263640</td>\n",
       "      <td>6.820530</td>\n",
       "      <td>6.639511</td>\n",
       "      <td>60.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>-0.950819</td>\n",
       "      <td>-319.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9216</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Goa</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9964</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Farming,Nautical,Renaissance</td>\n",
       "      <td>Auction/Bidding,Hand Management,Press Your Luck</td>\n",
       "      <td>Rüdiger Dorn</td>\n",
       "      <td>0.168533</td>\n",
       "      <td>6.725422</td>\n",
       "      <td>6.613654</td>\n",
       "      <td>98.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-0.805086</td>\n",
       "      <td>-310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102680</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Trajan</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10735</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Political</td>\n",
       "      <td>Area Movement,Card Drafting,Hand Management,Se...</td>\n",
       "      <td>Stefan Feld</td>\n",
       "      <td>0.203459</td>\n",
       "      <td>6.760349</td>\n",
       "      <td>6.652948</td>\n",
       "      <td>63.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>-0.928062</td>\n",
       "      <td>-296.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25613</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Through the Ages: A Story of Civilization</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15938</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Economic</td>\n",
       "      <td>Action Point Allowance System,Auction/Bidding,...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>0.212389</td>\n",
       "      <td>6.769279</td>\n",
       "      <td>6.694342</td>\n",
       "      <td>20.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-1.190418</td>\n",
       "      <td>-290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18602</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Caylus</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>22836</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Medieval</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>William Attia</td>\n",
       "      <td>0.169119</td>\n",
       "      <td>6.726009</td>\n",
       "      <td>6.674574</td>\n",
       "      <td>43.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>-1.023606</td>\n",
       "      <td>-288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Tigris &amp; Euphrates</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>21214</td>\n",
       "      <td>...</td>\n",
       "      <td>Abstract Strategy,Ancient,Civilization,Territo...</td>\n",
       "      <td>Area Control / Area Influence,Hand Management,...</td>\n",
       "      <td>Reiner Knizia</td>\n",
       "      <td>0.183016</td>\n",
       "      <td>6.739906</td>\n",
       "      <td>6.684090</td>\n",
       "      <td>65.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>-0.893090</td>\n",
       "      <td>-254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96848</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Mage Knight Board Game</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20243</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fantasy,Fighting</td>\n",
       "      <td>Card Drafting,Co-operative Play,Deck / Pool Bu...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>0.257904</td>\n",
       "      <td>6.814794</td>\n",
       "      <td>6.752901</td>\n",
       "      <td>16.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>-1.176039</td>\n",
       "      <td>-246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175914</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Food Chain Magnate</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6367</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing</td>\n",
       "      <td>Card Drafting,Deck / Pool Building,Modular Boa...</td>\n",
       "      <td>Jeroen Doumen,Joris Wiersinga</td>\n",
       "      <td>0.373578</td>\n",
       "      <td>6.930468</td>\n",
       "      <td>6.736296</td>\n",
       "      <td>28.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>-1.080494</td>\n",
       "      <td>-243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185343</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Anachrony</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3074</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Science Fiction</td>\n",
       "      <td>Action Point Allowance System,Card Drafting,Di...</td>\n",
       "      <td>Richard Amann,Viktor Peter,Dávid Turczi</td>\n",
       "      <td>0.501623</td>\n",
       "      <td>7.058513</td>\n",
       "      <td>6.675962</td>\n",
       "      <td>95.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>-0.759678</td>\n",
       "      <td>-234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175155</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Forbidden Stars</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4689</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Fighting,Miniatures,Science Fiction,W...</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Han...</td>\n",
       "      <td>Samuel Bailey,James Kniffen,Corey Konieczka</td>\n",
       "      <td>0.395965</td>\n",
       "      <td>6.952855</td>\n",
       "      <td>6.697475</td>\n",
       "      <td>78.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>-0.810625</td>\n",
       "      <td>-229.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28720</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Brass: Lancashire</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11175</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing,Transportation</td>\n",
       "      <td>Hand Management,Route/Network Building</td>\n",
       "      <td>Martin Wallace</td>\n",
       "      <td>0.308670</td>\n",
       "      <td>6.865560</td>\n",
       "      <td>6.753399</td>\n",
       "      <td>31.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>-1.041731</td>\n",
       "      <td>-229.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73439</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Troyes</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12519</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Economic,Medieval</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Wor...</td>\n",
       "      <td>Sébastien Dujardin,Xavier Georges,Alain Orban</td>\n",
       "      <td>0.263316</td>\n",
       "      <td>6.820206</td>\n",
       "      <td>6.722551</td>\n",
       "      <td>64.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>-0.855969</td>\n",
       "      <td>-217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35677</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Le Havre</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20396</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Industry / Manufacturin...</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.274636</td>\n",
       "      <td>6.831525</td>\n",
       "      <td>6.769293</td>\n",
       "      <td>34.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>-1.017987</td>\n",
       "      <td>-217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159675</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Fields of Arle</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4310</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Farming,Industry / Manufacturing</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.470844</td>\n",
       "      <td>7.027733</td>\n",
       "      <td>6.740025</td>\n",
       "      <td>54.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>-0.907855</td>\n",
       "      <td>-214.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144733</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Russian Railroads</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10134</td>\n",
       "      <td>...</td>\n",
       "      <td>Industry / Manufacturing,Trains</td>\n",
       "      <td>Worker Placement</td>\n",
       "      <td>Helmut Ohley,Leonhard \"Lonny\" Orgler</td>\n",
       "      <td>0.337100</td>\n",
       "      <td>6.893989</td>\n",
       "      <td>6.768788</td>\n",
       "      <td>61.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>-0.815212</td>\n",
       "      <td>-191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121921</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Robinson Crusoe: Adventures on the Cursed Island</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21210</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fighting,Novel-based</td>\n",
       "      <td>Action / Movement Programming,Co-operative Pla...</td>\n",
       "      <td>Ignacy Trzewiczek</td>\n",
       "      <td>0.352495</td>\n",
       "      <td>6.909385</td>\n",
       "      <td>6.845928</td>\n",
       "      <td>29.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>-0.957322</td>\n",
       "      <td>-170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126163</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Tzolk'in: The Mayan Calendar</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>19973</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Civilization,Economic,Farming,Mythology</td>\n",
       "      <td>Set Collection,Worker Placement</td>\n",
       "      <td>Simone Luciani,Daniele Tascini</td>\n",
       "      <td>0.355235</td>\n",
       "      <td>6.912125</td>\n",
       "      <td>6.844795</td>\n",
       "      <td>33.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>-0.942595</td>\n",
       "      <td>-167.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43111</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Chaos in the Old World</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11984</td>\n",
       "      <td>...</td>\n",
       "      <td>Fantasy,Fighting,Horror,Mythology,Wargame</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Eric M. Lang</td>\n",
       "      <td>0.325385</td>\n",
       "      <td>6.882274</td>\n",
       "      <td>6.775815</td>\n",
       "      <td>86.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>-0.692865</td>\n",
       "      <td>-156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177736</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>A Feast for Odin</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6546</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing,Medieval,Puzzle</td>\n",
       "      <td>Area Enclosure,Dice Rolling,Pattern Building,P...</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.519373</td>\n",
       "      <td>7.076262</td>\n",
       "      <td>6.867375</td>\n",
       "      <td>32.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>-0.923885</td>\n",
       "      <td>-151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72125</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Eclipse</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21808</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Fighting,Science Fiction,Space Ex...</td>\n",
       "      <td>Area Control / Area Influence,Dice Rolling,Gri...</td>\n",
       "      <td>Touko Tahkokallio</td>\n",
       "      <td>0.383782</td>\n",
       "      <td>6.940672</td>\n",
       "      <td>6.877506</td>\n",
       "      <td>27.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>-0.951524</td>\n",
       "      <td>-149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77423</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Lord of the Rings: The Card Game</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16040</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Card Game,Collectible Components,Fan...</td>\n",
       "      <td>Co-operative Play,Hand Management,Variable Pla...</td>\n",
       "      <td>Nate French</td>\n",
       "      <td>0.296589</td>\n",
       "      <td>6.853479</td>\n",
       "      <td>6.774050</td>\n",
       "      <td>100.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>-0.641970</td>\n",
       "      <td>-145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21050</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Combat Commander: Europe</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4547</td>\n",
       "      <td>...</td>\n",
       "      <td>Wargame,World War II</td>\n",
       "      <td>Campaign / Battle Card Driven,Hex-and-Counter,...</td>\n",
       "      <td>Chad Jensen</td>\n",
       "      <td>0.529532</td>\n",
       "      <td>7.086422</td>\n",
       "      <td>6.800426</td>\n",
       "      <td>97.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>-0.629574</td>\n",
       "      <td>-123.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17133</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Railways of the World</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9718</td>\n",
       "      <td>...</td>\n",
       "      <td>Trains,Transportation,Video Game Theme</td>\n",
       "      <td>Action Point Allowance System,Auction/Bidding,...</td>\n",
       "      <td>Glenn Drover,Martin Wallace</td>\n",
       "      <td>0.409581</td>\n",
       "      <td>6.966471</td>\n",
       "      <td>6.829648</td>\n",
       "      <td>89.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>-0.635592</td>\n",
       "      <td>-120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102794</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Caverna: The Cave Farmers</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19409</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Economic,Fantasy,Farming</td>\n",
       "      <td>Tile Placement,Worker Placement</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.486407</td>\n",
       "      <td>7.043297</td>\n",
       "      <td>6.967679</td>\n",
       "      <td>13.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>-1.005861</td>\n",
       "      <td>-113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37111</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Battlestar Galactica: The Board Game</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>26981</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Deduction,Movies / TV / Radio theme,P...</td>\n",
       "      <td>Area Movement,Co-operative Play,Dice Rolling,H...</td>\n",
       "      <td>Corey Konieczka</td>\n",
       "      <td>0.378248</td>\n",
       "      <td>6.935138</td>\n",
       "      <td>6.883848</td>\n",
       "      <td>58.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>-0.737502</td>\n",
       "      <td>-113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104162</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Descent: Journeys in the Dark (Second Edition)</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16299</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Exploration,Fantasy,Fighting,Miniatures</td>\n",
       "      <td>Action Point Allowance System,Dice Rolling,Gri...</td>\n",
       "      <td>Daniel Clark (I),Corey Konieczka,Adam Sadler,K...</td>\n",
       "      <td>0.401588</td>\n",
       "      <td>6.958478</td>\n",
       "      <td>6.874168</td>\n",
       "      <td>70.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>-0.672142</td>\n",
       "      <td>-108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115746</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>War of the Ring (Second Edition)</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7341</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Dice,Fantasy,Fighting,Miniatures,Nov...</td>\n",
       "      <td>Area Control / Area Influence,Area Movement,Ca...</td>\n",
       "      <td>Roberto Di Meglio,Marco Maggi,Francesco Nepitello</td>\n",
       "      <td>0.629719</td>\n",
       "      <td>7.186609</td>\n",
       "      <td>6.984402</td>\n",
       "      <td>12.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>-0.990888</td>\n",
       "      <td>-107.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122515</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Keyflower</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13259</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic,Nautical,Renaissance,Te...</td>\n",
       "      <td>Auction/Bidding,Memory,Modular Board,Pick-up a...</td>\n",
       "      <td>Sebastian Bleasdale,Richard Breese</td>\n",
       "      <td>0.477102</td>\n",
       "      <td>7.033992</td>\n",
       "      <td>6.926411</td>\n",
       "      <td>40.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>-0.801829</td>\n",
       "      <td>-107.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31260</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Agricola</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>51407</td>\n",
       "      <td>...</td>\n",
       "      <td>Animals,Economic,Farming</td>\n",
       "      <td>Area Enclosure,Card Drafting,Hand Management,V...</td>\n",
       "      <td>Uwe Rosenberg</td>\n",
       "      <td>0.454540</td>\n",
       "      <td>7.011430</td>\n",
       "      <td>6.982590</td>\n",
       "      <td>15.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>-0.954750</td>\n",
       "      <td>-106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216132</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Clans of Caledonia</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2868</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic</td>\n",
       "      <td>Commodity Speculation,Modular Board,Route/Netw...</td>\n",
       "      <td>Juma Al-JouJou</td>\n",
       "      <td>0.768952</td>\n",
       "      <td>7.325841</td>\n",
       "      <td>6.853804</td>\n",
       "      <td>91.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>-0.600296</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120677</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Terra Mystica</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>27226</td>\n",
       "      <td>...</td>\n",
       "      <td>Civilization,Economic,Fantasy,Territory Building</td>\n",
       "      <td>Area Control / Area Influence,Route/Network Bu...</td>\n",
       "      <td>Jens Drögemüller,Helge Ostertag</td>\n",
       "      <td>0.536684</td>\n",
       "      <td>7.093574</td>\n",
       "      <td>7.037116</td>\n",
       "      <td>7.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>-1.088984</td>\n",
       "      <td>-89.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146021</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Eldritch Horror</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18865</td>\n",
       "      <td>...</td>\n",
       "      <td>Adventure,Fantasy,Fighting,Horror,Novel-based</td>\n",
       "      <td>Co-operative Play,Dice Rolling,Point to Point ...</td>\n",
       "      <td>Corey Konieczka,Nikki Valens</td>\n",
       "      <td>0.496493</td>\n",
       "      <td>7.053383</td>\n",
       "      <td>6.975186</td>\n",
       "      <td>46.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>-0.716344</td>\n",
       "      <td>-78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>El Grande</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19395</td>\n",
       "      <td>...</td>\n",
       "      <td>Renaissance</td>\n",
       "      <td>Area Control / Area Influence,Area Movement,Au...</td>\n",
       "      <td>Wolfgang Kramer,Richard Ulrich</td>\n",
       "      <td>0.481950</td>\n",
       "      <td>7.038840</td>\n",
       "      <td>6.963388</td>\n",
       "      <td>51.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>-0.693782</td>\n",
       "      <td>-77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124742</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Android: Netrunner</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21808</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluffing,Card Game,Collectible Components,Scie...</td>\n",
       "      <td>Action Point Allowance System,Hand Management,...</td>\n",
       "      <td>Richard Garfield,Lukas Litzsinger</td>\n",
       "      <td>0.507406</td>\n",
       "      <td>7.064296</td>\n",
       "      <td>6.995711</td>\n",
       "      <td>35.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>-0.773449</td>\n",
       "      <td>-76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127023</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Kemet</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10597</td>\n",
       "      <td>...</td>\n",
       "      <td>Ancient,Fighting,Miniatures,Mythology</td>\n",
       "      <td>Action Point Allowance System,Area Control / A...</td>\n",
       "      <td>Jacques Bariot,Guillaume Montiage</td>\n",
       "      <td>0.504292</td>\n",
       "      <td>7.061182</td>\n",
       "      <td>6.926562</td>\n",
       "      <td>71.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>-0.608478</td>\n",
       "      <td>-75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193738</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Great Western Trail</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10365</td>\n",
       "      <td>...</td>\n",
       "      <td>American West</td>\n",
       "      <td>Deck / Pool Building,Hand Management,Point to ...</td>\n",
       "      <td>Alexander Pfister</td>\n",
       "      <td>0.657254</td>\n",
       "      <td>7.214144</td>\n",
       "      <td>7.063317</td>\n",
       "      <td>11.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>-0.932323</td>\n",
       "      <td>-75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2651</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Power Grid</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>44867</td>\n",
       "      <td>...</td>\n",
       "      <td>Economic,Industry / Manufacturing</td>\n",
       "      <td>Auction/Bidding,Route/Network Building</td>\n",
       "      <td>Friedemann Friese</td>\n",
       "      <td>0.514645</td>\n",
       "      <td>7.071535</td>\n",
       "      <td>7.037272</td>\n",
       "      <td>26.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>-0.803668</td>\n",
       "      <td>-69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123260</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Suburbia</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16383</td>\n",
       "      <td>...</td>\n",
       "      <td>City Building,Economic</td>\n",
       "      <td>Card Drafting,Set Collection,Tile Placement</td>\n",
       "      <td>Ted Alspach</td>\n",
       "      <td>0.452218</td>\n",
       "      <td>7.009108</td>\n",
       "      <td>6.922293</td>\n",
       "      <td>83.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>-0.556577</td>\n",
       "      <td>-69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182028</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Through the Ages: A New Story of Civilization</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10334</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Civilization,Economic</td>\n",
       "      <td>Action Point Allowance System,Auction/Bidding,...</td>\n",
       "      <td>Vlaada Chvátil</td>\n",
       "      <td>0.731263</td>\n",
       "      <td>7.288153</td>\n",
       "      <td>7.130384</td>\n",
       "      <td>3.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>-1.194426</td>\n",
       "      <td>-62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171623</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>The Voyages of Marco Polo</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11277</td>\n",
       "      <td>...</td>\n",
       "      <td>Dice,Economic,Medieval,Travel</td>\n",
       "      <td>Card Drafting,Dice Rolling,Point to Point Move...</td>\n",
       "      <td>Simone Luciani,Daniele Tascini</td>\n",
       "      <td>0.608845</td>\n",
       "      <td>7.165735</td>\n",
       "      <td>7.030056</td>\n",
       "      <td>37.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>-0.707574</td>\n",
       "      <td>-61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28143</th>\n",
       "      <td>boardgame</td>\n",
       "      <td>Race for the Galaxy</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36565</td>\n",
       "      <td>...</td>\n",
       "      <td>Card Game,Civilization,Economic,Science Fictio...</td>\n",
       "      <td>Hand Management,Simultaneous Action Selection,...</td>\n",
       "      <td>Thomas Lehmann</td>\n",
       "      <td>0.508928</td>\n",
       "      <td>7.065818</td>\n",
       "      <td>7.024135</td>\n",
       "      <td>47.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>-0.651895</td>\n",
       "      <td>-52.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             type                                               name  \\\n",
       "id                                                                     \n",
       "125153  boardgame                                      The Gallerist   \n",
       "70149   boardgame                                      Ora et Labora   \n",
       "12493   boardgame                  Twilight Imperium (Third Edition)   \n",
       "62219   boardgame                                   Dominant Species   \n",
       "161970  boardgame                                         Alchemists   \n",
       "9609    boardgame                    War of the Ring (first edition)   \n",
       "103343  boardgame  A Game of Thrones: The Board Game (Second Edit...   \n",
       "91      boardgame                                     Paths of Glory   \n",
       "126042  boardgame                                            Nations   \n",
       "172386  boardgame                                            Mombasa   \n",
       "9216    boardgame                                                Goa   \n",
       "102680  boardgame                                             Trajan   \n",
       "25613   boardgame          Through the Ages: A Story of Civilization   \n",
       "18602   boardgame                                             Caylus   \n",
       "42      boardgame                                 Tigris & Euphrates   \n",
       "96848   boardgame                             Mage Knight Board Game   \n",
       "175914  boardgame                                 Food Chain Magnate   \n",
       "185343  boardgame                                          Anachrony   \n",
       "175155  boardgame                                    Forbidden Stars   \n",
       "28720   boardgame                                  Brass: Lancashire   \n",
       "73439   boardgame                                             Troyes   \n",
       "35677   boardgame                                           Le Havre   \n",
       "159675  boardgame                                     Fields of Arle   \n",
       "144733  boardgame                                  Russian Railroads   \n",
       "121921  boardgame   Robinson Crusoe: Adventures on the Cursed Island   \n",
       "126163  boardgame                       Tzolk'in: The Mayan Calendar   \n",
       "43111   boardgame                             Chaos in the Old World   \n",
       "177736  boardgame                                   A Feast for Odin   \n",
       "72125   boardgame                                            Eclipse   \n",
       "77423   boardgame               The Lord of the Rings: The Card Game   \n",
       "21050   boardgame                           Combat Commander: Europe   \n",
       "17133   boardgame                              Railways of the World   \n",
       "102794  boardgame                          Caverna: The Cave Farmers   \n",
       "37111   boardgame               Battlestar Galactica: The Board Game   \n",
       "104162  boardgame     Descent: Journeys in the Dark (Second Edition)   \n",
       "115746  boardgame                   War of the Ring (Second Edition)   \n",
       "122515  boardgame                                          Keyflower   \n",
       "31260   boardgame                                           Agricola   \n",
       "216132  boardgame                                 Clans of Caledonia   \n",
       "120677  boardgame                                      Terra Mystica   \n",
       "146021  boardgame                                    Eldritch Horror   \n",
       "93      boardgame                                          El Grande   \n",
       "124742  boardgame                                 Android: Netrunner   \n",
       "127023  boardgame                                              Kemet   \n",
       "193738  boardgame                                Great Western Trail   \n",
       "2651    boardgame                                         Power Grid   \n",
       "123260  boardgame                                           Suburbia   \n",
       "182028  boardgame      Through the Ages: A New Story of Civilization   \n",
       "171623  boardgame                          The Voyages of Marco Polo   \n",
       "28143   boardgame                                Race for the Galaxy   \n",
       "\n",
       "        yearpublished  minplayers  maxplayers  playingtime  minplaytime  \\\n",
       "id                                                                        \n",
       "125153         2015.0         1.0         4.0        150.0         60.0   \n",
       "70149          2011.0         1.0         4.0        180.0         60.0   \n",
       "12493          2005.0         3.0         6.0        240.0        180.0   \n",
       "62219          2010.0         2.0         6.0        240.0        120.0   \n",
       "161970         2014.0         2.0         4.0        120.0        120.0   \n",
       "9609           2004.0         2.0         4.0        120.0        120.0   \n",
       "103343         2011.0         3.0         6.0        240.0        120.0   \n",
       "91             1999.0         2.0         2.0        480.0        480.0   \n",
       "126042         2013.0         1.0         5.0        200.0         40.0   \n",
       "172386         2015.0         2.0         4.0        150.0         75.0   \n",
       "9216           2004.0         2.0         4.0         90.0         90.0   \n",
       "102680         2011.0         2.0         4.0        120.0         60.0   \n",
       "25613          2006.0         2.0         4.0        240.0        240.0   \n",
       "18602          2005.0         2.0         5.0        150.0         60.0   \n",
       "42             1997.0         2.0         4.0         90.0         90.0   \n",
       "96848          2011.0         1.0         4.0        150.0        150.0   \n",
       "175914         2015.0         2.0         5.0        240.0        120.0   \n",
       "185343         2017.0         1.0         4.0        120.0         30.0   \n",
       "175155         2015.0         2.0         4.0        180.0        120.0   \n",
       "28720          2007.0         2.0         4.0        180.0        120.0   \n",
       "73439          2010.0         2.0         4.0         90.0         90.0   \n",
       "35677          2008.0         1.0         5.0        150.0         30.0   \n",
       "159675         2014.0         1.0         2.0        120.0         60.0   \n",
       "144733         2013.0         2.0         4.0        120.0         90.0   \n",
       "121921         2012.0         1.0         4.0        120.0         60.0   \n",
       "126163         2012.0         2.0         4.0         90.0         90.0   \n",
       "43111          2009.0         3.0         4.0        120.0         60.0   \n",
       "177736         2016.0         1.0         4.0        120.0         30.0   \n",
       "72125          2011.0         2.0         6.0        200.0         60.0   \n",
       "77423          2011.0         1.0         2.0         60.0         60.0   \n",
       "21050          2006.0         2.0         2.0        180.0         60.0   \n",
       "17133          2005.0         2.0         6.0        120.0        120.0   \n",
       "102794         2013.0         1.0         7.0        210.0         30.0   \n",
       "37111          2008.0         3.0         6.0        300.0        120.0   \n",
       "104162         2012.0         2.0         5.0        120.0        120.0   \n",
       "115746         2012.0         2.0         4.0        180.0        150.0   \n",
       "122515         2012.0         2.0         6.0        120.0         90.0   \n",
       "31260          2007.0         1.0         5.0        150.0         30.0   \n",
       "216132         2017.0         1.0         4.0        120.0         30.0   \n",
       "120677         2012.0         2.0         5.0        150.0         60.0   \n",
       "146021         2013.0         1.0         8.0        240.0        120.0   \n",
       "93             1995.0         2.0         5.0        120.0         60.0   \n",
       "124742         2012.0         2.0         2.0         45.0         45.0   \n",
       "127023         2012.0         2.0         5.0        120.0         90.0   \n",
       "193738         2016.0         2.0         4.0        150.0         75.0   \n",
       "2651           2004.0         2.0         6.0        120.0        120.0   \n",
       "123260         2012.0         1.0         4.0         90.0         90.0   \n",
       "182028         2015.0         2.0         4.0        240.0        180.0   \n",
       "171623         2015.0         2.0         4.0        100.0         40.0   \n",
       "28143          2007.0         2.0         4.0         60.0         30.0   \n",
       "\n",
       "        maxplaytime  minage  users_rated     ...      \\\n",
       "id                                           ...       \n",
       "125153        150.0    13.0         4734     ...       \n",
       "70149         180.0    13.0         8006     ...       \n",
       "12493         240.0    14.0        16070     ...       \n",
       "62219         240.0    14.0        13782     ...       \n",
       "161970        120.0    13.0        11591     ...       \n",
       "9609          120.0    12.0         9111     ...       \n",
       "103343        240.0    14.0        20014     ...       \n",
       "91            480.0    14.0         3759     ...       \n",
       "126042        200.0    14.0         8944     ...       \n",
       "172386        150.0    12.0         6295     ...       \n",
       "9216           90.0    12.0         9964     ...       \n",
       "102680        120.0    12.0        10735     ...       \n",
       "25613         240.0    12.0        15938     ...       \n",
       "18602         150.0    12.0        22836     ...       \n",
       "42             90.0    12.0        21214     ...       \n",
       "96848         150.0    14.0        20243     ...       \n",
       "175914        240.0    14.0         6367     ...       \n",
       "185343        120.0    15.0         3074     ...       \n",
       "175155        180.0    14.0         4689     ...       \n",
       "28720         180.0    14.0        11175     ...       \n",
       "73439          90.0    12.0        12519     ...       \n",
       "35677         150.0    12.0        20396     ...       \n",
       "159675        120.0    13.0         4310     ...       \n",
       "144733        120.0    12.0        10134     ...       \n",
       "121921        120.0    14.0        21210     ...       \n",
       "126163         90.0    13.0        19973     ...       \n",
       "43111         120.0    13.0        11984     ...       \n",
       "177736        120.0    12.0         6546     ...       \n",
       "72125         200.0    14.0        21808     ...       \n",
       "77423          60.0    13.0        16040     ...       \n",
       "21050         180.0    12.0         4547     ...       \n",
       "17133         120.0    10.0         9718     ...       \n",
       "102794        210.0    12.0        19409     ...       \n",
       "37111         300.0    10.0        26981     ...       \n",
       "104162        120.0    14.0        16299     ...       \n",
       "115746        180.0    13.0         7341     ...       \n",
       "122515        120.0    12.0        13259     ...       \n",
       "31260         150.0    12.0        51407     ...       \n",
       "216132        120.0    12.0         2868     ...       \n",
       "120677        150.0    12.0        27226     ...       \n",
       "146021        240.0    14.0        18865     ...       \n",
       "93            120.0    12.0        19395     ...       \n",
       "124742         45.0    14.0        21808     ...       \n",
       "127023        120.0    13.0        10597     ...       \n",
       "193738        150.0    12.0        10365     ...       \n",
       "2651          120.0    12.0        44867     ...       \n",
       "123260         90.0     8.0        16383     ...       \n",
       "182028        240.0    14.0        10334     ...       \n",
       "171623        100.0    12.0        11277     ...       \n",
       "28143          60.0    12.0        36565     ...       \n",
       "\n",
       "                                               categories  \\\n",
       "id                                                          \n",
       "125153                                           Economic   \n",
       "70149   City Building,Economic,Industry / Manufacturin...   \n",
       "12493   Civilization,Negotiation,Political,Science Fic...   \n",
       "62219                   Animals,Environmental,Prehistoric   \n",
       "161970                                  Deduction,Fantasy   \n",
       "9609    Adventure,Dice,Fantasy,Miniatures,Novel-based,...   \n",
       "103343  Bluffing,Fantasy,Negotiation,Novel-based,Polit...   \n",
       "91                                    Wargame,World War I   \n",
       "126042                    Card Game,Civilization,Economic   \n",
       "172386                                           Economic   \n",
       "9216                Economic,Farming,Nautical,Renaissance   \n",
       "102680                                  Ancient,Political   \n",
       "25613                               Civilization,Economic   \n",
       "18602                     City Building,Economic,Medieval   \n",
       "42      Abstract Strategy,Ancient,Civilization,Territo...   \n",
       "96848              Adventure,Exploration,Fantasy,Fighting   \n",
       "175914                  Economic,Industry / Manufacturing   \n",
       "185343                           Economic,Science Fiction   \n",
       "175155  Bluffing,Fighting,Miniatures,Science Fiction,W...   \n",
       "28720    Economic,Industry / Manufacturing,Transportation   \n",
       "73439                              Dice,Economic,Medieval   \n",
       "35677   City Building,Economic,Industry / Manufacturin...   \n",
       "159675          Economic,Farming,Industry / Manufacturing   \n",
       "144733                    Industry / Manufacturing,Trains   \n",
       "121921         Adventure,Exploration,Fighting,Novel-based   \n",
       "126163    Ancient,Civilization,Economic,Farming,Mythology   \n",
       "43111           Fantasy,Fighting,Horror,Mythology,Wargame   \n",
       "177736  Economic,Industry / Manufacturing,Medieval,Puzzle   \n",
       "72125   Civilization,Fighting,Science Fiction,Space Ex...   \n",
       "77423   Adventure,Card Game,Collectible Components,Fan...   \n",
       "21050                                Wargame,World War II   \n",
       "17133              Trains,Transportation,Video Game Theme   \n",
       "102794                   Animals,Economic,Fantasy,Farming   \n",
       "37111   Bluffing,Deduction,Movies / TV / Radio theme,P...   \n",
       "104162  Adventure,Exploration,Fantasy,Fighting,Miniatures   \n",
       "115746  Adventure,Dice,Fantasy,Fighting,Miniatures,Nov...   \n",
       "122515  City Building,Economic,Nautical,Renaissance,Te...   \n",
       "31260                            Animals,Economic,Farming   \n",
       "216132                                           Economic   \n",
       "120677   Civilization,Economic,Fantasy,Territory Building   \n",
       "146021      Adventure,Fantasy,Fighting,Horror,Novel-based   \n",
       "93                                            Renaissance   \n",
       "124742  Bluffing,Card Game,Collectible Components,Scie...   \n",
       "127023              Ancient,Fighting,Miniatures,Mythology   \n",
       "193738                                      American West   \n",
       "2651                    Economic,Industry / Manufacturing   \n",
       "123260                             City Building,Economic   \n",
       "182028                    Card Game,Civilization,Economic   \n",
       "171623                      Dice,Economic,Medieval,Travel   \n",
       "28143   Card Game,Civilization,Economic,Science Fictio...   \n",
       "\n",
       "                                                mechanics  \\\n",
       "id                                                          \n",
       "125153  Commodity Speculation,Set Collection,Worker Pl...   \n",
       "70149   Modular Board,Pattern Building,Set Collection,...   \n",
       "12493   Action Point Allowance System,Area-Impulse,Dic...   \n",
       "62219   Area Control / Area Influence,Card Drafting,Gr...   \n",
       "161970  Action Point Allowance System,Card Drafting,Ha...   \n",
       "9609    Action Point Allowance System,Area Control / A...   \n",
       "103343  Area Control / Area Influence,Area Movement,Au...   \n",
       "91      Campaign / Battle Card Driven,Dice Rolling,Poi...   \n",
       "126042               Card Drafting,Variable Player Powers   \n",
       "172386  Action / Movement Programming,Area Control / A...   \n",
       "9216      Auction/Bidding,Hand Management,Press Your Luck   \n",
       "102680  Area Movement,Card Drafting,Hand Management,Se...   \n",
       "25613   Action Point Allowance System,Auction/Bidding,...   \n",
       "18602                                    Worker Placement   \n",
       "42      Area Control / Area Influence,Hand Management,...   \n",
       "96848   Card Drafting,Co-operative Play,Deck / Pool Bu...   \n",
       "175914  Card Drafting,Deck / Pool Building,Modular Boa...   \n",
       "185343  Action Point Allowance System,Card Drafting,Di...   \n",
       "175155  Area Control / Area Influence,Dice Rolling,Han...   \n",
       "28720              Hand Management,Route/Network Building   \n",
       "73439   Area Control / Area Influence,Dice Rolling,Wor...   \n",
       "35677                                    Worker Placement   \n",
       "159675                                   Worker Placement   \n",
       "144733                                   Worker Placement   \n",
       "121921  Action / Movement Programming,Co-operative Pla...   \n",
       "126163                    Set Collection,Worker Placement   \n",
       "43111   Action Point Allowance System,Area Control / A...   \n",
       "177736  Area Enclosure,Dice Rolling,Pattern Building,P...   \n",
       "72125   Area Control / Area Influence,Dice Rolling,Gri...   \n",
       "77423   Co-operative Play,Hand Management,Variable Pla...   \n",
       "21050   Campaign / Battle Card Driven,Hex-and-Counter,...   \n",
       "17133   Action Point Allowance System,Auction/Bidding,...   \n",
       "102794                    Tile Placement,Worker Placement   \n",
       "37111   Area Movement,Co-operative Play,Dice Rolling,H...   \n",
       "104162  Action Point Allowance System,Dice Rolling,Gri...   \n",
       "115746  Area Control / Area Influence,Area Movement,Ca...   \n",
       "122515  Auction/Bidding,Memory,Modular Board,Pick-up a...   \n",
       "31260   Area Enclosure,Card Drafting,Hand Management,V...   \n",
       "216132  Commodity Speculation,Modular Board,Route/Netw...   \n",
       "120677  Area Control / Area Influence,Route/Network Bu...   \n",
       "146021  Co-operative Play,Dice Rolling,Point to Point ...   \n",
       "93      Area Control / Area Influence,Area Movement,Au...   \n",
       "124742  Action Point Allowance System,Hand Management,...   \n",
       "127023  Action Point Allowance System,Area Control / A...   \n",
       "193738  Deck / Pool Building,Hand Management,Point to ...   \n",
       "2651               Auction/Bidding,Route/Network Building   \n",
       "123260        Card Drafting,Set Collection,Tile Placement   \n",
       "182028  Action Point Allowance System,Auction/Bidding,...   \n",
       "171623  Card Drafting,Dice Rolling,Point to Point Move...   \n",
       "28143   Hand Management,Simultaneous Action Selection,...   \n",
       "\n",
       "                                                designers  rating_residual  \\\n",
       "id                                                                           \n",
       "125153                                      Vital Lacerda         0.139652   \n",
       "70149                                       Uwe Rosenberg         0.058555   \n",
       "12493                               Christian T. Petersen         0.038945   \n",
       "62219                                         Chad Jensen         0.071701   \n",
       "161970                                        Matúš Kotry         0.071304   \n",
       "9609    Roberto Di Meglio,Marco Maggi,Francesco Nepitello         0.116984   \n",
       "103343                              Christian T. Petersen         0.117030   \n",
       "91                                             Ted Raicer         0.346013   \n",
       "126042  Rustan Håkansson,Nina Håkansson,Einar Rosén,Ro...         0.183351   \n",
       "172386                                  Alexander Pfister         0.263640   \n",
       "9216                                         Rüdiger Dorn         0.168533   \n",
       "102680                                        Stefan Feld         0.203459   \n",
       "25613                                      Vlaada Chvátil         0.212389   \n",
       "18602                                       William Attia         0.169119   \n",
       "42                                          Reiner Knizia         0.183016   \n",
       "96848                                      Vlaada Chvátil         0.257904   \n",
       "175914                      Jeroen Doumen,Joris Wiersinga         0.373578   \n",
       "185343            Richard Amann,Viktor Peter,Dávid Turczi         0.501623   \n",
       "175155        Samuel Bailey,James Kniffen,Corey Konieczka         0.395965   \n",
       "28720                                      Martin Wallace         0.308670   \n",
       "73439       Sébastien Dujardin,Xavier Georges,Alain Orban         0.263316   \n",
       "35677                                       Uwe Rosenberg         0.274636   \n",
       "159675                                      Uwe Rosenberg         0.470844   \n",
       "144733               Helmut Ohley,Leonhard \"Lonny\" Orgler         0.337100   \n",
       "121921                                  Ignacy Trzewiczek         0.352495   \n",
       "126163                     Simone Luciani,Daniele Tascini         0.355235   \n",
       "43111                                        Eric M. Lang         0.325385   \n",
       "177736                                      Uwe Rosenberg         0.519373   \n",
       "72125                                   Touko Tahkokallio         0.383782   \n",
       "77423                                         Nate French         0.296589   \n",
       "21050                                         Chad Jensen         0.529532   \n",
       "17133                         Glenn Drover,Martin Wallace         0.409581   \n",
       "102794                                      Uwe Rosenberg         0.486407   \n",
       "37111                                     Corey Konieczka         0.378248   \n",
       "104162  Daniel Clark (I),Corey Konieczka,Adam Sadler,K...         0.401588   \n",
       "115746  Roberto Di Meglio,Marco Maggi,Francesco Nepitello         0.629719   \n",
       "122515                 Sebastian Bleasdale,Richard Breese         0.477102   \n",
       "31260                                       Uwe Rosenberg         0.454540   \n",
       "216132                                     Juma Al-JouJou         0.768952   \n",
       "120677                    Jens Drögemüller,Helge Ostertag         0.536684   \n",
       "146021                       Corey Konieczka,Nikki Valens         0.496493   \n",
       "93                         Wolfgang Kramer,Richard Ulrich         0.481950   \n",
       "124742                  Richard Garfield,Lukas Litzsinger         0.507406   \n",
       "127023                  Jacques Bariot,Guillaume Montiage         0.504292   \n",
       "193738                                  Alexander Pfister         0.657254   \n",
       "2651                                    Friedemann Friese         0.514645   \n",
       "123260                                        Ted Alspach         0.452218   \n",
       "182028                                     Vlaada Chvátil         0.731263   \n",
       "171623                     Simone Luciani,Daniele Tascini         0.608845   \n",
       "28143                                      Thomas Lehmann         0.508928   \n",
       "\n",
       "        corrected_rating  bayes_corrected_rating  BGG_rank  \\\n",
       "id                                                           \n",
       "125153          6.696542                6.487867      68.0   \n",
       "70149           6.615445                6.491589      82.0   \n",
       "12493           6.595834                6.531638      44.0   \n",
       "62219           6.628590                6.552242      48.0   \n",
       "161970          6.628193                6.538590      75.0   \n",
       "9609            6.673873                6.557775      74.0   \n",
       "103343          6.673920                6.618056      76.0   \n",
       "91              6.902903                6.608114      90.0   \n",
       "126042          6.740240                6.615518      84.0   \n",
       "172386          6.820530                6.639511      60.0   \n",
       "9216            6.725422                6.613654      98.0   \n",
       "102680          6.760349                6.652948      63.0   \n",
       "25613           6.769279                6.694342      20.0   \n",
       "18602           6.726009                6.674574      43.0   \n",
       "42              6.739906                6.684090      65.0   \n",
       "96848           6.814794                6.752901      16.0   \n",
       "175914          6.930468                6.736296      28.0   \n",
       "185343          7.058513                6.675962      95.0   \n",
       "175155          6.952855                6.697475      78.0   \n",
       "28720           6.865560                6.753399      31.0   \n",
       "73439           6.820206                6.722551      64.0   \n",
       "35677           6.831525                6.769293      34.0   \n",
       "159675          7.027733                6.740025      54.0   \n",
       "144733          6.893989                6.768788      61.0   \n",
       "121921          6.909385                6.845928      29.0   \n",
       "126163          6.912125                6.844795      33.0   \n",
       "43111           6.882274                6.775815      86.0   \n",
       "177736          7.076262                6.867375      32.0   \n",
       "72125           6.940672                6.877506      27.0   \n",
       "77423           6.853479                6.774050     100.0   \n",
       "21050           7.086422                6.800426      97.0   \n",
       "17133           6.966471                6.829648      89.0   \n",
       "102794          7.043297                6.967679      13.0   \n",
       "37111           6.935138                6.883848      58.0   \n",
       "104162          6.958478                6.874168      70.0   \n",
       "115746          7.186609                6.984402      12.0   \n",
       "122515          7.033992                6.926411      40.0   \n",
       "31260           7.011430                6.982590      15.0   \n",
       "216132          7.325841                6.853804      91.0   \n",
       "120677          7.093574                7.037116       7.0   \n",
       "146021          7.053383                6.975186      46.0   \n",
       "93              7.038840                6.963388      51.0   \n",
       "124742          7.064296                6.995711      35.0   \n",
       "127023          7.061182                6.926562      71.0   \n",
       "193738          7.214144                7.063317      11.0   \n",
       "2651            7.071535                7.037272      26.0   \n",
       "123260          7.009108                6.922293      83.0   \n",
       "182028          7.288153                7.130384       3.0   \n",
       "171623          7.165735                7.030056      37.0   \n",
       "28143           7.065818                7.024135      47.0   \n",
       "\n",
       "        corrected_BGG_rank  rating_change rank_change  \n",
       "id                                                     \n",
       "125153               566.0      -1.069813      -498.0  \n",
       "70149                561.0      -1.004531      -479.0  \n",
       "12493                521.0      -1.161022      -477.0  \n",
       "62219                487.0      -1.114628      -439.0  \n",
       "161970               508.0      -0.979660      -433.0  \n",
       "9609                 480.0      -0.967105      -406.0  \n",
       "103343               403.0      -0.898914      -327.0  \n",
       "91                   415.0      -0.848046      -325.0  \n",
       "126042               406.0      -0.859452      -322.0  \n",
       "172386               379.0      -0.950819      -319.0  \n",
       "9216                 408.0      -0.805086      -310.0  \n",
       "102680               359.0      -0.928062      -296.0  \n",
       "25613                310.0      -1.190418      -290.0  \n",
       "18602                331.0      -1.023606      -288.0  \n",
       "42                   319.0      -0.893090      -254.0  \n",
       "96848                262.0      -1.176039      -246.0  \n",
       "175914               271.0      -1.080494      -243.0  \n",
       "185343               329.0      -0.759678      -234.0  \n",
       "175155               307.0      -0.810625      -229.0  \n",
       "28720                260.0      -1.041731      -229.0  \n",
       "73439                281.0      -0.855969      -217.0  \n",
       "35677                251.0      -1.017987      -217.0  \n",
       "159675               268.0      -0.907855      -214.0  \n",
       "144733               252.0      -0.815212      -191.0  \n",
       "121921               199.0      -0.957322      -170.0  \n",
       "126163               200.0      -0.942595      -167.0  \n",
       "43111                242.0      -0.692865      -156.0  \n",
       "177736               183.0      -0.923885      -151.0  \n",
       "72125                176.0      -0.951524      -149.0  \n",
       "77423                245.0      -0.641970      -145.0  \n",
       "21050                220.0      -0.629574      -123.0  \n",
       "17133                209.0      -0.635592      -120.0  \n",
       "102794               126.0      -1.005861      -113.0  \n",
       "37111                171.0      -0.737502      -113.0  \n",
       "104162               178.0      -0.672142      -108.0  \n",
       "115746               119.0      -0.990888      -107.0  \n",
       "122515               147.0      -0.801829      -107.0  \n",
       "31260                121.0      -0.954750      -106.0  \n",
       "216132               190.0      -0.600296       -99.0  \n",
       "120677                96.0      -1.088984       -89.0  \n",
       "146021               124.0      -0.716344       -78.0  \n",
       "93                   128.0      -0.693782       -77.0  \n",
       "124742               111.0      -0.773449       -76.0  \n",
       "127023               146.0      -0.608478       -75.0  \n",
       "193738                86.0      -0.932323       -75.0  \n",
       "2651                  95.0      -0.803668       -69.0  \n",
       "123260               152.0      -0.556577       -69.0  \n",
       "182028                65.0      -1.194426       -62.0  \n",
       "171623                98.0      -0.707574       -61.0  \n",
       "28143                 99.0      -0.651895       -52.0  \n",
       "\n",
       "[50 rows x 30 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Biggest losers\n",
    "df[(df.BGG_rank <= 100) | (df.corrected_BGG_rank <= 100)].sort_values('rank_change', ascending=True).head(50)#.to_clipboard()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "source": [
    "### Rendering animated graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:39.672000Z",
     "start_time": "2018-12-09T02:16:39.667000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:39.879000Z",
     "start_time": "2018-12-09T02:16:39.876000Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.rcParams['figure.dpi'] = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:16:49.293000Z",
     "start_time": "2018-12-09T02:16:41.031000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QyqFSVAeqEVCqOqALH/j+dcDUWVGMunvdA1QDPBhiaHmhwUdgHRspUaw7u2R9LS5AP3I/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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135bafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.animation as manimation\n",
    "\n",
    "FFMpegWriter = manimation.writers['ffmpeg']\n",
    "metadata = dict(title='Movie Test', artist='Matplotlib',\n",
    "                comment='Movie support!')\n",
    "fps=25\n",
    "writer = FFMpegWriter(fps=fps, metadata=metadata)\n",
    "\n",
    "fig = plt.figure(figsize=(10,6), dpi=100)\n",
    "\n",
    "def make_frame(t):\n",
    "    plt.cla()\n",
    "    if t < 1:\n",
    "        w=0.0\n",
    "    elif t < 3:\n",
    "        w=(t-1)/2.0\n",
    "    else:\n",
    "        w=1.0\n",
    "    sns.regplot(x=df[enough_weights].average_weight ,\n",
    "                y= (1-w) * df[enough_weights].average_rating + w * df[enough_weights].corrected_rating,\n",
    "                ci=None,\n",
    "                scatter_kws={'alpha':0.8,\n",
    "                             's':10})\n",
    "    \n",
    "    plt.ylabel('Average rating')\n",
    "    plt.xlabel('Average weight score (complexity)')\n",
    "    \n",
    "    return (None)\n",
    "\n",
    "with writer.saving(fig, \"manual_animtion.mp4\", 150):\n",
    "    for t in pd.np.arange(0,4+1./fps,1./fps):\n",
    "        make_frame(t)\n",
    "        plt.ylim(2, 9.5)\n",
    "\n",
    "        writer.grab_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:21:15.080000Z",
     "start_time": "2018-12-09T02:21:15.077000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "# Convert the mp4 to gif using ffmpeg\n",
    "# the code below does that, including a gif palette optimization\n",
    "\n",
    "# #!/bin/sh\n",
    "# \n",
    "# palette=\"/tmp/palette.png\"\n",
    "# \n",
    "# filters=\"fps=25,scale=750:-1:flags=lanczos\"\n",
    "# \n",
    "# ffmpeg -v warning -i manual_animtion.mp4 -vf \"$filters,palettegen\" -y $palette\n",
    "# ffmpeg -v warning -i manual_animtion.mp4 -i $palette -lavfi \"$filters [x]; [x][1:v] paletteuse\" -y manual_animtion.gif"
   ]
  },
  {
   "cell_type": "code",
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rendering interactive complexity vs rating plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:22:21.378000Z",
     "start_time": "2018-12-09T02:22:20.381000Z"
    },
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        "row": 481,
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       "report_default": {
        "hidden": false
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   "outputs": [
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     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"351845ba-8bff-41fb-b109-37bc4ec691ab\"></div>\n",
       "\n",
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       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
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       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
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       "var opt = {};\n",
       "var selector = \"#351845ba-8bff-41fb-b109-37bc4ec691ab\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, opt, output_area);\n",
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       "  if (err.requireType !== 'scripterror') {\n",
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    {
     "data": {
      "text/plain": []
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
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    {
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"
     },
     "metadata": {
      "jupyter-vega3": "#351845ba-8bff-41fb-b109-37bc4ec691ab"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Iinteractive plot using Altair\n",
    "\n",
    "import altair as alt\n",
    "#from vega_datasets import data\n",
    "alt.renderers.enable('notebook')\n",
    "\n",
    "#iris = data.iris()\n",
    "relevant_columns=['average_weight', 'average_rating', 'corrected_rating', 'name']\n",
    "\n",
    "before_correction = alt.Chart(df[enough_weights][relevant_columns]).mark_point(filled=True).encode(\n",
    "    alt.X('average_weight', axis=alt.Axis(title='Complexity score'), scale=alt.Scale(domain=(.8, 5))),\n",
    "    alt.Y('average_rating', axis=alt.Axis(title='Game rating')),\n",
    "    color=alt.value(\"#E24A33\"),\n",
    "    tooltip='name'\n",
    ").properties(width=500, title='Before complexity-bias correction')\n",
    "\n",
    "after_correction = alt.Chart(df[enough_weights][relevant_columns]).mark_point(filled=True).encode(\n",
    "    alt.X('average_weight', axis=alt.Axis(title='Complexity score'), scale=alt.Scale(domain=(.8, 5))),\n",
    "    alt.Y('corrected_rating', axis=alt.Axis(title='Complexity-bias-corrected game rating')),\n",
    "    color=alt.value(\"#E24A33\"),\n",
    "    tooltip='name'\n",
    ").properties(width=500, title='After complexity-bias correction')\n",
    "\n",
    "alt.HConcatChart([before_correction, after_correction])#.save('interactive_chart.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:27:56.918000Z",
     "start_time": "2018-12-09T02:27:56.916000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [],
   "source": [
    "# Altair's API is pretty slick, but it doesn't seem flexible enough to accommodate what I'm trying to do\n",
    "# There's no intuitive way to get multiline hover tooltips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:28:21.342000Z",
     "start_time": "2018-12-09T02:28:21.340000Z"
    }
   },
   "outputs": [],
   "source": [
    "# Let's generate it using Bokeh instead..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-09T02:26:59.147000Z",
     "start_time": "2018-12-09T02:26:58.973000Z"
    },
    "extensions": {
     "jupyter_dashboards": {
      "version": 1,
      "views": {
       "grid_default": {
        "hidden": true
       },
       "report_default": {
        "hidden": true
       }
      }
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '42930b71-f12a-41b2-b1fa-12eaceaadc5f' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '42930b71-f12a-41b2-b1fa-12eaceaadc5f' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"42930b71-f12a-41b2-b1fa-12eaceaadc5f\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"ff55228a-e408-43a9-ab5f-9bb6ce17baa7\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "  function embed_document(root) {\n",
       "    \n",
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       "  var render_items = [{\"docid\":\"29f490b2-0ea5-422c-aff1-6444c948cd6c\",\"elementid\":\"ff55228a-e408-43a9-ab5f-9bb6ce17baa7\",\"modelid\":\"a1000ca4-278d-4745-9409-6c1bd9fa0fa9\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "  if (root.Bokeh !== undefined) {\n",
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       "    var timer = setInterval(function(root) {\n",
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       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
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       "id": "a1000ca4-278d-4745-9409-6c1bd9fa0fa9"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure, output_file, output_notebook, show, ColumnDataSource\n",
    "from bokeh.models import HoverTool\n",
    "\n",
    "#output_file(\"toolbar.html\")\n",
    "output_notebook()\n",
    "\n",
    "source = ColumnDataSource(data=df[enough_weights][['name', 'average_weight', 'average_rating', 'corrected_rating', 'BGG_rank', 'corrected_BGG_rank']])\n",
    "\n",
    "hover = HoverTool(tooltips=[\n",
    "    (\"Name\", \"@name\"),\n",
    "    (\"Average weight (complexity)\", \"@average_weight\"),\n",
    "    (\"Original rating\", \"@average_rating\"),\n",
    "    (\"Corrected rating\", \"@corrected_rating\"),\n",
    "    (\"Original rank\", \"@BGG_rank\"),\n",
    "    (\"Corrected rank\", \"@corrected_BGG_rank\"),\n",
    "])\n",
    "\n",
    "p = figure(plot_width=800, plot_height=450, tools=[hover],\n",
    "           title=\"Game ratings after complexity-bias correction\")\n",
    "\n",
    "p.circle('average_weight',\n",
    "         'corrected_rating',\n",
    "         size=4,\n",
    "         source=source,\n",
    "         color='#E24A33')\n",
    "\n",
    "p.title.align = 'center'\n",
    "p.title.text_font = 'Open Sans'\n",
    "p.xaxis.axis_label = 'Average weight score (Complexity)'\n",
    "p.xaxis.axis_label_text_font_style = \"normal\"\n",
    "p.xaxis.axis_label_text_font = 'Open Sans'\n",
    "p.yaxis.axis_label = 'Average rating'\n",
    "p.yaxis.axis_label_text_font_style = \"normal\"\n",
    "p.yaxis.axis_label_text_font = 'Open Sans'\n",
    "show(p)"
   ]
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