{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a411a8aa-7a7c-435d-a2c7-3d75916eebeb",
   "metadata": {
    "nbsphinx": "hidden",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: SOCCERDATA_LOGLEVEL=ERROR\n",
      "env: SOCCERDATA_NOCACHE=True\n",
      "env: SOCCERDATA_NOSTORE=True\n"
     ]
    }
   ],
   "source": [
    "%env SOCCERDATA_LOGLEVEL=ERROR\n",
    "%env SOCCERDATA_NOCACHE=True\n",
    "%env SOCCERDATA_NOSTORE=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "06821e67-b4fd-4b14-820f-c9cf3cc56c22",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import soccerdata as sd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "317195d5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb28b7c",
   "metadata": {},
   "source": [
    "# Home team advantage in the Italian Serie A\n",
    "\n",
    "We all know sports teams have an advantage when playing at home. Here's a look at home team advantage for 5 years of the Serie A."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d02c08a8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>home_team</th>\n",
       "      <th>away_team</th>\n",
       "      <th>FTHG</th>\n",
       "      <th>FTAG</th>\n",
       "      <th>FTR</th>\n",
       "      <th>HTHG</th>\n",
       "      <th>HTAG</th>\n",
       "      <th>HTR</th>\n",
       "      <th>HS</th>\n",
       "      <th>...</th>\n",
       "      <th>AvgC&lt;2.5</th>\n",
       "      <th>AHCh</th>\n",
       "      <th>B365CAHH</th>\n",
       "      <th>B365CAHA</th>\n",
       "      <th>PCAHH</th>\n",
       "      <th>PCAHA</th>\n",
       "      <th>MaxCAHH</th>\n",
       "      <th>MaxCAHA</th>\n",
       "      <th>AvgCAHH</th>\n",
       "      <th>AvgCAHA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>league</th>\n",
       "      <th>season</th>\n",
       "      <th>game</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 rowspan=\"5\" valign=\"top\">ITA-Serie A</th>\n",
       "      <th>2223</th>\n",
       "      <th>2023-05-20 Cremonese-Bologna</th>\n",
       "      <td>2023-05-20 14:00:00</td>\n",
       "      <td>Cremonese</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.84</td>\n",
       "      <td>2.06</td>\n",
       "      <td>1.85</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2.15</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <th>2020-12-06 Crotone-Napoli</th>\n",
       "      <td>2020-12-06 17:00:00</td>\n",
       "      <td>Crotone</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.94</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <th>2019-05-26 Fiorentina-Genoa</th>\n",
       "      <td>2019-05-26 12:00:00</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <th>2020-11-01 Udinese-Milan</th>\n",
       "      <td>2020-11-01 11:30:00</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>Milan</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.99</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <th>2019-03-10 Frosinone-Torino</th>\n",
       "      <td>2019-03-10 12:00:00</td>\n",
       "      <td>Frosinone</td>\n",
       "      <td>Torino</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>H</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 121 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               date  \\\n",
       "league      season game                                               \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna 2023-05-20 14:00:00   \n",
       "            2021   2020-12-06 Crotone-Napoli    2020-12-06 17:00:00   \n",
       "            1819   2019-05-26 Fiorentina-Genoa  2019-05-26 12:00:00   \n",
       "            2021   2020-11-01 Udinese-Milan     2020-11-01 11:30:00   \n",
       "            1819   2019-03-10 Frosinone-Torino  2019-03-10 12:00:00   \n",
       "\n",
       "                                                  home_team away_team  FTHG  \\\n",
       "league      season game                                                       \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna   Cremonese   Bologna     1   \n",
       "            2021   2020-12-06 Crotone-Napoli        Crotone    Napoli     0   \n",
       "            1819   2019-05-26 Fiorentina-Genoa   Fiorentina     Genoa     0   \n",
       "            2021   2020-11-01 Udinese-Milan         Udinese     Milan     1   \n",
       "            1819   2019-03-10 Frosinone-Torino    Frosinone    Torino     1   \n",
       "\n",
       "                                                 FTAG FTR  HTHG  HTAG HTR  HS  \\\n",
       "league      season game                                                         \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna     5   A     0     3   A  13   \n",
       "            2021   2020-12-06 Crotone-Napoli        4   A     0     1   A   4   \n",
       "            1819   2019-05-26 Fiorentina-Genoa      0   D     0     0   D   5   \n",
       "            2021   2020-11-01 Udinese-Milan         2   A     0     1   A   7   \n",
       "            1819   2019-03-10 Frosinone-Torino      2   A     1     0   H   9   \n",
       "\n",
       "                                                 ...  AvgC<2.5  AHCh  \\\n",
       "league      season game                          ...                   \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna  ...       1.8  0.50   \n",
       "            2021   2020-12-06 Crotone-Napoli     ...       2.3  1.25   \n",
       "            1819   2019-05-26 Fiorentina-Genoa   ...       NaN   NaN   \n",
       "            2021   2020-11-01 Udinese-Milan      ...       2.0  0.50   \n",
       "            1819   2019-03-10 Frosinone-Torino   ...       NaN   NaN   \n",
       "\n",
       "                                                 B365CAHH  B365CAHA  PCAHH  \\\n",
       "league      season game                                                      \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna      1.84      2.06   1.85   \n",
       "            2021   2020-12-06 Crotone-Napoli         1.99      1.94   1.98   \n",
       "            1819   2019-05-26 Fiorentina-Genoa        NaN       NaN    NaN   \n",
       "            2021   2020-11-01 Udinese-Milan          1.95      1.98   1.93   \n",
       "            1819   2019-03-10 Frosinone-Torino        NaN       NaN    NaN   \n",
       "\n",
       "                                                 PCAHA  MaxCAHH  MaxCAHA  \\\n",
       "league      season game                                                    \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna   2.08     1.90     2.15   \n",
       "            2021   2020-12-06 Crotone-Napoli      1.94     2.03     1.96   \n",
       "            1819   2019-05-26 Fiorentina-Genoa     NaN      NaN      NaN   \n",
       "            2021   2020-11-01 Udinese-Milan       1.99     1.99     2.01   \n",
       "            1819   2019-03-10 Frosinone-Torino     NaN      NaN      NaN   \n",
       "\n",
       "                                                 AvgCAHH  AvgCAHA  \n",
       "league      season game                                            \n",
       "ITA-Serie A 2223   2023-05-20 Cremonese-Bologna     1.83     2.03  \n",
       "            2021   2020-12-06 Crotone-Napoli        1.96     1.90  \n",
       "            1819   2019-05-26 Fiorentina-Genoa       NaN      NaN  \n",
       "            2021   2020-11-01 Udinese-Milan         1.93     1.94  \n",
       "            1819   2019-03-10 Frosinone-Torino       NaN      NaN  \n",
       "\n",
       "[5 rows x 121 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seriea_hist = sd.MatchHistory(\"ITA-Serie A\", range(2018, 2023))\n",
    "games = seriea_hist.read_games()\n",
    "games.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f463158f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def home_away_results(games: pd.DataFrame):\n",
    "    \"\"\"Returns aggregated home/away results per team\"\"\"\n",
    "    res = pd.melt(\n",
    "        games.reset_index(),\n",
    "        id_vars=[\"date\", \"FTR\"],\n",
    "        value_name=\"team\",\n",
    "        var_name=\"is_home\",\n",
    "        value_vars=[\"home_team\", \"away_team\"],\n",
    "    )\n",
    "\n",
    "    res.is_home = res.is_home.replace([\"home_team\", \"away_team\"], [\"Home\", \"Away\"])\n",
    "    res[\"win\"] = res[\"lose\"] = res[\"draw\"] = 0\n",
    "    res.loc[(res[\"is_home\"] == \"Home\") & (res[\"FTR\"] == \"H\"), \"win\"] = 1\n",
    "    res.loc[(res[\"is_home\"] == \"Away\") & (res[\"FTR\"] == \"A\"), \"win\"] = 1\n",
    "    res.loc[(res[\"is_home\"] == \"Home\") & (res[\"FTR\"] == \"A\"), \"lose\"] = 1\n",
    "    res.loc[(res[\"is_home\"] == \"Away\") & (res[\"FTR\"] == \"H\"), \"lose\"] = 1\n",
    "    res.loc[res[\"FTR\"] == \"D\", \"draw\"] = 1\n",
    "\n",
    "    groups = res.groupby([\"team\", \"is_home\"])\n",
    "    win = groups.win.agg([\"sum\", \"mean\"]).rename(columns={\"sum\": \"n_win\", \"mean\": \"win_pct\"})\n",
    "    loss = groups.lose.agg([\"sum\", \"mean\"]).rename(columns={\"sum\": \"n_lose\", \"mean\": \"lose_pct\"})\n",
    "    draw = groups.draw.agg([\"sum\", \"mean\"]).rename(columns={\"sum\": \"n_draw\", \"mean\": \"draw_pct\"})\n",
    "\n",
    "    res = pd.concat([win, loss, draw], axis=1)\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca340c23",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\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></th>\n",
       "      <th>n_win</th>\n",
       "      <th>win_pct</th>\n",
       "      <th>n_lose</th>\n",
       "      <th>lose_pct</th>\n",
       "      <th>n_draw</th>\n",
       "      <th>draw_pct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>team</th>\n",
       "      <th>is_home</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 rowspan=\"2\" valign=\"top\">Atalanta</th>\n",
       "      <th>Away</th>\n",
       "      <td>52</td>\n",
       "      <td>0.547368</td>\n",
       "      <td>16</td>\n",
       "      <td>0.168421</td>\n",
       "      <td>27</td>\n",
       "      <td>0.284211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Home</th>\n",
       "      <td>56</td>\n",
       "      <td>0.589474</td>\n",
       "      <td>23</td>\n",
       "      <td>0.242105</td>\n",
       "      <td>16</td>\n",
       "      <td>0.168421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Benevento</th>\n",
       "      <th>Away</th>\n",
       "      <td>10</td>\n",
       "      <td>0.263158</td>\n",
       "      <td>18</td>\n",
       "      <td>0.473684</td>\n",
       "      <td>10</td>\n",
       "      <td>0.263158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Home</th>\n",
       "      <td>4</td>\n",
       "      <td>0.105263</td>\n",
       "      <td>20</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>14</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bologna</th>\n",
       "      <th>Away</th>\n",
       "      <td>22</td>\n",
       "      <td>0.231579</td>\n",
       "      <td>48</td>\n",
       "      <td>0.505263</td>\n",
       "      <td>25</td>\n",
       "      <td>0.263158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Home</th>\n",
       "      <td>35</td>\n",
       "      <td>0.368421</td>\n",
       "      <td>29</td>\n",
       "      <td>0.305263</td>\n",
       "      <td>31</td>\n",
       "      <td>0.326316</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   n_win   win_pct  n_lose  lose_pct  n_draw  draw_pct\n",
       "team      is_home                                                     \n",
       "Atalanta  Away        52  0.547368      16  0.168421      27  0.284211\n",
       "          Home        56  0.589474      23  0.242105      16  0.168421\n",
       "Benevento Away        10  0.263158      18  0.473684      10  0.263158\n",
       "          Home         4  0.105263      20  0.526316      14  0.368421\n",
       "Bologna   Away        22  0.231579      48  0.505263      25  0.263158\n",
       "          Home        35  0.368421      29  0.305263      31  0.326316"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = home_away_results(games)\n",
    "results.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cb7899a",
   "metadata": {},
   "source": [
    "The overall picture shows most teams have a clear advantage at home:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "adddc560",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 559,
       "width": 282
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(results.reset_index(), hue=\"team\", palette=\"Set2\", height=6, aspect=0.5)\n",
    "g.map(sns.pointplot, \"is_home\", \"win_pct\", order=[\"Away\", \"Home\"])\n",
    "g.set_axis_labels(\"\", \"win %\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cb808cc",
   "metadata": {},
   "source": [
    "But there are a few exceptions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "562754b9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9ut555x317t27xTz37NmjZ599VjU1NQoPD9fo0aMVGhqqQ4cOafXq1aqrq5PNZtOf/vQn9e/fX8OHDz9prHXr1umuu+5SVVWVJMnb21tDhw5VYmKivLy8lJeXpw0bNqi+vl7Z2dmaPn263n//ffXp08eVPykAdAjUUdRRLamvr9fmzZud9ydPnuzW4+3bt08333yz8+9rMpk0ePBg9e3bV35+fjp06JDWrVun6upqFRUV6dZbb9XcuXN19tlntxj7448/1qOPPipJ6t27t4YOHSo/Pz9lZWVp48aNcjgcKi8v1913360vv/zypKuw2+12zZ49+7iL7EJDQ3XWWWcpJCREBQUFWrNmjRoaGnTkyBE99NBDOnLkiG6++eaTxjvWTB4QEKB+/fqpZ8+eCgwMVGNjow4dOqTNmzerqqpKNTU1euCBB+Tt7a1LL730dP60AAAXUR9RH7lLUVGRbrnlFhUXF6tbt24aNWqUIiMjdfjwYa1evdo5mf3SSy+pb9++J3zWjxs3TgEBAcrKytKqVaskybmLyY/16tXrhJ+5s86aN2+ec/XThIQEJScny8/PT3l5eezoBsDjUVtQW3RUPj4+uuSSS5yN2YsWLXK5ofyYyy67rNkxX375pe6//37nPJWfn59SUlIUFxcns9msnJwcbd68WY2Njdq8ebOuvfZaffjhh4qIiGjx+H/84x/1ySefyGw2KyUlRb1795bD4dDmzZuVnZ0t6ejc0oMPPqi5c+ce99yoqCjnv8d3333X+fNjP/uxoKCgFvNpi/aa8wOAzoiaiprqTCsqKnL2+PTs2VN9+vRRWFiYfHx8VFlZqd27dzsXn1y9erVuvfVWffDBB81ehDBx4kT169evxWPW19fr448/dl68d6pdXE7F6HksoLPhbCTg4UJDQ51ftr/77jtn4Th79mznNmSn8uGHHzqLxqCgID300EO64oorTtgKbfXq1XrggQecVxG+/vrrmjlz5gnx/Pz8NGPGDF122WUaOnRos8VlVVWVXnrpJb3xxhtqbGzUww8/rC+//LLZsU0VFRVp7ty5SkpK0t///ncNGjTI+VhjY6Oeeuop5xWKr7/+uhoaGpSenq5Ro0bpySefPG6V57q6Oj300EP68ssvJUnPPfecLr300lYXJMdkZGTos88+a1OMHzvvvPM63PY77733nhobG3XxxRfr0UcfPW6VA7vd7iwsDxw4oN/97nfO+8nJyXrmmWeOm9iz2+1666239NRTT8lut2vTpk16+umn9fvf//6E4x6bnJOkG2+8Uffdd1+zq5lXV1crPT1d27ZtM+T3XbJkiaxWq1JTU/XXv/71uC9gjY2NevbZZ/XGG29IOrqawsyZM5v992e1WvWb3/zG2UweHh6uZ555Ruecc85x41asWKH77rtPhw8fVklJiX7729/q/fffb3aLwqaefPJJ2Ww2PfTQQ5oxY8Zxk5YFBQWaNWuWdu/eLbvdrr///e/HfWFsqri4WL/61a+czeRXXHGFfvvb36pHjx7HjSspKdGjjz6qr776SpWVlfr1r3+tTz/9VBaL5ZR5AkBHQR11FHXUyWVmZh63mndKSooRaTWrpqZGs2fPdp7cTE1N1R/+8AclJCQcN66qqkrPPPOMFi5cKKvVqvvuu++UDeDH/OlPf1JYWJiefPJJpaamHvdY0wvJiouL9dZbb+mee+5pNs7rr79+3Em4WbNmafbs2cedJCwuLtZDDz2kFStWSJKeeuopDR8+vNm/n8lk0lVXXaUrrrhCI0eObLbesVqtevvtt/Xcc8+psbFRf/rTn3Teeee1uE0mAOD0UR8dRX1kvJdeeklWq1UzZ87UL37xi+PO55SXl+tXv/qVVq9eLUn6+9//rsmTJx/397v88st1+eWXO7cplo7WZk2bkE7G3XXWc889p+DgYD3xxBOaOHHicY/9eGcYAPA01BZHUVt0TJdddpmzofyLL77QQw89dMr5jd27d2vXrl2Sjl4UP2nSpBPG7NmzRw899JAaGhpkMpl066236u6771a3bt2OG3fw4EE9+OCD2rBhgwoKCvTwww+f0AD+Y5s3b9batWs1bNgwPfnkk8ct8ONwOPT222/rb3/7myQpPT1d69at05gxY5xjEhMTnf8emzaUu1JPuUN7zfkBQGdETXUUNdWZk5iYqD/84Q+aNGnSSXdS2blzp373u99p69at2rFjh+bNm6ef//znJ4xztVH7vvvuczaTR0RE6KqrrmpV7kbPYwGdDQ3lAFqtqqpKTz75pKSjqw+/8cYbJ/1wPPvss/Xmm2/qyiuvVH19vebNm6cbb7zxhC/2cXFxzTYCNxUUFKQHH3xQNTU1eu+995STk6Ply5e3WBw1NDQoLCxMb7/99glbyHl5eenBBx9Uenq6srOzVVFRoRdeeEF9+vTRG2+8IT8/v+PG+/n56a9//atWrVql8vJyHTx4UFu2bHFp9YFT2bdv33EnYYzQvXt3wwvHF154ocUGnOjoaM2aNavZxxobGzV+/Hj94x//OKHgN5vNzp+99NJLqqmpkXR0dag33njjhEk4s9msW2+9VSaTSY8//rikoyeybr755uOK/erqau3YsUOSFBMTo9///vcnLfQDAwM1efJkw1YRtVqtGj16tF555ZUTVpby8vLSAw88oHXr1mnLli1yOBz64osvmv3bLVq0SDt37pR09N/cvHnzNHjw4BPGjR8/XnPmzNF1112nxsZGbdu2TYsXL9YVV1zRYp6PPfaYrr322hMei4mJ0bPPPqvLLrtMDodDa9euVVFR0QlN4tLRL1KlpaWSpBkzZpz033RERIT++c9/6rbbbtPq1au1e/duLVmyhBVDAXgE6ijPqKOO7UJyjDt34njzzTe1b98+SdKkSZP0/PPPN3tiNSgoSI8++qjq6ur0ySefqLi4WAsXLjxp3fbjYwwcOPCEn48ZM0a/+c1v9Nhjj0mSFi9e3GxDeVVVlV5++WXn/dtuu02//e1vTxgXGRmpV155Rddff722bNnivACvuYvZfHx8nDXgyfj4+OiOO+6Q3W7Xs88+qyNHjuizzz7T9ddf3+LvDAA4c6iPPKM+ai2r1ao777xTv/nNb054LDQ0VM8++6wmTZqkmpoaHTx4UJmZmYZN4rm7zrLb7XrllVeOa9g65mTbgwMAWkZtQW3hbqNHj1ZcXJzy8vJUUlKi77//XhMmTDjp+M8//9x5e+LEiQoICDhhzF//+lfV1dVJkh566CHdcsstzcbq2bOn5s2bp2uuuUZ79+5Venq6MjIyTln/WK1WJSYm6q233jphjs9kMunmm2/Whg0btGTJEklHdwVurj7pCNpzzg8APA01FTVVa1x99dUtjhk4cKD+9a9/afLkySouLtaCBQt05513tmoBwldeecW5E4yPj49eeuklxcbGnnYcd8xjAZ3NqS/bAYBT+Oijj3TkyBFJ0vXXX9/iJE2fPn2cDa3l5eVavnx5m47/05/+1Hn72MpCLbnzzjtPKBqPsVgsJ5xM+M1vfnNC0XhMUFDQcQVZZmamSzl0BZ9++qnefffdU/63ePHiU8Z45JFHTnn16JEjR/TFF184799///2nXNHppptucm5zY7fbnatCHHNstWzp6ERjW68aPV2PPPLISbcpPray5jFbtmxpdtz777/vvD19+vRmm8mPSU5O1jXXXOO8v3DhwhZz7N+/f7PN5E0fHzZsmKSjq1Vs3br1hDFlZWXOk6KRkZG6//77T3lMi8Wie++913m/6QlVAOjKqKM8o46qqKg47v6PV5NqzvPPP6/HHnvspP8dWzmjqYaGBufJRx8fH/35z39ucZWOe++911kPNd1u+WSuvfbaZpvJj7n88sudtU52dvZxtdcxixYtcl4sGBERoV/96lcnjefj43PcCldr1qxRVlZWi3meSmte9wCAM4f6yDPqo9YKCwvTL37xi5M+HhER4Za/35mosy6++OIO26wFAJ0ZtQW1hbuZTCZNmzbNef9U8xsOh0NpaWnO+5dddtkJY3bu3OnccWXw4MEtrsYZEBBw3CqertQdv/3tb0+5YFTT1+3J5qo6gvae8wMAT0JNRU3lTsHBwc7d2oqLi7V3797TjvHVV1/pn//8p/P+//3f/2n48OGtyqe957GAjoAVygG0Wnp6uvP21KlTXXrO2Wef7WyK3bBhgy666KKTjm1oaFBGRoZ27dql4uJiVVdXy2azOR8/tg2PJOdV6C255JJLTvl4//79nbf9/PxavILvWAOzJOXm5rqUw6lcddVVrd52pTMZMGBAiyt0btq0ybmtb/fu3XX++eefcrzZbNZPf/pTPfHEE5KOFmtNde/eXb6+vqqvr9eePXu0YcMGjRo1qg2/het69uypIUOGnHJM0+bwvLy8Ex6vqqo6roHblSs6r7nmGmcj+ZYtW1RTU9PsihfHtPTvQ5IGDRrk/JLUXJ7ff/+9GhoaJB1dtcvX17fFmCkpKQoICFBNTY02btzY4ngA6Aqoozyjjmr6d5bU7La7P/bpp582+xl7zFlnnXXChOLWrVudu4OMGzdO4eHhLR4nKipKSUlJ2rdvn/bs2aPKyspTXrzX0v//oKAg9ezZU9nZ2XI4HMrLy9OAAQOOG3NsUlSSpkyZctITtMckJyerf//+2r17t6Sj9V1SUtJJx9vtdm3dulU7d+5UYWGhqqqq1NjY2OxYV1/3AIAzh/rIM+qj1jr//PNbPMcwePBg5zbUp6qnTseZqLOmTJliSK4AgONRW1BbnAmXXXaZXn31VUnS0qVLVVtb2+z5n3Xr1qmgoEDS0cV4zjnnnBPGLFu2zHl7ypQpLjVJn3322c7bGzZsOOVYX1/fFufaWpqr6ijac84PADwNNRU1VVuVlpZq8+bN2rdvn44cOaLa2lo5HA7n4037YHbs2HHC3NKp7NixQw888IAz3l133dXshXuucvc8FtAZ0FAOoNU2bdrkvP3BBx/o008/bfE5hYWFztvHTpz8WF1dnV599VW99957Onz4sEu5uDIuODhY0dHRpxwTEhLivJ2YmChvb+9Tjg8NDXXebm4Vxq7q66+/Vnx8fKuf31JztSRt377deTs5Ofmkq3s3NXLkyOOe73A4nCfcfHx8NHHiRC1evFiNjY26+eabdemllzpXgXJlxdDWavqF5GRaei3t2rXL+cUpICDApSJ60KBBzkZtm82mnTt3Hvc3+jFXYnbv3v2UeW7evPm4nB977LEWYzZVUVHRYuM7AHQF1FGeUUf9eMWn2tpaBQUFGX6cpp+/hYWFLn/+HltVxOFwqLCw8JSNTkbUM01P9o4YMcKlHEeOHOk8Ede0PmyqsbFR8+fP17/+9a/j/p2ciqv/PgAAZw71kWfUR61lRC3SGmeiznLlPBkA4PRRW1BbnAl9+vTRkCFDtG3bNtXU1Gjp0qXHrVp+TNPVy6dMmSKLxXLCmKav2TVr1ig/P7/F4zdtxjrZa/aY3r17d5nXTHvO+QGAp6Gm6jyfjx3N3r179cwzzyg9Pf24iwROpby83OX4xcXFuuuuu5wril988cX69a9/3YpM/8dd81hAZ0JDOYBWqa6uPu5KwH//+9+nHePYxEpTFRUVuvnmm097xcAfr/7YnFNN3BzT9ATO6Y4/2eqHOFFYWFiLY8rKypy3Y2NjXYobFxfnvN3Q0KDq6urjmrYefvhhbdu2TTk5OWpoaNBnn32mzz77TGazWX379tXo0aN17rnnKjU1VT4+PqfxG52aK6+lpg3zzb2Wmn45iomJcWllCrPZrOjoaOe2Oi19wXKlwa2lPIuKipy3N2zY0OKKGM05cuQIDeUAujTqqBPHd9U6qulJSeno/7eWPm+/+eabE372wgsv6MUXXzzpc5p+/u7atUu7du06zUyPvn5OxZX/p01Pujb3/7Rpfde0bjuVpuOaq2WsVqvuvvturVixwqV4x7jyugcAnDnURyeO76r1UWsZcW6lNc5EneXKeTIAwOmhtjhxPLWF+1x22WXatm2bJGnRokUnNJRbrVYtWbLkuPHNaVp3NF0N1lXNvWabMuLcTkfSXnN+AOBJqKlOHN/RPx87iuXLl+vnP/+5rFbraT3P1Yb9+vp6/fznP3devDBkyBA9+eSTLvXRnIo75rGAzoaGcgCtYsRVd81dgfbYY485i0Zvb29dccUVOv/889WnTx9FRkbKz8/PWazl5ubqwgsvlHT8Ffgnc7qFQ1sLDZxcS9vCSHJeRSip2e0Bm/PjcT9uKI+MjNRHH32kefPm6d///rdKSkokSXa7Xbt379bu3bu1YMEChYSE6I477tDtt9/e7CoRp8uI11LTL0eu/j1+PLalL1hG5FlZWdnmGHwJA9DVUUd5jh+fbNq7d6/LF8qdDiM+f1taHcKI/6etqe+aXmTWXC3z4osvOpvJTSaTJk+erIsuukj9+/dXVFSUfH19j5sMPbYjiyuvewDAmUN9hJa019/vTNRZrpwnAwCcHmoLnElTpkzRU089JZvNppUrV6qsrOy4C8a+++47ZzNd3759T7o7SVtft2fi3E5H0l5zfgDgSaip0BplZWW69957nc3kcXFxmj59ukaNGqWePXuqW7du8vX1df7tmy6q5OrczSOPPKLMzExJR2uCV1555bT6aE7GHfNYQGdDQzmAVvnxB+fatWtPWIHxdB06dEiLFy+WdHRl5Xnz5unss88+6fiu+EGckZGhzz77zNCY5513ns477zxDY54JTYuu2tpal57z43GBgYEnjAkKCtKvf/1rzZ49W1u3btX69eu1ceNGbdiwwXm1YEVFhZ599llt3rxZL730Uof4EtH0d3H17/Hjsc39PYzW9L3h4Ycf1i233OL2YwJAZ0Md5R4dsY4aNmyYfHx8nCfNMjMzlZqaalR6Tk1fUzNmzNDvf/97w49hhICAAGdTlqv1TNOTdz+uZaxWq+bPn++8/8QTT+iKK644aSy2ogSAjov6yD06Yn3U2XSWOgsAcDxqC/fwtNrCbre7NC4yMlLjxo3TihUr1NjYqC+++EI33nij8/FFixY5b59sdXLp+Nftiy++qEmTJrUi667B1b99Z53zA4DOgprKPbp6TfXBBx8454IGDhyod99995S7957u/+OXX35ZaWlpko5epP/yyy8rKiqq9Qk3YfQ8FtAZ0VAOoFW6det2XHNMSUlJmwvHVatWOa82S01NPWXRKEn5+fltOl5HtG/fPr377ruGxuzevXuHKRxPR9PVGwoKClx6Tl5envO2t7f3KYs1i8WilJQUpaSk6Pbbb5fdbtfGjRv1+uuv65tvvpEkff3111qyZIkuueSSVv4WxunevbvzdmFhoRwOR4snvex2u3OLnx/HcJeIiAjn7eLiYrcfDwA6I+oo9+iIdZSvr6+GDx+utWvXSpK+/PJL3XPPPUal59T08/fYakwdUVhYmPNEXH5+vpKTk1t8TtP67se1TGZmpvNEXb9+/U7ZTH7smACAjon6yD06Yn3U2XSWOgsAcDxqC/fo7LWFl9f/WiNaWs1bOr2dSi677DLnDmqff/65s6H8yJEj+u677yQdXQF12rRpJ43RledXmv7tXdml9nR3ielsc34A0FlQU7lHZ6+pWrJq1Srn7bvvvvuUzeTS6f0/XrJkiZ5//nlJR2urxx9/3KW5JlcZPY8FdEbm9k4AQOfV9INz48aNbY5XVFTkvN2/f/8Wx69bt67Nx0THNXjwYOftzMxMl07ubdq06bjnn84qA2azWaNHj9bLL7+sc8891/nzYyea2tuAAQOc2zpVV1dr165dLT5n586dziYri8WigQMHujVHyfj3BQDoqqijPMf06dOdt/fu3eucXDRS09fTpk2bXN4S8EwbNGiQ83bTuu1UflzfNcXrHgC6FuojnAmnuyJlZ6mzAAAnorbAjzVtZiovL29x/O7du12OPWnSJOfOuxkZGTpw4ICko01Px5rwxowZo9jY2JPG6MrzK+782zeno8/5AUBnQk2F03U6/49tNpvLr6vt27frwQcfdJ6bueeee3TppZe2PtFmGD2PBXRGrFAOwMnX19d525Wrw3/yk59o/fr1kqSFCxfq6quvbtM2YWbz/65xaWnrkNraWsO3gOkIrrrqKl111VXtnUaHMGLECOfVrmVlZfruu+904YUXnnS83W7XRx995Lzf0pWsJ2MymXT++edr5cqVkqTS0tJWxTFaUFCQhg4dqoyMDEnSJ598oocffviUz/nwww+dt5OTk50nM91pwoQJ8vLyUmNjozZt2qSdO3eekUb2/2fv3sO0ruv88T/nwHAaziAMMKAIiKCDBw5WmpkYHqBzYgev9rut7e/b2lqtVlt7+G67+203q28HNcvd1nZTw7QyYMsiTc0MBzQQQVERGWA4yxlmYOb+/WHOQp4Q7jkAj8d1dV33MO/7+XkhI7677+f9/gC0N/uo9tdR91EXXnhhvva1r7W8kfh3f/d3ueuuu9KjR4+iXePMM89Mz549s23btqxduzb33HPPq+6b2stZZ52Vn//850mSOXPm5FOf+tQB/+78sccee+yAD9FNnjz5gO/v/+/Ma/3cNzc35/bbbz+UsQE4RPZH7a+j7o/a0/4/l3v37n3N9UfKPgvgWGBv0f6O9L3FkCFDWh4vXbr0VQtI69ate12luW7duuX888/PrFmzkrxwSvmVV16Zn/70py1r3v72t79qxnnnnZcbbrghSfLLX/4yGzduPODU8o6kc+fOaWhoSPLCnqpTp06vun7IkCEpKSlJoVDIypUrs3Pnzle9y/DPfvazoszZUd/zA2hP9lTt70jfU72W/f+M9+zZ86pr586de1B3Zlm/fn3+9//+3y0/MxdffHGr3BG42O9jwZHICeVAi969e7c8Xrdu3Wuuv+yyy9KzZ88kyeOPP57rrrvuoK+1efPml5w4XV1d3fL4/vvvf9UTqf/lX/7FbWaPcj179jzgxbwvfelL2bFjxyuu//73v99yYkFpaWkuvfTSA76/Y8eOllMgXkt9fX3L4759+76esVvVjBkzWh7fcssteeKJJ15x7eLFizNz5syWr/c/HbU1DRw4sOVF0UKhkE9/+tOv+ue2v+bm5mzevLk1xwNoNfZRvJKysrJ88YtfbLm17+rVq/PhD3+4qLcurqioyIc//OGWr//hH/7hoH4OX9RWPw/Tp09v+YDbhg0bXvXnvrGxMf/0T//U8vXkyZMzYsSIA9bs/3NfW1v7qrdD/rd/+7dX3TsBUHz2R3RE+/9c7n9i1is5UvZZAMcCewsO1/4nrM6ZM+dV3zP64he/eFAfPtvfO97xjpbHs2bNSn19fcupqp07d86FF174mvNNmjQpyQvlq09/+tMH/b5WY2Njtm7d+rrmPRyv99/HysrKltd19u3b11K8fzlLlix5zUMBjob3/ADaiz0VrW3/P+NXuzvI5s2b88UvfvE18xoaGvIXf/EXWbt2bZLk1FNPPajnHYpiv48FRyKFcqDFqFGjWh6/+ImrV9OjR48DTki+7rrr8pnPfCZr1qx52fWFQiELFizI//k//yfnnXfeSz6JdtZZZ6Vr165Jkueeey6f+cxnsm3btgPW7NixI3/7t3+bH/zgB21y2jLt6y/+4i9a/pxXrFiRP/uzP0tdXd0Ba5qbm/O9730v//Iv/9Lyax/84AczdOjQA9Y9/vjjeetb35pvfvObefrpp1/2ek1NTfnv//7vfP/732/5tTe/+c3F+u0ctunTp7ec9r1379782Z/9WX73u9+9ZN1vf/vbXHHFFS2fKB43blwuueSSNpvzE5/4RAYMGJAkefLJJ/Pe9743v/nNb15x/dq1a3PzzTfnwgsvzH//93+31ZgARWUfxauZMGHCAX/ejz/+eKZNm5bvfOc7r/phqm3btuW22247qJO1/9f/+l8tP4fr1q3Le97znvzsZz9Lc3Pzy67fvHlzZs6cmXe9613593//99f5Ozo0lZWV+djHPtby9Xe+85187Wtfe8kbgBs3bszHPvax/P7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yfElJSd7xjnckSXbt2pU77rjjsOvsn/yQJFdcccUx1wMk3d3d+fGPf5xk4CLac6fIHGjChAm58sorBx8vWbLkedd+17vedcTnDvz7oKSk5KB1n+vVr3714PETTzxxyPPf+c53kiSNjY2DF/aO5JRTTslrX/vaJMny5cuP+KYAMLz0OHocGE76G/0NjAb9jf4GhpseR48DI01/o7+B4aa/0d8AADD6Ske7AODoHDjR4cBbCR7orW996+Cnob/5zW/mf/yP/3HQ8wsXLszSpUvT39+fZcuWDU6QOPDi3QUXXJC5c+emrKwsPT09eeCBBwYvym3evDlPPfVUksNPfjjQ6tWr8+///u95+OGHs2HDhrS2th7xF+GtW7ce9vtvf/vb85nPfCY9PT35+te/fsgv3nv27Ml//Md/JElmzZrlVmCMW5/61KeO+tz3vve9R3zu0UcfHfzv9JWvfGWqq6ufd62LLroo//Iv/5Lk8BfdD/SKV7ziiM8dOLXljDPOyIQJE454bkNDw+Dxnj17DnqutbU1q1evHlzzRz/60fPWlGTw5+3q6sqmTZty5plnvuBrgKGlx9HjwOHobwbob+DkpL/R38CR6HEG6HHg5KO/0d/AkehvBuhvAAAYCwTK4STQ3Nyc++67L0kybdq0I14ou/zyy/ORj3wkPT09+e53v5s///M/T3l5+eDzB77ugQceGLxYt3/yQ21tbX7t134tJSUlecUrXpEVK1bkgQceGJzCcOCtBBcuXHjYGnp7e/PhD384X//611MoFI7q52ttbT3s96dOnZpLLrkkP/jBD7J8+fKsW7cuZ5xxxuDzt99+ezo7O5MMXNgrKio6qv1grLn00kuHZJ1t27YNHh/439qRnH766Yd97eHU1dUd8bkD/556vvOee25XV9dBz23ZsmXwVoi/+tWvnvfC5OHs3r37RZ0PHD89jh4HjkR/M0B/Aycf/Y3+Bp6PHmeAHgdOLvob/Q08H/3NAP0NAABjgUA5nARuu+229PX1JUne/OY3p7i4+LDn1dXV5fWvf33uuOOO7Nq1K0uXLs0b3/jGwedf8pKXZPLkydmxY8dBF972H8+fPz8lJSVJBi7srVixYvBC3oHnJQNTIg7nf//v/52vfe1rSZKysrJceOGFOffcczNt2rRUVVWlrKwsSbJjx4781V/9VZIM/nJ9OFdeeWV+8IMfJBm4deBf/MVfDD63/1aCZWVl+Z3f+Z0jrgEcnba2tsHjqqqqFzz/wOkQB772cI7099axnnc4z50G8WL19PQc1+uBF0+Po8eB4aa/0d/ASNPf6G9gJOhx9DgwkvQ3+hsYCfob/Q0AAKNPoBxOcIVC4aBbCf7rv/5r/vVf//WoXvutb33roIt1SbJgwYL8x3/8R9auXZvm5uY0NDRkxYoVSQ6eDnH++efnE5/4RFpaWvL444/n7LPPHrxwd/rpp6exsfGQ/bZs2ZJbb701SdLY2JgvfelLB306/ECPP/74Uf0M559/fubMmZO1a9fm29/+dv7bf/tvKS8vz0MPPZTHHnssycAn3ydPnnxU6wFHVlNTM3jc0dHxgue3t7cf9rWj5cAaFi1alE984hOjWA3wQvQ4ehwYCfobYCTpb/Q3MFL0OMBI0d/ob2Ck6G8AAGD0HftHLIERsWzZsmzatOmYXnv//fdny5YtB33vubcU/NWvfjV4O78Dnzv33HMHP/39wAMPDF7cS458K8H7779/cJLDe97zniNeqEuSp5566qh/jiuvvDJJ8swzz2TJkiVJMjhhIkmuuOKKo14LOLKpU6cOHq9fv/4Fzz/wnANfO1oOrOG5f/cBJx49jh4HRoL+BhhJ+hv9DYwUPQ4wUvQ3+hsYKfobAAAYfSaUwwnum9/85uDx4sWLc/bZZ7/gax5++OH85Cc/SX9/f2677ba8973vHXzuuRfr9l+Aq6+vz9y5cwefKy8vzytf+cr85Cc/yQMPPJDS0tLDrnGglpaWweNZs2Y9b4333HPPC/4c+731rW/NP/3TP6WjoyNf+9rX8prXvGbwFoOnn376EesBXpxzzjkn5eXl6e7uzs9+9rN0dHQ8720F77333sHjl7/85SNR4vOqr6/P2WefnccffzyrVq1KS0tLGhoaRrss4Aj0OHocGAn6G2Ak6W/0NzBS9DjASNHf6G9gpOhvAABg9AmUwwlsz549g9MOSktL87/+1/9KfX39C77u0UcfzVve8pYkyW233ZY//dM/TVFRUZKBi1vTpk3L1q1bs2zZssGLdQsWLBg8Z7/zzz8/P/nJT7JixYqUlJQkSYqKio54cezAX+o3btx4xPo2bdqU73znOy/4c+w3ceLEXH755fnmN7+Z5cuX5+Mf/3g6OzuTJO94xzsOqRs4NuXl5Xnd616XO+64I+3t7bn55pvz7ne/+7Dntra25pZbbhl8vGjRopEq83m99a1vzQ033JC+vr78y7/8Sz784Q+PdknAYehxBuhxYPjpb4CRor8ZoL+BkaHHAUaC/maA/gZGhv4GAABGX/FoFwAc2Xe/+910dXUlSS666KKjulCXDHyC+6UvfWmSgdv2PfDAAwc9v/92gJs3b86yZcuSJBdccMEh6+y/KLd79+788Ic/TJKcffbZR6zjZS972eDx5z//+TzzzDOHnPP000/nj//4j9Pe3n5UP8t+V1111eDxV77ylSRJWVlZfvu3f/tFrQM8v3e/+90pLh5oDz7+8Y8fNOFhv46Ojvz3//7fs3379iTJxRdfnHPOOWdE6zyS3/3d383MmTOTDNx29IYbbkhPT88Rz+/u7s7/+3//L1/96ldHqkQgepwD6XFg+OlvgJGgv3mW/gZGhh4HGG76m2fpb2Bk6G8AAGB0mVAOJ7Bvfetbg8dvfetbX9Rr3/rWt2b16tVJBm5JeODFuPPPPz+33357kqS3t3fwe881b9681NbWprW19XnP2++8887Ly1/+8jzyyCPZvHlz3vCGN+SKK67InDlz0t/fn5///Of593//97S3t+dtb3tbbrvttqP+eebNm5dzzz03v/jFLwa/t3jx4qO+gAkcnZe//OX5oz/6o3zmM59JV1dXrrnmmixevDgXXnhhampqsm7dunzrW9/K5s2bkyQNDQ3527/921Gu+llVVVX5zGc+k3e9613Zs2dPPve5z+Xf//3fs3jx4pxzzjmpra1NZ2dntmzZklWrVuX+++9Pa2tr/tN/+k+jXTqMK3qcg2vR48Dw0t8AI0F/c3At+hsYfnocYLjpbw6uRX8Dw09/AwAAo0ugHE5Qq1evzsqVK5MkkyZNyutf//oX9fo3velNueGGG9Lb25s777wze/bsycSJE5M8O/1hv+nTp+f0008/ZI2SkpLMnz8/d9111+D3nu9iXZL80z/9U37v934vTz31VJ555pnceOONh5xz9dVX5/d+7/de1MW6JLnyyisPulh3xRVXvKjXA0fnv/7X/5qysrJ8+tOfTm9vb37wgx/kBz/4wSHnnXXWWfnMZz6TxsbGUajyyObOnZtvfetbue666/LII49k27Zt+fKXv3zE84uKik64nwHGMj3OofQ4MPz0N8Bw0t8cSn8DI0OPAwwX/c2h9DcwMvQ3AAAwegTK4QT1zW9+c/D4DW94Q8rLy1/U6ydPnpyLLrood911V7q6uvLd7343v/u7v5skmTlzZk477bRs2rQpyaEX7w50/vnnD16sKykpyYIFC55331NPPTXf+c538sUvfjFLlizJxo0bkwx8Qvy8887Lf/pP/ykLFy7MU0899aJ+niT5jd/4jcHjOXPmvGAtwLF773vfmze+8Y259dZbc//992fLli3p7OzMKaeckqampixevDhvfvObU1p6YrYSs2bNyte//vXcd999+cEPfpCHH34427ZtS1tbWyorK9PY2Jizzjor8+fPz+te97qcdtppo10yjBt6nEPpcWBk6G+A4aK/OZT+BkaOHgcYDvqbQ+lvYOTobwAAYHQUFQqFwmgXAXA0vvCFL+QjH/lIkuQv//Iv8/u///ujWxAAwBDQ4wAAY43+BgAYa/Q3AAAAjHXFo10AwNEoFAq59dZbkySVlZV561vfOroFAQAMAT0OADDW6G8AgLFGfwMAAMB4IFAOnBRuv/32rFu3Lknylre8JXV1daNbEADAENDjAABjjf4GABhr9DcAAACMB6WjXQDA4ezatSu/+MUv0tPTk1/+8pf5whe+kGRg8sOf/MmfjG5xAADHSI8DAIw1+hsAYKzR3wAAADAeCZQDJ6Q1a9bkmmuuOeT7119/faZPnz4KFQEAHD89DgAw1uhvAICxRn8DAADAeCRQDpzw6urqcvbZZ+eaa67JxRdfPNrlAAAMCT0OADDW6G8AgLFGfwMAAMB4UVQoFAqjXQQAAAAAAAAAAAAAACOveLQLAAAAAAAAAAAAAABgdAiUAwAAAAAAAAAAAACMUwLlAAAAAAAAAAAAAADjlEA5AAAAAAAAAAAAAMA4JVAOAAAAAAAAAAAAADBOCZQDAAAAAAAAAAAAAIxTAuUAAAAAAAAAAAAAAOOUQDkAAAAAAAAAAAAAwDglUA4AAAAAAAAAAAAAME4JlAMAAAAAAAAAAAAAjFMC5QAAAAAAAAAAAAAA45RAOQAAAAAAAAAAAADAOCVQDgAAAAAAAAAAAAAwTgmUAwAAAAAAAAAAAACMUwLlAAAAAAAAAAAAAADjlEA5AAAAAAAAAAAAAMA4JVAOAAAAAAAAAAAAADBOCZQDAAAAAAAAAAAAAIxTAuUAAAAAAAAAAAAAAOPU/x9EXtBMTQ0HTAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1800 with 29 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1758,
       "width": 1482
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(results.reset_index(), col=\"team\", col_wrap=5)\n",
    "g.map(sns.pointplot, \"is_home\", \"win_pct\", order=[\"Away\", \"Home\"])\n",
    "g.set_axis_labels(\"\", \"win %\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "soccerdata",
   "language": "python",
   "name": "soccerdata"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}