2022-05-18-arenastats-tbc-match-duration-distributions.ipynb

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  {
   "cell_type": "markdown",
   "id": "491fe3b9-b472-4807-99ea-7f13663c8fa0",
   "metadata": {},
   "source": [
    "## Import Libraries. Load Dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "6a17a1e7-3b54-4ec1-a96d-6472da9156b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "4ab3a272-28a9-420f-96a2-fafc61a6cbbc",
   "metadata": {},
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>isRanked</th>\n",
       "      <th>startTime</th>\n",
       "      <th>zoneId</th>\n",
       "      <th>duration</th>\n",
       "      <th>teamName</th>\n",
       "      <th>teamPlayerName1</th>\n",
       "      <th>teamPlayerName2</th>\n",
       "      <th>teamPlayerName3</th>\n",
       "      <th>teamPlayerName4</th>\n",
       "      <th>...</th>\n",
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       "      <th>teamClassIcon3</th>\n",
       "      <th>teamClassIcon4</th>\n",
       "      <th>teamClassIcon5</th>\n",
       "      <th>enemyTeamClassIcon1</th>\n",
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       "      <td>YES</td>\n",
       "      <td>2022-01-28-14:27</td>\n",
       "      <td>Ruins of Lordaeron</td>\n",
       "      <td>275.0</td>\n",
       "      <td>DylanManderFanClub</td>\n",
       "      <td>Sundodger</td>\n",
       "      <td>Priestmode</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>YES</td>\n",
       "      <td>2022-01-28-14:31</td>\n",
       "      <td>Ruins of Lordaeron</td>\n",
       "      <td>244.0</td>\n",
       "      <td>DylanManderFanClub</td>\n",
       "      <td>Sundodger</td>\n",
       "      <td>Priestmode</td>\n",
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       "      <td>2</td>\n",
       "      <td>YES</td>\n",
       "      <td>2022-01-28-14:35</td>\n",
       "      <td>Nagrand Arena</td>\n",
       "      <td>139.0</td>\n",
       "      <td>DylanManderFanClub</td>\n",
       "      <td>Sundodger</td>\n",
       "      <td>Priestmode</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>https://www.progamerreview.com/wp-content/uplo...</td>\n",
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       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>YES</td>\n",
       "      <td>2022-01-28-14:38</td>\n",
       "      <td>Ruins of Lordaeron</td>\n",
       "      <td>250.0</td>\n",
       "      <td>DylanManderFanClub</td>\n",
       "      <td>Sundodger</td>\n",
       "      <td>Priestmode</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>YES</td>\n",
       "      <td>2022-01-28-14:42</td>\n",
       "      <td>Ruins of Lordaeron</td>\n",
       "      <td>145.0</td>\n",
       "      <td>DylanManderFanClub</td>\n",
       "      <td>Sundodger</td>\n",
       "      <td>Priestmode</td>\n",
       "      <td>NaN</td>\n",
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       "<p>5 rows × 61 columns</p>\n",
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      "text/plain": [
       "   index isRanked         startTime              zoneId  duration  \\\n",
       "0      0      YES  2022-01-28-14:27  Ruins of Lordaeron     275.0   \n",
       "1      1      YES  2022-01-28-14:31  Ruins of Lordaeron     244.0   \n",
       "2      2      YES  2022-01-28-14:35       Nagrand Arena     139.0   \n",
       "3      3      YES  2022-01-28-14:38  Ruins of Lordaeron     250.0   \n",
       "4      4      YES  2022-01-28-14:42  Ruins of Lordaeron     145.0   \n",
       "\n",
       "             teamName teamPlayerName1 teamPlayerName2 teamPlayerName3  \\\n",
       "0  DylanManderFanClub       Sundodger      Priestmode             NaN   \n",
       "1  DylanManderFanClub       Sundodger      Priestmode             NaN   \n",
       "2  DylanManderFanClub       Sundodger      Priestmode             NaN   \n",
       "3  DylanManderFanClub       Sundodger      Priestmode             NaN   \n",
       "4  DylanManderFanClub       Sundodger      Priestmode             NaN   \n",
       "\n",
       "   teamPlayerName4  ...                                     teamClassIcon1  \\\n",
       "0              NaN  ...  https://www.progamerreview.com/wp-content/uplo...   \n",
       "1              NaN  ...  https://www.progamerreview.com/wp-content/uplo...   \n",
       "2              NaN  ...  https://www.progamerreview.com/wp-content/uplo...   \n",
       "3              NaN  ...  https://www.progamerreview.com/wp-content/uplo...   \n",
       "4              NaN  ...  https://www.progamerreview.com/wp-content/uplo...   \n",
       "\n",
       "                                      teamClassIcon2 teamClassIcon3  \\\n",
       "0  https://www.progamerreview.com/wp-content/uplo...            NaN   \n",
       "1  https://www.progamerreview.com/wp-content/uplo...            NaN   \n",
       "2  https://www.progamerreview.com/wp-content/uplo...            NaN   \n",
       "3  https://www.progamerreview.com/wp-content/uplo...            NaN   \n",
       "4  https://www.progamerreview.com/wp-content/uplo...            NaN   \n",
       "\n",
       "  teamClassIcon4  teamClassIcon5  \\\n",
       "0            NaN             NaN   \n",
       "1            NaN             NaN   \n",
       "2            NaN             NaN   \n",
       "3            NaN             NaN   \n",
       "4            NaN             NaN   \n",
       "\n",
       "                                 enemyTeamClassIcon1  \\\n",
       "0  https://www.progamerreview.com/wp-content/uplo...   \n",
       "1  https://www.progamerreview.com/wp-content/uplo...   \n",
       "2  https://www.progamerreview.com/wp-content/uplo...   \n",
       "3  https://www.progamerreview.com/wp-content/uplo...   \n",
       "4  https://www.progamerreview.com/wp-content/uplo...   \n",
       "\n",
       "                                 enemyTeamClassIcon2 enemyTeamClassIcon3  \\\n",
       "0  https://www.progamerreview.com/wp-content/uplo...                 NaN   \n",
       "1  https://www.progamerreview.com/wp-content/uplo...                 NaN   \n",
       "2  https://www.progamerreview.com/wp-content/uplo...                 NaN   \n",
       "3  https://www.progamerreview.com/wp-content/uplo...                 NaN   \n",
       "4  https://www.progamerreview.com/wp-content/uplo...                 NaN   \n",
       "\n",
       "  enemyTeamClassIcon4  enemyTeamClassIcon5  \n",
       "0                 NaN                  NaN  \n",
       "1                 NaN                  NaN  \n",
       "2                 NaN                  NaN  \n",
       "3                 NaN                  NaN  \n",
       "4                 NaN                  NaN  \n",
       "\n",
       "[5 rows x 61 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arena = pd.read_csv(\"C:\\\\Users\\\\chris\\\\Documents\\\\Datasets\\\\WOW\\\\arena_clean.csv\")\n",
    "arena = arena[(arena[\"teamName\"] == \"DylanManderFanClub\")]\n",
    "arena.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98c3e66f-58b7-4250-8131-8a2ead0ab114",
   "metadata": {},
   "source": [
    "## Exclude outliers. Calculate mean match duration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "25ec1a3b-77e5-445a-b678-3453733cc5b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "arena_hist = arena[(arena[\"duration\"] < 1200)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "8e0e7e76-4c16-418b-a9f9-bac94a5924e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "dur_avg = arena.duration.mean()\n",
    "dur_avg = int(dur_avg.round())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c97f168-47ae-44b9-95a5-8d6821e02959",
   "metadata": {},
   "source": [
    "## Create Histogram of Match Durations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "7dc2a165-e6d4-435a-9f93-74abc32ed3e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ad013eff40>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale = 2)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "hist = sns.displot(arena_hist[\"duration\"], kde=True, height=10, color=\"black\")\n",
    "hist.set(xlabel=\"Match Duration (s)\", \n",
    "         ylabel=\"Number of Matches\", \n",
    "         title=f\"Distribution of Match Duration (seconds)\\nAverage Duration: {dur_avg} s\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "57d6d0eb-a543-4d24-9378-e895279f5103",
   "metadata": {},
   "outputs": [],
   "source": [
    "hist.savefig(\"arena-s3-match-duration-histogram.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d49927dd-9778-4e36-9ba4-11d42e5cbb74",
   "metadata": {},
   "source": [
    "## Calculate four most common matchups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "29245f1f-b76e-4ad7-80ba-e34daf30aad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "arena_common = arena[(arena[\"duration\"] < 500)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "cef753a9-3eef-4db7-bd82-0a6b62cd02bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PRIEST-ROGUE', 'DRUID-WARRIOR', 'MAGE-ROGUE', 'DRUID-ROGUE']"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_matchups = arena_common.groupby([\"enemyTeamComp\"]).size().sort_values(ascending=False).nlargest(n=4).index.tolist()\n",
    "common_matchups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "29a3d60a-6b01-4ed5-8c58-2d3759e66413",
   "metadata": {},
   "outputs": [],
   "source": [
    "arena_common = arena_common[(arena_common[\"enemyTeamComp\"].isin(common_matchups))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2a5b607-5150-4826-b96f-9dcb6875f42e",
   "metadata": {},
   "source": [
    "## Create Stacked KDE Plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "5c538ff1-be57-43b1-b3c9-ee2f4dec1456",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ad013d8160>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 982.2x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale = 2)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "c_hist = sns.displot(arena_common,\n",
    "                     x=\"duration\",\n",
    "                     hue=\"enemyTeamComp\",\n",
    "                     kind=\"kde\",\n",
    "                     fill=True,\n",
    "                     multiple=\"layer\",\n",
    "                     height=10)\n",
    "\n",
    "c_hist.set(xlabel=\"Match Duration (s)\",\n",
    "           ylabel=\"Density\",\n",
    "           title=f\"Distribution of Match Durations by Matchup\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "25968136-3d26-43e2-8499-a95785617cd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "c_hist.savefig(\"arena-s3-match-duration-kde-layer.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "b1fd98dd-ed0a-4427-85f0-10384f182e80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ad0325a0b0>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 982.2x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale = 2)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "c_hist = sns.displot(arena_common,\n",
    "                     x=\"duration\",\n",
    "                     hue=\"enemyTeamComp\",\n",
    "                     kind=\"kde\",\n",
    "                     color=\"black\",\n",
    "                     multiple=\"fill\",\n",
    "                     height=10)\n",
    "\n",
    "c_hist.set(xlabel=\"Match Duration (s)\",\n",
    "           ylabel=\"Percentage\",\n",
    "           title=f\"Distribution of Match Durations by Matchup\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "d2719492-c532-4e20-8d9f-282faec80823",
   "metadata": {},
   "outputs": [],
   "source": [
    "c_hist.savefig(\"arena-s3-match-duration-kde-fill.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2258eeec-9bc8-4918-9bdd-f12240042de2",
   "metadata": {},
   "source": [
    "## Create Linear Regression Plot, Match Duration vs. Win/Loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "a56a8bc4-085f-4fec-9c37-a736ff1ccfd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "arena_binom = arena[(arena[\"enemyTeamComp\"] == \"MAGE-ROGUE\") & (arena[\"duration\"] < 600)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "f5869a60-1706-4229-b2a6-bbb652d67520",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NLH7NphSNGzfW5MmT4zy2YcMGNWrUyLCx1q1bF+fPq1WrpnTp0hk2TlyOHDli1uLIdOnSqW7duqpYsaLy58+vbNmyydvbW56ennry5ImCg4N169YtnTp1SocOHdKePXsSXBQfGxurESNGaPXq1XJycrI49wULFph17ebt7a06derozTffVP78+ZUlSxZJz4pJXrlyRVu2bNG2bdviLVQybdo0q/Izheus5On27dsJXgd5eHioatWqVvW/ePFijRw50qzYUqVKqWHDhipXrpzy5s2r1KlTKyYmRg8fPtTFixf1559/at26dQkW7QwMDFTXrl31+++/K1euXFblvWPHDg0dOjTBOHd3d1WvXl2NGzdW4cKFlSVLFrm7uysgIED+/v7atm2bNm/erAcPHsTZ/o8//jD8vZhcxcbGqn///mYVWcuZM6dq166tqlWrKm/evMqQIYNSpUql0NBQ3bx5UydPntTOnTu1Z8+eOBeqPhcUFKTu3bvr999/V44cOQz8bZK+MmXKqFKlSjp06FC8MU+ePNGgQYP066+/qnPnzmrUqJG8vb3tmGXiJKf503PJ8Rpm4cKF2rVrl8mYTJkyqV69eqpUqZLy58+vzJkzy8vL68U9uQcPHsjPz0/79+/Xhg0bEpxHjh49WrVr11bmzJnNzvO5sWPH6rfffkswzsnJSZUrV1bdunVVpkwZ5cqVSz4+PoqMjNT9+/d14cIF7d+/X+vWrYuzkOPLrl27pq5du2rx4sWGXgdPnTo13nmyt7e36tevr6pVq6pkyZJKly6d0qRJoydPnujatWs6fPiwVq1aZVaB8B9//FE1atSQq+ur/7jtlStX9MUXX5gsnODh4aFBgwbZMavk6+OPP9aOHTt07ty5eGMWLVqkBg0a2KWABJKuhK4vgoKCbDa2qXO7pHiv4+Ny9uzZeI+99tprkqSwsDBt2LBBS5cu1bFjx+KNDw4OVnBwsK5fv669e/dqxowZ8vHx0ZtvvqkPPvhABQoUMDuv5MLd3V316tXTqlWr4jy+YcMGlSpVyrDx4rtv9eabb9r8nLd69WrNnz8/wbisWbOqfv36KlOmjAoWLKiMGTPK29tb7u7uCgkJefEaOX36tPbv36+DBw8m+N1meHi4Ro8erV9++cWoX8cw4eHh+uijj3T16tUEY319fVWrVi3Vrl1b+fLlU6ZMmeTj46NHjx7p2rVr+vPPP7VixQrdvHnTZD/z5s3T66+/rvr16ycqd1PXVJkyZVKjRo1UpUoVFS1aVOnSpZOTk5MCAwN15coVHThwQKtWrUrwHlhQUJB++ukn/fDDD1blmNzm3AEBAfruu+9Mxri5ualq1aqqWbOmChcurNy5cytVqlTy8vLS06dPFRwcrIsXL+r48eNas2ZNgq+to0ePatGiRerYsaNFuQIAAAAAACTEKTY5byUDAAAAAAAAAP8yceJETZo0Kd7jI0eOVMuWLe2Y0bMFFj///LPJGB8fH+3atSveXRjjExERoXfeeUenT582Gefr66u+ffuqTZs2cnNzS7Dfc+fOafTo0dq7d6/JOGdnZ82aNcuqBZ6DBg3SihUrTMbkyJFDgwcPNmsx1MGDB/Xtt9/qypUrFuVhyWti4MCBWrlyZZzHKlWqpHnz5lk0dkLq1KkT7wOnvXr1Uu/evS3q7+LFi2rTpo3JxVHu7u7q0KGDPvzwQ2XMmDHBPiMjI7V8+XKNGzfO5MP1rq6umjt3brLYxdlUgZgcOXLYdYfu2NhYtWrVyuROjuXKldOiRYsS7MvU52NCizlNmT9/vipWrPifnxv9fvnzzz/VtWtXkwsRfXx81KVLF3Xu3Nmsz9OwsDDNnTtXU6dONVl4zNvbW3/88Ydy585tdr7Lly/Xl19+Ge/xvHnzaujQoapUqZLZfZ48eVJff/21ycVQkrRmzRoVLlzY7H4l6b333ov3NWDN540tNW3aVBcuXIjzWPny5Q3d4XfYsGHxvlZz586tzZs3m1zw+u677+rw4cPxHm/evLkGDBigDBkymJVPdHS05s2bp/Hjx5v8LC9RooSWL19uVp/JXULXftu2bVPOnDlf/PelS5fUuHHjOGM9PT21f/9+pUqVKtF5hYeHq2rVqgoJCfnPsTFjxqhZs2Yv/vvGjRuqW7duvH1Z+h6MjIxU48aNdf369XhjfHx81Lt3b3Xs2NGsa8PnAgICNGPGDM2fPz/BRUK//vqrxdeIly5dUsuWLU3uQu/k5KTWrVurf//+Sps2rcn+njx5ovHjx2v+/PkmC8T9mzXne66zzGPq+lZSguc4oz1+/FhdunRJcD7VokULjRo1yuL+jx8/rnfffdfkAifp2fXcwIEDVbp06QT7jImJ0erVqzVmzJgEF3zlz59fK1askJeXl0V5BwYGqmnTpgkuYK1Xr56++eYbZc2a1WRcRESEZs2apalTpyo8PNyiXCx5TZi6jjf6XsDBgwfVqVOneI//+/xjjsmTJydYnDB37tz6+OOP1axZM7m4uCTY5507dzR+/PgE595FixbV0qVL7VasMqk4deqU2rVrZ/Y54nlBtQYNGqhatWoW38Oxp+Q2f5KS5zVMcHCwatWqFec1n/RskWmfPn3UuXNns99fwcHB+vHHH+Mt5vncBx98oAEDBpjV53ObNm1Snz59EoyrXbu2+vfvb1bBgIiICC1atEgTJ06Mt5jgc5UqVdJvv/0mZ2dns3NesWKFRQVU3N3d1bVrV73//vsJFtCJjY3V2rVrNXToUD169Mhk7NChQ9W2bVuz80hurl27pl9//VVLly5NsADUsGHD1KZNGztllnQk9Fpcv359nO8ZPz8/tWnTxuT1YPbs2bVmzZpEnVeqVasWb9F7a69lbcHU/SdHc/Tf6fXXX4933vf2229bXcQhIXv37lXXrl3jPZ4qVSqTxWdeVqVKlXgLnW3ZskUHDhzQhAkTzNqgwRQnJye1aNFC/fr1M/uemqOYukcu/Xe+s2vXLnXv3j3O2OzZs2v79u2GFAUNCAhQrVq14izKu2jRIpUrV+7Ffyc097F0rhUUFKT69eubLKiUKVMm9evXT82bN7fo97127ZomTJigtWvXJhi7efNm5cmTx+y+pYTv4VkzD3zZV199pWXLlpmM8fb2Vvfu3dW1a9cEry+joqK0aNEijRkzxuS9Nl9fX61ZsybBgomWfoZnyJBBvXv3VuvWrRO8dn/69KlmzJihyZMnm7xed3Jy0vbt25U9e3az83guuc25BwwYEG+RK0mqUaOGBg8ebFEx49WrV2vEiBF6+PBhvDGZM2fWtm3bUtz9AQAAAAAAYFvmfzsIAAAAAAAAALBIWFiYhgwZkmBBG0nq2LGjVQ+tT548OcEFmOXKldPatWvVoUMHsxf8FClSRLNmzdI333xjckfGmJgYDRw4MMGFH/+2e/fuBB/wq1u3rtatW2f27t6vv/66Vq9erdatW1uUS0oRHR2tgQMHmlxonSNHDi1cuFCDBg0ya6G19GyBVvv27bVu3TqTC6mjoqL05ZdfmnxwFv+1atUqkwVtJCV6B01JcT6I7Ovrq549e2rZsmU6evSoTp06pR07dmjixIl666235OXlpWzZsqlChQqJHj8hISEhGjRokMmFVUWLFtXKlSvVq1cvsz9Pvby81KNHD61atcrkYr3Q0FANGjQozof842OqaE+hQoW0ePFiiwraSFKpUqW0aNGiOIsIvWzBggUW9ZvctGrVKt5jx44d040bNwwZJyoqKt4di6Vni51MLao4e/asyYI23bt31+jRoy1afOPi4qLOnTtr5syZJguvnD59WidOnDC735SkQIEC8RY9ePr0qXbs2GHIODt37oxzcbO3t7fJxS9GWLZsmcnF4OnTp9e8efPUuXNnixaDS1KWLFn09ddf69dff01wJ3lT75/4JHSt4O3trZkzZ2rYsGEJFrSRni2++/LLL7Vo0aIEFzUnBtdZydOFCxfUsWPHBOdTLi4u6tatm8X9h4eHq1+/fiYXMDs5Oalv375asGCBWQVtpGeFRd9++22tXbtWNWrUMBl7+fJljR492qK8pWcL900VtHFxcdGoUaM0efLkBAvaSM8KDPTs2VOrV6+2aLFVSnLmzBlNmTLFZEzjxo21atUqvf3222YtrpOkrFmzauTIkZo+fbrJa+SzZ89q8uTJFuX8KihZsqRZBT6eCw0N1dq1a9WnTx9VrlxZ7777riZNmqTDhw9bXLDJlpLj/ElKntcwK1asiLegjYuLiyZPnqzu3btbtCA0derUGjJkiL7++muTcUuXLlVERITZ/QYGBibYp5ubm4YNG6Zp06aZVdBGevYZ//7772vNmjUqUaKEydhDhw5p9uzZZudsqXz58mnp0qX65JNPzLr2c3JyUrNmzfT7778rS5YsJmOtubZNasLDwxUdHa3g4GDduHFDu3fv1uTJk9W+fXs1aNBAixYtSrCgTb9+/VJkQZvEKFasmHr27Gky5tatWxo+fLidMkJSlSNHjniP/fXXXzYb9/jx4yaPh4aGmnVODwgIiLegjbOzs/73v/9p8ODBiS5oIz0rSrZixQo1adJEu3btSnR/SUm1atXk6+sb57Fbt24l+O9lrnXr1sX575ojR45/FLSxhZkzZ5osaJMnTx4tWbJEb7/9tsUFfPLkyaOxY8dqzJgxCc6Zktq5/cCBAwkWtClcuLDWrVunnj17mnV96erqqvfee0+LFy+O93UlPSs0NH36dEtTNql69epau3at3nnnHbOu3T09PdW7d2/9/PPPJv/dY2NjtWbNGovzSW5z7sDAQJOv0WbNmumXX36x+B7LW2+9pYULF5osYHT37l1t3brVon4BAAAAAAASQlEbAAAAAAAAADBYaGioFi1apKZNm5pVWCBLlizx7rxoyrVr1xJcCFKzZk399ttvypQpk8X9S9K7776rCRMmmHzgMCAgQOPHjze7z9jYWI0bN85kTOPGjTVhwgR5eXmZ3a/0bCHN8OHD9f7771vULiV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      "text/plain": [
       "<Figure size 5400x3600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = np.polyfit(arena_binom[\"duration\"], arena_binom[\"winLoss\"], deg=1)\n",
    "trend = np.polyval(reg, arena_binom[\"duration\"])\n",
    "\n",
    "plt.figure(figsize=(18,12), dpi=300)\n",
    "\n",
    "plt.scatter(x=arena_binom[\"duration\"], y=arena_binom[\"winLoss\"])\n",
    "plt.plot(arena_binom[\"duration\"], trend, linewidth=4)\n",
    "\n",
    "plt.suptitle(\"Linear Regression, Match Duration vs. Win/Loss\", fontsize=30)\n",
    "plt.title(f\"Rogue-Priest vs. Mage-Rogue, Season 3, N = {arena_binom.shape[0]} Matches\", y=1.04, fontsize=20)\n",
    "\n",
    "plt.xlabel(\"Match Duration (seconds)\", labelpad=25)\n",
    "plt.ylabel(\"Win (1) or Loss (0)\", labelpad=25)\n",
    "\n",
    "plt.yticks([0, 1])\n",
    "plt.savefig(\"arena-s3-match-duration-regression.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}