28 - Seaborn Boxplots of Well Log Data.ipynb

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"
    }
   },
   "cell_type": "markdown",
   "id": "26e29218-2765-403f-9181-e02d985fa777",
   "metadata": {},
   "source": [
    "# Creating Boxplots of Well Log Data in Seaborn\n",
    "*Created by: Andy McDonald*  \n",
    "*Article Version: 1.0*  \n",
    "\n",
    "\n",
    "## What are Boxplots?\n",
    "A boxplot is a graphical and standardised way to display the distribution of data based on five key numbers: The \"minimum\",  1st Quartile (25th percentile), median (2nd Quartile./ 50th Percentile), the 3rd Quartile (75th percentile) and the \"maximum\". The minimum and maximum values are defined as Q1 - 1.5 * IQR  and Q3 + 1.5 * IQR respectively. Any points that fall outside of these limits are referred to as outliers.\n",
    "\n",
    "\n",
    "![image.png](attachment:9e27f2a8-581e-4fb0-8e6e-d1d055db10ec.png)\n",
    "\n",
    "\n",
    "Boxplots can be used to:\n",
    "- Identify outliers or anomalous data points\n",
    "- To determine if our data is skewed\n",
    "- To understand the spread/range of the data\n",
    "\n",
    "To construct a boxplot, we first start with the median value / 50th percentile (Q2). This represents the middle value within our data.\n",
    "\n",
    "A box is then formed between the 25th and 75th percentiles (Q1 and Q3 respectively). The range represented by this box is known as the inter-quartile range (IQR). \n",
    "\n",
    "From this box extends lines, which are also knwon as the whiskers. These extend to Q1 - 1.5 * IQR and Q3 + 1.5 * IQR or to the last data point if it is less than this value. \n",
    "\n",
    "Any points that fall beyond the whisker limits are known as outliers.\n",
    "\n",
    "\n",
    "## Dataset\n",
    "The dataset we are using for this tutorial forms part of a Machine Learning competition run by Xeek and FORCE 2020 (https://doi.org/10.5281/zenodo.4351155). The objective of the compettion was to predict lithology from existing labelled data. The dataset consists of 118 wells from the Norwegian Sea."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ec91d55-530b-45c1-b2b6-056eb7052be6",
   "metadata": {},
   "source": [
    "## Creating Boxplots with Seaborn\n",
    "### Importing Libraries and Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9664c922-768c-4686-88b4-923f7c871118",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43a6770d-f7af-4fe3-9c1e-37ee29810b34",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "34a0125d-79e4-43c7-8557-6e9db2ae57e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Data/Xeek_train_subset_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8efb62e0-f718-446f-8151-a4d9cbf3fe81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WELL</th>\n",
       "      <th>DEPTH_MD</th>\n",
       "      <th>GROUP</th>\n",
       "      <th>FORMATION</th>\n",
       "      <th>CALI</th>\n",
       "      <th>RDEP</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>GR</th>\n",
       "      <th>NPHI</th>\n",
       "      <th>PEF</th>\n",
       "      <th>DTC</th>\n",
       "      <th>LITH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15/9-13</td>\n",
       "      <td>494.528</td>\n",
       "      <td>NORDLAND GP.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.480835</td>\n",
       "      <td>1.798681</td>\n",
       "      <td>1.884186</td>\n",
       "      <td>80.200851</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.915468</td>\n",
       "      <td>161.131180</td>\n",
       "      <td>Shale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15/9-13</td>\n",
       "      <td>494.680</td>\n",
       "      <td>NORDLAND GP.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.468800</td>\n",
       "      <td>1.795641</td>\n",
       "      <td>1.889794</td>\n",
       "      <td>79.262886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.383013</td>\n",
       "      <td>160.603470</td>\n",
       "      <td>Shale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15/9-13</td>\n",
       "      <td>494.832</td>\n",
       "      <td>NORDLAND GP.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.468800</td>\n",
       "      <td>1.800733</td>\n",
       "      <td>1.896523</td>\n",
       "      <td>74.821999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.591518</td>\n",
       "      <td>160.173615</td>\n",
       "      <td>Shale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15/9-13</td>\n",
       "      <td>494.984</td>\n",
       "      <td>NORDLAND GP.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.459282</td>\n",
       "      <td>1.801517</td>\n",
       "      <td>1.891913</td>\n",
       "      <td>72.878922</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.191910</td>\n",
       "      <td>160.149429</td>\n",
       "      <td>Shale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15/9-13</td>\n",
       "      <td>495.136</td>\n",
       "      <td>NORDLAND GP.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.453100</td>\n",
       "      <td>1.795299</td>\n",
       "      <td>1.880034</td>\n",
       "      <td>71.729141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.495632</td>\n",
       "      <td>160.128342</td>\n",
       "      <td>Shale</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      WELL  DEPTH_MD         GROUP FORMATION       CALI      RDEP      RHOB  \\\n",
       "0  15/9-13   494.528  NORDLAND GP.       NaN  19.480835  1.798681  1.884186   \n",
       "1  15/9-13   494.680  NORDLAND GP.       NaN  19.468800  1.795641  1.889794   \n",
       "2  15/9-13   494.832  NORDLAND GP.       NaN  19.468800  1.800733  1.896523   \n",
       "3  15/9-13   494.984  NORDLAND GP.       NaN  19.459282  1.801517  1.891913   \n",
       "4  15/9-13   495.136  NORDLAND GP.       NaN  19.453100  1.795299  1.880034   \n",
       "\n",
       "          GR  NPHI        PEF         DTC   LITH  \n",
       "0  80.200851   NaN  20.915468  161.131180  Shale  \n",
       "1  79.262886   NaN  19.383013  160.603470  Shale  \n",
       "2  74.821999   NaN  22.591518  160.173615  Shale  \n",
       "3  72.878922   NaN  32.191910  160.149429  Shale  \n",
       "4  71.729141   NaN  38.495632  160.128342  Shale  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a779a982-59d3-4636-883e-ef6e4c0cbc52",
   "metadata": {},
   "source": [
    "## Creating a Boxplot for a Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56da0aee-68d1-432d-a4af-7d04f8c7fbd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=df['GR']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10143c5-58a0-4e86-9468-df7a0bc2b256",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a37d5bed-3448-40b8-ba71-b9bf44d6db55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(y=df['GR']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "16b1f6eb-2363-401a-b50f-9f15f0cfbe96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot( x=df['LITH'], y=df['GR']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ef69aec-b242-48a3-9925-859bc6dda643",
   "metadata": {},
   "source": [
    "### Changing the Size of the Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c5def4c-493d-451d-bd9c-a7d7c55f7fc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kVbB1EgAAaBQCWQ2FQkELFy7MRO8Ya6oBANC8CGQ1jG2dlIXeMdZUAwCgeRHIWgBrqgEA0NwIZC2ANdUAAGhuBLIWwJpqAAA0NwJZC2BNNQAAmhuBrAWwphoAAM2NQNYCWFMNAIDmlgtdABqjUChocHCQ3jEAAJoQgaxFjK2pBgAAmg+nLAEAAAIjkAEAAARGIKuB/R8BAEAjEMhqYP9HAADQCASyKkqlknp6etj/EQAAJI5AVkWxWNy53dCOHTvoJQMAAIlJNJCZ2W/N7F4zu9vM1sTH2s2s18weiL8fGB83M/uqma0zs3vM7BVJ1rY7fX19cndJkrtr1apVIcsBAAAZ1ogesk53P8HdF8Xtj0la5e7HSloVtyXpLEnHxl8XSFregNqqmriaPavbAwCApIQ4ZXmupKviy1dJelPF8as98hNJB5jZvAD1SZIeeeSRmm0AAIB6STqQuaQeM7vLzC6Ijx3i7mPp5neSDokvz5f0cMXPboiPjWNmF5jZGjNbs3nz5qTq3nm6slobAACgXpLeOul17r7RzA6W1Gtmv6680t3dzKaVdNz9CklXSNKiRYsSS0lmNi6EmVlSvwoAALS4RHvI3H1j/H2TpGslvVrSo2OnIuPvm+Kbb5R0aMWPL4iPBTFv3ryabQAAgHpJLJCZ2b5mtt/YZUlLJK2VdL2k8+KbnSfpuvjy9ZLeHc+2PEnS1opTmw03cd0x1iEDAABJSbKH7BBJt5vZLyX9VNIP3f0mSZdIWmxmD0h6Q9yWpJWSHpS0TtK/SnpfgrXtVldX187TlGamM844I2Q5AAAgwxIbQ+buD0p6+STHS5Kek248GrD1/qTqma5CoaCenh7t2LFDe+yxhwqFQuiSAABARrFSfxX5fF5LliyRmWnJkiWsQwYAABKT9CzLVCsUChocHKR3DAAAJIoeMgAAgMAIZDWsWLFCa9eu1YoVK0KXAgAAMoxAVkWpVFJ/f7+kaKNxlr0AAABJIZBVsWLFCo2OjkqSRkdH6SUDAACJIZBVceutt45r33LLLWEKAQAAmUcgq4LNxQEAQKMQyKo4/fTTx7U7OzvDFAIAADKPQFbF0qVL1dYW/fO0tbVp6dKlgSsCAABZRSCrIp/P7+wV6+rqYqV+AACQGAJZDUuXLtVxxx2Xid6xUqmk7u5ulu8AAKAJEchqyOfzWrZsWSZ6x4rFogYGBlQsFkOXAgAAJiCQ1ZCVXqVSqaTe3l65u3p6elL/eAAAyBoCWQ1Z6VUqFovjFrlN++MBACBrCGRVZKlXqb+/X+VyWZJULpfV19cXuCIAAFCJQFZFlnqVOjs7lcvlJEm5XE5dXV2BKwIAAJUIZFVkqVepUCiMW1OtUCgErggAAFQikFWRpV6lfD6vxYsXy8y0ZMmSTMwaBQAgSwhkVWStV6lQKGjhwoWpfxwAAGQRgayKrPUqZWlNNQAAsiYXuoBmVigUNDg4SK8SAABIFIGshrFeJQAAgCRxyrKGrKzUDwAAmhuBrIasrNQPAACaG4Gsiiyt1A8AAJobgayKYrGokZERSdLIyAi9ZAAAIDEEsir6+/vHBbI0r9QPAACaG4GsipNPPnlc+5RTTglUCQAAyDoCGQAAQGAEsiruuOOOce0f//jHgSoBAABZRyCrorOzU2YmSTKzVG8uDgAAmhuBrIqzzjpL7i5JcnedffbZgSsCAABZRSCr4sYbbxzXXrlyZaBKAABA1hHIqpi4zMWqVasCVQIAALKOQFbF3Llzx7UPPvjgQJUAAICsI5BVsXnz5nHtTZs2BaoEAABkHYGsiq6urnGzLM8444zAFQEAgKwikFVRKBSUy+UkSblcToVCIXBFAAAgqwhkVeTzec2bN0+S1NHRofb29sAVAQCArCKQVVEqlfTII49IkoaGhjQ8PBy4IgAAkFUEsiqKxeK4hWGLxWLgigAAQFYRyKro7+9XuVyWJJXL5eesSwYAAFAvBLIqOjs7xw3qZy9LAACQFAJZFYVCQaOjo5Kk0dFRZlkCAIDEEMhqqAxkAAAASSGQVbFixYqabQAAgHohkFVx6623jmvfcsstYQoBAACZRyCrYmzJi2ptAACAeplxIDOzw+pZSLM5/fTTx7U7OzvDFAIAADJvt4HMzE42s7ea2cFx+2VmVpT0o8SrC2jp0qVqa4v+edra2rR06dLAFQEAgKyqGcjM7DJJKyS9RdIPzewfJPVIulPSscmXF04+n9/ZK9bV1cVelgAAIDG53Vz/Rkknuvt2MztQ0sOSjnP33071F5jZHElrJG1093PM7EhJ/ykpL+kuSX/u7s+a2fMkXS3plZJKkt4+nd+ThD/5kz/RHXfcoTe/+c0hywAAABm3u1OW2919uyS5+2OSHphBSPpbSfdVtL8o6cvufoykxySdHx8/X9Jj8fEvx7cL6sYbb9TTTz+tlStXhi4FAABk2O4C2VFmdv3Yl6Qj48v/HbdrMrMFinrZrozbJqlL0vfjm1wl6U3x5XPjtuLrz4hvH0SpVFJvb6/cXT09PRoeHg5VCgAAyLjdnbI8d0L7S5LG1n+YSlj6J0kfkbRf3M5Letzdy3F7g6T58eX5ik6Jyt3LZrY1vv2Wyjs0swskXSBJhx2W3ETPYrE4bqX+YrGoCy+8MLHfBwAAWtfuesgOUDRm7FZ3v1XSZYp6sb4l6eBaP2hm50ja5O531aHOndz9Cndf5O6L5s6dW8+7Hqe/v1/lcpQby+Wy+vr6EvtdAACgte0ukH1EUuWpyT0lLZJ0uqT37uZnXyvpj83st4oG8XdJ+oqkA8xsrGdugaSN8eWNkg6VpPj6/RUN7g+is7NTuVxUZi6XU1dXV6hSAABAxu0ukO3p7g9XtG9395K7PyRp31o/6O4fd/cF7n6EpHdI6nP3P5PUL+mt8c3Ok3RdfPn6uK34+j4PuDx+oVDQ2BC2trY2FQqFUKUAAICM210gO7Cy4e6Vg6hmer7wo5I+bGbrFI0R+2Z8/JuS8vHxD0v62Azvvy7y+bzmzZsnSZo3bx7rkAEAgMTsblD/nWb2V+7+r5UHzez/SPrpVH+Ju98i6Zb48oOSXj3JbbZLettU7zNppVJJjzzyiCRpaGhIw8PDhDIAAJCI3fWQfUjSX5hZv5l9Kf66RdJ7JH0w4dqCKhaLOzcUd3cVi8XAFQEAgKyqGcjcfZO7nyLpc5J+G3991t1PdvdHky8vHGZZAgCARtndKUtJkrv3SWqpRNLZ2ambb75Z5XKZWZYAACBRuztl2bIqZ1maGbMsAQBAYghkVVTOsuzo6GBAPwAASAyBrIrKWZaPPPIIe1kCAIDEEMiqqJxlObaXJQAAQBIIZFUwyxIAADQKgawK9rIEAACNQiCrolAoqK0t+udhL0sAAJAkAlkV+Xxep556qiTptNNOY5YlAABIDIEMAAAgMAJZFaVSSatXr5Yk3XbbbSx7AQAAEkMgq6JYLGp0dFQSy14AAIBkEciqYNkLAADQKASyKlj2AgAANAqBrAqWvQAAAI1CIKsin89r8eLFMjMtWbKEZS8AAEBicqELaGaFQkGDg4P0jgEAgEQRyGrI5/NatmxZ6DIAAEDGccoSAAAgMAIZAABAYAQyAACAwAhkAAAAgRHIAAAAAiOQAQAABEYgAwAACIxABgAAEBiBDAAAIDACGQAAQGAEMgAAgMAIZAAAAIERyAAAAAIjkAEAAARGIAMAAAiMQAYAABAYgQwAACAwAlkNpVJJ3d3dGh4eDl0KAADIMAJZDcuXL9fatWu1fPny0KUAAIAMI5BVUSqVdPvtt0uSVq9eTS8ZAABIDIGsiom9YvSSAQCApBDIqhjrHRuzevXqQJUAAICsI5ABAAAERiCr4sADD6zZBgAAqBcCWRVPPPFEzTYAAEC9EMiqGBkZqdkGAACoFwIZAABAYAQyAACAwAhkLYJtoAAAaF4Esir22muvmu20KRaLGhgYULFYDF0KAACYgEBWxbPPPluznSalUkm9vb1yd/X09NBLBgBAkyGQVWFmNdtpUiwWNTo6KkkaHR2llwwAgCZDIKvi5JNPHtc+5ZRTAlUye/39/SqXy5Kkcrmsvr6+wBUBAIBKiQUyM9vLzH5qZr80swEz+0x8/Egzu9PM1pnZf5nZnvHx58XtdfH1RyRV21T8/ve/r9lOk87OTuVyOUlSLpdTV1dX4IoAAEClJHvInpHU5e4vl3SCpDPN7CRJX5T0ZXc/RtJjks6Pb3++pMfi41+ObxfM3XffPa79i1/8IkwhdVAoFNTWFj3VbW1tKhQKgSsCAACVEgtkHhnrVtoj/nJJXZK+Hx+/StKb4svnxm3F159haR641UTy+bwWL14sM9OSJUvU3t4euiQAAFAh0TFkZjbHzO6WtElSr6T1kh5393J8kw2S5seX50t6WJLi67dKyk9ynxeY2RozW7N58+bEap8zZ07NdtoUCgUtXLiQ3jEAAJpQooHM3Ufc/QRJCyS9WtJL6nCfV7j7IndfNHfu3NneXa3fU7OdNvl8XsuWLaN3DACAJtSQWZbu/rikfkknSzrAzHLxVQskbYwvb5R0qCTF1+8vqdSI+iaTpWUvAABAc0tyluVcMzsgvry3pMWS7lMUzN4a3+w8SdfFl6+P24qv7/OA3VIHHHBAzTYAAEC95HZ/kxmbJ+kqM5ujKPh9191vMLNfSfpPM/sHSb+Q9M349t+U9G0zWydpWNI7Eqxtt0qlUs02AABAvSQWyNz9HkknTnL8QUXjySYe3y7pbUnVAwAA0KxYqR8AACAwAhkAAEBgBLIqFi5cOK593HHHBaoEAABkHYGsinXr1o1rP/DAA4EqAQAAWUcgq+KZZ56p2QYAAKgXAhkAAEBgBDIAAIDACGQAAACBEcgAAAACI5ABAAAERiADAAAIjEAGAAAQGIEMAAAgMAIZAABAYAQyAACAwAhkAAAAgRHIAAAAAiOQAQAABEYgAwAACIxABgAAEBiBDAAAIDACWYsolUrq7u7W8PBw6FIAAMAEBLIWUSwWNTAwoGKxGLoUAAAwAYGsBZRKJfX29srd1dPTQy8ZAABNhkDWAorFokZHRyVJo6Oj9JIBANBkCGQtoL+/X+VyWZJULpfV19cXuCIAAFCJQNYCOjs7lcvlJEm5XE5dXV2BKwIAAJUIZC2gUCiorS16qtva2lQoFAJXBAAAKhHIWkA+n9epp54qSTrttNPU3t4euCIAAFCJQAYAABAYgawFlEolrV69WpJ02223sewFAABNhkDWAlj2AgCA5kYgawEsewEAQHMjkLWAzs7OcW2WvQAAoLkQyFrAWWedNa599tlnB6oEAABMhkDWAq699tpx7WuuuSZQJQAAYDIEshZw6623jmvfcsstYQoBAACTIpC1AHev2QYAAGERyFrA3Llzx7UPPvjgQJUAAIDJEMhawObNm8e1N23aFKgSAAAwGQJZCzCzmm0AABAWgawFnHTSSePaJ598cqBKAADAZAhkLeB5z3tezTYAAAiLQNYC7rjjjnHtH//4x4EqAQAAkyGQtYDOzk7NmTNHkjRnzhy2TgIAoMkQyFpAoVDYufaYu6tQKASuCAAAVCKQAQAABEYgawHFYlFtbdFT3dbWpmKxGLgiAABQiUDWAvr7+1UulyVJ5XJZfX19gSsCAACVCGQtgEH9AAA0NwJZC2BQPwAAzY1ABgAAEFhigczMDjWzfjP7lZkNmNnfxsfbzazXzB6Ivx8YHzcz+6qZrTOze8zsFUnV1mqKxeLO/SvNjEH9AAA0mSR7yMqS/s7dXyrpJEnvN7OXSvqYpFXufqykVXFbks6SdGz8dYGk5QnW1lL6+/s1MjIiSRoZGWFQPwAATSaxQObuj7j7z+PL2yTdJ2m+pHMlXRXf7CpJb4ovnyvpao/8RNIBZjYvqfpaycTNxE855ZRAlQAAgMk0ZAyZmR0h6URJd0o6xN0fia/6naRD4svzJT1c8WMb4mMT7+sCM1tjZms2b96cXNEZ8swzz9RsAwCAsBIPZGb2fEk/kPRBd3+i8jqPpv75dO7P3a9w90Xuvmju3Ll1rDS7fvSjH41r33777YEqAQAAk0k0kJnZHorC2H+4+zXx4UfHTkXG3zfFxzdKOrTixxfExzBLY0teVGsDAICwkpxlaZK+Kek+d//Hiquul3RefPk8SddVHH93PNvyJElbK05tAgAAZFYuwft+raQ/l3Svmd0dH/uEpEskfdfMzpc0KOlP4+tWSjpb0jpJT0n6iwRrAwAAaBqJBTJ3v12SVbn6jElu75Len1Q9AAAAzYqV+pE6pVJJ3d3dGh4eDl0KAAB1QSBD6qxYsUJr167VihUrQpcCAEBdEMiQKqVSSf39/ZKkvr4+eskAAJlAIGsBY/tYVmunyYoVKzQ6OipJGh0dpZcMAJAJBLIWcMghh4xrv/CFLwxUyezdcsst49pjvWUAAKQZgawFTDytVyqVAlUCAAAmQyBrAeVyuWY7TSZul3XwwQcHqgQAgPohkLWAsTFX1dppsmnTpnHtRx99NFAlAADUD4EMqZKlcAkAwBgCGRAQi9wCACQCGRBUsVjUwMCAisVi6FIAAAERyIBASqWSent75e7q6emhlwwAWhiBDAikWCyOW+SWXjIAaF250AWEcPnll2v9+vXT/rmLLrqo5vVHH3203vve9860LLSY/v7+nUuQlMtl9fX16cILLwxcFQAgBHrIgEA6OzuVy0WfiXK5nLq6ugJXBAAIpSV7yKbSi3XmmWc+59hll12WRDloUYVCQb29vZKktrY2FQqFwBUBAEKhh6yKffbZZ1x7v/32C1QJsiqfz2vx4sUyMy1ZskTt7e2hSwIABEIgq+Kaa64Z1/7e974XqBJkWaFQ0MKFC+kdA4AW15KnLKeL3jEkJZ/Pa9myZaHLAAAERiCr4fjjj5fE2DEAAJAsTlkCAAAERiADAAAIjEAGAAAQGIEMAAAgMAIZAABAYAQyAACAwAhkAAAAgRHIAAAAAiOQAQAABEYgAwAACIxABgAAEBiBDAioVCqpu7tbw8PDoUsBAAREIAMCWrFihdauXasVK1aELgUxQjKAEAhkQCClUkl9fX2SpFWrVhEAmkSxWNTAwICKxWLoUgC0kFzoAoAxl19+udavXz/tn7vooouqXnf00Ufrve9972zKSsyKFSvk7pIkd9eKFSvU3d0duKrWViqVdNNNN8nddeONN6pQKKi9vT10WQBaAD1kQCD9/f3j2mO9ZQinWCxqZGREkjQyMkIvGYCGoYcMTWMqPVlnnnnmc45ddtllSZSTuNHR0ZptNF5vb++4dk9Pjy688MJA1QBoJfSQIVVOO+20ce3Ozs5AlSCLduzYUbMNAEmhhwyp8olPfEK33XbbzvZHP/rRgNUgTaYyRnFsTF9lO61jFAGkCz1kSJ399ttPEr1jAIDsoIcMqXPEEUdIoncM0zOVnqz+/n598Ytf3Nn+xCc+8ZzT5ACQBHrIACBW2euay+UIYwAahkAGABUWLFggSfrIRz4SuBIArYRTlgBQ4cADD9SBBx5I7xiAhqKHDAAAIDACGRBIW1tbzTYAoHXwDgAEwkr9ANJs3bp1evOb36wHH3wwdCmZQCADAADTdumll+qpp54at1QMZo5ABgAApmXdunV66KGHJEmDg4P0ktUBgQwAAEzLpZdeOq5NL9nsEcgAAMC0jPWOjRkcHAxUSXYQyADMWqlUUnd3t4aHh0OXAqABmCVef5laGPbyyy/X+vXr63Z/Y+fEL7roorrdpyQdffTRU9pXD0iL5cuXa+3atVq+fLk++clPhi4HQMKYJV5/iQUyM1sh6RxJm9z9uPhYu6T/knSEpN9K+lN3f8zMTNJXJJ0t6SlJ73H3n0/3d65fv17r7/u1Dtv/wLo8hj1Hov9gO4Yercv9SdJDWx+r230BzaBUKun222+XJK1evVrDw8Nqb28PXBWk6Ln5whe+oE984hM8J0CTS7KH7FuS/kXS1RXHPiZplbtfYmYfi9sflXSWpGPjr9dIWh5/n7bD9j9Qn3zdklmUnazP394TugSgrpYvX/6cNr1kzaFYLGpgYEDFYlEXXnhh6HIA1JDYSV93v03SxAEl50q6Kr58laQ3VRy/2iM/kXSAmc1LqjYA9TPWOzZm9erVgSpBpVKppN7eXrm7enp6GN+HujrhhBPGtU888cQwhWRIo0fhHeLuj8SXfyfpkPjyfEkPV9xuQ3zsOczsAjNbY2ZrNm/enFylAJBixWJx57ie0dFRFYvFwBUhSyaOra73WOtWFGxQv7u7mfkMfu4KSVdI0qJFi6b98wCmbqYTZWr9cWZSS2P09/erXC5Lksrlsvr6+prutOV0/n8NDQ1Jkjo6OnZ7W/6PJS+fz+uEE07Q3XffrRNPPJExinXQ6B6yR8dORcbfN8XHN0o6tOJ2C+JjAJrcHnvsUbONMDo7O5XLRZ+5c7mcurq6Alc0O9u3b9f27dtDl4EKF110kY477jh6x+qk0T1k10s6T9Il8ffrKo5faGb/qWgw/9aKU5sAAplKL8O6devG9bx85Stf0VFHHZVkWZiCQqGg3t5eSdEaUYVCIXBFzzWdXqyxN/3LLrssqXIwTfl8XsuWLQtdRmYk1kNmZt+RdIekF5vZBjM7X1EQW2xmD0h6Q9yWpJWSHpS0TtK/SnpfUnUBqK9jjjlmZ6/YvHnzCGNNIp/Pa/HixTIzLVmyhFNKQJNLrIfM3d9Z5aozJrmtS3p/UrUASNbhhx+uBx98UJ/61KdCl4IKhUJBg4ODTdk7BmC8TK3UDyCMvffeWwsXLqR3rMlwSglIDzafAgAACIweMiQuDXuMMk0eABASgQyJW79+ve7/9b066IA63WG8h23pd/fW5e62PF6XuwEApFQz7PuaqUA2NDSkp7Y+0dT7RQ5ufUz7aCR0GQ130AHSmzstdBmTuqaf9YUBNEYzvPHjuZph39dMBbJWxErqAKrhzb/5rFixQmvXrtWKFSvU3d0duhzoufu+FgqFIK+XTAWyjo4O7dAcffJ1S0KXUtXnb+/RHh2H7P6GSK3ZjJkjKKOemuFTP3YplUrq6+uTJK1atUpLly4lKDeByfZ9DfF6yVQga0VTeYM+88wzn3OM1a6BbGuWT/3YZcWKFYqW3ZTcnV6yJtEs+74SyFrA0UcfPa7H5kUvelHAarJvqr1YBOX6YBbv5JrlUz926e/vH9fu6+sjkDWBzs5O3XzzzSqXy0H3fSWQtYCvfe1r4978v/rVrwasBmMOP/xwDQ4O7myzqOrMrF+/Xvfe/2spv3997tCjSTf3bqnTdrqlrfW5n2lqlk/92GUsIFdrI4xCoaCenmgyYMh9XwlkLWLPPffUs88+S+9YE/nGN74xLih//etfD1hNyuX315xzTg1dxaRGblgd5Pc2y6d+oNnl83nNmzdPDz30kObNmxfs1D4r9beIF7/4xTr++OPpHWsyY5ty0zuGeisUCmpri/7Eh/zUDzS7UqmkoaEhSdLGjRs1PDwcpA4CGRDQS17yEh1//PH0jqHu8vm8XvrSl0qSFi5cyIB+oIpisTju9H6xWAxSB6csASCj7r032s3innvuCVwJ0mSqE2XGepU6Ojp2e9tmXrZn1apV49r/8z//E2S8JT1kAJBB/f39GhmJJiiMjIzotttuC1wRsmb79u3avn176DJmzcxqthslcz1kD219rG5bJz365DZJ0iH77leX+5Oi+o5usYVhh4aGtO2J5t2iaMvj0jOjQ6HLAOrqS1/60rj2pZdeqtNOOy1QNWgG9V4iZjrWr18/paVkQvSkPf300zXbjZKpQHb00UfX9f6effBJSarryvpHdxxS9zqB6UrD2l1Sc5/maHZjY2KqtdF61q9frwfuW6/5+x9Wl/vLjewpSXpqaEdd7m/j1ofqcj9plalAVu8/3GNvLizWOTsdHR0qtZWaenPx/At3PwYiS6K1u9ZKB+1Zp3uM3uzvLf1vne5P0pZn63dfACRJ8/c/TB947cdDlzGpf/7RF0KXEFSmAhmAaThoT9m580JXUZVfV6eFWQGgBjPbuaXVWDsEAhkApMxMTzmzeT3wXJVhbLJ2ozDLEgAyaGzR4WptAJE5c+bUbDcKPWRoiC2P12+W5dbfR9/3f35d7k5bHpfyL6zPfQGNMJWerHXr1o1bS+krX/lKw3aESGI2X1Y2fUfzeeUrX6mf/vSnO9uLFi0KUgeBDImr96zSrfEf5vwL6/Pmkn9h/WtE4wwNDUnbtgbbM3K3So9r6NnGnwI55phjtMcee2jHjh2aN29eQ7fniiaNPKA5+fpNlhn1qNfiV1uerMv9jZRY6gaRjRs3jmtv2LAhSB0EsiaVhmUJpvrpktmvQBiHH364HnzwQX3qU59q+O+ek+/QPue8r+G/d6qeuoHtyhCZGMgmthuFQNak1q9fr3X33asFL6jPbI89ytEn9O0b19bl/jY80ZyLvGJqol6lZ5t7JuOWZzX0zO57MTo6OlTaYppzzqkNKGr6Rm5YrY6Dwsxm3XvvvbVw4UI2rwdqmD9//rgQNn/+/CB1EMia2IIXmD54cr3Wiaqvf7qDNaIAIE2Ghob05Nanmna9r41bB7Wv9mn4750YyBYsWNDwGiQCGdCSOjo6VCr9vunXIeuo4xgkAJjMXXfdNa69Zs2aIHUQyAAAmKU0rA3X0dGhp7SjqVfq36ej8cuzNMvm4qxDBgAAWtbrX//6ce3TTz89SB30kAEAMEtT6ck688wzn3OM2eLhLV26VP39/RodHVVbW5uWLl0apA4CWZMaGhrSU0940w6e3/CEax9rrXV8WOyyiZXquA5ZvVceLm2VAs2yDGVoaEgj255s6qUlRkpDGnp239BloAnk83nNmzdPGzdu1Lx589Te3h6kDgIZMEXr16/Xfb++R/vV8bUar0aiDZvuqcv9bRuexo231HHZi63l6Pv+dfyTsuVZKb/7m9V7Ud8Hn4hC8lH1ClEHzWPhYUiSbrrppnG9ZDfddFPDa9i49aG6zbLc8uSjkqSD9j2kLve3cetDOraj8a+VUqmkRx+NHsumTZs0PDwcJJQRyJpUR0eHtvtwUy97sVdH682A269devUfhq6iup/ePLXb1T3EbI1DTL6O613lp1YnCw83n46ODj2+5cmmXxi246DW6iGr9+u+/GB0BqdeA/GP7Tg6yIeXYrGokZERSVK5XFaxWBy37VijEMiAFkSIAcI4/vjjJYV5rfC6n1xfX5/co9MV7q5Vq1YFCWTMsgQAAC1r7ty549oHH3xwkDroIWtiG+o4qH/zk1H6n7tvfdZX2fCE65gwu0sAAFA3mzdvHtfetGlTkDoIZE2q3ufRd8Sz+faaX58xPsfMr3+NAAA0WldXl374wx/ubJ9xxhlB6iCQNSnO9QMAkLyzzjprXCA7++yzg9RBIAMAADtNdc3F6ayj2MzrI954440yM7m7zEwrV65kliUAtLJ6Lz7MwsNI0l577RW6hLro7+8fN8uyr6+PQIbW1uyfyoaGhrTtiamv9RXCtmFpqNxaOyhkyfr163Xv/ffL2g+qy/3F7zFau7lUn/sb3jLl246Uhuq6Uv/o1uh3t+1fn3+bkdKQdNCxu71dGkKyVN+/da0WuDs7O7Vy5cqdPWRdXV1B6iCQIXWy8qkMmIy1H6Q9zjk3dBmT2nHDdVO6XRITfh58IlpJ/ah6LeZ60LFTqnP9+vW6//71as8fVpdf6x4t9r15y4663J8kDZceqtt9taLKMWTuzhgyoNk/lXV0dGg0t6XpV+rvOLh+Oyg0e68lmlMSz2/IiUnt+cN09jn/t+G/d6pW3vAPoUtItWuvvXZc+5prrlF3d3fD62BhWACzttdee9FzCSCVbrnllnHt/v7+IHXQQwagKnqyAGTd2ID+au1GIZAB07BtuL6D+p/aFn3fZ7/63N+2YUlhdv0AgFQys5rtRiGQAVOUyEDl30djrxYcXJ8dFHQwOygAwJipjIMdGRl5TrvWeNikxsESyIApytpAZQC7NzQ0pCe2PdXUA+dLpUHteHaf0GVglghkKccsOAAAJjeV97IzzzzzOcdCfEhuyUCWRIiRmjvIMAMOrY4PL5iJjo4Obbu/fgvDPrE1Wk/tBfsfUrf7NJk6Ouq33E2zq/divfl8XqVSaVy7Hgv3TvfvQ0sGsqlKQ4jhzQCorzS87tE49R6Tue2JZyVJcw/ao273Ofego1tq7Ojq1av1WGlYz8vtmcj9P7X191q39X9ndR/PlJ/V0NAQgWx3CDFI0nQ+vdEb0zhp+LcbGhqSP7FtyiviN5qXtmhoxzN1u780vFbq/f+GcaPNySS5pJzNCVZDUwUyMztT0lckzZF0pbtfErgkIFH0xuA5yjvkpanvGVnTSDn6PqdOf+rL9dvuZ7qa/bXCKfHGOfXUU+t6ylLa9bwcdVSdZrxr+r2rTRPIzGyOpK9JWixpg6Sfmdn17v6rsJUB08MfUMzUVN9ohoaGtH379t3e7umno0C29567Pz221157TWkcUj1PjbXia6XZg2UaZHXGu4VakXYiMztZ0sXu/odx++OS5O5fqPYzixYt8jVr1jSoQgBoDlPtjRkaGpKkKQetVgxIyLbp9lxOpYdsNq8VM7vL3RdNdl3T9JBJmi/p4Yr2BkmvmXgjM7tA0gWSdNhhhzWmMgBoIgQnoL6aoeeymQLZlLj7FZKukKIessDlAACAJpWmDy9toQuosFHSoRXtBfExAACATGumQPYzScea2ZFmtqekd0i6PnBNAAAAiWuaU5buXjazCyXdrGjZixXuPhC4LAAAgMQ1TSCTJHdfKWll6DoAAAAaqZlOWQIAALQkAhkAAEBgBDIAAIDACGQAAACBEcgAAAACI5ABAAAERiADAAAIjEAGAAAQGIEMAAAgMAIZAABAYAQyAACAwAhkAAAAgRHIAAAAAiOQAQAABEYgAwAACIxABgAAEBiBDAAAIDACGQAAQGAEMgAAgMDM3UPXMGNmtlnSYMK/5iBJWxL+HY3CY2lOWXksWXkcEo+lWWXlsWTlcUg8luk63N3nTnZFqgNZI5jZGndfFLqOeuCxNKesPJasPA6Jx9KssvJYsvI4JB5LPXHKEgAAIDACGQAAQGAEst27InQBdcRjaU5ZeSxZeRwSj6VZZeWxZOVxSDyWumEMGQAAQGD0kAEAAARGIAMAAAiMQAZgWszstfH354WuBQCygkAGYLq+Gn+/I2gVAJAhBLIqzGxvM3tx6DrqIWOP5XAze0N8eW8z2y90TTOV4udlh5ldIWmBmX114lfo4pC514mZ2bvM7O/j9mFm9urQdU2XmZ0/ybFLQtSCXczsEDP7ppndGLdfOtlz1QgEskmY2R9JulvSTXH7BDO7PmhRM5Sxx/JXkr4v6RvxoQWS/r9gBc1Cyp+XcyT1SXpa0l2TfKWKmd1rZvdM8nWvmd0Tur7pytLrJPZ1SSdLemfc3ibpa+HKmbG3mNmfjTXM7GuSJt1CpxmZ2TYze2KSr21m9kTo+mbhW5JultQRt/9X0gdDFJIL8UtT4GJJr5Z0iyS5+91mdmTIgmbhYmXnsbxf0WO5U5Lc/QEzOzhsSTN2sdL7vFzk7h81s8Pc/arQxdTBOaELqLMsvU4k6TXu/goz+4UkuftjZrZn6KJm4C2SrjezUUlnSnrc3YP0xMyEu6e2l3U3DnL375rZxyXJ3ctmNhKiEHrIJrfD3bdOOJbWBduy9FiecfdnxxpmllN6H0uan5ezzcwkvSN0IfXg7oOSNkj6lrsPTvwKXd8MZOl1IkWnyOcofgxmNlfSaNiSps7M2s2sXdLekv5S0kcU9fJ9Jj6eSmZ2cHz6+DAzOyx0PbPwpJnltev/10mSJv5tbgh6yCY3YGYFSXPM7FhJfyPpx4FrmqksPZZbzewTkvY2s8WS3ifpvwPXNFNpfl5ukvSYpOdPOFVhktzdXxCmrJlz9xEzGzWz/ScJymmTpdeJFE0iuVbSwWb2eUlvlfSpsCVNy12K3uyt4vsb4y+XdFS40qbPzP5Y0pcUneLbJOlwSfdJWhiyrln4sKTrJR1tZj9SdBr5bSEKYaX+SZjZPpI+KWmJohfPzZI+5+7bgxY2Axl7LG2Sztf4x3Klp/A/cRaeFzO7zt3PDV1HvZjZdZJOlNQr6cmx4+7+N8GKmoHJXifu/q9hq5odM3uJpDMUPZ5V7n5f4JJalpn9UlKXpP9x9xPNrFPSu9J0+rVSvHzPiKQXK/r/db+kNnd/puG1pPC9DADqzszOm+x42sbJmdnfuvtXdncsLczs2+7+57s71qzM7M21rnf3axpVSz2Y2Rp3XxQHsxPdfdTMfunuLw9d20yY2c/d/RW7O9YInLKsYGb/rRpjLdz9jxtYTl2Y2YskdUs6QhXPt7t3happuszsXtV+Xl7WwHLqIiPPyzbtOgWzR/z1ZBpPWUrpC141nCdpYvh6zyTH0mLcqbB4PNkrA9UyE39U4zqXlKpAJulxM3u+pNWS/sPMNqmiRzktzOyFkuYrOrV/oqK/Y5L0Akn7BKmJHrJdzOz1ta5391sbVUu9xJ9iLlc0jmHnzBF3T83yBGZ2eK3r0zjwOgvPS6V4kP+5kk5y94+Frmcm4rF8X5D0Ukl7jR1391SM8TGzd0oqSHqdojfLMftJGnX3M4IUNkPxrLdPKBoM/5R2vWE+K+kKd/94qNpamZntK2m7oufjzyTtL+k/3L0UtLBpinvE3yNpkaQ1FVdtUzTBp+FBmUCWcWZ2l7un6dNkS0jz82JmOXcvV7nuF+5+YqNrqgczu13SpyV9WVGvxl8oGkvy90ELm6L4g8uRikJlZSjeJumeas9ZszOzL2QlfJnZGxX1+FUG/s+Gq2hmzOwQSa+Kmz91900h65kNM3uLu/8gdB0SgWxSaf+kXMnMLlY0E+ZaSTsHKbr7cKiaZiqejvzPkv5A0p6S5iilp8jS/LyMja+YMDamTdEnzde7+8mBSpuVsZBsZve6+/GVx0LX1orM7CXu/mszm3Qsj7v/vNE1zYaZXa7oVFinpCsVzRb9adoGw5vZn0q6TNEaiibpVEVrE34/ZF3TZWbvcvd/N7O/0yRDYtz9HxtdE2PIJvdv2vVJuVPxJ+WgFc3c2EDliyqOpW6qdexfFK199T1Fb/7vlvSioBXNXBaelz/Srj9kZUm/lZS6cZYVnolnKD5gZhdK2ijp+YFrmjIzu93dX1cxtm/nVUrnciQflnSBoiUWJnJFM/3S5BR3f5mZ3ePunzGzL0m6MXRRM/BJSa8a6xWL14X7H0W7Q6TJvvH3pnmN00M2CT4pN6eK2T33jA3kT/MpsrQysw2S/lG7xvSMcSnMJ8t6MLNXKVpP6QBJn1M0NuZSd/9JyLqQDWZ2p7u/xsx+IunNkkqSBtz9mMClTUvl+2LcbpP0y8pjmBl6yCaX6k/KlcxsD0l/Lem0+NAtkr7h7juCFTVzT1m0ZcrdZnappEeU0p7LlD8vcxS9HiYGslRz95/FF3+vqFc8deIZiAPu/pLQtdRL/JjeqOfOSE5b8L/BzA5QdLrv54o+wFwZtKKZucnMbpb0nbj9dkkrA9YzI2b21VrXh1h/kB6ySWTpk7KZXaloOYKxKf1/LmnE3f8yXFUzEw9aflTR+LEPKXpevu7u64IWNgNpfl5CrdGTFNvNpu5pW+4mXuD2A+7+UOha6sHMViqa1XevKrZMcvfPBCtqluLFSPdK064QZnaMpEPc/Ufx+NHXxVc9rmiW5fpgxc1AtXUHx4RYBodAlnGTLdiX5kX8siLNz0vWThOb2WZJDyv6xH+nJvT8pW25GzO7TdGOAz/V+B0HUhUsx1QOUUg7MztFz+3puzpYQdNgZjdI+ri73zvh+PGS/p+711pvDVPAKctJxIt2XqRoj65ULtpZYcTMjh779GJmR6li3as0MbPXSrpYz31e0jQQfkyan5dUrWc1BS+UtFjS2DpeP5T0HXcfCFrVzKVpn8epuNHMlrh7T+hCZsPMvi3paEl3a9dr3SWlIpAp6h27d+JBd7/XzI4IUE9dxJMSPqrnrqrQ8Pd7Atnkvqdo0c5/VXreJKu5SFK/mT2o6JP/4ZKWhi1pxr6p6FTluMVUUyq1z0saluaYDncfUbRh+k3xqaR3SrrFzD7j7v8StrrpS1uP3hT8RNK18bjeHUrvrNFFkl7q6T0tdUCN6/ZuVBEJ+A9J/6VonOJ7Fc2A3xyiEE5ZTiJLMyrjNxgp2jhVijZOlQfYOHW2xmYpha6jHrL0vGRB/Hy8UVEYO0LS9ZJWuPvGkHVNxyTLXYyTwgAjSTKz3yjaBeLeFIcZmdn3JP2Nuz8SupaZMLPvSOrzCRvVm9lfSlrs7m8PU9nsVKyqUDl7/2fu/qrd/Wy90UNWwcza44v/bWbvUwoX7ZzEHfEA7HvGDpjZzyWlZlB2xcKQ/WZ2maK93yqfl1QtEBlL/fOSFWZ2taTjFM0U+4y7rw1c0oy4+36SZGafUzQD+dvatb3NvIClzdbDktamNYzZrj2S95P0KzP7qcb//UrL2L4PKuqp/DNFZymkqNdvT0l/EqqoOhib2f5IvJPCkKT2GrdPDD1kFeJPYmObJUsTPm2maayS7do49d8VjYup3Dj18jRNizez/hpXe5rG9mXpeckKMxvVrsHvqV9QNc0TRiZjZt9StGDyjRofZFKx7IWZ/ZWkQzR+f1EpWuH+EXf/ZuOrmjkz61T0AUaKlljpC1nPbJnZOYqem0MV7QTzAkUfzGrOvk4CPWTjvV3Sw2NdyvG02LcoWoH84nBlzcgfKto4dYGila7H3vi3KdqwNzXcvTN0DXWUmeclK9w9lWvZ1fBk3Ivxn4oC5jtVMdsyhX4Tf+0Zf6XNuZp8duKwpP+naGxsarh7v6RaH5JTxd1viC9uVbQzTzD0kFWITxm9wd2Hzew0RX/QPiDpBEl/4O5vDVnfTDTTxqkzZWZ/pGhz5MG4/feKgvKgojEZvw1Y3oxk4XlBc4pnvH1F0msVBbIfSfpgGl8nlczs+ZLk7r8PXct01BqPNHHVezSOmf2zao+5bPjCsFn7ZDhbcyrGib1d0hXu/gN3/5SkVG1vUWGBmb3AIlea2c/NbEnooqbp84pnvcTdy+9SNCPxeknfCFjXbGTheUFz2ubu57r7Qe4+193flOYwZmbHmdkvJA1IGjCzu8xsYei6puGAGteleXZi2q1RNBbuLkV78N414avhCGTjzTGzsdO4Z0iqPDee1tO7S939CUlLJOUVrQh/SdiSps3d/an48pslfdPd73L3KyXNDVjXbGTheUFz+omZfc/MzjKzLGxvdYWkD7v74e5+uKS/U7QkUVqsiceRjRPPTgzyxo9oJf6xL0mPVbZDrNIvpTdkJOU7km41sy2SnlY8CDPeMiI1W1xMMPYH+WxJV7v7QAr/SFt8uuIpRUH56xXX7TX5jzS9LDwvaE4vkvQGRb3I/2xm35X0LXf/37Blzdi+8bglSZK732Jm+4YsaJo+qGzOTsySphi7xRiyCczsJEVTxHvc/cn42IskPT+NyyuY2b8pmtV3pKSXK9oY+pY0rbNmZksVDXh/QtImdz8zPn6ipGXunrqV47PwvKD5xTPi/l3SvpJ+Kelj7n5H2Kqmx8yuVbQZ97fjQ++S9Ep3T1WYydrsxCyxJtmfl0CWcfHq1idIetDdHzezvKT57n5P7Z9sHma2h6SD469fuvtofHyepD08hZsoZ+F5QXOK/y+9S9Fp8EcVzeK7XtH/t++5+5Hhqps+MztQ0me0azPr1ZIudvfHwlWFtJuwkPI+is7ASAGXu+GUZUZVLKY65qgUnxG7Q9IGRdvbPKZoGRKldcXrmCvaO+0cSZ9V1IOR1tOvaC53KOpNepO7b6g4vsbMLg9U04zFwavhM96QbWMLKTcTesgyqmIx1b0kvVLRivAm6WWS1rj7yaFqm4l4Kv+Z8dd8SbcrWijy1jRuN2RmyyWNSupy9z+IewF6QmzXgWwxM0vrqvaVKla4n1SKVrgHpoRAlnFmdo2kT48tSmhmxynq7k/dmmpj4lOYpyoKZ6dL2uzubwxa1DSNjVkws1+4+4nxsdSupo7mEY957Va0J+fOsyBp2tFCkszs9bWu9+xtoo4WxynL7Htx5QrR7r7WzP4gZEGzYWZ7SzosHhDbFx+bH7aqGdlhZnMU9wCY2VxFPWbAbH1P0uWSrpQ0EriWGasMXGa2p6LZo5J0v7vvmPyngPQikGXfPWZ2paKZVlK00XAqB46b2R9LukzRdPEjzewESZ9N6amLryravP5gM/u8pLdK+r9hS0JGlN19eegi6sXMTpd0laKxoybpUDM7z91vC1gWUHecssw4M9tL0l9LOi0+dJuk5e6+PVxVM2Nmd0nqUrQ8xNhpvrXuflztn2xOZvYSReuqmaRV7n5f4JKQYmbWHl/8G0mbFAX+ys24hyf7uWYXv+4L7n5/3H6RpO+wRAyyhkCG1DCzn7j7SRPGXd3j7i8LXdtMxAP5D9X4cT6pW+sOzcHMfqPoFPhk06nd3Y9qcEl1MdlrPM2ve6AaTllmnJm9VtLFkg7X+Df+NP5xHjCzgqItro5V1BPw48A1zYiZfU7SeySt166ZZK6oBxCYtrStLzYNayYZdrEmYD1AIughyzgz+7WkDynasmPnAF93LwUraobMbB9Jn1S0/6NJulnS51J6+vV+Sce7+7Oha0H2mNkpeu4sy6uDFTQLZvY8Se/X+IVhv57G5W6AWghkGWdmd7r7a0LXgfHM7AeS/trdN4WuBdliZt+WdLSku7XrQ5i7e2oXV41nIcvdN4euBUgKgSzjzOwSRfskXqPxA3xTN1YpK+srSZKZLZJ0naS1Gv+8pHHGKJqImd0n6aVpXxzWoq1FPi3pQklt8eERSf/s7p8NVhiQEMaQZd9Y79iiimNpHauUifWVYldJ+qKke8X6Y6ivtZJeKCnNW4tJ0VCL10p6lbv/RpLM7ChJy83sQ+7+5aDVAXVGDxlSw8zuyspUdzP7GdskIQnxtmknSPqpdvW+urufG6yoGTCzX0ha7O5bJhyfq2ibsRPDVAYkgx6yFmBmb5S0UBWbV6e0y/+/zex9ysb6SqvN7AuSrlfKTyWj6VxccdkUbTP2jjClzMoeE8OYFI0ji7dPAzKFQJZxZna5pH0kdSo61fdWRZ+c0+i8+PtFFcdcUhqX8Bj7dH9SxbG0nkpGE3H3W83sREkFSW+T9BtFp/rTptYMZGYnI3M4ZZlxYwsoVnx/vqQb3f3U0LUBqJ940ss7468tkv5LUre7Hx60sBkysxFJT052laS93J1eMmQKPWTZ93T8/Skz65A0LGlewHpmLD5NUbkN1C2SvpGmjYbN7F3u/u9m9uHJrnf3f2x0TciMXytao+scd18nSWb2obAlzZy7zwldA9BIBLLsu8HMDpB0qaLFYaXo1GUaLZe0h6Svx+0/j4/9ZbCKpm/f+Pt+k1xHdzVm482Kxor1m9lNkv5Tk2+jBKAJccoyo8zsVZIedvffxe13S3qXok/RF6dxILyZ/dLdX767Y2llZh90938KXQfSzcz2lXSuolOXXZKulnStu/cELQxATW27vwlS6huKB76a2WmSLomPbZV0RcC6ZmPEzI4ea8RrEqV9PbJKk57GBKbD3Z9096K7/5GkBZJ+IemjgcsCsBv0kGVUZc+RmX1N0mZ3vzhu3+3uJwQsb0bM7AxJ/ybpQUWnYg6XtNTd+4IWVidm9rC7Hxq6DgBA4zGGLLvmmFnO3cuSzpB0QcV1aX3eb5d0rKQXx+37A9aSBD4dAUCLSusbM3bvO5JuNbMtimZarpYkMztG0WnLNLrD3V8h6Z6xA2b2c0mvCFfS9JjZNk0evEzS3g0uBwDQJAhkGeXunzezVYqWuOip2Gi4TdIHwlU2fWb2QknzJe0dL3g5NnPsBYoWvU0Nd59sdiUAoMUxhgxNz8zOk/QeRRuk/0y7Atk2Sd9y92sClQYAQF0QyJAaZvYWd/9B6DoAAKg3lr1AmiwwsxdY5Eoz+7mZLQldFAAAs0UgQ5osdfcnJC2RlFe0Uv8lYUsCAGD2CGRIk7GxY2dLutrdB8TWMACADCCQIU3uMrMeRYHsZjPbT9Jo4JoAAJg1BvUjNcysTdIJkh5098fNLC9pvrvfU/snAQBobqxDhqZnZhMXfj3KjDOVAIDsoIcMTc/M+uOLe0l6paKV+k3SyyStcfeTQ9UGAEA9MIYMTc/dO929U9Ijkl7p7ovc/ZWSTpS0MWx1AADMHoEMafJid793rOHuayX9QcB6AACoC8aQIU3uMbMrJf173P4zVWw0DgBAWjGGDKlhZntJ+mtJp8WHbpO03N23h6sKAIDZI5ABAAAExilLpIaZvVbSxZIOV8X/XXc/KlRNAADUAz1kSA0z+7WkD0m6S9LI2HF3LwUrCgCAOqCHDGmy1d1vDF0EAAD1Rg8ZUsPMLpE0R9I1kp4ZO+7uPw9WFAAAdUAgQ2pUrNhfyd29q+HFAABQRwQyAACAwBhDhlQxszdKWqhoX0tJkrt/NlxFAADMHlsnITXM7HJJb5f0AUWbi79N0RIYAACkGqcskRpmdo+7v6zi+/Ml3ejup4auDQCA2aCHDGnydPz9KTPrkFSWNC9gPQAA1AVjyJAmN5jZAZIuVbQ4rCRdGa4cAADqg0CGpmdmr5L0sLt/Lm4/X9K9kn4t6cshawMAoB44ZYk0+IakZyXJzE6TdEl8bKukKwLWBQBAXdBDhjSY4+7D8eW3S7rC3X8g6Qdmdne4sgAAqA96yJAGc8xs7MPDGZL6Kq7jQwUAIPV4M0MafEfSrWa2RdFMy9WSZGbHKDptCQBAqrEOGVLBzE5StMRFj7s/GR97kaTns7k4ACDtCGQAAACBMYYMAAAgMAIZAABAYAzqB9AyzOz37v78CcculvR7SUdKeq2kPePL98c3+QdJ50i6wd2/X+u+AGCmCGQAIMnd3y9JZnaEovB1wth1ZnZOoLIAtAhOWQIAAARGDxkATM1lZvZ/QxcBIJsIZAAwNRdNHEMWshgA2cIpSwAAgMAIZAAAAIFxyhJAK9nHzDZUtP8xWCUAUIGtkwAAAALjlCUAAEBgBDIAAIDACGQAAACBEcgAAAACI5ABAAAERiADAAAIjEAGAAAQ2P8PvpBWXTBTxbYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(1, figsize=(10, 10))\n",
    "\n",
    "sns.boxplot(x=df['LITH'], y=df['GR']);\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3175b61-f71d-42f2-8341-e7c80cfa4c3b",
   "metadata": {},
   "source": [
    "### Styling the Boxplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5087cfda-bbbe-4c9c-a8ea-3ea1e52d8ca1",
   "metadata": {},
   "source": [
    "Changing the grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "422d69ed-ea57-4605-ad73-dff0a22f26ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={\"figure.figsize\":(10, 10)})\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.boxplot( y=df['LITH'], x=df['GR']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efa965ad-c1f3-44a2-8083-cd5c3ea04681",
   "metadata": {},
   "source": [
    "Changing the box colour to a single colour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e4568f50-69e3-418e-8021-3e6c1b223b9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.boxplot( y=df['LITH'], x=df['GR'], color='red');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbbe366c-64fe-41d2-97fa-891a3079edfa",
   "metadata": {},
   "source": [
    "Changing the box colour to a palette"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6aeccd21-a6f8-49ca-909c-1b64e84188bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.boxplot( y=df['LITH'], x=df['GR'], palette='Blues');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fc17cce-8d28-468d-b14c-2f688e63d836",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dd049e17-8f67-4587-b14e-54d87b7ddbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = sns.boxplot(y=df['LITH'], x=df['GR'])\n",
    "p.set_xlabel('Gamma Ray', fontsize= 14, fontweight='bold')\n",
    "p.set_ylabel('Lithology', fontsize= 14, fontweight='bold')\n",
    "p.set_title('Gamma Ray Distribution by Lithology', fontsize= 16, fontweight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8223a2e9-39b6-4ffd-a517-aced4b163237",
   "metadata": {},
   "source": [
    "Setting Outlier (flier) Style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4206e64c-7f5e-4d50-bf50-00e3290e2cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flierprops = dict(marker='o', markersize=5, markeredgecolor='black', markerfacecolor='green', alpha=0.5)\n",
    "p = sns.boxplot(y=df['LITH'], x=df['GR'], flierprops=flierprops)\n",
    "p.set_xlabel('Gamma Ray', fontsize= 14, fontweight='bold')\n",
    "p.set_ylabel('Lithology', fontsize= 14, fontweight='bold')\n",
    "p.set_title('Gamma Ray Distribution by Lithology', fontsize= 16, fontweight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d9dd0a3-6396-47c3-858b-bcf06ae5d295",
   "metadata": {},
   "source": [
    "# References\n",
    "\n",
    "Bormann, Peter, Aursand, Peder, Dilib, Fahad, Manral, Surrender, & Dischington, Peter. (2020). FORCE 2020 Well well log and lithofacies dataset for machine learning competition [Data set]. Zenodo. http://doi.org/10.5281/zenodo.4351156"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92cda116-91f7-4c12-89b6-4fe8a2eab984",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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