02 - Log Data Visualisation - Histograms.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import lasio as ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "las = ls.read('data/15_9-19_SR_COMP_.las')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "well = las.df()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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>AC</th>\n",
       "      <th>CALI</th>\n",
       "      <th>DEN</th>\n",
       "      <th>GR</th>\n",
       "      <th>NEU</th>\n",
       "      <th>RDEP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7007.000000</td>\n",
       "      <td>7007.000000</td>\n",
       "      <td>7084.000000</td>\n",
       "      <td>28117.000000</td>\n",
       "      <td>7096.000000</td>\n",
       "      <td>12223.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>79.498714</td>\n",
       "      <td>9.611068</td>\n",
       "      <td>2.449055</td>\n",
       "      <td>71.986798</td>\n",
       "      <td>20.117166</td>\n",
       "      <td>2.438382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>18.390705</td>\n",
       "      <td>1.019751</td>\n",
       "      <td>0.165122</td>\n",
       "      <td>32.922780</td>\n",
       "      <td>14.729530</td>\n",
       "      <td>6.631202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.025100</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.943000</td>\n",
       "      <td>2.766100</td>\n",
       "      <td>2.178300</td>\n",
       "      <td>0.250300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>66.154350</td>\n",
       "      <td>9.142900</td>\n",
       "      <td>2.319975</td>\n",
       "      <td>50.255200</td>\n",
       "      <td>10.631350</td>\n",
       "      <td>0.988000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>74.661900</td>\n",
       "      <td>9.589400</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>74.998500</td>\n",
       "      <td>15.718550</td>\n",
       "      <td>1.536100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>93.304550</td>\n",
       "      <td>9.904800</td>\n",
       "      <td>2.585125</td>\n",
       "      <td>92.343800</td>\n",
       "      <td>25.067375</td>\n",
       "      <td>2.434050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>181.813900</td>\n",
       "      <td>20.330400</td>\n",
       "      <td>3.001300</td>\n",
       "      <td>304.333700</td>\n",
       "      <td>146.347400</td>\n",
       "      <td>198.537100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AC         CALI          DEN            GR          NEU   \n",
       "count  7007.000000  7007.000000  7084.000000  28117.000000  7096.000000  \\\n",
       "mean     79.498714     9.611068     2.449055     71.986798    20.117166   \n",
       "std      18.390705     1.019751     0.165122     32.922780    14.729530   \n",
       "min       1.025100     6.000000     1.943000      2.766100     2.178300   \n",
       "25%      66.154350     9.142900     2.319975     50.255200    10.631350   \n",
       "50%      74.661900     9.589400     2.505600     74.998500    15.718550   \n",
       "75%      93.304550     9.904800     2.585125     92.343800    25.067375   \n",
       "max     181.813900    20.330400     3.001300    304.333700   146.347400   \n",
       "\n",
       "               RDEP  \n",
       "count  12223.000000  \n",
       "mean       2.438382  \n",
       "std        6.631202  \n",
       "min        0.250300  \n",
       "25%        0.988000  \n",
       "50%        1.536100  \n",
       "75%        2.434050  \n",
       "max      198.537100  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "well.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(well['GR'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(well['GR'], bins=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(well['GR'], bins=30, edgecolor='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(well['GR'], bins=30, edgecolor='black', color='red', alpha=0.5)\n",
    "plt.xlabel('Gamma Ray - API', fontsize=14)\n",
    "plt.ylabel('Frecuency', fontsize=14)\n",
    "plt.xlim(0,200)\n",
    "\n",
    "plt.savefig('images/histogram.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "well['GR'].plot(kind='hist', bins=30, edgecolor='black', color='red', alpha=0.5, density=True)\n",
    "well['GR'].plot(kind='kde', color='black')\n",
    "plt.xlabel('Gamma Ray - API', fontsize=14)\n",
    "plt.ylabel('Frecuency', fontsize=14)\n",
    "plt.xlim(0,200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When calculating clay and shale volumes we often use the percentiles as our interpretation parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean:\t 71.98679770957072\n",
      "P05:\t 12.74656\n",
      "P95:\t 128.33267999999995\n"
     ]
    }
   ],
   "source": [
    "mean = well['GR'].mean()\n",
    "p5 = well['GR'].quantile(0.05)\n",
    "p95 = well['GR'].quantile(0.95)\n",
    "\n",
    "print(f'Mean:\\t {mean}')\n",
    "print(f'P05:\\t {p5}')\n",
    "print(f'P95:\\t {p95}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(well['GR'], bins=30, edgecolor='black', color='red', alpha=0.5)\n",
    "plt.xlabel('Gamma Ray - API', fontsize=14)\n",
    "plt.ylabel('Frecuency', fontsize=14)\n",
    "plt.xlim(0,200)\n",
    "\n",
    "plt.axvline(mean, color='blue', label='mean')\n",
    "plt.axvline(p5, color='yellow', label='5th Percentile')\n",
    "plt.axvline(p95, color='green', label='95th Percentile')\n",
    "\n",
    "plt.legend()\n",
    "plt.savefig('images/histogram.png')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}