Notebook for Hydraulic Fracturing Prediction Notebook TDS

spe_data_machinelearning (2).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "spe_data_machinelearning.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "Lg95kYnOGv-c"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import missingno as msno\n",
        "import seaborn as sns\n",
        "import scipy as sp\n",
        "plt.rcParams['font.size'] = 20\n",
        "\n",
        "from sklearn.utils import resample\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.model_selection import train_test_split, cross_val_score\n",
        "from sklearn.model_selection import validation_curve, GridSearchCV\n",
        "from sklearn.metrics import make_scorer, mean_squared_error\n",
        "from sklearn.tree import DecisionTreeRegressor\n",
        "from sklearn import tree"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "7r2AuKBh-gav",
        "outputId": "cf24f999-a299-43fd-e615-7900dd849704"
      },
      "source": [
        "# This is the ready-to-use version of that data already converted to CSV.\n",
        "url = 'https://raw.githubusercontent.com/yohanesnuwara/energy-analysis/main/data/SPE_ML_data.csv'\n",
        "\n",
        "wells = pd.read_csv(url)\n",
        "wells.head()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lease</th>\n",
              "      <th>Formation/Reservoir</th>\n",
              "      <th>Reservoir Temperature (deg F)</th>\n",
              "      <th>Net Pay (ft)</th>\n",
              "      <th>Wellbore Diameter (ft)</th>\n",
              "      <th>Porosity</th>\n",
              "      <th>Water Saturation</th>\n",
              "      <th>Oil Saturation</th>\n",
              "      <th>Gas Saturation</th>\n",
              "      <th>Gas Specific Gravity</th>\n",
              "      <th>CO2</th>\n",
              "      <th>H2S</th>\n",
              "      <th>N2</th>\n",
              "      <th>Condensate Gravity (API)</th>\n",
              "      <th>Sep. Temperature (deg F)</th>\n",
              "      <th>Sep. Pressure (psi)</th>\n",
              "      <th>Oil Gravity (API)</th>\n",
              "      <th>TVD (ft)</th>\n",
              "      <th># Stages</th>\n",
              "      <th># Clusters</th>\n",
              "      <th># Clusters per Stage</th>\n",
              "      <th># of Total Proppant (Lbs)</th>\n",
              "      <th>Lateral Length (ft)</th>\n",
              "      <th>Top Perf (ft)</th>\n",
              "      <th>Bottom Perf (ft)</th>\n",
              "      <th>Sandface Temp (deg F)</th>\n",
              "      <th>Static Wellhead Temp (deg F)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>OSPREY</td>\n",
              "      <td>EAGLE FORD</td>\n",
              "      <td>225</td>\n",
              "      <td>78</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.063</td>\n",
              "      <td>0.260</td>\n",
              "      <td>0.740</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9513</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>37.29</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>37.29</td>\n",
              "      <td>7638.6000</td>\n",
              "      <td>28</td>\n",
              "      <td>252</td>\n",
              "      <td>9.0</td>\n",
              "      <td>13514540.0</td>\n",
              "      <td>5883</td>\n",
              "      <td>8030</td>\n",
              "      <td>13913</td>\n",
              "      <td>225.0</td>\n",
              "      <td>70.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>FALCON</td>\n",
              "      <td>EAGLE FORD</td>\n",
              "      <td>225</td>\n",
              "      <td>66</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.063</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.730</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9936</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>34.60</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>34.60</td>\n",
              "      <td>7501.8758</td>\n",
              "      <td>64</td>\n",
              "      <td>960</td>\n",
              "      <td>15.0</td>\n",
              "      <td>35970960.0</td>\n",
              "      <td>9997</td>\n",
              "      <td>7828</td>\n",
              "      <td>17825</td>\n",
              "      <td>225.0</td>\n",
              "      <td>60.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>HAWK</td>\n",
              "      <td>EAGLE FORD</td>\n",
              "      <td>225</td>\n",
              "      <td>67</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.063</td>\n",
              "      <td>0.271</td>\n",
              "      <td>0.729</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9936</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>34.60</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>34.60</td>\n",
              "      <td>7516.6753</td>\n",
              "      <td>68</td>\n",
              "      <td>1020</td>\n",
              "      <td>15.0</td>\n",
              "      <td>38064782.0</td>\n",
              "      <td>10672</td>\n",
              "      <td>7824</td>\n",
              "      <td>18496</td>\n",
              "      <td>225.0</td>\n",
              "      <td>60.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>EAGLE</td>\n",
              "      <td>EAGLE FORD</td>\n",
              "      <td>235</td>\n",
              "      <td>74</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.063</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.730</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9200</td>\n",
              "      <td>0.0204</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>35.46</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>35.46</td>\n",
              "      <td>7890.8100</td>\n",
              "      <td>50</td>\n",
              "      <td>450</td>\n",
              "      <td>9.0</td>\n",
              "      <td>25267400.0</td>\n",
              "      <td>7481</td>\n",
              "      <td>7958</td>\n",
              "      <td>15439</td>\n",
              "      <td>234.0</td>\n",
              "      <td>60.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>KITE</td>\n",
              "      <td>EAGLE FORD</td>\n",
              "      <td>238</td>\n",
              "      <td>56</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.050</td>\n",
              "      <td>0.321</td>\n",
              "      <td>0.679</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7200</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>43.58</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>43.58</td>\n",
              "      <td>8846.8300</td>\n",
              "      <td>34</td>\n",
              "      <td>306</td>\n",
              "      <td>9.0</td>\n",
              "      <td>18554774.0</td>\n",
              "      <td>5086</td>\n",
              "      <td>9388</td>\n",
              "      <td>14474</td>\n",
              "      <td>235.0</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Lease  ...  Static Wellhead Temp (deg F) \n",
              "0  OSPREY  ...                           70.0\n",
              "1  FALCON  ...                           60.0\n",
              "2    HAWK  ...                           60.0\n",
              "3   EAGLE  ...                           60.0\n",
              "4    KITE  ...                           65.0\n",
              "\n",
              "[5 rows x 27 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 372
        },
        "id": "cKg1B9eFCmnR",
        "outputId": "2ef6e256-9b78-4490-d46f-2cf0419aa4a2"
      },
      "source": [
        "# Summary stats of data\n",
        "wells.describe()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Reservoir Temperature (deg F)</th>\n",
              "      <th>Net Pay (ft)</th>\n",
              "      <th>Wellbore Diameter (ft)</th>\n",
              "      <th>Porosity</th>\n",
              "      <th>Water Saturation</th>\n",
              "      <th>Oil Saturation</th>\n",
              "      <th>Gas Saturation</th>\n",
              "      <th>Gas Specific Gravity</th>\n",
              "      <th>CO2</th>\n",
              "      <th>H2S</th>\n",
              "      <th>N2</th>\n",
              "      <th>Condensate Gravity (API)</th>\n",
              "      <th>Sep. Temperature (deg F)</th>\n",
              "      <th>Sep. Pressure (psi)</th>\n",
              "      <th>Oil Gravity (API)</th>\n",
              "      <th>TVD (ft)</th>\n",
              "      <th># Stages</th>\n",
              "      <th># Clusters</th>\n",
              "      <th># Clusters per Stage</th>\n",
              "      <th># of Total Proppant (Lbs)</th>\n",
              "      <th>Lateral Length (ft)</th>\n",
              "      <th>Top Perf (ft)</th>\n",
              "      <th>Bottom Perf (ft)</th>\n",
              "      <th>Sandface Temp (deg F)</th>\n",
              "      <th>Static Wellhead Temp (deg F)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>5.300000e+01</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.0</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>5.300000e+01</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "      <td>53.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>211.867925</td>\n",
              "      <td>157.830189</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.069975</td>\n",
              "      <td>0.300292</td>\n",
              "      <td>0.141591</td>\n",
              "      <td>0.558117</td>\n",
              "      <td>0.632104</td>\n",
              "      <td>0.011787</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000457</td>\n",
              "      <td>31.472264</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>683.096792</td>\n",
              "      <td>8951.992571</td>\n",
              "      <td>46.415094</td>\n",
              "      <td>317.698113</td>\n",
              "      <td>6.583208</td>\n",
              "      <td>2.150203e+07</td>\n",
              "      <td>8019.075472</td>\n",
              "      <td>9133.905660</td>\n",
              "      <td>17136.566038</td>\n",
              "      <td>210.388062</td>\n",
              "      <td>94.067925</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>90.743306</td>\n",
              "      <td>59.686597</td>\n",
              "      <td>1.120847e-16</td>\n",
              "      <td>0.013347</td>\n",
              "      <td>0.085137</td>\n",
              "      <td>0.279971</td>\n",
              "      <td>0.298433</td>\n",
              "      <td>0.123978</td>\n",
              "      <td>0.017639</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.001102</td>\n",
              "      <td>4.904984</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3412.046584</td>\n",
              "      <td>2118.391195</td>\n",
              "      <td>20.147947</td>\n",
              "      <td>231.010122</td>\n",
              "      <td>2.954808</td>\n",
              "      <td>9.572924e+06</td>\n",
              "      <td>2371.435964</td>\n",
              "      <td>2179.193484</td>\n",
              "      <td>3521.258699</td>\n",
              "      <td>88.773573</td>\n",
              "      <td>48.508345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>115.000000</td>\n",
              "      <td>56.000000</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.050000</td>\n",
              "      <td>0.183800</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>5707.639000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>49.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.591544e+06</td>\n",
              "      <td>2268.000000</td>\n",
              "      <td>5900.000000</td>\n",
              "      <td>10049.000000</td>\n",
              "      <td>115.000000</td>\n",
              "      <td>60.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>134.000000</td>\n",
              "      <td>134.000000</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.060300</td>\n",
              "      <td>0.210000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.564100</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>7441.235000</td>\n",
              "      <td>31.000000</td>\n",
              "      <td>141.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.416337e+07</td>\n",
              "      <td>6098.000000</td>\n",
              "      <td>7550.000000</td>\n",
              "      <td>14474.000000</td>\n",
              "      <td>134.000000</td>\n",
              "      <td>60.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>146.000000</td>\n",
              "      <td>164.000000</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.067200</td>\n",
              "      <td>0.309300</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.651600</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>7698.570000</td>\n",
              "      <td>48.000000</td>\n",
              "      <td>235.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>2.083679e+07</td>\n",
              "      <td>7574.000000</td>\n",
              "      <td>8030.000000</td>\n",
              "      <td>16226.000000</td>\n",
              "      <td>143.366600</td>\n",
              "      <td>80.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>305.000000</td>\n",
              "      <td>208.000000</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.083900</td>\n",
              "      <td>0.361000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.790000</td>\n",
              "      <td>0.598000</td>\n",
              "      <td>0.024500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000500</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>11675.933900</td>\n",
              "      <td>64.000000</td>\n",
              "      <td>450.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>2.669545e+07</td>\n",
              "      <td>9856.000000</td>\n",
              "      <td>11902.000000</td>\n",
              "      <td>19959.000000</td>\n",
              "      <td>300.000000</td>\n",
              "      <td>120.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>379.000000</td>\n",
              "      <td>268.000000</td>\n",
              "      <td>7.000000e-01</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>0.470000</td>\n",
              "      <td>0.740000</td>\n",
              "      <td>0.816200</td>\n",
              "      <td>0.993600</td>\n",
              "      <td>0.058000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.004500</td>\n",
              "      <td>60.000000</td>\n",
              "      <td>100.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>21274.300000</td>\n",
              "      <td>12668.000000</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>1035.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>4.294695e+07</td>\n",
              "      <td>13011.000000</td>\n",
              "      <td>13153.000000</td>\n",
              "      <td>23203.000000</td>\n",
              "      <td>379.000000</td>\n",
              "      <td>236.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Reservoir Temperature (deg F)   ...   Static Wellhead Temp (deg F) \n",
              "count                        53.000000  ...                       53.000000\n",
              "mean                        211.867925  ...                       94.067925\n",
              "std                          90.743306  ...                       48.508345\n",
              "min                         115.000000  ...                       60.000000\n",
              "25%                         134.000000  ...                       60.000000\n",
              "50%                         146.000000  ...                       80.000000\n",
              "75%                         305.000000  ...                      120.000000\n",
              "max                         379.000000  ...                      236.000000\n",
              "\n",
              "[8 rows x 25 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4V-xihhctU0_"
      },
      "source": [
        "def sort_values(df, column_to_sort, ascending=True):\n",
        "  sorted_df = df.sort_values(column_to_sort, ascending=ascending)\n",
        "  sorted_df = sorted_df[['Lease', column_to_sort]]\n",
        "  return sorted_df"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "1FKuOdb_CfA7",
        "outputId": "f0a83bcd-9d9c-4a72-cc5a-cd5b90142a2b"
      },
      "source": [
        "# Sort leases from largest to smallest cluster per stage\n",
        "sorted_df = sort_values(wells, '# Clusters per Stage', ascending=False)\n",
        "\n",
        "sorted_df.head(10)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lease</th>\n",
              "      <th># Clusters per Stage</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>CARDINAL</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>HAWK</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>FALCON</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>CROW</td>\n",
              "      <td>15.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>LARK</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>JAY</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>OSPREY</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>SPARROW</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>SWIFT</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>KITE</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Lease  # Clusters per Stage\n",
              "8   CARDINAL                  15.0\n",
              "2       HAWK                  15.0\n",
              "1     FALCON                  15.0\n",
              "10      CROW                  15.0\n",
              "7       LARK                   9.0\n",
              "9        JAY                   9.0\n",
              "0     OSPREY                   9.0\n",
              "6    SPARROW                   9.0\n",
              "5      SWIFT                   9.0\n",
              "4       KITE                   9.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sVZP1IG1JiZ0"
      },
      "source": [
        "def corrcoef_heatmap(df, vmin=-0.5, vmax=0.5):\n",
        "  # Generate a mask for the upper triangle\n",
        "  mask = np.zeros_like(df.corr(method = 'spearman') , dtype=np.bool)\n",
        "  mask[np.triu_indices_from(mask)] = True\n",
        "\n",
        "  # Draw the heatmap with the mask and correct aspect ratio\n",
        "  plt.figure(figsize=(12,10))\n",
        "  h = sns.heatmap(df.corr(method = 'spearman'),  mask=mask, cmap='Spectral_r', \n",
        "              vmin=vmin, vmax=vmax, square=True)\n",
        "  plt.show()  "
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 840
        },
        "id": "VBfMyKmyou3i",
        "outputId": "a494d0ee-b2e5-4e86-b301-034742075e40"
      },
      "source": [
        "corrcoef_heatmap(wells, vmin=-0.8, vmax=0.8)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yR7FbfP3OqBP"
      },
      "source": [
        "def t_test(N, alpha=0.05):\n",
        "  # Default 5% confidence level\n",
        "  t = sp.stats.t.isf(alpha/2, N-2)\n",
        "  r_crit = t/np.sqrt((N-2)+ np.power(t,2))\n",
        "  return r_crit"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DH6GOE-NNGuQ",
        "outputId": "a1be6b88-a7ba-45d8-98b6-ec2c12924449"
      },
      "source": [
        "# t-test\n",
        "N = len(wells) # number of leases\n",
        "r_crit = t_test(N)\n",
        "\n",
        "r_crit"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.2706277769651513"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UzzJk7qCw4tr"
      },
      "source": [
        "# Drop uncorrelated features\n",
        "uncorrelated_features = [' Wellbore Diameter (ft) ', 'Porosity', ' Water Saturation ', \n",
        "                         'Sep. Temperature (deg F)', 'Sep. Pressure (psi)', \n",
        "                         '# Stages', '# Clusters ', ' Sandface Temp (deg F) ', \n",
        "                         ' Static Wellhead Temp (deg F) ', 'Condensate Gravity (API)',\n",
        "                         ' H2S ', '# of Total Proppant (Lbs)']\n",
        "\n",
        "wells = wells.drop(uncorrelated_features, axis=1)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 278
        },
        "id": "29pzIrb1useM",
        "outputId": "51bef2c2-0492-4d99-b24c-359f4ff452f2"
      },
      "source": [
        "# Encode formation column\n",
        "le = LabelEncoder()\n",
        "wells['Formation/Reservoir'] = le.fit_transform(wells['Formation/Reservoir'].values)\n",
        "\n",
        "wells.head()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lease</th>\n",
              "      <th>Formation/Reservoir</th>\n",
              "      <th>Reservoir Temperature (deg F)</th>\n",
              "      <th>Net Pay (ft)</th>\n",
              "      <th>Oil Saturation</th>\n",
              "      <th>Gas Saturation</th>\n",
              "      <th>Gas Specific Gravity</th>\n",
              "      <th>CO2</th>\n",
              "      <th>N2</th>\n",
              "      <th>Oil Gravity (API)</th>\n",
              "      <th>TVD (ft)</th>\n",
              "      <th># Clusters per Stage</th>\n",
              "      <th>Lateral Length (ft)</th>\n",
              "      <th>Top Perf (ft)</th>\n",
              "      <th>Bottom Perf (ft)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>OSPREY</td>\n",
              "      <td>1</td>\n",
              "      <td>225</td>\n",
              "      <td>78</td>\n",
              "      <td>0.740</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9513</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>37.29</td>\n",
              "      <td>7638.6000</td>\n",
              "      <td>9.0</td>\n",
              "      <td>5883</td>\n",
              "      <td>8030</td>\n",
              "      <td>13913</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>FALCON</td>\n",
              "      <td>1</td>\n",
              "      <td>225</td>\n",
              "      <td>66</td>\n",
              "      <td>0.730</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9936</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>34.60</td>\n",
              "      <td>7501.8758</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9997</td>\n",
              "      <td>7828</td>\n",
              "      <td>17825</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>HAWK</td>\n",
              "      <td>1</td>\n",
              "      <td>225</td>\n",
              "      <td>67</td>\n",
              "      <td>0.729</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9936</td>\n",
              "      <td>0.0217</td>\n",
              "      <td>0.0045</td>\n",
              "      <td>34.60</td>\n",
              "      <td>7516.6753</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10672</td>\n",
              "      <td>7824</td>\n",
              "      <td>18496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>EAGLE</td>\n",
              "      <td>1</td>\n",
              "      <td>235</td>\n",
              "      <td>74</td>\n",
              "      <td>0.730</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.9200</td>\n",
              "      <td>0.0204</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>35.46</td>\n",
              "      <td>7890.8100</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7481</td>\n",
              "      <td>7958</td>\n",
              "      <td>15439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>KITE</td>\n",
              "      <td>1</td>\n",
              "      <td>238</td>\n",
              "      <td>56</td>\n",
              "      <td>0.679</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7200</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>43.58</td>\n",
              "      <td>8846.8300</td>\n",
              "      <td>9.0</td>\n",
              "      <td>5086</td>\n",
              "      <td>9388</td>\n",
              "      <td>14474</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Lease  Formation/Reservoir  ...   Top Perf (ft)    Bottom Perf (ft) \n",
              "0  OSPREY                    1  ...             8030               13913\n",
              "1  FALCON                    1  ...             7828               17825\n",
              "2    HAWK                    1  ...             7824               18496\n",
              "3   EAGLE                    1  ...             7958               15439\n",
              "4    KITE                    1  ...             9388               14474\n",
              "\n",
              "[5 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8kG29gKJURop"
      },
      "source": [
        "# Splitting features and targets\n",
        "df = wells.iloc[:,1:] # Ignoring lease name\n",
        "\n",
        "target_feature = '# Clusters per Stage'\n",
        "X = df.drop([target_feature], axis=1)\n",
        "y = df[target_feature]"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6cN59BW487Mw"
      },
      "source": [
        "def scores(param_name, param_range):\n",
        "  model = DecisionTreeRegressor(random_state=5)\n",
        "  scorer = make_scorer(mean_squared_error)\n",
        "\n",
        "  # LOOCV is CV with N folds. N number of data = 43\n",
        "  train_scores, test_scores = validation_curve(model, X, y,\n",
        "                                               param_name=param_name,\n",
        "                                               param_range=param_range,\n",
        "                                               cv=53, scoring=scorer)\n",
        "\n",
        "  train_score = np.mean(train_scores, axis=1)\n",
        "  test_score = np.mean(test_scores, axis=1)  \n",
        "  return train_score, test_score "
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 276
        },
        "id": "8YO4cXV8AIev",
        "outputId": "8f0f62a6-9103-4eba-e4c5-5c37cfc584a4"
      },
      "source": [
        "plt.rcParams['font.size'] = 20\n",
        "\n",
        "# Range for parameters\n",
        "param_range = [1,2,3,4,5,6,7,8,9,10]\n",
        "\n",
        "# Scores for varying max_depth\n",
        "train_score1, test_score1 = scores('max_depth', param_range)\n",
        "\n",
        "# Scores for varying min_samples_leaf\n",
        "train_score2, test_score2 = scores('min_samples_leaf', param_range)\n",
        "\n",
        "# Plot validation curves\n",
        "plt.figure(figsize=(9,4))\n",
        "\n",
        "plt.subplot(1,2,1)\n",
        "plt.plot(param_range, train_score1, label='train')\n",
        "plt.plot(param_range, test_score1, label='test')\n",
        "plt.ylim(0,5.2)\n",
        "plt.xlabel('max_depth')\n",
        "plt.ylabel('MSE')\n",
        "plt.legend(loc='lower right', fontsize=15)\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "plt.plot(param_range, train_score2, label='train')\n",
        "plt.plot(param_range, test_score2, label='test')\n",
        "plt.ylim(0,5.2)\n",
        "plt.xlabel('min_samples_leaf')\n",
        "plt.legend(loc='lower right', fontsize=15)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 648x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_XJtELyGRCCJ"
      },
      "source": [
        "# BOSSIER_SHALE: 0, EAGLE FORD: 1, HAYNESVILLE SHALE: 2, \n",
        "# MARCELLUS: 3, MARCELLUS_UPPER: 4 \n",
        "\n",
        "def predict(model, formation, temp, netpay, oilsat, gassat, sg, \n",
        "            co2, n2, oilapi, tvd, lateral, topperf, botperf):\n",
        "  X_test = np.array([formation, temp, netpay, oilsat, gassat, sg,\n",
        "                    co2, n2, oilapi, tvd, lateral, topperf, botperf])\n",
        "  X_test = X_test.reshape(1,-1)\n",
        "\n",
        "  # model = DecisionTreeRegressor(max_depth=5, min_samples_leaf=4, random_state=5)\n",
        "  # model.fit(X, y)\n",
        "  y_pred = model.predict(X_test)\n",
        "  return y_pred"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7DRtahuVS6M8",
        "outputId": "29eb984c-e196-451f-c268-4de56aaad770"
      },
      "source": [
        "# Predict on new input\n",
        "\n",
        "# Define model\n",
        "dt = DecisionTreeRegressor(max_depth=5, min_samples_leaf=4, random_state=5)\n",
        "\n",
        "# Fit model to data\n",
        "dt = dt.fit(X, y)\n",
        "\n",
        "# New input\n",
        "formation = 3\n",
        "temp = 150\n",
        "netpay = 130\n",
        "oilsat = 0 \n",
        "gassat = 0.6\n",
        "sg = 0.6\n",
        "co2 = 0.03\n",
        "n2 = 0.004\n",
        "oilapi = 30 \n",
        "tvd = 8000\n",
        "lateral = 2000\n",
        "topperf = 6000\n",
        "botperf = 16000\n",
        "\n",
        "predict(dt, formation, temp, netpay, oilsat, gassat, sg, co2, n2, oilapi, \n",
        "        tvd, lateral, topperf, botperf)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([7.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BW0e47SNSyCy"
      },
      "source": [
        "def visualize(model):\n",
        "  # regr = DecisionTreeRegressor(max_depth=5, min_samples_leaf=4, random_state=5)\n",
        "  # model = regr.fit(X, y)\n",
        "  text_representation = tree.export_text(model)\n",
        "  fig = plt.figure(figsize=(35,20))\n",
        "  _ = tree.plot_tree(model, feature_names=X.columns.values, filled=True, fontsize=13)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 532
        },
        "id": "A7c4Z0GiSmCj",
        "outputId": "93d49e5d-5097-4a07-959b-6c2c3b03ce80"
      },
      "source": [
        "# Visualize decision tree\n",
        "visualize(dt)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 2520x1440 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RWSOTjP5LLDd"
      },
      "source": [
        "def plot_space(model, netpay, sg, botperf):\n",
        "  N_matrix = np.empty((10,10))\n",
        "  for i in range(len(sg)):\n",
        "    for j in range(len(botperf)):\n",
        "      # Constant variables except net pay and Sg\n",
        "      N = predict(model, formation=3, temp=150, netpay=netpay, oilsat=0, \n",
        "                  gassat=0.8, sg=sg[i], co2=0.03, n2=0.004, oilapi=30, \n",
        "                  tvd=8000, lateral=2000, topperf=6000, botperf=botperf[j])[0]\n",
        "      N_matrix[i][j] = N  \n",
        "    \n",
        "  plt.imshow(N_matrix, origin='lower', aspect='auto', cmap='tab10',\n",
        "             extent=(min(sg), max(sg), min(botperf), max(botperf)))\n",
        "  plt.xlabel('Gas Specific Gravity')\n",
        "  plt.ylabel('Bottom Perforation')\n",
        "  plt.title('Clusters per Stage', pad=10)    \n",
        "  plt.colorbar()"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 381
        },
        "id": "f9Y-AgcpMujj",
        "outputId": "0a244094-ca2e-422e-f349-4fa508fd51cb"
      },
      "source": [
        "# Range of Sg and bottom perf values\n",
        "sg = np.linspace(0.5, 1, 10)\n",
        "botperf = np.linspace(7000, 17000, 10)\n",
        "\n",
        "# Plot decision space\n",
        "plt.figure(figsize=(6,5))\n",
        "plot_space(dt, 130, sg, botperf)\n",
        "plt.show()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}