08 - Identifying Missing Data with Missingno.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Identifying Missing Data Using the Missingno Python Library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install Missingno if not already installed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: missingno in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (0.4.2)\n",
      "Requirement already satisfied: numpy in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from missingno) (1.19.2)\n",
      "Requirement already satisfied: matplotlib in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from missingno) (3.4.2)\n",
      "Requirement already satisfied: seaborn in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from missingno) (0.11.0)\n",
      "Requirement already satisfied: scipy in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from missingno) (1.5.2)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->missingno) (0.10.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->missingno) (2.4.7)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->missingno) (1.3.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->missingno) (8.0.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->missingno) (2.8.1)\n",
      "Requirement already satisfied: pandas>=0.23 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from seaborn->missingno) (1.1.3)\n",
      "Requirement already satisfied: six in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib->missingno) (1.15.0)\n",
      "Requirement already satisfied: pytz>=2017.2 in /Users/andy/opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23->seaborn->missingno) (2020.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install missingno"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries and Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import missingno as msno\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Data/xeek_subset2.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring Nulls with Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DEPTH_MD</th>\n",
       "      <th>X_LOC</th>\n",
       "      <th>Y_LOC</th>\n",
       "      <th>Z_LOC</th>\n",
       "      <th>CALI</th>\n",
       "      <th>RSHA</th>\n",
       "      <th>RMED</th>\n",
       "      <th>RDEP</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>GR</th>\n",
       "      <th>...</th>\n",
       "      <th>PEF</th>\n",
       "      <th>DTC</th>\n",
       "      <th>SP</th>\n",
       "      <th>DTS</th>\n",
       "      <th>DCAL</th>\n",
       "      <th>DRHO</th>\n",
       "      <th>ROPA</th>\n",
       "      <th>RXO</th>\n",
       "      <th>LITHOFACIES</th>\n",
       "      <th>LITH_CONF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>133198.000000</td>\n",
       "      <td>125805.000000</td>\n",
       "      <td>1.258050e+05</td>\n",
       "      <td>125805.000000</td>\n",
       "      <td>133006.000000</td>\n",
       "      <td>62039.000000</td>\n",
       "      <td>125556.000000</td>\n",
       "      <td>125805.000000</td>\n",
       "      <td>108053.000000</td>\n",
       "      <td>133198.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>100840.000000</td>\n",
       "      <td>132635.000000</td>\n",
       "      <td>93680.000000</td>\n",
       "      <td>12184.000000</td>\n",
       "      <td>56200.000000</td>\n",
       "      <td>105539.000000</td>\n",
       "      <td>13473.000000</td>\n",
       "      <td>38946.000000</td>\n",
       "      <td>133198.000000</td>\n",
       "      <td>133183.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1792.944663</td>\n",
       "      <td>451235.640862</td>\n",
       "      <td>6.471392e+06</td>\n",
       "      <td>-1719.214522</td>\n",
       "      <td>13.199399</td>\n",
       "      <td>10.561825</td>\n",
       "      <td>1.708851</td>\n",
       "      <td>1.743774</td>\n",
       "      <td>2.199556</td>\n",
       "      <td>69.553872</td>\n",
       "      <td>...</td>\n",
       "      <td>4.511845</td>\n",
       "      <td>122.700286</td>\n",
       "      <td>91.608922</td>\n",
       "      <td>176.583712</td>\n",
       "      <td>0.972165</td>\n",
       "      <td>0.009307</td>\n",
       "      <td>25.253839</td>\n",
       "      <td>-112.944168</td>\n",
       "      <td>63261.582892</td>\n",
       "      <td>1.235796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>739.441515</td>\n",
       "      <td>15299.395264</td>\n",
       "      <td>3.094449e+04</td>\n",
       "      <td>740.536678</td>\n",
       "      <td>3.561386</td>\n",
       "      <td>116.359983</td>\n",
       "      <td>9.127200</td>\n",
       "      <td>13.233330</td>\n",
       "      <td>0.236902</td>\n",
       "      <td>39.328728</td>\n",
       "      <td>...</td>\n",
       "      <td>5.092807</td>\n",
       "      <td>34.234879</td>\n",
       "      <td>98.781404</td>\n",
       "      <td>44.358622</td>\n",
       "      <td>43.000304</td>\n",
       "      <td>0.067312</td>\n",
       "      <td>14.319902</td>\n",
       "      <td>333.547482</td>\n",
       "      <td>13623.352961</td>\n",
       "      <td>0.480781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>415.261599</td>\n",
       "      <td>436790.843800</td>\n",
       "      <td>6.429286e+06</td>\n",
       "      <td>-3246.156250</td>\n",
       "      <td>5.946157</td>\n",
       "      <td>0.130193</td>\n",
       "      <td>-0.008419</td>\n",
       "      <td>0.123068</td>\n",
       "      <td>1.366913</td>\n",
       "      <td>0.109284</td>\n",
       "      <td>...</td>\n",
       "      <td>1.010027</td>\n",
       "      <td>7.415132</td>\n",
       "      <td>-2.199269</td>\n",
       "      <td>93.068260</td>\n",
       "      <td>-12.215459</td>\n",
       "      <td>-1.795894</td>\n",
       "      <td>0.556113</td>\n",
       "      <td>-999.900024</td>\n",
       "      <td>30000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1182.822400</td>\n",
       "      <td>437640.781300</td>\n",
       "      <td>6.453743e+06</td>\n",
       "      <td>-2334.161865</td>\n",
       "      <td>11.381848</td>\n",
       "      <td>0.759227</td>\n",
       "      <td>0.779763</td>\n",
       "      <td>0.777323</td>\n",
       "      <td>2.029237</td>\n",
       "      <td>43.244637</td>\n",
       "      <td>...</td>\n",
       "      <td>2.857540</td>\n",
       "      <td>87.899776</td>\n",
       "      <td>48.808243</td>\n",
       "      <td>149.754013</td>\n",
       "      <td>0.007800</td>\n",
       "      <td>-0.007736</td>\n",
       "      <td>14.260232</td>\n",
       "      <td>0.537328</td>\n",
       "      <td>65000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1747.524496</td>\n",
       "      <td>444152.093800</td>\n",
       "      <td>6.463019e+06</td>\n",
       "      <td>-1626.893433</td>\n",
       "      <td>12.698571</td>\n",
       "      <td>0.997515</td>\n",
       "      <td>1.095681</td>\n",
       "      <td>1.130621</td>\n",
       "      <td>2.162121</td>\n",
       "      <td>66.266132</td>\n",
       "      <td>...</td>\n",
       "      <td>3.780121</td>\n",
       "      <td>135.968094</td>\n",
       "      <td>70.282761</td>\n",
       "      <td>162.537949</td>\n",
       "      <td>0.415419</td>\n",
       "      <td>0.003215</td>\n",
       "      <td>24.598738</td>\n",
       "      <td>0.879455</td>\n",
       "      <td>65000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2413.874901</td>\n",
       "      <td>460442.093800</td>\n",
       "      <td>6.478963e+06</td>\n",
       "      <td>-1119.113525</td>\n",
       "      <td>14.944049</td>\n",
       "      <td>1.450392</td>\n",
       "      <td>1.535653</td>\n",
       "      <td>1.644573</td>\n",
       "      <td>2.404375</td>\n",
       "      <td>93.808681</td>\n",
       "      <td>...</td>\n",
       "      <td>5.098502</td>\n",
       "      <td>147.388626</td>\n",
       "      <td>92.173889</td>\n",
       "      <td>190.082294</td>\n",
       "      <td>1.118416</td>\n",
       "      <td>0.022928</td>\n",
       "      <td>33.749100</td>\n",
       "      <td>1.519061</td>\n",
       "      <td>65030.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3272.024000</td>\n",
       "      <td>476770.156300</td>\n",
       "      <td>6.539631e+06</td>\n",
       "      <td>-375.251495</td>\n",
       "      <td>25.717396</td>\n",
       "      <td>2193.904541</td>\n",
       "      <td>1796.209106</td>\n",
       "      <td>1856.935059</td>\n",
       "      <td>3.115611</td>\n",
       "      <td>804.298950</td>\n",
       "      <td>...</td>\n",
       "      <td>365.575592</td>\n",
       "      <td>230.432953</td>\n",
       "      <td>526.547302</td>\n",
       "      <td>377.327789</td>\n",
       "      <td>10006.789060</td>\n",
       "      <td>0.433157</td>\n",
       "      <td>86.378632</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>99000.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            DEPTH_MD          X_LOC         Y_LOC          Z_LOC  \\\n",
       "count  133198.000000  125805.000000  1.258050e+05  125805.000000   \n",
       "mean     1792.944663  451235.640862  6.471392e+06   -1719.214522   \n",
       "std       739.441515   15299.395264  3.094449e+04     740.536678   \n",
       "min       415.261599  436790.843800  6.429286e+06   -3246.156250   \n",
       "25%      1182.822400  437640.781300  6.453743e+06   -2334.161865   \n",
       "50%      1747.524496  444152.093800  6.463019e+06   -1626.893433   \n",
       "75%      2413.874901  460442.093800  6.478963e+06   -1119.113525   \n",
       "max      3272.024000  476770.156300  6.539631e+06    -375.251495   \n",
       "\n",
       "                CALI          RSHA           RMED           RDEP  \\\n",
       "count  133006.000000  62039.000000  125556.000000  125805.000000   \n",
       "mean       13.199399     10.561825       1.708851       1.743774   \n",
       "std         3.561386    116.359983       9.127200      13.233330   \n",
       "min         5.946157      0.130193      -0.008419       0.123068   \n",
       "25%        11.381848      0.759227       0.779763       0.777323   \n",
       "50%        12.698571      0.997515       1.095681       1.130621   \n",
       "75%        14.944049      1.450392       1.535653       1.644573   \n",
       "max        25.717396   2193.904541    1796.209106    1856.935059   \n",
       "\n",
       "                RHOB             GR  ...            PEF            DTC  \\\n",
       "count  108053.000000  133198.000000  ...  100840.000000  132635.000000   \n",
       "mean        2.199556      69.553872  ...       4.511845     122.700286   \n",
       "std         0.236902      39.328728  ...       5.092807      34.234879   \n",
       "min         1.366913       0.109284  ...       1.010027       7.415132   \n",
       "25%         2.029237      43.244637  ...       2.857540      87.899776   \n",
       "50%         2.162121      66.266132  ...       3.780121     135.968094   \n",
       "75%         2.404375      93.808681  ...       5.098502     147.388626   \n",
       "max         3.115611     804.298950  ...     365.575592     230.432953   \n",
       "\n",
       "                 SP           DTS          DCAL           DRHO          ROPA  \\\n",
       "count  93680.000000  12184.000000  56200.000000  105539.000000  13473.000000   \n",
       "mean      91.608922    176.583712      0.972165       0.009307     25.253839   \n",
       "std       98.781404     44.358622     43.000304       0.067312     14.319902   \n",
       "min       -2.199269     93.068260    -12.215459      -1.795894      0.556113   \n",
       "25%       48.808243    149.754013      0.007800      -0.007736     14.260232   \n",
       "50%       70.282761    162.537949      0.415419       0.003215     24.598738   \n",
       "75%       92.173889    190.082294      1.118416       0.022928     33.749100   \n",
       "max      526.547302    377.327789  10006.789060       0.433157     86.378632   \n",
       "\n",
       "                RXO    LITHOFACIES      LITH_CONF  \n",
       "count  38946.000000  133198.000000  133183.000000  \n",
       "mean    -112.944168   63261.582892       1.235796  \n",
       "std      333.547482   13623.352961       0.480781  \n",
       "min     -999.900024   30000.000000       1.000000  \n",
       "25%        0.537328   65000.000000       1.000000  \n",
       "50%        0.879455   65000.000000       1.000000  \n",
       "75%        1.519061   65030.000000       1.000000  \n",
       "max     2000.000000   99000.000000       3.000000  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#View summary statistics of the data\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 133198 entries, 0 to 133197\n",
      "Data columns (total 25 columns):\n",
      " #   Column       Non-Null Count   Dtype  \n",
      "---  ------       --------------   -----  \n",
      " 0   WELL         133198 non-null  object \n",
      " 1   DEPTH_MD     133198 non-null  float64\n",
      " 2   X_LOC        125805 non-null  float64\n",
      " 3   Y_LOC        125805 non-null  float64\n",
      " 4   Z_LOC        125805 non-null  float64\n",
      " 5   GROUP        133198 non-null  object \n",
      " 6   FORMATION    111632 non-null  object \n",
      " 7   CALI         133006 non-null  float64\n",
      " 8   RSHA         62039 non-null   float64\n",
      " 9   RMED         125556 non-null  float64\n",
      " 10  RDEP         125805 non-null  float64\n",
      " 11  RHOB         108053 non-null  float64\n",
      " 12  GR           133198 non-null  float64\n",
      " 13  SGR          17350 non-null   float64\n",
      " 14  NPHI         91725 non-null   float64\n",
      " 15  PEF          100840 non-null  float64\n",
      " 16  DTC          132635 non-null  float64\n",
      " 17  SP           93680 non-null   float64\n",
      " 18  DTS          12184 non-null   float64\n",
      " 19  DCAL         56200 non-null   float64\n",
      " 20  DRHO         105539 non-null  float64\n",
      " 21  ROPA         13473 non-null   float64\n",
      " 22  RXO          38946 non-null   float64\n",
      " 23  LITHOFACIES  133198 non-null  int64  \n",
      " 24  LITH_CONF    133183 non-null  float64\n",
      "dtypes: float64(21), int64(1), object(3)\n",
      "memory usage: 25.4+ MB\n"
     ]
    }
   ],
   "source": [
    "#View information about the data including non-null counts\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WELL                0\n",
       "DEPTH_MD            0\n",
       "X_LOC            7393\n",
       "Y_LOC            7393\n",
       "Z_LOC            7393\n",
       "GROUP               0\n",
       "FORMATION       21566\n",
       "CALI              192\n",
       "RSHA            71159\n",
       "RMED             7642\n",
       "RDEP             7393\n",
       "RHOB            25145\n",
       "GR                  0\n",
       "SGR            115848\n",
       "NPHI            41473\n",
       "PEF             32358\n",
       "DTC               563\n",
       "SP              39518\n",
       "DTS            121014\n",
       "DCAL            76998\n",
       "DRHO            27659\n",
       "ROPA           119725\n",
       "RXO             94252\n",
       "LITHOFACIES         0\n",
       "LITH_CONF          15\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Summary of the number of nulls\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Missingno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar Chart\n",
    "msno.bar(df)\n",
    "plt.savefig('bar.png', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Matrix Chart\n",
    "msno.matrix(df)\n",
    "plt.savefig('matrix.png', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heatmap\n",
    "msno.heatmap(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Dendrogram\n",
    "msno.dendrogram(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
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