overview.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><font size=\"4\"><span style=\"color:blue\">Demonstration 1: general presentation with some quantities and statistics</span></font></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a general presentation of the 3W dataset, to the best of its authors' knowledge, the first realistic and public dataset with rare undesirable real events in oil wells that can be readily used as a benchmark dataset for development of machine learning techniques related to inherent difficulties of actual data.\n",
    "\n",
    "For more information about the theory behind this dataset, refer to the paper **A Realistic and Public Dataset with Rare Undesirable Real Events in Oil Wells** published in the **Journal of Petroleum Science and Engineering**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook presents the 3W dataset in a general way. For this, some tables, graphs, and statistics are presented."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Imports and Configurations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "variables": {
     "import datetime;import locale;locale.setlocale(locale.LC_ALL, 'portuguese_brazil');datetime.date.today().strftime('%d de %B de %Y')": "05 de agosto de 2018"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.colors as mcolors\n",
    "from matplotlib.patches import Patch\n",
    "from pathlib import Path\n",
    "from multiprocessing.dummy import Pool as ThreadPool\n",
    "from collections import defaultdict\n",
    "from natsort import natsorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "variables": {
     "import datetime;import locale;locale.setlocale(locale.LC_ALL, 'portuguese_brazil');datetime.date.today().strftime('%d de %B de %Y')": "05 de agosto de 2018"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = Path('..', 'data')\n",
    "events_names = {0: 'Normal',\n",
    "                1: 'Abrupt Increase of BSW',\n",
    "                2: 'Spurious Closure of DHSV',\n",
    "                3: 'Severe Slugging',\n",
    "                4: 'Flow Instability',\n",
    "                5: 'Rapid Productivity Loss',\n",
    "                6: 'Quick Restriction in PCK',\n",
    "                7: 'Scaling in PCK',\n",
    "                8: 'Hydrate in Production Line'\n",
    "               }\n",
    "columns = ['P-PDG',\n",
    "           'P-TPT',\n",
    "           'T-TPT',\n",
    "           'P-MON-CKP',\n",
    "           'T-JUS-CKP',\n",
    "           'P-JUS-CKGL',\n",
    "           'T-JUS-CKGL',\n",
    "           'QGL',\n",
    "           'class']\n",
    "rare_threshold = 0.01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Quantities of Instances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following table shows the quantities of instances that compose the 3W dataset, by type of event and by knowledge source: real, simulated and hand-drawn instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def class_and_file_generator(data_path, real=False, simulated=False, drawn=False):\n",
    "    for class_path in data_path.iterdir():\n",
    "        if class_path.is_dir():\n",
    "            class_code = int(class_path.stem)\n",
    "            for instance_path in class_path.iterdir():\n",
    "                if (instance_path.suffix == '.csv'):\n",
    "                    if (simulated and instance_path.stem.startswith('SIMULATED')) or \\\n",
    "                       (drawn and instance_path.stem.startswith('DRAWN')) or \\\n",
    "                       (real and (not instance_path.stem.startswith('SIMULATED')) and \\\n",
    "                       (not instance_path.stem.startswith('DRAWN'))):\n",
    "                        yield class_code, instance_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "real_instances = list(class_and_file_generator(data_path, real=True, simulated=False, drawn=False))\n",
    "simulated_instances = list(class_and_file_generator(data_path, real=False, simulated=True, drawn=False))\n",
    "drawn_instances = list(class_and_file_generator(data_path, real=False, simulated=False, drawn=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>SOURCE</th>\n",
       "      <th>REAL</th>\n",
       "      <th>SIMULATED</th>\n",
       "      <th>DRAWN</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TYPE OF EVENT</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0 - Normal</th>\n",
       "      <td>597</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 - Abrupt Increase of BSW</th>\n",
       "      <td>5</td>\n",
       "      <td>114</td>\n",
       "      <td>10</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 - Spurious Closure of DHSV</th>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 - Severe Slugging</th>\n",
       "      <td>32</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 - Flow Instability</th>\n",
       "      <td>344</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 - Rapid Productivity Loss</th>\n",
       "      <td>12</td>\n",
       "      <td>439</td>\n",
       "      <td>0</td>\n",
       "      <td>451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 - Quick Restriction in PCK</th>\n",
       "      <td>6</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 - Scaling in PCK</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 - Hydrate in Production Line</th>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOTAL</th>\n",
       "      <td>1025</td>\n",
       "      <td>939</td>\n",
       "      <td>20</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "SOURCE                          REAL  SIMULATED  DRAWN  TOTAL\n",
       "TYPE OF EVENT                                                \n",
       "0 - Normal                       597          0      0    597\n",
       "1 - Abrupt Increase of BSW         5        114     10    129\n",
       "2 - Spurious Closure of DHSV      22         16      0     38\n",
       "3 - Severe Slugging               32         74      0    106\n",
       "4 - Flow Instability             344          0      0    344\n",
       "5 - Rapid Productivity Loss       12        439      0    451\n",
       "6 - Quick Restriction in PCK       6        215      0    221\n",
       "7 - Scaling in PCK                 4          0     10     14\n",
       "8 - Hydrate in Production Line     3         81      0     84\n",
       "TOTAL                           1025        939     20   1984"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "instances_class = [{'TYPE OF EVENT': str(c) + ' - ' + events_names[c], 'SOURCE': 'REAL'} for c, p in real_instances] + \\\n",
    "                  [{'TYPE OF EVENT': str(c) + ' - ' + events_names[c], 'SOURCE': 'SIMULATED'} for c, p in simulated_instances] + \\\n",
    "                  [{'TYPE OF EVENT': str(c) + ' - ' + events_names[c], 'SOURCE': 'DRAWN'} for c, p in drawn_instances]\n",
    "df_class = pd.DataFrame(instances_class)\n",
    "df_class_count = df_class.groupby(['TYPE OF EVENT', 'SOURCE']).size().reset_index().pivot('SOURCE', 'TYPE OF EVENT', 0).fillna(0).astype(int).T\n",
    "df_class_count = df_class_count.loc[natsorted(df_class_count.index.values)]\n",
    "df_class_count = df_class_count[['REAL', 'SIMULATED', 'DRAWN']]\n",
    "df_class_count['TOTAL'] = df_class_count.sum(axis=1)\n",
    "df_class_count.loc['TOTAL'] = df_class_count.sum(axis=0)\n",
    "df_class_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Rare Undesirable Events"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When considering only **real instances** and threshold of 1%, the following types of events are rare."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>SOURCE</th>\n",
       "      <th>REAL</th>\n",
       "      <th>SIMULATED</th>\n",
       "      <th>DRAWN</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TYPE OF EVENT</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1 - Abrupt Increase of BSW</th>\n",
       "      <td>5</td>\n",
       "      <td>114</td>\n",
       "      <td>10</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 - Quick Restriction in PCK</th>\n",
       "      <td>6</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 - Scaling in PCK</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 - Hydrate in Production Line</th>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "SOURCE                          REAL  SIMULATED  DRAWN  TOTAL\n",
       "TYPE OF EVENT                                                \n",
       "1 - Abrupt Increase of BSW         5        114     10    129\n",
       "6 - Quick Restriction in PCK       6        215      0    221\n",
       "7 - Scaling in PCK                 4          0     10     14\n",
       "8 - Hydrate in Production Line     3         81      0     84"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th = rare_threshold*df_class_count['REAL'][-1]\n",
    "df_class_count.loc[df_class_count['REAL'] < th]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If **simulated instances** are also considered, the types of rare events become the ones listed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>SOURCE</th>\n",
       "      <th>REAL</th>\n",
       "      <th>SIMULATED</th>\n",
       "      <th>DRAWN</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TYPE OF EVENT</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7 - Scaling in PCK</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "SOURCE              REAL  SIMULATED  DRAWN  TOTAL\n",
       "TYPE OF EVENT                                    \n",
       "7 - Scaling in PCK     4          0     10     14"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th = rare_threshold*(df_class_count['REAL'][-1]+df_class_count['SIMULATED'][-1])\n",
    "df_class_count.loc[df_class_count['REAL']+df_class_count['SIMULATED'] < th]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After also considering the **hand-drawn instances**, we get the final list with rare types of events."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>SOURCE</th>\n",
       "      <th>REAL</th>\n",
       "      <th>SIMULATED</th>\n",
       "      <th>DRAWN</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TYPE OF EVENT</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7 - Scaling in PCK</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "SOURCE              REAL  SIMULATED  DRAWN  TOTAL\n",
       "TYPE OF EVENT                                    \n",
       "7 - Scaling in PCK     4          0     10     14"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th = rare_threshold*(df_class_count['REAL'][-1]+df_class_count['SIMULATED'][-1]+df_class_count['DRAWN'][-1])\n",
    "df_class_count.loc[df_class_count['REAL']+df_class_count['SIMULATED']+df_class_count['DRAWN'] < th]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Scatter Map of Real Instances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A scatter map with all the **real instances** is shown below. The oldest one occurred in the middle of 2012 and the most recent one in the middle of 2018. In addition to the total number of considered wells, this map provides an overview of the occurrences distributions of each undesirable event over time and between wells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_instance(instances):\n",
    "    class_code, instance_path = instances\n",
    "    try:\n",
    "        well, instance_id = instance_path.stem.split('_')\n",
    "        df = pd.read_csv(instance_path, index_col='timestamp', parse_dates=['timestamp'])\n",
    "        assert (df.columns == columns).all(), \"invalid columns in the file {}: {}\".format(str(instance_path), str(df.columns.tolist()))\n",
    "        df['class_code'] = class_code\n",
    "        df['well'] = well\n",
    "        df['instance_id'] = instance_id\n",
    "        df = df[['class_code', 'well', 'instance_id'] + columns]\n",
    "        return df\n",
    "    except Exception as e:\n",
    "        raise Exception('error reading file {}: {}'.format(instance_path, e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_instances(instances):\n",
    "    pool = ThreadPool()\n",
    "    all_df = []\n",
    "    try:\n",
    "        for df in pool.imap_unordered(load_instance, instances):\n",
    "            all_df.append(df)\n",
    "    finally:\n",
    "        pool.terminate()\n",
    "    df_all = pd.concat(all_df)\n",
    "    del all_df\n",
    "    return df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_real = load_instances(real_instances)\n",
    "df_time = df_real.reset_index().groupby(['well', 'instance_id', 'class_code'])['timestamp'].agg(['min', 'max'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "well_times = defaultdict(list)\n",
    "well_classes = defaultdict(list)\n",
    "for (well, instance_id, class_code), (tmin, tmax) in df_time.iterrows():\n",
    "    well_times[well].append((tmin.toordinal(), (tmax.toordinal() - tmin.toordinal())))\n",
    "    well_classes[well].append(int(class_code))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "wells = df_real['well'].unique()\n",
    "well_code = {w:i for i, w in enumerate(sorted(wells))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "<Figure size 648x288 with 1 Axes>"
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   ],
   "source": [
    "cmap = plt.get_cmap('Paired')\n",
    "my_colors = [cmap(i) for i in [3, 0, 5, 8, 11, 2, 1, 4, 9, 7, 6, 10]]\n",
    "my_cmap = mcolors.ListedColormap(my_colors, name='my_cmap')\n",
    "plt.register_cmap(name='my_cmap', cmap=my_cmap)\n",
    "cmap = plt.get_cmap('my_cmap')\n",
    "height = 5\n",
    "border = 2\n",
    "first_year = np.min(df_time['min']).year\n",
    "last_year = np.max(df_time['max']).year\n",
    "plt.rcParams['axes.labelsize'] = 9\n",
    "plt.rcParams['font.size'] = 9\n",
    "plt.rcParams['legend.fontsize'] = 9\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "yticks = []\n",
    "yticks_labels = []\n",
    "for well in well_times.keys():\n",
    "    times = well_times[well]\n",
    "    class_names = well_classes[well]    \n",
    "    class_colors = list(map(cmap, class_names))\n",
    "    well_id = well_code[well]\n",
    "    yticks.append(well_id * height + height/2 - border/2)\n",
    "    yticks_labels.append(well)\n",
    "    ax.broken_barh(times, (well_id * height, height - border), facecolors=class_colors, edgecolors=class_colors)\n",
    "ax.grid(True)\n",
    "ax.set_axisbelow(True)\n",
    "ax.set_yticks(yticks)\n",
    "ax.set_yticklabels(yticks_labels)\n",
    "ax.xaxis.set_major_locator(mdates.YearLocator())\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n",
    "ax.set_xlim(pd.datetime(first_year, 1, 1).toordinal(), pd.datetime(last_year, 12, 31).toordinal())\n",
    "legend_colors = [Patch(facecolor=cmap(i), label=str(i) + ' - ' + events_name) for i, events_name in events_names.items()]\n",
    "ax.legend(frameon=False, handles=legend_colors, loc='upper center', bbox_to_anchor=(0.5, 1.22), ncol=3);\n",
    "#fig.savefig('figure.pdf', dpi=500, bbox_inches='tight')"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Some Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main 3W dataset's fundamental aspects related to inherent difficulties of actual data are presented next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_stats_instance(instances):\n",
    "    _, instance_path = instances\n",
    "    n_vars_missing = 0\n",
    "    n_vars_frozen = 0\n",
    "    try:    \n",
    "        df = pd.read_csv(instance_path, index_col='timestamp', parse_dates=['timestamp'])\n",
    "        vars = df.columns[:-1]\n",
    "        n_vars = len(vars)\n",
    "        for var in vars:\n",
    "            if df[var].isnull().all(): \n",
    "                n_vars_missing += 1\n",
    "            u_values = df[var].unique()\n",
    "            if len(u_values) == 1 and not np.isnan(u_values):\n",
    "                n_vars_frozen += 1\n",
    "        n_obs = len(df)\n",
    "        n_obs_unlabeled = df['class'].isnull().sum()\n",
    "        return pd.DataFrame({'n_vars':[n_vars], \n",
    "                             'n_vars_missing':[n_vars_missing],\n",
    "                             'n_vars_frozen':[n_vars_frozen],\n",
    "                             'n_obs':[n_obs],\n",
    "                             'n_obs_unlabeled':[n_obs_unlabeled]\n",
    "                            })\n",
    "    except Exception as e:\n",
    "        raise Exception('error reading file {}: {}'.format(instance_path, e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_stats_instances(instances):\n",
    "    pool = ThreadPool()\n",
    "    all_stats = []\n",
    "    try:\n",
    "        for stats in pool.imap_unordered(calc_stats_instance, instances):\n",
    "            all_stats.append(stats)\n",
    "    finally:\n",
    "        pool.terminate()\n",
    "    df_all_stats = pd.concat(all_stats)\n",
    "    del all_stats\n",
    "    return df_all_stats.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "global_stats = calc_stats_instances(real_instances+simulated_instances+drawn_instances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "missing variables: 4947 of 15872 (31.17%)\n",
      "frozen variables: 1535 of 15872 (9.67%)\n",
      "unlabeled observations: 5130 of 50913215 (0.01%)\n"
     ]
    }
   ],
   "source": [
    "print('missing variables: {} of {} ({:.2f}%)'.format(global_stats['n_vars_missing'], global_stats['n_vars'], 100*global_stats['n_vars_missing']/global_stats['n_vars']))\n",
    "print('frozen variables: {} of {} ({:.2f}%)'.format(global_stats['n_vars_frozen'], global_stats['n_vars'], 100*global_stats['n_vars_frozen']/global_stats['n_vars']))\n",
    "print('unlabeled observations: {} of {} ({:.2f}%)'.format(global_stats['n_obs_unlabeled'], global_stats['n_obs'], 100*global_stats['n_obs_unlabeled']/global_stats['n_obs']))"
   ]
  }
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