diff --git a/overviews/_baseline/main.ipynb b/overviews/_baseline/main.ipynb
index 4255230b..d981de7e 100644
--- a/overviews/_baseline/main.ipynb
+++ b/overviews/_baseline/main.ipynb
@@ -27,7 +27,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This Jupyter Notebook presents the 3W Dataset in a general way. For this, some tables, graphs, and statistics are presented."
+    "This Jupyter Notebook presents the 3W Dataset 2.0.0 in a general way. For this, some tables, graphs, and statistics are presented."
    ]
   },
   {
@@ -96,15 +96,24 @@
        "      <th>label</th>\n",
        "      <th>well</th>\n",
        "      <th>id</th>\n",
-       "      <th>P-PDG</th>\n",
+       "      <th>ABER-CKGL</th>\n",
+       "      <th>ABER-CKP</th>\n",
+       "      <th>ESTADO-DHSV</th>\n",
+       "      <th>ESTADO-M1</th>\n",
+       "      <th>ESTADO-M2</th>\n",
+       "      <th>ESTADO-PXO</th>\n",
+       "      <th>ESTADO-SDV-GL</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PT-P</th>\n",
        "      <th>P-TPT</th>\n",
-       "      <th>T-TPT</th>\n",
-       "      <th>P-MON-CKP</th>\n",
-       "      <th>T-JUS-CKP</th>\n",
-       "      <th>P-JUS-CKGL</th>\n",
-       "      <th>T-JUS-CKGL</th>\n",
+       "      <th>QBS</th>\n",
        "      <th>QGL</th>\n",
+       "      <th>T-JUS-CKP</th>\n",
+       "      <th>T-MON-CKP</th>\n",
+       "      <th>T-PDG</th>\n",
+       "      <th>T-TPT</th>\n",
        "      <th>class</th>\n",
+       "      <th>state</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>timestamp</th>\n",
@@ -120,83 +129,137 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2017-02-01 02:02:07</th>\n",
+       "      <th>2017-02-01 01:02:07</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10092110.0</td>\n",
-       "      <td>119.0944</td>\n",
-       "      <td>1609800.0</td>\n",
-       "      <td>84.59782</td>\n",
-       "      <td>1564147.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10074540.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>84.64463</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>119.0781</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2017-02-01 02:02:08</th>\n",
+       "      <th>2017-02-01 01:02:08</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10074540.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10092000.0</td>\n",
-       "      <td>119.0944</td>\n",
-       "      <td>1618206.0</td>\n",
-       "      <td>84.58997</td>\n",
-       "      <td>1564148.0</td>\n",
+       "      <td>84.63828</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>119.0781</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2017-02-01 02:02:09</th>\n",
+       "      <th>2017-02-01 01:02:09</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10091890.0</td>\n",
-       "      <td>119.0944</td>\n",
-       "      <td>1626612.0</td>\n",
-       "      <td>84.58213</td>\n",
-       "      <td>1564148.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10074540.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>84.63194</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>119.0781</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2017-02-01 02:02:10</th>\n",
+       "      <th>2017-02-01 01:02:10</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10091780.0</td>\n",
-       "      <td>119.0944</td>\n",
-       "      <td>1635018.0</td>\n",
-       "      <td>84.57429</td>\n",
-       "      <td>1564148.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10074540.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>84.62558</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>119.0781</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2017-02-01 02:02:11</th>\n",
+       "      <th>2017-02-01 01:02:11</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10074540.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10091670.0</td>\n",
-       "      <td>119.0944</td>\n",
-       "      <td>1643424.0</td>\n",
-       "      <td>84.56644</td>\n",
-       "      <td>1564148.0</td>\n",
+       "      <td>84.61923</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>119.0781</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -212,131 +275,199 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-02-01 06:59:56</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>10014690.0</td>\n",
-       "      <td>119.0453</td>\n",
-       "      <td>1504822.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>83.44021</td>\n",
-       "      <td>1567749.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>119.0453</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-02-01 06:59:57</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>10014690.0</td>\n",
-       "      <td>119.0452</td>\n",
-       "      <td>1510422.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>83.45413</td>\n",
-       "      <td>1567749.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>119.0452</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-02-01 06:59:58</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>10014690.0</td>\n",
-       "      <td>119.0451</td>\n",
-       "      <td>1516023.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>83.46806</td>\n",
-       "      <td>1567750.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>119.0451</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-02-01 06:59:59</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>10014690.0</td>\n",
-       "      <td>119.0450</td>\n",
-       "      <td>1521623.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>83.48199</td>\n",
-       "      <td>1567750.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>119.0450</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-02-01 07:00:00</th>\n",
        "      <td>0</td>\n",
        "      <td>WELL-00001</td>\n",
-       "      <td>20170201020207</td>\n",
+       "      <td>20170201010207</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>10014690.0</td>\n",
-       "      <td>119.0449</td>\n",
-       "      <td>1527223.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>83.49591</td>\n",
-       "      <td>1567750.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>119.0449</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>17874 rows × 12 columns</p>\n",
+       "<p>21474 rows × 32 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                     label        well              id  P-PDG       P-TPT  \\\n",
-       "timestamp                                                                   \n",
-       "2017-02-01 02:02:07      0  WELL-00001  20170201020207    0.0  10092110.0   \n",
-       "2017-02-01 02:02:08      0  WELL-00001  20170201020207    0.0  10092000.0   \n",
-       "2017-02-01 02:02:09      0  WELL-00001  20170201020207    0.0  10091890.0   \n",
-       "2017-02-01 02:02:10      0  WELL-00001  20170201020207    0.0  10091780.0   \n",
-       "2017-02-01 02:02:11      0  WELL-00001  20170201020207    0.0  10091670.0   \n",
-       "...                    ...         ...             ...    ...         ...   \n",
-       "2017-02-01 06:59:56      0  WELL-00001  20170201020207    0.0  10014690.0   \n",
-       "2017-02-01 06:59:57      0  WELL-00001  20170201020207    0.0  10014690.0   \n",
-       "2017-02-01 06:59:58      0  WELL-00001  20170201020207    0.0  10014690.0   \n",
-       "2017-02-01 06:59:59      0  WELL-00001  20170201020207    0.0  10014690.0   \n",
-       "2017-02-01 07:00:00      0  WELL-00001  20170201020207    0.0  10014690.0   \n",
-       "\n",
-       "                        T-TPT  P-MON-CKP  T-JUS-CKP  P-JUS-CKGL  T-JUS-CKGL  \\\n",
+       "                     label        well              id  ABER-CKGL  ABER-CKP  \\\n",
        "timestamp                                                                     \n",
-       "2017-02-01 02:02:07  119.0944  1609800.0   84.59782   1564147.0         NaN   \n",
-       "2017-02-01 02:02:08  119.0944  1618206.0   84.58997   1564148.0         NaN   \n",
-       "2017-02-01 02:02:09  119.0944  1626612.0   84.58213   1564148.0         NaN   \n",
-       "2017-02-01 02:02:10  119.0944  1635018.0   84.57429   1564148.0         NaN   \n",
-       "2017-02-01 02:02:11  119.0944  1643424.0   84.56644   1564148.0         NaN   \n",
-       "...                       ...        ...        ...         ...         ...   \n",
-       "2017-02-01 06:59:56  119.0453  1504822.0   83.44021   1567749.0         NaN   \n",
-       "2017-02-01 06:59:57  119.0452  1510422.0   83.45413   1567749.0         NaN   \n",
-       "2017-02-01 06:59:58  119.0451  1516023.0   83.46806   1567750.0         NaN   \n",
-       "2017-02-01 06:59:59  119.0450  1521623.0   83.48199   1567750.0         NaN   \n",
-       "2017-02-01 07:00:00  119.0449  1527223.0   83.49591   1567750.0         NaN   \n",
+       "2017-02-01 01:02:07      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 01:02:08      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 01:02:09      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 01:02:10      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 01:02:11      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "...                    ...         ...             ...        ...       ...   \n",
+       "2017-02-01 06:59:56      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 06:59:57      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 06:59:58      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 06:59:59      0  WELL-00001  20170201010207        NaN       NaN   \n",
+       "2017-02-01 07:00:00      0  WELL-00001  20170201010207        NaN       NaN   \n",
        "\n",
-       "                     QGL  class  \n",
-       "timestamp                        \n",
-       "2017-02-01 02:02:07  0.0      0  \n",
-       "2017-02-01 02:02:08  0.0      0  \n",
-       "2017-02-01 02:02:09  0.0      0  \n",
-       "2017-02-01 02:02:10  0.0      0  \n",
-       "2017-02-01 02:02:11  0.0      0  \n",
-       "...                  ...    ...  \n",
-       "2017-02-01 06:59:56  0.0      0  \n",
-       "2017-02-01 06:59:57  0.0      0  \n",
-       "2017-02-01 06:59:58  0.0      0  \n",
-       "2017-02-01 06:59:59  0.0      0  \n",
-       "2017-02-01 07:00:00  0.0      0  \n",
+       "                     ESTADO-DHSV  ESTADO-M1  ESTADO-M2  ESTADO-PXO  \\\n",
+       "timestamp                                                            \n",
+       "2017-02-01 01:02:07          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 01:02:08          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 01:02:09          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 01:02:10          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 01:02:11          1.0        1.0        0.0         0.0   \n",
+       "...                          ...        ...        ...         ...   \n",
+       "2017-02-01 06:59:56          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 06:59:57          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 06:59:58          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 06:59:59          1.0        1.0        0.0         0.0   \n",
+       "2017-02-01 07:00:00          1.0        1.0        0.0         0.0   \n",
        "\n",
-       "[17874 rows x 12 columns]"
+       "                     ESTADO-SDV-GL  ...  PT-P       P-TPT  QBS  QGL  \\\n",
+       "timestamp                           ...                               \n",
+       "2017-02-01 01:02:07            0.0  ...   NaN  10074540.0  NaN  0.0   \n",
+       "2017-02-01 01:02:08            0.0  ...   NaN  10074540.0  NaN  0.0   \n",
+       "2017-02-01 01:02:09            0.0  ...   NaN  10074540.0  NaN  0.0   \n",
+       "2017-02-01 01:02:10            0.0  ...   NaN  10074540.0  NaN  0.0   \n",
+       "2017-02-01 01:02:11            0.0  ...   NaN  10074540.0  NaN  0.0   \n",
+       "...                            ...  ...   ...         ...  ...  ...   \n",
+       "2017-02-01 06:59:56            0.0  ...   NaN  10014690.0  NaN  0.0   \n",
+       "2017-02-01 06:59:57            0.0  ...   NaN  10014690.0  NaN  0.0   \n",
+       "2017-02-01 06:59:58            0.0  ...   NaN  10014690.0  NaN  0.0   \n",
+       "2017-02-01 06:59:59            0.0  ...   NaN  10014690.0  NaN  0.0   \n",
+       "2017-02-01 07:00:00            0.0  ...   NaN  10014690.0  NaN  0.0   \n",
+       "\n",
+       "                     T-JUS-CKP  T-MON-CKP  T-PDG     T-TPT  class  state  \n",
+       "timestamp                                                                 \n",
+       "2017-02-01 01:02:07   84.64463        NaN    0.0  119.0781   <NA>   <NA>  \n",
+       "2017-02-01 01:02:08   84.63828        NaN    0.0  119.0781   <NA>   <NA>  \n",
+       "2017-02-01 01:02:09   84.63194        NaN    0.0  119.0781   <NA>   <NA>  \n",
+       "2017-02-01 01:02:10   84.62558        NaN    0.0  119.0781   <NA>   <NA>  \n",
+       "2017-02-01 01:02:11   84.61923        NaN    0.0  119.0781   <NA>   <NA>  \n",
+       "...                        ...        ...    ...       ...    ...    ...  \n",
+       "2017-02-01 06:59:56   83.44021        NaN    0.0  119.0453      0      0  \n",
+       "2017-02-01 06:59:57   83.45413        NaN    0.0  119.0452      0      0  \n",
+       "2017-02-01 06:59:58   83.46806        NaN    0.0  119.0451      0      0  \n",
+       "2017-02-01 06:59:59   83.48199        NaN    0.0  119.0450      0      0  \n",
+       "2017-02-01 07:00:00   83.49591        NaN    0.0  119.0449      0      0  \n",
+       "\n",
+       "[21474 rows x 32 columns]"
       ]
      },
      "execution_count": 2,
@@ -378,15 +509,24 @@
        "      <th>label</th>\n",
        "      <th>well</th>\n",
        "      <th>id</th>\n",
-       "      <th>P-PDG</th>\n",
+       "      <th>ABER-CKGL</th>\n",
+       "      <th>ABER-CKP</th>\n",
+       "      <th>ESTADO-DHSV</th>\n",
+       "      <th>ESTADO-M1</th>\n",
+       "      <th>ESTADO-M2</th>\n",
+       "      <th>ESTADO-PXO</th>\n",
+       "      <th>ESTADO-SDV-GL</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PT-P</th>\n",
        "      <th>P-TPT</th>\n",
-       "      <th>T-TPT</th>\n",
-       "      <th>P-MON-CKP</th>\n",
-       "      <th>T-JUS-CKP</th>\n",
-       "      <th>P-JUS-CKGL</th>\n",
-       "      <th>T-JUS-CKGL</th>\n",
+       "      <th>QBS</th>\n",
        "      <th>QGL</th>\n",
+       "      <th>T-JUS-CKP</th>\n",
+       "      <th>T-MON-CKP</th>\n",
+       "      <th>T-PDG</th>\n",
+       "      <th>T-TPT</th>\n",
        "      <th>class</th>\n",
+       "      <th>state</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>timestamp</th>\n",
@@ -402,6 +542,15 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -410,14 +559,23 @@
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>22520410.0</td>\n",
-       "      <td>13068630.0</td>\n",
-       "      <td>96.93275</td>\n",
-       "      <td>1049626.0</td>\n",
-       "      <td>70.33402</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.306863e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.334018</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.932750</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -425,14 +583,23 @@
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>22520430.0</td>\n",
-       "      <td>13068650.0</td>\n",
-       "      <td>96.93279</td>\n",
-       "      <td>1049626.0</td>\n",
-       "      <td>70.33425</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.306865e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.334248</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.932790</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -440,14 +607,23 @@
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>22520440.0</td>\n",
-       "      <td>13068640.0</td>\n",
-       "      <td>96.93283</td>\n",
-       "      <td>1049626.0</td>\n",
-       "      <td>70.33449</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.306864e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.334488</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.932830</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -455,14 +631,23 @@
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>22520420.0</td>\n",
-       "      <td>13068600.0</td>\n",
-       "      <td>96.93287</td>\n",
-       "      <td>1049626.0</td>\n",
-       "      <td>70.33473</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.306860e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.334728</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.932870</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -470,14 +655,23 @@
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>22520390.0</td>\n",
-       "      <td>13068560.0</td>\n",
-       "      <td>96.93290</td>\n",
-       "      <td>1049626.0</td>\n",
-       "      <td>70.33496</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.306856e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.334958</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.932900</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -494,131 +688,199 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-10-06 16:36:56</th>\n",
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>26183540.0</td>\n",
-       "      <td>16058840.0</td>\n",
-       "      <td>83.10336</td>\n",
-       "      <td>1001532.0</td>\n",
-       "      <td>39.77207</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.605884e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>39.772071</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.103355</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-10-06 16:36:57</th>\n",
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>26183660.0</td>\n",
-       "      <td>16064390.0</td>\n",
-       "      <td>83.10322</td>\n",
-       "      <td>1001218.0</td>\n",
-       "      <td>39.86603</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.606439e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>39.866035</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.103220</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-10-06 16:36:58</th>\n",
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>26189800.0</td>\n",
-       "      <td>16068110.0</td>\n",
-       "      <td>83.10273</td>\n",
-       "      <td>1000996.0</td>\n",
-       "      <td>39.97073</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.606811e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>39.970728</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.102733</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-10-06 16:36:59</th>\n",
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>26192650.0</td>\n",
-       "      <td>16074050.0</td>\n",
-       "      <td>83.10254</td>\n",
-       "      <td>1000814.0</td>\n",
-       "      <td>40.07686</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.607405e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>40.076864</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.102536</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-10-06 16:37:00</th>\n",
        "      <td>1</td>\n",
        "      <td>SIMULATED</td>\n",
        "      <td>00001</td>\n",
-       "      <td>26200610.0</td>\n",
-       "      <td>16078530.0</td>\n",
-       "      <td>83.10198</td>\n",
-       "      <td>1000723.0</td>\n",
-       "      <td>40.17478</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>45599 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     label       well     id       P-PDG       P-TPT  \\\n",
-       "timestamp                                                              \n",
-       "2018-10-06 03:57:02      1  SIMULATED  00001  22520410.0  13068630.0   \n",
-       "2018-10-06 03:57:03      1  SIMULATED  00001  22520430.0  13068650.0   \n",
-       "2018-10-06 03:57:04      1  SIMULATED  00001  22520440.0  13068640.0   \n",
-       "2018-10-06 03:57:05      1  SIMULATED  00001  22520420.0  13068600.0   \n",
-       "2018-10-06 03:57:06      1  SIMULATED  00001  22520390.0  13068560.0   \n",
-       "...                    ...        ...    ...         ...         ...   \n",
-       "2018-10-06 16:36:56      1  SIMULATED  00001  26183540.0  16058840.0   \n",
-       "2018-10-06 16:36:57      1  SIMULATED  00001  26183660.0  16064390.0   \n",
-       "2018-10-06 16:36:58      1  SIMULATED  00001  26189800.0  16068110.0   \n",
-       "2018-10-06 16:36:59      1  SIMULATED  00001  26192650.0  16074050.0   \n",
-       "2018-10-06 16:37:00      1  SIMULATED  00001  26200610.0  16078530.0   \n",
-       "\n",
-       "                        T-TPT  P-MON-CKP  T-JUS-CKP  P-JUS-CKGL  T-JUS-CKGL  \\\n",
-       "timestamp                                                                     \n",
-       "2018-10-06 03:57:02  96.93275  1049626.0   70.33402         NaN         NaN   \n",
-       "2018-10-06 03:57:03  96.93279  1049626.0   70.33425         NaN         NaN   \n",
-       "2018-10-06 03:57:04  96.93283  1049626.0   70.33449         NaN         NaN   \n",
-       "2018-10-06 03:57:05  96.93287  1049626.0   70.33473         NaN         NaN   \n",
-       "2018-10-06 03:57:06  96.93290  1049626.0   70.33496         NaN         NaN   \n",
-       "...                       ...        ...        ...         ...         ...   \n",
-       "2018-10-06 16:36:56  83.10336  1001532.0   39.77207         NaN         NaN   \n",
-       "2018-10-06 16:36:57  83.10322  1001218.0   39.86603         NaN         NaN   \n",
-       "2018-10-06 16:36:58  83.10273  1000996.0   39.97073         NaN         NaN   \n",
-       "2018-10-06 16:36:59  83.10254  1000814.0   40.07686         NaN         NaN   \n",
-       "2018-10-06 16:37:00  83.10198  1000723.0   40.17478         NaN         NaN   \n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.607853e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>40.174778</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.101983</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>45599 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     label       well     id  ABER-CKGL  ABER-CKP  \\\n",
+       "timestamp                                                           \n",
+       "2018-10-06 03:57:02      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 03:57:03      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 03:57:04      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 03:57:05      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 03:57:06      1  SIMULATED  00001        NaN       NaN   \n",
+       "...                    ...        ...    ...        ...       ...   \n",
+       "2018-10-06 16:36:56      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 16:36:57      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 16:36:58      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 16:36:59      1  SIMULATED  00001        NaN       NaN   \n",
+       "2018-10-06 16:37:00      1  SIMULATED  00001        NaN       NaN   \n",
+       "\n",
+       "                     ESTADO-DHSV  ESTADO-M1  ESTADO-M2  ESTADO-PXO  \\\n",
+       "timestamp                                                            \n",
+       "2018-10-06 03:57:02          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 03:57:03          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 03:57:04          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 03:57:05          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 03:57:06          NaN        NaN        NaN         NaN   \n",
+       "...                          ...        ...        ...         ...   \n",
+       "2018-10-06 16:36:56          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 16:36:57          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 16:36:58          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 16:36:59          NaN        NaN        NaN         NaN   \n",
+       "2018-10-06 16:37:00          NaN        NaN        NaN         NaN   \n",
        "\n",
-       "                     QGL  class  \n",
-       "timestamp                        \n",
-       "2018-10-06 03:57:02  NaN      0  \n",
-       "2018-10-06 03:57:03  NaN      0  \n",
-       "2018-10-06 03:57:04  NaN      0  \n",
-       "2018-10-06 03:57:05  NaN      0  \n",
-       "2018-10-06 03:57:06  NaN      0  \n",
-       "...                  ...    ...  \n",
-       "2018-10-06 16:36:56  NaN      1  \n",
-       "2018-10-06 16:36:57  NaN      1  \n",
-       "2018-10-06 16:36:58  NaN      1  \n",
-       "2018-10-06 16:36:59  NaN      1  \n",
-       "2018-10-06 16:37:00  NaN      1  \n",
+       "                     ESTADO-SDV-GL  ...  PT-P         P-TPT  QBS  QGL  \\\n",
+       "timestamp                           ...                                 \n",
+       "2018-10-06 03:57:02            NaN  ...   NaN  1.306863e+07  NaN  NaN   \n",
+       "2018-10-06 03:57:03            NaN  ...   NaN  1.306865e+07  NaN  NaN   \n",
+       "2018-10-06 03:57:04            NaN  ...   NaN  1.306864e+07  NaN  NaN   \n",
+       "2018-10-06 03:57:05            NaN  ...   NaN  1.306860e+07  NaN  NaN   \n",
+       "2018-10-06 03:57:06            NaN  ...   NaN  1.306856e+07  NaN  NaN   \n",
+       "...                            ...  ...   ...           ...  ...  ...   \n",
+       "2018-10-06 16:36:56            NaN  ...   NaN  1.605884e+07  NaN  NaN   \n",
+       "2018-10-06 16:36:57            NaN  ...   NaN  1.606439e+07  NaN  NaN   \n",
+       "2018-10-06 16:36:58            NaN  ...   NaN  1.606811e+07  NaN  NaN   \n",
+       "2018-10-06 16:36:59            NaN  ...   NaN  1.607405e+07  NaN  NaN   \n",
+       "2018-10-06 16:37:00            NaN  ...   NaN  1.607853e+07  NaN  NaN   \n",
        "\n",
-       "[45599 rows x 12 columns]"
+       "                     T-JUS-CKP  T-MON-CKP  T-PDG      T-TPT  class  state  \n",
+       "timestamp                                                                  \n",
+       "2018-10-06 03:57:02  70.334018        NaN    NaN  96.932750      0      0  \n",
+       "2018-10-06 03:57:03  70.334248        NaN    NaN  96.932790      0      0  \n",
+       "2018-10-06 03:57:04  70.334488        NaN    NaN  96.932830      0      0  \n",
+       "2018-10-06 03:57:05  70.334728        NaN    NaN  96.932870      0      0  \n",
+       "2018-10-06 03:57:06  70.334958        NaN    NaN  96.932900      0      0  \n",
+       "...                        ...        ...    ...        ...    ...    ...  \n",
+       "2018-10-06 16:36:56  39.772071        NaN    NaN  83.103355      1      0  \n",
+       "2018-10-06 16:36:57  39.866035        NaN    NaN  83.103220      1      0  \n",
+       "2018-10-06 16:36:58  39.970728        NaN    NaN  83.102733      1      0  \n",
+       "2018-10-06 16:36:59  40.076864        NaN    NaN  83.102536      1      0  \n",
+       "2018-10-06 16:37:00  40.174778        NaN    NaN  83.101983      1      0  \n",
+       "\n",
+       "[45599 rows x 32 columns]"
       ]
      },
      "execution_count": 3,
@@ -659,15 +921,24 @@
        "      <th>label</th>\n",
        "      <th>well</th>\n",
        "      <th>id</th>\n",
-       "      <th>P-PDG</th>\n",
+       "      <th>ABER-CKGL</th>\n",
+       "      <th>ABER-CKP</th>\n",
+       "      <th>ESTADO-DHSV</th>\n",
+       "      <th>ESTADO-M1</th>\n",
+       "      <th>ESTADO-M2</th>\n",
+       "      <th>ESTADO-PXO</th>\n",
+       "      <th>ESTADO-SDV-GL</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PT-P</th>\n",
        "      <th>P-TPT</th>\n",
-       "      <th>T-TPT</th>\n",
-       "      <th>P-MON-CKP</th>\n",
-       "      <th>T-JUS-CKP</th>\n",
-       "      <th>P-JUS-CKGL</th>\n",
-       "      <th>T-JUS-CKGL</th>\n",
+       "      <th>QBS</th>\n",
        "      <th>QGL</th>\n",
+       "      <th>T-JUS-CKP</th>\n",
+       "      <th>T-MON-CKP</th>\n",
+       "      <th>T-PDG</th>\n",
+       "      <th>T-TPT</th>\n",
        "      <th>class</th>\n",
+       "      <th>state</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>timestamp</th>\n",
@@ -683,6 +954,15 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -691,14 +971,23 @@
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>420.2314</td>\n",
-       "      <td>175.34060</td>\n",
-       "      <td>114.890700</td>\n",
-       "      <td>96.64524</td>\n",
-       "      <td>66.75450</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>175.340600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>66.75450</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>114.890700</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -706,14 +995,23 @@
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>420.2314</td>\n",
-       "      <td>175.34060</td>\n",
-       "      <td>114.890700</td>\n",
-       "      <td>96.64524</td>\n",
-       "      <td>66.75450</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>175.340600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>66.75450</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>114.890700</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -721,14 +1019,23 @@
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>420.2314</td>\n",
-       "      <td>175.34060</td>\n",
-       "      <td>114.890700</td>\n",
-       "      <td>96.64524</td>\n",
-       "      <td>66.75450</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>175.340600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>66.75450</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>114.890700</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -736,14 +1043,23 @@
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>420.2314</td>\n",
-       "      <td>175.34060</td>\n",
-       "      <td>114.890700</td>\n",
-       "      <td>96.64524</td>\n",
-       "      <td>66.75450</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>175.340600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>66.75450</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>114.890700</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -751,14 +1067,23 @@
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>420.2314</td>\n",
-       "      <td>175.34060</td>\n",
-       "      <td>114.890700</td>\n",
-       "      <td>96.64524</td>\n",
-       "      <td>66.75450</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>175.340600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>66.75450</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>114.890700</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -775,117 +1100,199 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-09-07 20:44:31</th>\n",
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>429.8329</td>\n",
-       "      <td>60.13675</td>\n",
-       "      <td>8.354756</td>\n",
-       "      <td>12.89203</td>\n",
-       "      <td>31.27121</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.136751</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.27121</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.354756</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-09-07 20:44:32</th>\n",
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>429.8329</td>\n",
-       "      <td>60.13789</td>\n",
-       "      <td>8.354756</td>\n",
-       "      <td>12.89203</td>\n",
-       "      <td>31.27121</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.137893</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.27121</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.354756</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-09-07 20:44:33</th>\n",
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>429.8329</td>\n",
-       "      <td>60.13904</td>\n",
-       "      <td>8.354756</td>\n",
-       "      <td>12.89203</td>\n",
-       "      <td>31.27121</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.139036</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.27121</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.354756</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-09-07 20:44:34</th>\n",
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>429.8329</td>\n",
-       "      <td>60.14018</td>\n",
-       "      <td>8.354756</td>\n",
-       "      <td>12.89203</td>\n",
-       "      <td>31.27121</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.140179</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.27121</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.354756</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2018-09-07 20:44:35</th>\n",
        "      <td>1</td>\n",
        "      <td>DRAWN</td>\n",
        "      <td>00001</td>\n",
-       "      <td>429.8329</td>\n",
-       "      <td>60.14132</td>\n",
-       "      <td>8.354756</td>\n",
-       "      <td>12.89203</td>\n",
-       "      <td>31.27121</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.141321</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>31.27121</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.354756</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>172800 rows × 12 columns</p>\n",
+       "<p>172800 rows × 32 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                     label   well     id     P-PDG      P-TPT       T-TPT  \\\n",
-       "timestamp                                                                   \n",
-       "2018-09-05 20:44:36      1  DRAWN  00001  420.2314  175.34060  114.890700   \n",
-       "2018-09-05 20:44:37      1  DRAWN  00001  420.2314  175.34060  114.890700   \n",
-       "2018-09-05 20:44:38      1  DRAWN  00001  420.2314  175.34060  114.890700   \n",
-       "2018-09-05 20:44:39      1  DRAWN  00001  420.2314  175.34060  114.890700   \n",
-       "2018-09-05 20:44:40      1  DRAWN  00001  420.2314  175.34060  114.890700   \n",
-       "...                    ...    ...    ...       ...        ...         ...   \n",
-       "2018-09-07 20:44:31      1  DRAWN  00001  429.8329   60.13675    8.354756   \n",
-       "2018-09-07 20:44:32      1  DRAWN  00001  429.8329   60.13789    8.354756   \n",
-       "2018-09-07 20:44:33      1  DRAWN  00001  429.8329   60.13904    8.354756   \n",
-       "2018-09-07 20:44:34      1  DRAWN  00001  429.8329   60.14018    8.354756   \n",
-       "2018-09-07 20:44:35      1  DRAWN  00001  429.8329   60.14132    8.354756   \n",
+       "                     label   well     id  ABER-CKGL  ABER-CKP  ESTADO-DHSV  \\\n",
+       "timestamp                                                                    \n",
+       "2018-09-05 20:44:36      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-05 20:44:37      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-05 20:44:38      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-05 20:44:39      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-05 20:44:40      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "...                    ...    ...    ...        ...       ...          ...   \n",
+       "2018-09-07 20:44:31      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-07 20:44:32      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-07 20:44:33      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-07 20:44:34      1  DRAWN  00001        NaN       NaN          NaN   \n",
+       "2018-09-07 20:44:35      1  DRAWN  00001        NaN       NaN          NaN   \n",
        "\n",
-       "                     P-MON-CKP  T-JUS-CKP  P-JUS-CKGL  T-JUS-CKGL  QGL  class  \n",
+       "                     ESTADO-M1  ESTADO-M2  ESTADO-PXO  ESTADO-SDV-GL  ...  \\\n",
+       "timestamp                                                             ...   \n",
+       "2018-09-05 20:44:36        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-05 20:44:37        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-05 20:44:38        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-05 20:44:39        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-05 20:44:40        NaN        NaN         NaN            NaN  ...   \n",
+       "...                        ...        ...         ...            ...  ...   \n",
+       "2018-09-07 20:44:31        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-07 20:44:32        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-07 20:44:33        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-07 20:44:34        NaN        NaN         NaN            NaN  ...   \n",
+       "2018-09-07 20:44:35        NaN        NaN         NaN            NaN  ...   \n",
+       "\n",
+       "                     PT-P       P-TPT  QBS  QGL  T-JUS-CKP  T-MON-CKP  T-PDG  \\\n",
        "timestamp                                                                      \n",
-       "2018-09-05 20:44:36   96.64524   66.75450         NaN         NaN  NaN      0  \n",
-       "2018-09-05 20:44:37   96.64524   66.75450         NaN         NaN  NaN      0  \n",
-       "2018-09-05 20:44:38   96.64524   66.75450         NaN         NaN  NaN      0  \n",
-       "2018-09-05 20:44:39   96.64524   66.75450         NaN         NaN  NaN      0  \n",
-       "2018-09-05 20:44:40   96.64524   66.75450         NaN         NaN  NaN      0  \n",
-       "...                        ...        ...         ...         ...  ...    ...  \n",
-       "2018-09-07 20:44:31   12.89203   31.27121         NaN         NaN  NaN      1  \n",
-       "2018-09-07 20:44:32   12.89203   31.27121         NaN         NaN  NaN      1  \n",
-       "2018-09-07 20:44:33   12.89203   31.27121         NaN         NaN  NaN      1  \n",
-       "2018-09-07 20:44:34   12.89203   31.27121         NaN         NaN  NaN      1  \n",
-       "2018-09-07 20:44:35   12.89203   31.27121         NaN         NaN  NaN      1  \n",
+       "2018-09-05 20:44:36   NaN  175.340600  NaN  NaN   66.75450        NaN    NaN   \n",
+       "2018-09-05 20:44:37   NaN  175.340600  NaN  NaN   66.75450        NaN    NaN   \n",
+       "2018-09-05 20:44:38   NaN  175.340600  NaN  NaN   66.75450        NaN    NaN   \n",
+       "2018-09-05 20:44:39   NaN  175.340600  NaN  NaN   66.75450        NaN    NaN   \n",
+       "2018-09-05 20:44:40   NaN  175.340600  NaN  NaN   66.75450        NaN    NaN   \n",
+       "...                   ...         ...  ...  ...        ...        ...    ...   \n",
+       "2018-09-07 20:44:31   NaN   60.136751  NaN  NaN   31.27121        NaN    NaN   \n",
+       "2018-09-07 20:44:32   NaN   60.137893  NaN  NaN   31.27121        NaN    NaN   \n",
+       "2018-09-07 20:44:33   NaN   60.139036  NaN  NaN   31.27121        NaN    NaN   \n",
+       "2018-09-07 20:44:34   NaN   60.140179  NaN  NaN   31.27121        NaN    NaN   \n",
+       "2018-09-07 20:44:35   NaN   60.141321  NaN  NaN   31.27121        NaN    NaN   \n",
+       "\n",
+       "                          T-TPT  class  state  \n",
+       "timestamp                                      \n",
+       "2018-09-05 20:44:36  114.890700      0      0  \n",
+       "2018-09-05 20:44:37  114.890700      0      0  \n",
+       "2018-09-05 20:44:38  114.890700      0      0  \n",
+       "2018-09-05 20:44:39  114.890700      0      0  \n",
+       "2018-09-05 20:44:40  114.890700      0      0  \n",
+       "...                         ...    ...    ...  \n",
+       "2018-09-07 20:44:31    8.354756      1      0  \n",
+       "2018-09-07 20:44:32    8.354756      1      0  \n",
+       "2018-09-07 20:44:33    8.354756      1      0  \n",
+       "2018-09-07 20:44:34    8.354756      1      0  \n",
+       "2018-09-07 20:44:35    8.354756      1      0  \n",
        "\n",
-       "[172800 rows x 12 columns]"
+       "[172800 rows x 32 columns]"
       ]
      },
      "execution_count": 4,
@@ -901,20 +1308,47 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Each instance is stored in a CSV file and loaded into a pandas DataFrame. Each observation is stored in a line in the CSV file and loaded as a line in the pandas DataFrame. The first line of each CSV file contains a header with column identifiers. Each column of CSV files stores the following type of information:\n",
+    "Each instance is stored in a [Parquet file](https://parquet.apache.org/docs/) and loaded into a pandas DataFrame as follows:\n",
     "\n",
-    "* **timestamp**: observations timestamps loaded into pandas DataFrame as its index;\n",
-    "* **P-PDG**: pressure variable at the Permanent Downhole Gauge (PDG);\n",
-    "* **P-TPT**: pressure variable at the Temperature and Pressure Transducer (TPT);\n",
-    "* **T-TPT**: temperature variable at the Temperature and Pressure Transducer (TPT);\n",
-    "* **P-MON-CKP**: pressure variable upstream of the production choke (CKP);\n",
-    "* **T-JUS-CKP**: temperature variable downstream of the production choke (CKP);\n",
-    "* **P-JUS-CKGL**: pressure variable upstream of the gas lift choke (CKGL);\n",
-    "* **T-JUS-CKGL**: temperature variable upstream of the gas lift choke (CKGL);\n",
-    "* **QGL**: gas lift flow rate;\n",
-    "* **class**: observations labels associated with three types of periods (normal, fault transient, and faulty steady state).\n",
+    "* All Parquet files are created and read with pandas functions, `pyarrow` engine and `brotli` compression;\n",
+    "* For each instance, timestamps corresponding to observations are stored in Parquet file as its index and loaded into pandas DataFrame as its index;\n",
+    "* Each observation is stored in a line of a Parquet file and loaded as a line of a pandas DataFrame; \n",
+    "* All variables are stored as float in columns of Parquet files and loaded as float in columns of pandas DataFrame;\n",
+    "* All labels are stored as `Int64` (not `int64`) in columns of Parquet files and loaded as `Int64` (not `int64`) in columns of pandas DataFrame.\n",
     "\n",
-    "Other information are also loaded into each pandas Dataframe:\n",
+    "The variables and labels are as follows:\n",
+    "\n",
+    "* **ABER-CKGL**: Opening of the GLCK (gas lift choke) [%];\n",
+    "* **ABER-CKP**: Opening of the PCK (production choke) [%];\n",
+    "* **ESTADO-DHSV**: State of the DHSV (downhole safety valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-M1**: State of the PMV (production master valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-M2**: State of the AMV (annulus master valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-PXO**: State of the PXO (pig-crossover) valve [0, 0.5, or 1];\n",
+    "* **ESTADO-SDV-GL**: State of the gas lift SDV (shutdown valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-SDV-P**: State of the production SDV (shutdown valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-W1**: State of the PWV (production wing valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-W2**: State of the AWV (annulus wing valve) [0, 0.5, or 1];\n",
+    "* **ESTADO-XO**: State of the XO (crossover) valve [0, 0.5, or 1];\n",
+    "* **P-ANULAR**: Pressure in the well annulus [Pa];\n",
+    "* **P-JUS-BS**: Downstream pressure of the SP (service pump) [Pa];\n",
+    "* **P-JUS-CKGL**: Downstream pressure of the GLCK (gas lift choke) [Pa];\n",
+    "* **P-JUS-CKP**: Downstream pressure of the PCK (production choke) [Pa];\n",
+    "* **P-MON-CKGL**: Upstream pressure of the GLCK (gas lift choke) [Pa];\n",
+    "* **P-MON-CKP**: Upstream pressure of the PCK (production choke) [Pa];\n",
+    "* **P-MON-SDV-P**: Upstream pressure of the production SDV (shutdown valve) [Pa];\n",
+    "* **P-PDG**: Pressure at the PDG (permanent downhole gauge) [Pa];\n",
+    "* **PT-P**: Downstream pressure of the PWV (production wing valve) in the production tube [Pa];\n",
+    "* **P-TPT**: Pressure at the TPT (temperature and pressure transducer) [Pa];\n",
+    "* **QBS**: Flow rate at the SP (service pump) [m3/s];\n",
+    "* **QGL**: Gas lift flow rate [m3/s];\n",
+    "* **T-JUS-CKP**: Downstream temperature of the PCK (production choke) [oC];\n",
+    "* **T-MON-CKP**: Upstream temperature of the PCK (production choke) [oC];\n",
+    "* **T-PDG**: Temperature at the PDG (permanent downhole gauge) [oC];\n",
+    "* **T-TPT**: Temperature at the TPT (temperature and pressure transducer) [oC];\n",
+    "* **class**: Label of the observation;\n",
+    "* **state**: Well operational status.\n",
+    "\n",
+    "Other informations are also loaded into each pandas Dataframe:\n",
     "\n",
     "* **label**: instance label (event type);\n",
     "* **well**: well name. Hand-drawn and simulated instances have fixed names. Real instances have names masked with incremental id;\n",
@@ -991,10 +1425,10 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 - Abrupt Increase of BSW</th>\n",
-       "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>114</td>\n",
        "      <td>10</td>\n",
-       "      <td>129</td>\n",
+       "      <td>128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 - Spurious Closure of DHSV</th>\n",
@@ -1012,10 +1446,10 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 - Flow Instability</th>\n",
-       "      <td>344</td>\n",
+       "      <td>343</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>344</td>\n",
+       "      <td>343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 - Rapid Productivity Loss</th>\n",
@@ -1033,24 +1467,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 - Scaling in PCK</th>\n",
-       "      <td>5</td>\n",
+       "      <td>36</td>\n",
        "      <td>0</td>\n",
        "      <td>10</td>\n",
-       "      <td>15</td>\n",
+       "      <td>46</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 - Hydrate in Production Line</th>\n",
-       "      <td>0</td>\n",
+       "      <td>14</td>\n",
        "      <td>81</td>\n",
        "      <td>0</td>\n",
-       "      <td>81</td>\n",
+       "      <td>95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9 - Hydrate in Service Line</th>\n",
+       "      <td>57</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0</td>\n",
+       "      <td>207</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>1019</td>\n",
-       "      <td>939</td>\n",
+       "      <td>1119</td>\n",
+       "      <td>1089</td>\n",
        "      <td>20</td>\n",
-       "      <td>1978</td>\n",
+       "      <td>2228</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1060,15 +1501,16 @@
        "SOURCE                          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
        "INSTANCE LABEL                                                    \n",
        "0 - Normal Operation             594          0           0    594\n",
-       "1 - Abrupt Increase of BSW         5        114          10    129\n",
+       "1 - Abrupt Increase of BSW         4        114          10    128\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",
+       "4 - Flow Instability             343          0           0    343\n",
        "5 - Rapid Productivity Loss       11        439           0    450\n",
        "6 - Quick Restriction in PCK       6        215           0    221\n",
-       "7 - Scaling in PCK                 5          0          10     15\n",
-       "8 - Hydrate in Production Line     0         81           0     81\n",
-       "TOTAL                           1019        939          20   1978"
+       "7 - Scaling in PCK                36          0          10     46\n",
+       "8 - Hydrate in Production Line    14         81           0     95\n",
+       "9 - Hydrate in Service Line       57        150           0    207\n",
+       "TOTAL                           1119       1089          20   2228"
       ]
      },
      "execution_count": 5,
@@ -1092,7 +1534,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Considering only **real instances** and **threshold of 1%**, the 3W Dataset has the following amount of instances."
+    "Considering only **real instances** and **threshold of 1%**, the 3W Dataset has the following amount of instances with rare events."
    ]
   },
   {
@@ -1137,10 +1579,17 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 - Abrupt Increase of BSW</th>\n",
-       "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>114</td>\n",
        "      <td>10</td>\n",
-       "      <td>129</td>\n",
+       "      <td>128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 - Rapid Productivity Loss</th>\n",
+       "      <td>11</td>\n",
+       "      <td>439</td>\n",
+       "      <td>0</td>\n",
+       "      <td>450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 - Quick Restriction in PCK</th>\n",
@@ -1150,38 +1599,23 @@
        "      <td>221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7 - Scaling in PCK</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8 - Hydrate in Production Line</th>\n",
-       "      <td>0</td>\n",
-       "      <td>81</td>\n",
-       "      <td>0</td>\n",
-       "      <td>81</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>16</td>\n",
-       "      <td>410</td>\n",
-       "      <td>20</td>\n",
-       "      <td>446</td>\n",
+       "      <td>21</td>\n",
+       "      <td>768</td>\n",
+       "      <td>10</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "SOURCE                          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
-       "INSTANCE LABEL                                                    \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                 5          0          10     15\n",
-       "8 - Hydrate in Production Line     0         81           0     81\n",
-       "TOTAL                             16        410          20    446"
+       "SOURCE                        REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
+       "INSTANCE LABEL                                                  \n",
+       "1 - Abrupt Increase of BSW       4        114          10    128\n",
+       "5 - Rapid Productivity Loss     11        439           0    450\n",
+       "6 - Quick Restriction in PCK     6        215           0    221\n",
+       "TOTAL                           21        768          10    799"
       ]
      },
      "execution_count": 6,
@@ -1199,7 +1633,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If **simulated instances** are also considered, the amount of instances in 3W Dataset become the one listed below."
+    "If **simulated instances** are also considered, the amount of instances with rare events in 3W Dataset become the one listed below."
    ]
   },
   {
@@ -1243,28 +1677,20 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7 - Scaling in PCK</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "SOURCE              REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
-       "INSTANCE LABEL                                        \n",
-       "7 - Scaling in PCK     5          0          10     15\n",
-       "TOTAL                  5          0          10     15"
+       "SOURCE          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
+       "INSTANCE LABEL                                    \n",
+       "TOTAL            0.0        0.0         0.0    0.0"
       ]
      },
      "execution_count": 7,
@@ -1281,7 +1707,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "After also considering the **hand-drawn instances**, we get the final amount of instances in 3W Dataset."
+    "After also considering the **hand-drawn instances**, we get the final amount of instances with rare events in 3W Dataset."
    ]
   },
   {
@@ -1325,28 +1751,20 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>7 - Scaling in PCK</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "SOURCE              REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
-       "INSTANCE LABEL                                        \n",
-       "7 - Scaling in PCK     5          0          10     15\n",
-       "TOTAL                  5          0          10     15"
+       "SOURCE          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
+       "INSTANCE LABEL                                    \n",
+       "TOTAL            0.0        0.0         0.0    0.0"
       ]
      },
      "execution_count": 8,
@@ -1370,7 +1788,7 @@
    "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 instance over time and between wells."
+    "A scatter map with all the **real instances** is shown below. The oldest one occurred in the middle of 2011 and the most recent one in the middle of 2023. In addition to the total number of considered wells, this map provides an overview of the occurrences distributions of each instance over time and between wells."
    ]
   },
   {
@@ -1383,7 +1801,7 @@
     {
      "data": {
       "text/plain": [
-       "(2013, 2019)"
+       "(2011, 2023)"
       ]
      },
      "execution_count": 9,
@@ -1396,12 +1814,12 @@
        "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
-       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"580.071484pt\" height=\"296.157512pt\" viewBox=\"0 0 580.071484 296.157512\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
+       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"682.603594pt\" height=\"584.445512pt\" viewBox=\"0 0 682.603594 584.445512\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
        " <metadata>\n",
        "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
        "   <cc:Work>\n",
        "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2023-04-09T02:15:18.924049</dc:date>\n",
+       "    <dc:date>2024-07-25T21:54:12.283959</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
@@ -1416,49 +1834,131 @@
        " </defs>\n",
        " <g id=\"figure_1\">\n",
        "  <g id=\"patch_1\">\n",
-       "   <path d=\"M 0 296.157512 \n",
-       "L 580.071484 296.157512 \n",
-       "L 580.071484 0 \n",
+       "   <path d=\"M 0 584.445512 \n",
+       "L 682.603594 584.445512 \n",
+       "L 682.603594 0 \n",
        "L 0 0 \n",
        "z\n",
        "\" style=\"fill: #ffffff\"/>\n",
        "  </g>\n",
        "  <g id=\"axes_1\">\n",
        "   <g id=\"patch_2\">\n",
-       "    <path d=\"M 70.535781 273.2472 \n",
-       "L 572.735781 273.2472 \n",
-       "L 572.735781 51.4872 \n",
-       "L 70.535781 51.4872 \n",
+       "    <path d=\"M 90.201797 561.5352 \n",
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        "   <g id=\"matplotlib.axis_1\">\n",
        "    <g id=\"xtick_1\">\n",
        "     <g id=\"line2d_1\">\n",
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      "metadata": {},
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        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Missing Variables</th>\n",
-       "      <td>4660</td>\n",
-       "      <td>29.45% of 15824</td>\n",
+       "      <td>41109</td>\n",
+       "      <td>65.90% of 62384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Frozen Variables</th>\n",
-       "      <td>1550</td>\n",
-       "      <td>9.80% of 15824</td>\n",
+       "      <td>6095</td>\n",
+       "      <td>9.77% of 62384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unlabeled Observations</th>\n",
-       "      <td>635440</td>\n",
-       "      <td>1.24% of 51385410</td>\n",
+       "      <td>4028400</td>\n",
+       "      <td>5.26% of 76587318</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                        Amount         Percentage\n",
-       "Missing Variables         4660    29.45% of 15824\n",
-       "Frozen Variables          1550     9.80% of 15824\n",
-       "Unlabeled Observations  635440  1.24% of 51385410"
+       "                         Amount         Percentage\n",
+       "Missing Variables         41109    65.90% of 62384\n",
+       "Frozen Variables           6095     9.77% of 62384\n",
+       "Unlabeled Observations  4028400  5.26% of 76587318"
       ]
      },
      "execution_count": 10,