Repository: sintel-dev/Draco (language: python)

Issue:
Move from `MLPrimitives` to `ml-stars`
Change the `mlprimitives` dependency to `ml-stars`, which is a slimmed down version of `MLPrimitives`.

Draco will mainly focus on time series modeling using deep learning models alone.

This change will have the following effects:
* All `dfs` based pipelines will be deprecated.
* all `mlprimitives` primitives will be switched with `ml-stars`

Files to be removed:
* `dfs_xgb` pipelines
* `preprocessing` pipelines
* `tutorials/pipelines/dfs_xgb_with_unstack_normalization.ipynb`
* `tutorials/pipelines/dfs_xgb_with_double_normalization.ipynb`


Discussion / hints:

Fix patch:
diff --git a/draco/pipeline.py b/draco/pipeline.py
index 6a9adf6..fee44aa 100644
--- a/draco/pipeline.py
+++ b/draco/pipeline.py
@@ -15,7 +15,7 @@
 from btb.tuning import Tunable
 from mlblocks import MLPipeline
 from mlblocks.discovery import load_pipeline
-from mlprimitives.adapters.keras import Sequential
+from mlstars.adapters.keras import Sequential
 from sklearn.exceptions import NotFittedError
 from sklearn.model_selection import KFold, StratifiedKFold
 
diff --git a/draco/pipelines/double_lstm/double_lstm.json b/draco/pipelines/double_lstm/double_lstm.json
index e3be8a5..8e5e4fd 100644
--- a/draco/pipelines/double_lstm/double_lstm.json
+++ b/draco/pipelines/double_lstm/double_lstm.json
@@ -7,7 +7,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.DoubleLSTMTimeSeriesClassifier"
     ],
     "init_params": {
@@ -33,7 +33,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -67,7 +67,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/double_lstm/double_lstm_prob.json b/draco/pipelines/double_lstm/double_lstm_prob.json
index a118af0..0a20648 100644
--- a/draco/pipelines/double_lstm/double_lstm_prob.json
+++ b/draco/pipelines/double_lstm/double_lstm_prob.json
@@ -7,7 +7,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.DoubleLSTMTimeSeriesClassifier",
         "numpy.take"
     ],
@@ -34,7 +34,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -74,7 +74,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/double_lstm/double_lstm_prob_with_unstack.json b/draco/pipelines/double_lstm/double_lstm_prob_with_unstack.json
index ea48a87..b46c4e3 100644
--- a/draco/pipelines/double_lstm/double_lstm_prob_with_unstack.json
+++ b/draco/pipelines/double_lstm/double_lstm_prob_with_unstack.json
@@ -9,7 +9,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.DoubleLSTMTimeSeriesClassifier",
         "numpy.take"
     ],
@@ -50,7 +50,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -96,7 +96,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/double_lstm/double_lstm_with_unstack.json b/draco/pipelines/double_lstm/double_lstm_with_unstack.json
index dede502..f1992a6 100644
--- a/draco/pipelines/double_lstm/double_lstm_with_unstack.json
+++ b/draco/pipelines/double_lstm/double_lstm_with_unstack.json
@@ -9,7 +9,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.DoubleLSTMTimeSeriesClassifier"
     ],
     "init_params": {
@@ -49,7 +49,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -89,7 +89,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/dummy/dummy.json b/draco/pipelines/dummy/dummy.json
index a28121e..6175f5b 100644
--- a/draco/pipelines/dummy/dummy.json
+++ b/draco/pipelines/dummy/dummy.json
@@ -1,11 +1,7 @@
 {
     "primitives": [
-        "mlprimitives.custom.preprocessing.ClassEncoder",
-        "mlprimitives.custom.feature_extraction.DatetimeFeaturizer",
-        "mlprimitives.custom.feature_extraction.CategoricalEncoder",
-        "mlprimitives.custom.feature_extraction.StringVectorizer",
         "sklearn.impute.SimpleImputer",
-        "sklearn.linear_model.LogisticRegression",
-        "mlprimitives.custom.preprocessing.ClassDecoder"
+        "sklearn.preprocessing.MinMaxScaler",
+        "sklearn.linear_model.LogisticRegression"
     ]
-}
\ No newline at end of file
+}
diff --git a/draco/pipelines/lstm/lstm.json b/draco/pipelines/lstm/lstm.json
index c29b1c7..b430fb0 100644
--- a/draco/pipelines/lstm/lstm.json
+++ b/draco/pipelines/lstm/lstm.json
@@ -7,7 +7,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesClassifier"
     ],
     "init_params": {
@@ -33,7 +33,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -67,7 +67,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/lstm/lstm_prob.json b/draco/pipelines/lstm/lstm_prob.json
index 17da404..df135ba 100644
--- a/draco/pipelines/lstm/lstm_prob.json
+++ b/draco/pipelines/lstm/lstm_prob.json
@@ -7,7 +7,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesClassifier",
         "numpy.take"
     ],
@@ -34,7 +34,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -74,7 +74,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/lstm/lstm_prob_with_unstack.json b/draco/pipelines/lstm/lstm_prob_with_unstack.json
index 9272257..2bf6172 100644
--- a/draco/pipelines/lstm/lstm_prob_with_unstack.json
+++ b/draco/pipelines/lstm/lstm_prob_with_unstack.json
@@ -9,7 +9,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesClassifier",
         "numpy.take"
     ],
@@ -50,7 +50,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -96,7 +96,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/lstm/lstm_with_unstack.json b/draco/pipelines/lstm/lstm_with_unstack.json
index ab9dd99..86ffc4b 100644
--- a/draco/pipelines/lstm/lstm_with_unstack.json
+++ b/draco/pipelines/lstm/lstm_with_unstack.json
@@ -9,7 +9,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesClassifier"
     ],
     "init_params": {
@@ -49,7 +49,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -89,7 +89,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/lstm_regressor/lstm_regressor.json b/draco/pipelines/lstm_regressor/lstm_regressor.json
index 77ddb1e..82ed77f 100644
--- a/draco/pipelines/lstm_regressor/lstm_regressor.json
+++ b/draco/pipelines/lstm_regressor/lstm_regressor.json
@@ -7,7 +7,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesRegressor"
     ],
     "init_params": {
@@ -33,7 +33,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -67,7 +67,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/draco/pipelines/lstm_regressor/lstm_regressor_with_unstack.json b/draco/pipelines/lstm_regressor/lstm_regressor_with_unstack.json
index 9e183b9..225c47e 100644
--- a/draco/pipelines/lstm_regressor/lstm_regressor_with_unstack.json
+++ b/draco/pipelines/lstm_regressor/lstm_regressor_with_unstack.json
@@ -9,7 +9,7 @@
         "pandas.DataFrame",
         "pandas.DataFrame.set",
         "pandas.DataFrame.set",
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences",
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences",
         "keras.Sequential.LSTMTimeSeriesRegressor"
     ],
     "init_params": {
@@ -49,7 +49,7 @@
         "pandas.DataFrame.set#2": {
             "key": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "window_size": 24,
             "cutoff_time": "cutoff_time",
             "time_index": "timestamp"
@@ -89,7 +89,7 @@
             "X": "readings",
             "value": "timestamp"
         },
-        "mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
+        "mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1": {
             "timeseries": "readings"
         }
     },
diff --git a/setup.py b/setup.py
index 1dfcc4b..9087746 100644
--- a/setup.py
+++ b/setup.py
@@ -17,7 +17,7 @@
 
 install_requires = [
     'baytune>=0.4.0,<0.5',
-    'mlprimitives>=0.3.2,<0.4',
+    'ml-stars>=0.1.0',
     'mlblocks>=0.4.0,<0.5',
     'pymongo>=3.7.2,<4',
     'scikit-learn>=0.21,<1.2',
@@ -30,11 +30,10 @@
     'fsspec>=0.8.5,<0.9',
     'dask>=2.6.0,<3',
     'tabulate>=0.8.3,<0.9',
-    'xlsxwriter>=1.3.6<1.4',
+    'xlsxwriter>=1.3.6,<1.4',
     # fix conflicts
     'protobuf<4',
     'importlib-metadata<5',
-    #'importlib-metadata<2,>=0.12',
 ]
 
 setup_requires = [
diff --git a/tutorials/pipelines/double_lstm_with_unstack.ipynb b/tutorials/pipelines/double_lstm_with_unstack.ipynb
index 4bc7d0f..043dae8 100644
--- a/tutorials/pipelines/double_lstm_with_unstack.ipynb
+++ b/tutorials/pipelines/double_lstm_with_unstack.ipynb
@@ -46,7 +46,8 @@
     {
      "data": {
       "text/plain": [
-       "['mlblocks.MLPipeline',\n",
+       "['pandas.DataFrame.resample',\n",
+       " 'pandas.DataFrame.unstack',\n",
        " 'pandas.DataFrame.pop',\n",
        " 'pandas.DataFrame.pop',\n",
        " 'sklearn.impute.SimpleImputer',\n",
@@ -54,7 +55,7 @@
        " 'pandas.DataFrame',\n",
        " 'pandas.DataFrame.set',\n",
        " 'pandas.DataFrame.set',\n",
-       " 'mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences',\n",
+       " 'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences',\n",
        " 'keras.Sequential.DoubleLSTMTimeSeriesClassifier']"
       ]
      },
@@ -270,20 +271,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## mlblocks.MLPipeline\n",
-    "\n",
-    "### pandas.DataFrame.resample\n",
+    "## pandas.DataFrame.resample\n",
     "\n",
     "* Input: readings\n",
     "* Output: readings (resampled)\n",
     "* Effect: readings have been resampled to the indicated resample rule and turbine_id,\n",
-    "  signal_id and timestamp have been set as a multi-index\n",
-    "  \n",
-    "### pandas.DataFrame.unstack\n",
-    "\n",
-    "* Input: readings (resampled)\n",
-    "* Output: readings (unstacked)\n",
-    "* Effect: readings have been unstacked"
+    "  signal_id and timestamp have been set as a multi-index\n"
    ]
   },
   {
@@ -319,6 +312,130 @@
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>turbine_id</th>\n",
+       "      <th>signal_id</th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">T001</th>\n",
+       "      <th rowspan=\"5\" valign=\"top\">S01</th>\n",
+       "      <th>2013-01-10 00:00:00</th>\n",
+       "      <td>313.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 01:00:00</th>\n",
+       "      <td>197.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 02:00:00</th>\n",
+       "      <td>248.166667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 03:00:00</th>\n",
+       "      <td>253.166667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 04:00:00</th>\n",
+       "      <td>305.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               value\n",
+       "turbine_id signal_id timestamp                      \n",
+       "T001       S01       2013-01-10 00:00:00  313.333333\n",
+       "                     2013-01-10 01:00:00  197.500000\n",
+       "                     2013-01-10 02:00:00  248.166667\n",
+       "                     2013-01-10 03:00:00  253.166667\n",
+       "                     2013-01-10 04:00:00  305.000000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "context['readings'].head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## pandas.DataFrame.unstack\n",
+    "\n",
+    "* Input: readings (resampled)\n",
+    "* Output: readings (unstacked)\n",
+    "* Effect: readings have been unstacked"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "step = 1\n",
+    "context = pipeline.fit(**context, output_=step, start_=step)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['readings', 'turbines', 'X', 'y'])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "context.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -369,121 +486,121 @@
        "      <th>0</th>\n",
        "      <td>T001</td>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -491,38 +608,38 @@
        "</div>"
       ],
       "text/plain": [
-       "  turbine_id           timestamp  value_S01  value_S02  value_S03  value_S04  \\\n",
-       "0       T001 2013-01-10 00:00:00      323.0      320.0      284.0      348.0   \n",
-       "1       T001 2013-01-10 00:10:00      346.0      384.0      367.0      411.0   \n",
-       "2       T001 2013-01-10 00:20:00      407.0      363.0      407.0      393.0   \n",
-       "3       T001 2013-01-10 00:30:00      257.0      307.0      315.0      361.0   \n",
-       "4       T001 2013-01-10 00:40:00      267.0      309.0      314.0      355.0   \n",
+       "  turbine_id           timestamp   value_S01   value_S02   value_S03  \\\n",
+       "0       T001 2013-01-10 00:00:00  313.333333  323.833333  336.000000   \n",
+       "1       T001 2013-01-10 01:00:00  197.500000  221.333333  216.000000   \n",
+       "2       T001 2013-01-10 02:00:00  248.166667  271.666667  277.500000   \n",
+       "3       T001 2013-01-10 03:00:00  253.166667  256.166667  242.666667   \n",
+       "4       T001 2013-01-10 04:00:00  305.000000  312.333333  346.166667   \n",
        "\n",
-       "   value_S05  value_S06  value_S07  value_S08  ...  value_S17  value_S18  \\\n",
-       "0      273.0      342.0      280.0  3197842.0  ...       11.7  3131020.0   \n",
-       "1      331.0      360.0      249.0  3197900.0  ...       10.2  3131420.0   \n",
-       "2      275.0      335.0      270.0  3197968.0  ...        9.5  3131822.0   \n",
-       "3      317.0      354.0      271.0  3198011.0  ...       10.5  3132179.0   \n",
-       "4      262.0      246.0      212.0  3198056.0  ...        9.6  3132501.0   \n",
+       "    value_S04   value_S05   value_S06   value_S07     value_S08  ...  \\\n",
+       "0  364.666667  286.500000  314.000000  243.166667  3.197980e+06  ...   \n",
+       "1  260.666667  206.833333  235.833333  186.666667  3.198221e+06  ...   \n",
+       "2  298.000000  233.666667  271.166667  216.333333  3.198448e+06  ...   \n",
+       "3  265.333333  211.666667  226.666667  181.000000  3.198691e+06  ...   \n",
+       "4  329.833333  280.666667  308.833333  271.833333  3.198978e+06  ...   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "   value_S17     value_S18  value_S19  value_S20  value_S21  value_S22  \\\n",
+       "0  10.383333  3.131958e+06  52.666667  54.333333  56.166667  61.000000   \n",
+       "1   8.666667  3.133668e+06  33.166667  37.000000  36.166667  43.666667   \n",
+       "2   8.833333  3.135413e+06  41.500000  45.666667  46.500000  49.666667   \n",
+       "3   8.433333  3.137001e+06  42.333333  42.833333  40.500000  44.166667   \n",
+       "4   9.083333  3.138843e+06  50.500000  51.166667  55.500000  53.666667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S23  value_S24  value_S25   value_S26  \n",
+       "0  47.666667  52.666667  40.833333  357.333333  \n",
+       "1  34.500000  39.333333  31.166667  249.666667  \n",
+       "2  39.333333  45.500000  36.166667  297.666667  \n",
+       "3  35.333333  37.833333  30.333333  268.000000  \n",
+       "4  46.166667  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -544,17 +661,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 1\n",
+    "step = 2\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -563,7 +680,7 @@
        "dict_keys(['readings', 'turbines', 'X', 'y', 'turbine_id'])"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -574,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -588,7 +705,7 @@
        "Name: turbine_id, dtype: object"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -599,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -650,122 +767,122 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
-       "      <td>695000.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
+       "      <td>695143.166667</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
-       "      <td>695063.0</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
+       "      <td>695403.666667</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
-       "      <td>695124.0</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
+       "      <td>695656.500000</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
-       "      <td>695175.0</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
+       "      <td>695911.333333</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
-       "      <td>695226.0</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
+       "      <td>696195.833333</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -773,38 +890,38 @@
        "</div>"
       ],
       "text/plain": [
-       "            timestamp  value_S01  value_S02  value_S03  value_S04  value_S05  \\\n",
-       "0 2013-01-10 00:00:00      323.0      320.0      284.0      348.0      273.0   \n",
-       "1 2013-01-10 00:10:00      346.0      384.0      367.0      411.0      331.0   \n",
-       "2 2013-01-10 00:20:00      407.0      363.0      407.0      393.0      275.0   \n",
-       "3 2013-01-10 00:30:00      257.0      307.0      315.0      361.0      317.0   \n",
-       "4 2013-01-10 00:40:00      267.0      309.0      314.0      355.0      262.0   \n",
+       "            timestamp   value_S01   value_S02   value_S03   value_S04  \\\n",
+       "0 2013-01-10 00:00:00  313.333333  323.833333  336.000000  364.666667   \n",
+       "1 2013-01-10 01:00:00  197.500000  221.333333  216.000000  260.666667   \n",
+       "2 2013-01-10 02:00:00  248.166667  271.666667  277.500000  298.000000   \n",
+       "3 2013-01-10 03:00:00  253.166667  256.166667  242.666667  265.333333   \n",
+       "4 2013-01-10 04:00:00  305.000000  312.333333  346.166667  329.833333   \n",
        "\n",
-       "   value_S06  value_S07  value_S08  value_S09  ...  value_S17  value_S18  \\\n",
-       "0      342.0      280.0  3197842.0   695000.0  ...       11.7  3131020.0   \n",
-       "1      360.0      249.0  3197900.0   695063.0  ...       10.2  3131420.0   \n",
-       "2      335.0      270.0  3197968.0   695124.0  ...        9.5  3131822.0   \n",
-       "3      354.0      271.0  3198011.0   695175.0  ...       10.5  3132179.0   \n",
-       "4      246.0      212.0  3198056.0   695226.0  ...        9.6  3132501.0   \n",
+       "    value_S05   value_S06   value_S07     value_S08      value_S09  ...  \\\n",
+       "0  286.500000  314.000000  243.166667  3.197980e+06  695143.166667  ...   \n",
+       "1  206.833333  235.833333  186.666667  3.198221e+06  695403.666667  ...   \n",
+       "2  233.666667  271.166667  216.333333  3.198448e+06  695656.500000  ...   \n",
+       "3  211.666667  226.666667  181.000000  3.198691e+06  695911.333333  ...   \n",
+       "4  280.666667  308.833333  271.833333  3.198978e+06  696195.833333  ...   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "   value_S17     value_S18  value_S19  value_S20  value_S21  value_S22  \\\n",
+       "0  10.383333  3.131958e+06  52.666667  54.333333  56.166667  61.000000   \n",
+       "1   8.666667  3.133668e+06  33.166667  37.000000  36.166667  43.666667   \n",
+       "2   8.833333  3.135413e+06  41.500000  45.666667  46.500000  49.666667   \n",
+       "3   8.433333  3.137001e+06  42.333333  42.833333  40.500000  44.166667   \n",
+       "4   9.083333  3.138843e+06  50.500000  51.166667  55.500000  53.666667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S23  value_S24  value_S25   value_S26  \n",
+       "0  47.666667  52.666667  40.833333  357.333333  \n",
+       "1  34.500000  39.333333  31.166667  249.666667  \n",
+       "2  39.333333  45.500000  36.166667  297.666667  \n",
+       "3  35.333333  37.833333  30.333333  268.000000  \n",
+       "4  46.166667  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -826,17 +943,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 2\n",
+    "step = 3\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -845,7 +962,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'X', 'y', 'timestamp'])"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -856,21 +973,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "0   2013-01-10 00:00:00\n",
-       "1   2013-01-10 00:10:00\n",
-       "2   2013-01-10 00:20:00\n",
-       "3   2013-01-10 00:30:00\n",
-       "4   2013-01-10 00:40:00\n",
+       "1   2013-01-10 01:00:00\n",
+       "2   2013-01-10 02:00:00\n",
+       "3   2013-01-10 03:00:00\n",
+       "4   2013-01-10 04:00:00\n",
        "Name: timestamp, dtype: datetime64[ns]"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -881,7 +998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -931,123 +1048,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
-       "      <td>695000.0</td>\n",
-       "      <td>3348234.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
+       "      <td>695143.166667</td>\n",
+       "      <td>3.348384e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
-       "      <td>695063.0</td>\n",
-       "      <td>3348296.0</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
+       "      <td>695403.666667</td>\n",
+       "      <td>3.348651e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
-       "      <td>695124.0</td>\n",
-       "      <td>3348363.0</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
+       "      <td>695656.500000</td>\n",
+       "      <td>3.348910e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
-       "      <td>695175.0</td>\n",
-       "      <td>3348416.0</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
+       "      <td>695911.333333</td>\n",
+       "      <td>3.349157e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
-       "      <td>695226.0</td>\n",
-       "      <td>3348470.0</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
+       "      <td>696195.833333</td>\n",
+       "      <td>3.349452e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1055,38 +1172,38 @@
        "</div>"
       ],
       "text/plain": [
-       "   value_S01  value_S02  value_S03  value_S04  value_S05  value_S06  \\\n",
-       "0      323.0      320.0      284.0      348.0      273.0      342.0   \n",
-       "1      346.0      384.0      367.0      411.0      331.0      360.0   \n",
-       "2      407.0      363.0      407.0      393.0      275.0      335.0   \n",
-       "3      257.0      307.0      315.0      361.0      317.0      354.0   \n",
-       "4      267.0      309.0      314.0      355.0      262.0      246.0   \n",
+       "    value_S01   value_S02   value_S03   value_S04   value_S05   value_S06  \\\n",
+       "0  313.333333  323.833333  336.000000  364.666667  286.500000  314.000000   \n",
+       "1  197.500000  221.333333  216.000000  260.666667  206.833333  235.833333   \n",
+       "2  248.166667  271.666667  277.500000  298.000000  233.666667  271.166667   \n",
+       "3  253.166667  256.166667  242.666667  265.333333  211.666667  226.666667   \n",
+       "4  305.000000  312.333333  346.166667  329.833333  280.666667  308.833333   \n",
        "\n",
-       "   value_S07  value_S08  value_S09  value_S10  ...  value_S17  value_S18  \\\n",
-       "0      280.0  3197842.0   695000.0  3348234.0  ...       11.7  3131020.0   \n",
-       "1      249.0  3197900.0   695063.0  3348296.0  ...       10.2  3131420.0   \n",
-       "2      270.0  3197968.0   695124.0  3348363.0  ...        9.5  3131822.0   \n",
-       "3      271.0  3198011.0   695175.0  3348416.0  ...       10.5  3132179.0   \n",
-       "4      212.0  3198056.0   695226.0  3348470.0  ...        9.6  3132501.0   \n",
+       "    value_S07     value_S08      value_S09     value_S10  ...  value_S17  \\\n",
+       "0  243.166667  3.197980e+06  695143.166667  3.348384e+06  ...  10.383333   \n",
+       "1  186.666667  3.198221e+06  695403.666667  3.348651e+06  ...   8.666667   \n",
+       "2  216.333333  3.198448e+06  695656.500000  3.348910e+06  ...   8.833333   \n",
+       "3  181.000000  3.198691e+06  695911.333333  3.349157e+06  ...   8.433333   \n",
+       "4  271.833333  3.198978e+06  696195.833333  3.349452e+06  ...   9.083333   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "      value_S18  value_S19  value_S20  value_S21  value_S22  value_S23  \\\n",
+       "0  3.131958e+06  52.666667  54.333333  56.166667  61.000000  47.666667   \n",
+       "1  3.133668e+06  33.166667  37.000000  36.166667  43.666667  34.500000   \n",
+       "2  3.135413e+06  41.500000  45.666667  46.500000  49.666667  39.333333   \n",
+       "3  3.137001e+06  42.333333  42.833333  40.500000  44.166667  35.333333   \n",
+       "4  3.138843e+06  50.500000  51.166667  55.500000  53.666667  46.166667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S24  value_S25   value_S26  \n",
+       "0  52.666667  40.833333  357.333333  \n",
+       "1  39.333333  31.166667  249.666667  \n",
+       "2  45.500000  36.166667  297.666667  \n",
+       "3  37.833333  30.333333  268.000000  \n",
+       "4  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1108,17 +1225,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sarah/anaconda3/envs/draco/lib/python3.8/site-packages/sklearn/impute/_base.py:356: FutureWarning: The 'verbose' parameter was deprecated in version 1.1 and will be removed in 1.3. A warning will always be raised upon the removal of empty columns in the future version.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
-    "step = 3\n",
+    "step = 4\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1127,7 +1253,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1138,50 +1264,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
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+       "        4.11666667e+01, 3.41833333e+02]])"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1203,17 +1329,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 4\n",
+    "step = 5\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1222,7 +1348,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1233,45 +1359,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "        -0.33195021]])"
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+       "        -0.4427309 ],\n",
+       "       [-0.28084606, -0.26410658, -0.18479326, -0.22296238, -0.3369863 ,\n",
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+       "        -0.99926107, -0.99938368, -0.99933831, -0.9994513 , -0.19402985,\n",
+       "        -0.24881517, -0.21639109, -0.37259906, -0.28271028, -0.27166276,\n",
+       "        -0.21077283, -0.23798359, -0.34349355, -0.29590643, -0.4135514 ,\n",
+       "        -0.28920464]])"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1293,17 +1419,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 5\n",
+    "step = 6\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1312,7 +1438,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1323,7 +1449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1373,123 +1499,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.257143</td>\n",
-       "      <td>-0.373788</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.104242</td>\n",
+       "      <td>-0.373977</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.352381</td>\n",
-       "      <td>-0.373708</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.373635</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.396825</td>\n",
-       "      <td>-0.373627</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.237958</td>\n",
+       "      <td>-0.373286</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.333333</td>\n",
-       "      <td>-0.373556</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.272466</td>\n",
+       "      <td>-0.372968</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.390476</td>\n",
-       "      <td>-0.373492</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.216391</td>\n",
+       "      <td>-0.372599</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1498,30 +1624,30 @@
       ],
       "text/plain": [
        "         0         1         2         3         4         5         6   \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "         7         8         9   ...        16        17        18        19  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.257143 -0.373788 -0.227586 -0.227586   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.352381 -0.373708 -0.186207 -0.117241   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.396825 -0.373627 -0.048276 -0.144828   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.333333 -0.373556 -0.393103 -0.282759   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.390476 -0.373492 -0.365517 -0.282759   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.104242 -0.373977 -0.252336 -0.227166   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.252336 -0.373635 -0.525701 -0.470726   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.237958 -0.373286 -0.408879 -0.348946   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.272466 -0.372968 -0.397196 -0.388759   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.216391 -0.372599 -0.282710 -0.271663   \n",
        "\n",
        "         20        21        22        23        24        25  \n",
-       "0 -0.319728 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411  \n",
-       "1 -0.115646 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124  \n",
-       "2 -0.047619 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975  \n",
-       "3 -0.238095 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336  \n",
-       "4 -0.224490 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950  \n",
+       "0 -0.201405 -0.134818 -0.322392 -0.253801 -0.418224 -0.256975  \n",
+       "1 -0.482436 -0.378664 -0.507620 -0.440936 -0.553738 -0.480853  \n",
+       "2 -0.337237 -0.294256 -0.439625 -0.354386 -0.483645 -0.381043  \n",
+       "3 -0.421546 -0.371630 -0.495897 -0.461988 -0.565421 -0.442731  \n",
+       "4 -0.210773 -0.237984 -0.343494 -0.295906 -0.413551 -0.289205  \n",
        "\n",
        "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1543,17 +1669,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 6\n",
+    "step = 7\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1562,7 +1688,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1573,7 +1699,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1623,122 +1749,122 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373788</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.373977</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373708</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.373635</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373627</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.373286</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373556</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.372968</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373492</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.372599</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1748,30 +1874,30 @@
       ],
       "text/plain": [
        "          0         1         2         3         4         5         6  \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "          7         8         9  ...        17        18        19        20  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.373788 -0.227586 -0.227586 -0.319728   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.373708 -0.186207 -0.117241 -0.115646   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.373627 -0.048276 -0.144828 -0.047619   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.373556 -0.393103 -0.282759 -0.238095   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.373492 -0.365517 -0.282759 -0.224490   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.373977 -0.252336 -0.227166 -0.201405   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.373635 -0.525701 -0.470726 -0.482436   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.373286 -0.408879 -0.348946 -0.337237   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.372968 -0.397196 -0.388759 -0.421546   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.372599 -0.282710 -0.271663 -0.210773   \n",
        "\n",
        "         21        22        23        24        25  turbine_id  \n",
-       "0 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411        T001  \n",
-       "1 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124        T001  \n",
-       "2 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975        T001  \n",
-       "3 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336        T001  \n",
-       "4 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950        T001  \n",
+       "0 -0.134818 -0.322392 -0.253801 -0.418224 -0.256975        T001  \n",
+       "1 -0.378664 -0.507620 -0.440936 -0.553738 -0.480853        T001  \n",
+       "2 -0.294256 -0.439625 -0.354386 -0.483645 -0.381043        T001  \n",
+       "3 -0.371630 -0.495897 -0.461988 -0.565421 -0.442731        T001  \n",
+       "4 -0.237984 -0.343494 -0.295906 -0.413551 -0.289205        T001  \n",
        "\n",
        "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1793,17 +1919,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 7\n",
+    "step = 8\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1812,7 +1938,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1823,7 +1949,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1873,123 +1999,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "      <td>T001</td>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1998,30 +2124,30 @@
       ],
       "text/plain": [
        "          0         1         2         3         4         5         6  \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "          7         8         9  ...        18        19        20        21  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.227586 -0.227586 -0.319728 -0.186207   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.186207 -0.117241 -0.115646 -0.062069   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.048276 -0.144828 -0.047619 -0.075862   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.393103 -0.282759 -0.238095 -0.131034   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.365517 -0.282759 -0.224490 -0.172414   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.252336 -0.227166 -0.201405 -0.134818   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.525701 -0.470726 -0.482436 -0.378664   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.408879 -0.348946 -0.337237 -0.294256   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.397196 -0.388759 -0.421546 -0.371630   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.282710 -0.271663 -0.210773 -0.237984   \n",
        "\n",
        "         22        23        24        25  turbine_id           timestamp  \n",
-       "0 -0.369863 -0.186207 -0.337931 -0.261411        T001 2013-01-10 00:00:00  \n",
-       "1 -0.232877 -0.144828 -0.406897 -0.170124        T001 2013-01-10 00:10:00  \n",
-       "2 -0.356164 -0.227586 -0.365517 -0.165975        T001 2013-01-10 00:20:00  \n",
-       "3 -0.260274 -0.158621 -0.365517 -0.259336        T001 2013-01-10 00:30:00  \n",
-       "4 -0.397260 -0.420690 -0.489655 -0.331950        T001 2013-01-10 00:40:00  \n",
+       "0 -0.322392 -0.253801 -0.418224 -0.256975        T001 2013-01-10 00:00:00  \n",
+       "1 -0.507620 -0.440936 -0.553738 -0.480853        T001 2013-01-10 01:00:00  \n",
+       "2 -0.439625 -0.354386 -0.483645 -0.381043        T001 2013-01-10 02:00:00  \n",
+       "3 -0.495897 -0.461988 -0.565421 -0.442731        T001 2013-01-10 03:00:00  \n",
+       "4 -0.343494 -0.295906 -0.413551 -0.289205        T001 2013-01-10 04:00:00  \n",
        "\n",
        "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2044,7 +2170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2053,29 +2179,29 @@
        "{'window_size': 24, 'cutoff_time': 'cutoff_time', 'time_index': 'timestamp'}"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "pipeline._pipeline.get_hyperparameters()[\n",
-    "    'mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
+    "    'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 8\n",
+    "step = 9\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -2084,7 +2210,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2095,16 +2221,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(51121, 28)"
+       "(8521, 28)"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2115,7 +2241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -2124,7 +2250,7 @@
        "(353,)"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2135,7 +2261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -2144,7 +2270,7 @@
        "(353, 24, 26)"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2155,7 +2281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {
     "scrolled": true
    },
@@ -2163,153 +2289,153 @@
     {
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+       "        -0.66392479, -0.69732474, -0.9942427 , -0.99427986, -0.9944408 ,\n",
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+       "        -0.63645815],\n",
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+       "        -0.30094787, -0.36304817, -0.36259859, -0.63317757, -0.6323185 ,\n",
+       "        -0.66042155, -0.62954279, -0.70926143, -0.65380117, -0.66588785,\n",
+       "        -0.66002426],\n",
+       "       [-0.73678026, -0.72139498, -0.72800314, -0.69239812, -0.71350294,\n",
+       "        -0.68233451, -0.69732474, -0.99403811, -0.99408512, -0.9942623 ,\n",
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+       "        -0.71896956, -0.68347011, -0.70926143, -0.6748538 , -0.69392523,\n",
+       "        -0.71027552],\n",
+       "       [-0.75401488, -0.74333856, -0.75112679, -0.71590909, -0.76555773,\n",
+       "        -0.73599687, -0.75278266, -0.99395808, -0.99400684, -0.99419094,\n",
+       "        -0.99409367, -0.99444556, -0.99455517, -0.99495418, -0.43656716,\n",
+       "        -0.3957346 , -0.465133  , -0.36226933, -0.7453271 , -0.735363  ,\n",
+       "        -0.74004684, -0.70926143, -0.76084408, -0.73099415, -0.75      ,\n",
+       "        -0.7463178 ],\n",
+       "       [-0.79866823, -0.76684953, -0.7558299 , -0.72688088, -0.76125245,\n",
+       "        -0.75714845, -0.78363601, -0.99389098, -0.99393583, -0.99411958,\n",
+       "        -0.99401538, -0.99437709, -0.99448423, -0.99489036, -0.43843284,\n",
+       "        -0.37914692, -0.49388929, -0.36212623, -0.78971963, -0.75644028,\n",
+       "        -0.7470726 , -0.72098476, -0.75615475, -0.7497076 , -0.78037383,\n",
+       "        -0.76572518],\n",
+       "       [-0.84919702, -0.83855799, -0.82245738, -0.78134796, -0.75225049,\n",
+       "        -0.70661966, -0.65787932, -0.99384186, -0.99388279, -0.9940635 ,\n",
+       "        -0.99395157, -0.9943113 , -0.99441264, -0.99481202, -0.51679104,\n",
+       "        -0.50473934, -0.53414809, -0.36199904, -0.8411215 , -0.83138173,\n",
+       "        -0.81264637, -0.77256741, -0.74677608, -0.70292398, -0.65654206,\n",
+       "        -0.77438919],\n",
+       "       [-0.69134352, -0.705721  , -0.73584166, -0.70297806, -0.75225049,\n",
+       "        -0.72659616, -0.71724273, -0.99377229, -0.99381646, -0.99400032,\n",
+       "        -0.99387925, -0.99423682, -0.99433003, -0.99471624, -0.43843284,\n",
+       "        -0.40521327, -0.48094896, -0.36184615, -0.68457944, -0.69555035,\n",
+       "        -0.72599532, -0.6975381 , -0.74677608, -0.71929825, -0.71261682,\n",
+       "        -0.71893953],\n",
+       "       [-0.84488837, -0.82915361, -0.83578287, -0.81896552, -0.86105675,\n",
+       "        -0.8613396 , -0.86330795, -0.99369779, -0.99374656, -0.99393715,\n",
+       "        -0.99381182, -0.99418494, -0.99427639, -0.99466379, -0.49253731,\n",
+       "        -0.48104265, -0.51545651, -0.36172116, -0.8364486 , -0.81967213,\n",
+       "        -0.82435597, -0.81008206, -0.85463072, -0.85497076, -0.86214953,\n",
+       "        -0.84889967],\n",
+       "       [-0.77908343, -0.78761755, -0.78757594, -0.78918495, -0.82348337,\n",
+       "        -0.82491187, -0.85276313, -0.99365725, -0.99370625, -0.99389819,\n",
+       "        -0.99377113, -0.99415254, -0.99424222, -0.99463329, -0.52798507,\n",
+       "        -0.6042654 , -0.51545651, -0.36164779, -0.77336449, -0.77985948,\n",
+       "        -0.78220141, -0.78429074, -0.86635404, -0.82222222, -0.85046729,\n",
+       "        -0.81562987],\n",
+       "       [-0.70544458, -0.64733542, -0.64844209, -0.61833856, -0.6481409 ,\n",
+       "        -0.66392479, -0.71646163, -0.99356747, -0.99360832, -0.99380327,\n",
+       "        -0.99367558, -0.99407272, -0.99415647, -0.99456035, -0.36567164,\n",
+       "        -0.4549763 , -0.34291876, -0.36146698, -0.70560748, -0.63934426,\n",
+       "        -0.63934426, -0.62016413, -0.64830012, -0.65847953, -0.72663551,\n",
+       "        -0.66868827],\n",
+       "       [-0.70387779, -0.67202194, -0.69508132, -0.72413793, -0.73228963,\n",
+       "        -0.72816295, -0.72310096, -0.99348204, -0.99351955, -0.99372023,\n",
+       "        -0.99359367, -0.99399256, -0.99407882, -0.99449203, -0.38432836,\n",
+       "        -0.58530806, -0.33141625, -0.36130226, -0.69392523, -0.66042155,\n",
+       "        -0.68384075, -0.71629543, -0.72801876, -0.72163743, -0.72196262,\n",
+       "        -0.7113152 ],\n",
+       "       [-0.8515472 , -0.81073668, -0.776602  , -0.76724138, -0.78277886,\n",
+       "        -0.75832354, -0.74262839, -0.99341682, -0.99344607, -0.99364669,\n",
+       "        -0.99352762, -0.99392743, -0.99401037, -0.99441763, -0.44029851,\n",
+       "        -0.5521327 , -0.38461538, -0.36116102, -0.84345794, -0.80327869,\n",
+       "        -0.76814988, -0.76084408, -0.77725674, -0.75204678, -0.73831776,\n",
+       "        -0.7865188 ],\n",
+       "       [-0.80258519, -0.83659875, -0.83499902, -0.79741379, -0.80821918,\n",
+       "        -0.81629456, -0.79379028, -0.99336347, -0.99339091, -0.99358745,\n",
+       "        -0.99346147, -0.9938642 , -0.99394733, -0.99434605, -0.44962687,\n",
+       "        -0.6563981 , -0.34579439, -0.36103606, -0.79439252, -0.82669789,\n",
+       "        -0.82669789, -0.78898007, -0.80304807, -0.81052632, -0.79205607,\n",
+       "        -0.81632299],\n",
+       "       [-0.83313749, -0.87539185, -0.90241035, -0.88440439, -0.86771037,\n",
+       "        -0.87935762, -0.87580551, -0.99331764, -0.99335898, -0.99355602,\n",
+       "        -0.99342259, -0.99382267, -0.99390959, -0.99430418, -0.54291045,\n",
+       "        -0.72274882, -0.42918763, -0.36096002, -0.82943925, -0.87119438,\n",
+       "        -0.89461358, -0.87573271, -0.86166471, -0.87134503, -0.87383178,\n",
+       "        -0.88078323],\n",
+       "       [-0.56678418, -0.60031348, -0.64295512, -0.78409091, -0.76164384,\n",
+       "        -0.78535057, -0.82464362, -0.99321481, -0.99327557, -0.99349034,\n",
+       "        -0.99337881, -0.9937915 , -0.99387347, -0.99427367, -0.32835821,\n",
+       "        -0.47630332, -0.25808771, -0.36084678, -0.56074766, -0.59250585,\n",
+       "        -0.6323185 , -0.77960141, -0.84759672, -0.78947368, -0.8364486 ,\n",
+       "        -0.72621729],\n",
+       "       [-0.77007442, -0.81230408, -0.83186361, -0.85540752, -0.85870841,\n",
+       "        -0.86486486, -0.847686  , -0.99311634, -0.99319338, -0.99341516,\n",
+       "        -0.99332651, -0.99374196, -0.99381551, -0.99422246, -0.46641791,\n",
+       "        -0.65165877, -0.39324227, -0.36071245, -0.76168224, -0.80093677,\n",
+       "        -0.82201405, -0.84759672, -0.85463072, -0.85730994, -0.84579439,\n",
+       "        -0.83780974],\n",
+       "       [-0.87622405, -0.92163009, -0.91377621, -0.89224138, -0.84540117,\n",
+       "        -0.83431257, -0.82112869, -0.99306816, -0.99315821, -0.99338734,\n",
+       "        -0.99329935, -0.99370611, -0.99377885, -0.9941789 , -0.55783582,\n",
+       "        -0.65402844, -0.50970525, -0.36064058, -0.86682243, -0.91334895,\n",
+       "        -0.90632319, -0.88745604, -0.84056272, -0.82923977, -0.81775701,\n",
+       "        -0.87731762],\n",
+       "       [-0.82843713, -0.83111285, -0.84166177, -0.8322884 , -0.84579256,\n",
+       "        -0.8515472 , -0.86057411, -0.99302656, -0.99312426, -0.99335155,\n",
+       "        -0.99325919, -0.99365991, -0.99373278, -0.99413129, -0.50559701,\n",
+       "        -0.53791469, -0.52120776, -0.36055736, -0.82242991, -0.82201405,\n",
+       "        -0.83138173, -0.82415006, -0.84056272, -0.84327485, -0.85747664,\n",
+       "        -0.84508751],\n",
+       "       [-0.74539757, -0.73824451, -0.76484421, -0.72100313, -0.73228963,\n",
+       "        -0.70975323, -0.739504  , -0.99296569, -0.99306553, -0.99329699,\n",
+       "        -0.9932005 , -0.99360224, -0.99367493, -0.99407862, -0.45149254,\n",
+       "        -0.46208531, -0.48382459, -0.36044105, -0.73598131, -0.73067916,\n",
+       "        -0.75644028, -0.71629543, -0.72801876, -0.70526316, -0.73831776,\n",
+       "        -0.73696067],\n",
+       "       [-0.40814728, -0.4596395 , -0.51087596, -0.46316614, -0.54598826,\n",
+       "        -0.50607129, -0.57039641, -0.99283748, -0.99294147, -0.9931881 ,\n",
+       "        -0.99308418, -0.99349681, -0.99356041, -0.99398047, -0.30597015,\n",
+       "        -0.29383886, -0.34867002, -0.36020709, -0.46728972, -0.470726  ,\n",
+       "        -0.5175644 , -0.48651817, -0.55685815, -0.51812865, -0.59579439,\n",
+       "        -0.5179345 ],\n",
+       "       [-0.47591069, -0.45219436, -0.48579267, -0.48981191, -0.57847358,\n",
+       "        -0.54876616, -0.61882445, -0.99268659, -0.99280044, -0.99306033,\n",
+       "        -0.99295359, -0.99338192, -0.99344287, -0.9938794 , -0.30223881,\n",
+       "        -0.33649289, -0.32278936, -0.35994787, -0.49065421, -0.46370023,\n",
+       "        -0.4941452 , -0.49589683, -0.58264947, -0.55321637, -0.62850467,\n",
+       "        -0.53110379],\n",
+       "       [-0.26792009, -0.27115987, -0.30080345, -0.24412226, -0.34246575,\n",
+       "        -0.30434783, -0.40285101, -0.99250927, -0.99261854, -0.99288914,\n",
+       "        -0.99278188, -0.99322495, -0.99327569, -0.9937324 , -0.22947761,\n",
+       "        -0.28909953, -0.26096334, -0.35960139, -0.33878505, -0.29976581,\n",
+       "        -0.32786885, -0.2919109 , -0.38100821, -0.32865497, -0.42523364,\n",
+       "        -0.3394559 ],\n",
+       "       [-0.31374853, -0.26449843, -0.2941407 , -0.23315047, -0.36516634,\n",
+       "        -0.35957697, -0.44112478, -0.9923035 , -0.99241264, -0.99269787,\n",
+       "        -0.99258055, -0.99304482, -0.99309553, -0.99356987, -0.2108209 ,\n",
+       "        -0.21563981, -0.23652049, -0.35921021, -0.30607477, -0.26229508,\n",
+       "        -0.29039813, -0.23563892, -0.35990621, -0.35204678, -0.43925234,\n",
+       "        -0.32004852]])"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2331,22 +2457,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2022-01-18 05:32:48.464559: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2022-01-18 05:32:48.495873: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fba31d9b0c0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
-      "2022-01-18 05:32:48.495892: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
+      "2023-04-13 18:15:22.843587: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n",
+      "2023-04-13 18:15:22.880000: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7f80a9a82ef0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
+      "2023-04-13 18:15:22.880015: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
      ]
     }
    ],
    "source": [
-    "step = 9\n",
+    "step = 10\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   }
@@ -2367,7 +2492,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.11"
+   "version": "3.8.16"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/pipelines/lstm_regressor_with_unstack.ipynb b/tutorials/pipelines/lstm_regressor_with_unstack.ipynb
index 516c6da..41a5af8 100644
--- a/tutorials/pipelines/lstm_regressor_with_unstack.ipynb
+++ b/tutorials/pipelines/lstm_regressor_with_unstack.ipynb
@@ -17,12 +17,12 @@
    "source": [
     "from draco.demo import load_demo\n",
     "\n",
-    "train_target_times, test_target_times, readings = load_demo()"
+    "target_times, readings = load_demo()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "80315927",
    "metadata": {},
    "outputs": [],
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "1073a88a",
    "metadata": {},
    "outputs": [],
@@ -44,10 +44,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "1c6cb15d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['pandas.DataFrame.resample',\n",
+       " 'pandas.DataFrame.unstack',\n",
+       " 'pandas.DataFrame.pop',\n",
+       " 'pandas.DataFrame.pop',\n",
+       " 'sklearn.impute.SimpleImputer',\n",
+       " 'sklearn.preprocessing.MinMaxScaler',\n",
+       " 'pandas.DataFrame',\n",
+       " 'pandas.DataFrame.set',\n",
+       " 'pandas.DataFrame.set',\n",
+       " 'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences',\n",
+       " 'keras.Sequential.LSTMTimeSeriesRegressor']"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pipeline.template['primitives']"
    ]
@@ -70,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "id": "a2396b1c",
    "metadata": {},
    "outputs": [
@@ -96,61 +117,61 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>turbine_id</th>\n",
-       "      <th>timestamp</th>\n",
        "      <th>signal_id</th>\n",
+       "      <th>timestamp</th>\n",
        "      <th>value</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:10:00</td>\n",
-       "      <td>operational setting 1</td>\n",
-       "      <td>-0.0007</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>S01</td>\n",
+       "      <td>2013-01-10</td>\n",
+       "      <td>323.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:20:00</td>\n",
-       "      <td>operational setting 1</td>\n",
-       "      <td>0.0019</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>S02</td>\n",
+       "      <td>2013-01-10</td>\n",
+       "      <td>320.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:30:00</td>\n",
-       "      <td>operational setting 1</td>\n",
-       "      <td>-0.0043</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>S03</td>\n",
+       "      <td>2013-01-10</td>\n",
+       "      <td>284.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:40:00</td>\n",
-       "      <td>operational setting 1</td>\n",
-       "      <td>0.0007</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>S04</td>\n",
+       "      <td>2013-01-10</td>\n",
+       "      <td>348.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:50:00</td>\n",
-       "      <td>operational setting 1</td>\n",
-       "      <td>-0.0019</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>S05</td>\n",
+       "      <td>2013-01-10</td>\n",
+       "      <td>273.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   turbine_id           timestamp              signal_id   value\n",
-       "0           1 2013-01-12 00:10:00  operational setting 1 -0.0007\n",
-       "1           1 2013-01-12 00:20:00  operational setting 1  0.0019\n",
-       "2           1 2013-01-12 00:30:00  operational setting 1 -0.0043\n",
-       "3           1 2013-01-12 00:40:00  operational setting 1  0.0007\n",
-       "4           1 2013-01-12 00:50:00  operational setting 1 -0.0019"
+       "  turbine_id signal_id  timestamp  value\n",
+       "0       T001       S01 2013-01-10  323.0\n",
+       "1       T001       S02 2013-01-10  320.0\n",
+       "2       T001       S03 2013-01-10  284.0\n",
+       "3       T001       S04 2013-01-10  348.0\n",
+       "4       T001       S05 2013-01-10  273.0"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -161,7 +182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 6,
    "id": "3cd80f1f",
    "metadata": {},
    "outputs": [
@@ -194,60 +215,116 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 04:20:00</td>\n",
-       "      <td>166</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-12</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 04:30:00</td>\n",
-       "      <td>165</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-13</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 04:40:00</td>\n",
-       "      <td>164</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-14</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-15</td>\n",
        "      <td>1</td>\n",
-       "      <td>2013-01-12 04:50:00</td>\n",
-       "      <td>163</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 05:00:00</td>\n",
-       "      <td>162</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-16</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   turbine_id         cutoff_time  target\n",
-       "0           1 2013-01-12 04:20:00     166\n",
-       "1           1 2013-01-12 04:30:00     165\n",
-       "2           1 2013-01-12 04:40:00     164\n",
-       "3           1 2013-01-12 04:50:00     163\n",
-       "4           1 2013-01-12 05:00:00     162"
+       "  turbine_id cutoff_time  target\n",
+       "0       T001  2013-01-12       0\n",
+       "1       T001  2013-01-13       0\n",
+       "2       T001  2013-01-14       0\n",
+       "3       T001  2013-01-15       1\n",
+       "4       T001  2013-01-16       0"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "train_target_times.head()"
+    "target_times.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a956f746",
+   "metadata": {},
+   "source": [
+    "## Data Preparation (part of Draco Pipeline)\n",
+    "\n",
+    "* Input: target_times, readings, turbines\n",
+    "* Output: X, y, readings, turbines\n",
+    "* Effect: target_times has been split into X and y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a813a966",
+   "metadata": {},
+   "source": [
+    "## pandas.DataFrame.resample\n",
+    "\n",
+    "* Input: readings\n",
+    "* Output: readings (resampled)\n",
+    "* Effect: readings have been resampled to the indicated resample rule and turbine_id,\n",
+    "  signal_id and timestamp have been set as a multi-index"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "id": "6a759b57",
+   "execution_count": 7,
+   "id": "bb00b3b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "context = pipeline.fit(target_times, readings, output_=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "381e361d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['readings', 'turbines', 'X', 'y'])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "context.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b41f13c1",
    "metadata": {},
    "outputs": [
     {
@@ -271,111 +348,69 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>turbine_id</th>\n",
-       "      <th>cutoff_time</th>\n",
-       "      <th>target</th>\n",
+       "      <th>signal_id</th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-13 13:10:00</td>\n",
-       "      <td>112.0</td>\n",
+       "      <th rowspan=\"5\" valign=\"top\">T001</th>\n",
+       "      <th rowspan=\"5\" valign=\"top\">S01</th>\n",
+       "      <th>2013-01-10 00:00:00</th>\n",
+       "      <td>323.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2013-01-14 08:00:00</td>\n",
-       "      <td>98.0</td>\n",
+       "      <th>2013-01-10 00:10:00</th>\n",
+       "      <td>346.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2013-01-14 02:50:00</td>\n",
-       "      <td>69.0</td>\n",
+       "      <th>2013-01-10 00:20:00</th>\n",
+       "      <td>407.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>2013-01-14 01:10:00</td>\n",
-       "      <td>82.0</td>\n",
+       "      <th>2013-01-10 00:30:00</th>\n",
+       "      <td>257.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>2013-01-14 13:10:00</td>\n",
-       "      <td>91.0</td>\n",
+       "      <th>2013-01-10 00:40:00</th>\n",
+       "      <td>267.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   turbine_id         cutoff_time  target\n",
-       "0           1 2013-01-13 13:10:00   112.0\n",
-       "1           2 2013-01-14 08:00:00    98.0\n",
-       "2           3 2013-01-14 02:50:00    69.0\n",
-       "3           4 2013-01-14 01:10:00    82.0\n",
-       "4           5 2013-01-14 13:10:00    91.0"
+       "                                          value\n",
+       "turbine_id signal_id timestamp                 \n",
+       "T001       S01       2013-01-10 00:00:00  323.0\n",
+       "                     2013-01-10 00:10:00  346.0\n",
+       "                     2013-01-10 00:20:00  407.0\n",
+       "                     2013-01-10 00:30:00  257.0\n",
+       "                     2013-01-10 00:40:00  267.0"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "test_target_times.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "feb3daa6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "training shape (18131, 3)\n",
-      "testing shape (100, 3)\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"training shape\", train_target_times.shape)\n",
-    "print(\"testing shape\", test_target_times.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a956f746",
-   "metadata": {},
-   "source": [
-    "## Data Preparation (part of Draco Pipeline)\n",
-    "\n",
-    "* Input: target_times, readings, turbines\n",
-    "* Output: X, y, readings, turbines\n",
-    "* Effect: target_times has been split into X and y"
+    "context['readings'].head()"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a813a966",
+   "id": "4b46bf1f",
    "metadata": {},
    "source": [
-    "## mlblocks.MLPipeline\n",
-    "\n",
-    "### pandas.DataFrame.resample\n",
-    "\n",
-    "* Input: readings\n",
-    "* Output: readings (resampled)\n",
-    "* Effect: readings have been resampled to the indicated resample rule and turbine_id,\n",
-    "  signal_id and timestamp have been set as a multi-index\n",
-    "  \n",
-    "### pandas.DataFrame.unstack\n",
+    "## pandas.DataFrame.unstack\n",
     "\n",
     "* Input: readings (resampled)\n",
     "* Output: readings (unstacked)\n",
@@ -384,18 +419,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "bb00b3b8",
+   "execution_count": 10,
+   "id": "bb0bac75",
    "metadata": {},
    "outputs": [],
    "source": [
-    "context = pipeline.fit(train_target_times, readings, output_=0)"
+    "step = 1\n",
+    "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "381e361d",
+   "execution_count": 11,
+   "id": "1009407e",
    "metadata": {},
    "outputs": [
     {
@@ -404,7 +440,7 @@
        "dict_keys(['readings', 'turbines', 'X', 'y'])"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -415,8 +451,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "b41f13c1",
+   "execution_count": 12,
+   "id": "83855579",
    "metadata": {},
    "outputs": [
     {
@@ -442,228 +478,186 @@
        "      <th></th>\n",
        "      <th>turbine_id</th>\n",
        "      <th>timestamp</th>\n",
-       "      <th>value_operational setting 1</th>\n",
-       "      <th>value_operational setting 2</th>\n",
-       "      <th>value_operational setting 3</th>\n",
-       "      <th>value_sensor measurement 1</th>\n",
-       "      <th>value_sensor measurement 10</th>\n",
-       "      <th>value_sensor measurement 11</th>\n",
-       "      <th>value_sensor measurement 12</th>\n",
-       "      <th>value_sensor measurement 13</th>\n",
+       "      <th>value_S01</th>\n",
+       "      <th>value_S02</th>\n",
+       "      <th>value_S03</th>\n",
+       "      <th>value_S04</th>\n",
+       "      <th>value_S05</th>\n",
+       "      <th>value_S06</th>\n",
+       "      <th>value_S07</th>\n",
+       "      <th>value_S08</th>\n",
        "      <th>...</th>\n",
-       "      <th>value_sensor measurement 2</th>\n",
-       "      <th>value_sensor measurement 20</th>\n",
-       "      <th>value_sensor measurement 21</th>\n",
-       "      <th>value_sensor measurement 3</th>\n",
-       "      <th>value_sensor measurement 4</th>\n",
-       "      <th>value_sensor measurement 5</th>\n",
-       "      <th>value_sensor measurement 6</th>\n",
-       "      <th>value_sensor measurement 7</th>\n",
-       "      <th>value_sensor measurement 8</th>\n",
-       "      <th>value_sensor measurement 9</th>\n",
+       "      <th>value_S17</th>\n",
+       "      <th>value_S18</th>\n",
+       "      <th>value_S19</th>\n",
+       "      <th>value_S20</th>\n",
+       "      <th>value_S21</th>\n",
+       "      <th>value_S22</th>\n",
+       "      <th>value_S23</th>\n",
+       "      <th>value_S24</th>\n",
+       "      <th>value_S25</th>\n",
+       "      <th>value_S26</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:10:00</td>\n",
-       "      <td>-0.0007</td>\n",
-       "      <td>-0.0004</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.47</td>\n",
-       "      <td>521.66</td>\n",
-       "      <td>2388.02</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:00:00</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>348.0</td>\n",
+       "      <td>273.0</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>280.0</td>\n",
+       "      <td>3197842.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>641.82</td>\n",
-       "      <td>39.06</td>\n",
-       "      <td>23.4190</td>\n",
-       "      <td>1589.70</td>\n",
-       "      <td>1400.60</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.36</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9046.19</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>3131020.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>356.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:20:00</td>\n",
-       "      <td>0.0019</td>\n",
-       "      <td>-0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.49</td>\n",
-       "      <td>522.28</td>\n",
-       "      <td>2388.07</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:10:00</td>\n",
+       "      <td>346.0</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>367.0</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>249.0</td>\n",
+       "      <td>3197900.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.15</td>\n",
-       "      <td>39.00</td>\n",
-       "      <td>23.4236</td>\n",
-       "      <td>1591.82</td>\n",
-       "      <td>1403.14</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>553.75</td>\n",
-       "      <td>2388.04</td>\n",
-       "      <td>9044.07</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>3131420.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>400.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:30:00</td>\n",
-       "      <td>-0.0043</td>\n",
-       "      <td>0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.27</td>\n",
-       "      <td>522.42</td>\n",
-       "      <td>2388.03</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:20:00</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>393.0</td>\n",
+       "      <td>275.0</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>3197968.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.95</td>\n",
-       "      <td>23.3442</td>\n",
-       "      <td>1587.99</td>\n",
-       "      <td>1404.20</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.26</td>\n",
-       "      <td>2388.08</td>\n",
-       "      <td>9052.94</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>3131822.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>402.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:40:00</td>\n",
-       "      <td>0.0007</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.13</td>\n",
-       "      <td>522.86</td>\n",
-       "      <td>2388.08</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:30:00</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>307.0</td>\n",
+       "      <td>315.0</td>\n",
+       "      <td>361.0</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>354.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>3198011.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.88</td>\n",
-       "      <td>23.3739</td>\n",
-       "      <td>1582.79</td>\n",
-       "      <td>1401.87</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.45</td>\n",
-       "      <td>2388.11</td>\n",
-       "      <td>9049.48</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>3132179.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>357.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:50:00</td>\n",
-       "      <td>-0.0019</td>\n",
-       "      <td>-0.0002</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.28</td>\n",
-       "      <td>522.19</td>\n",
-       "      <td>2388.04</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:40:00</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>309.0</td>\n",
+       "      <td>314.0</td>\n",
+       "      <td>355.0</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>212.0</td>\n",
+       "      <td>3198056.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.37</td>\n",
-       "      <td>38.90</td>\n",
-       "      <td>23.4044</td>\n",
-       "      <td>1582.85</td>\n",
-       "      <td>1406.22</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.00</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9055.15</td>\n",
+       "      <td>9.6</td>\n",
+       "      <td>3132501.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>322.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 26 columns</p>\n",
+       "<p>5 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "   turbine_id           timestamp  value_operational setting 1  \\\n",
-       "0           1 2013-01-12 00:10:00                      -0.0007   \n",
-       "1           1 2013-01-12 00:20:00                       0.0019   \n",
-       "2           1 2013-01-12 00:30:00                      -0.0043   \n",
-       "3           1 2013-01-12 00:40:00                       0.0007   \n",
-       "4           1 2013-01-12 00:50:00                      -0.0019   \n",
-       "\n",
-       "   value_operational setting 2  value_operational setting 3  \\\n",
-       "0                      -0.0004                        100.0   \n",
-       "1                      -0.0003                        100.0   \n",
-       "2                       0.0003                        100.0   \n",
-       "3                       0.0000                        100.0   \n",
-       "4                      -0.0002                        100.0   \n",
-       "\n",
-       "   value_sensor measurement 1  value_sensor measurement 10  \\\n",
-       "0                      518.67                          1.3   \n",
-       "1                      518.67                          1.3   \n",
-       "2                      518.67                          1.3   \n",
-       "3                      518.67                          1.3   \n",
-       "4                      518.67                          1.3   \n",
-       "\n",
-       "   value_sensor measurement 11  value_sensor measurement 12  \\\n",
-       "0                        47.47                       521.66   \n",
-       "1                        47.49                       522.28   \n",
-       "2                        47.27                       522.42   \n",
-       "3                        47.13                       522.86   \n",
-       "4                        47.28                       522.19   \n",
+       "  turbine_id           timestamp  value_S01  value_S02  value_S03  value_S04  \\\n",
+       "0       T001 2013-01-10 00:00:00      323.0      320.0      284.0      348.0   \n",
+       "1       T001 2013-01-10 00:10:00      346.0      384.0      367.0      411.0   \n",
+       "2       T001 2013-01-10 00:20:00      407.0      363.0      407.0      393.0   \n",
+       "3       T001 2013-01-10 00:30:00      257.0      307.0      315.0      361.0   \n",
+       "4       T001 2013-01-10 00:40:00      267.0      309.0      314.0      355.0   \n",
        "\n",
-       "   value_sensor measurement 13  ...  value_sensor measurement 2  \\\n",
-       "0                      2388.02  ...                      641.82   \n",
-       "1                      2388.07  ...                      642.15   \n",
-       "2                      2388.03  ...                      642.35   \n",
-       "3                      2388.08  ...                      642.35   \n",
-       "4                      2388.04  ...                      642.37   \n",
+       "   value_S05  value_S06  value_S07  value_S08  ...  value_S17  value_S18  \\\n",
+       "0      273.0      342.0      280.0  3197842.0  ...       11.7  3131020.0   \n",
+       "1      331.0      360.0      249.0  3197900.0  ...       10.2  3131420.0   \n",
+       "2      275.0      335.0      270.0  3197968.0  ...        9.5  3131822.0   \n",
+       "3      317.0      354.0      271.0  3198011.0  ...       10.5  3132179.0   \n",
+       "4      262.0      246.0      212.0  3198056.0  ...        9.6  3132501.0   \n",
        "\n",
-       "   value_sensor measurement 20  value_sensor measurement 21  \\\n",
-       "0                        39.06                      23.4190   \n",
-       "1                        39.00                      23.4236   \n",
-       "2                        38.95                      23.3442   \n",
-       "3                        38.88                      23.3739   \n",
-       "4                        38.90                      23.4044   \n",
+       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
+       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
+       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
+       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
+       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
+       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
        "\n",
-       "   value_sensor measurement 3  value_sensor measurement 4  \\\n",
-       "0                     1589.70                     1400.60   \n",
-       "1                     1591.82                     1403.14   \n",
-       "2                     1587.99                     1404.20   \n",
-       "3                     1582.79                     1401.87   \n",
-       "4                     1582.85                     1406.22   \n",
+       "   value_S25  value_S26  \n",
+       "0       47.0      356.0  \n",
+       "1       42.0      400.0  \n",
+       "2       45.0      402.0  \n",
+       "3       45.0      357.0  \n",
+       "4       36.0      322.0  \n",
        "\n",
-       "   value_sensor measurement 5  value_sensor measurement 6  \\\n",
-       "0                       14.62                       21.61   \n",
-       "1                       14.62                       21.61   \n",
-       "2                       14.62                       21.61   \n",
-       "3                       14.62                       21.61   \n",
-       "4                       14.62                       21.61   \n",
-       "\n",
-       "   value_sensor measurement 7  value_sensor measurement 8  \\\n",
-       "0                      554.36                     2388.06   \n",
-       "1                      553.75                     2388.04   \n",
-       "2                      554.26                     2388.08   \n",
-       "3                      554.45                     2388.11   \n",
-       "4                      554.00                     2388.06   \n",
-       "\n",
-       "   value_sensor measurement 9  \n",
-       "0                     9046.19  \n",
-       "1                     9044.07  \n",
-       "2                     9052.94  \n",
-       "3                     9049.48  \n",
-       "4                     9055.15  \n",
-       "\n",
-       "[5 rows x 26 columns]"
+       "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -686,19 +680,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "bb0bac75",
+   "execution_count": 13,
+   "id": "6a422d33",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 1\n",
+    "step = 2\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "1009407e",
+   "execution_count": 14,
+   "id": "334867d7",
    "metadata": {},
    "outputs": [
     {
@@ -707,7 +701,7 @@
        "dict_keys(['readings', 'turbines', 'X', 'y', 'turbine_id'])"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -718,22 +712,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "93104c3b",
+   "execution_count": 15,
+   "id": "df9dbf59",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0    1\n",
-       "1    1\n",
-       "2    1\n",
-       "3    1\n",
-       "4    1\n",
-       "Name: turbine_id, dtype: int64"
+       "0    T001\n",
+       "1    T001\n",
+       "2    T001\n",
+       "3    T001\n",
+       "4    T001\n",
+       "Name: turbine_id, dtype: object"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -744,8 +738,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "83855579",
+   "execution_count": 16,
+   "id": "7891112d",
    "metadata": {},
    "outputs": [
     {
@@ -770,229 +764,187 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>timestamp</th>\n",
-       "      <th>value_operational setting 1</th>\n",
-       "      <th>value_operational setting 2</th>\n",
-       "      <th>value_operational setting 3</th>\n",
-       "      <th>value_sensor measurement 1</th>\n",
-       "      <th>value_sensor measurement 10</th>\n",
-       "      <th>value_sensor measurement 11</th>\n",
-       "      <th>value_sensor measurement 12</th>\n",
-       "      <th>value_sensor measurement 13</th>\n",
-       "      <th>value_sensor measurement 14</th>\n",
+       "      <th>value_S01</th>\n",
+       "      <th>value_S02</th>\n",
+       "      <th>value_S03</th>\n",
+       "      <th>value_S04</th>\n",
+       "      <th>value_S05</th>\n",
+       "      <th>value_S06</th>\n",
+       "      <th>value_S07</th>\n",
+       "      <th>value_S08</th>\n",
+       "      <th>value_S09</th>\n",
        "      <th>...</th>\n",
-       "      <th>value_sensor measurement 2</th>\n",
-       "      <th>value_sensor measurement 20</th>\n",
-       "      <th>value_sensor measurement 21</th>\n",
-       "      <th>value_sensor measurement 3</th>\n",
-       "      <th>value_sensor measurement 4</th>\n",
-       "      <th>value_sensor measurement 5</th>\n",
-       "      <th>value_sensor measurement 6</th>\n",
-       "      <th>value_sensor measurement 7</th>\n",
-       "      <th>value_sensor measurement 8</th>\n",
-       "      <th>value_sensor measurement 9</th>\n",
+       "      <th>value_S17</th>\n",
+       "      <th>value_S18</th>\n",
+       "      <th>value_S19</th>\n",
+       "      <th>value_S20</th>\n",
+       "      <th>value_S21</th>\n",
+       "      <th>value_S22</th>\n",
+       "      <th>value_S23</th>\n",
+       "      <th>value_S24</th>\n",
+       "      <th>value_S25</th>\n",
+       "      <th>value_S26</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2013-01-12 00:10:00</td>\n",
-       "      <td>-0.0007</td>\n",
-       "      <td>-0.0004</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.47</td>\n",
-       "      <td>521.66</td>\n",
-       "      <td>2388.02</td>\n",
-       "      <td>8138.62</td>\n",
+       "      <td>2013-01-10 00:00:00</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>348.0</td>\n",
+       "      <td>273.0</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>280.0</td>\n",
+       "      <td>3197842.0</td>\n",
+       "      <td>695000.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>641.82</td>\n",
-       "      <td>39.06</td>\n",
-       "      <td>23.4190</td>\n",
-       "      <td>1589.70</td>\n",
-       "      <td>1400.60</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.36</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9046.19</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>3131020.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>356.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2013-01-12 00:20:00</td>\n",
-       "      <td>0.0019</td>\n",
-       "      <td>-0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.49</td>\n",
-       "      <td>522.28</td>\n",
-       "      <td>2388.07</td>\n",
-       "      <td>8131.49</td>\n",
+       "      <td>2013-01-10 00:10:00</td>\n",
+       "      <td>346.0</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>367.0</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>249.0</td>\n",
+       "      <td>3197900.0</td>\n",
+       "      <td>695063.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.15</td>\n",
-       "      <td>39.00</td>\n",
-       "      <td>23.4236</td>\n",
-       "      <td>1591.82</td>\n",
-       "      <td>1403.14</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>553.75</td>\n",
-       "      <td>2388.04</td>\n",
-       "      <td>9044.07</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>3131420.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>400.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2013-01-12 00:30:00</td>\n",
-       "      <td>-0.0043</td>\n",
-       "      <td>0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.27</td>\n",
-       "      <td>522.42</td>\n",
-       "      <td>2388.03</td>\n",
-       "      <td>8133.23</td>\n",
+       "      <td>2013-01-10 00:20:00</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>393.0</td>\n",
+       "      <td>275.0</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>3197968.0</td>\n",
+       "      <td>695124.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.95</td>\n",
-       "      <td>23.3442</td>\n",
-       "      <td>1587.99</td>\n",
-       "      <td>1404.20</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.26</td>\n",
-       "      <td>2388.08</td>\n",
-       "      <td>9052.94</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>3131822.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>402.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2013-01-12 00:40:00</td>\n",
-       "      <td>0.0007</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.13</td>\n",
-       "      <td>522.86</td>\n",
-       "      <td>2388.08</td>\n",
-       "      <td>8133.83</td>\n",
+       "      <td>2013-01-10 00:30:00</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>307.0</td>\n",
+       "      <td>315.0</td>\n",
+       "      <td>361.0</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>354.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>3198011.0</td>\n",
+       "      <td>695175.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.88</td>\n",
-       "      <td>23.3739</td>\n",
-       "      <td>1582.79</td>\n",
-       "      <td>1401.87</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.45</td>\n",
-       "      <td>2388.11</td>\n",
-       "      <td>9049.48</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>3132179.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>357.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2013-01-12 00:50:00</td>\n",
-       "      <td>-0.0019</td>\n",
-       "      <td>-0.0002</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.28</td>\n",
-       "      <td>522.19</td>\n",
-       "      <td>2388.04</td>\n",
-       "      <td>8133.80</td>\n",
+       "      <td>2013-01-10 00:40:00</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>309.0</td>\n",
+       "      <td>314.0</td>\n",
+       "      <td>355.0</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>212.0</td>\n",
+       "      <td>3198056.0</td>\n",
+       "      <td>695226.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.37</td>\n",
-       "      <td>38.90</td>\n",
-       "      <td>23.4044</td>\n",
-       "      <td>1582.85</td>\n",
-       "      <td>1406.22</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.00</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9055.15</td>\n",
+       "      <td>9.6</td>\n",
+       "      <td>3132501.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>322.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 25 columns</p>\n",
+       "<p>5 rows × 27 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "            timestamp  value_operational setting 1  \\\n",
-       "0 2013-01-12 00:10:00                      -0.0007   \n",
-       "1 2013-01-12 00:20:00                       0.0019   \n",
-       "2 2013-01-12 00:30:00                      -0.0043   \n",
-       "3 2013-01-12 00:40:00                       0.0007   \n",
-       "4 2013-01-12 00:50:00                      -0.0019   \n",
-       "\n",
-       "   value_operational setting 2  value_operational setting 3  \\\n",
-       "0                      -0.0004                        100.0   \n",
-       "1                      -0.0003                        100.0   \n",
-       "2                       0.0003                        100.0   \n",
-       "3                       0.0000                        100.0   \n",
-       "4                      -0.0002                        100.0   \n",
-       "\n",
-       "   value_sensor measurement 1  value_sensor measurement 10  \\\n",
-       "0                      518.67                          1.3   \n",
-       "1                      518.67                          1.3   \n",
-       "2                      518.67                          1.3   \n",
-       "3                      518.67                          1.3   \n",
-       "4                      518.67                          1.3   \n",
-       "\n",
-       "   value_sensor measurement 11  value_sensor measurement 12  \\\n",
-       "0                        47.47                       521.66   \n",
-       "1                        47.49                       522.28   \n",
-       "2                        47.27                       522.42   \n",
-       "3                        47.13                       522.86   \n",
-       "4                        47.28                       522.19   \n",
-       "\n",
-       "   value_sensor measurement 13  value_sensor measurement 14  ...  \\\n",
-       "0                      2388.02                      8138.62  ...   \n",
-       "1                      2388.07                      8131.49  ...   \n",
-       "2                      2388.03                      8133.23  ...   \n",
-       "3                      2388.08                      8133.83  ...   \n",
-       "4                      2388.04                      8133.80  ...   \n",
-       "\n",
-       "   value_sensor measurement 2  value_sensor measurement 20  \\\n",
-       "0                      641.82                        39.06   \n",
-       "1                      642.15                        39.00   \n",
-       "2                      642.35                        38.95   \n",
-       "3                      642.35                        38.88   \n",
-       "4                      642.37                        38.90   \n",
+       "            timestamp  value_S01  value_S02  value_S03  value_S04  value_S05  \\\n",
+       "0 2013-01-10 00:00:00      323.0      320.0      284.0      348.0      273.0   \n",
+       "1 2013-01-10 00:10:00      346.0      384.0      367.0      411.0      331.0   \n",
+       "2 2013-01-10 00:20:00      407.0      363.0      407.0      393.0      275.0   \n",
+       "3 2013-01-10 00:30:00      257.0      307.0      315.0      361.0      317.0   \n",
+       "4 2013-01-10 00:40:00      267.0      309.0      314.0      355.0      262.0   \n",
        "\n",
-       "   value_sensor measurement 21  value_sensor measurement 3  \\\n",
-       "0                      23.4190                     1589.70   \n",
-       "1                      23.4236                     1591.82   \n",
-       "2                      23.3442                     1587.99   \n",
-       "3                      23.3739                     1582.79   \n",
-       "4                      23.4044                     1582.85   \n",
+       "   value_S06  value_S07  value_S08  value_S09  ...  value_S17  value_S18  \\\n",
+       "0      342.0      280.0  3197842.0   695000.0  ...       11.7  3131020.0   \n",
+       "1      360.0      249.0  3197900.0   695063.0  ...       10.2  3131420.0   \n",
+       "2      335.0      270.0  3197968.0   695124.0  ...        9.5  3131822.0   \n",
+       "3      354.0      271.0  3198011.0   695175.0  ...       10.5  3132179.0   \n",
+       "4      246.0      212.0  3198056.0   695226.0  ...        9.6  3132501.0   \n",
        "\n",
-       "   value_sensor measurement 4  value_sensor measurement 5  \\\n",
-       "0                     1400.60                       14.62   \n",
-       "1                     1403.14                       14.62   \n",
-       "2                     1404.20                       14.62   \n",
-       "3                     1401.87                       14.62   \n",
-       "4                     1406.22                       14.62   \n",
+       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
+       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
+       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
+       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
+       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
+       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
        "\n",
-       "   value_sensor measurement 6  value_sensor measurement 7  \\\n",
-       "0                       21.61                      554.36   \n",
-       "1                       21.61                      553.75   \n",
-       "2                       21.61                      554.26   \n",
-       "3                       21.61                      554.45   \n",
-       "4                       21.61                      554.00   \n",
+       "   value_S25  value_S26  \n",
+       "0       47.0      356.0  \n",
+       "1       42.0      400.0  \n",
+       "2       45.0      402.0  \n",
+       "3       45.0      357.0  \n",
+       "4       36.0      322.0  \n",
        "\n",
-       "   value_sensor measurement 8  value_sensor measurement 9  \n",
-       "0                     2388.06                     9046.19  \n",
-       "1                     2388.04                     9044.07  \n",
-       "2                     2388.08                     9052.94  \n",
-       "3                     2388.11                     9049.48  \n",
-       "4                     2388.06                     9055.15  \n",
-       "\n",
-       "[5 rows x 25 columns]"
+       "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1015,18 +967,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 17,
    "id": "ebcad5cd",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 2\n",
+    "step = 3\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 18,
    "id": "d497ab07",
    "metadata": {},
    "outputs": [
@@ -1036,7 +988,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'X', 'y', 'timestamp'])"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1047,22 +999,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 19,
    "id": "2c3bfa0b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0   2013-01-12 00:10:00\n",
-       "1   2013-01-12 00:20:00\n",
-       "2   2013-01-12 00:30:00\n",
-       "3   2013-01-12 00:40:00\n",
-       "4   2013-01-12 00:50:00\n",
+       "0   2013-01-10 00:00:00\n",
+       "1   2013-01-10 00:10:00\n",
+       "2   2013-01-10 00:20:00\n",
+       "3   2013-01-10 00:30:00\n",
+       "4   2013-01-10 00:40:00\n",
        "Name: timestamp, dtype: datetime64[ns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1073,7 +1025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 20,
    "id": "3c837b44",
    "metadata": {},
    "outputs": [
@@ -1098,230 +1050,188 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>value_operational setting 1</th>\n",
-       "      <th>value_operational setting 2</th>\n",
-       "      <th>value_operational setting 3</th>\n",
-       "      <th>value_sensor measurement 1</th>\n",
-       "      <th>value_sensor measurement 10</th>\n",
-       "      <th>value_sensor measurement 11</th>\n",
-       "      <th>value_sensor measurement 12</th>\n",
-       "      <th>value_sensor measurement 13</th>\n",
-       "      <th>value_sensor measurement 14</th>\n",
-       "      <th>value_sensor measurement 15</th>\n",
+       "      <th>value_S01</th>\n",
+       "      <th>value_S02</th>\n",
+       "      <th>value_S03</th>\n",
+       "      <th>value_S04</th>\n",
+       "      <th>value_S05</th>\n",
+       "      <th>value_S06</th>\n",
+       "      <th>value_S07</th>\n",
+       "      <th>value_S08</th>\n",
+       "      <th>value_S09</th>\n",
+       "      <th>value_S10</th>\n",
        "      <th>...</th>\n",
-       "      <th>value_sensor measurement 2</th>\n",
-       "      <th>value_sensor measurement 20</th>\n",
-       "      <th>value_sensor measurement 21</th>\n",
-       "      <th>value_sensor measurement 3</th>\n",
-       "      <th>value_sensor measurement 4</th>\n",
-       "      <th>value_sensor measurement 5</th>\n",
-       "      <th>value_sensor measurement 6</th>\n",
-       "      <th>value_sensor measurement 7</th>\n",
-       "      <th>value_sensor measurement 8</th>\n",
-       "      <th>value_sensor measurement 9</th>\n",
+       "      <th>value_S17</th>\n",
+       "      <th>value_S18</th>\n",
+       "      <th>value_S19</th>\n",
+       "      <th>value_S20</th>\n",
+       "      <th>value_S21</th>\n",
+       "      <th>value_S22</th>\n",
+       "      <th>value_S23</th>\n",
+       "      <th>value_S24</th>\n",
+       "      <th>value_S25</th>\n",
+       "      <th>value_S26</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.0007</td>\n",
-       "      <td>-0.0004</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.47</td>\n",
-       "      <td>521.66</td>\n",
-       "      <td>2388.02</td>\n",
-       "      <td>8138.62</td>\n",
-       "      <td>8.4195</td>\n",
+       "      <td>323.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>348.0</td>\n",
+       "      <td>273.0</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>280.0</td>\n",
+       "      <td>3197842.0</td>\n",
+       "      <td>695000.0</td>\n",
+       "      <td>3348234.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>641.82</td>\n",
-       "      <td>39.06</td>\n",
-       "      <td>23.4190</td>\n",
-       "      <td>1589.70</td>\n",
-       "      <td>1400.60</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.36</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9046.19</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>3131020.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>356.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.0019</td>\n",
-       "      <td>-0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.49</td>\n",
-       "      <td>522.28</td>\n",
-       "      <td>2388.07</td>\n",
-       "      <td>8131.49</td>\n",
-       "      <td>8.4318</td>\n",
+       "      <td>346.0</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>367.0</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>249.0</td>\n",
+       "      <td>3197900.0</td>\n",
+       "      <td>695063.0</td>\n",
+       "      <td>3348296.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.15</td>\n",
-       "      <td>39.00</td>\n",
-       "      <td>23.4236</td>\n",
-       "      <td>1591.82</td>\n",
-       "      <td>1403.14</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>553.75</td>\n",
-       "      <td>2388.04</td>\n",
-       "      <td>9044.07</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>3131420.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>400.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.0043</td>\n",
-       "      <td>0.0003</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.27</td>\n",
-       "      <td>522.42</td>\n",
-       "      <td>2388.03</td>\n",
-       "      <td>8133.23</td>\n",
-       "      <td>8.4178</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>393.0</td>\n",
+       "      <td>275.0</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>3197968.0</td>\n",
+       "      <td>695124.0</td>\n",
+       "      <td>3348363.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.95</td>\n",
-       "      <td>23.3442</td>\n",
-       "      <td>1587.99</td>\n",
-       "      <td>1404.20</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.26</td>\n",
-       "      <td>2388.08</td>\n",
-       "      <td>9052.94</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>3131822.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>402.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.0007</td>\n",
-       "      <td>0.0000</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.13</td>\n",
-       "      <td>522.86</td>\n",
-       "      <td>2388.08</td>\n",
-       "      <td>8133.83</td>\n",
-       "      <td>8.3682</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>307.0</td>\n",
+       "      <td>315.0</td>\n",
+       "      <td>361.0</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>354.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>3198011.0</td>\n",
+       "      <td>695175.0</td>\n",
+       "      <td>3348416.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.35</td>\n",
-       "      <td>38.88</td>\n",
-       "      <td>23.3739</td>\n",
-       "      <td>1582.79</td>\n",
-       "      <td>1401.87</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.45</td>\n",
-       "      <td>2388.11</td>\n",
-       "      <td>9049.48</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>3132179.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>357.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.0019</td>\n",
-       "      <td>-0.0002</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>518.67</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>47.28</td>\n",
-       "      <td>522.19</td>\n",
-       "      <td>2388.04</td>\n",
-       "      <td>8133.80</td>\n",
-       "      <td>8.4294</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>309.0</td>\n",
+       "      <td>314.0</td>\n",
+       "      <td>355.0</td>\n",
+       "      <td>262.0</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>212.0</td>\n",
+       "      <td>3198056.0</td>\n",
+       "      <td>695226.0</td>\n",
+       "      <td>3348470.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>642.37</td>\n",
-       "      <td>38.90</td>\n",
-       "      <td>23.4044</td>\n",
-       "      <td>1582.85</td>\n",
-       "      <td>1406.22</td>\n",
-       "      <td>14.62</td>\n",
-       "      <td>21.61</td>\n",
-       "      <td>554.00</td>\n",
-       "      <td>2388.06</td>\n",
-       "      <td>9055.15</td>\n",
+       "      <td>9.6</td>\n",
+       "      <td>3132501.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>322.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 24 columns</p>\n",
+       "<p>5 rows × 26 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "   value_operational setting 1  value_operational setting 2  \\\n",
-       "0                      -0.0007                      -0.0004   \n",
-       "1                       0.0019                      -0.0003   \n",
-       "2                      -0.0043                       0.0003   \n",
-       "3                       0.0007                       0.0000   \n",
-       "4                      -0.0019                      -0.0002   \n",
-       "\n",
-       "   value_operational setting 3  value_sensor measurement 1  \\\n",
-       "0                        100.0                      518.67   \n",
-       "1                        100.0                      518.67   \n",
-       "2                        100.0                      518.67   \n",
-       "3                        100.0                      518.67   \n",
-       "4                        100.0                      518.67   \n",
-       "\n",
-       "   value_sensor measurement 10  value_sensor measurement 11  \\\n",
-       "0                          1.3                        47.47   \n",
-       "1                          1.3                        47.49   \n",
-       "2                          1.3                        47.27   \n",
-       "3                          1.3                        47.13   \n",
-       "4                          1.3                        47.28   \n",
-       "\n",
-       "   value_sensor measurement 12  value_sensor measurement 13  \\\n",
-       "0                       521.66                      2388.02   \n",
-       "1                       522.28                      2388.07   \n",
-       "2                       522.42                      2388.03   \n",
-       "3                       522.86                      2388.08   \n",
-       "4                       522.19                      2388.04   \n",
-       "\n",
-       "   value_sensor measurement 14  value_sensor measurement 15  ...  \\\n",
-       "0                      8138.62                       8.4195  ...   \n",
-       "1                      8131.49                       8.4318  ...   \n",
-       "2                      8133.23                       8.4178  ...   \n",
-       "3                      8133.83                       8.3682  ...   \n",
-       "4                      8133.80                       8.4294  ...   \n",
-       "\n",
-       "   value_sensor measurement 2  value_sensor measurement 20  \\\n",
-       "0                      641.82                        39.06   \n",
-       "1                      642.15                        39.00   \n",
-       "2                      642.35                        38.95   \n",
-       "3                      642.35                        38.88   \n",
-       "4                      642.37                        38.90   \n",
+       "   value_S01  value_S02  value_S03  value_S04  value_S05  value_S06  \\\n",
+       "0      323.0      320.0      284.0      348.0      273.0      342.0   \n",
+       "1      346.0      384.0      367.0      411.0      331.0      360.0   \n",
+       "2      407.0      363.0      407.0      393.0      275.0      335.0   \n",
+       "3      257.0      307.0      315.0      361.0      317.0      354.0   \n",
+       "4      267.0      309.0      314.0      355.0      262.0      246.0   \n",
        "\n",
-       "   value_sensor measurement 21  value_sensor measurement 3  \\\n",
-       "0                      23.4190                     1589.70   \n",
-       "1                      23.4236                     1591.82   \n",
-       "2                      23.3442                     1587.99   \n",
-       "3                      23.3739                     1582.79   \n",
-       "4                      23.4044                     1582.85   \n",
+       "   value_S07  value_S08  value_S09  value_S10  ...  value_S17  value_S18  \\\n",
+       "0      280.0  3197842.0   695000.0  3348234.0  ...       11.7  3131020.0   \n",
+       "1      249.0  3197900.0   695063.0  3348296.0  ...       10.2  3131420.0   \n",
+       "2      270.0  3197968.0   695124.0  3348363.0  ...        9.5  3131822.0   \n",
+       "3      271.0  3198011.0   695175.0  3348416.0  ...       10.5  3132179.0   \n",
+       "4      212.0  3198056.0   695226.0  3348470.0  ...        9.6  3132501.0   \n",
        "\n",
-       "   value_sensor measurement 4  value_sensor measurement 5  \\\n",
-       "0                     1400.60                       14.62   \n",
-       "1                     1403.14                       14.62   \n",
-       "2                     1404.20                       14.62   \n",
-       "3                     1401.87                       14.62   \n",
-       "4                     1406.22                       14.62   \n",
+       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
+       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
+       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
+       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
+       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
+       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
        "\n",
-       "   value_sensor measurement 6  value_sensor measurement 7  \\\n",
-       "0                       21.61                      554.36   \n",
-       "1                       21.61                      553.75   \n",
-       "2                       21.61                      554.26   \n",
-       "3                       21.61                      554.45   \n",
-       "4                       21.61                      554.00   \n",
+       "   value_S25  value_S26  \n",
+       "0       47.0      356.0  \n",
+       "1       42.0      400.0  \n",
+       "2       45.0      402.0  \n",
+       "3       45.0      357.0  \n",
+       "4       36.0      322.0  \n",
        "\n",
-       "   value_sensor measurement 8  value_sensor measurement 9  \n",
-       "0                     2388.06                     9046.19  \n",
-       "1                     2388.04                     9044.07  \n",
-       "2                     2388.08                     9052.94  \n",
-       "3                     2388.11                     9049.48  \n",
-       "4                     2388.06                     9055.15  \n",
-       "\n",
-       "[5 rows x 24 columns]"
+       "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1344,18 +1254,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 21,
    "id": "3ad08e01",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sarah/anaconda3/envs/draco/lib/python3.8/site-packages/sklearn/impute/_base.py:356: FutureWarning: The 'verbose' parameter was deprecated in version 1.1 and will be removed in 1.3. A warning will always be raised upon the removal of empty columns in the future version.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
-    "step = 3\n",
+    "step = 4\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 22,
    "id": "19c4ee50",
    "metadata": {},
    "outputs": [
@@ -1365,7 +1284,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1376,46 +1295,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 23,
    "id": "af5f9dc1",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
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-       "         8.13862e+03,  8.41950e+00,  3.00000e-02,  3.92000e+02,\n",
-       "         2.38800e+03,  1.00000e+02,  6.41820e+02,  3.90600e+01,\n",
-       "         2.34190e+01,  1.58970e+03,  1.40060e+03,  1.46200e+01,\n",
-       "         2.16100e+01,  5.54360e+02,  2.38806e+03,  9.04619e+03],\n",
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-       "         2.34044e+01,  1.58285e+03,  1.40622e+03,  1.46200e+01,\n",
-       "         2.16100e+01,  5.54000e+02,  2.38806e+03,  9.05515e+03]])"
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+       "       [3.460000e+02, 3.840000e+02, 3.670000e+02, 4.110000e+02,\n",
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+       "        4.500000e+01, 4.020000e+02],\n",
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+       "        3.358128e+06, 3.223929e+06, 8.600000e+00, 6.600000e+00,\n",
+       "        1.050000e+01, 3.132179e+06, 4.300000e+01, 5.100000e+01,\n",
+       "        5.300000e+01, 6.200000e+01, 5.300000e+01, 6.000000e+01,\n",
+       "        4.500000e+01, 3.570000e+02],\n",
+       "       [2.670000e+02, 3.090000e+02, 3.140000e+02, 3.550000e+02,\n",
+       "        2.620000e+02, 2.460000e+02, 2.120000e+02, 3.198056e+06,\n",
+       "        6.952260e+05, 3.348470e+06, 3.437016e+06, 3.322559e+06,\n",
+       "        3.358169e+06, 3.223965e+06, 7.500000e+00, 5.900000e+00,\n",
+       "        9.600000e+00, 3.132501e+06, 4.500000e+01, 5.100000e+01,\n",
+       "        5.400000e+01, 5.900000e+01, 4.300000e+01, 4.100000e+01,\n",
+       "        3.600000e+01, 3.220000e+02]])"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1438,18 +1362,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 24,
    "id": "f50662d2",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 4\n",
+    "step = 5\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 25,
    "id": "37bf8d65",
    "metadata": {},
    "outputs": [
@@ -1459,7 +1383,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1470,41 +1394,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 26,
    "id": "73c5d941",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[-0.08045977, -0.69230769, -1.        , -1.        , -1.        ,\n",
-       "        -0.22543353,  0.17159763, -0.58823529, -0.60078439, -0.2720277 ,\n",
-       "        -1.        , -0.33333333, -1.        , -1.        , -0.59411765,\n",
-       "         0.42635659,  0.40377157, -0.13682891, -0.38048616, -1.        ,\n",
-       "         1.        ,  0.45249597, -0.49253731, -0.78048999],\n",
-       "       [ 0.2183908 , -0.53846154, -1.        , -1.        , -1.        ,\n",
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-       "         1.        ,  0.25603865, -0.55223881, -0.79951539],\n",
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-       "         1.        ,  0.42028986, -0.43283582, -0.71991385],\n",
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-       "         1.        ,  0.48148148, -0.34328358, -0.75096473],\n",
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-       "         1.        ,  0.33655395, -0.49253731, -0.70008077]])"
+       "array([[-0.23563892, -0.24267292, -0.3286385 , -0.17702227, -0.35287222,\n",
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+       "        -0.26141079],\n",
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+       "        -0.17012448],\n",
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+       "        -0.27848101, -0.3968254 , -0.37362746, -0.04827586, -0.14482759,\n",
+       "        -0.04761905, -0.07586207, -0.35616438, -0.22758621, -0.36551724,\n",
+       "        -0.1659751 ],\n",
+       "       [-0.39038687, -0.27315358, -0.25586854, -0.14654162, -0.24970692,\n",
+       "        -0.16431925, -0.35280374, -0.99988085, -0.99988276, -0.99988086,\n",
+       "        -0.99987538, -0.99989714, -0.99988581, -0.99991086, -0.08510638,\n",
+       "        -0.16455696, -0.33333333, -0.37355606, -0.39310345, -0.28275862,\n",
+       "        -0.23809524, -0.13103448, -0.26027397, -0.15862069, -0.36551724,\n",
+       "        -0.2593361 ],\n",
+       "       [-0.36694021, -0.26846424, -0.25821596, -0.16060961, -0.37866354,\n",
+       "        -0.41784038, -0.49065421, -0.99984912, -0.99984859, -0.99984551,\n",
+       "        -0.99983767, -0.99986841, -0.99985921, -0.99988655, -0.20212766,\n",
+       "        -0.25316456, -0.39047619, -0.37349166, -0.36551724, -0.28275862,\n",
+       "        -0.2244898 , -0.17241379, -0.39726027, -0.42068966, -0.48965517,\n",
+       "        -0.33195021]])"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1527,18 +1456,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 27,
    "id": "4722001e",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 5\n",
+    "step = 6\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 28,
    "id": "34b5d2ca",
    "metadata": {},
    "outputs": [
@@ -1548,7 +1477,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1559,7 +1488,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 29,
    "id": "011b9c51",
    "metadata": {},
    "outputs": [
@@ -1595,8 +1524,6 @@
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
-       "      <th>14</th>\n",
-       "      <th>15</th>\n",
        "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
@@ -1605,160 +1532,162 @@
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.080460</td>\n",
-       "      <td>-0.692308</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.225434</td>\n",
-       "      <td>0.171598</td>\n",
-       "      <td>-0.588235</td>\n",
-       "      <td>-0.600784</td>\n",
-       "      <td>-0.272028</td>\n",
+       "      <td>-0.235639</td>\n",
+       "      <td>-0.242673</td>\n",
+       "      <td>-0.328638</td>\n",
+       "      <td>-0.177022</td>\n",
+       "      <td>-0.352872</td>\n",
+       "      <td>-0.192488</td>\n",
+       "      <td>-0.331776</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.594118</td>\n",
-       "      <td>0.426357</td>\n",
-       "      <td>0.403772</td>\n",
-       "      <td>-0.136829</td>\n",
-       "      <td>-0.380486</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.452496</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.780490</td>\n",
+       "      <td>-0.257143</td>\n",
+       "      <td>-0.373788</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.319728</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.369863</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.337931</td>\n",
+       "      <td>-0.261411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.218391</td>\n",
-       "      <td>-0.538462</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.202312</td>\n",
-       "      <td>0.416174</td>\n",
-       "      <td>-0.441176</td>\n",
-       "      <td>-0.674373</td>\n",
-       "      <td>-0.177376</td>\n",
+       "      <td>-0.181712</td>\n",
+       "      <td>-0.092614</td>\n",
+       "      <td>-0.133803</td>\n",
+       "      <td>-0.029308</td>\n",
+       "      <td>-0.216882</td>\n",
+       "      <td>-0.150235</td>\n",
+       "      <td>-0.404206</td>\n",
+       "      <td>-0.999959</td>\n",
+       "      <td>-0.999958</td>\n",
+       "      <td>-0.999959</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.400000</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>0.416076</td>\n",
-       "      <td>-0.048256</td>\n",
-       "      <td>-0.294733</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.256039</td>\n",
-       "      <td>-0.552239</td>\n",
-       "      <td>-0.799515</td>\n",
+       "      <td>-0.352381</td>\n",
+       "      <td>-0.373708</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.117241</td>\n",
+       "      <td>-0.115646</td>\n",
+       "      <td>-0.062069</td>\n",
+       "      <td>-0.232877</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.406897</td>\n",
+       "      <td>-0.170124</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.494253</td>\n",
-       "      <td>0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.456647</td>\n",
-       "      <td>0.471400</td>\n",
-       "      <td>-0.558824</td>\n",
-       "      <td>-0.656414</td>\n",
-       "      <td>-0.285110</td>\n",
+       "      <td>-0.038687</td>\n",
+       "      <td>-0.141852</td>\n",
+       "      <td>-0.039906</td>\n",
+       "      <td>-0.071512</td>\n",
+       "      <td>-0.348183</td>\n",
+       "      <td>-0.208920</td>\n",
+       "      <td>-0.355140</td>\n",
+       "      <td>-0.999911</td>\n",
+       "      <td>-0.999917</td>\n",
+       "      <td>-0.999916</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.282353</td>\n",
-       "      <td>0.255814</td>\n",
-       "      <td>0.203691</td>\n",
-       "      <td>-0.208272</td>\n",
-       "      <td>-0.258947</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.420290</td>\n",
-       "      <td>-0.432836</td>\n",
-       "      <td>-0.719914</td>\n",
+       "      <td>-0.396825</td>\n",
+       "      <td>-0.373627</td>\n",
+       "      <td>-0.048276</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.047619</td>\n",
+       "      <td>-0.075862</td>\n",
+       "      <td>-0.356164</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.165975</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.080460</td>\n",
-       "      <td>-0.076923</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.618497</td>\n",
-       "      <td>0.644970</td>\n",
-       "      <td>-0.411765</td>\n",
-       "      <td>-0.650222</td>\n",
-       "      <td>-0.666795</td>\n",
+       "      <td>-0.390387</td>\n",
+       "      <td>-0.273154</td>\n",
+       "      <td>-0.255869</td>\n",
+       "      <td>-0.146542</td>\n",
+       "      <td>-0.249707</td>\n",
+       "      <td>-0.164319</td>\n",
+       "      <td>-0.352804</td>\n",
+       "      <td>-0.999881</td>\n",
+       "      <td>-0.999883</td>\n",
+       "      <td>-0.999881</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.282353</td>\n",
-       "      <td>0.147287</td>\n",
-       "      <td>0.283135</td>\n",
-       "      <td>-0.425527</td>\n",
-       "      <td>-0.337610</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.481481</td>\n",
-       "      <td>-0.343284</td>\n",
-       "      <td>-0.750965</td>\n",
+       "      <td>-0.333333</td>\n",
+       "      <td>-0.373556</td>\n",
+       "      <td>-0.393103</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.238095</td>\n",
+       "      <td>-0.131034</td>\n",
+       "      <td>-0.260274</td>\n",
+       "      <td>-0.158621</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.259336</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.218391</td>\n",
-       "      <td>-0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.445087</td>\n",
-       "      <td>0.380671</td>\n",
-       "      <td>-0.529412</td>\n",
-       "      <td>-0.650532</td>\n",
-       "      <td>-0.195845</td>\n",
+       "      <td>-0.366940</td>\n",
+       "      <td>-0.268464</td>\n",
+       "      <td>-0.258216</td>\n",
+       "      <td>-0.160610</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.417840</td>\n",
+       "      <td>-0.490654</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999846</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.270588</td>\n",
-       "      <td>0.178295</td>\n",
-       "      <td>0.364718</td>\n",
-       "      <td>-0.423021</td>\n",
-       "      <td>-0.190749</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.336554</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.700081</td>\n",
+       "      <td>-0.390476</td>\n",
+       "      <td>-0.373492</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.224490</td>\n",
+       "      <td>-0.172414</td>\n",
+       "      <td>-0.397260</td>\n",
+       "      <td>-0.420690</td>\n",
+       "      <td>-0.489655</td>\n",
+       "      <td>-0.331950</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 24 columns</p>\n",
+       "<p>5 rows × 26 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         0         1    2    3    4         5         6         7         8   \\\n",
-       "0 -0.080460 -0.692308 -1.0 -1.0 -1.0 -0.225434  0.171598 -0.588235 -0.600784   \n",
-       "1  0.218391 -0.538462 -1.0 -1.0 -1.0 -0.202312  0.416174 -0.441176 -0.674373   \n",
-       "2 -0.494253  0.384615 -1.0 -1.0 -1.0 -0.456647  0.471400 -0.558824 -0.656414   \n",
-       "3  0.080460 -0.076923 -1.0 -1.0 -1.0 -0.618497  0.644970 -0.411765 -0.650222   \n",
-       "4 -0.218391 -0.384615 -1.0 -1.0 -1.0 -0.445087  0.380671 -0.529412 -0.650532   \n",
+       "         0         1         2         3         4         5         6   \\\n",
+       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
+       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
+       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
+       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
+       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
        "\n",
-       "         9   ...        14        15        16        17        18   19   20  \\\n",
-       "0 -0.272028  ... -0.594118  0.426357  0.403772 -0.136829 -0.380486 -1.0  1.0   \n",
-       "1 -0.177376  ... -0.400000  0.333333  0.416076 -0.048256 -0.294733 -1.0  1.0   \n",
-       "2 -0.285110  ... -0.282353  0.255814  0.203691 -0.208272 -0.258947 -1.0  1.0   \n",
-       "3 -0.666795  ... -0.282353  0.147287  0.283135 -0.425527 -0.337610 -1.0  1.0   \n",
-       "4 -0.195845  ... -0.270588  0.178295  0.364718 -0.423021 -0.190749 -1.0  1.0   \n",
+       "         7         8         9   ...        16        17        18        19  \\\n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.257143 -0.373788 -0.227586 -0.227586   \n",
+       "1 -0.999959 -0.999958 -0.999959  ... -0.352381 -0.373708 -0.186207 -0.117241   \n",
+       "2 -0.999911 -0.999917 -0.999916  ... -0.396825 -0.373627 -0.048276 -0.144828   \n",
+       "3 -0.999881 -0.999883 -0.999881  ... -0.333333 -0.373556 -0.393103 -0.282759   \n",
+       "4 -0.999849 -0.999849 -0.999846  ... -0.390476 -0.373492 -0.365517 -0.282759   \n",
        "\n",
-       "         21        22        23  \n",
-       "0  0.452496 -0.492537 -0.780490  \n",
-       "1  0.256039 -0.552239 -0.799515  \n",
-       "2  0.420290 -0.432836 -0.719914  \n",
-       "3  0.481481 -0.343284 -0.750965  \n",
-       "4  0.336554 -0.492537 -0.700081  \n",
+       "         20        21        22        23        24        25  \n",
+       "0 -0.319728 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411  \n",
+       "1 -0.115646 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124  \n",
+       "2 -0.047619 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975  \n",
+       "3 -0.238095 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336  \n",
+       "4 -0.224490 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950  \n",
        "\n",
-       "[5 rows x 24 columns]"
+       "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1781,18 +1710,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 30,
    "id": "d58c17c1",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 6\n",
+    "step = 7\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 31,
    "id": "b5b62c52",
    "metadata": {},
    "outputs": [
@@ -1802,7 +1731,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1813,7 +1742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 32,
    "id": "8bedb44e",
    "metadata": {},
    "outputs": [
@@ -1849,8 +1778,6 @@
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
-       "      <th>15</th>\n",
-       "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th>19</th>\n",
@@ -1858,161 +1785,163 @@
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "      <th>turbine_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.080460</td>\n",
-       "      <td>-0.692308</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.225434</td>\n",
-       "      <td>0.171598</td>\n",
-       "      <td>-0.588235</td>\n",
-       "      <td>-0.600784</td>\n",
-       "      <td>-0.272028</td>\n",
+       "      <td>-0.235639</td>\n",
+       "      <td>-0.242673</td>\n",
+       "      <td>-0.328638</td>\n",
+       "      <td>-0.177022</td>\n",
+       "      <td>-0.352872</td>\n",
+       "      <td>-0.192488</td>\n",
+       "      <td>-0.331776</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.426357</td>\n",
-       "      <td>0.403772</td>\n",
-       "      <td>-0.136829</td>\n",
-       "      <td>-0.380486</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.452496</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.780490</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.373788</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.319728</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.369863</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.337931</td>\n",
+       "      <td>-0.261411</td>\n",
+       "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.218391</td>\n",
-       "      <td>-0.538462</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.202312</td>\n",
-       "      <td>0.416174</td>\n",
-       "      <td>-0.441176</td>\n",
-       "      <td>-0.674373</td>\n",
-       "      <td>-0.177376</td>\n",
+       "      <td>-0.181712</td>\n",
+       "      <td>-0.092614</td>\n",
+       "      <td>-0.133803</td>\n",
+       "      <td>-0.029308</td>\n",
+       "      <td>-0.216882</td>\n",
+       "      <td>-0.150235</td>\n",
+       "      <td>-0.404206</td>\n",
+       "      <td>-0.999959</td>\n",
+       "      <td>-0.999958</td>\n",
+       "      <td>-0.999959</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>0.416076</td>\n",
-       "      <td>-0.048256</td>\n",
-       "      <td>-0.294733</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.256039</td>\n",
-       "      <td>-0.552239</td>\n",
-       "      <td>-0.799515</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.373708</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.117241</td>\n",
+       "      <td>-0.115646</td>\n",
+       "      <td>-0.062069</td>\n",
+       "      <td>-0.232877</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.406897</td>\n",
+       "      <td>-0.170124</td>\n",
+       "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.494253</td>\n",
-       "      <td>0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.456647</td>\n",
-       "      <td>0.471400</td>\n",
-       "      <td>-0.558824</td>\n",
-       "      <td>-0.656414</td>\n",
-       "      <td>-0.285110</td>\n",
+       "      <td>-0.038687</td>\n",
+       "      <td>-0.141852</td>\n",
+       "      <td>-0.039906</td>\n",
+       "      <td>-0.071512</td>\n",
+       "      <td>-0.348183</td>\n",
+       "      <td>-0.208920</td>\n",
+       "      <td>-0.355140</td>\n",
+       "      <td>-0.999911</td>\n",
+       "      <td>-0.999917</td>\n",
+       "      <td>-0.999916</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.255814</td>\n",
-       "      <td>0.203691</td>\n",
-       "      <td>-0.208272</td>\n",
-       "      <td>-0.258947</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.420290</td>\n",
-       "      <td>-0.432836</td>\n",
-       "      <td>-0.719914</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.373627</td>\n",
+       "      <td>-0.048276</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.047619</td>\n",
+       "      <td>-0.075862</td>\n",
+       "      <td>-0.356164</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.165975</td>\n",
+       "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.080460</td>\n",
-       "      <td>-0.076923</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.618497</td>\n",
-       "      <td>0.644970</td>\n",
-       "      <td>-0.411765</td>\n",
-       "      <td>-0.650222</td>\n",
-       "      <td>-0.666795</td>\n",
+       "      <td>-0.390387</td>\n",
+       "      <td>-0.273154</td>\n",
+       "      <td>-0.255869</td>\n",
+       "      <td>-0.146542</td>\n",
+       "      <td>-0.249707</td>\n",
+       "      <td>-0.164319</td>\n",
+       "      <td>-0.352804</td>\n",
+       "      <td>-0.999881</td>\n",
+       "      <td>-0.999883</td>\n",
+       "      <td>-0.999881</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.147287</td>\n",
-       "      <td>0.283135</td>\n",
-       "      <td>-0.425527</td>\n",
-       "      <td>-0.337610</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.481481</td>\n",
-       "      <td>-0.343284</td>\n",
-       "      <td>-0.750965</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.373556</td>\n",
+       "      <td>-0.393103</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.238095</td>\n",
+       "      <td>-0.131034</td>\n",
+       "      <td>-0.260274</td>\n",
+       "      <td>-0.158621</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.259336</td>\n",
+       "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.218391</td>\n",
-       "      <td>-0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.445087</td>\n",
-       "      <td>0.380671</td>\n",
-       "      <td>-0.529412</td>\n",
-       "      <td>-0.650532</td>\n",
-       "      <td>-0.195845</td>\n",
+       "      <td>-0.366940</td>\n",
+       "      <td>-0.268464</td>\n",
+       "      <td>-0.258216</td>\n",
+       "      <td>-0.160610</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.417840</td>\n",
+       "      <td>-0.490654</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999846</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.178295</td>\n",
-       "      <td>0.364718</td>\n",
-       "      <td>-0.423021</td>\n",
-       "      <td>-0.190749</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.336554</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.700081</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.373492</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.224490</td>\n",
+       "      <td>-0.172414</td>\n",
+       "      <td>-0.397260</td>\n",
+       "      <td>-0.420690</td>\n",
+       "      <td>-0.489655</td>\n",
+       "      <td>-0.331950</td>\n",
+       "      <td>T001</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 25 columns</p>\n",
+       "<p>5 rows × 27 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "          0         1    2    3    4         5         6         7         8  \\\n",
-       "0 -0.080460 -0.692308 -1.0 -1.0 -1.0 -0.225434  0.171598 -0.588235 -0.600784   \n",
-       "1  0.218391 -0.538462 -1.0 -1.0 -1.0 -0.202312  0.416174 -0.441176 -0.674373   \n",
-       "2 -0.494253  0.384615 -1.0 -1.0 -1.0 -0.456647  0.471400 -0.558824 -0.656414   \n",
-       "3  0.080460 -0.076923 -1.0 -1.0 -1.0 -0.618497  0.644970 -0.411765 -0.650222   \n",
-       "4 -0.218391 -0.384615 -1.0 -1.0 -1.0 -0.445087  0.380671 -0.529412 -0.650532   \n",
+       "          0         1         2         3         4         5         6  \\\n",
+       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
+       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
+       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
+       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
+       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
        "\n",
-       "          9  ...        15        16        17        18   19   20        21  \\\n",
-       "0 -0.272028  ...  0.426357  0.403772 -0.136829 -0.380486 -1.0  1.0  0.452496   \n",
-       "1 -0.177376  ...  0.333333  0.416076 -0.048256 -0.294733 -1.0  1.0  0.256039   \n",
-       "2 -0.285110  ...  0.255814  0.203691 -0.208272 -0.258947 -1.0  1.0  0.420290   \n",
-       "3 -0.666795  ...  0.147287  0.283135 -0.425527 -0.337610 -1.0  1.0  0.481481   \n",
-       "4 -0.195845  ...  0.178295  0.364718 -0.423021 -0.190749 -1.0  1.0  0.336554   \n",
+       "          7         8         9  ...        17        18        19        20  \\\n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.373788 -0.227586 -0.227586 -0.319728   \n",
+       "1 -0.999959 -0.999958 -0.999959  ... -0.373708 -0.186207 -0.117241 -0.115646   \n",
+       "2 -0.999911 -0.999917 -0.999916  ... -0.373627 -0.048276 -0.144828 -0.047619   \n",
+       "3 -0.999881 -0.999883 -0.999881  ... -0.373556 -0.393103 -0.282759 -0.238095   \n",
+       "4 -0.999849 -0.999849 -0.999846  ... -0.373492 -0.365517 -0.282759 -0.224490   \n",
        "\n",
-       "         22        23  turbine_id  \n",
-       "0 -0.492537 -0.780490           1  \n",
-       "1 -0.552239 -0.799515           1  \n",
-       "2 -0.432836 -0.719914           1  \n",
-       "3 -0.343284 -0.750965           1  \n",
-       "4 -0.492537 -0.700081           1  \n",
+       "         21        22        23        24        25  turbine_id  \n",
+       "0 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411        T001  \n",
+       "1 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124        T001  \n",
+       "2 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975        T001  \n",
+       "3 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336        T001  \n",
+       "4 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950        T001  \n",
        "\n",
-       "[5 rows x 25 columns]"
+       "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2035,18 +1964,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 33,
    "id": "9896ef19",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 7\n",
+    "step = 8\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 34,
    "id": "384e4e91",
    "metadata": {},
    "outputs": [
@@ -2056,7 +1985,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2067,7 +1996,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 35,
    "id": "7dcc2b2c",
    "metadata": {},
    "outputs": [
@@ -2103,14 +2032,14 @@
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
-       "      <th>16</th>\n",
-       "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th>19</th>\n",
        "      <th>20</th>\n",
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "      <th>turbine_id</th>\n",
        "      <th>timestamp</th>\n",
        "    </tr>\n",
@@ -2118,155 +2047,155 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.080460</td>\n",
-       "      <td>-0.692308</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.225434</td>\n",
-       "      <td>0.171598</td>\n",
-       "      <td>-0.588235</td>\n",
-       "      <td>-0.600784</td>\n",
-       "      <td>-0.272028</td>\n",
+       "      <td>-0.235639</td>\n",
+       "      <td>-0.242673</td>\n",
+       "      <td>-0.328638</td>\n",
+       "      <td>-0.177022</td>\n",
+       "      <td>-0.352872</td>\n",
+       "      <td>-0.192488</td>\n",
+       "      <td>-0.331776</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.403772</td>\n",
-       "      <td>-0.136829</td>\n",
-       "      <td>-0.380486</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.452496</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.780490</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:10:00</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.319728</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.369863</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.337931</td>\n",
+       "      <td>-0.261411</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.218391</td>\n",
-       "      <td>-0.538462</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.202312</td>\n",
-       "      <td>0.416174</td>\n",
-       "      <td>-0.441176</td>\n",
-       "      <td>-0.674373</td>\n",
-       "      <td>-0.177376</td>\n",
+       "      <td>-0.181712</td>\n",
+       "      <td>-0.092614</td>\n",
+       "      <td>-0.133803</td>\n",
+       "      <td>-0.029308</td>\n",
+       "      <td>-0.216882</td>\n",
+       "      <td>-0.150235</td>\n",
+       "      <td>-0.404206</td>\n",
+       "      <td>-0.999959</td>\n",
+       "      <td>-0.999958</td>\n",
+       "      <td>-0.999959</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.416076</td>\n",
-       "      <td>-0.048256</td>\n",
-       "      <td>-0.294733</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.256039</td>\n",
-       "      <td>-0.552239</td>\n",
-       "      <td>-0.799515</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:20:00</td>\n",
+       "      <td>-0.186207</td>\n",
+       "      <td>-0.117241</td>\n",
+       "      <td>-0.115646</td>\n",
+       "      <td>-0.062069</td>\n",
+       "      <td>-0.232877</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.406897</td>\n",
+       "      <td>-0.170124</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:10:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.494253</td>\n",
-       "      <td>0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.456647</td>\n",
-       "      <td>0.471400</td>\n",
-       "      <td>-0.558824</td>\n",
-       "      <td>-0.656414</td>\n",
-       "      <td>-0.285110</td>\n",
+       "      <td>-0.038687</td>\n",
+       "      <td>-0.141852</td>\n",
+       "      <td>-0.039906</td>\n",
+       "      <td>-0.071512</td>\n",
+       "      <td>-0.348183</td>\n",
+       "      <td>-0.208920</td>\n",
+       "      <td>-0.355140</td>\n",
+       "      <td>-0.999911</td>\n",
+       "      <td>-0.999917</td>\n",
+       "      <td>-0.999916</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.203691</td>\n",
-       "      <td>-0.208272</td>\n",
-       "      <td>-0.258947</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.420290</td>\n",
-       "      <td>-0.432836</td>\n",
-       "      <td>-0.719914</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:30:00</td>\n",
+       "      <td>-0.048276</td>\n",
+       "      <td>-0.144828</td>\n",
+       "      <td>-0.047619</td>\n",
+       "      <td>-0.075862</td>\n",
+       "      <td>-0.356164</td>\n",
+       "      <td>-0.227586</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.165975</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:20:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.080460</td>\n",
-       "      <td>-0.076923</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.618497</td>\n",
-       "      <td>0.644970</td>\n",
-       "      <td>-0.411765</td>\n",
-       "      <td>-0.650222</td>\n",
-       "      <td>-0.666795</td>\n",
+       "      <td>-0.390387</td>\n",
+       "      <td>-0.273154</td>\n",
+       "      <td>-0.255869</td>\n",
+       "      <td>-0.146542</td>\n",
+       "      <td>-0.249707</td>\n",
+       "      <td>-0.164319</td>\n",
+       "      <td>-0.352804</td>\n",
+       "      <td>-0.999881</td>\n",
+       "      <td>-0.999883</td>\n",
+       "      <td>-0.999881</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.283135</td>\n",
-       "      <td>-0.425527</td>\n",
-       "      <td>-0.337610</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.481481</td>\n",
-       "      <td>-0.343284</td>\n",
-       "      <td>-0.750965</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:40:00</td>\n",
+       "      <td>-0.393103</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.238095</td>\n",
+       "      <td>-0.131034</td>\n",
+       "      <td>-0.260274</td>\n",
+       "      <td>-0.158621</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.259336</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:30:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.218391</td>\n",
-       "      <td>-0.384615</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.445087</td>\n",
-       "      <td>0.380671</td>\n",
-       "      <td>-0.529412</td>\n",
-       "      <td>-0.650532</td>\n",
-       "      <td>-0.195845</td>\n",
+       "      <td>-0.366940</td>\n",
+       "      <td>-0.268464</td>\n",
+       "      <td>-0.258216</td>\n",
+       "      <td>-0.160610</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.417840</td>\n",
+       "      <td>-0.490654</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999849</td>\n",
+       "      <td>-0.999846</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.364718</td>\n",
-       "      <td>-0.423021</td>\n",
-       "      <td>-0.190749</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.336554</td>\n",
-       "      <td>-0.492537</td>\n",
-       "      <td>-0.700081</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2013-01-12 00:50:00</td>\n",
+       "      <td>-0.365517</td>\n",
+       "      <td>-0.282759</td>\n",
+       "      <td>-0.224490</td>\n",
+       "      <td>-0.172414</td>\n",
+       "      <td>-0.397260</td>\n",
+       "      <td>-0.420690</td>\n",
+       "      <td>-0.489655</td>\n",
+       "      <td>-0.331950</td>\n",
+       "      <td>T001</td>\n",
+       "      <td>2013-01-10 00:40:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 26 columns</p>\n",
+       "<p>5 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "          0         1    2    3    4         5         6         7         8  \\\n",
-       "0 -0.080460 -0.692308 -1.0 -1.0 -1.0 -0.225434  0.171598 -0.588235 -0.600784   \n",
-       "1  0.218391 -0.538462 -1.0 -1.0 -1.0 -0.202312  0.416174 -0.441176 -0.674373   \n",
-       "2 -0.494253  0.384615 -1.0 -1.0 -1.0 -0.456647  0.471400 -0.558824 -0.656414   \n",
-       "3  0.080460 -0.076923 -1.0 -1.0 -1.0 -0.618497  0.644970 -0.411765 -0.650222   \n",
-       "4 -0.218391 -0.384615 -1.0 -1.0 -1.0 -0.445087  0.380671 -0.529412 -0.650532   \n",
+       "          0         1         2         3         4         5         6  \\\n",
+       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
+       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
+       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
+       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
+       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
        "\n",
-       "          9  ...        16        17        18   19   20        21        22  \\\n",
-       "0 -0.272028  ...  0.403772 -0.136829 -0.380486 -1.0  1.0  0.452496 -0.492537   \n",
-       "1 -0.177376  ...  0.416076 -0.048256 -0.294733 -1.0  1.0  0.256039 -0.552239   \n",
-       "2 -0.285110  ...  0.203691 -0.208272 -0.258947 -1.0  1.0  0.420290 -0.432836   \n",
-       "3 -0.666795  ...  0.283135 -0.425527 -0.337610 -1.0  1.0  0.481481 -0.343284   \n",
-       "4 -0.195845  ...  0.364718 -0.423021 -0.190749 -1.0  1.0  0.336554 -0.492537   \n",
+       "          7         8         9  ...        18        19        20        21  \\\n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.227586 -0.227586 -0.319728 -0.186207   \n",
+       "1 -0.999959 -0.999958 -0.999959  ... -0.186207 -0.117241 -0.115646 -0.062069   \n",
+       "2 -0.999911 -0.999917 -0.999916  ... -0.048276 -0.144828 -0.047619 -0.075862   \n",
+       "3 -0.999881 -0.999883 -0.999881  ... -0.393103 -0.282759 -0.238095 -0.131034   \n",
+       "4 -0.999849 -0.999849 -0.999846  ... -0.365517 -0.282759 -0.224490 -0.172414   \n",
        "\n",
-       "         23  turbine_id           timestamp  \n",
-       "0 -0.780490           1 2013-01-12 00:10:00  \n",
-       "1 -0.799515           1 2013-01-12 00:20:00  \n",
-       "2 -0.719914           1 2013-01-12 00:30:00  \n",
-       "3 -0.750965           1 2013-01-12 00:40:00  \n",
-       "4 -0.700081           1 2013-01-12 00:50:00  \n",
+       "         22        23        24        25  turbine_id           timestamp  \n",
+       "0 -0.369863 -0.186207 -0.337931 -0.261411        T001 2013-01-10 00:00:00  \n",
+       "1 -0.232877 -0.144828 -0.406897 -0.170124        T001 2013-01-10 00:10:00  \n",
+       "2 -0.356164 -0.227586 -0.365517 -0.165975        T001 2013-01-10 00:20:00  \n",
+       "3 -0.260274 -0.158621 -0.365517 -0.259336        T001 2013-01-10 00:30:00  \n",
+       "4 -0.397260 -0.420690 -0.489655 -0.331950        T001 2013-01-10 00:40:00  \n",
        "\n",
-       "[5 rows x 26 columns]"
+       "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2290,7 +2219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 36,
    "id": "b4ff2d0a",
    "metadata": {},
    "outputs": [
@@ -2300,30 +2229,30 @@
        "{'window_size': 24, 'cutoff_time': 'cutoff_time', 'time_index': 'timestamp'}"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "pipeline._pipeline.get_hyperparameters()[\n",
-    "    'mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
+    "    'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 37,
    "id": "2c8fd174",
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 8\n",
+    "step = 9\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 38,
    "id": "b051da01",
    "metadata": {},
    "outputs": [
@@ -2333,7 +2262,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2344,17 +2273,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 39,
    "id": "a802d22b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(33727, 26)"
+       "(51121, 28)"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2365,17 +2294,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 40,
    "id": "cc53012b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(18131,)"
+       "(353,)"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2386,17 +2315,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 41,
    "id": "b1212aaf",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(18131, 24, 24)"
+       "(353, 24, 26)"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2407,31 +2336,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 42,
    "id": "87abb56d",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[ 0.2183908 , -0.53846154, -1.        , -1.        , -1.        ,\n",
-       "        -0.20231214,  0.41617357, -0.44117647, -0.674373  , -0.17737591,\n",
-       "        -1.        , -0.33333333, -1.        , -1.        , -0.4       ,\n",
-       "         0.33333333,  0.41607597, -0.04825569, -0.29473329, -1.        ,\n",
-       "         1.        ,  0.25603865, -0.55223881, -0.79951539],\n",
-       "       [-0.49425287,  0.38461538, -1.        , -1.        , -1.        ,\n",
-       "        -0.4566474 ,  0.47140039, -0.55882353, -0.65641449, -0.28510966,\n",
-       "        -1.        , -0.66666667, -1.        , -1.        , -0.28235294,\n",
-       "         0.25581395,  0.20369132, -0.2082724 , -0.25894666, -1.        ,\n",
-       "         1.        ,  0.42028986, -0.43283582, -0.71991385],\n",
-       "       [ 0.08045977, -0.07692308, -1.        , -1.        , -1.        ,\n",
-       "        -0.61849711,  0.64497041, -0.41176471, -0.6502219 , -0.66679492,\n",
-       "        -1.        , -0.33333333, -1.        , -1.        , -0.28235294,\n",
-       "         0.14728682,  0.28313495, -0.42552747, -0.33760972, -1.        ,\n",
-       "         1.        ,  0.48148148, -0.34328358, -0.75096473]])"
+       "array([[-0.66002345, -0.57327081, -0.64084507, -0.57796014, -0.6014068 ,\n",
+       "        -0.56103286, -0.55140187, -0.9928135 , -0.99291267, -0.99315058,\n",
+       "        -0.99304288, -0.99346346, -0.99352632, -0.99395333, -0.42553191,\n",
+       "        -0.41772152, -0.58730159, -0.35996294, -0.66896552, -0.57241379,\n",
+       "        -0.61904762, -0.5862069 , -0.60273973, -0.55862069, -0.55862069,\n",
+       "        -0.59751037],\n",
+       "       [-0.2989449 , -0.38569754, -0.48591549, -0.47713951, -0.66705744,\n",
+       "        -0.5915493 , -0.77336449, -0.99278389, -0.9928852 , -0.99312701,\n",
+       "        -0.99301988, -0.9934481 , -0.9935075 , -0.9939459 , -0.39361702,\n",
+       "        -0.40506329, -0.54285714, -0.35992014, -0.40689655, -0.42068966,\n",
+       "        -0.46938776, -0.48965517, -0.67123288, -0.5862069 , -0.83448276,\n",
+       "        -0.5560166 ],\n",
+       "       [-0.33645955, -0.40679953, -0.39906103, -0.38569754, -0.56154748,\n",
+       "        -0.43192488, -0.45560748, -0.99275498, -0.9928584 , -0.99310017,\n",
+       "        -0.99299431, -0.99342739, -0.99348349, -0.99392294, -0.29787234,\n",
+       "        -0.3164557 , -0.49206349, -0.35986854, -0.42068966, -0.43448276,\n",
+       "        -0.40136054, -0.43448276, -0.56164384, -0.47586207, -0.51724138,\n",
+       "        -0.46473029]])"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2454,7 +2386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 43,
    "id": "561c3e09",
    "metadata": {},
    "outputs": [
@@ -2462,15 +2394,49 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2022-02-01 10:08:21.044547: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2022-02-01 10:08:21.080727: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7f8579596430 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
-      "2022-02-01 10:08:21.080742: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
+      "2023-04-13 18:20:05.852611: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n",
+      "2023-04-13 18:20:05.887442: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fc91ac474f0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
+      "2023-04-13 18:20:05.887460: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/35\n",
+      "5/5 [==============================] - 1s 123ms/step - loss: 0.2339 - mse: 0.2339 - val_loss: 0.1641 - val_mse: 0.1641\n",
+      "Epoch 2/35\n",
+      "5/5 [==============================] - 0s 22ms/step - loss: 0.1780 - mse: 0.1780 - val_loss: 0.1505 - val_mse: 0.1505\n",
+      "Epoch 3/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1540 - mse: 0.1540 - val_loss: 0.1559 - val_mse: 0.1559\n",
+      "Epoch 4/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1532 - mse: 0.1532 - val_loss: 0.1446 - val_mse: 0.1446\n",
+      "Epoch 5/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1438 - mse: 0.1438 - val_loss: 0.1511 - val_mse: 0.1511\n",
+      "Epoch 6/35\n",
+      "5/5 [==============================] - 0s 24ms/step - loss: 0.1449 - mse: 0.1449 - val_loss: 0.1470 - val_mse: 0.1470\n",
+      "Epoch 7/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1437 - mse: 0.1437 - val_loss: 0.1537 - val_mse: 0.1537\n",
+      "Epoch 8/35\n",
+      "5/5 [==============================] - 0s 25ms/step - loss: 0.1529 - mse: 0.1529 - val_loss: 0.1910 - val_mse: 0.1910\n",
+      "Epoch 9/35\n",
+      "5/5 [==============================] - 0s 25ms/step - loss: 0.1406 - mse: 0.1406 - val_loss: 0.1551 - val_mse: 0.1551\n",
+      "Epoch 10/35\n",
+      "5/5 [==============================] - 0s 22ms/step - loss: 0.1360 - mse: 0.1360 - val_loss: 0.1745 - val_mse: 0.1745\n",
+      "Epoch 11/35\n",
+      "5/5 [==============================] - 0s 22ms/step - loss: 0.1314 - mse: 0.1314 - val_loss: 0.1848 - val_mse: 0.1848\n",
+      "Epoch 12/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1306 - mse: 0.1306 - val_loss: 0.1734 - val_mse: 0.1734\n",
+      "Epoch 13/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1258 - mse: 0.1258 - val_loss: 0.1816 - val_mse: 0.1816\n",
+      "Epoch 14/35\n",
+      "5/5 [==============================] - 0s 21ms/step - loss: 0.1230 - mse: 0.1230 - val_loss: 0.1820 - val_mse: 0.1820\n",
+      "6/6 [==============================] - 0s 5ms/step\n"
      ]
     }
    ],
    "source": [
-    "step = 9\n",
+    "step = 10\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   }
@@ -2491,7 +2457,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.11"
+   "version": "3.8.16"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/pipelines/lstm_with_unstack.ipynb b/tutorials/pipelines/lstm_with_unstack.ipynb
index 799b90e..3793f21 100644
--- a/tutorials/pipelines/lstm_with_unstack.ipynb
+++ b/tutorials/pipelines/lstm_with_unstack.ipynb
@@ -46,7 +46,8 @@
     {
      "data": {
       "text/plain": [
-       "['mlblocks.MLPipeline',\n",
+       "['pandas.DataFrame.resample',\n",
+       " 'pandas.DataFrame.unstack',\n",
        " 'pandas.DataFrame.pop',\n",
        " 'pandas.DataFrame.pop',\n",
        " 'sklearn.impute.SimpleImputer',\n",
@@ -54,7 +55,7 @@
        " 'pandas.DataFrame',\n",
        " 'pandas.DataFrame.set',\n",
        " 'pandas.DataFrame.set',\n",
-       " 'mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences',\n",
+       " 'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences',\n",
        " 'keras.Sequential.LSTMTimeSeriesClassifier']"
       ]
      },
@@ -270,20 +271,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## mlblocks.MLPipeline\n",
-    "\n",
-    "### pandas.DataFrame.resample\n",
+    "## pandas.DataFrame.resample\n",
     "\n",
     "* Input: readings\n",
     "* Output: readings (resampled)\n",
     "* Effect: readings have been resampled to the indicated resample rule and turbine_id,\n",
-    "  signal_id and timestamp have been set as a multi-index\n",
-    "  \n",
-    "### pandas.DataFrame.unstack\n",
-    "\n",
-    "* Input: readings (resampled)\n",
-    "* Output: readings (unstacked)\n",
-    "* Effect: readings have been unstacked"
+    "  signal_id and timestamp have been set as a multi-index"
    ]
   },
   {
@@ -319,6 +312,130 @@
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>turbine_id</th>\n",
+       "      <th>signal_id</th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">T001</th>\n",
+       "      <th rowspan=\"5\" valign=\"top\">S01</th>\n",
+       "      <th>2013-01-10 00:00:00</th>\n",
+       "      <td>313.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 01:00:00</th>\n",
+       "      <td>197.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 02:00:00</th>\n",
+       "      <td>248.166667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 03:00:00</th>\n",
+       "      <td>253.166667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-01-10 04:00:00</th>\n",
+       "      <td>305.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               value\n",
+       "turbine_id signal_id timestamp                      \n",
+       "T001       S01       2013-01-10 00:00:00  313.333333\n",
+       "                     2013-01-10 01:00:00  197.500000\n",
+       "                     2013-01-10 02:00:00  248.166667\n",
+       "                     2013-01-10 03:00:00  253.166667\n",
+       "                     2013-01-10 04:00:00  305.000000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "context['readings'].head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## pandas.DataFrame.unstack\n",
+    "\n",
+    "* Input: readings (resampled)\n",
+    "* Output: readings (unstacked)\n",
+    "* Effect: readings have been unstacked"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "step = 1\n",
+    "context = pipeline.fit(**context, output_=step, start_=step)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['readings', 'turbines', 'X', 'y'])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "context.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -369,121 +486,121 @@
        "      <th>0</th>\n",
        "      <td>T001</td>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -491,38 +608,38 @@
        "</div>"
       ],
       "text/plain": [
-       "  turbine_id           timestamp  value_S01  value_S02  value_S03  value_S04  \\\n",
-       "0       T001 2013-01-10 00:00:00      323.0      320.0      284.0      348.0   \n",
-       "1       T001 2013-01-10 00:10:00      346.0      384.0      367.0      411.0   \n",
-       "2       T001 2013-01-10 00:20:00      407.0      363.0      407.0      393.0   \n",
-       "3       T001 2013-01-10 00:30:00      257.0      307.0      315.0      361.0   \n",
-       "4       T001 2013-01-10 00:40:00      267.0      309.0      314.0      355.0   \n",
+       "  turbine_id           timestamp   value_S01   value_S02   value_S03  \\\n",
+       "0       T001 2013-01-10 00:00:00  313.333333  323.833333  336.000000   \n",
+       "1       T001 2013-01-10 01:00:00  197.500000  221.333333  216.000000   \n",
+       "2       T001 2013-01-10 02:00:00  248.166667  271.666667  277.500000   \n",
+       "3       T001 2013-01-10 03:00:00  253.166667  256.166667  242.666667   \n",
+       "4       T001 2013-01-10 04:00:00  305.000000  312.333333  346.166667   \n",
        "\n",
-       "   value_S05  value_S06  value_S07  value_S08  ...  value_S17  value_S18  \\\n",
-       "0      273.0      342.0      280.0  3197842.0  ...       11.7  3131020.0   \n",
-       "1      331.0      360.0      249.0  3197900.0  ...       10.2  3131420.0   \n",
-       "2      275.0      335.0      270.0  3197968.0  ...        9.5  3131822.0   \n",
-       "3      317.0      354.0      271.0  3198011.0  ...       10.5  3132179.0   \n",
-       "4      262.0      246.0      212.0  3198056.0  ...        9.6  3132501.0   \n",
+       "    value_S04   value_S05   value_S06   value_S07     value_S08  ...  \\\n",
+       "0  364.666667  286.500000  314.000000  243.166667  3.197980e+06  ...   \n",
+       "1  260.666667  206.833333  235.833333  186.666667  3.198221e+06  ...   \n",
+       "2  298.000000  233.666667  271.166667  216.333333  3.198448e+06  ...   \n",
+       "3  265.333333  211.666667  226.666667  181.000000  3.198691e+06  ...   \n",
+       "4  329.833333  280.666667  308.833333  271.833333  3.198978e+06  ...   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "   value_S17     value_S18  value_S19  value_S20  value_S21  value_S22  \\\n",
+       "0  10.383333  3.131958e+06  52.666667  54.333333  56.166667  61.000000   \n",
+       "1   8.666667  3.133668e+06  33.166667  37.000000  36.166667  43.666667   \n",
+       "2   8.833333  3.135413e+06  41.500000  45.666667  46.500000  49.666667   \n",
+       "3   8.433333  3.137001e+06  42.333333  42.833333  40.500000  44.166667   \n",
+       "4   9.083333  3.138843e+06  50.500000  51.166667  55.500000  53.666667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S23  value_S24  value_S25   value_S26  \n",
+       "0  47.666667  52.666667  40.833333  357.333333  \n",
+       "1  34.500000  39.333333  31.166667  249.666667  \n",
+       "2  39.333333  45.500000  36.166667  297.666667  \n",
+       "3  35.333333  37.833333  30.333333  268.000000  \n",
+       "4  46.166667  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -544,17 +661,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 1\n",
+    "step = 2\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -563,7 +680,7 @@
        "dict_keys(['readings', 'turbines', 'X', 'y', 'turbine_id'])"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -574,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -588,7 +705,7 @@
        "Name: turbine_id, dtype: object"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -599,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -650,122 +767,122 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
-       "      <td>695000.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
+       "      <td>695143.166667</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
-       "      <td>695063.0</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
+       "      <td>695403.666667</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
-       "      <td>695124.0</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
+       "      <td>695656.500000</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
-       "      <td>695175.0</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
+       "      <td>695911.333333</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
-       "      <td>695226.0</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
+       "      <td>696195.833333</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -773,38 +890,38 @@
        "</div>"
       ],
       "text/plain": [
-       "            timestamp  value_S01  value_S02  value_S03  value_S04  value_S05  \\\n",
-       "0 2013-01-10 00:00:00      323.0      320.0      284.0      348.0      273.0   \n",
-       "1 2013-01-10 00:10:00      346.0      384.0      367.0      411.0      331.0   \n",
-       "2 2013-01-10 00:20:00      407.0      363.0      407.0      393.0      275.0   \n",
-       "3 2013-01-10 00:30:00      257.0      307.0      315.0      361.0      317.0   \n",
-       "4 2013-01-10 00:40:00      267.0      309.0      314.0      355.0      262.0   \n",
+       "            timestamp   value_S01   value_S02   value_S03   value_S04  \\\n",
+       "0 2013-01-10 00:00:00  313.333333  323.833333  336.000000  364.666667   \n",
+       "1 2013-01-10 01:00:00  197.500000  221.333333  216.000000  260.666667   \n",
+       "2 2013-01-10 02:00:00  248.166667  271.666667  277.500000  298.000000   \n",
+       "3 2013-01-10 03:00:00  253.166667  256.166667  242.666667  265.333333   \n",
+       "4 2013-01-10 04:00:00  305.000000  312.333333  346.166667  329.833333   \n",
        "\n",
-       "   value_S06  value_S07  value_S08  value_S09  ...  value_S17  value_S18  \\\n",
-       "0      342.0      280.0  3197842.0   695000.0  ...       11.7  3131020.0   \n",
-       "1      360.0      249.0  3197900.0   695063.0  ...       10.2  3131420.0   \n",
-       "2      335.0      270.0  3197968.0   695124.0  ...        9.5  3131822.0   \n",
-       "3      354.0      271.0  3198011.0   695175.0  ...       10.5  3132179.0   \n",
-       "4      246.0      212.0  3198056.0   695226.0  ...        9.6  3132501.0   \n",
+       "    value_S05   value_S06   value_S07     value_S08      value_S09  ...  \\\n",
+       "0  286.500000  314.000000  243.166667  3.197980e+06  695143.166667  ...   \n",
+       "1  206.833333  235.833333  186.666667  3.198221e+06  695403.666667  ...   \n",
+       "2  233.666667  271.166667  216.333333  3.198448e+06  695656.500000  ...   \n",
+       "3  211.666667  226.666667  181.000000  3.198691e+06  695911.333333  ...   \n",
+       "4  280.666667  308.833333  271.833333  3.198978e+06  696195.833333  ...   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "   value_S17     value_S18  value_S19  value_S20  value_S21  value_S22  \\\n",
+       "0  10.383333  3.131958e+06  52.666667  54.333333  56.166667  61.000000   \n",
+       "1   8.666667  3.133668e+06  33.166667  37.000000  36.166667  43.666667   \n",
+       "2   8.833333  3.135413e+06  41.500000  45.666667  46.500000  49.666667   \n",
+       "3   8.433333  3.137001e+06  42.333333  42.833333  40.500000  44.166667   \n",
+       "4   9.083333  3.138843e+06  50.500000  51.166667  55.500000  53.666667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S23  value_S24  value_S25   value_S26  \n",
+       "0  47.666667  52.666667  40.833333  357.333333  \n",
+       "1  34.500000  39.333333  31.166667  249.666667  \n",
+       "2  39.333333  45.500000  36.166667  297.666667  \n",
+       "3  35.333333  37.833333  30.333333  268.000000  \n",
+       "4  46.166667  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -826,17 +943,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 2\n",
+    "step = 3\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -845,7 +962,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'X', 'y', 'timestamp'])"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -856,21 +973,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "0   2013-01-10 00:00:00\n",
-       "1   2013-01-10 00:10:00\n",
-       "2   2013-01-10 00:20:00\n",
-       "3   2013-01-10 00:30:00\n",
-       "4   2013-01-10 00:40:00\n",
+       "1   2013-01-10 01:00:00\n",
+       "2   2013-01-10 02:00:00\n",
+       "3   2013-01-10 03:00:00\n",
+       "4   2013-01-10 04:00:00\n",
        "Name: timestamp, dtype: datetime64[ns]"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -881,7 +998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -931,123 +1048,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>323.0</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>284.0</td>\n",
-       "      <td>348.0</td>\n",
-       "      <td>273.0</td>\n",
-       "      <td>342.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>3197842.0</td>\n",
-       "      <td>695000.0</td>\n",
-       "      <td>3348234.0</td>\n",
+       "      <td>313.333333</td>\n",
+       "      <td>323.833333</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>364.666667</td>\n",
+       "      <td>286.500000</td>\n",
+       "      <td>314.000000</td>\n",
+       "      <td>243.166667</td>\n",
+       "      <td>3.197980e+06</td>\n",
+       "      <td>695143.166667</td>\n",
+       "      <td>3.348384e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>11.7</td>\n",
-       "      <td>3131020.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>356.0</td>\n",
+       "      <td>10.383333</td>\n",
+       "      <td>3.131958e+06</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>54.333333</td>\n",
+       "      <td>56.166667</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>47.666667</td>\n",
+       "      <td>52.666667</td>\n",
+       "      <td>40.833333</td>\n",
+       "      <td>357.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>346.0</td>\n",
-       "      <td>384.0</td>\n",
-       "      <td>367.0</td>\n",
-       "      <td>411.0</td>\n",
-       "      <td>331.0</td>\n",
-       "      <td>360.0</td>\n",
-       "      <td>249.0</td>\n",
-       "      <td>3197900.0</td>\n",
-       "      <td>695063.0</td>\n",
-       "      <td>3348296.0</td>\n",
+       "      <td>197.500000</td>\n",
+       "      <td>221.333333</td>\n",
+       "      <td>216.000000</td>\n",
+       "      <td>260.666667</td>\n",
+       "      <td>206.833333</td>\n",
+       "      <td>235.833333</td>\n",
+       "      <td>186.666667</td>\n",
+       "      <td>3.198221e+06</td>\n",
+       "      <td>695403.666667</td>\n",
+       "      <td>3.348651e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.2</td>\n",
-       "      <td>3131420.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>400.0</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>3.133668e+06</td>\n",
+       "      <td>33.166667</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>43.666667</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>31.166667</td>\n",
+       "      <td>249.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>407.0</td>\n",
-       "      <td>363.0</td>\n",
-       "      <td>407.0</td>\n",
-       "      <td>393.0</td>\n",
-       "      <td>275.0</td>\n",
-       "      <td>335.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>3197968.0</td>\n",
-       "      <td>695124.0</td>\n",
-       "      <td>3348363.0</td>\n",
+       "      <td>248.166667</td>\n",
+       "      <td>271.666667</td>\n",
+       "      <td>277.500000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>233.666667</td>\n",
+       "      <td>271.166667</td>\n",
+       "      <td>216.333333</td>\n",
+       "      <td>3.198448e+06</td>\n",
+       "      <td>695656.500000</td>\n",
+       "      <td>3.348910e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.5</td>\n",
-       "      <td>3131822.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>402.0</td>\n",
+       "      <td>8.833333</td>\n",
+       "      <td>3.135413e+06</td>\n",
+       "      <td>41.500000</td>\n",
+       "      <td>45.666667</td>\n",
+       "      <td>46.500000</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>39.333333</td>\n",
+       "      <td>45.500000</td>\n",
+       "      <td>36.166667</td>\n",
+       "      <td>297.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>257.0</td>\n",
-       "      <td>307.0</td>\n",
-       "      <td>315.0</td>\n",
-       "      <td>361.0</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>354.0</td>\n",
-       "      <td>271.0</td>\n",
-       "      <td>3198011.0</td>\n",
-       "      <td>695175.0</td>\n",
-       "      <td>3348416.0</td>\n",
+       "      <td>253.166667</td>\n",
+       "      <td>256.166667</td>\n",
+       "      <td>242.666667</td>\n",
+       "      <td>265.333333</td>\n",
+       "      <td>211.666667</td>\n",
+       "      <td>226.666667</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>3.198691e+06</td>\n",
+       "      <td>695911.333333</td>\n",
+       "      <td>3.349157e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>10.5</td>\n",
-       "      <td>3132179.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>357.0</td>\n",
+       "      <td>8.433333</td>\n",
+       "      <td>3.137001e+06</td>\n",
+       "      <td>42.333333</td>\n",
+       "      <td>42.833333</td>\n",
+       "      <td>40.500000</td>\n",
+       "      <td>44.166667</td>\n",
+       "      <td>35.333333</td>\n",
+       "      <td>37.833333</td>\n",
+       "      <td>30.333333</td>\n",
+       "      <td>268.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>267.0</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>314.0</td>\n",
-       "      <td>355.0</td>\n",
-       "      <td>262.0</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>212.0</td>\n",
-       "      <td>3198056.0</td>\n",
-       "      <td>695226.0</td>\n",
-       "      <td>3348470.0</td>\n",
+       "      <td>305.000000</td>\n",
+       "      <td>312.333333</td>\n",
+       "      <td>346.166667</td>\n",
+       "      <td>329.833333</td>\n",
+       "      <td>280.666667</td>\n",
+       "      <td>308.833333</td>\n",
+       "      <td>271.833333</td>\n",
+       "      <td>3.198978e+06</td>\n",
+       "      <td>696195.833333</td>\n",
+       "      <td>3.349452e+06</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.6</td>\n",
-       "      <td>3132501.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>322.0</td>\n",
+       "      <td>9.083333</td>\n",
+       "      <td>3.138843e+06</td>\n",
+       "      <td>50.500000</td>\n",
+       "      <td>51.166667</td>\n",
+       "      <td>55.500000</td>\n",
+       "      <td>53.666667</td>\n",
+       "      <td>46.166667</td>\n",
+       "      <td>49.666667</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>341.833333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1055,38 +1172,38 @@
        "</div>"
       ],
       "text/plain": [
-       "   value_S01  value_S02  value_S03  value_S04  value_S05  value_S06  \\\n",
-       "0      323.0      320.0      284.0      348.0      273.0      342.0   \n",
-       "1      346.0      384.0      367.0      411.0      331.0      360.0   \n",
-       "2      407.0      363.0      407.0      393.0      275.0      335.0   \n",
-       "3      257.0      307.0      315.0      361.0      317.0      354.0   \n",
-       "4      267.0      309.0      314.0      355.0      262.0      246.0   \n",
+       "    value_S01   value_S02   value_S03   value_S04   value_S05   value_S06  \\\n",
+       "0  313.333333  323.833333  336.000000  364.666667  286.500000  314.000000   \n",
+       "1  197.500000  221.333333  216.000000  260.666667  206.833333  235.833333   \n",
+       "2  248.166667  271.666667  277.500000  298.000000  233.666667  271.166667   \n",
+       "3  253.166667  256.166667  242.666667  265.333333  211.666667  226.666667   \n",
+       "4  305.000000  312.333333  346.166667  329.833333  280.666667  308.833333   \n",
        "\n",
-       "   value_S07  value_S08  value_S09  value_S10  ...  value_S17  value_S18  \\\n",
-       "0      280.0  3197842.0   695000.0  3348234.0  ...       11.7  3131020.0   \n",
-       "1      249.0  3197900.0   695063.0  3348296.0  ...       10.2  3131420.0   \n",
-       "2      270.0  3197968.0   695124.0  3348363.0  ...        9.5  3131822.0   \n",
-       "3      271.0  3198011.0   695175.0  3348416.0  ...       10.5  3132179.0   \n",
-       "4      212.0  3198056.0   695226.0  3348470.0  ...        9.6  3132501.0   \n",
+       "    value_S07     value_S08      value_S09     value_S10  ...  value_S17  \\\n",
+       "0  243.166667  3.197980e+06  695143.166667  3.348384e+06  ...  10.383333   \n",
+       "1  186.666667  3.198221e+06  695403.666667  3.348651e+06  ...   8.666667   \n",
+       "2  216.333333  3.198448e+06  695656.500000  3.348910e+06  ...   8.833333   \n",
+       "3  181.000000  3.198691e+06  695911.333333  3.349157e+06  ...   8.433333   \n",
+       "4  271.833333  3.198978e+06  696195.833333  3.349452e+06  ...   9.083333   \n",
        "\n",
-       "   value_S19  value_S20  value_S21  value_S22  value_S23  value_S24  \\\n",
-       "0       55.0       55.0       47.0       58.0       45.0       58.0   \n",
-       "1       58.0       63.0       62.0       67.0       55.0       61.0   \n",
-       "2       68.0       61.0       67.0       66.0       46.0       55.0   \n",
-       "3       43.0       51.0       53.0       62.0       53.0       60.0   \n",
-       "4       45.0       51.0       54.0       59.0       43.0       41.0   \n",
+       "      value_S18  value_S19  value_S20  value_S21  value_S22  value_S23  \\\n",
+       "0  3.131958e+06  52.666667  54.333333  56.166667  61.000000  47.666667   \n",
+       "1  3.133668e+06  33.166667  37.000000  36.166667  43.666667  34.500000   \n",
+       "2  3.135413e+06  41.500000  45.666667  46.500000  49.666667  39.333333   \n",
+       "3  3.137001e+06  42.333333  42.833333  40.500000  44.166667  35.333333   \n",
+       "4  3.138843e+06  50.500000  51.166667  55.500000  53.666667  46.166667   \n",
        "\n",
-       "   value_S25  value_S26  \n",
-       "0       47.0      356.0  \n",
-       "1       42.0      400.0  \n",
-       "2       45.0      402.0  \n",
-       "3       45.0      357.0  \n",
-       "4       36.0      322.0  \n",
+       "   value_S24  value_S25   value_S26  \n",
+       "0  52.666667  40.833333  357.333333  \n",
+       "1  39.333333  31.166667  249.666667  \n",
+       "2  45.500000  36.166667  297.666667  \n",
+       "3  37.833333  30.333333  268.000000  \n",
+       "4  49.666667  41.166667  341.833333  \n",
        "\n",
        "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1108,17 +1225,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sarah/anaconda3/envs/draco/lib/python3.8/site-packages/sklearn/impute/_base.py:356: FutureWarning: The 'verbose' parameter was deprecated in version 1.1 and will be removed in 1.3. A warning will always be raised upon the removal of empty columns in the future version.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
-    "step = 3\n",
+    "step = 4\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1127,7 +1253,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1138,50 +1264,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
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+       "        4.11666667e+01, 3.41833333e+02]])"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1203,17 +1329,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 4\n",
+    "step = 5\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1222,7 +1348,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1233,45 +1359,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
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+       "        -0.4427309 ],\n",
+       "       [-0.28084606, -0.26410658, -0.18479326, -0.22296238, -0.3369863 ,\n",
+       "        -0.27183705, -0.35481351, -0.99929598, -0.99929474, -0.99930071,\n",
+       "        -0.99926107, -0.99938368, -0.99933831, -0.9994513 , -0.19402985,\n",
+       "        -0.24881517, -0.21639109, -0.37259906, -0.28271028, -0.27166276,\n",
+       "        -0.21077283, -0.23798359, -0.34349355, -0.29590643, -0.4135514 ,\n",
+       "        -0.28920464]])"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1293,17 +1419,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 5\n",
+    "step = 6\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1312,7 +1438,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1323,7 +1449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1373,123 +1499,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.257143</td>\n",
-       "      <td>-0.373788</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.104242</td>\n",
+       "      <td>-0.373977</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.352381</td>\n",
-       "      <td>-0.373708</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.373635</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.396825</td>\n",
-       "      <td>-0.373627</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.237958</td>\n",
+       "      <td>-0.373286</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.333333</td>\n",
-       "      <td>-0.373556</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.272466</td>\n",
+       "      <td>-0.372968</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.390476</td>\n",
-       "      <td>-0.373492</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.216391</td>\n",
+       "      <td>-0.372599</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1498,30 +1624,30 @@
       ],
       "text/plain": [
        "         0         1         2         3         4         5         6   \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "         7         8         9   ...        16        17        18        19  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.257143 -0.373788 -0.227586 -0.227586   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.352381 -0.373708 -0.186207 -0.117241   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.396825 -0.373627 -0.048276 -0.144828   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.333333 -0.373556 -0.393103 -0.282759   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.390476 -0.373492 -0.365517 -0.282759   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.104242 -0.373977 -0.252336 -0.227166   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.252336 -0.373635 -0.525701 -0.470726   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.237958 -0.373286 -0.408879 -0.348946   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.272466 -0.372968 -0.397196 -0.388759   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.216391 -0.372599 -0.282710 -0.271663   \n",
        "\n",
        "         20        21        22        23        24        25  \n",
-       "0 -0.319728 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411  \n",
-       "1 -0.115646 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124  \n",
-       "2 -0.047619 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975  \n",
-       "3 -0.238095 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336  \n",
-       "4 -0.224490 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950  \n",
+       "0 -0.201405 -0.134818 -0.322392 -0.253801 -0.418224 -0.256975  \n",
+       "1 -0.482436 -0.378664 -0.507620 -0.440936 -0.553738 -0.480853  \n",
+       "2 -0.337237 -0.294256 -0.439625 -0.354386 -0.483645 -0.381043  \n",
+       "3 -0.421546 -0.371630 -0.495897 -0.461988 -0.565421 -0.442731  \n",
+       "4 -0.210773 -0.237984 -0.343494 -0.295906 -0.413551 -0.289205  \n",
        "\n",
        "[5 rows x 26 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1543,17 +1669,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 6\n",
+    "step = 7\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1562,7 +1688,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1573,7 +1699,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1623,122 +1749,122 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373788</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.373977</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373708</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.373635</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373627</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.373286</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373556</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.372968</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.373492</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.372599</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "      <td>T001</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1748,30 +1874,30 @@
       ],
       "text/plain": [
        "          0         1         2         3         4         5         6  \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "          7         8         9  ...        17        18        19        20  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.373788 -0.227586 -0.227586 -0.319728   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.373708 -0.186207 -0.117241 -0.115646   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.373627 -0.048276 -0.144828 -0.047619   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.373556 -0.393103 -0.282759 -0.238095   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.373492 -0.365517 -0.282759 -0.224490   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.373977 -0.252336 -0.227166 -0.201405   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.373635 -0.525701 -0.470726 -0.482436   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.373286 -0.408879 -0.348946 -0.337237   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.372968 -0.397196 -0.388759 -0.421546   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.372599 -0.282710 -0.271663 -0.210773   \n",
        "\n",
        "         21        22        23        24        25  turbine_id  \n",
-       "0 -0.186207 -0.369863 -0.186207 -0.337931 -0.261411        T001  \n",
-       "1 -0.062069 -0.232877 -0.144828 -0.406897 -0.170124        T001  \n",
-       "2 -0.075862 -0.356164 -0.227586 -0.365517 -0.165975        T001  \n",
-       "3 -0.131034 -0.260274 -0.158621 -0.365517 -0.259336        T001  \n",
-       "4 -0.172414 -0.397260 -0.420690 -0.489655 -0.331950        T001  \n",
+       "0 -0.134818 -0.322392 -0.253801 -0.418224 -0.256975        T001  \n",
+       "1 -0.378664 -0.507620 -0.440936 -0.553738 -0.480853        T001  \n",
+       "2 -0.294256 -0.439625 -0.354386 -0.483645 -0.381043        T001  \n",
+       "3 -0.371630 -0.495897 -0.461988 -0.565421 -0.442731        T001  \n",
+       "4 -0.237984 -0.343494 -0.295906 -0.413551 -0.289205        T001  \n",
        "\n",
        "[5 rows x 27 columns]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1793,17 +1919,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 7\n",
+    "step = 8\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1812,7 +1938,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1823,7 +1949,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1873,123 +1999,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-0.235639</td>\n",
-       "      <td>-0.242673</td>\n",
-       "      <td>-0.328638</td>\n",
-       "      <td>-0.177022</td>\n",
-       "      <td>-0.352872</td>\n",
-       "      <td>-0.192488</td>\n",
-       "      <td>-0.331776</td>\n",
+       "      <td>-0.261261</td>\n",
+       "      <td>-0.237069</td>\n",
+       "      <td>-0.208701</td>\n",
+       "      <td>-0.141066</td>\n",
+       "      <td>-0.323288</td>\n",
+       "      <td>-0.259694</td>\n",
+       "      <td>-0.421988</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>-1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.319728</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.369863</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.337931</td>\n",
-       "      <td>-0.261411</td>\n",
+       "      <td>-0.252336</td>\n",
+       "      <td>-0.227166</td>\n",
+       "      <td>-0.201405</td>\n",
+       "      <td>-0.134818</td>\n",
+       "      <td>-0.322392</td>\n",
+       "      <td>-0.253801</td>\n",
+       "      <td>-0.418224</td>\n",
+       "      <td>-0.256975</td>\n",
        "      <td>T001</td>\n",
        "      <td>2013-01-10 00:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-0.181712</td>\n",
-       "      <td>-0.092614</td>\n",
-       "      <td>-0.133803</td>\n",
-       "      <td>-0.029308</td>\n",
-       "      <td>-0.216882</td>\n",
-       "      <td>-0.150235</td>\n",
-       "      <td>-0.404206</td>\n",
-       "      <td>-0.999959</td>\n",
-       "      <td>-0.999958</td>\n",
-       "      <td>-0.999959</td>\n",
+       "      <td>-0.533490</td>\n",
+       "      <td>-0.478056</td>\n",
+       "      <td>-0.490888</td>\n",
+       "      <td>-0.385580</td>\n",
+       "      <td>-0.510372</td>\n",
+       "      <td>-0.443400</td>\n",
+       "      <td>-0.554384</td>\n",
+       "      <td>-0.999830</td>\n",
+       "      <td>-0.999825</td>\n",
+       "      <td>-0.999825</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.186207</td>\n",
-       "      <td>-0.117241</td>\n",
-       "      <td>-0.115646</td>\n",
-       "      <td>-0.062069</td>\n",
-       "      <td>-0.232877</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.406897</td>\n",
-       "      <td>-0.170124</td>\n",
+       "      <td>-0.525701</td>\n",
+       "      <td>-0.470726</td>\n",
+       "      <td>-0.482436</td>\n",
+       "      <td>-0.378664</td>\n",
+       "      <td>-0.507620</td>\n",
+       "      <td>-0.440936</td>\n",
+       "      <td>-0.553738</td>\n",
+       "      <td>-0.480853</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:10:00</td>\n",
+       "      <td>2013-01-10 01:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.038687</td>\n",
-       "      <td>-0.141852</td>\n",
-       "      <td>-0.039906</td>\n",
-       "      <td>-0.071512</td>\n",
-       "      <td>-0.348183</td>\n",
-       "      <td>-0.208920</td>\n",
-       "      <td>-0.355140</td>\n",
-       "      <td>-0.999911</td>\n",
-       "      <td>-0.999917</td>\n",
-       "      <td>-0.999916</td>\n",
+       "      <td>-0.414414</td>\n",
+       "      <td>-0.359718</td>\n",
+       "      <td>-0.346267</td>\n",
+       "      <td>-0.297806</td>\n",
+       "      <td>-0.447358</td>\n",
+       "      <td>-0.360360</td>\n",
+       "      <td>-0.484866</td>\n",
+       "      <td>-0.999670</td>\n",
+       "      <td>-0.999656</td>\n",
+       "      <td>-0.999656</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.048276</td>\n",
-       "      <td>-0.144828</td>\n",
-       "      <td>-0.047619</td>\n",
-       "      <td>-0.075862</td>\n",
-       "      <td>-0.356164</td>\n",
-       "      <td>-0.227586</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.165975</td>\n",
+       "      <td>-0.408879</td>\n",
+       "      <td>-0.348946</td>\n",
+       "      <td>-0.337237</td>\n",
+       "      <td>-0.294256</td>\n",
+       "      <td>-0.439625</td>\n",
+       "      <td>-0.354386</td>\n",
+       "      <td>-0.483645</td>\n",
+       "      <td>-0.381043</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:20:00</td>\n",
+       "      <td>2013-01-10 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-0.390387</td>\n",
-       "      <td>-0.273154</td>\n",
-       "      <td>-0.255869</td>\n",
-       "      <td>-0.146542</td>\n",
-       "      <td>-0.249707</td>\n",
-       "      <td>-0.164319</td>\n",
-       "      <td>-0.352804</td>\n",
-       "      <td>-0.999881</td>\n",
-       "      <td>-0.999883</td>\n",
-       "      <td>-0.999881</td>\n",
+       "      <td>-0.402664</td>\n",
+       "      <td>-0.396160</td>\n",
+       "      <td>-0.428180</td>\n",
+       "      <td>-0.374608</td>\n",
+       "      <td>-0.499022</td>\n",
+       "      <td>-0.464943</td>\n",
+       "      <td>-0.567663</td>\n",
+       "      <td>-0.999499</td>\n",
+       "      <td>-0.999485</td>\n",
+       "      <td>-0.999494</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.393103</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.238095</td>\n",
-       "      <td>-0.131034</td>\n",
-       "      <td>-0.260274</td>\n",
-       "      <td>-0.158621</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.259336</td>\n",
+       "      <td>-0.397196</td>\n",
+       "      <td>-0.388759</td>\n",
+       "      <td>-0.421546</td>\n",
+       "      <td>-0.371630</td>\n",
+       "      <td>-0.495897</td>\n",
+       "      <td>-0.461988</td>\n",
+       "      <td>-0.565421</td>\n",
+       "      <td>-0.442731</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:30:00</td>\n",
+       "      <td>2013-01-10 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.366940</td>\n",
-       "      <td>-0.268464</td>\n",
-       "      <td>-0.258216</td>\n",
-       "      <td>-0.160610</td>\n",
-       "      <td>-0.378664</td>\n",
-       "      <td>-0.417840</td>\n",
-       "      <td>-0.490654</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999849</td>\n",
-       "      <td>-0.999846</td>\n",
+       "      <td>-0.280846</td>\n",
+       "      <td>-0.264107</td>\n",
+       "      <td>-0.184793</td>\n",
+       "      <td>-0.222962</td>\n",
+       "      <td>-0.336986</td>\n",
+       "      <td>-0.271837</td>\n",
+       "      <td>-0.354814</td>\n",
+       "      <td>-0.999296</td>\n",
+       "      <td>-0.999295</td>\n",
+       "      <td>-0.999301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-0.365517</td>\n",
-       "      <td>-0.282759</td>\n",
-       "      <td>-0.224490</td>\n",
-       "      <td>-0.172414</td>\n",
-       "      <td>-0.397260</td>\n",
-       "      <td>-0.420690</td>\n",
-       "      <td>-0.489655</td>\n",
-       "      <td>-0.331950</td>\n",
+       "      <td>-0.282710</td>\n",
+       "      <td>-0.271663</td>\n",
+       "      <td>-0.210773</td>\n",
+       "      <td>-0.237984</td>\n",
+       "      <td>-0.343494</td>\n",
+       "      <td>-0.295906</td>\n",
+       "      <td>-0.413551</td>\n",
+       "      <td>-0.289205</td>\n",
        "      <td>T001</td>\n",
-       "      <td>2013-01-10 00:40:00</td>\n",
+       "      <td>2013-01-10 04:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1998,30 +2124,30 @@
       ],
       "text/plain": [
        "          0         1         2         3         4         5         6  \\\n",
-       "0 -0.235639 -0.242673 -0.328638 -0.177022 -0.352872 -0.192488 -0.331776   \n",
-       "1 -0.181712 -0.092614 -0.133803 -0.029308 -0.216882 -0.150235 -0.404206   \n",
-       "2 -0.038687 -0.141852 -0.039906 -0.071512 -0.348183 -0.208920 -0.355140   \n",
-       "3 -0.390387 -0.273154 -0.255869 -0.146542 -0.249707 -0.164319 -0.352804   \n",
-       "4 -0.366940 -0.268464 -0.258216 -0.160610 -0.378664 -0.417840 -0.490654   \n",
+       "0 -0.261261 -0.237069 -0.208701 -0.141066 -0.323288 -0.259694 -0.421988   \n",
+       "1 -0.533490 -0.478056 -0.490888 -0.385580 -0.510372 -0.443400 -0.554384   \n",
+       "2 -0.414414 -0.359718 -0.346267 -0.297806 -0.447358 -0.360360 -0.484866   \n",
+       "3 -0.402664 -0.396160 -0.428180 -0.374608 -0.499022 -0.464943 -0.567663   \n",
+       "4 -0.280846 -0.264107 -0.184793 -0.222962 -0.336986 -0.271837 -0.354814   \n",
        "\n",
        "          7         8         9  ...        18        19        20        21  \\\n",
-       "0 -1.000000 -1.000000 -1.000000  ... -0.227586 -0.227586 -0.319728 -0.186207   \n",
-       "1 -0.999959 -0.999958 -0.999959  ... -0.186207 -0.117241 -0.115646 -0.062069   \n",
-       "2 -0.999911 -0.999917 -0.999916  ... -0.048276 -0.144828 -0.047619 -0.075862   \n",
-       "3 -0.999881 -0.999883 -0.999881  ... -0.393103 -0.282759 -0.238095 -0.131034   \n",
-       "4 -0.999849 -0.999849 -0.999846  ... -0.365517 -0.282759 -0.224490 -0.172414   \n",
+       "0 -1.000000 -1.000000 -1.000000  ... -0.252336 -0.227166 -0.201405 -0.134818   \n",
+       "1 -0.999830 -0.999825 -0.999825  ... -0.525701 -0.470726 -0.482436 -0.378664   \n",
+       "2 -0.999670 -0.999656 -0.999656  ... -0.408879 -0.348946 -0.337237 -0.294256   \n",
+       "3 -0.999499 -0.999485 -0.999494  ... -0.397196 -0.388759 -0.421546 -0.371630   \n",
+       "4 -0.999296 -0.999295 -0.999301  ... -0.282710 -0.271663 -0.210773 -0.237984   \n",
        "\n",
        "         22        23        24        25  turbine_id           timestamp  \n",
-       "0 -0.369863 -0.186207 -0.337931 -0.261411        T001 2013-01-10 00:00:00  \n",
-       "1 -0.232877 -0.144828 -0.406897 -0.170124        T001 2013-01-10 00:10:00  \n",
-       "2 -0.356164 -0.227586 -0.365517 -0.165975        T001 2013-01-10 00:20:00  \n",
-       "3 -0.260274 -0.158621 -0.365517 -0.259336        T001 2013-01-10 00:30:00  \n",
-       "4 -0.397260 -0.420690 -0.489655 -0.331950        T001 2013-01-10 00:40:00  \n",
+       "0 -0.322392 -0.253801 -0.418224 -0.256975        T001 2013-01-10 00:00:00  \n",
+       "1 -0.507620 -0.440936 -0.553738 -0.480853        T001 2013-01-10 01:00:00  \n",
+       "2 -0.439625 -0.354386 -0.483645 -0.381043        T001 2013-01-10 02:00:00  \n",
+       "3 -0.495897 -0.461988 -0.565421 -0.442731        T001 2013-01-10 03:00:00  \n",
+       "4 -0.343494 -0.295906 -0.413551 -0.289205        T001 2013-01-10 04:00:00  \n",
        "\n",
        "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2044,7 +2170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2053,29 +2179,29 @@
        "{'window_size': 24, 'cutoff_time': 'cutoff_time', 'time_index': 'timestamp'}"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "pipeline._pipeline.get_hyperparameters()[\n",
-    "    'mlprimitives.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
+    "    'mlstars.custom.timeseries_preprocessing.cutoff_window_sequences#1']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
-    "step = 8\n",
+    "step = 9\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -2084,7 +2210,7 @@
        "dict_keys(['readings', 'turbines', 'turbine_id', 'timestamp', 'X', 'y'])"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2095,16 +2221,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(51121, 28)"
+       "(8521, 28)"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2115,7 +2241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -2124,7 +2250,7 @@
        "(353,)"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2135,7 +2261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -2144,7 +2270,7 @@
        "(353, 24, 26)"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2155,7 +2281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {
     "scrolled": false
    },
@@ -2163,27 +2289,27 @@
     {
      "data": {
       "text/plain": [
-       "array([[-0.66002345, -0.57327081, -0.64084507, -0.57796014, -0.6014068 ,\n",
-       "        -0.56103286, -0.55140187, -0.9928135 , -0.99291267, -0.99315058,\n",
-       "        -0.99304288, -0.99346346, -0.99352632, -0.99395333, -0.42553191,\n",
-       "        -0.41772152, -0.58730159, -0.35996294, -0.66896552, -0.57241379,\n",
-       "        -0.61904762, -0.5862069 , -0.60273973, -0.55862069, -0.55862069,\n",
-       "        -0.59751037],\n",
-       "       [-0.2989449 , -0.38569754, -0.48591549, -0.47713951, -0.66705744,\n",
-       "        -0.5915493 , -0.77336449, -0.99278389, -0.9928852 , -0.99312701,\n",
-       "        -0.99301988, -0.9934481 , -0.9935075 , -0.9939459 , -0.39361702,\n",
-       "        -0.40506329, -0.54285714, -0.35992014, -0.40689655, -0.42068966,\n",
-       "        -0.46938776, -0.48965517, -0.67123288, -0.5862069 , -0.83448276,\n",
-       "        -0.5560166 ],\n",
-       "       [-0.33645955, -0.40679953, -0.39906103, -0.38569754, -0.56154748,\n",
-       "        -0.43192488, -0.45560748, -0.99275498, -0.9928584 , -0.99310017,\n",
-       "        -0.99299431, -0.99342739, -0.99348349, -0.99392294, -0.29787234,\n",
-       "        -0.3164557 , -0.49206349, -0.35986854, -0.42068966, -0.43448276,\n",
-       "        -0.40136054, -0.43448276, -0.56164384, -0.47586207, -0.51724138,\n",
-       "        -0.46473029]])"
+       "array([[-0.58793576, -0.60305643, -0.63981971, -0.61481191, -0.69823875,\n",
+       "        -0.65021543, -0.68912322, -0.99436914, -0.99439755, -0.99454249,\n",
+       "        -0.99446788, -0.99476185, -0.99490997, -0.99529511, -0.34701493,\n",
+       "        -0.33886256, -0.33860532, -0.36301186, -0.57943925, -0.59250585,\n",
+       "        -0.6323185 , -0.60609613, -0.69284877, -0.64444444, -0.68691589,\n",
+       "        -0.63853752],\n",
+       "       [-0.56600078, -0.5846395 , -0.63002156, -0.61559561, -0.70880626,\n",
+       "        -0.66392479, -0.69732474, -0.9942427 , -0.99427986, -0.9944408 ,\n",
+       "        -0.99436498, -0.99468147, -0.99482011, -0.99521249, -0.33955224,\n",
+       "        -0.31516588, -0.38892883, -0.36280656, -0.55841121, -0.57611241,\n",
+       "        -0.62295082, -0.61078546, -0.70222743, -0.65847953, -0.69392523,\n",
+       "        -0.63645815],\n",
+       "       [-0.64081473, -0.64184953, -0.67038997, -0.63597179, -0.71350294,\n",
+       "        -0.65844105, -0.66764304, -0.99412236, -0.99416864, -0.99434228,\n",
+       "        -0.99426059, -0.99459663, -0.99472365, -0.99511795, -0.34328358,\n",
+       "        -0.30094787, -0.36304817, -0.36259859, -0.63317757, -0.6323185 ,\n",
+       "        -0.66042155, -0.62954279, -0.70926143, -0.65380117, -0.66588785,\n",
+       "        -0.66002426]])"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2205,22 +2331,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2022-01-18 07:34:41.001707: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2022-01-18 07:34:41.024991: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fac7ea34260 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
-      "2022-01-18 07:34:41.025038: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
+      "2023-04-13 18:22:35.422060: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n",
+      "2023-04-13 18:22:35.434959: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fbf6980d6b0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
+      "2023-04-13 18:22:35.434974: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
      ]
     }
    ],
    "source": [
-    "step = 9\n",
+    "step = 10\n",
     "context = pipeline.fit(**context, output_=step, start_=step)"
    ]
   }
@@ -2241,7 +2366,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.11"
+   "version": "3.8.16"
   }
  },
  "nbformat": 4,


Test patch:
diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py
index 3b7359f..b27de6f 100644
--- a/tests/test_pipeline.py
+++ b/tests/test_pipeline.py
@@ -7,6 +7,7 @@
 
 import pandas as pd
 import pytest
+from mlblocks import MLPipeline
 
 from draco.pipeline import DracoPipeline, get_pipelines
 
@@ -28,6 +29,13 @@ def test_get_pipelines_type_error():
         get_pipelines(pipeline_type='does-not-exist')
 
 
+def test_loading_pipelines():
+    draco_pipelines = get_pipelines()
+    for pipeline in draco_pipelines:
+        mlpipeline = MLPipeline(pipeline)
+        assert isinstance(mlpipeline, MLPipeline)
+
+
 class TestDracoPipeline(TestCase):
 
     def _get_data(self):