diff --git a/Advanced Featuretools RUL.ipynb b/Advanced Featuretools RUL.ipynb
index cb476e5..de805d4 100644
--- a/Advanced Featuretools RUL.ipynb	
+++ b/Advanced Featuretools RUL.ipynb	
@@ -345,7 +345,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Elapsed: 00:01 | Remaining: 00:00 | Progress: 100%|██████████| engine_no: 2490/2490 \n"
+      "Elapsed: 00:00 | Remaining: ? | Progress:   0%|          | engine_no: 0/2490 "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elapsed: 00:00 | Remaining: 00:00 | Progress: 100%|██████████| engine_no: 2490/2490 \n"
      ]
     },
     {
@@ -373,12 +380,6 @@
        "      <th>time</th>\n",
        "      <th>remaining_useful_life</th>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
@@ -416,13 +417,12 @@
        "</div>"
       ],
       "text/plain": [
-       "    engine_no                time  remaining_useful_life\n",
-       "id                                                      \n",
-       "0           1 2000-01-01 16:40:00                    220\n",
-       "1           1 2000-01-01 18:20:00                    210\n",
-       "2           1 2000-01-01 20:00:00                    200\n",
-       "3           1 2000-01-01 21:40:00                    190\n",
-       "4           1 2000-01-01 23:20:00                    180"
+       "   engine_no                time  remaining_useful_life\n",
+       "0          1 2000-01-01 16:40:00                    220\n",
+       "1          1 2000-01-01 18:20:00                    210\n",
+       "2          1 2000-01-01 20:00:00                    200\n",
+       "3          1 2000-01-01 21:40:00                    190\n",
+       "4          1 2000-01-01 23:20:00                    180"
       ]
      },
      "execution_count": 3,
@@ -435,7 +435,7 @@
     "    return len(df) - 1\n",
     "\n",
     "lm = cp.LabelMaker(\n",
-    "    target_entity='engine_no',\n",
+    "    target_dataframe_index='engine_no',\n",
     "    time_index='time',\n",
     "    labeling_function=remaining_useful_life,\n",
     ")\n",
@@ -488,12 +488,6 @@
        "      <th>time</th>\n",
        "      <th>remaining_useful_life</th>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
@@ -532,7 +526,6 @@
       ],
       "text/plain": [
        "    engine_no                time  remaining_useful_life\n",
-       "id                                                      \n",
        "1           1 2000-01-01 18:20:00                    210\n",
        "9           1 2000-01-02 07:40:00                    130\n",
        "10          2 2000-01-03 22:10:00                    198\n",
@@ -568,18 +561,288 @@
    "cell_type": "code",
    "execution_count": 5,
    "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>engine_no</th>\n",
+       "      <th>time_in_cycles</th>\n",
+       "      <th>operational_setting_1</th>\n",
+       "      <th>operational_setting_2</th>\n",
+       "      <th>operational_setting_3</th>\n",
+       "      <th>sensor_measurement_1</th>\n",
+       "      <th>sensor_measurement_2</th>\n",
+       "      <th>sensor_measurement_3</th>\n",
+       "      <th>sensor_measurement_4</th>\n",
+       "      <th>sensor_measurement_5</th>\n",
+       "      <th>...</th>\n",
+       "      <th>sensor_measurement_14</th>\n",
+       "      <th>sensor_measurement_15</th>\n",
+       "      <th>sensor_measurement_16</th>\n",
+       "      <th>sensor_measurement_17</th>\n",
+       "      <th>sensor_measurement_18</th>\n",
+       "      <th>sensor_measurement_19</th>\n",
+       "      <th>sensor_measurement_20</th>\n",
+       "      <th>sensor_measurement_21</th>\n",
+       "      <th>index</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>index</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>42.0049</td>\n",
+       "      <td>0.8400</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>445.00</td>\n",
+       "      <td>549.68</td>\n",
+       "      <td>1343.43</td>\n",
+       "      <td>1112.93</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8074.83</td>\n",
+       "      <td>9.3335</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>330</td>\n",
+       "      <td>2212</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>10.62</td>\n",
+       "      <td>6.3670</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2000-01-01 00:00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20.0020</td>\n",
+       "      <td>0.7002</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>491.19</td>\n",
+       "      <td>606.07</td>\n",
+       "      <td>1477.61</td>\n",
+       "      <td>1237.50</td>\n",
+       "      <td>9.35</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8046.13</td>\n",
+       "      <td>9.1913</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>361</td>\n",
+       "      <td>2324</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>24.37</td>\n",
+       "      <td>14.6552</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2000-01-01 00:10:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>42.0038</td>\n",
+       "      <td>0.8409</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>445.00</td>\n",
+       "      <td>548.95</td>\n",
+       "      <td>1343.12</td>\n",
+       "      <td>1117.05</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8066.62</td>\n",
+       "      <td>9.4007</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>329</td>\n",
+       "      <td>2212</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>10.48</td>\n",
+       "      <td>6.4213</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2000-01-01 00:20:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>42.0000</td>\n",
+       "      <td>0.8400</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>445.00</td>\n",
+       "      <td>548.70</td>\n",
+       "      <td>1341.24</td>\n",
+       "      <td>1118.03</td>\n",
+       "      <td>3.91</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8076.05</td>\n",
+       "      <td>9.3369</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>328</td>\n",
+       "      <td>2212</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>10.54</td>\n",
+       "      <td>6.4176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2000-01-01 00:30:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>25.0063</td>\n",
+       "      <td>0.6207</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>462.54</td>\n",
+       "      <td>536.10</td>\n",
+       "      <td>1255.23</td>\n",
+       "      <td>1033.59</td>\n",
+       "      <td>7.05</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7865.80</td>\n",
+       "      <td>10.8366</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>305</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>84.93</td>\n",
+       "      <td>14.03</td>\n",
+       "      <td>8.6754</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2000-01-01 00:40:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       engine_no  time_in_cycles  operational_setting_1  \\\n",
+       "index                                                     \n",
+       "0              1               1                42.0049   \n",
+       "1              1               2                20.0020   \n",
+       "2              1               3                42.0038   \n",
+       "3              1               4                42.0000   \n",
+       "4              1               5                25.0063   \n",
+       "\n",
+       "       operational_setting_2  operational_setting_3  sensor_measurement_1  \\\n",
+       "index                                                                       \n",
+       "0                     0.8400                  100.0                445.00   \n",
+       "1                     0.7002                  100.0                491.19   \n",
+       "2                     0.8409                  100.0                445.00   \n",
+       "3                     0.8400                  100.0                445.00   \n",
+       "4                     0.6207                   60.0                462.54   \n",
+       "\n",
+       "       sensor_measurement_2  sensor_measurement_3  sensor_measurement_4  \\\n",
+       "index                                                                     \n",
+       "0                    549.68               1343.43               1112.93   \n",
+       "1                    606.07               1477.61               1237.50   \n",
+       "2                    548.95               1343.12               1117.05   \n",
+       "3                    548.70               1341.24               1118.03   \n",
+       "4                    536.10               1255.23               1033.59   \n",
+       "\n",
+       "       sensor_measurement_5  ...  sensor_measurement_14  \\\n",
+       "index                        ...                          \n",
+       "0                      3.91  ...                8074.83   \n",
+       "1                      9.35  ...                8046.13   \n",
+       "2                      3.91  ...                8066.62   \n",
+       "3                      3.91  ...                8076.05   \n",
+       "4                      7.05  ...                7865.80   \n",
+       "\n",
+       "       sensor_measurement_15  sensor_measurement_16  sensor_measurement_17  \\\n",
+       "index                                                                        \n",
+       "0                     9.3335                   0.02                    330   \n",
+       "1                     9.1913                   0.02                    361   \n",
+       "2                     9.4007                   0.02                    329   \n",
+       "3                     9.3369                   0.02                    328   \n",
+       "4                    10.8366                   0.02                    305   \n",
+       "\n",
+       "       sensor_measurement_18  sensor_measurement_19  sensor_measurement_20  \\\n",
+       "index                                                                        \n",
+       "0                       2212                 100.00                  10.62   \n",
+       "1                       2324                 100.00                  24.37   \n",
+       "2                       2212                 100.00                  10.48   \n",
+       "3                       2212                 100.00                  10.54   \n",
+       "4                       1915                  84.93                  14.03   \n",
+       "\n",
+       "       sensor_measurement_21  index                time  \n",
+       "index                                                    \n",
+       "0                     6.3670      0 2000-01-01 00:00:00  \n",
+       "1                    14.6552      1 2000-01-01 00:10:00  \n",
+       "2                     6.4213      2 2000-01-01 00:20:00  \n",
+       "3                     6.4176      3 2000-01-01 00:30:00  \n",
+       "4                     8.6754      4 2000-01-01 00:40:00  \n",
+       "\n",
+       "[5 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Entityset: Dataset\n",
-       "  Entities:\n",
-       "    recordings [Rows: 61249, Columns: 29]\n",
+       "  DataFrames:\n",
+       "    rul_data [Rows: 61249, Columns: 29]\n",
        "    engines [Rows: 249, Columns: 2]\n",
        "    settings_clusters [Rows: 50, Columns: 2]\n",
        "  Relationships:\n",
-       "    recordings.engine_no -> engines.engine_no\n",
-       "    recordings.settings_clusters -> settings_clusters.settings_clusters"
+       "    rul_data.engine_no -> engines.engine_no\n",
+       "    rul_data.settings_clusters -> settings_clusters.settings_clusters"
       ]
      },
      "execution_count": 5,
@@ -604,28 +867,27 @@
     "\n",
     "    es = ft.EntitySet('Dataset')\n",
     "\n",
-    "    es.entity_from_dataframe(\n",
+    "    es.add_dataframe(\n",
     "        dataframe=data,\n",
-    "        entity_id='recordings',\n",
+    "        dataframe_name='rul_data',\n",
     "        index='index',\n",
     "        time_index='time',\n",
     "    )\n",
     "\n",
-    "    es.normalize_entity(\n",
-    "        base_entity_id='recordings',\n",
-    "        new_entity_id='engines',\n",
+    "    es.normalize_dataframe(\n",
+    "        base_dataframe_name ='rul_data',\n",
+    "        new_dataframe_name ='engines',\n",
     "        index='engine_no',\n",
     "    )\n",
     "\n",
-    "    es.normalize_entity(\n",
-    "        base_entity_id='recordings',\n",
-    "        new_entity_id='settings_clusters',\n",
-    "        index='settings_clusters',\n",
+    "    es.normalize_dataframe(\n",
+    "        base_dataframe_name='rul_data',\n",
+    "        new_dataframe_name='settings_clusters',\n",
+    "        index='settings_clusters'\n",
     "    )\n",
     "\n",
     "    return es, kmeans\n",
     "\n",
-    "\n",
     "es, kmeans = make_entityset(data, nclusters)\n",
     "es"
    ]
@@ -648,87 +910,87 @@
        "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
-       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       "<!-- Generated by graphviz version 8.1.0 (20230707.0739)\n",
        " -->\n",
        "<!-- Title: Dataset Pages: 1 -->\n",
-       "<svg width=\"556pt\" height=\"540pt\"\n",
-       " viewBox=\"0.00 0.00 555.83 540.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
-       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 536)\">\n",
+       "<svg width=\"524pt\" height=\"598pt\"\n",
+       " viewBox=\"0.00 0.00 523.50 597.75\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 593.75)\">\n",
        "<title>Dataset</title>\n",
-       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-536 551.83,-536 551.83,4 -4,4\"/>\n",
-       "<!-- recordings -->\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-593.75 519.5,-593.75 519.5,4 -4,4\"/>\n",
+       "<!-- rul_data -->\n",
        "<g id=\"node1\" class=\"node\">\n",
-       "<title>recordings</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"167.83,-95.5 167.83,-531.5 379,-531.5 379,-95.5 167.83,-95.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"273.42\" y=\"-516.3\" font-family=\"Times,serif\" font-size=\"14.00\">recordings (61249 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"167.83,-509.5 379,-509.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-494.3\" font-family=\"Times,serif\" font-size=\"14.00\">index : index</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-480.3\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no : id</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-466.3\" font-family=\"Times,serif\" font-size=\"14.00\">time_in_cycles : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-452.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_1 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-438.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_2 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-424.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_3 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-410.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_1 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-396.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_2 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-382.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_3 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-368.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_4 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-354.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_5 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-340.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_6 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-326.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_7 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-312.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_8 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-298.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_9 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-284.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_10 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-270.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_11 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-256.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_12 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-242.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_13 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-228.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_14 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-214.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_15 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_16 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-186.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_17 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-172.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_18 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_19 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-144.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_20 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-130.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_21 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-116.3\" font-family=\"Times,serif\" font-size=\"14.00\">time : datetime_time_index</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-102.3\" font-family=\"Times,serif\" font-size=\"14.00\">settings_clusters : id</text>\n",
+       "<title>rul_data</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"142,-100.75 142,-589.25 372.5,-589.25 372.5,-100.75 142,-100.75\"/>\n",
+       "<text text-anchor=\"middle\" x=\"257.25\" y=\"-571.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">rul_data (61249 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"142,-565.5 372.5,-565.5\"/>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-548.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no : Integer; foreign_key</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-532.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time_in_cycles : Integer</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-516.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_1 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-500.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_2 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-485.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_3 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-469.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_1 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-453.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_2 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-437.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_3 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-422.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_4 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-406.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_5 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-390.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_6 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-374.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_7 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-359.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_8 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-343.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_9 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-327.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_10 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-311.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_11 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-296.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_12 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-280.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_13 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-264.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_14 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-248.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_15 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-233.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_16 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-217.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_17 : Integer</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-201.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_18 : Integer</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-185.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_19 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-170.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_20 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-154.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_21 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-138.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">index : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-122.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time : Datetime; time_index</text>\n",
+       "<text text-anchor=\"start\" x=\"150\" y=\"-107.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">settings_clusters : Integer; foreign_key</text>\n",
        "</g>\n",
        "<!-- engines -->\n",
        "<g id=\"node2\" class=\"node\">\n",
        "<title>engines</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"0,-0.5 0,-58.5 264.83,-58.5 264.83,-0.5 0,-0.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"132.42\" y=\"-43.3\" font-family=\"Times,serif\" font-size=\"14.00\">engines (249 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"0,-36.5 264.83,-36.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"8\" y=\"-21.3\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no : index</text>\n",
-       "<text text-anchor=\"start\" x=\"8\" y=\"-7.3\" font-family=\"Times,serif\" font-size=\"14.00\">first_recordings_time : datetime_time_index</text>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"0,-0.5 0,-63.75 248.5,-63.75 248.5,-0.5 0,-0.5\"/>\n",
+       "<text text-anchor=\"middle\" x=\"124.25\" y=\"-46.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engines (249 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"0,-40 248.5,-40\"/>\n",
+       "<text text-anchor=\"start\" x=\"8\" y=\"-22.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"8\" y=\"-6.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">first_rul_data_time : Datetime; time_index</text>\n",
        "</g>\n",
-       "<!-- recordings&#45;&gt;engines -->\n",
+       "<!-- rul_data&#45;&gt;engines -->\n",
        "<g id=\"edge1\" class=\"edge\">\n",
-       "<title>recordings&#45;&gt;engines</title>\n",
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-       "<text text-anchor=\"middle\" x=\"187.18\" y=\"-70.86\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no</text>\n",
+       "<title>rul_data&#45;&gt;engines</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M195.25,-100.79C195.25,-100.79 195.25,-74.56 195.25,-74.56\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"198.75,-74.56 195.25,-64.56 191.75,-74.56 198.75,-74.56\"/>\n",
+       "<text text-anchor=\"middle\" x=\"166.75\" y=\"-74.37\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no</text>\n",
        "</g>\n",
        "<!-- settings_clusters -->\n",
        "<g id=\"node3\" class=\"node\">\n",
        "<title>settings_clusters</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"283,-0.5 283,-58.5 547.83,-58.5 547.83,-0.5 283,-0.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"415.42\" y=\"-43.3\" font-family=\"Times,serif\" font-size=\"14.00\">settings_clusters (50 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"283,-36.5 547.83,-36.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"291\" y=\"-21.3\" font-family=\"Times,serif\" font-size=\"14.00\">settings_clusters : index</text>\n",
-       "<text text-anchor=\"start\" x=\"291\" y=\"-7.3\" font-family=\"Times,serif\" font-size=\"14.00\">first_recordings_time : datetime_time_index</text>\n",
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+       "<text text-anchor=\"middle\" x=\"391.25\" y=\"-46.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">settings_clusters (50 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"267,-40 515.5,-40\"/>\n",
+       "<text text-anchor=\"start\" x=\"275\" y=\"-22.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">settings_clusters : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"275\" y=\"-6.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">first_rul_data_time : Datetime; time_index</text>\n",
        "</g>\n",
-       "<!-- recordings&#45;&gt;settings_clusters -->\n",
+       "<!-- rul_data&#45;&gt;settings_clusters -->\n",
        "<g id=\"edge2\" class=\"edge\">\n",
-       "<title>recordings&#45;&gt;settings_clusters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M331,-95.37C331,-95.37 331,-68.76 331,-68.76\"/>\n",
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-       "<text text-anchor=\"middle\" x=\"284.73\" y=\"-70.86\" font-family=\"Times,serif\" font-size=\"14.00\">settings_clusters</text>\n",
+       "<title>rul_data&#45;&gt;settings_clusters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M319.75,-100.79C319.75,-100.79 319.75,-74.56 319.75,-74.56\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"323.25,-74.56 319.75,-64.56 316.25,-74.56 323.25,-74.56\"/>\n",
+       "<text text-anchor=\"middle\" x=\"273.62\" y=\"-74.37\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">settings_clusters</text>\n",
        "</g>\n",
        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.dot.Digraph at 0x138103e50>"
+       "<graphviz.graphs.Digraph at 0x1bcbd6047d0>"
       ]
      },
      "execution_count": 6,
@@ -751,14 +1013,16 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Built 304 features\n",
-      "Elapsed: 02:31 | Progress: 100%|██████████\n"
+      "Built 228 features\n",
+      "Elapsed: 01:58 | Progress: 100%|██████████\n"
      ]
     },
     {
@@ -782,26 +1046,26 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>LAST(recordings.sensor_measurement_21)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_4)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_9)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_10)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_2)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_11)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_8)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_18)</th>\n",
-       "      <th>LAST(recordings.operational_setting_2)</th>\n",
-       "      <th>LAST(recordings.sensor_measurement_5)</th>\n",
+       "      <th>CID_CE(rul_data.operational_setting_1, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.operational_setting_2, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.operational_setting_3, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_1, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_10, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_11, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_12, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_13, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_14, normalize=False)</th>\n",
+       "      <th>CID_CE(rul_data.sensor_measurement_15, normalize=False)</th>\n",
        "      <th>...</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.CID_CE(recordings.sensor_measurement_14, normalize=False), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.LAST(recordings.sensor_measurement_20), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_16), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_19), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.LAST(recordings.operational_setting_3), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.LAST(recordings.sensor_measurement_21), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_4), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.MAX(recordings.operational_setting_1), normalize=False)</th>\n",
-       "      <th>CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_5), normalize=False)</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_21))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_3))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_4))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_5))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_6))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_7))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_8))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_9))</th>\n",
+       "      <th>MAX(rul_data.settings_clusters.LAST(rul_data.time_in_cycles))</th>\n",
        "      <th>remaining_useful_life</th>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -832,281 +1096,281 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6.3072</td>\n",
-       "      <td>1113.93</td>\n",
-       "      <td>8304.43</td>\n",
-       "      <td>1.01</td>\n",
-       "      <td>548.90</td>\n",
-       "      <td>41.80</td>\n",
-       "      <td>2211.96</td>\n",
-       "      <td>2212</td>\n",
-       "      <td>0.8400</td>\n",
-       "      <td>3.91</td>\n",
-       "      <td>...</td>\n",
-       "      <td>65.844882</td>\n",
-       "      <td>139.955323</td>\n",
-       "      <td>0.064807</td>\n",
-       "      <td>79.742945</td>\n",
+       "      <td>208.777576</td>\n",
+       "      <td>4.355841</td>\n",
        "      <td>211.660105</td>\n",
-       "      <td>84.039649</td>\n",
-       "      <td>1693.873832</td>\n",
-       "      <td>208.779151</td>\n",
-       "      <td>51.059638</td>\n",
+       "      <td>380.627959</td>\n",
+       "      <td>1.792150</td>\n",
+       "      <td>46.543688</td>\n",
+       "      <td>1939.238240</td>\n",
+       "      <td>1903.468066</td>\n",
+       "      <td>1188.077642</td>\n",
+       "      <td>10.661766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23.4175</td>\n",
+       "      <td>1578.24</td>\n",
+       "      <td>1401.95</td>\n",
+       "      <td>14.62</td>\n",
+       "      <td>21.58</td>\n",
+       "      <td>552.98</td>\n",
+       "      <td>2387.96</td>\n",
+       "      <td>9048.04</td>\n",
+       "      <td>111.0</td>\n",
        "      <td>210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6.2907</td>\n",
-       "      <td>1113.44</td>\n",
-       "      <td>8307.98</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>548.92</td>\n",
-       "      <td>41.71</td>\n",
-       "      <td>2211.97</td>\n",
-       "      <td>2212</td>\n",
-       "      <td>0.8400</td>\n",
-       "      <td>3.91</td>\n",
-       "      <td>...</td>\n",
-       "      <td>91.824908</td>\n",
-       "      <td>180.779167</td>\n",
-       "      <td>0.086023</td>\n",
-       "      <td>106.560992</td>\n",
+       "      <td>269.413940</td>\n",
+       "      <td>5.621277</td>\n",
        "      <td>282.842712</td>\n",
-       "      <td>108.513678</td>\n",
-       "      <td>2220.595981</td>\n",
-       "      <td>269.414339</td>\n",
-       "      <td>65.551137</td>\n",
+       "      <td>487.954763</td>\n",
+       "      <td>2.392969</td>\n",
+       "      <td>61.084289</td>\n",
+       "      <td>2503.466467</td>\n",
+       "      <td>2543.782289</td>\n",
+       "      <td>1626.735462</td>\n",
+       "      <td>14.498524</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23.4781</td>\n",
+       "      <td>1584.59</td>\n",
+       "      <td>1401.95</td>\n",
+       "      <td>14.62</td>\n",
+       "      <td>21.58</td>\n",
+       "      <td>553.53</td>\n",
+       "      <td>2387.99</td>\n",
+       "      <td>9054.14</td>\n",
+       "      <td>191.0</td>\n",
        "      <td>130</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>8.8027</td>\n",
-       "      <td>1128.23</td>\n",
-       "      <td>8341.37</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>555.49</td>\n",
-       "      <td>41.81</td>\n",
-       "      <td>2222.92</td>\n",
-       "      <td>2223</td>\n",
-       "      <td>0.8402</td>\n",
-       "      <td>5.48</td>\n",
-       "      <td>...</td>\n",
-       "      <td>242.126348</td>\n",
-       "      <td>134.050263</td>\n",
-       "      <td>0.064807</td>\n",
-       "      <td>73.827621</td>\n",
+       "      <td>199.764962</td>\n",
+       "      <td>4.194227</td>\n",
        "      <td>195.959179</td>\n",
-       "      <td>80.411061</td>\n",
-       "      <td>1638.058020</td>\n",
-       "      <td>199.766926</td>\n",
-       "      <td>48.863007</td>\n",
+       "      <td>353.967679</td>\n",
+       "      <td>1.737872</td>\n",
+       "      <td>43.901649</td>\n",
+       "      <td>1862.523931</td>\n",
+       "      <td>1762.763195</td>\n",
+       "      <td>1164.156379</td>\n",
+       "      <td>10.303977</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23.4615</td>\n",
+       "      <td>1589.22</td>\n",
+       "      <td>1406.87</td>\n",
+       "      <td>14.62</td>\n",
+       "      <td>21.61</td>\n",
+       "      <td>554.47</td>\n",
+       "      <td>2388.04</td>\n",
+       "      <td>9055.61</td>\n",
+       "      <td>101.0</td>\n",
        "      <td>198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>8.8949</td>\n",
-       "      <td>1118.05</td>\n",
-       "      <td>8346.87</td>\n",
-       "      <td>1.02</td>\n",
-       "      <td>555.80</td>\n",
-       "      <td>41.81</td>\n",
-       "      <td>2222.86</td>\n",
-       "      <td>2223</td>\n",
-       "      <td>0.8403</td>\n",
-       "      <td>5.48</td>\n",
-       "      <td>...</td>\n",
-       "      <td>302.730551</td>\n",
-       "      <td>154.102034</td>\n",
-       "      <td>0.072111</td>\n",
-       "      <td>90.420000</td>\n",
+       "      <td>230.523809</td>\n",
+       "      <td>4.792752</td>\n",
        "      <td>240.000000</td>\n",
-       "      <td>92.203085</td>\n",
-       "      <td>1897.506399</td>\n",
-       "      <td>230.525935</td>\n",
-       "      <td>56.138476</td>\n",
+       "      <td>410.530161</td>\n",
+       "      <td>2.001300</td>\n",
+       "      <td>52.038703</td>\n",
+       "      <td>2141.370941</td>\n",
+       "      <td>2158.928528</td>\n",
+       "      <td>1394.027359</td>\n",
+       "      <td>12.292916</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23.3925</td>\n",
+       "      <td>1588.38</td>\n",
+       "      <td>1403.93</td>\n",
+       "      <td>14.62</td>\n",
+       "      <td>21.61</td>\n",
+       "      <td>554.26</td>\n",
+       "      <td>2388.09</td>\n",
+       "      <td>9053.81</td>\n",
+       "      <td>141.0</td>\n",
        "      <td>158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>23.5137</td>\n",
+       "      <td>271.826093</td>\n",
+       "      <td>5.854931</td>\n",
+       "      <td>293.938769</td>\n",
+       "      <td>472.270085</td>\n",
+       "      <td>2.475318</td>\n",
+       "      <td>64.716036</td>\n",
+       "      <td>2576.388154</td>\n",
+       "      <td>2643.922171</td>\n",
+       "      <td>1737.037013</td>\n",
+       "      <td>15.251866</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23.5239</td>\n",
+       "      <td>1590.91</td>\n",
        "      <td>1402.21</td>\n",
-       "      <td>9072.08</td>\n",
-       "      <td>1.30</td>\n",
-       "      <td>642.13</td>\n",
-       "      <td>47.27</td>\n",
-       "      <td>2388.12</td>\n",
-       "      <td>2388</td>\n",
-       "      <td>0.0000</td>\n",
        "      <td>14.62</td>\n",
-       "      <td>...</td>\n",
-       "      <td>326.066224</td>\n",
-       "      <td>184.877804</td>\n",
-       "      <td>0.089443</td>\n",
-       "      <td>110.741431</td>\n",
-       "      <td>293.938769</td>\n",
-       "      <td>111.023411</td>\n",
-       "      <td>2315.993077</td>\n",
-       "      <td>271.827606</td>\n",
-       "      <td>66.096208</td>\n",
+       "      <td>21.60</td>\n",
+       "      <td>557.81</td>\n",
+       "      <td>2388.12</td>\n",
+       "      <td>9072.08</td>\n",
+       "      <td>171.0</td>\n",
        "      <td>136</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 305 columns</p>\n",
+       "<p>5 rows × 229 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "           LAST(recordings.sensor_measurement_21)  \\\n",
-       "engine_no                                           \n",
-       "1                                          6.3072   \n",
-       "1                                          6.2907   \n",
-       "2                                          8.8027   \n",
-       "2                                          8.8949   \n",
-       "3                                         23.5137   \n",
+       "           CID_CE(rul_data.operational_setting_1, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                 208.777576         \n",
+       "1                                                 269.413940         \n",
+       "2                                                 199.764962         \n",
+       "2                                                 230.523809         \n",
+       "3                                                 271.826093         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_4)  \\\n",
-       "engine_no                                          \n",
-       "1                                        1113.93   \n",
-       "1                                        1113.44   \n",
-       "2                                        1128.23   \n",
-       "2                                        1118.05   \n",
-       "3                                        1402.21   \n",
+       "           CID_CE(rul_data.operational_setting_2, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                   4.355841         \n",
+       "1                                                   5.621277         \n",
+       "2                                                   4.194227         \n",
+       "2                                                   4.792752         \n",
+       "3                                                   5.854931         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_9)  \\\n",
-       "engine_no                                          \n",
-       "1                                        8304.43   \n",
-       "1                                        8307.98   \n",
-       "2                                        8341.37   \n",
-       "2                                        8346.87   \n",
-       "3                                        9072.08   \n",
+       "           CID_CE(rul_data.operational_setting_3, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                 211.660105         \n",
+       "1                                                 282.842712         \n",
+       "2                                                 195.959179         \n",
+       "2                                                 240.000000         \n",
+       "3                                                 293.938769         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_10)  \\\n",
-       "engine_no                                           \n",
-       "1                                            1.01   \n",
-       "1                                            1.02   \n",
-       "2                                            1.02   \n",
-       "2                                            1.02   \n",
-       "3                                            1.30   \n",
+       "           CID_CE(rul_data.sensor_measurement_1, normalize=False)  \\\n",
+       "engine_no                                                           \n",
+       "1                                                 380.627959        \n",
+       "1                                                 487.954763        \n",
+       "2                                                 353.967679        \n",
+       "2                                                 410.530161        \n",
+       "3                                                 472.270085        \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_2)  \\\n",
-       "engine_no                                          \n",
-       "1                                         548.90   \n",
-       "1                                         548.92   \n",
-       "2                                         555.49   \n",
-       "2                                         555.80   \n",
-       "3                                         642.13   \n",
+       "           CID_CE(rul_data.sensor_measurement_10, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                   1.792150         \n",
+       "1                                                   2.392969         \n",
+       "2                                                   1.737872         \n",
+       "2                                                   2.001300         \n",
+       "3                                                   2.475318         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_11)  \\\n",
-       "engine_no                                           \n",
-       "1                                           41.80   \n",
-       "1                                           41.71   \n",
-       "2                                           41.81   \n",
-       "2                                           41.81   \n",
-       "3                                           47.27   \n",
+       "           CID_CE(rul_data.sensor_measurement_11, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                  46.543688         \n",
+       "1                                                  61.084289         \n",
+       "2                                                  43.901649         \n",
+       "2                                                  52.038703         \n",
+       "3                                                  64.716036         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_8)  \\\n",
-       "engine_no                                          \n",
-       "1                                        2211.96   \n",
-       "1                                        2211.97   \n",
-       "2                                        2222.92   \n",
-       "2                                        2222.86   \n",
-       "3                                        2388.12   \n",
+       "           CID_CE(rul_data.sensor_measurement_12, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                1939.238240         \n",
+       "1                                                2503.466467         \n",
+       "2                                                1862.523931         \n",
+       "2                                                2141.370941         \n",
+       "3                                                2576.388154         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_18)  \\\n",
-       "engine_no                                           \n",
-       "1                                            2212   \n",
-       "1                                            2212   \n",
-       "2                                            2223   \n",
-       "2                                            2223   \n",
-       "3                                            2388   \n",
+       "           CID_CE(rul_data.sensor_measurement_13, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                1903.468066         \n",
+       "1                                                2543.782289         \n",
+       "2                                                1762.763195         \n",
+       "2                                                2158.928528         \n",
+       "3                                                2643.922171         \n",
        "\n",
-       "           LAST(recordings.operational_setting_2)  \\\n",
-       "engine_no                                           \n",
-       "1                                          0.8400   \n",
-       "1                                          0.8400   \n",
-       "2                                          0.8402   \n",
-       "2                                          0.8403   \n",
-       "3                                          0.0000   \n",
+       "           CID_CE(rul_data.sensor_measurement_14, normalize=False)  \\\n",
+       "engine_no                                                            \n",
+       "1                                                1188.077642         \n",
+       "1                                                1626.735462         \n",
+       "2                                                1164.156379         \n",
+       "2                                                1394.027359         \n",
+       "3                                                1737.037013         \n",
        "\n",
-       "           LAST(recordings.sensor_measurement_5)  ...  \\\n",
-       "engine_no                                         ...   \n",
-       "1                                           3.91  ...   \n",
-       "1                                           3.91  ...   \n",
-       "2                                           5.48  ...   \n",
-       "2                                           5.48  ...   \n",
-       "3                                          14.62  ...   \n",
+       "           CID_CE(rul_data.sensor_measurement_15, normalize=False)  ...  \\\n",
+       "engine_no                                                           ...   \n",
+       "1                                                  10.661766        ...   \n",
+       "1                                                  14.498524        ...   \n",
+       "2                                                  10.303977        ...   \n",
+       "2                                                  12.292916        ...   \n",
+       "3                                                  15.251866        ...   \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.CID_CE(recordings.sensor_measurement_14, normalize=False), normalize=False)  \\\n",
-       "engine_no                                                                                                                    \n",
-       "1                                                  65.844882                                                                 \n",
-       "1                                                  91.824908                                                                 \n",
-       "2                                                 242.126348                                                                 \n",
-       "2                                                 302.730551                                                                 \n",
-       "3                                                 326.066224                                                                 \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_21))  \\\n",
+       "engine_no                                                                         \n",
+       "1                                                    23.4175                      \n",
+       "1                                                    23.4781                      \n",
+       "2                                                    23.4615                      \n",
+       "2                                                    23.3925                      \n",
+       "3                                                    23.5239                      \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.LAST(recordings.sensor_measurement_20), normalize=False)  \\\n",
-       "engine_no                                                                                                 \n",
-       "1                                                 139.955323                                              \n",
-       "1                                                 180.779167                                              \n",
-       "2                                                 134.050263                                              \n",
-       "2                                                 154.102034                                              \n",
-       "3                                                 184.877804                                              \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_3))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                    1578.24                     \n",
+       "1                                                    1584.59                     \n",
+       "2                                                    1589.22                     \n",
+       "2                                                    1588.38                     \n",
+       "3                                                    1590.91                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_16), normalize=False)  \\\n",
-       "engine_no                                                                                                \n",
-       "1                                                   0.064807                                             \n",
-       "1                                                   0.086023                                             \n",
-       "2                                                   0.064807                                             \n",
-       "2                                                   0.072111                                             \n",
-       "3                                                   0.089443                                             \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_4))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                    1401.95                     \n",
+       "1                                                    1401.95                     \n",
+       "2                                                    1406.87                     \n",
+       "2                                                    1403.93                     \n",
+       "3                                                    1402.21                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_19), normalize=False)  \\\n",
-       "engine_no                                                                                                \n",
-       "1                                                  79.742945                                             \n",
-       "1                                                 106.560992                                             \n",
-       "2                                                  73.827621                                             \n",
-       "2                                                  90.420000                                             \n",
-       "3                                                 110.741431                                             \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_5))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                      14.62                     \n",
+       "1                                                      14.62                     \n",
+       "2                                                      14.62                     \n",
+       "2                                                      14.62                     \n",
+       "3                                                      14.62                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.LAST(recordings.operational_setting_3), normalize=False)  \\\n",
-       "engine_no                                                                                                 \n",
-       "1                                                 211.660105                                              \n",
-       "1                                                 282.842712                                              \n",
-       "2                                                 195.959179                                              \n",
-       "2                                                 240.000000                                              \n",
-       "3                                                 293.938769                                              \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_6))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                      21.58                     \n",
+       "1                                                      21.58                     \n",
+       "2                                                      21.61                     \n",
+       "2                                                      21.61                     \n",
+       "3                                                      21.60                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.LAST(recordings.sensor_measurement_21), normalize=False)  \\\n",
-       "engine_no                                                                                                 \n",
-       "1                                                  84.039649                                              \n",
-       "1                                                 108.513678                                              \n",
-       "2                                                  80.411061                                              \n",
-       "2                                                  92.203085                                              \n",
-       "3                                                 111.023411                                              \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_7))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                     552.98                     \n",
+       "1                                                     553.53                     \n",
+       "2                                                     554.47                     \n",
+       "2                                                     554.26                     \n",
+       "3                                                     557.81                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_4), normalize=False)  \\\n",
-       "engine_no                                                                                               \n",
-       "1                                                1693.873832                                            \n",
-       "1                                                2220.595981                                            \n",
-       "2                                                1638.058020                                            \n",
-       "2                                                1897.506399                                            \n",
-       "3                                                2315.993077                                            \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_8))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                    2387.96                     \n",
+       "1                                                    2387.99                     \n",
+       "2                                                    2388.04                     \n",
+       "2                                                    2388.09                     \n",
+       "3                                                    2388.12                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.MAX(recordings.operational_setting_1), normalize=False)  \\\n",
-       "engine_no                                                                                                \n",
-       "1                                                 208.779151                                             \n",
-       "1                                                 269.414339                                             \n",
-       "2                                                 199.766926                                             \n",
-       "2                                                 230.525935                                             \n",
-       "3                                                 271.827606                                             \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_9))  \\\n",
+       "engine_no                                                                        \n",
+       "1                                                    9048.04                     \n",
+       "1                                                    9054.14                     \n",
+       "2                                                    9055.61                     \n",
+       "2                                                    9053.81                     \n",
+       "3                                                    9072.08                     \n",
        "\n",
-       "           CID_CE(recordings.settings_clusters.MAX(recordings.sensor_measurement_5), normalize=False)  \\\n",
-       "engine_no                                                                                               \n",
-       "1                                                  51.059638                                            \n",
-       "1                                                  65.551137                                            \n",
-       "2                                                  48.863007                                            \n",
-       "2                                                  56.138476                                            \n",
-       "3                                                  66.096208                                            \n",
+       "           MAX(rul_data.settings_clusters.LAST(rul_data.time_in_cycles))  \\\n",
+       "engine_no                                                                  \n",
+       "1                                                      111.0               \n",
+       "1                                                      191.0               \n",
+       "2                                                      101.0               \n",
+       "2                                                      141.0               \n",
+       "3                                                      171.0               \n",
        "\n",
        "           remaining_useful_life  \n",
        "engine_no                         \n",
@@ -1116,7 +1380,7 @@
        "2                            158  \n",
        "3                            136  \n",
        "\n",
-       "[5 rows x 305 columns]"
+       "[5 rows x 229 columns]"
       ]
      },
      "execution_count": 7,
@@ -1129,7 +1393,7 @@
     "\n",
     "fm, features = ft.dfs(\n",
     "    entityset=es,\n",
-    "    target_entity='engines',\n",
+    "    target_dataframe_name='engines',\n",
     "    agg_primitives=['last', 'max', CidCe(normalize=False)],\n",
     "    trans_primitives=[],\n",
     "    chunk_size=.26,\n",
@@ -1151,14 +1415,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 4/4 [08:39<00:00, 129.77s/it]\n"
+      "  0%|          | 0/4 [00:00<?, ?it/s]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 25%|██▌       | 1/4 [00:46<02:20, 46.99s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 50%|█████     | 2/4 [01:32<01:32, 46.41s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 75%|███████▌  | 3/4 [02:16<00:45, 45.18s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      "100%|██████████| 4/4 [02:57<00:00, 44.25s/it]\n"
      ]
     }
    ],
@@ -1178,7 +1450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1190,21 +1462,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[46.2, 34.8, 36.8, 34.6, 37.2]\n",
-      "Average MAE: 37.9, Std: 4.25\n",
+      "[40.9, 38.6, 41.5, 34.1, 29.0]\n",
+      "Average MAE: 36.8, Std: 4.68\n",
       "\n",
-      "1: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_13)) [0.090]\n",
-      "2: MAX(recordings.sensor_measurement_13) [0.078]\n",
-      "3: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_4)) [0.054]\n",
-      "4: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_11)) [0.050]\n",
-      "5: MAX(recordings.sensor_measurement_17) [0.048]\n",
+      "1: MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_13)) [0.143]\n",
+      "2: MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_4)) [0.097]\n",
+      "3: MAX(rul_data.sensor_measurement_4) [0.077]\n",
+      "4: MAX(rul_data.sensor_measurement_13) [0.069]\n",
+      "5: MAX(rul_data.sensor_measurement_17) [0.065]\n",
       "-----\n",
       "\n"
      ]
@@ -1263,7 +1535,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1275,8 +1547,8 @@
       "248 Engines\n",
       "21 Sensor Measurements\n",
       "3 Operational Settings\n",
-      "Elapsed: 00:03 | Progress: 100%|██████████\n",
-      "Mean Abs Error: 28.87\n"
+      "Elapsed: 00:00 | Progress: 100%|██████████\n",
+      "Mean Abs Error: 30.65\n"
      ]
     }
    ],
@@ -1336,17 +1608,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      "  0%|          | 0/30 [00:00<?, ?it/s]"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -1358,43 +1622,87 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r",
-      "  3%|▎         | 1/30 [00:11<05:34, 11.52s/it]"
+      "  3%|▎         | 1/30 [00:01<00:33,  1.16s/it]"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0. {'n_estimators': 21, 'max_feats': 44, 'nfeats': 66} -- Average MAE: 37.3, Std: 4.73\n",
-      "Raw: [41.3, 36.3, 43.9, 33.9, 31.0]\n"
+      "0. {'n_estimators': 96, 'max_feats': 36, 'nfeats': 11} -- Average MAE: 31.7, Std: 4.48\n",
+      "Raw: [28.2, 30.1, 39.8, 33.1, 27.6]\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r",
-      "  7%|▋         | 2/30 [00:25<05:40, 12.15s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1. {'n_estimators': 28, 'max_feats': 10, 'nfeats': 11} -- Average MAE: 34.1, Std: 2.92\n",
-      "Raw: [38.2, 34.3, 35.0, 33.8, 29.1]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 30/30 [06:50<00:00, 13.67s/it]\n"
+      "  7%|▋         | 2/30 [00:01<00:27,  1.03it/s]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 10%|█         | 3/30 [00:03<00:28,  1.05s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 13%|█▎        | 4/30 [00:04<00:28,  1.09s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 17%|█▋        | 5/30 [00:05<00:26,  1.07s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 20%|██        | 6/30 [00:06<00:26,  1.09s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 23%|██▎       | 7/30 [00:07<00:25,  1.11s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 27%|██▋       | 8/30 [00:08<00:24,  1.10s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 30%|███       | 9/30 [00:09<00:23,  1.12s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 33%|███▎      | 10/30 [00:11<00:22,  1.14s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 37%|███▋      | 11/30 [00:12<00:22,  1.18s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 40%|████      | 12/30 [00:13<00:21,  1.18s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 43%|████▎     | 13/30 [00:14<00:20,  1.20s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 47%|████▋     | 14/30 [00:15<00:19,  1.19s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 50%|█████     | 15/30 [00:17<00:18,  1.21s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 53%|█████▎    | 16/30 [00:18<00:16,  1.20s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 57%|█████▋    | 17/30 [00:19<00:15,  1.17s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 60%|██████    | 18/30 [00:20<00:14,  1.24s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 63%|██████▎   | 19/30 [00:22<00:13,  1.22s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 67%|██████▋   | 20/30 [00:23<00:12,  1.23s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 70%|███████   | 21/30 [00:24<00:10,  1.21s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 73%|███████▎  | 22/30 [00:25<00:09,  1.20s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 77%|███████▋  | 23/30 [00:26<00:08,  1.18s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 80%|████████  | 24/30 [00:27<00:07,  1.17s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 83%|████████▎ | 25/30 [00:29<00:06,  1.26s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 87%|████████▋ | 26/30 [00:30<00:05,  1.28s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 90%|█████████ | 27/30 [00:31<00:03,  1.23s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 93%|█████████▎| 28/30 [00:33<00:02,  1.26s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      " 97%|█████████▋| 29/30 [00:34<00:01,  1.44s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\btb\\tuning\\gp.py:52: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+      "  return np.array(list(zip(y, stdev)))\n",
+      "100%|██████████| 30/30 [00:36<00:00,  1.22s/it]\n"
      ]
     }
    ],
    "source": [
+    "import collections\n",
+    "import collections.abc\n",
+    "#hyper needs the four following aliases to be done manually.\n",
+    "collections.Iterable = collections.abc.Iterable\n",
+    "\n",
     "from btb import HyperParameter, ParamTypes\n",
     "from btb.tuning import GP\n",
     "\n",
@@ -1449,19 +1757,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mean Abs Error on Test: 47.75\n",
-      "1: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_13)) [0.196]\n",
-      "2: MAX(recordings.sensor_measurement_15) [0.155]\n",
-      "3: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_4)) [0.139]\n",
-      "4: MAX(recordings.settings_clusters.LAST(recordings.sensor_measurement_11)) [0.130]\n",
-      "5: MAX(recordings.sensor_measurement_11) [0.085]\n",
+      "Mean Abs Error on Test: 32.03\n",
+      "1: MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_13)) [0.174]\n",
+      "2: MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_11)) [0.143]\n",
+      "3: MAX(rul_data.sensor_measurement_15) [0.138]\n",
+      "4: MAX(rul_data.sensor_measurement_13) [0.124]\n",
+      "5: MAX(rul_data.settings_clusters.LAST(rul_data.sensor_measurement_4)) [0.086]\n",
       "-----\n",
       "\n"
      ]
@@ -1498,7 +1806,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {
     "scrolled": true
    },
@@ -1507,41 +1815,34 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Built 304 features\n",
-      "Elapsed: 01:54 | Progress: 100%|██████████"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      "  0%|          | 0/4 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
+      "Built 228 features\n",
+      "Elapsed: 00:58 | Progress: 100%|██████████\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 4/4 [07:39<00:00, 114.85s/it]\n"
+      "  0%|          | 0/4 [00:00<?, ?it/s]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 25%|██▌       | 1/4 [00:59<02:57, 59.04s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 50%|█████     | 2/4 [02:22<02:26, 73.14s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      " 75%|███████▌  | 3/4 [03:22<01:07, 67.32s/it]C:\\Users\\josemaria.garcia\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\featuretools\\entityset\\entityset.py:754: UserWarning: A Woodwork-initialized DataFrame was provided, so the following parameters were ignored: index, time_index\n",
+      "  warnings.warn(\n",
+      "100%|██████████| 4/4 [04:24<00:00, 66.15s/it]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[37.1, 32.1, 35.3, 33.7, 27.8]\n",
-      "Average MAE: 33.20, Std: 3.17\n",
+      "[46.9, 30.3, 30.2, 30.5, 35.6]\n",
+      "Average MAE: 34.71, Std: 6.44\n",
       "\n",
-      "[65.5, 54.2, 55.6, 46.5, 52.2]\n",
-      "Baseline by Median MAE: 54.82, Std: 6.18\n",
+      "[61.5, 44.8, 57.7, 57.6, 52.5]\n",
+      "Baseline by Median MAE: 54.81, Std: 5.76\n",
       "\n"
      ]
     }
@@ -1551,7 +1852,7 @@
     "\n",
     "old_fm, features = ft.dfs(\n",
     "    entityset=es,\n",
-    "    target_entity='engines',\n",
+    "    target_dataframe_name='engines',\n",
     "    agg_primitives=['last', 'max', 'min'],\n",
     "    trans_primitives=[],\n",
     "    cutoff_time=cutoff_time_list[0],\n",
@@ -1603,7 +1904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1640,7 +1941,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1665,7 +1966,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1679,7 +1980,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,
diff --git a/Simple Featuretools RUL Demo.ipynb b/Simple Featuretools RUL Demo.ipynb
index 86a8a19..97cd260 100644
--- a/Simple Featuretools RUL Demo.ipynb	
+++ b/Simple Featuretools RUL Demo.ipynb	
@@ -363,7 +363,7 @@
    "outputs": [],
    "source": [
     "lm = cp.LabelMaker(\n",
-    "    target_entity='engine_no',\n",
+    "    target_dataframe_index='engine_no',\n",
     "    time_index='time',\n",
     "    labeling_function=remaining_useful_life,\n",
     ")"
@@ -382,6 +382,13 @@
    "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elapsed: 00:00 | Remaining: ? | Progress:   0%|          | engine_no: 0/249 "
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -414,12 +421,6 @@
        "      <th>time</th>\n",
        "      <th>remaining_useful_life</th>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
@@ -457,13 +458,12 @@
        "</div>"
       ],
       "text/plain": [
-       "    engine_no                time  remaining_useful_life\n",
-       "id                                                      \n",
-       "0           1 2000-01-01 16:40:00                    220\n",
-       "1           2 2000-01-03 22:10:00                    198\n",
-       "2           3 2000-01-06 00:00:00                    206\n",
-       "3           4 2000-01-08 03:10:00                    173\n",
-       "4           5 2000-01-10 00:50:00                     92"
+       "   engine_no                time  remaining_useful_life\n",
+       "0          1 2000-01-01 16:40:00                    220\n",
+       "1          2 2000-01-03 22:10:00                    198\n",
+       "2          3 2000-01-06 00:00:00                    206\n",
+       "3          4 2000-01-08 03:10:00                    173\n",
+       "4          5 2000-01-10 00:50:00                     92"
       ]
      },
      "execution_count": 5,
@@ -502,22 +502,22 @@
     "def make_entityset(data):\n",
     "    es = ft.EntitySet('Dataset')\n",
     "\n",
-    "    es.entity_from_dataframe(\n",
+    "    es.add_dataframe(\n",
     "        dataframe=data,\n",
-    "        entity_id='recordings',\n",
+    "        dataframe_name='recordings',\n",
     "        index='index',\n",
     "        time_index='time',\n",
     "    )\n",
     "\n",
-    "    es.normalize_entity(\n",
-    "        base_entity_id='recordings',\n",
-    "        new_entity_id='engines',\n",
+    "    es.normalize_dataframe(\n",
+    "        base_dataframe_name='recordings',\n",
+    "        new_dataframe_name='engines',\n",
     "        index='engine_no',\n",
     "    )\n",
     "\n",
-    "    es.normalize_entity(\n",
-    "        base_entity_id='recordings',\n",
-    "        new_entity_id='cycles',\n",
+    "    es.normalize_dataframe(\n",
+    "        base_dataframe_name='recordings',\n",
+    "        new_dataframe_name='cycles',\n",
     "        index='time_in_cycles',\n",
     "    )\n",
     "\n",
@@ -533,7 +533,7 @@
      "data": {
       "text/plain": [
        "Entityset: Dataset\n",
-       "  Entities:\n",
+       "  DataFrames:\n",
        "    recordings [Rows: 61249, Columns: 28]\n",
        "    engines [Rows: 249, Columns: 2]\n",
        "    cycles [Rows: 543, Columns: 2]\n",
@@ -570,86 +570,86 @@
        "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
-       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       "<!-- Generated by graphviz version 8.1.0 (20230707.0739)\n",
        " -->\n",
        "<!-- Title: Dataset Pages: 1 -->\n",
-       "<svg width=\"556pt\" height=\"526pt\"\n",
-       " viewBox=\"0.00 0.00 555.83 526.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
-       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 522)\">\n",
+       "<svg width=\"552pt\" height=\"582pt\"\n",
+       " viewBox=\"0.00 0.00 551.75 582.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 578)\">\n",
        "<title>Dataset</title>\n",
-       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-522 551.83,-522 551.83,4 -4,4\"/>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-578 547.75,-578 547.75,4 -4,4\"/>\n",
        "<!-- recordings -->\n",
        "<g id=\"node1\" class=\"node\">\n",
        "<title>recordings</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"167.83,-95.5 167.83,-517.5 379,-517.5 379,-95.5 167.83,-95.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"273.42\" y=\"-502.3\" font-family=\"Times,serif\" font-size=\"14.00\">recordings (61249 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"167.83,-495.5 379,-495.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-480.3\" font-family=\"Times,serif\" font-size=\"14.00\">index : index</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-466.3\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no : id</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-452.3\" font-family=\"Times,serif\" font-size=\"14.00\">time_in_cycles : id</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-438.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_1 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-424.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_2 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-410.3\" font-family=\"Times,serif\" font-size=\"14.00\">operational_setting_3 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-396.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_1 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-382.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_2 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-368.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_3 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-354.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_4 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-340.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_5 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-326.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_6 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-312.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_7 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-298.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_8 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-284.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_9 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-270.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_10 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-256.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_11 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-242.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_12 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-228.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_13 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-214.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_14 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_15 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-186.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_16 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-172.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_17 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_18 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-144.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_19 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-130.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_20 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-116.3\" font-family=\"Times,serif\" font-size=\"14.00\">sensor_measurement_21 : numeric</text>\n",
-       "<text text-anchor=\"start\" x=\"175.83\" y=\"-102.3\" font-family=\"Times,serif\" font-size=\"14.00\">time : datetime_time_index</text>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"160.62,-100.75 160.62,-573.5 382.12,-573.5 382.12,-100.75 160.62,-100.75\"/>\n",
+       "<text text-anchor=\"middle\" x=\"271.38\" y=\"-556.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">recordings (61249 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"160.62,-549.75 382.12,-549.75\"/>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-532.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no : Integer; foreign_key</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-516.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time_in_cycles : Integer; foreign_key</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-500.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_1 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-485.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_2 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-469.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">operational_setting_3 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-453.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_1 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-437.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_2 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-422.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_3 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-406.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_4 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-390.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_5 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-374.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_6 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-359.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_7 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-343.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_8 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-327.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_9 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-311.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_10 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-296.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_11 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-280.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_12 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-264.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_13 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-248.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_14 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-233.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_15 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-217.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_16 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-201.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_17 : Integer</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-185.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_18 : Integer</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-170.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_19 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-154.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_20 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-138.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">sensor_measurement_21 : Double</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-122.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">index : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"168.62\" y=\"-107.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time : Datetime; time_index</text>\n",
        "</g>\n",
        "<!-- engines -->\n",
        "<g id=\"node2\" class=\"node\">\n",
        "<title>engines</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"0,-0.5 0,-58.5 264.83,-58.5 264.83,-0.5 0,-0.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"132.42\" y=\"-43.3\" font-family=\"Times,serif\" font-size=\"14.00\">engines (249 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"0,-36.5 264.83,-36.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"8\" y=\"-21.3\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no : index</text>\n",
-       "<text text-anchor=\"start\" x=\"8\" y=\"-7.3\" font-family=\"Times,serif\" font-size=\"14.00\">first_recordings_time : datetime_time_index</text>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"0,-0.5 0,-63.75 262.75,-63.75 262.75,-0.5 0,-0.5\"/>\n",
+       "<text text-anchor=\"middle\" x=\"131.38\" y=\"-46.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engines (249 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"0,-40 262.75,-40\"/>\n",
+       "<text text-anchor=\"start\" x=\"8\" y=\"-22.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"8\" y=\"-6.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">first_recordings_time : Datetime; time_index</text>\n",
        "</g>\n",
        "<!-- recordings&#45;&gt;engines -->\n",
        "<g id=\"edge1\" class=\"edge\">\n",
        "<title>recordings&#45;&gt;engines</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M216.33,-95.5C216.33,-95.5 216.33,-68.53 216.33,-68.53\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"219.83,-68.53 216.33,-58.53 212.83,-68.53 219.83,-68.53\"/>\n",
-       "<text text-anchor=\"middle\" x=\"187.18\" y=\"-70.81\" font-family=\"Times,serif\" font-size=\"14.00\">engine_no</text>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M211.69,-100.95C211.69,-100.95 211.69,-74.69 211.69,-74.69\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"215.19,-74.69 211.69,-64.69 208.19,-74.69 215.19,-74.69\"/>\n",
+       "<text text-anchor=\"middle\" x=\"183.19\" y=\"-74.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">engine_no</text>\n",
        "</g>\n",
        "<!-- cycles -->\n",
        "<g id=\"node3\" class=\"node\">\n",
        "<title>cycles</title>\n",
-       "<polygon fill=\"none\" stroke=\"black\" points=\"283,-0.5 283,-58.5 547.83,-58.5 547.83,-0.5 283,-0.5\"/>\n",
-       "<text text-anchor=\"middle\" x=\"415.42\" y=\"-43.3\" font-family=\"Times,serif\" font-size=\"14.00\">cycles (543 rows)</text>\n",
-       "<polyline fill=\"none\" stroke=\"black\" points=\"283,-36.5 547.83,-36.5 \"/>\n",
-       "<text text-anchor=\"start\" x=\"291\" y=\"-21.3\" font-family=\"Times,serif\" font-size=\"14.00\">time_in_cycles : index</text>\n",
-       "<text text-anchor=\"start\" x=\"291\" y=\"-7.3\" font-family=\"Times,serif\" font-size=\"14.00\">first_recordings_time : datetime_time_index</text>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"281,-0.5 281,-63.75 543.75,-63.75 543.75,-0.5 281,-0.5\"/>\n",
+       "<text text-anchor=\"middle\" x=\"412.38\" y=\"-46.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">cycles (543 rows)</text>\n",
+       "<polyline fill=\"none\" stroke=\"black\" points=\"281,-40 543.75,-40\"/>\n",
+       "<text text-anchor=\"start\" x=\"289\" y=\"-22.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time_in_cycles : Integer; index</text>\n",
+       "<text text-anchor=\"start\" x=\"289\" y=\"-6.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">first_recordings_time : Datetime; time_index</text>\n",
        "</g>\n",
        "<!-- recordings&#45;&gt;cycles -->\n",
        "<g id=\"edge2\" class=\"edge\">\n",
        "<title>recordings&#45;&gt;cycles</title>\n",
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-       "<text text-anchor=\"middle\" x=\"288.62\" y=\"-70.81\" font-family=\"Times,serif\" font-size=\"14.00\">time_in_cycles</text>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M331.56,-100.95C331.56,-100.95 331.56,-74.69 331.56,-74.69\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"335.06,-74.69 331.56,-64.69 328.06,-74.69 335.06,-74.69\"/>\n",
+       "<text text-anchor=\"middle\" x=\"289.94\" y=\"-74.52\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">time_in_cycles</text>\n",
        "</g>\n",
        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.dot.Digraph at 0x13c3b5a90>"
+       "<graphviz.graphs.Digraph at 0x13ab665b510>"
       ]
      },
      "execution_count": 8,
@@ -680,15 +680,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Built 292 features\n",
-      "Elapsed: 02:05 | Progress: 100%|██████████\n"
+      "Built 219 features\n",
+      "Elapsed: 01:23 | Progress: 100%|██████████\n"
      ]
     }
    ],
    "source": [
     "fm, features = ft.dfs(\n",
     "    entityset=es,\n",
-    "    target_entity='engines',\n",
+    "    target_dataframe_name='engines',\n",
     "    agg_primitives=['last', 'max', 'min'],\n",
     "    trans_primitives=[],\n",
     "    cutoff_time=label_times,\n",
@@ -1305,7 +1305,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,