diff --git a/examples/Calculating MLIP properties.ipynb b/examples/Calculating MLIP properties.ipynb
index 7542ffa..20a6cce 100644
--- a/examples/Calculating MLIP properties.ipynb	
+++ b/examples/Calculating MLIP properties.ipynb	
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "6073bac0",
    "metadata": {},
    "outputs": [
@@ -136,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "c8137638",
    "metadata": {},
    "outputs": [],
@@ -148,20 +148,375 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "551ff93b",
    "metadata": {},
-   "outputs": [],
+   "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>mid</th>\n",
+       "      <th>composition</th>\n",
+       "      <th>nsites</th>\n",
+       "      <th>time_relax</th>\n",
+       "      <th>time_elastic</th>\n",
+       "      <th>time_eos</th>\n",
+       "      <th>time_phonon</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>mp-1106268</td>\n",
+       "      <td>Pr14 Pd6</td>\n",
+       "      <td>20</td>\n",
+       "      <td>58.119476</td>\n",
+       "      <td>0.468748</td>\n",
+       "      <td>34.820909</td>\n",
+       "      <td>37.483147</td>\n",
+       "      <td>{'relax': {'final_structure': [[-5.19302358  2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>mp-974315</td>\n",
+       "      <td>Ru2 I2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1.591998</td>\n",
+       "      <td>0.220885</td>\n",
+       "      <td>5.027307</td>\n",
+       "      <td>0.949927</td>\n",
+       "      <td>{'relax': {'final_structure': [[ 1.83881118 -1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>mp-1206714</td>\n",
+       "      <td>Al2 Sn1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.632854</td>\n",
+       "      <td>0.162397</td>\n",
+       "      <td>0.233952</td>\n",
+       "      <td>0.306922</td>\n",
+       "      <td>{'relax': {'final_structure': [[1.59917846 1.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>mp-30339</td>\n",
+       "      <td>Er1 Ag2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.839322</td>\n",
+       "      <td>0.222317</td>\n",
+       "      <td>2.854628</td>\n",
+       "      <td>0.477655</td>\n",
+       "      <td>{'relax': {'final_structure': [[4.48158802e-07...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>mp-696</td>\n",
+       "      <td>Si4 Pt4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>18.880611</td>\n",
+       "      <td>0.447233</td>\n",
+       "      <td>23.835656</td>\n",
+       "      <td>12.458753</td>\n",
+       "      <td>{'relax': {'final_structure': [[0.88064056 3.9...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>mp-866222</td>\n",
+       "      <td>Ac2 Si6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>25.846757</td>\n",
+       "      <td>0.291701</td>\n",
+       "      <td>5.176952</td>\n",
+       "      <td>2.896033</td>\n",
+       "      <td>{'relax': {'final_structure': [[-2.05389424e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>mp-11422</td>\n",
+       "      <td>Gd1 Hg1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.350465</td>\n",
+       "      <td>0.176970</td>\n",
+       "      <td>0.245187</td>\n",
+       "      <td>0.212125</td>\n",
+       "      <td>{'relax': {'final_structure': [[5.55001412e-20...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>mp-21238</td>\n",
+       "      <td>Th4 Si4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6.012806</td>\n",
+       "      <td>0.289803</td>\n",
+       "      <td>11.106935</td>\n",
+       "      <td>1.774519</td>\n",
+       "      <td>{'relax': {'final_structure': [[1.08998567 0.7...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>mp-1215363</td>\n",
+       "      <td>Zr4 Pd1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.149180</td>\n",
+       "      <td>0.182439</td>\n",
+       "      <td>12.736966</td>\n",
+       "      <td>1.809394</td>\n",
+       "      <td>{'relax': {'final_structure': [[ 3.93732368e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>mp-1212658</td>\n",
+       "      <td>Ga1 C6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6.466323</td>\n",
+       "      <td>0.563564</td>\n",
+       "      <td>6.885472</td>\n",
+       "      <td>2.687283</td>\n",
+       "      <td>{'relax': {'final_structure': [[-9.88259495e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>mp-1101922</td>\n",
+       "      <td>Eu4 Fe8</td>\n",
+       "      <td>12</td>\n",
+       "      <td>11.300682</td>\n",
+       "      <td>0.652700</td>\n",
+       "      <td>21.933298</td>\n",
+       "      <td>6.567985</td>\n",
+       "      <td>{'relax': {'final_structure': [[-1.70569804e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>mp-1183610</td>\n",
+       "      <td>Ca2 Sm6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1.491658</td>\n",
+       "      <td>0.263879</td>\n",
+       "      <td>3.501549</td>\n",
+       "      <td>0.374422</td>\n",
+       "      <td>{'relax': {'final_structure': [[3.63712318 2.0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>mp-1187980</td>\n",
+       "      <td>Yb6 Pb2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3.257738</td>\n",
+       "      <td>0.266460</td>\n",
+       "      <td>3.386276</td>\n",
+       "      <td>0.932557</td>\n",
+       "      <td>{'relax': {'final_structure': [[1.99653039 1.1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>mp-1187953</td>\n",
+       "      <td>Yb3 Pb1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.695949</td>\n",
+       "      <td>0.156550</td>\n",
+       "      <td>0.243285</td>\n",
+       "      <td>0.206511</td>\n",
+       "      <td>{'relax': {'final_structure': [[-1.32354508e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>mp-1185577</td>\n",
+       "      <td>Cs2 Hg6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1.645047</td>\n",
+       "      <td>0.255576</td>\n",
+       "      <td>2.821439</td>\n",
+       "      <td>1.544533</td>\n",
+       "      <td>{'relax': {'final_structure': [[1.82452846e-05...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>mp-570436</td>\n",
+       "      <td>Ca2 Ir4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.392467</td>\n",
+       "      <td>0.302817</td>\n",
+       "      <td>0.472691</td>\n",
+       "      <td>0.387873</td>\n",
+       "      <td>{'relax': {'final_structure': [[2.33200465 1.6...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>mp-1184183</td>\n",
+       "      <td>Cu1 Ge3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.960875</td>\n",
+       "      <td>0.164222</td>\n",
+       "      <td>0.330354</td>\n",
+       "      <td>0.552319</td>\n",
+       "      <td>{'relax': {'final_structure': [[-1.54866517e-0...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>mp-1025440</td>\n",
+       "      <td>Cu2 Ge6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>13.907899</td>\n",
+       "      <td>0.298725</td>\n",
+       "      <td>5.844268</td>\n",
+       "      <td>5.747664</td>\n",
+       "      <td>{'relax': {'final_structure': [[2.16285319 1.2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>mp-1184147</td>\n",
+       "      <td>Cu2 Ge6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7.088322</td>\n",
+       "      <td>0.260014</td>\n",
+       "      <td>5.837314</td>\n",
+       "      <td>3.623648</td>\n",
+       "      <td>{'relax': {'final_structure': [[ 3.42616361 -1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>mp-1187368</td>\n",
+       "      <td>Tb2 Mn6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6.649693</td>\n",
+       "      <td>0.358418</td>\n",
+       "      <td>7.001161</td>\n",
+       "      <td>4.236130</td>\n",
+       "      <td>{'relax': {'final_structure': [[3.1332095  1.8...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>mp-1184679</td>\n",
+       "      <td>Hg1 Bi3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.552259</td>\n",
+       "      <td>0.125718</td>\n",
+       "      <td>0.204338</td>\n",
+       "      <td>0.429551</td>\n",
+       "      <td>{'relax': {'final_structure': [[ 7.96830248e-0...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           mid composition  nsites  time_relax  time_elastic   time_eos  \\\n",
+       "0   mp-1106268    Pr14 Pd6      20   58.119476      0.468748  34.820909   \n",
+       "1    mp-974315      Ru2 I2       4    1.591998      0.220885   5.027307   \n",
+       "2   mp-1206714     Al2 Sn1       3    0.632854      0.162397   0.233952   \n",
+       "3     mp-30339     Er1 Ag2       3    0.839322      0.222317   2.854628   \n",
+       "4       mp-696     Si4 Pt4       8   18.880611      0.447233  23.835656   \n",
+       "5    mp-866222     Ac2 Si6       8   25.846757      0.291701   5.176952   \n",
+       "6     mp-11422     Gd1 Hg1       2    0.350465      0.176970   0.245187   \n",
+       "7     mp-21238     Th4 Si4       8    6.012806      0.289803  11.106935   \n",
+       "8   mp-1215363     Zr4 Pd1       5    3.149180      0.182439  12.736966   \n",
+       "9   mp-1212658      Ga1 C6       7    6.466323      0.563564   6.885472   \n",
+       "10  mp-1101922     Eu4 Fe8      12   11.300682      0.652700  21.933298   \n",
+       "11  mp-1183610     Ca2 Sm6       8    1.491658      0.263879   3.501549   \n",
+       "12  mp-1187980     Yb6 Pb2       8    3.257738      0.266460   3.386276   \n",
+       "13  mp-1187953     Yb3 Pb1       4    0.695949      0.156550   0.243285   \n",
+       "14  mp-1185577     Cs2 Hg6       8    1.645047      0.255576   2.821439   \n",
+       "15   mp-570436     Ca2 Ir4       6    0.392467      0.302817   0.472691   \n",
+       "16  mp-1184183     Cu1 Ge3       4    0.960875      0.164222   0.330354   \n",
+       "17  mp-1025440     Cu2 Ge6       8   13.907899      0.298725   5.844268   \n",
+       "18  mp-1184147     Cu2 Ge6       8    7.088322      0.260014   5.837314   \n",
+       "19  mp-1187368     Tb2 Mn6       8    6.649693      0.358418   7.001161   \n",
+       "20  mp-1184679     Hg1 Bi3       4    0.552259      0.125718   0.204338   \n",
+       "\n",
+       "    time_phonon                                         properties  \n",
+       "0     37.483147  {'relax': {'final_structure': [[-5.19302358  2...  \n",
+       "1      0.949927  {'relax': {'final_structure': [[ 1.83881118 -1...  \n",
+       "2      0.306922  {'relax': {'final_structure': [[1.59917846 1.5...  \n",
+       "3      0.477655  {'relax': {'final_structure': [[4.48158802e-07...  \n",
+       "4     12.458753  {'relax': {'final_structure': [[0.88064056 3.9...  \n",
+       "5      2.896033  {'relax': {'final_structure': [[-2.05389424e-0...  \n",
+       "6      0.212125  {'relax': {'final_structure': [[5.55001412e-20...  \n",
+       "7      1.774519  {'relax': {'final_structure': [[1.08998567 0.7...  \n",
+       "8      1.809394  {'relax': {'final_structure': [[ 3.93732368e-0...  \n",
+       "9      2.687283  {'relax': {'final_structure': [[-9.88259495e-0...  \n",
+       "10     6.567985  {'relax': {'final_structure': [[-1.70569804e-0...  \n",
+       "11     0.374422  {'relax': {'final_structure': [[3.63712318 2.0...  \n",
+       "12     0.932557  {'relax': {'final_structure': [[1.99653039 1.1...  \n",
+       "13     0.206511  {'relax': {'final_structure': [[-1.32354508e-0...  \n",
+       "14     1.544533  {'relax': {'final_structure': [[1.82452846e-05...  \n",
+       "15     0.387873  {'relax': {'final_structure': [[2.33200465 1.6...  \n",
+       "16     0.552319  {'relax': {'final_structure': [[-1.54866517e-0...  \n",
+       "17     5.747664  {'relax': {'final_structure': [[2.16285319 1.2...  \n",
+       "18     3.623648  {'relax': {'final_structure': [[ 3.42616361 -1...  \n",
+       "19     4.236130  {'relax': {'final_structure': [[3.1332095  1.8...  \n",
+       "20     0.429551  {'relax': {'final_structure': [[ 7.96830248e-0...  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "4611ebd4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='nsites', ylabel='time_relax'>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot(x=\"nsites\", y=\"time_phonon\", kind=\"scatter\")\n",
     "df.plot(x=\"nsites\", y=\"time_relax\", kind=\"scatter\")"