diff --git a/Code/python/notebooks/03_visualize_hyperparameters.ipynb b/Code/python/notebooks/03_visualize_hyperparameters.ipynb
index ea8b8a7..3dfa437 100644
--- a/Code/python/notebooks/03_visualize_hyperparameters.ipynb
+++ b/Code/python/notebooks/03_visualize_hyperparameters.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "6fe4652f",
    "metadata": {},
    "outputs": [
@@ -53,303 +53,15 @@
          "type": "float"
         }
        ],
-       "ref": "91e8d91c-ce50-41a4-92f3-32a97cfef9fc",
+       "ref": "bc137ea2-2c98-4186-b74e-931e4ef486f0",
        "rows": [
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@@ -357,31 +69,7 @@
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@@ -389,63 +77,63 @@
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@@ -453,7 +141,319 @@
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@@ -489,44 +489,44 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>RNN</td>\n",
-       "      <td>16</td>\n",
-       "      <td>32</td>\n",
-       "      <td>1</td>\n",
-       "      <td>372.187353</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>RNN</td>\n",
-       "      <td>16</td>\n",
-       "      <td>64</td>\n",
-       "      <td>1</td>\n",
-       "      <td>371.676064</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>RNN</td>\n",
+       "      <th>65</th>\n",
+       "      <td>LSTM</td>\n",
        "      <td>16</td>\n",
        "      <td>128</td>\n",
-       "      <td>1</td>\n",
-       "      <td>328.199229</td>\n",
+       "      <td>10</td>\n",
+       "      <td>11.110472</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>RNN</td>\n",
-       "      <td>32</td>\n",
-       "      <td>32</td>\n",
-       "      <td>1</td>\n",
-       "      <td>376.717708</td>\n",
+       "      <th>37</th>\n",
+       "      <td>LSTM</td>\n",
+       "      <td>16</td>\n",
+       "      <td>64</td>\n",
+       "      <td>5</td>\n",
+       "      <td>12.483972</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>RNN</td>\n",
+       "      <th>41</th>\n",
+       "      <td>LSTM</td>\n",
+       "      <td>32</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13.012414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>LSTM</td>\n",
        "      <td>32</td>\n",
        "      <td>64</td>\n",
-       "      <td>1</td>\n",
-       "      <td>369.634064</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13.982024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>LSTM</td>\n",
+       "      <td>16</td>\n",
+       "      <td>64</td>\n",
+       "      <td>10</td>\n",
+       "      <td>14.689398</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -537,44 +537,44 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>103</th>\n",
+       "      <th>18</th>\n",
        "      <td>GRU</td>\n",
+       "      <td>16</td>\n",
        "      <td>32</td>\n",
-       "      <td>64</td>\n",
-       "      <td>30</td>\n",
-       "      <td>37.214055</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>104</th>\n",
+       "      <th>19</th>\n",
+       "      <td>GRU</td>\n",
+       "      <td>16</td>\n",
+       "      <td>64</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>GRU</td>\n",
+       "      <td>32</td>\n",
+       "      <td>32</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
        "      <td>GRU</td>\n",
        "      <td>32</td>\n",
        "      <td>128</td>\n",
-       "      <td>30</td>\n",
-       "      <td>38.621485</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>105</th>\n",
+       "      <th>24</th>\n",
        "      <td>GRU</td>\n",
        "      <td>64</td>\n",
        "      <td>32</td>\n",
-       "      <td>30</td>\n",
-       "      <td>120.508296</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>106</th>\n",
-       "      <td>GRU</td>\n",
-       "      <td>64</td>\n",
-       "      <td>64</td>\n",
-       "      <td>30</td>\n",
-       "      <td>75.707219</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107</th>\n",
-       "      <td>GRU</td>\n",
-       "      <td>64</td>\n",
-       "      <td>128</td>\n",
-       "      <td>30</td>\n",
-       "      <td>189.147097</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -582,41 +582,41 @@
        "</div>"
       ],
       "text/plain": [
-       "    Model  Hidden Size  RNN Size  Step  Final Loss\n",
-       "0     RNN           16        32     1  372.187353\n",
-       "1     RNN           16        64     1  371.676064\n",
-       "2     RNN           16       128     1  328.199229\n",
-       "3     RNN           32        32     1  376.717708\n",
-       "4     RNN           32        64     1  369.634064\n",
-       "..    ...          ...       ...   ...         ...\n",
-       "103   GRU           32        64    30   37.214055\n",
-       "104   GRU           32       128    30   38.621485\n",
-       "105   GRU           64        32    30  120.508296\n",
-       "106   GRU           64        64    30   75.707219\n",
-       "107   GRU           64       128    30  189.147097\n",
+       "   Model  Hidden Size  RNN Size  Step  Final Loss\n",
+       "65  LSTM           16       128    10   11.110472\n",
+       "37  LSTM           16        64     5   12.483972\n",
+       "41  LSTM           32       128     5   13.012414\n",
+       "40  LSTM           32        64     5   13.982024\n",
+       "64  LSTM           16        64    10   14.689398\n",
+       "..   ...          ...       ...   ...         ...\n",
+       "18   GRU           16        32     1         NaN\n",
+       "19   GRU           16        64     1         NaN\n",
+       "21   GRU           32        32     1         NaN\n",
+       "23   GRU           32       128     1         NaN\n",
+       "24   GRU           64        32     1         NaN\n",
        "\n",
        "[108 rows x 5 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df = pd.read_csv(\"hyperparameter_scan_results.csv\")\n",
-    "df"
+    "df = pd.read_csv(\"../hyperparameter_scan_results.csv\")\n",
+    "df.sort_values(\"Final Loss\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "id": "2fe2d178",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x1000 with 17 Axes>"
       ]
diff --git a/Code/python/notebooks/hyperparameter_scan.py b/Code/python/notebooks/hyperparameter_scan.py
index 8d6afb3..21f1439 100644
--- a/Code/python/notebooks/hyperparameter_scan.py
+++ b/Code/python/notebooks/hyperparameter_scan.py
@@ -185,14 +185,14 @@ def run_mode_2():
     base_ds = dataloader.SaveDataset(torch.load("dataset.pt"), step=step)
     train_ds, val_ds = split_dataset(base_ds)
 
-    base_name = "GRU"
-    cls = models.ThreeInputGRU
-    hidden_size = 32
+    base_name = "LSTM"
+    cls = models.ThreeInputLSTM
+    hidden_size = 16
     rnn_size = 64
 
     for hl in [0, 1, 2, 4]:
         for rl in [2, 3, 4, 5]:
-            for dropout in [0.0, 0.1, 0.2, 0.3]:
+            for dropout in [0.0, 0.05, 0.1, 0.15]:
 
                 model = cls(
                     time_in=2,
@@ -229,13 +229,13 @@ def run_mode_3():
     results = []
 
     step = 1
-    base_name = "GRU"
-    cls = models.ThreeInputGRU
-    hidden_size = 32
+    base_name = "LSTM"
+    cls = models.ThreeInputLSTM
+    hidden_size = 16
     rnn_size = 64
     hidden_layers = 1
     rnn_layers = 3
-    rnn_dropout = 0.1
+    rnn_dropout = 0.0
 
     for warm in [300, 600, 900, 1800]:
         for pred in [150, 300, 600, 900, 1800]:
diff --git a/Code/python/notebooks/hyperparameter_scan_results.csv b/Code/python/notebooks/hyperparameter_scan_results.csv
index 45b10cc..2d5191f 100644
--- a/Code/python/notebooks/hyperparameter_scan_results.csv
+++ b/Code/python/notebooks/hyperparameter_scan_results.csv
@@ -1,109 +1,109 @@
 Model,Hidden Size,RNN Size,Step,Final Loss
-RNN,16,32,1,372.1873533829399
-RNN,16,64,1,371.67606353759766
-RNN,16,128,1,328.19922903309697
-RNN,32,32,1,376.71770842179006
-RNN,32,64,1,369.6340640524159
-RNN,32,128,1,281.8589802617612
-RNN,64,32,1,378.75125188412875
-RNN,64,64,1,405.08673095703125
-RNN,64,128,1,1088.4633191979449
-LSTM,16,32,1,152.01849580847698
-LSTM,16,64,1,152.46532937754756
-LSTM,16,128,1,39.81503051260243
-LSTM,32,32,1,45.500295265861176
-LSTM,32,64,1,51.218478575996734
-LSTM,32,128,1,32.29804623645285
-LSTM,64,32,1,105.44863045733908
-LSTM,64,64,1,62.87264318051545
-LSTM,64,128,1,170.77305080579674
-GRU,16,32,1,23.525951261105746
-GRU,16,64,1,20.953380501788594
-GRU,16,128,1,50.10249718375828
-GRU,32,32,1,149.08109225397524
-GRU,32,64,1,40.437404922817066
-GRU,32,128,1,34.31250389762547
-GRU,64,32,1,154.5310813240383
-GRU,64,64,1,47.95653426128885
-GRU,64,128,1,263.4846937760063
-RNN,16,32,5,326.2015085634978
-RNN,16,64,5,384.77328723409903
-RNN,16,128,5,1099.3475819463315
-RNN,32,32,5,246.47076250159222
-RNN,32,64,5,329.85308439835256
-RNN,32,128,5,1098.7943765391474
-RNN,64,32,5,477.369012583857
-RNN,64,64,5,365.6013999607252
-RNN,64,128,5,413.95318603515625
-LSTM,16,32,5,24.514795303344727
-LSTM,16,64,5,24.9299375285273
-LSTM,16,128,5,34.382882035296895
-LSTM,32,32,5,171.14435179337212
-LSTM,32,64,5,185.21222504325536
-LSTM,32,128,5,24.800554503565248
-LSTM,64,32,5,183.13448831309444
-LSTM,64,64,5,37.47129328354545
-LSTM,64,128,5,51.097612007804535
-GRU,16,32,5,30.631973432457965
-GRU,16,64,5,30.393669625987176
-GRU,16,128,5,55.05557930987814
-GRU,32,32,5,54.14869615306025
-GRU,32,64,5,167.3384770932405
-GRU,32,128,5,50.49319474593453
-GRU,64,32,5,170.90516430398694
-GRU,64,64,5,153.55044091266134
-GRU,64,128,5,53.40392129317574
-RNN,16,32,10,285.0945102857507
-RNN,16,64,10,361.18107339610225
-RNN,16,128,10,320.00166884712553
-RNN,32,32,10,359.23063095756197
-RNN,32,64,10,351.7510011092476
-RNN,32,128,10,126.81333442356275
-RNN,64,32,10,336.1739501953125
-RNN,64,64,10,342.61622918170434
-RNN,64,128,10,208.79256007982337
-LSTM,16,32,10,47.18654777692712
-LSTM,16,64,10,35.0142301061879
-LSTM,16,128,10,31.15265079166578
-LSTM,32,32,10,57.50707398290219
-LSTM,32,64,10,21.263865159905475
-LSTM,32,128,10,39.93263937079388
-LSTM,64,32,10,57.33804578366487
-LSTM,64,64,10,52.7249521587206
-LSTM,64,128,10,59.768143446549125
-GRU,16,32,10,28.489941555520762
-GRU,16,64,10,25.493946241295856
-GRU,16,128,10,35.874996682871945
-GRU,32,32,10,39.71779649154
-GRU,32,64,10,33.58222509467083
-GRU,32,128,10,36.87489372750987
-GRU,64,32,10,55.22760449285092
-GRU,64,64,10,168.17254008417544
-GRU,64,128,10,76.96743749535602
-RNN,16,32,30,245.38945504893428
-RNN,16,64,30,303.7835593845533
-RNN,16,128,30,1168.2417987325916
-RNN,32,32,30,221.63304668924084
-RNN,32,64,30,274.024205746858
-RNN,32,128,30,1167.9884391452956
-RNN,64,32,30,316.6191160782524
-RNN,64,64,30,252.00204235574475
-RNN,64,128,30,1168.0314676036005
-LSTM,16,32,30,46.3279622119406
-LSTM,16,64,30,32.77271196116572
-LSTM,16,128,30,1168.1180778171706
-LSTM,32,32,30,192.53192719169286
-LSTM,32,64,30,40.278250404026195
-LSTM,32,128,30,35.424202234848686
-LSTM,64,32,30,51.08382113083549
-LSTM,64,64,30,186.7356419770614
-LSTM,64,128,30,177.50895442133364
-GRU,16,32,30,35.31677892933721
-GRU,16,64,30,34.573822394661285
-GRU,16,128,30,55.778304846390434
-GRU,32,32,30,65.31020172782566
-GRU,32,64,30,37.21405522719674
-GRU,32,128,30,38.621485295503035
-GRU,64,32,30,120.50829563970152
-GRU,64,64,30,75.70721891651984
-GRU,64,128,30,189.14709671683934
+RNN,16,32,1,261.2352640931035
+RNN,16,64,1,154.6564223061145
+RNN,16,128,1,196.3427066534338
+RNN,32,32,1,384.9678237270301
+RNN,32,64,1,410.67893423161036
+RNN,32,128,1,291.4480094372387
+RNN,64,32,1,405.7067755040988
+RNN,64,64,1,2116.495914942782
+RNN,64,128,1,2116.4957490303145
+LSTM,16,32,1,30.830584109669
+LSTM,16,64,1,24.41159848763909
+LSTM,16,128,1,
+LSTM,32,32,1,18.46859591443774
+LSTM,32,64,1,20.514015533554723
+LSTM,32,128,1,16.6853289604187
+LSTM,64,32,1,64.03490912746376
+LSTM,64,64,1,15.621828354580302
+LSTM,64,128,1,23.594708127035222
+GRU,16,32,1,
+GRU,16,64,1,
+GRU,16,128,1,35.8418803282187
+GRU,32,32,1,
+GRU,32,64,1,19.816746349066076
+GRU,32,128,1,
+GRU,64,32,1,
+GRU,64,64,1,99.63193988800049
+GRU,64,128,1,62.531928075871
+RNN,16,32,5,215.5662602169413
+RNN,16,64,5,458.9189094221088
+RNN,16,128,5,568.8256333042199
+RNN,32,32,5,367.05963134765625
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