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diff --git a/Audi_Classification_ML/data/wavfiles/ff3f21e7.wav b/Audio_Classification_ML/data/wavfiles/ff3f21e7.wav
similarity index 100%
rename from Audi_Classification_ML/data/wavfiles/ff3f21e7.wav
rename to Audio_Classification_ML/data/wavfiles/ff3f21e7.wav
diff --git a/Audi_Classification_ML/eda.py b/Audio_Classification_ML/eda.py
similarity index 100%
rename from Audi_Classification_ML/eda.py
rename to Audio_Classification_ML/eda.py
diff --git a/Audi_Classification_ML/figures/Signal_envelopes.png b/Audio_Classification_ML/figures/Signal_envelopes.png
similarity index 100%
rename from Audi_Classification_ML/figures/Signal_envelopes.png
rename to Audio_Classification_ML/figures/Signal_envelopes.png
diff --git a/Audi_Classification_ML/model.ipynb b/Audio_Classification_ML/model.ipynb
similarity index 100%
rename from Audi_Classification_ML/model.ipynb
rename to Audio_Classification_ML/model.ipynb
diff --git a/Audi_Classification_ML/models/conv.model b/Audio_Classification_ML/models/conv.model
similarity index 100%
rename from Audi_Classification_ML/models/conv.model
rename to Audio_Classification_ML/models/conv.model
diff --git a/Audi_Classification_ML/models/time.model b/Audio_Classification_ML/models/time.model
similarity index 100%
rename from Audi_Classification_ML/models/time.model
rename to Audio_Classification_ML/models/time.model
diff --git a/Audi_Classification_ML/pickles/conv.p b/Audio_Classification_ML/pickles/conv.p
similarity index 100%
rename from Audi_Classification_ML/pickles/conv.p
rename to Audio_Classification_ML/pickles/conv.p
diff --git a/Audi_Classification_ML/pickles/time.p b/Audio_Classification_ML/pickles/time.p
similarity index 100%
rename from Audi_Classification_ML/pickles/time.p
rename to Audio_Classification_ML/pickles/time.p
diff --git a/Audi_Classification_ML/predict.ipynb b/Audio_Classification_ML/predict.ipynb
similarity index 100%
rename from Audi_Classification_ML/predict.ipynb
rename to Audio_Classification_ML/predict.ipynb
diff --git a/Audi_Classification_ML/predictions.csv b/Audio_Classification_ML/predictions.csv
similarity index 100%
rename from Audi_Classification_ML/predictions.csv
rename to Audio_Classification_ML/predictions.csv
diff --git a/kaggle_time_series_air_passenger/model.ipynb b/kaggle_time_series_air_passenger/model.ipynb
index 67eab8d..605a26c 100644
--- a/kaggle_time_series_air_passenger/model.ipynb
+++ b/kaggle_time_series_air_passenger/model.ipynb
@@ -473,13 +473,7 @@
       "3/3 [==============================] - 0s 11ms/step - loss: 20.2082 - mae: 20.7028 - val_loss: 41.3625 - val_mae: 41.8612\n",
       "Epoch 60/500\n",
       "3/3 [==============================] - 0s 11ms/step - loss: 20.1148 - mae: 20.6113 - val_loss: 41.5026 - val_mae: 42.0026\n",
-      "Epoch 61/500\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Epoch 61/500\n",
       "3/3 [==============================] - 0s 11ms/step - loss: 20.0211 - mae: 20.5187 - val_loss: 43.2069 - val_mae: 43.7047\n",
       "Epoch 62/500\n",
       "3/3 [==============================] - 0s 10ms/step - loss: 20.0685 - mae: 20.5667 - val_loss: 42.7780 - val_mae: 43.2549\n",
@@ -1185,13 +1179,7 @@
      ]
     }
    ],
-   "source": [
-    "print(x_train.shape)\n",
-    "print(x_val.shape)\n",
-    "print(standardized_data[SPLIT_TIME:].shape)\n",
-    "\n",
-    "# TOSO FIX X_VAL EMPTY DATA"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",