diff --git a/app.py b/app.py
index 5c8ed60a3554105eef3214d42c8a7aa2835eb2fc..ee7258d89eb0d2fa83beb761c072d43c985dd871 100644
--- a/app.py
+++ b/app.py
@@ -4,9 +4,9 @@ import gradio as gr
 from huggingface_hub import InferenceClient
 from model import model_params, AudioDataset
 
-dataset_path = "data/baby_cry_detection" # PARA MONITOR
-# dataset_path = "data/mixed_data_nuevo" # PARA CLASIFICADOR
 token = os.getenv("HF_TOKEN")
+# dataset_path = f"data/baby_cry_detection" # PARA MONITOR
+dataset_path = f"data/mixed_data" # PARA CLASIFICADOR
 model, _, _, id2label = model_params(dataset_path)
 device = torch.device("cuda" if torch.cuda.is_available() else "cpu")# Usar a GPU o CPU
 model.to(device)# Usar a GPU o CPU
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diff --git a/model.py b/model.py
index a7c4b835460c27348dd2fa624a23d692e6be7e8c..6f906e6d7a885dff9fabbcbeb4d901630d9c62e3 100644
--- a/model.py
+++ b/model.py
@@ -4,7 +4,7 @@ import random
 import torch
 import torchaudio
 from torch.utils.data import Dataset, DataLoader
-from huggingface_hub import login, upload_folder
+from huggingface_hub import upload_folder
 from transformers.integrations import TensorBoardCallback
 from sklearn.metrics import accuracy_score, precision_recall_fscore_support
 from transformers import (
@@ -18,7 +18,7 @@ FEATURE_EXTRACTOR = Wav2Vec2FeatureExtractor.from_pretrained(MODEL)
 seed = 123
 MAX_DURATION = 1.00
 SAMPLING_RATE = FEATURE_EXTRACTOR.sampling_rate # 16000
-token = os.getenv("HF_TOKEN")
+token = os.getenv("HF_TOKEN") # TODO: probar a guardar el token en un archivo en local
 config_file = "models_config.json"
 clasificador = "class"
 monitor = "mon"
@@ -37,6 +37,7 @@ class AudioDataset(Dataset):
                     audio_path = os.path.join(label_path, file_name)
                     self.file_paths.append(audio_path)
                     self.labels.append(label_id)
+        self.file_paths.sort(key=lambda x: x.split('_part')[0])
 
     def __len__(self):
         return len(self.file_paths)
@@ -60,15 +61,15 @@ class AudioDataset(Dataset):
             resampler = torchaudio.transforms.Resample(sample_rate, SAMPLING_RATE)
             waveform = resampler(waveform)
         if waveform.shape[0] > 1: # Si es stereo, convertir a mono
-            waveform = waveform.mean(dim=0)
+            waveform = waveform.mean(dim=0, keepdim=True)
         waveform = waveform / (torch.max(torch.abs(waveform)) + 1e-6) # Sin 1e-6 el accuracy es pésimo!!
         max_length = int(SAMPLING_RATE * MAX_DURATION)
-        if waveform.shape[0] > max_length:
-            waveform = waveform[:max_length]
+        if waveform.shape[1] > max_length:
+            waveform = waveform[:, :max_length]
         else:
-            waveform = torch.nn.functional.pad(waveform, (0, max_length - waveform.shape[0]))
+            waveform = torch.nn.functional.pad(waveform, (0, max_length - waveform.shape[1]))
         inputs = FEATURE_EXTRACTOR(
-            waveform,
+            waveform.squeeze(),
             sampling_rate=SAMPLING_RATE,
             return_tensors="pt",
             # max_length=int(SAMPLING_RATE * MAX_DURATION),
@@ -161,10 +162,8 @@ def main(training_args, output_dir, dataset_path):
     )
     torch.cuda.empty_cache() # liberar memoria de la GPU
     trainer.train() # se pueden modificar los parámetros para continuar el train
-    login(token, add_to_git_credential=True)
-    trainer.push_to_hub(token=token) # Subir modelo a mi cuenta. Necesario para hacer la predicción, no sé por qué.
-    trainer.save_model(output_dir) # para subir el modelo a Hugging Face. Necesario para hacer la predicción, no sé por qué.
     os.makedirs(output_dir, exist_ok=True) # Crear carpeta con el modelo si no existe
+    trainer.save_model(output_dir) # para subir el modelo a Hugging Face. Necesario para hacer la predicción, no sé por qué.
     # upload_folder(repo_id=f"A-POR-LOS-8000/{output_dir}",folder_path=output_dir, token=token) # subir modelo a organización
 
 def load_config(model_name):
@@ -176,8 +175,8 @@ def load_config(model_name):
     return model_config
 
 if __name__ == "__main__":
-    # config = load_config(clasificador) # PARA CAMBIAR MODELOS
-    config = load_config(monitor) # PARA CAMBIAR MODELOS
+    config = load_config(clasificador) # PARA MONITOR
+    # config = load_config(monitor) # PARA CLASIFICADOR
     training_args = config["training_args"]
     output_dir = config["output_dir"]
     dataset_path = config["dataset_path"]
diff --git a/models_config.json b/models_config.json
index 3be8b856ef29a0e25f909575fcd60fd1cef5cc39..cfa143bc1694434e5b11928a213e297c6944e719 100644
--- a/models_config.json
+++ b/models_config.json
@@ -27,7 +27,7 @@
         }
     },
     "class": {
-        "dataset_path": "data/mixed_data_nuevo",
+        "dataset_path": "data/mixed_data",
         "output_dir": "distilhubert-finetuned-mixed-data",
         "training_args": {
             "num_train_epochs": 2,