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+audio/fold8/139000-4-0-1.wav,10.6862812792,14.6862812792,-30,170,1
+audio/fold8/113202-5-0-25.wav,15.3439422866,19.3439422866,40,70,2
+audio/fold8/125678-7-1-1.wav,20.5752933713,24.5752933713,10,-90,2
diff --git a/labels/valid/e4abbfa0.csv b/labels/valid/e4abbfa0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2694b2ab1d465fabf7f985022f3d69eeac804d7b
--- /dev/null
+++ b/labels/valid/e4abbfa0.csv
@@ -0,0 +1,6 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold8/125678-7-3-0.wav,0.79608318885,4.79608318885,0,130,2
+audio/fold8/156358-5-0-0.wav,5.85270750783,9.85270750783,30,-150,2
+audio/fold8/157868-8-0-7.wav,10.7390791206,14.7390791206,30,-170,2
+audio/fold8/180134-4-2-5.wav,15.4568820566,19.4568820566,20,60,2
+audio/fold8/157868-8-0-17.wav,20.1190943646,24.1190943646,-40,-170,2
diff --git a/labels/valid/e7dd7464.csv b/labels/valid/e7dd7464.csv
new file mode 100644
index 0000000000000000000000000000000000000000..70c6e7662948857825df0ce13a359e577021b399
--- /dev/null
+++ b/labels/valid/e7dd7464.csv
@@ -0,0 +1,8 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/58937-4-0-0.wav,0.0765743683643,4.07657436836,20,-110,2
+audio/fold9/185374-9-0-30.wav,4.8359943627,8.8359943627,0,-10,1
+audio/fold9/26186-1-0-0.wav,9.87904384498,10.269043845,-20,-40,1
+audio/fold9/180029-4-1-0.wav,11.1285923487,14.1885923487,20,-80,2
+audio/fold9/155130-1-1-0.wav,14.8506774731,15.5284691397,-10,0,2
+audio/fold9/187378-3-0-19.wav,16.9077992077,20.9077992077,-10,-150,1
+audio/fold9/14111-4-0-3.wav,21.6032083017,25.6032083017,-30,30,1
diff --git a/labels/valid/e8192564.csv b/labels/valid/e8192564.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64664bd2c7a478d7c5a14807d6cfe64d06ef85be
--- /dev/null
+++ b/labels/valid/e8192564.csv
@@ -0,0 +1,8 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/33641-3-8-0.wav,0.627560508902,2.9075605089,10,-40,2
+audio/fold9/159748-8-2-0.wav,4.00158022003,8.00158022003,20,-110,1
+audio/fold9/62567-5-1-1.wav,8.97904128215,12.9790412822,0,-140,2
+audio/fold9/119420-3-1-0.wav,14.0226486196,15.8526486196,10,-70,2
+audio/fold9/155130-1-1-0.wav,17.1533936101,17.8311852767,40,30,1
+audio/fold9/105029-7-1-1.wav,18.4428887134,22.4428887134,20,-60,1
+audio/fold9/103249-5-0-11.wav,23.8774397653,27.8774397653,-20,-140,2
diff --git a/labels/valid/f3985c0a.csv b/labels/valid/f3985c0a.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac93d1ef08f9945b0bc9521bbb5163318b30090c
--- /dev/null
+++ b/labels/valid/f3985c0a.csv
@@ -0,0 +1,7 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/136399-6-4-0.wav,0.642283092385,2.59863725905,-10,60,1
+audio/fold9/174282-6-1-0.wav,3.95842765315,6.57842765315,-40,80,1
+audio/fold9/62567-5-0-7.wav,8.06441222903,12.064412229,-20,110,1
+audio/fold9/22885-5-0-0.wav,13.1096550682,17.1096550682,20,80,2
+audio/fold9/58937-4-0-12.wav,17.7314761255,21.7314761255,20,-20,2
+audio/fold9/18592-5-0-3.wav,22.483078963,26.483078963,20,-60,2
diff --git a/labels/valid/f4134e53.csv b/labels/valid/f4134e53.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cb444edd5b65203732fdb113e6e424b84d80ffd9
--- /dev/null
+++ b/labels/valid/f4134e53.csv
@@ -0,0 +1,6 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/159748-8-0-1.wav,0.177390712626,4.17739071263,-30,-170,1
+audio/fold9/54187-1-0-0.wav,5.30971693761,9.30971693761,-40,100,1
+audio/fold9/155044-9-0-3.wav,10.6572572694,14.6572572694,0,-30,1
+audio/fold9/157866-8-0-19.wav,15.2300702512,19.2300702512,0,170,2
+audio/fold9/185374-9-0-33.wav,20.7083928646,24.7083928646,0,140,2
diff --git a/labels/valid/f58680ec.csv b/labels/valid/f58680ec.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c041671c6c262cd19deb45b2c98e9e0b21f3e33
--- /dev/null
+++ b/labels/valid/f58680ec.csv
@@ -0,0 +1,8 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/155130-1-1-0.wav,0.221568579626,0.899360246293,0,90,2
+audio/fold9/180029-4-20-0.wav,1.51600086135,3.76360502802,20,-60,2
+audio/fold9/105029-7-0-6.wav,4.88341719728,8.88341719728,-10,160,1
+audio/fold9/105029-7-0-3.wav,10.1294887521,14.1294887521,30,-90,1
+audio/fold9/14385-9-0-21.wav,14.9911867754,18.9911867754,20,-170,2
+audio/fold9/105029-7-3-3.wav,19.7331433223,23.7331433223,0,-70,2
+audio/fold9/155312-3-0-0.wav,24.6246237094,28.6246237094,-30,-120,1
diff --git a/labels/valid/f793def2.csv b/labels/valid/f793def2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d74eafa7a10c877a9340785166f38a468b97cd9
--- /dev/null
+++ b/labels/valid/f793def2.csv
@@ -0,0 +1,7 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/155044-9-0-15.wav,0.761297279161,4.76129727916,20,140,2
+audio/fold9/54976-4-0-8.wav,5.56472329294,9.56472329294,-10,-70,1
+audio/fold9/73168-1-1-0.wav,10.4018709881,11.4414543215,0,-100,2
+audio/fold9/54823-3-1-0.wav,12.2169170858,16.2169170858,-30,30,1
+audio/fold9/103249-5-0-5.wav,17.1043789515,21.1043789515,-10,160,2
+audio/fold9/174287-6-0-0.wav,22.1477455134,23.9366621801,30,140,1
diff --git a/labels/valid/f7d68314.csv b/labels/valid/f7d68314.csv
new file mode 100644
index 0000000000000000000000000000000000000000..323c60f19f7eb1375d62333d3df324ae2870f710
--- /dev/null
+++ b/labels/valid/f7d68314.csv
@@ -0,0 +1,7 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/42953-9-0-28.wav,0.106192954887,4.10619295489,-20,-170,2
+audio/fold9/159748-8-0-9.wav,4.71253206044,8.71253206044,-30,-140,1
+audio/fold9/145390-9-0-3.wav,9.55788946321,13.5578894632,-40,-60,1
+audio/fold9/136399-6-5-0.wav,14.8828242718,17.2428242718,30,-60,1
+audio/fold9/105029-7-2-15.wav,18.6452273483,22.6452273483,20,-100,1
+audio/fold9/103249-5-0-18.wav,23.8144924508,27.8144924508,-30,-160,1
diff --git a/labels/valid/fa56a265.csv b/labels/valid/fa56a265.csv
new file mode 100644
index 0000000000000000000000000000000000000000..140b6ee61423a9163cabd8deb6f96330ad23e3d9
--- /dev/null
+++ b/labels/valid/fa56a265.csv
@@ -0,0 +1,8 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold1/99180-9-0-48.wav,0.7839788923,4.7839788923,-10,100,2
+audio/fold1/174290-6-0-0.wav,5.89136753735,7.98136753735,10,20,1
+audio/fold1/174290-6-3-0.wav,8.84282403839,11.2528240384,0,-60,1
+audio/fold1/51022-3-29-0.wav,12.2531508384,12.7131508384,30,60,1
+audio/fold1/157867-8-0-25.wav,13.548965757,17.548965757,0,-60,1
+audio/fold1/157867-8-0-14.wav,18.4658662419,22.4658662419,-10,-30,2
+audio/fold1/155202-9-0-6.wav,23.3195577457,27.3195577457,30,160,1
diff --git a/labels/valid/fcaef217.csv b/labels/valid/fcaef217.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01c2a6191478e9710cd1e1e3a7ffb70c8db6c6fc
--- /dev/null
+++ b/labels/valid/fcaef217.csv
@@ -0,0 +1,10 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold8/76085-4-0-14.wav,0.314262249017,4.31426224902,-20,-180,2
+audio/fold8/52633-3-0-2.wav,5.68866331543,9.68866331543,40,70,1
+audio/fold8/174285-6-2-0.wav,10.4383549155,14.1583549155,20,10,1
+audio/fold8/50668-5-1-0.wav,14.9237393561,15.8237393561,40,-80,1
+audio/fold8/113203-5-7-0.wav,16.6000753881,17.6377420548,-40,-170,2
+audio/fold8/145206-6-2-0.wav,18.6510008225,19.6010008225,40,110,1
+audio/fold8/175856-1-0-0.wav,20.1989269147,20.4672394147,0,110,1
+audio/fold8/117181-8-0-12.wav,21.5377044557,25.5377044557,10,130,2
+audio/fold8/4918-3-4-0.wav,26.5251105051,27.4451105051,-20,-150,2
diff --git a/labels/valid/fcd5b806.csv b/labels/valid/fcd5b806.csv
new file mode 100644
index 0000000000000000000000000000000000000000..509590dcbd438aaed1b8115b29ee1eb9ffe4b4a1
--- /dev/null
+++ b/labels/valid/fcd5b806.csv
@@ -0,0 +1,7 @@
+sound_event_recording,start_time,end_time,ele,azi
+audio/fold9/159748-8-0-1.wav,0.443976537395,4.44397653739,30,-130,1
+audio/fold9/157866-8-0-11.wav,5.82101691191,9.82101691191,20,-180,2
+audio/fold9/73168-1-1-0.wav,10.8949017952,11.9344851285,-30,60,1
+audio/fold9/159748-8-2-4.wav,13.0712030044,17.0712030044,40,-130,1
+audio/fold9/136399-6-1-0.wav,18.035536147,21.715536147,10,-70,2
+audio/fold9/18592-5-0-0.wav,22.5382865563,26.5382865563,10,160,1
diff --git a/map_to_files.py b/map_to_files.py
new file mode 100644
index 0000000000000000000000000000000000000000..32da4cdc25130fbde90649f49fcc38ad12eb396f
--- /dev/null
+++ b/map_to_files.py
@@ -0,0 +1,37 @@
+import json
+import glob 
+from uuid import uuid4
+from pathlib import Path 
+import shutil 
+
+splits = ["split1", "split8", "split9"]
+mapping = {"train": [], "test": []}
+file_name_mapping = {}
+for split in splits:
+    audios, labels = sorted(glob.glob(f"{split}/original_audios/*.wav")), sorted(glob.glob(f"{split}/labels/**/*.csv", recursive=True))
+    for audio, label in zip(audios, labels):
+        new_name = str(uuid4()).split("-")[0]
+        old_name = Path(audio)
+        file_name_mapping[str(old_name).replace(".wav", "")] = new_name
+        if "test" in str(old_name):
+            mapping["test"].append((split, str(old_name).replace(".wav", "")))
+        else:
+            mapping["train"].append((split, str(old_name).replace(".wav", "")))
+
+with open("new_name_mapping.json", "w") as f:
+    json.dump(file_name_mapping, f, indent=4)
+
+
+for split, name in mapping["test"]: 
+    new_name = file_name_mapping[name]
+    old_name = Path(name).stem
+    wav_path, csv_path = f"{split}/original_audios/{old_name}.wav", f"{split}/labels/test/{old_name}.csv"
+    shutil.move(wav_path, f"original_audios/{new_name}.wav")
+    shutil.move(csv_path, f"labels/test/{new_name}.csv")
+
+for split, name in mapping["train"]:
+    new_name = file_name_mapping[name]
+    old_name = Path(name).stem
+    wav_path, csv_path = f"{split}/original_audios/{old_name}.wav", f"{split}/labels/train/{old_name}.csv"
+    shutil.move(wav_path, f"original_audios/{new_name}.wav")
+    shutil.move(csv_path, f"labels/train/{new_name}.csv")
\ No newline at end of file
diff --git a/map_to_hear.py b/map_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..4f12e7b79508914ac56693d19371b933f34c3736
--- /dev/null
+++ b/map_to_hear.py
@@ -0,0 +1,86 @@
+import csv as csv_module
+import json 
+from pathlib import Path 
+import tqdm 
+import numpy as np 
+
+ROOT = "./labels"
+LABEL_MAPPING_INT= {
+    '1': 0,
+    '3': 1,
+    '4': 2,
+    '5': 3,
+    '6': 4,
+    '7': 5,
+    '8': 6,
+    '9': 7
+}
+LABEL_MAPPING = {
+    0: "car_horn",
+    1: "dog_bark",
+    2: "drilling",
+    3: "engine_idling",
+    4: "gun_shot",
+    5: "jack_hammer",
+    6: "siren",
+    7: "street_music"
+}
+
+def get_csvs(root):
+    metadata_root = Path(root)
+    assert metadata_root.exists(), "Metadata root does not exist"
+    metadata_files = list(sorted(metadata_root.glob("*/*.csv")))
+    splits = {}
+    for file in metadata_files:
+        file = str(file.absolute())
+        file_name, folder = file.split("/")[-1].replace(".csv", ""), file.split("/")[-2]
+        
+        splits.setdefault(folder, []).append(file_name)
+    assert len(metadata_files) > 0, "Folder does not contain any csv files"
+    return metadata_files, splits
+
+def process_csv(csv_path):
+    path = Path(csv_path)
+    assert path.exists(), f"CSV Path {csv_path} does not exist"
+    # Load all rows from CSV and group by label (ignoring source)
+    data = []
+    with open(path, newline='') as csvfile:
+        reader = csv_module.reader(csvfile, delimiter=',')
+        next(reader, None)  # skip the headers
+        for row in reader:
+            class_idx = row[0].split("/")[-1].split("-")[1]
+            start_time = float(row[1])
+            if start_time >= 28.0:
+                continue
+            end_time = min(28.0, float(row[2]))
+            label = LABEL_MAPPING[LABEL_MAPPING_INT[class_idx]]
+            data.append({
+                "label": label,
+                "start": start_time * 1000,
+                "end": end_time * 1000
+            })
+    return data
+            
+def map_to_splits(audios, fold_to_split):
+    fold_data = {k : {} for k in fold_to_split}
+    for k, file_names in fold_to_split.items():
+        for file_name in file_names:
+            fold_data[k][file_name + ".wav"] = audios[file_name]
+    return fold_data    
+
+if __name__ == "__main__":
+    csvs, splits = get_csvs(ROOT)
+
+    folds = {}
+    for i in tqdm.tqdm(csvs):
+        file_name = i.stem
+        folds[file_name] = process_csv(i)
+    
+    json_files = map_to_splits(folds, splits)
+    done = set()
+    for data in splits.keys():
+        if data in done:
+            continue
+        with open(data + ".json", "w") as js_file:
+            json.dump(json_files[data], js_file, indent=4)
+            done.add(data)
\ No newline at end of file
diff --git a/move_to_hear.py b/move_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..c1bd7f131d9f0984ab8c93220ee33231f20b730f
--- /dev/null
+++ b/move_to_hear.py
@@ -0,0 +1,94 @@
+import json 
+import os 
+import shutil 
+from map_to_hear import LABEL_MAPPING
+
+SAMPLE_RATE=32000
+AUDIOS=f"audios_sr={SAMPLE_RATE}"
+HEAR_PATH="/projects/0/prjs1338/tasks/tau2018-ov1-v1.0.0-full"
+META="""{
+ "task_name": "tau2018_ov1",
+ "version": "hear2021",
+ "embedding_type": "event",
+ "prediction_type": "multilabel",
+ "split_mode": "trainvaltest",
+ "sample_duration": null,
+ "evaluation": [
+  "event_onset_200ms_fms",
+  "segment_1s_er"
+ ],
+ "download_urls": [
+  {
+   "split": "train",
+   "name": "dev",
+   "url": "https://archive.org/download/dcase2016_task2_train_dev/dcase2016_task2_train_dev.zip",
+   "md5": "4e1b5e8887159193e8624dec801eb9e7"
+  },
+  {
+   "split": "train",
+   "name": "eval",
+   "url": "https://archive.org/download/dcase2016_task2_test_public/dcase2016_task2_test_public.zip",
+   "md5": "ac98768b39a08fc0c6c2ddd15a981dd7"
+  }
+ ],
+ "default_mode": "full",
+ "max_task_duration_by_split": {
+  "train": null,
+  "valid": null,
+  "test": null
+ },
+ "tmp_dir": "_workdir",
+ "mode": "full",
+ "splits": [
+  "train",
+  "valid",
+  "test"
+ ]
+}"""
+
+def map_labels_to_csv(label_mapping):
+    """
+    Converts a label mapping dictionary to a list of (index, label) tuples
+    and prints them in 'idx,label' CSV format.
+    """
+    sorted_keys = sorted(label_mapping.keys(), key=lambda x: int(x))
+    string = "idx,label\n"
+    for key in sorted_keys:
+        idx = int(key)
+        label = label_mapping[key]
+        string = string + f"{idx},{label}\n"
+        
+    return string
+
+
+def get_splits():
+    json_names = set()
+    for dirs in os.listdir("./labels"):
+        json_names.add(dirs + ".json")
+    return json_names
+
+def move_files(json_names):
+    for json_name in json_names:
+        with open(json_name, "r") as f:
+            data = json.load(f)
+        split = json_name.replace(".json", "")
+        file_names = data.keys()
+        print(len(file_names))
+        for file_name in file_names:
+            if os.path.exists(os.path.join(AUDIOS, file_name)):
+                os.makedirs(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split), exist_ok=True)
+                if not os.path.exists(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)):
+                    destination = os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)
+                    shutil.copy(os.path.join(AUDIOS, file_name), destination)
+
+if __name__ == "__main__":
+    json_names = get_splits()
+    move_files(json_names)
+
+    csv_file = map_labels_to_csv(LABEL_MAPPING)
+    with open(os.path.join(HEAR_PATH,"labelvocabulary.csv"), "w") as f:
+        f.write(csv_file)
+
+    meta = json.loads(META)
+    with open(os.path.join(HEAR_PATH, "task_metadata.json"), "w") as f:
+        json.dump(meta, f, indent=4)
diff --git a/new_name_mapping.json b/new_name_mapping.json
new file mode 100644
index 0000000000000000000000000000000000000000..15fab18d4c81d459a33e1592ea697b81e9b5b716
--- /dev/null
+++ b/new_name_mapping.json
@@ -0,0 +1,902 @@
+{
+    "split1/original_audios/test_0_desc_30_300": "83d46e8c",
+    "split1/original_audios/test_10_desc_30_300": "990cb36c",
+    "split1/original_audios/test_11_desc_30_300": "1e7422d2",
+    "split1/original_audios/test_12_desc_30_300": "b820a74b",
+    "split1/original_audios/test_13_desc_30_300": "5ed757fc",
+    "split1/original_audios/test_14_desc_30_300": "daee7a6a",
+    "split1/original_audios/test_15_desc_30_300": "265b4882",
+    "split1/original_audios/test_16_desc_30_300": "96c9ae00",
+    "split1/original_audios/test_17_desc_30_300": "0f013a67",
+    "split1/original_audios/test_18_desc_30_300": "46394697",
+    "split1/original_audios/test_19_desc_30_300": "b1da6788",
+    "split1/original_audios/test_1_desc_30_300": "88a61133",
+    "split1/original_audios/test_20_desc_30_300": "296e588d",
+    "split1/original_audios/test_21_desc_30_300": "65247ddf",
+    "split1/original_audios/test_22_desc_30_300": "d2854916",
+    "split1/original_audios/test_23_desc_30_300": "4d5bb9b2",
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diff --git a/resample.py b/resample.py
new file mode 100644
index 0000000000000000000000000000000000000000..ea326d1bdd00490ad466b6e2f1f8ff7ccc550922
--- /dev/null
+++ b/resample.py
@@ -0,0 +1,88 @@
+import torchaudio 
+import torchaudio.functional as F
+import glob 
+from pathlib import Path 
+from multiprocessing import Pool
+import os 
+from functools import partial
+
+import numpy as np
+import torch 
+import tqdm 
+
+class TUTRealLoader:
+    def __init__(self):
+        self._fs = 44100
+        self._eps = np.spacing(np.float64(1e-16))
+        self._audio_max_len_samples = 30 * self._fs
+        self._nb_channels = 4
+
+    def _load(self, audio_path):
+        # Use torchaudio for faster loading
+        waveform, fs = torchaudio.load(audio_path, channels_first=False)
+        # Select channels and normalize
+        audio = waveform[:, :self._nb_channels] + self._eps
+        
+        # Pad or trim
+        if audio.shape[0] < self._audio_max_len_samples:
+            audio = torch.nn.functional.pad(
+                audio, 
+                (0, 0, 0, self._audio_max_len_samples - audio.shape[0])
+            )
+        elif audio.shape[0] > self._audio_max_len_samples:
+            audio = audio[:self._audio_max_len_samples, :]
+
+        return audio, fs
+
+RESAMPLE_RATE = 32000
+PATH = "original_audios"
+SAVE_PATH = f"audios_sr={RESAMPLE_RATE}"
+
+def resample(path, loader, resample_rate):
+    waveform, sample_rate = loader._load(path)
+    if waveform.shape[0] != 4:
+        waveform = waveform.T
+    # resampled_waveform = F.resample(
+    #     waveform,
+    #     sample_rate,
+    #     resample_rate,
+    #     lowpass_filter_width=64,
+    #     rolloff=0.9475937167399596,
+    #     resampling_method="sinc_interp_kaiser",
+    #     beta=14.769656459379492,
+    # )
+    resampled_waveform = F.resample(
+        waveform,
+        sample_rate,
+        resample_rate,
+        lowpass_filter_width=16,
+        rolloff=0.85,
+        resampling_method="sinc_interp_kaiser",
+        beta=8.555504641634386,
+    )
+    return resampled_waveform
+
+
+def resample_and_save(audio, resample_rate, loader):
+    resampled_audio = resample(audio, loader, resample_rate)
+    assert resampled_audio.shape[0] == 4, "Swap channel dimensions"
+    file_name = Path(audio).stem
+    file_ext = Path(audio).suffix
+    save_file = f"{SAVE_PATH}/{file_name}{file_ext}"
+    if not os.path.exists(save_file):
+        torchaudio.save(save_file, resampled_audio, resample_rate, channels_first=True)
+
+
+if __name__ == "__main__":
+    os.makedirs(SAVE_PATH, exist_ok=True)
+    loader = TUTRealLoader()
+    audios = glob.glob(f"{PATH}/*.wav")
+    audios = list(filter(lambda x: not os.path.exists(os.path.join(SAVE_PATH, Path(x).stem + ".wav")), audios))
+    
+    print(f"Found {len(audios)} to resample")
+    
+    p = Pool(8)
+    resample_and_save_partial = partial(resample_and_save, resample_rate = RESAMPLE_RATE, loader=loader)
+    r = list(tqdm.tqdm(p.imap(resample_and_save_partial, audios), total=len(audios)))
+    p.close()
+    p.join()
\ No newline at end of file
diff --git a/test.json b/test.json
new file mode 100644
index 0000000000000000000000000000000000000000..b017942b80a6ba07049235b776536f794a9ca599
--- /dev/null
+++ b/test.json
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+{
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+        {
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+        {
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+        {
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+    ],
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diff --git a/train.json b/train.json
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diff --git a/valid.json b/valid.json
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\ No newline at end of file