mls_without_script

README.md

@@ -1,5 +1,4 @@
 ---
-pretty_name: MultiLingual LibriSpeech
 annotations_creators:
 - expert-generated
 language_creators:
@@ -13,17 +12,387 @@ language:
 - es
 - pt
 - pl
+- en
 license:
 - cc-by-4.0
 multilinguality:
 - multilingual
-paperswithcode_id: multilingual-librispeech
 size_categories:
 - 100K<n<1M
 source_datasets:
 - original
 task_categories:
 - automatic-speech-recognition
+- text-to-speech
+- text-to-audio
+paperswithcode_id: multilingual-librispeech
+pretty_name: MultiLingual LibriSpeech
+dataset_info:
+- config_name: dutch
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 199959986
+    num_examples: 3095
+  - name: test
+    num_bytes: 199298575
+    num_examples: 3075
+  - name: train
+    num_bytes: 23931679031
+    num_examples: 374287
+  - name: 9_hours
+    num_bytes: 139884664.668
+    num_examples: 2153
+  - name: 1_hours
+    num_bytes: 15462181
+    num_examples: 234
+  download_size: 24376256629
+  dataset_size: 24486284437.668
+- config_name: french
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 157923970.696
+    num_examples: 2416
+  - name: test
+    num_bytes: 158352158.582
+    num_examples: 2426
+  - name: train
+    num_bytes: 16984935842.04
+    num_examples: 258213
+  - name: 9_hours
+    num_bytes: 142796680.609
+    num_examples: 2167
+  - name: 1_hours
+    num_bytes: 15675831
+    num_examples: 241
+  download_size: 17381581776
+  dataset_size: 17459684482.927002
+- config_name: german
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 224293581.302
+    num_examples: 3469
+  - name: test
+    num_bytes: 225756069.096
+    num_examples: 3394
+  - name: train
+    num_bytes: 31050881388
+    num_examples: 469942
+  - name: 9_hours
+    num_bytes: 142777983.118
+    num_examples: 2194
+  - name: 1_hours
+    num_bytes: 15714704
+    num_examples: 241
+  download_size: 31526161821
+  dataset_size: 31659423725.516
+- config_name: italian
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 81607596.048
+    num_examples: 1248
+  - name: test
+    num_bytes: 83216752.046
+    num_examples: 1262
+  - name: train
+    num_bytes: 3896742625
+    num_examples: 59623
+  - name: 9_hours
+    num_bytes: 141671904.428
+    num_examples: 2173
+  - name: 1_hours
+    num_bytes: 15560398
+    num_examples: 240
+  download_size: 4200633596
+  dataset_size: 4218799275.522
+- config_name: polish
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 32746725
+    num_examples: 512
+  - name: test
+    num_bytes: 33735044
+    num_examples: 520
+  - name: train
+    num_bytes: 1638889846
+    num_examples: 25043
+  - name: 9_hours
+    num_bytes: 142005461
+    num_examples: 2173
+  - name: 1_hours
+    num_bytes: 15681216
+    num_examples: 238
+  download_size: 1855342312
+  dataset_size: 1863058292
+- config_name: portuguese
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 57533473
+    num_examples: 826
+  - name: test
+    num_bytes: 59141979
+    num_examples: 871
+  - name: train
+    num_bytes: 2518553713.946
+    num_examples: 37533
+  - name: 9_hours
+    num_bytes: 141641902.42
+    num_examples: 2116
+  - name: 1_hours
+    num_bytes: 15697139
+    num_examples: 236
+  download_size: 2780836500
+  dataset_size: 2792568207.366
+- config_name: spanish
+  features:
+  - name: audio
+    dtype: audio
+  - name: original_path
+    dtype: string
+  - name: begin_time
+    dtype: float64
+  - name: end_time
+    dtype: float64
+  - name: transcript
+    dtype: string
+  - name: audio_duration
+    dtype: float64
+  - name: speaker_id
+    dtype: string
+  - name: chapter_id
+    dtype: string
+  - name: file
+    dtype: string
+  - name: id
+    dtype: string
+  splits:
+  - name: dev
+    num_bytes: 157804903.144
+    num_examples: 2408
+  - name: test
+    num_bytes: 158526899.32
+    num_examples: 2385
+  - name: train
+    num_bytes: 14562584188
+    num_examples: 220701
+  - name: 9_hours
+    num_bytes: 142473624.48
+    num_examples: 2110
+  - name: 1_hours
+    num_bytes: 15702048
+    num_examples: 233
+  download_size: 14971394533
+  dataset_size: 15037091662.944
+configs:
+- config_name: dutch
+  data_files:
+  - split: dev
+    path: dutch/dev-*
+  - split: test
+    path: dutch/test-*
+  - split: train
+    path: dutch/train-*
+  - split: 9_hours
+    path: dutch/9_hours-*
+  - split: 1_hours
+    path: dutch/1_hours-*
+- config_name: french
+  data_files:
+  - split: dev
+    path: french/dev-*
+  - split: test
+    path: french/test-*
+  - split: train
+    path: french/train-*
+  - split: 9_hours
+    path: french/9_hours-*
+  - split: 1_hours
+    path: french/1_hours-*
+- config_name: german
+  data_files:
+  - split: dev
+    path: german/dev-*
+  - split: test
+    path: german/test-*
+  - split: train
+    path: german/train-*
+  - split: 9_hours
+    path: german/9_hours-*
+  - split: 1_hours
+    path: german/1_hours-*
+- config_name: italian
+  data_files:
+  - split: dev
+    path: italian/dev-*
+  - split: test
+    path: italian/test-*
+  - split: train
+    path: italian/train-*
+  - split: 9_hours
+    path: italian/9_hours-*
+  - split: 1_hours
+    path: italian/1_hours-*
+- config_name: polish
+  data_files:
+  - split: dev
+    path: polish/dev-*
+  - split: test
+    path: polish/test-*
+  - split: train
+    path: polish/train-*
+  - split: 9_hours
+    path: polish/9_hours-*
+  - split: 1_hours
+    path: polish/1_hours-*
+- config_name: portuguese
+  data_files:
+  - split: dev
+    path: portuguese/dev-*
+  - split: test
+    path: portuguese/test-*
+  - split: train
+    path: portuguese/train-*
+  - split: 9_hours
+    path: portuguese/9_hours-*
+  - split: 1_hours
+    path: portuguese/1_hours-*
+- config_name: spanish
+  data_files:
+  - split: dev
+    path: spanish/dev-*
+  - split: test
+    path: spanish/test-*
+  - split: train
+    path: spanish/train-*
+  - split: 9_hours
+    path: spanish/9_hours-*
+  - split: 1_hours
+    path: spanish/1_hours-*
 ---
 
 # Dataset Card for MultiLingual LibriSpeech
@@ -66,11 +435,12 @@ This is a streamable version of the Multilingual LibriSpeech (MLS) dataset.
 The data archives were restructured from the original ones from [OpenSLR](http://www.openslr.org/94) to make it easier to stream.
 
 MLS dataset is a large multilingual corpus suitable for speech research. The dataset is derived from read audiobooks from LibriVox and consists of 
-8 languages - English, German, Dutch, Spanish, French, Italian, Portuguese, Polish.
+8 languages - English, German, Dutch, Spanish, French, Italian, Portuguese, Polish. It includes about 44.5K hours of English and a total of about 6K hours for other languages.
 
 ### Supported Tasks and Leaderboards
 
 - `automatic-speech-recognition`, `speaker-identification`: The dataset can be used to train a model for Automatic Speech Recognition (ASR). The model is presented with an audio file and asked to transcribe the audio file to written text. The most common evaluation metric is the word error rate (WER). The task has an active leaderboard which can be found at https://paperswithcode.com/dataset/multilingual-librispeech and ranks models based on their WER.
+- `text-to-speech`, `text-to-audio`: The dataset can also be used to train a model for Text-To-Speech (TTS).
 
 ### Languages
 
@@ -83,16 +453,13 @@ The `datasets` library allows you to load and pre-process your dataset in pure P
 For example, to download the German config, simply specify the corresponding language config name (i.e., "german" for German):
 ```python
 from datasets import load_dataset
-
 mls = load_dataset("facebook/multilingual_librispeech", "german", split="train")
 ```
 
 Using the datasets library, you can also stream the dataset on-the-fly by adding a `streaming=True` argument to the `load_dataset` function call. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk.
 ```python
 from datasets import load_dataset
-
 mls = load_dataset("facebook/multilingual_librispeech", "german", split="train", streaming=True)
-
 print(next(iter(mls)))
 ```
 
@@ -103,7 +470,6 @@ Local:
 ```python
 from datasets import load_dataset
 from torch.utils.data.sampler import BatchSampler, RandomSampler
-
 mls = load_dataset("facebook/multilingual_librispeech", "german", split="train")
 batch_sampler = BatchSampler(RandomSampler(mls), batch_size=32, drop_last=False)
 dataloader = DataLoader(mls, batch_sampler=batch_sampler)
@@ -114,7 +480,6 @@ Streaming:
 ```python
 from datasets import load_dataset
 from torch.utils.data import DataLoader
-
 mls = load_dataset("facebook/multilingual_librispeech", "german", split="train", streaming=True)
 dataloader = DataLoader(mls, batch_size=32)
 ```
@@ -155,12 +520,11 @@ A typical data point comprises the path to the audio file, usually called `file`
 - id: unique id of the data sample.
 
 - speaker_id: unique id of the speaker. The same speaker id can be found for multiple data samples.
-
 - chapter_id: id of the audiobook chapter which includes the transcription.
 
 ### Data Splits
 
-|                             | Train | Train.9h | Train.1h  | Dev | Test |
+|           Number of samples                  | Train | Train.9h | Train.1h  | Dev | Test |
 | -----                       | ------ | ----- | ---- | ---- | ---- | 
 | german | 469942 | 2194 | 241 | 3469 | 3394 |
 | dutch | 374287 | 2153 | 234 | 3095 | 3075 |
@@ -170,8 +534,6 @@ A typical data point comprises the path to the audio file, usually called `file`
 | portuguese | 37533 | 2116 | 236 | 826 | 871 |
 | polish | 25043 | 2173 | 238 | 512 | 520 |
 
-
-
 ## Dataset Creation
 
 ### Curation Rationale
@@ -238,7 +600,47 @@ Public Domain, Creative Commons Attribution 4.0 International Public License ([C
 }
 ```
 
+
+### Data Statistics
+
+| Duration (h) | Train     | Dev   | Test  |
+|--------------|-----------|-------|-------|
+| English      | 44,659.74 | 15.75 | 15.55 |
+| German       | 1,966.51  | 14.28 | 14.29 |
+| Dutch        | 1,554.24  | 12.76 | 12.76 |
+| French       | 1,076.58  | 10.07 | 10.07 |
+| Spanish      | 917.68    | 9.99  | 10    |
+| Italian      | 247.38    | 5.18  | 5.27  |
+| Portuguese   | 160.96    | 3.64  | 3.74  |
+| Polish       | 103.65    | 2.08  | 2.14  |
+
+| # Speakers | Train |      | Dev |    | Test |    |
+|------------|-------|------|-----|----|------|----|
+|       Gender   | M     | F    | M   | F  | M    | F  |
+| English    | 2742  | 2748 | 21  | 21 | 21   | 21 |
+| German     | 81    | 95   | 15  | 15 | 15   | 15 |
+| Dutch      | 9     | 31   | 3   | 3  | 3    | 3  |
+| French     | 62    | 80   | 9   | 9  | 9    | 9  |
+| Spanish    | 36    | 50   | 10  | 10 | 10   | 10 |
+| Italian    | 22    | 43   | 5   | 5  | 5    | 5  |
+| Portuguese | 26    | 16   | 5   | 5  | 5    | 5  |
+| Polish     | 6     | 5    | 2   | 2  | 2    | 2  |
+
+| # Hours / Gender | Dev  |      | Test |      |
+|------------------|------|------|------|------|
+|       Gender   | M    | F    | M    | F    |
+| English          | 7.76 | 7.99 | 7.62 | 7.93 |
+| German           | 7.06 | 7.22 | 7    | 7.29 |
+| Dutch            | 6.44 | 6.32 | 6.72 | 6.04 |
+| French           | 5.13 | 4.94 | 5.04 | 5.02 |
+| Spanish          | 4.91 | 5.08 | 4.78 | 5.23 |
+| Italian          | 2.5  | 2.68 | 2.38 | 2.9  |
+| Portuguese       | 1.84 | 1.81 | 1.83 | 1.9  |
+| Polish           | 1.12 | 0.95 | 1.09 | 1.05 |
+
+
+
+
 ### Contributions
 
-Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten) 
-and [@polinaeterna](https://github.com/polinaeterna) for adding this dataset.
+Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten) and [@polinaeterna](https://github.com/polinaeterna) for adding this dataset.

create_dataset.py

@@ -0,0 +1,106 @@
+import os
+from datasets import DatasetDict, Audio
+import pandas as pd
+from datasets.table import embed_table_storage
+import argparse
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    
+    
+    parser.add_argument("main_folder_path", type=str, help="Path of the base mls folder")
+    parser.add_argument("configuration", type=str, help="Dataset configuration to use, if necessary. Here corresponds to the language name.")
+    parser.add_argument("output_dir", type=str, help="Save the dataset on disk with this path.")
+
+    parser.add_argument("--cpu_num_workers", default=1, type=int, help="Number of CPU workers.")
+    parser.add_argument("--csv_folder_path", default=None, type=str, help="Path where to save intermediate csv, by default will be main_foldr_path")
+    parser.add_argument("--repo_id", default="facebook/multilingual_librispeech", type=str, help="Push the dataset to the hub.")
+
+
+    args = parser.parse_args()
+
+    main_folder_path = args.main_folder_path
+    csv_folder_path = args.csv_folder_path if args.csv_folder_path is not None else main_folder_path
+    if not os.path.exists(csv_folder_path):
+        os.makedirs(csv_folder_path)
+
+    splits = ["dev", "test", "train"]
+
+    # total_length_per_split = 10_000 * 60 * 60 # in sec -> 10k hours
+
+    csv_dict = {}
+    for split in splits:
+        segment_path = os.path.join(main_folder_path, split, "segments.txt")
+        transcript_path = os.path.join(main_folder_path, split, "transcripts.txt")
+
+        segments = pd.read_csv(segment_path, sep='\t', names=["audio", "original_path", "begin_time", "end_time"],
+                            index_col="audio")
+        transcripts = pd.read_csv(transcript_path, sep='\t', names=["audio", "transcript"], index_col="audio")
+
+        df = pd.concat([segments, transcripts], axis=1, join="inner")
+        print(
+            f"Segments and transcripts of {split} has been joined: new length {len(df)}, old lengths {(len(segments), len(transcripts))}")
+
+        # add audio duration
+        df["audio_duration"] = df["end_time"] - df["begin_time"]
+        df["split"] = split
+
+        print(f"len df {len(df)}")
+
+        df.to_csv(os.path.join(csv_folder_path, f"{split}.csv"))
+        csv_dict[split] = os.path.join(csv_folder_path, f"{split}.csv")
+        
+        # take care of /limited_supervision
+        if split == "train":
+            nine_hours_segment_path = os.path.join(main_folder_path, "train/limited_supervision/9hr/handles.txt")
+            nine_hours_segment = pd.read_csv(nine_hours_segment_path, sep='\t', names=["audio"], index_col="audio").index
+            nine_hours_df = df.filter(items=nine_hours_segment, axis=0)
+            nine_hours_df.to_csv(os.path.join(csv_folder_path, f"9_hours.csv"))
+            csv_dict["9_hours"] = os.path.join(csv_folder_path, f"9_hours.csv")
+            
+            one_hours_segments = [ os.path.join(f.path, "handles.txt") for f in os.scandir( os.path.join(main_folder_path, "train/limited_supervision/1hr")) if f.is_dir()]
+            one_hours_segments = pd.concat([pd.read_csv(one, sep='\t', names=["audio"], index_col="audio") for one in one_hours_segments], axis=0).index
+            one_hours_df = df.filter(items=one_hours_segments, axis=0)
+            one_hours_df.to_csv(os.path.join(csv_folder_path, f"1_hours.csv"))
+            csv_dict["1_hours"] = os.path.join(csv_folder_path, f"1_hours.csv")
+
+            
+            
+
+    dataset = DatasetDict.from_csv(csv_dict)
+
+    def extract_speaker_id_and_format_path(audio, split):
+        speaker_id = audio.split("_")[0]
+        chapter_id = audio.split("_")[1]
+        file = f"{audio}.opus"
+
+        path = os.path.join(main_folder_path, split, "audio", speaker_id, chapter_id, file)
+        return {"audio": path, "speaker_id": speaker_id, "chapter_id": chapter_id, "file": file, "id": audio}
+
+    # correct audio path
+    dataset = dataset.map(extract_speaker_id_and_format_path, input_columns=["audio", "split"], num_proc=args.cpu_num_workers, remove_columns=["split"])
+    dataset = dataset.cast_column("audio", Audio())
+
+    print(dataset)
+    print(dataset["dev"][0])
+
+    print("Embed table storage")
+
+    # load_dataset(...)
+    format = dataset["train"].format
+    dataset = dataset.with_format("arrow")
+    dataset = dataset.map(embed_table_storage, batched=True, num_proc=args.cpu_num_workers)
+    dataset = dataset.with_format(**format)
+
+    
+    dataset.save_to_disk(args.output_dir, num_proc=args.cpu_num_workers)
+
+    if args.repo_id:
+        pushed = False
+        while not pushed:
+            try:
+                dataset.push_to_hub(args.repo_id, args.configuration, revision="refs/pr/15")
+                pushed = True
+            except:
+                pass

dutch/1_hours-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ba5b95170c0452a71580c730104d42fce130ef291922fa5bec8c94abd4b24bb
+size 15398863

dutch/9_hours-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:173586e5abe761359d5d6906d630f6826a66e41a588945c0add7a8ecdb883c74
+size 139332979

dutch/dev-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c40d8db30f3cc86041430fb43f091768cba1e65b0b27d8cc3cda02e28571881
+size 198983422

dutch/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:feb88a282be746e7c14e1f09c017b4f69b07df9c25c94a3943eaac5ca7794ad5
+size 198390898

dutch/train-00000-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5197c6697455438f0f22a32e8108fd9295b8f21071d46c06f8ef5822e879b1b
+size 498278678

dutch/train-00001-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e09d94d9eb6f8a8df26ff85377c1a5b1d8db68f5fdd175e6dbcf7610b18e1c6
+size 493730836

dutch/train-00002-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da9939252200d99e8e1c7922b16b720ee9f0798779ee4446d357de84d4c6c50a
+size 492751421

dutch/train-00003-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19f5d62017ffd56dfcbd2ddb37d816c81c9c5b0c81b5468f727c9fd659b6e5a1
+size 492439483

dutch/train-00004-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38a9df9aa261cdd5a19ab234552a6de54da5760e681f91f7b43667fc2a169fb2
+size 507283150

dutch/train-00005-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84e5473fc0d4e1820ace39eb130b843ffc4550fabd53dbdfd3de1adbd52942df
+size 506228652

dutch/train-00006-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bca27f4aad28aeb155544c321205e1c3316791b6492d1e7e4290eff18be54f95
+size 503469896

dutch/train-00007-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3c2977b37bd03ac58acd5227575cafd13604aa42f88fb266a67a7b594fa6e2a
+size 505732565

dutch/train-00008-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c58e2cd6150500777ffd19067db6474419bfeaa8517accc37febd7d79ca0cfb4
+size 497204004

dutch/train-00009-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1045ccd20f04d49acf356c29145c349edf31d5ecb4879b012e62f4b290ccf73f
+size 499720663

dutch/train-00010-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6131ece5adc923f7a4d78a90c7f537726eb535c684535205ddffb60e5ef0edc
+size 509800583

dutch/train-00011-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a7aee3d7a9d5bf05ca454f85cd1c11244115f1656239cc21ca6d3aa104982b2
+size 496752382

dutch/train-00012-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7bef88920a3c837426536529c50538e92c22a9dde91b3997b061d1a49cb07b4
+size 490141218

dutch/train-00013-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:70f1ccf17d7071dee92a91dcf17ac170d94a7559016070d3ee693538c0251a7c
+size 495052581

dutch/train-00014-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae9d4a435e0c0316ae50fe2cf5d97317a69b01ed9ca127e6b008433469e4ec13
+size 497074003

dutch/train-00015-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56a2f5bb81abd080e60a58400a1618dd7deb997089df6592dbbd6757c26742d1
+size 496902151

dutch/train-00016-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3828df35f9fac1e0f3938f652050dd8c1b7ba67438939aae4002fc1986544d8
+size 500414203

dutch/train-00017-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be08e3f22832d9c1855acc6155192bd39a0af5595584bde51e9ce85fd2ef0f1c
+size 497591344

dutch/train-00018-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e706257981e9558d694407154d1c894d3fb424f2a969c0237f283d06ac6c658
+size 490266080

dutch/train-00019-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a1e2db14534a9464fca84339b35472ea9d3af9fb7b15084319e71ee7e92087e
+size 490653457

dutch/train-00020-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61f23455642dadd84b2f968edc5b00ecc674db749dcd12d9a3a38967d52b1500
+size 495251474

dutch/train-00021-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:773ff43f23d2764093b60c9827e1584c0a62bafe14e9c782f38c7083de799590
+size 495863633

dutch/train-00022-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4ad84fa298641ee71f899e7806b5dac2decfeb714f3be31d1ce01bd450f0255
+size 498791755

dutch/train-00023-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a52e17a2b7e521139c21c623f6be7ca0e176cbad1e8539b4b623da723c33e68f
+size 494115983

dutch/train-00024-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f55d61f3301ef7f59463129a13b2b4bb0e969d616f3250be621a8024a515bc10
+size 496357824

dutch/train-00025-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bccbdee0d7c3a55faa52caa8d4354f1b53b8f5ae8eb417053b0054930caa8bf
+size 496049208

dutch/train-00026-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d3ef6dc3b3e3c139e98d462ae96fcbf0e0b83011fa1735064fce98ab285a1e2
+size 492055241

dutch/train-00027-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6948db6a68c4a6192f4a8d135aa7c6b9fce89ee09c9bd46ee2437525130905ae
+size 497549729

dutch/train-00028-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36afd357fae1ec6e042c72e90e39832c92e4f02fe506f1e3c520dd88e5492bb9
+size 491405199

dutch/train-00029-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b5550bafa417f5c81611125bb5f244b21e40012191b73fc58ffc92b4647d9b5
+size 490596710

dutch/train-00030-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d541892b1ad46a6988c96196d832f5e12b17c81bfb1842121206ad86ed2c9322
+size 492830835

dutch/train-00031-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ceb71076ebc5d3b0b20edd16597d0cdc894e2fb69b9157f5f2156be539275c3b
+size 492267570

dutch/train-00032-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4b8697914269d883adabdb59746e793efdf166e26b7191b6d83663aeab6b002
+size 498742993

dutch/train-00033-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27467712ad4a83a8a07dac91f2811db7af6ce1e4fbc65976d5bc701af7941591
+size 489899475

dutch/train-00034-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38ce47c438759c725ca1d71d01e253492d2c3e62975a4df71be313037655c215
+size 495329697

dutch/train-00035-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:00e5af34f05f99d093444b222e2a735a9b339d795b5a10acd5b0754e51bd9645
+size 493591605

dutch/train-00036-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8da20769d1b9422d3cca118b3f0e621dee00ddd86cb824810ecd290e90655b57
+size 495242385

dutch/train-00037-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3163a6f718dabb3c87784fa48d5f7101a078c23e0f0c0a650b2fe175882f420
+size 497938540

dutch/train-00038-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5efa29e0a500ed52f32c84852da8dc74d629d73b91fa99c7aa81dcd67a8044be
+size 493616604

dutch/train-00039-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9694d9e6eacf8d63e3bad43e4f3cba401caf1215c2cc243923369880c6e7d78
+size 498235792

dutch/train-00040-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32dcb54c6060b4f69a63cdbf65046d137875d2732af2cf846dfac57f2b813d21
+size 492895497

dutch/train-00041-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7824d10dc265289c5ed1d1e8b24b7e3c6b1a52aeacf4777521947188956ce0a
+size 495966896

dutch/train-00042-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87f323c63bcbfd02ab606dfafaef0d01f9a16591dfbf45ed8ee5ea2702c9e1a3
+size 495535322

dutch/train-00043-of-00048.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7c9b9319fa8870c4befedd1d4535bf4e488719b598662ba75bbed78fbd0a81f0
+size 495532373