Update README.md

README.md

@@ -31,15 +31,13 @@ from openTSNE import TSNE
 import datashader as ds
 import colorcet as cc
 
-import vectorizers
-from vectorizers.transformers import CountFeatureCompressionTransformer, InformationWeightTransformer
 
-from dask.distributed import Client, LocalCluster
+from dask.distributed import Client
 import dask.dataframe as dd
-import dask_ml.feature_extraction.text
+import dask_ml
 import dask.bag as db
 
-from transformers import AutoTokenizer, AutoModel
+from transformers import AutoTokenizer
 from datasets import load_dataset
 from datasets.utils.py_utils import convert_file_size_to_int
 
@@ -65,7 +63,7 @@ for shard_index in tqdm(range(num_shards)):
     shard = dset.shard(num_shards=num_shards, index=shard_index, contiguous=True)
     shard.to_parquet(f"{dset_name}/tokenized/tokenized-{shard_index:03d}.parquet")
 
-client = Client()
+client = Client() # To keep track of dask computation
 client
 
 df = dd.read_parquet(f'{dset_name}/tokenized/')