First, we will load the original IMDb reviews, as text (byte strings), using TensorFlow Datasets.

INSTRUCTIONS
• import `tensorflow_datasets` as `tfds`.

``````import << your code comes here >> as  << your code comes here >>
``````
• Use `load` function of `tfds`.

• Pass `"imdb_reviews"` as argument.

• Set `as_supervised=True` and `with_info=True`.

``````datasets, info = tfds.<< your code comes here >>("imdb_reviews", as_supervised=True, with_info=True)
``````
• Use `dataset.keys()` to see the keys of `datasets`.

``````print(datasets.keys())
``````
• Let us see the size of the train data and test data.

``````train_size = info.splits["train"].num_examples
test_size = info.splits["test"].num_examples

print(train_size , test_size)
``````

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{"ft_lang_label":"__label__en","ft_lang_prob":0.6865862,"math_prob":0.7046434,"size":944,"snap":"2021-21-2021-25","text_gpt3_token_len":223,"char_repetition_ratio":0.10319149,"word_repetition_ratio":0.03076923,"special_character_ratio":0.22881356,"punctuation_ratio":0.1572327,"nsfw_num_words":0,"has_unicode_error":false,"math_prob_llama3":0.99395305,"pos_list":[0,1,2],"im_url_duplicate_count":[null,null,null],"WARC_HEADER":"{\"WARC-Type\":\"response\",\"WARC-Date\":\"2021-05-16T09:18:47Z\",\"WARC-Record-ID\":\"<urn:uuid:3898ec8c-c83e-4b69-9c20-82578e6aa936>\",\"Content-Length\":\"72826\",\"Content-Type\":\"application/http; msgtype=response\",\"WARC-Warcinfo-ID\":\"<urn:uuid:e0e72675-ed0c-4ba5-a8a9-271ad92963b5>\",\"WARC-Concurrent-To\":\"<urn:uuid:44b3491f-35b1-4fb5-8e0f-510c35e4a25a>\",\"WARC-IP-Address\":\"34.201.203.147\",\"WARC-Target-URI\":\"https://cloudxlab.com/assessment/displayslide/5718/loading-the-dataset\",\"WARC-Payload-Digest\":\"sha1:2BV7BZ4MBJEUAPZ2GOP5OZHC32CLYWCP\",\"WARC-Block-Digest\":\"sha1:VXGSX62SQGZQMKXPRI4LVER2E6VTE2K6\",\"WARC-Identified-Payload-Type\":\"text/html\",\"warc_filename\":\"/cc_download/warc_2021/CC-MAIN-2021-21/CC-MAIN-2021-21_segments_1620243992516.56_warc_CC-MAIN-20210516075201-20210516105201-00218.warc.gz\"}"}