speakleash 0.3.51

SpeakLeash agnostic dataset for Polish

UPDATE 05.05.2024:

Due to the changes related with the hosting, it is recommended to update the version of the package to the newest one, using command:

pip install --upgrade speakleash

SpeakLeash is a lightweight library providing datasets for the Polish language and tools to make them useful:

• Website: https://speakleash.org/
• Datasets: https://speakleash.org/dashboard/
• Source code: https://github.com/speakleash/speakleash
• Data in action: https://github.com/speakleash/speakleash-examples
• Bug reports: https://github.com/speakleash/speakleash/issues

Installation

Speakleash package can be installed from PyPi and has to be installed in a virtual environment:

pip install speakleash

Basic Usage

If you just want to see the details of the datasets:

from speakleash import Speakleash
import os

base_dir = os.path.join(os.path.dirname(__file__))
replicate_to = os.path.join(base_dir, "datasets")

sl = Speakleash(replicate_to)

for d in sl.datasets:
    size_mb = round(d.characters/1024/1024)
    print("Dataset: {0}, size: {1} MB, characters: {2}, documents: {3}".format(d.name, size_mb, d.characters, d.documents))

You can use individual properties (e.g.:characters, documents), but you can display the entire manifest:

sl = Speakleash(replicate_to)
print(sl.get("plwiki").manifest)

If you chose one of them (.get(name of dataset)) then you will get a lot of text data:

from speakleash import Speakleash
import os

base_dir = os.path.join(os.path.dirname(__file__))
replicate_to = os.path.join(base_dir, "datasets")

sl = Speakleash(replicate_to)

wiki = sl.get("plwiki").data
for doc in wiki:
    print(doc[:40])

If you also need meta data then use the ext_data property:

ds = sl.get("plwiki").ext_data
for doc in ds:
    print(doc)
    txt, meta = doc
    print(meta.get("title"))
    print(txt)

Popular meta data:

• title
• length
• sentences
• words
• verbs
• nouns
• symbols
• punctuations