Update Naija-Lexicons.py
Browse files- Naija-Lexicons.py +67 -29
Naija-Lexicons.py
CHANGED
@@ -54,7 +54,8 @@ import pandas as pd
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import datasets
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LANGUAGES = ["hausa", "igbo", "yoruba"]
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class NaijaLexiconsConfig(datasets.BuilderConfig):
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"""BuilderConfig for NaijaLexicons"""
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@@ -64,9 +65,9 @@ class NaijaLexiconsConfig(datasets.BuilderConfig):
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text_features,
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label_column,
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label_classes,
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citation,
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**kwargs,
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):
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@@ -88,9 +89,9 @@ class NaijaLexiconsConfig(datasets.BuilderConfig):
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self.text_features = text_features
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self.label_column = label_column
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self.label_classes = label_classes
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self.
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self.
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self.
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self.citation = citation
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@@ -99,24 +100,61 @@ class NaijaLexicons(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = []
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for
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),
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),
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)
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def _info(self):
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features = {text_feature: datasets.Value("string") for text_feature in self.config.text_features}
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@@ -130,14 +168,14 @@ class NaijaLexicons(datasets.GeneratorBasedBuilder):
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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return [
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datasets.SplitGenerator(name="
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datasets.SplitGenerator(name="
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datasets.SplitGenerator(name="
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]
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def _generate_examples(self, filepath):
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import datasets
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#LANGUAGES = ["hausa", "igbo", "yoruba"]
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TYPES = ['manual-sentiment', 'translated-sentiment', 'translated-emotion']
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class NaijaLexiconsConfig(datasets.BuilderConfig):
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"""BuilderConfig for NaijaLexicons"""
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text_features,
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label_column,
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label_classes,
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hau_url,
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ibo_url,
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yor_url,
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citation,
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**kwargs,
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):
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self.text_features = text_features
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self.label_column = label_column
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self.label_classes = label_classes
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self.hau_url = hau_url
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self.ibo_url = ibo_url
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self.yor_url = yor_url
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self.citation = citation
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BUILDER_CONFIGS = []
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for t in TYPES:
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if t == 'translated-emotion':
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BUILDER_CONFIGS.append(
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NaijaLexiconsConfig(
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name=t,
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description=textwrap.dedent(
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f"""{_DESCRIPTION}"""
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),
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text_features={"word": "word", "machine": "machine", "human": "human", "emotion_intensity_score": "emotion_intensity_score"},
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label_classes=["surprise", "fear", "anticipation", "anger", "joy", "trust", "disgust", "sadness"],
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label_column="label",
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hau_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/hausa.csv",
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ibo_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/igbo.csv",
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yor_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/yoruba.csv",
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citation=textwrap.dedent(
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f"""{_CITATION}"""
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),
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),
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)
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elif t == 'translated-sentiment':
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BUILDER_CONFIGS.append(
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NaijaLexiconsConfig(
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name=t,
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description=textwrap.dedent(
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f"""{_DESCRIPTION}"""
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),
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text_features={"word": "word", "machine": "machine", "human": "human"},
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label_classes=["positive", "negative"],
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label_column="label",
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hau_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/hausa.csv",
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ibo_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/igbo.csv",
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yor_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/yoruba.csv",
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citation=textwrap.dedent(
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f"""{_CITATION}"""
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),
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),
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)
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else:
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BUILDER_CONFIGS.append(
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NaijaLexiconsConfig(
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name=t,
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description=textwrap.dedent(
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f"""{_DESCRIPTION}"""
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),
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text_features={"word": "word"},
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label_classes=["positive", "negative"],
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label_column="label",
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hau_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/hausa.csv",
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ibo_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/igbo.csv",
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yor_url=f"https://raw.githubusercontent.com/hausanlp/NaijaSenti/main/data/lexicons/{t}/huggingface/yoruba.csv",
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citation=textwrap.dedent(
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f"""{_CITATION}"""
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),
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),
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)
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def _info(self):
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features = {text_feature: datasets.Value("string") for text_feature in self.config.text_features}
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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hau_path = dl_manager.download_and_extract(self.config.hau_url)
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ibo_path = dl_manager.download_and_extract(self.config.ibo_url)
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yor_path = dl_manager.download_and_extract(self.config.yor_url)
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return [
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datasets.SplitGenerator(name="hausa", gen_kwargs={"filepath": hau_path}),
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datasets.SplitGenerator(name="igbo", gen_kwargs={"filepath": ibo_path}),
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datasets.SplitGenerator(name="yoruba", gen_kwargs={"filepath": yor_path})
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]
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def _generate_examples(self, filepath):
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