Sanatbek_Matlatipov
commited on
Commit
·
7d27e01
1
Parent(s):
22c9353
Parquet file is added. XML TO PARQUET COnverter is added
Browse files
aspect-based-sentiment-analysis-uzbek.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:e1b826d220907f9ec5ea83897b2e0b9d6af308699dcd6d690a4355942583394a
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size 330250
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data/xml_to_parquet.py
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import xml.etree.ElementTree as ET
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import pandas as pd
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# Step 1: Parse XML
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def xml_to_list(filepath):
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tree = ET.parse(filepath)
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root = tree.getroot()
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data = []
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for sentence in root.findall("sentence"):
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sentence_id = sentence.get("ID")
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text = sentence.find("text").text
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aspect_terms = []
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for aspect_term in sentence.findall("./aspectTerms/aspectTerm"):
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aspect_terms.append({
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"term": aspect_term.get("term"),
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"polarity": aspect_term.get("polarity"),
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"from": int(aspect_term.get("from")),
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"to": int(aspect_term.get("to")),
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})
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aspect_categories = []
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for aspect_category in sentence.findall("./aspectCategories/aspectCategory"):
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aspect_categories.append({
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"category": aspect_category.get("category"),
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"polarity": aspect_category.get("polarity"),
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})
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data.append({
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"sentence_id": sentence_id,
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"text": text,
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"aspect_terms": aspect_terms,
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"aspect_categories": aspect_categories,
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})
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return data
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xml_data = xml_to_list("absa_uz_all.xml")
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# Step 2: Convert to DataFrame
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df = pd.DataFrame(xml_data)
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# Step 3: Save as Parquet
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df.to_parquet("../aspect-based-sentiment-analysis-uzbek.parquet", index=False)
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