Upload 4 files
Browse files- .gitattributes +2 -0
- README.md +43 -0
- complete.csv +3 -0
- convert.py +41 -0
- polarity.csv +3 -0
.gitattributes
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@@ -53,3 +53,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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complete.csv filter=lfs diff=lfs merge=lfs -text
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polarity.csv filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -0,0 +1,43 @@
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---
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task_categories:
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- text-classification
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language:
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- en
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dataset_info:
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- config_name: full
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features:
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- name: text
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dtype: string
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- name: label
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dtype:
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class_label:
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names:
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'0': very negative
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'1': negative
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'2': neutral
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'3': positive
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'4': very positive
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- config_name: full
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features:
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- name: text
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dtype: string
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- name: label
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dtype:
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class_label:
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names:
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'0': negative
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'1': positive
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configs:
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- config_name: full
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data_files:
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- split: complete
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path: "complete.csv"
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default: true
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- config_name: polarity
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data_files:
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- split: complete
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path: "polarity.csv"
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default: true
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---
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complete.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:49358880eac8b8ca383d64fa36bb1c0fe1f81c0b53b68c33d1348a93df5ab27e
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size 124219344
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convert.py
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import csv
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import random
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import pandas as pd
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def remap_polarity(row):
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if row["label"] < 2:
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row["label"] = 0
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else:
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row["label"] = 1
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return row
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def run():
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rows = []
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with open(
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"training.1600000.processed.noemoticon.csv", "r", encoding="ISO-8859-1"
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) as file:
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reader = csv.reader(file)
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for row in reader:
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rows.append({"label": int(row[0]), "text": row[5]})
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df = pd.DataFrame(rows)
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df.to_csv("complete.csv", index=False)
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polarity_rows = [remap_polarity(row) for row in rows if row["label"] != 2]
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positive_rows = [row for row in polarity_rows if row["label"] == 1]
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negative_rows = [row for row in polarity_rows if row["label"] == 0]
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min_size = min(len(positive_rows), len(negative_rows))
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polarity_rows = positive_rows[:min_size] + negative_rows[:min_size]
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random.shuffle(polarity_rows)
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df = pd.DataFrame(polarity_rows)
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df.to_csv("polarity.csv", index=False)
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if __name__ == "__main__":
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run()
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polarity.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:09f43f9e8a3ab5b6164301afea5c5f5acc2999b600040fca071f5a291ebd7767
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size 124219344
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