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custom_sentiment_analysis_dataset_nlp
hugmanskj/custom_sentiment_analysis_dataset_nlp
custom_sentiment_analysis_dataset_nlp is a machine learning model from hugmanskj. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
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Updated Aug 8, 2024
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At a glance
- Access
- Public
- Created
- Aug 8, 2024
- Updated
- Aug 8, 2024
- SHA
- 102df3e3
Model card
From the Hugging Face model README
Dataset Card for Custom Text Dataset
Dataset Name
Custom Text Dataset
Overview
This dataset contains text data for training sentiment analysis models. The data is collected from various sources, including books, articles, and web pages.
Composition
- Number of records: 50,000
- Fields:
text,label - Size: 134 MB
Collection Process
The data was collected using web scraping and manual extraction from public domain sources.
Preprocessing
- Removed HTML tags and special characters
- Tokenized text into sentences
How to Use
from datasets import load_dataset
dataset = load_dataset("path_to_dataset")
for example in dataset["train"]:
print(example["text"], example["label"])
Evaluation
This dataset is designed for evaluating sentiment analysis models. The common evaluation metric is Accuracy.
Limitations
The dataset may contain outdated or biased information. Users should be aware of these limitations when using the data.
Ethical Considerations
- Privacy: Ensure that the data does not contain personal information.
- Bias: Be aware of potential biases in the data.
- Created
- Aug 8, 2024
- Updated
- Aug 8, 2024