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import streamlit as st |
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def app(): |
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st.title('Exploratory Data Analysis') |
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st.header('Target Label Proportion') |
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st.image('target label proportion.png', caption='Picture 1: Target Label Proportion') |
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st.write('''The plot shows the distribution of user suggestions for a yes or no question. The left pie chart shows that 83.8% of users suggesting yes, while 16.2% suggesting no. |
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The plot also shows a class imbalance, where one class has a significantly higher proportion of data points compared to the other. In this case, it's a binary classification problem with:''') |
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st.write('''- **Majority Class**: This is the dominant class, represented by the larger pie slice (83.8%) who responded `Yes` in your example.''') |
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st.write('''- **Minority Class**: This is the smaller class, represented by the smaller pie slice (16.2%) who responded `No`.''') |
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st.header('Most Words Appear In Review') |
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st.image('wordcloud.png', caption='Picture 2: Most Words Appear In Review') |
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st.write('''The word cloud depicts words commonly found in skincare product reviews. Here are some of the most prominent words:''') |
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st.write('''- **Moisturizer**: This suggests that the reviews are about a product that hydrates the skin.''') |
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st.write('''- **Skin**: This is not surprising as the word cloud is about product reviews.''') |
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st.write('''- **Love**: People seem to really like this product!''') |
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st.write('''- **Dry**: This might be an indicator that the product is effective for dry skin.''') |
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st.write('''- **Soft**: Another positive descriptor for the product’s effect on skin.''') |
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st.write('''- **Cream**: This could be the type of product being reviewed.''') |
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st.write('''- **Face**: This again reinforces that the reviews are about a facial skin care product.''') |
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st.write('''- **Buy**: This indicates positive sentiment towards the product.''') |
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st.write('''- **Price**: People are considering the price of the product in their reviews.''') |
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st.write('''- **Breakout**: This suggests that some reviewers experienced irritation from the product.''') |
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st.write('''- **Sensitive**: This indicates that the product might not be suitable for all skin types.''') |
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if __name__ == '__main__': |
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app() |
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