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harikrishnad1997
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21bd1c0
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Parent(s):
39c4d08
Create app.py
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app.py
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import gradio as gr
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import pandas as pd
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import seaborn as sns
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import matplotlib.pyplot as plt
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# Load the Iris dataset
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iris_df = sns.load_dataset('iris')
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# Function to plot histogram
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def plot_histogram(csv_file, column):
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# Read the CSV file
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custom_df = pd.read_csv(csv_file)
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# Plot histogram
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plt.figure(figsize=(8, 6))
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sns.histplot(custom_df[column])
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plt.title(f'Histogram for {column}')
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plt.xlabel(column)
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plt.ylabel('Frequency')
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return plt
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# Function to plot scatter plot
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def plot_scatter(csv_file, x_axis, y_axis):
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# Read the CSV file
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custom_df = pd.read_csv(csv_file)
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# Plot scatter plot
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plt.figure(figsize=(8, 6))
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sns.scatterplot(x=x_axis, y=y_axis, data=custom_df)
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plt.title(f'Scatter Plot ({x_axis} vs {y_axis})')
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plt.xlabel(x_axis)
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plt.ylabel(y_axis)
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return plt
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# Create the Gradio interface
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iface = gr.Interface(
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fn=plot_histogram,
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inputs=["csv", "text"],
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outputs="plot",
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title="Histogram Plotter",
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description="Upload a CSV file and select a column to plot its histogram."
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)
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# Add a second interface for scatter plot
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scatter_iface = gr.Interface(
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fn=plot_scatter,
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inputs=["csv", "text", "text"],
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outputs="plot",
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title="Scatter Plotter",
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description="Upload a CSV file and select X and Y columns to plot a scatter plot."
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)
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# Launch the Gradio interfaces
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iface.launch(share=True)
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scatter_iface.launch(share=True)
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