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Update app.py
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app.py
CHANGED
@@ -2,6 +2,7 @@ import streamlit as st
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import pandas as pd
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import sqlite3
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import os
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import json
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from pathlib import Path
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import plotly.express as px
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@@ -83,6 +84,37 @@ if st.session_state.df is not None and st.session_state.show_preview:
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st.subheader("π Dataset Preview")
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st.dataframe(st.session_state.df.head())
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# SQL-RAG Analysis
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if st.session_state.df is not None:
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temp_dir = tempfile.TemporaryDirectory()
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import pandas as pd
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import sqlite3
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import os
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import io
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import json
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from pathlib import Path
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import plotly.express as px
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st.subheader("π Dataset Preview")
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st.dataframe(st.session_state.df.head())
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# Helper function to create a plain text report with visualization summaries
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def create_text_report_with_viz(report, conclusion, visualizations):
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content = f"### Analysis Report\n\n{report}\n\n### Conclusion\n\n{conclusion}\n\n### Visualizations\n"
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# Dynamically add descriptions for each visualization
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for i, fig in enumerate(visualizations, start=1):
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# Extract the title of the Plotly figure if available
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fig_title = fig.layout.title.text if fig.layout.title.text else f"Visualization {i}"
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# Add title and figure details
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content += f"\n{i}. {fig_title}\n"
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# Extract x and y axis titles if available
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x_axis = fig.layout.xaxis.title.text if fig.layout.xaxis.title.text else "X-axis"
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y_axis = fig.layout.yaxis.title.text if fig.layout.yaxis.title.text else "Y-axis"
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content += f" - X-axis: {x_axis}\n"
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content += f" - Y-axis: {y_axis}\n"
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# If figure has data, summarize it
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if fig.data:
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trace_types = set(trace.type for trace in fig.data)
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content += f" - Chart Type(s): {', '.join(trace_types)}\n"
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else:
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content += " - No data available in this visualization.\n"
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# Return the content as a downloadable text stream
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return io.BytesIO(content.encode("utf-8"))
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# SQL-RAG Analysis
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if st.session_state.df is not None:
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temp_dir = tempfile.TemporaryDirectory()
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