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Update app.py
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app.py
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| 1 |
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import streamlit as st
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import pandas as pd
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import plotly.graph_objects as go
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import numpy as np
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def load_data(uploaded_file):
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"""載入並處理CSV檔案"""
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try:
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df = pd.read_csv(uploaded_file, encoding='utf-8')
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return df
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except Exception as e:
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st.error(f"載入檔案時發生錯誤:{e}")
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return None
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def prepare_radar_data(df, selected_columns):
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"""準備雷達圖所需的數據"""
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# 移除非數值的列
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numeric_df = df.select_dtypes(include=[np.number])
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# 篩選使用者選擇的欄位
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selected_data = numeric_df[selected_columns]
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return selected_data
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def create_radar_chart(data, selected_columns):
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"""使用Plotly建立雷達圖"""
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# 定義不同線段樣式
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line_styles = ['solid', 'dot', 'dash', 'longdash', 'dashdot']
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# 定義顏色調色盤
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colors = ['#1F77B4', '#FF7F0E', '#2CA02C', '#D62728', '#9467BD']
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fig = go.Figure()
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for i, (index, row) in enumerate(data.iterrows()):
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# 根據列名判斷是否為平均或標準值
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if '平均' in index or '標' in index:
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marker_symbol = 'star'
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line_width = 3
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else:
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marker_symbol = 'circle'
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line_width = 2
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fig.add_trace(go.Scatterpolar(
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r = row.values,
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theta = selected_columns,
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fill = 'toself',
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name = index,
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line = dict(
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color = colors[i % len(colors)],
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dash = line_styles[i % len(line_styles)],
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width = line_width
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),
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marker = dict(symbol=marker_symbol)
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))
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fig.update_layout(
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polar = dict(
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radialaxis = dict(
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visible = True,
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range = [0, data.values.max() * 1.1]
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)
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),
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showlegend = True,
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title = '學生成績雷達圖'
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)
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return fig
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def main():
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st.title('學生成績雷達圖產生器')
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# 上傳CSV檔案
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uploaded_file = st.file_uploader("上傳CSV檔案", type=['csv'])
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if uploaded_file is not None:
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df = load_data(uploaded_file)
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if df is not None:
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# 選擇要比較的欄位
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numeric_columns = df.select_dtypes(include=[np.number]).columns.tolist()
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selected_columns = st.multiselect('選擇要比較的欄位', numeric_columns, default=['國文', '英文', '數學'])
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if selected_columns:
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# 準備雷達圖數據
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radar_data = prepare_radar_data(df, selected_columns)
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# 建立雷達圖
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fig = create_radar_chart(radar_data, selected_columns)
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# 顯示圖表
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st.plotly_chart(fig, use_container_width=True)
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# 下載圖表
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fig_bytes = fig.to_image(format="png", width=1200, height=800)
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st.download_button(
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label="下載雷達圖",
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data=fig_bytes,
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file_name="student_scores_radar_chart.png",
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mime="image/png"
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)
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if __name__ == "__main__":
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main()
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