import os import requests import pandas as pd import matplotlib as mpl import matplotlib.font_manager as fm import matplotlib.pyplot as plt import streamlit as st import time import json from io import BytesIO # Streamlit app title st.title("MOMO & PCHOME 商品搜索和價格分析") # 從使用者獲取搜索關鍵字和頁數 search_keyword = st.text_input("請輸入要搜索的關鍵字: ", "筆電") page_number = st.number_input("請輸入要搜索的頁數: ", min_value=1, max_value=100, value=1, step=1) # 如果用戶輸入了搜索關鍵字 if st.button("抓取並分析"): # MOMO 数据抓取 momo_url = "https://apisearch.momoshop.com.tw/momoSearchCloud/moec/textSearch" momo_headers = { "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/127.0.0.0 Safari/537.36" } momo_payload = { "host": "momoshop", "flag": "searchEngine", "data": { "searchValue": search_keyword, "curPage": str(page_number), "priceS": "0", "priceE": "9999999", "searchType": "1" } } momo_response = requests.post(momo_url, headers=momo_headers, json=momo_payload) if momo_response.status_code == 200: momo_data = momo_response.json().get('rtnSearchData', {}).get('goodsInfoList', []) momo_products = [] for product in momo_data: name = product.get('goodsName', '') price = product.get('goodsPrice', '') price_str = str(price).split('(')[0].replace(',', '').replace('$', '') try: product_price = float(price_str) except ValueError: product_price = 0 momo_products.append({'title': name, 'price': product_price, 'platform': 'MOMO'}) momo_df = pd.DataFrame(momo_products) st.write("MOMO 商品數據:", momo_df) else: st.error(f"MOMO 請求失敗,狀態碼: {momo_response.status_code}") # PCHOME 数据抓取 pchome_url = f'https://ecshweb.pchome.com.tw/search/v3.3/all/results?q={search_keyword}&page={page_number}&sort=sale/dc' pchome_response = requests.get(pchome_url) if pchome_response.status_code == 200: pchome_data = json.loads(pchome_response.content).get('prods', []) pchome_products = [{'title': item['name'], 'price': item['price'], 'platform': 'PCHOME'} for item in pchome_data] pchome_df = pd.DataFrame(pchome_products) st.write("PCHOME 商品數據:", pchome_df) else: st.error(f"PCHOME 請求失敗,狀態碼: {pchome_response.status_code}") # 合併兩平台數據 if not momo_df.empty and not pchome_df.empty: combined_df = pd.concat([momo_df, pchome_df], ignore_index=True) elif not momo_df.empty: combined_df = momo_df elif not pchome_df.empty: combined_df = pchome_df else: combined_df = pd.DataFrame() if not combined_df.empty: st.write("合併後的商品數據:", combined_df) # 生成 CSV 下載連結 csv = combined_df.to_csv(index=False).encode('utf-8') st.download_button( label="下載資料", data=csv, file_name=f"{search_keyword}_momo_pchome_data.csv", mime='text/csv', ) # 數據分析和視覺化 if not momo_df.empty: momo_avg_price = momo_df['price'].mean() st.write(f"MOMO 平均價格: {momo_avg_price:.2f}") st.write(f"MOMO 最高價格: {momo_df['price'].max():.2f}") st.write(f"MOMO 最低價格: {momo_df['price'].min():.2f}") if not pchome_df.empty: pchome_avg_price = pchome_df['price'].mean() st.write(f"PCHOME 平均價格: {pchome_avg_price:.2f}") st.write(f"PCHOME 最高價格: {pchome_df['price'].max():.2f}") st.write(f"PCHOME 最低價格: {pchome_df['price'].min():.2f}") # 字型設定 font_url = "https://drive.google.com/uc?id=1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_&export=download" font_response = requests.get(font_url) with open("TaipeiSansTCBeta-Regular.ttf", "wb") as font_file: font_file.write(font_response.content) fm.fontManager.addfont("TaipeiSansTCBeta-Regular.ttf") mpl.rc('font', family='Taipei Sans TC Beta') # MOMO 繪製價格折線圖 if not momo_df.empty: fig_momo, ax_momo = plt.subplots(figsize=(15, 8)) momo_df['price'][:70].plot(ax=ax_momo, marker='o', linestyle='-', color='skyblue', linewidth=2, markersize=8) plt.title(f'MOMO 電商網站上 "{search_keyword}" 的銷售價格', fontsize=20, fontweight='bold', color='navy') plt.axhline(y=momo_avg_price, color='red', linestyle='--', linewidth=2, label=f'參考價格: {momo_avg_price:.2f}') plt.legend(fontsize=12, loc='upper left') plt.grid(axis='y', linestyle='--', alpha=0.5) plt.tight_layout() st.pyplot(fig_momo) # PCHOME 繪製價格折線圖 if not pchome_df.empty: fig_pchome, ax_pchome = plt.subplots(figsize=(15, 8)) pchome_df['price'][:70].plot(ax=ax_pchome, marker='o', linestyle='-', color='skyblue', linewidth=2, markersize=8) plt.title(f'PCHOME 電商網站上 "{search_keyword}" 的