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133 lines
4.5 KiB
133 lines
4.5 KiB
6 months ago
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import logging
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import pymysql
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import subprocess
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import numpy as np
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from matplotlib import pyplot as plt
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from tkinter import Tk
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from pyecharts import options as _opts
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from pyecharts.charts import Bar
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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#db_config={'host':'127.0.0.1','user':'root','password':'mysql>hyx123','db':'airquility','charset':'utf8'}
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#ptimelist=[]
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#cilist=[]
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#data_dict=dict(zip(ptimelist,cilist))
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def get_data(db_config):
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"""
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从数据库中获取ptime和ci数据。
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:param db_config: 数据库配置字典
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:return: 包含ptime和ci的元组列表
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"""
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ptime_list = [] # 存储ptime数据的列表
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ci_list = [] # 存储ci数据的列表
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try:
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with pymysql.connect(**db_config) as conn:
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logging.info("数据库连接成功")
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with conn.cursor() as cursor:
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# 使用单个查询以提高性能
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sql_ptime = "SELECT ptime FROM May"
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cursor.execute(sql_ptime)
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data_ptime = cursor.fetchall()
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ptime_list = [row['ptime'] for row in data_ptime if 'ptime' in row]
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#row_list=[val for sublist in row for val in sublist]
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sql_ci="SELECT ci FROM may"
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cursor.execute(sql_ci)
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data_ci=cursor.fetchall()
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#print(data_ci)
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ci_list = [row['ci'] for row in data_ci if 'ci' in row]
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sql_so = "SELECT so FROM may"
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cursor.execute(sql_so)
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data_so = cursor.fetchall()
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so_list = [row['so'] for row in data_so if 'so' in row]
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sql_no = "SELECT no FROM may"
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cursor.execute(sql_no)
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data_no = cursor.fetchall()
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no_list = [row['no'] for row in data_no if 'no' in row]
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sql_pm = "SELECT pm FROM may"
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cursor.execute(sql_pm)
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data_pm = cursor.fetchall()
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pm_list = [row['pm'] for row in data_pm if 'pm' in row]
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return ptime_list, ci_list, so_list, no_list, pm_list
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except pymysql.err.OperationalError as e:
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logging.error(f"数据库操作失败: {e}")
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# 根据具体场景,可以选择返回空列表、抛出异常或返回特定错误码
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return [], [], [], [], []
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#except Exception as e:
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#logging.error(f"未知错误: {e}")
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# 同上,根据具体场景进行处理
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#return [], []
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def visualize_data(ptime_list, ci_list, so_list, no_list, pm_list):
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"""
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可视化数据。
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:param ptime_list: ptime数据列表
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:param ci_list: ci数据列表
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:param column_to_plot: 需要绘制的列名
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"""
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if not ptime_list or not ci_list or not so_list or not no_list or not pm_list:
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logging.error("数据为空,无法进行可视化")
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return
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#y_list=[]
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#for i in range(4,8):
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# y_list.append(i)
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plt.figure(figsize=(15,10),dpi=80)
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x = np.arange(26)
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bar_width = 0.2
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"""
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plt.bar(ptime_list, # 柱状图柱体标签值
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ci_list, # 柱体高度
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align='center', # 柱体对齐方式
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color='red', # 柱体颜色
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tick_label=ptime_list, # 刻度标签值
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hatch='/') # 填充样式,越密集填充就越密
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plt.bar(ptime_list, # 柱状图柱体标签值
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so_list, # 柱体高度
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align='center', # 柱体对齐方式
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color='blue', # 柱体颜色
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tick_label=ptime_list, # 刻度标签值
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hatch='/') # 填充样式,越密集填充就越密
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"""
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plt.xlabel('Ptime')
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plt.bar(ptime_list, ci_list, tick_label=ptime_list, width=bar_width)
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plt.bar(x + bar_width, so_list, width=bar_width)
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#plt.bar(x + bar_width, no_list, width=bar_width)
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#plt.bar(x + bar_width, pm_list, width=bar_width)
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plt.title('CI over time')
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plt.show()
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if __name__ == "__main__":
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db_config = {
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"host": '127.0.0.1',
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"user": "root",
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"password": 'mysql>hyx123',
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"db": 'airquility',
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"charset": 'utf8',
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"cursorclass": pymysql.cursors.DictCursor
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}
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ptime_list, ci_list, so_list, no_list, pm_list = get_data(db_config)
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visualize_data(ptime_list, ci_list, so_list, no_list, pm_list)
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print(pymysql.__version__)
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'''
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window= Tk()
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window.title("每日空气质量")
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window.geometry("300x200")
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#Label(window, text="图表已生成为air_quality_index.html").pack()
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window.mainloop()
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'''
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