771 lines
478 KiB
Plaintext
771 lines
478 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import os\n",
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"import re\n",
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"import warnings\n",
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"import seaborn as sns\n",
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"import itertools\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"plt.rcParams['font.sans-serif']='SimHei'\n",
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"plt.rcParams['axes.unicode_minus']=False"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 一、合并数据\n",
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"## 获取每个房间的设备信息\n",
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"- 只分析洗衣机、洗碗机、微波炉、电烤箱、电暖气、电炉、空调、空气处理装置"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"devices_df[\"building1\"]示例数据结构如下:\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>设备号</th>\n",
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" <th>设备名称</th>\n",
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" <th>家电开启功率阈值/W</th>\n",
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" <th>家电关闭功率阈值/W</th>\n",
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" <th>开启的最短运行时间/s</th>\n",
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" <th>关闭的最短运行时间/s</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>3</td>\n",
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" <td>电烤箱</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>30.0</td>\n",
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" <td>30.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>4</td>\n",
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" <td>电烤箱</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>30.0</td>\n",
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" <td>30.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>6</td>\n",
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" <td>洗碗机</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>160.0</td>\n",
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" <td>60.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>10</td>\n",
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" <td>洗衣机</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>11</td>\n",
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" <td>微波炉</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>15.0</td>\n",
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" <td>30.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>14</td>\n",
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" <td>电炉</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>30.0</td>\n",
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" <td>30.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19</th>\n",
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" <td>20</td>\n",
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" <td>洗衣机</td>\n",
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" <td>10.0</td>\n",
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" <td>10.0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" 设备号 设备名称 家电开启功率阈值/W 家电关闭功率阈值/W 开启的最短运行时间/s 关闭的最短运行时间/s\n",
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"2 3 电烤箱 10.0 10.0 30.0 30.0\n",
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"3 4 电烤箱 10.0 10.0 30.0 30.0\n",
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"5 6 洗碗机 10.0 10.0 160.0 60.0\n",
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"9 10 洗衣机 10.0 10.0 300.0 300.0\n",
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"10 11 微波炉 10.0 10.0 15.0 30.0\n",
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"13 14 电炉 10.0 10.0 30.0 30.0\n",
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"19 20 洗衣机 10.0 10.0 300.0 300.0"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"root=os.path.abspath(\"low_freq.csv\")\n",
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"users=os.listdir(root)\n",
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"io = pd.io.excel.ExcelFile(\"新redd设备信息.xlsx\")\n",
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"#获取每个房间的设备型号,key为房间号,value为设备名称、设备号的dataframe\n",
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"devices_df={}\n",
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"for i in range(1,7):\n",
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" device=pd.read_excel(io, sheetname='房间'+str(i))\n",
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" device=device[device[\"设备名称\"].str.contains(\"洗衣机|洗碗机|微波炉|电烤箱|电暖气|电炉|空调|空气处理装置\")]\n",
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" name=\"building\"+str(i)\n",
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" devices_df[name]=device\n",
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"io.close()\n",
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"print('devices_df[\"building1\"]示例数据结构如下:')\n",
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"devices_df[\"building1\"]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 合并所有表格。并在原有基础上添加三列:\n",
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"- 所属用户user\n",
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"- 设备类型dev_type\n",
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"- 开关状态 status"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"==========正在合并building1的信息=========\n",
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"meter10.csv 正在合并meter 10\n",
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"meter11.csv 正在合并meter 11\n",
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"meter14.csv 正在合并meter 14\n",
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"meter20.csv 正在合并meter 20\n",
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"meter3.csv 正在合并meter 3\n",
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"meter4.csv 正在合并meter 4\n",
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"meter6.csv 正在合并meter 6\n",
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"\n",
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"==========正在合并building2的信息=========\n",
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"meter10.csv 正在合并meter 10\n",
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"meter5.csv 正在合并meter 5\n",
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"meter6.csv 正在合并meter 6\n",
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"meter7.csv 正在合并meter 7\n",
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"\n",
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"==========正在合并building3的信息=========\n",
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"meter10.csv 正在合并meter 10\n",
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"meter13.csv 正在合并meter 13\n",
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"meter14.csv 正在合并meter 14\n",
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"meter16.csv 正在合并meter 16\n",
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"meter9.csv 正在合并meter 9\n",
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"\n",
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"==========正在合并building4的信息=========\n",
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"meter10.csv 正在合并meter 10\n",
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"meter15.csv 正在合并meter 15\n",
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"meter20.csv 正在合并meter 20\n",
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"meter4.csv 正在合并meter 4\n",
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"meter7.csv 正在合并meter 7\n",
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"meter8.csv 正在合并meter 8\n",
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"meter9.csv 正在合并meter 9\n",
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"\n",
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"==========正在合并building5的信息=========\n",
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"meter12.csv 正在合并meter 12\n",
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"meter13.csv 正在合并meter 13\n",
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"meter20.csv 正在合并meter 20\n",
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"meter3.csv 正在合并meter 3\n",
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"meter6.csv 正在合并meter 6\n",
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"meter8.csv 正在合并meter 8\n",
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"meter9.csv 正在合并meter 9\n",
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"\n",
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"==========正在合并building6的信息=========\n",
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"meter12.csv 正在合并meter 12\n",
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"meter15.csv 正在合并meter 15\n",
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"meter16.csv 正在合并meter 16\n",
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"meter17.csv 正在合并meter 17\n",
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"meter4.csv 正在合并meter 4\n",
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"meter5.csv 正在合并meter 5\n",
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"meter9.csv 正在合并meter 9\n",
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"合并所有building的信息...\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>physical_quantity</th>\n",
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" <th>power</th>\n",
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" <th>user</th>\n",
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" <th>dev_type</th>\n",
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" <th>status</th>\n",
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" <th>open_time</th>\n",
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" <th>shut_time</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>2011-04-18 09:22:13-04:00</td>\n",
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" <td>0.0</td>\n",
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" <td>building1</td>\n",
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" <td>洗衣机</td>\n",
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" <td>0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2011-04-18 09:22:16-04:00</td>\n",
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" <td>0.0</td>\n",
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" <td>building1</td>\n",
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" <td>洗衣机</td>\n",
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" <td>0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>2011-04-18 09:22:20-04:00</td>\n",
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" <td>0.0</td>\n",
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" <td>building1</td>\n",
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" <td>洗衣机</td>\n",
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" <td>0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>2011-04-18 09:22:23-04:00</td>\n",
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" <td>0.0</td>\n",
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" <td>building1</td>\n",
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" <td>洗衣机</td>\n",
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" <td>0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>2011-04-18 09:22:26-04:00</td>\n",
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" <td>0.0</td>\n",
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" <td>building1</td>\n",
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" <td>洗衣机</td>\n",
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" <td>0</td>\n",
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" <td>300.0</td>\n",
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" <td>300.0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" physical_quantity power user dev_type status open_time \\\n",
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"1 2011-04-18 09:22:13-04:00 0.0 building1 洗衣机 0 300.0 \n",
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"2 2011-04-18 09:22:16-04:00 0.0 building1 洗衣机 0 300.0 \n",
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"3 2011-04-18 09:22:20-04:00 0.0 building1 洗衣机 0 300.0 \n",
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"4 2011-04-18 09:22:23-04:00 0.0 building1 洗衣机 0 300.0 \n",
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"5 2011-04-18 09:22:26-04:00 0.0 building1 洗衣机 0 300.0 \n",
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"\n",
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" shut_time \n",
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"1 300.0 \n",
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"2 300.0 \n",
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"3 300.0 \n",
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"4 300.0 \n",
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"5 300.0 "
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"all_df=[]\n",
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"for user in users:\n",
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" print(\"\\n==========正在合并%s的信息=========\"%user)\n",
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" excels=os.path.join(root,os.path.join(user,\"elec\"))\n",
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" file_path=os.path.join(root,excels)\n",
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" for file in os.listdir(file_path):\n",
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" #匹配文件名的数字,判断是否是我们需要分析的电器\n",
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" the_type=int(re.findall(\"meter(.*).csv\",file)[0])\n",
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" if the_type not in list(devices_df[user][\"设备号\"]) or the_type==2:\n",
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" continue\n",
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" print(file,\"正在合并meter\",the_type)\n",
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" #当前用户的家电使用情况信息\n",
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" excel=os.path.join(file_path,file)\n",
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" df=pd.read_csv(excel)[1:]\n",
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" length=len(df)\n",
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" \n",
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" #新增user列\n",
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" df[\"user\"]=[user]*length\n",
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" #获取设备号对应的设备名称\n",
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" #当不存在该电器时,跳过\n",
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" try:\n",
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" df[\"dev_type\"]=[devices_df[user].loc[devices_df[user][\"设备号\"]==the_type,\"设备名称\"].values[0]]*length\n",
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" #新增status列1为运行状态,0为非运行状态\n",
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" start_power=devices_df[user].loc[devices_df[user][\"设备号\"]==the_type,\"家电开启功率阈值/W\"].values[0]\n",
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" df['status']=df['power'].apply(lambda x :1 if float(x)>10 else 0)\n",
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" #最短开启时间 开启的最短运行时间/s\n",
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" df['open_time']=[devices_df[user].loc[devices_df[user][\"设备号\"]==the_type,\"开启的最短运行时间/s\"].values[0]]*length\n",
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" #最短关闭时间 关闭的最短运行时间/s\n",
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" df['shut_time']=[devices_df[user].loc[devices_df[user][\"设备号\"]==the_type,\"关闭的最短运行时间/s\"].values[0]]*length\n",
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" all_df.append(df)\n",
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" except:\n",
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" continue\n",
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" \n",
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"print(\"合并所有building的信息...\")\n",
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"data=pd.concat(all_df)\n",
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"data.head()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 二、数据清洗\n",
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"1、physical_quantity重命名为time \n",
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"2、由于time列的都以**04:00**结尾,由此去掉这一部分,并将该列转换为时间序列 \n",
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"3、将time时间序列设置为索引列"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
|
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"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>power</th>\n",
|
|
" <th>user</th>\n",
|
|
" <th>dev_type</th>\n",
|
|
" <th>status</th>\n",
|
|
" <th>open_time</th>\n",
|
|
" <th>shut_time</th>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>time</th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>2011-04-18 09:22:13</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>building1</td>\n",
|
|
" <td>洗衣机</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2011-04-18 09:22:16</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>building1</td>\n",
|
|
" <td>洗衣机</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2011-04-18 09:22:20</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>building1</td>\n",
|
|
" <td>洗衣机</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2011-04-18 09:22:23</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>building1</td>\n",
|
|
" <td>洗衣机</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2011-04-18 09:22:26</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>building1</td>\n",
|
|
" <td>洗衣机</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" <td>300.0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" power user dev_type status open_time shut_time\n",
|
|
"time \n",
|
|
"2011-04-18 09:22:13 0.0 building1 洗衣机 0 300.0 300.0\n",
|
|
"2011-04-18 09:22:16 0.0 building1 洗衣机 0 300.0 300.0\n",
|
|
"2011-04-18 09:22:20 0.0 building1 洗衣机 0 300.0 300.0\n",
|
|
"2011-04-18 09:22:23 0.0 building1 洗衣机 0 300.0 300.0\n",
|
|
"2011-04-18 09:22:26 0.0 building1 洗衣机 0 300.0 300.0"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"data.rename(columns={\"physical_quantity\":\"time\"},inplace=True)\n",
|
|
"data.time=data.time.str.replace(\"-04:00\",\"\")\n",
|
|
"data.time=pd.to_datetime(data.time)\n",
|
|
"data=data.set_index(\"time\")\n",
|
|
"data.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### 查看数据"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x256be28a978>"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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HZRRV6CYRzrmTnHPd8l7Umy/pZOdcV9hpcSccAAAASFLdGuUgzrm9GuvRItI0AAAAoCh4yQ4AADQtTDtk2iqjqAiUAQBtxxG5xS6oHTJtk1F0BMoAgLZhRG4AIiBQBgAAAAIQKAMAAAABCJQBAACAAATKAAAAQAACZQAAACAAgTIAAAAQgEAZAAAACECgjNJ4cke3tnf1ZZ0MAABQEodlnQAgLn/7k4ckSRvOeV/GKQGQdwzMByAMapQBAG2Dgfnix3DgKDMCZQAAEElQcBw0PDgxNIqOQBkAACSKmnwUFYEyAAAAEIBAGQAAAAhAoAwAAAAEIFAGALSt3y7crLUd+7NOBoCcoh9lAEDb+tpNS3XYIaY133tv1kkBkEPUKGdk7trdWr61K+tkAEBbclX9mw2N0IkZgGDUKGfkE5cukMQocgCQqqDOfpE4bkVQVNQoAwCARHBbgqIjUAYAAAACECgDAICmORpWoMQIlAEAQMuMhhYoIQJlAAAAIACBMgAAABCAQBkAAAAIQKAMAGg7vH4GIAwCZQBA2+B1s3RxQ4KiI1AGAABNYaBDlB2BMgAAABCAQBkAAAAIQKAMAAAABCBQBgAAAAIQKAMAgKY5urZAiREoAwCAltEDBsqIQBkA0HaoBQUQBoFyglbt6NHcNbuzTgYAwEetJ4AoDss6AWX27p/MliRtOOd9GacEAAAAUVGjDAAAEkVTFxQVgTJisXjzPu3rHcg6GQCAHKGlC4qOQBmx+OCFc/TxS+ZnnQwAAIDYECgjNk/u6Mk6CQAAALEhUM7AXcu2Z50EADmw/+CQblu8Netk5MblD6/XlGnTs04GAIyi14uULdrYqS9c91jWyQCQA6f+bpluW7xNL3v+MXrNi56VdXIy9907V2adBAAYhxrllHX3DWWdBAA5sX1fvySpd6B+uXDB/U9p8eZ9aSQJiBWdXaDoCJSBBL33goeyTgJK4Pz7V+uDF87JOhmF1j84rAee2Fk1hRAuLnT9hjIjUAYStHJ7d6j5rpm3QWs79iebmJwYHB7R569ZpFUhXv78nxsW02YVsfiz0+/Wv129kJp5AJEQKAM5cPptK/SBn7dHjeHyrV26e8UOff3mpQ3nveVx70W3AwfL2WRpv79dq3eN3SRNmTadm4MEUfsJIAoCZSAn9pc0GIzT/St36tbHy9NLROWJw+m3Ls84JeXTOzCkv/3J7KyTAaDgCJRzrqPnoPoHh7NORmRfv2kJtWIhFXH/ZuVzv1qoL9+wOOtkpGJweCTrJBTaks1d9O0OoGUEyjn3F2ffr48VcMS7GxduyToJhbFlb2/WSUAO7T3AkPAAkLVQgbKZPdfM3mlmz086QaXXxMD3S3j5pG0MUYuIkDbt6dWjGzqzTkYiBoY4DwDkQ8NA2cyeI+lOSW+SNNPMjjWzy81snpmdVjVfqGlA2bkW3hYaGuFNo1paydcyetuPZuofL56XdTIS0T9EcyQA+RCmRvm1kv7HOXe2pHskvV3Soc65EyS9zMxebmYfDjMtqY1ANl51+t20Qw5A91PJeGR9OWtPW7V+94GskwAApdUwUHbOPeicm29mb5NXq/xuSTf6X98r6URJJ4WchhLp4yW0QCMt1HwSDNZ2oMHode1qby9tmYMMN3g6wwMKAGGEbaNskj4maa+84Ywq/TN1SjpO0tEhp01c7ilmttDMFnZ0dDS7DUCubO7sa/q3u3oOxpiScvnsVQuzTgIK5FOXL8g6CQBKIFSg7Dz/KWmppLdIOsr/6hh/GftDTpu43Eucc1Odc1OPPfbYpjcCyJMZy7Y3/du7l++IMSX5VKnI27q3+RsKpGtkxKlvgCdIANpPmJf5vmFm/+L/+WxJ52isGcXxkjZIWhRyGoAJqh8Br95Z/n5fd3b1S5J276f2vJ48tQz4zh0r9Kpv3U3fzgjkcnW0AvE6LMQ8l0i60cw+J2m5pFslzTazF0h6j6S/lFemPxRiWttronc4lFy7XWKa6dijgyYpmbph4WZJ0tCw0+GHZpwY5JbXShMolzAv8+11zr3TOfc259wXnXNd8l7Umy/pZOdcl3OuO8y0pDYC7WfTHgbpaCeMsJat/kGvJnmgRDXKDBmfLmqdUVRNjcznB883Oud2RJ2G8MrQA8KUadM1Z83uWJf5xesW6W0/mqnXfPse3b9yJ20n0dbSrMP7yf2rU1lPGj1SnD39ieRXAp6iovAYwjrHntpVjlq02avj7dFkxjLvvqvn4JA+96uFOu3W5bEuHyiSNB93XzlnQ2rrSlp3/2Dd75dv7dIIAwDVFHYAIHIQRUegnGPUlIazuZNmGACiqdeK5P9+t0zv/9nD+uXsdeklqKBol4yyI1DOsbOqHg3u6u7PMCWIgusGkH/1el359YJNkqTHNu1NKzkAcopAuSAaPSZsF8u38k4okEdTpk0vxZD2O7rGKiXuW7kzw5QAyAMC5ZQ1+5jqN49sjmX9K7d1a02B2z6Xse9dhtJFkKIeF0W/qd/Vw9M7AGMIlAsijqf5Q8Mjeu9PH9I7zpsdw9KS45wL/aKIJC3fVp5aZpptoOhcwXuQY1CV5j2xvVtv+f4DWScDiBWBchu57OH1WSchlLf+cKbe8N37Qs/fy0uPbaCg1asonJ/c/1TWSSi0bV3UyKNcwozMh5LYndHoZlFDnC17+xJJB1BGpXwIkeF90U5enAZQhRrlNpJVl6BRmlG0I0asQitoroOsUcSjzAiUAQAAgAAEykDMrIWH4dTMoOh4QgKgTAiUU5blU9J9fQMZrh21EByHQfsCAED6CJQLbv/BIV09d0OodsCDw0RkKKZ2bIdLzSwAZI9eLwruu3es1A0LN+uPn/d0nfTKP8g6OUBD7Rj0Jmkoq7d0AaANUKNccHt7veYU/YONO8knPgHK5/FN+7JOAgCUFoFyQVAL1x7Yz8Fox10bhwwAJIdAuY1kFYQR5IRH0APQPhtAfhAot5GsgrB2u+S1ckNiVCmj4Ip+Y1z09KclbDYx4BSKjkA5ZVnGQQwNnX+EyUC2COuiocxC2REot5EntndnnQQEGFfhwlUHCViza7+umb8x62SgjVGxjKKie7g2QjmVT7THRJA4A4t3nf+gRpz0qTe/hOY9SJWZESWj0KhRTtm596xKaMmNC6KsLo+XP7w+ozUDkKRKV8t3L9+RbUJyhvazABohUE7Zki1dTf2uVnlO5RCKhkM2XpUyYPf+g/q/3y3TwaHhmvN29w9GXj5NtgC0MwJlACiwyo3H2dOf0K8XbNJdy2rXGu/oOihJ2tc7oI6eg6GW/54LHmo1iQBQWATKQMyo5a+Ph93JGPEfO9WrUZ65apck6XVn3qe/OPv+hsvsaaIGOo79m2WLCJpjAKhGoFwQBF8A6unu84Lab9y8LLZl3r5kW2zLKgrCZADVCJSBjFVXYHE/hGbNXNWRdRIAoHQIlNsINSUAAADhESgXBH2ftgduZlCRxLEQtRjZ2R3uhT8AKCsC5YIgTAYQJMpNdNT31PoGhiKmplh4bw9AIwTKJUGBj6Lgpi9eZXzYVMZtAlBMBMoFZ4QducM+QTsrfPdqBU8+gHgRKBeco1QHgNhQokZX9HsjoB4C5ZLgUSWKorlrKlfidkLgBSAvCJSBjLVbUNBu25sn3FAjbYVvioO2R6BcFFzgALQoasxCt5QA2h2Bchvhxh7F1X4BGzVxAJA9AmUgR9ovHAyHis3a8pY1RQrvi5RWANkgUAbi1kLk0g6PuttgE9OVYIZSqw2g3REo58Cu7n5NmTZddy/f3vQyuJ6VAzEkKvJw00S5AqDdESjnwMrt3ZKkXz+yufZMNS5YDG4BIKwcxN4AUCgEym2Ei2Q+MWgM0lKUGuKCJBMh5OHJCNAKAmUgY0UJXrJEHmWjHWMc2mUDqEag3EYo/wGgPopJANUIlHMk6ZoMHvEDxRG2PMhbpS835O2HawvKjEA5B0K14crb1RA1tbKruNwgqijNI6I2pWjH9qUE+gCqESi3EXrIyL922EPtsI0ohqBae2pHAVQjUC6JMEV7G1YOFQ77CEmithQAoiFQLrhIj12TSwZiQq0/8oQeIAC0OwJlIGOEIgAA5BOBcg5QhwgAY6jJBpAXBMoFF+V6wqUHKJ44g8Y02sDH8TIcZVX+hT0suelB0REoN2n51i6decfK3BQCYa5/OUlq6bVjl1pRcBiGE/Z8jdKunTIAcaO4Q9kRKDfpHy+epyvmrFff4HDWSUHB5eVmC8VEoAIAySFQzpF68RK9IQBIW9mfjnCLCqARAuUcCDUwXwzXq5Jf8wqr7MHIRO21tQCAImsYKJvZs8zsLjO718x+Z2ZHmNnlZjbPzE6rmi/UNDSnUXBBzQgAIAu0HkOZhalR/qSk85xz75K0Q9LHJR3qnDtB0svM7OVm9uEw05LaiHbWZpWRpUQbZaSF8gIAomkYKDvnfuGcu8//81hJn5J0o//3vZJOlHRSyGnjmNkpZrbQzBZ2dHQ0uQntIY1Qamh4RGfesVIdPQdTWBuCEMggSRPvyRrdpDV1ExdDYcW9I4C8CN1G2cxOkPQcSZslbfUnd0o6TtLRIaeN45y7xDk31Tk39dhjj21qAxBeo4vPg6s7dMWc9Trt1mXpJKikiHWRJo63eBGkA6gWKlA2s+dK+pmkz0raL+ko/6tj/GWEndaW5q7ZHWq+ODrqb2X5I/7XwyP5vFIMjySdQ8n45YNrdffy7YHfbe7s1fKtXaN/t9uLfeEVcc+ng0MmXgTKAKqFeZnvCEm/lfRN59xGSYs01ozieEkbIkwrnTCF6icuW6DOAwM1v2+m67e+gWF19w9G/l0tn79mkb512/Jx0xZu6NR7LnhI/VV9Rff0D+obNy3VgYNDo9PCPJ7tHRhqOM9E/3LFI+P+/pP/m6H/vXFJ5OUkwTmn8+5brR1d/Q3n/f5dT+rz1z42afrMVbv01h/O1Om3rRid1nlgcrOXh5/arYND7d5fd/tGgwRu6dq6ry/2ZTZT/gVxzun2Jds0ODwSy/LSxHGMogpTy/tvkt4g6VQzmyXvivXPZnaepI9Kmi7p1pDT2tZf/3BmqPkGhka0rmO/vnT943XnO/ncWXrtGfeO/n3Fw+v1toB1OOc0Zdp0/cNFc+sG5Hev2KHtE4K+b9++Qk9s79aaXftHp73r/Nm6YeFmXTlnfajtqXjDd+8LnH7G7Sv0p/83I/C72as71NU3/mag3g1HtXlr92jKtOm6+MG1NQP5HV39WrRx76Tpa3b1aPXOnsDfLNvSpZlP7tKKbd366QNP6b9/MzkADutfr3x00rSd3Qf1rvMfHLe+T12+QN+f8WTT6ykDak2RhDSCt3lr9+jV37pHDz8V7sliPfes2KH/95vH9bPfr4khZelI4inZI+s7dVXEaxDQrDAv813knHuOc+4k/9/V8l7Umy/pZOdcl3OuO8y0pDYiS2HLgJ6DQ+obaFwr+E+Xztfbf/ygblu8reY8m/b0akf3+KB24ca92tTZq017esdN39nt1VAGBYTNqATT1YXfS78ZHOhW6x8c0eDwiKZMm65v3rJ0dPpVczdoaMTp9FuXB/7umnkbmkrnP106X5J0zl1P6o6lwc0eTjp3pv7horm6dv5GXThz7MLzjvNm613nzw78zd/9/GH961WPjjZPOTg0vmZnYGhEe3vDBfO1rN45dmPS6S9rbcf+WrMDoXHDkb5HN3RKkhas39Pysvb2ehUHu7obP8kqs4/+cp7OuGNlw/nuXLptXNM2oBlNtRt2zu11zt3onNsRdVo7O+euJxrOEyagXbxlX83vegfjecSXhHee59WU/uaRzZO+u2b+Rq3r2J9ILcHunoNatLFzXBMSyQveJem0W5frR/es0tvPndXyur58w+N6KIaaIyAJk3u9qD8/beZrGx5xk554IV33rdxZ9/v/+vXjev/PHk4pNSirtn3BLgtXz9tY9/uyt+HaMKG2e6IP/WJuqFqCqLbt69M/XDRP/3DR3Lrzrdt9oOV1zVjGPSHyK40ipuTF2Khz7npCx3/nXvXE+K4Iovn3Xy3MOgloAwTKORBqCOsWftuqtAL4pC44Pf1eLfuKbd2JLB9A+7ljideka//B/D7FA9A6AuU2ErVzNZ66AvnXTK/iyf/2AAAgAElEQVQ5eVfMjiDbF3sLZUag3EaK2LQjr20k08pKhrduX6F3fT5PEZRc2JsZyrByu2rO+nE9Y5URgXLJVRdmOY05E5fkdqeVpXm9YUgL19p4RD2KCHLQSBmfaCC8M+5Yqb//eblfmCRQrvLSb06PPHxznNeRMMvq6R/UwFC6nc2n9Rg0rmDwd49viWU5QNlMPJObPbOHhkc0kuAInmUMvrjnQFn1huj6tsgIlKs4J107f5P/2em2xVtrjojWNxjfgRHlkvCaM+7VV387NjpdrcJ3cHhEu/dPHuUtjMoyk75YRamt+v2T9bsBqvaVG8aP3tfmlbG5w/6IJo/x1Z+eepdeVmOgoLQDwoGhEV09d8No3+ZRTKwE+M0jm+rOv373gVhHyRwZcbGN2gcgGQTKNTz01G596frF+sFdq7JOSlPedf5sTT3r/oYXjzW79mvKtPGDJqZ1nYvS3/Bnr6IboLKgZg2t6uob1JRp03Xfyp26aNZaffv2Fbpp0eT+2aP65i21nyju2X9QJ587S1++frEWbeycNOhTI/sPDmnmql3jpn34orl69bfu0YYYuqYE8mrvgYFCN+MiUK6h2++qbGeDwrBSO7ZtX5+mTJuuO5fWHlEvTev9grfRsTlvbXaDY0x8XNNMjVCz9jRZ2w60k7y2ja+8PPSLWWtGB/2odAOZlF/5/eDftXyH/uGieXXn3dXTr70Hxo/QedXcDfrXKx/V1n19o9MWb/YGj3rgyV3a3tUnoOKfLpmvVTt6Yluec270eEvTqh09ev1379MnL1uQ+rrjQqAckyd3eH303rwov+1jm21KUeAbwZqGW9yotO+Oi3w3jmTlM5Qtn8Hh8O+GvOnsB/T6794X+N3EEUIl6bcLN+uE7/8+dCBz/aOt154jv7bu69O8dXv0hWsXxbbMix5cqw9eOEcL1rU+lHoU9z/hNZucuzbd9caJQDlHmnlpLtEeHUpzBSaTUDxhy4O81voivCf9msO1Je9mC+EMD3vn/uBI45uz7814Qn/+rbsbzrd2l/eUeVNn/RFyMdlhWScAChXHNXstpCKyHAiGEIsJBYL3pCJ/xxYDjgDhXDJ7XdZJKD1qlAsisYC3DQKwRDeROxGUGE1+ALQ7AmU0Ja34Oq9xPDW8QLC0a4PTOhW5ZQDaE4Fyi9qhwoXKbAD5Ek+p1A7ldxp48oAyI1DOkbyVNWWJY5PYDi4MzeMGKRqOtdrSPJRqrStqb0ILN3S2nhiUWqWMjPPUH11mfItsGwTKMWvmIAxT0Db9Ml+DFBGztIioLzLivmg6J/TH25KSHa+1DqVNe9J7sz9qltLrAMKKNVAeXWh8y2wXBMotSq2tLn0gNy1vscGKbV06/77VoeYNs/sGhkZ02q3LcjeIyubOXq3tSLa7q66+QQ0Mhe/fNu9O/d3kkeHe9L0HRj9XBqvo6Bnb15EO74m9XgTMsrO7f3Twi0Zt8e9bubPuEMz9g8O6/pFN42rFZ63apX294YP/oeERXfzg2gn9D09OV/Wm3bNiR+jlp61dy2R6MkFRESjHLMmYLGjkpocjDAPdrKiPfvsGJneoH7zcxvM0e4MQdT21jIw4XT13Q+htCuODF87RBQ88FWreB1d1SJp8XG3v6tOIP5LhjGXbde38TTp7xhOxpTEOb/3hTP3Njx8MNe+aXfv1aNUj6aHhEf3bVY+O/t03GByMHf+de/WZKx8ZN+3KOes1Zdr0cQNEOOf0yPrOhsfy0PCIpkybriseXh8q3XG7bsGm0c9BSf2rc36vkRGnf71qbJv/97dLdNWc2un9zh0rQq17Xcd+LVi3R2/+3gM64fu/l6Rxo8hVzF7dMfr533+1UKf+bvm47/ceGBz9/MnLFmjaLct0/xPe0M1dvYP6zJWP6pRfjR9I4bcLN2vKtOmT1nXuPav09ZuX6py7ntQvZq3Vim1dmjJtunr6x9YRV5kbJXhHeLz4jKIjUM6BysV7wfr6bdcqF69q3RGGbe0LGBGqXnomVsVWBx4rtnbX/P1VczeETlPaKrWum0M+/rx35U59+/YV+pcrxg+/OTg8OYqpDKXbyFCEobqD8nJdx36d8P3f6+LZayVJI/7+KmJNVWWo9Xec96D+8eKxYYG3d/XrgSd3jf79lRuW1FzG3LV7xu3P8+71auurj/dfP7JJH/3lPN29vH5NY6//mzA1/j+4+8nA4E6SPvDzh/Xu82dL8oLD479zb6xtU7ft6x/39xl3rBz3d2X45KHhEV05Z0OoZb79xw/qY5fMHzdt+tLtk+b7lyvG35hMbErw3p8+NPp50ca9ksbOu8oAChOfNHztpqXjV+Ifyz+fuUa3PLZVktR7cEjv++nDkqTPXOndRD2+aZ8u829q1u85UGfrGjtrev0bzTlrkq+UIKYE8odAOQcuS7D2aqF/oaolqGCuFW99pCqQmb5s8gW0YjjEaEJZqaT701c8Gvh9d//4YLdSk/nohr1aUzVq1pl3erV0W6qChP+87rFY01pLpZZv7priDglacfK5szQ3hgDkrT+cOfq556C3z+5Ysm102voOL4haurUr1PL6h8bfVHb1DmrKtOmauWoseL9olnejMrMqoK9YsqVLq3Z6o609tnmvuvoGx50/SfvIxXMDpx8YGNaMOuduUqbdMrlJSdx+XVUb34zhGjewlelLtoQ7dlpRxkCZl1FRdATKObAhRE1IswXobYu3NvfDAEs274ttWVL9YDtpB2q0q/zCtYsCp0vjX6pa7teo76uqRV6XcHvcsnoqoWF7b160ZdK0SnBby1Bl6NgJTwzuXOYF3f965eQbrJ/+PlwzmjSt7QguU9bs2q8vpnRDV8+eOF9QDBBne9g8PyEDwhrr9YIbl6gIlHNgd0++XsKaKKnTKsu3v2vdd6za0VPzN0PD2dWUU7RF99im6Dd2QzWehnTk6BzN27EQpcawiBWmnQfi3fdlrDVGvJI4Rirv+1DBHx2BcosmHnTNHINR2hmnqVKDfHAwWoAY58sbcSyqlWVUv0wY1EQmT9e8ojziJFAIJ55jv/5CntpZnKcgxTi6J+NwR1SV87YoZXrZESjHJI7eGZIQx3m2hiYFkqT9DW5okizSqo+uifu06IFnES4G9ZLYKPlJ7J64lhlrH80IlP+jG0A9BMptLq8BflIaBTV1A6IGl7y0472iB8hpKlOwUoQbiyIiXwEEIVCOCQ3k8yvoZiCLvj25EHuKmA1Z3JSkkU8jMawkyhLSOu+KeIwVGdmNMiNQbtHEcj9vlXwE8K1pdF2nVrd1QUco+RqPRtn4m0da61KtHcT91I0gHlkY6/UCUREoI9fyHi9lcdGrtUoKwNqSPI4a5XueRybb0d3feKYMBN48JbzOPO8noFWjgTIXisgIlNtcO1wb4trGhu2bCVULrwht9tv1KCvLdtcrj4pw/CF5laOgDMd8GZocEiiXXK6P0QwSV7lI1boctZKiRpszkHA/zGW6xGZVu9duNzupv4Ca1npCriiO7Y+6TfWC4XaouEBj1P7mC4FyzDiu81fY1+taLU1/+b0Hmv5t3vK0FRO3pQgXg1bSmOddF0fW53H/NZOmpmu+Gr3HMHE9XCXQRsrQpIlAuUWVsjUvj8ziSEceL3yN7OvNf3+we3sHG8+ERCR6SKd8whTx/CyyElznAbSAQLlkJtZWNDMYQmrX4RBXoLAXqZXbultMTHHUqvkifmpdrRtNgqX21eqNCecl8sEf7S/lI5I2yhiV18dpeU1XmoIe/dQKfCae1NW/bdSNWZic3tlkLwNBZU0lbXl5mtGsLHo4qCVP50sqKUn5IsYNR3gL1u3RYMLvNeRVEZ4QFg3tnptHoBwzrgPFD9yiqN7WMAXQ7v0HE0wN8iiJ4DBPAWda1912usDPW7tHH7tkvl5+6l1ZJyV1C9bt0evOvE/n3rMq66RkxjKq/U0CbZSRqwtWO7v5sa01v9uyt3fStDJcdMvwSCstYU/TZm7y0t4LcV4883oElbm5Q5hjbNaqXSmkJJ9uW7JNkvTzmWsyTkl2qP3NFwLlNpdpoB9jKXDzY1tqfrd7/9hjvEpwGVvfyildkqvTW4Y7dORD+t3DFe/YzeR0K0A2hT12iPVQdATKMctboVD0O9KkLqy1ljsxu6KtPZ3MrvkyX0H3ddD2xB2chM2aWjc+Rc3bMuH+MJ/Mwp0fnEPtqQxPPgmUY1LEmpKkxHlBi7vGNsna2NRr5yov8/mbdPuSbdrcObmZCbIVd9kQ9jhLrT18gS+EZWgDmndcGfOhTKP9pY1AuWQKFbBnWEUU1wVycNhpyrTpGhjKx9vpS7d0ZZ2EEOLo6zs/vTXkNU58ZH1nIsulZjcaBhyJhsMrGaPnbeplZ/H3KIFyi9I65pI61AoVWOdYlr1Z5DVQS9JIG25zEpoJ2lo63loobqKsN85z4r6VO+NbWANl6fIRKBMC5aIIeVc2acCRJNLSQOgiPqUILyjrag4sEeK3WWuHGDGzQKFG5rY0hHWTm9JqrTntRuPx5I6eln5PFkeTxzI3bWVqJkEbZYxK+nFa02VHwY/R+Nt31s+Qet+28tskBOUMFxlUXPbwuqyTUCj1zt+hGAf+oLYYDdE9XK4QKMesDEXg7NUdumjW2qyTEZvgYbrjL4GSvHMuw3GVpVbzr24b5ZzejT6+aV/DefJ6IW71hi/uG8YDA8OxLStM2rjhRVnQRrkN5PUiGJsax/AP7n4y3XQkKHAI65ChUxFqf4pXDk1oHhQ4PHf9JUTd5JKfxYUR9ljNIoDP02mU1xsYFNfYaH+IikC5hmYDpKIdhL9IYPSj0IFblhFezKvOS7B6wf1PZZ2EhtIMAnr6ByPNn0TSkuoJHLWleYxFvVYQBNdXhMqJIspqtD/aKEP7+rwLcV5P7lo14rc+7g35vGFPhv3upvUyX4R5m01S0pviav4x3qqdrb14VDbfvn1F1kmIXQmuO7kRR14mcZOclxvvLLTztiOfCJRb9C+XL0hlPWHL87ABezH6242n0Awc/rmJC2S9n2zc0xtqkSMxdrdc1AtKmunu7htKfB1FDlzjSHqUZRT0kG1JO24zUEEb5TYwY9mOut+v7TiQUkoQh9HHQCHP3bDn+J4DB0MFTF+/eWm4BbaRoKceeStas+g7OI34uwyPReNCTjRv74GB2JbFIVld4TU+M7p6B/XV3y5JP0Ft7rCsE5BXnQeyG0AiTtm8FJO3MGeyuFMYNp+f2N7dVI1q/nO0HPJ0ka6VltK/YJxDm1pootZMjXvez/eREaddPWPXyJ6D0d4FQH212hMff+a9kqTXvPBZ+vRbpkRbpirLTLf8KMPNeNvXKPcPDuvg0OSuf86a/kQGqaktbMEZdsCRXFxsU3okEyVwL8NJ3Q76BsN117Vg/Z5Y1lfEIazbWdzl28KN8Q0HXu9YKspT6vnrwp9XlT1x1/L6T2cR3gUPRH9pu9IEguIqurYPlP/s9Lv1l997YNL0kYhXv1wEngHiCPySGz47JQEraiZXGmVlWkF2Xo+1NC3Z0riPYEnq6U++jXK7i3LYt9JeMcvjnpuh8aJkRyXvwjYZKMrNQpY6Y2zqgsbaPlCWpL29kx8bNVswlvEcT+oaUYRrT/ia/GJsTx4FnmsNMn5HV38iaUlCEZoi5U3ebgazTM018zZoyrTpGhiK8U3gOqZMm64p06bXnYdgNntLNoerLMgaL/NhknwV79kcpKFXmWE1TfxtlNPbFgKv9q7hi3Pb85qP7T7gSLXz7lstSdp/MN2nIzRDy7cPXDhHu/fn/12qMhxHoQJlMzvOzB7yPx9uZneY2Rwz+2yUaWX1ilPv0mevWph1MlBD9QWwcso29UJdXq+kBRNHuZmnojdPaYkqbzW3aXM1Pk+aL+WLfXVZE/TEMw31+tivvlmPu1ikmFWNPi8mm3rW/UknBQoRKJvZcyRdLelof9J/S1rknPsrSR8xs2dEmFYYUYrFgeF0Hok1I89tlNMSFODW7lGg8W+zVrbgJrjlRb4yvgSVIrnQyl7N2zER1sRUF+VYOvncWTW/qy4X71y6XWEvgXPX7m4tUW1i9MW7BA6WiYs8e/pK/dR/OXDu2t3a1e01a3vFaXfp0tnrYl9/EYWpUR6W9DFJ3f7fJ0m60f88W9LUCNOQsCQuJgUp1xNXr8x64IldqWdUMcOGeES9gGQZnMR9s+USWGYrynbjFqQowW3caj3arz78zrxzZegX9T5xaToDdGGyWmNtXfrQep1332r1Dw7rE5cu0N/8+EFJ0sDQiM6e0XrvX23RRtk51+2cqx7G7WhJW/3PnZKOizBtHDM7xcwWmtnCjo6O5rYAdRW9fI/jJEvyMWHFHUu3JZrXM1dxfqShVtCXTVmf/NlbpAAw014vUl53XmrPH98U/MJY2HK5byBcN47I3p+dfrckqSfltvBF0MzLfPslHeV/PsZfRthp4zjnLnHOTXXOTT322GObSEpyytAAvZ6Sb944QWV67LV8bZSfUSVxLkXtkzXJQDepsqLdj6k8lcFLNnc1nqmGZppzlaWW/lXfujvyb8pQA4kxeTqPm9VMoLxI0on+5+MlbYgwDQmbNOBIDMdo0YutoDyomS+Tpud/64t+YQnaF4026dEN8Q0AkbQ87520L2FFPVSnL9ueynryUpPcSFH3I9CMZoawvlrSDDN7q6RXS1ogr4lFmGkooOLfD45xE/5v5rc1v09rwJEy7ZBmtXEe5K2GJmfJkZRumuKMGSsBaN4D5nynDq1q1I92FEWvyJEi1Cg7507y/98o6Z2S5kh6h3NuOOy0uBOfpLyV/UU61kKfGGkNYR1lNS0kKf3auQIdFDFLbBCcvJ34NcS15/MWdFfkM1XB2vE8bMNNTlXY7uGiLTO5njTKrpkaZTnntmmsR4tI04BRIU/Y4ZHWTuzANsotLRFROJdEm/D8FPY5SgoKIMypkPdANMzNwQNP7Gxy2U39rFRGe6iIsWzJKl/zVFY3i5H50FCW5dZ1CzbqT/5vRmbrp9BOXtCLS42yPWrRm233cPEeRO0yXPrEfZbEPkzjIj6pH+Uml9PTn83AI0HCZNvlD69PbNlAmgiUayjqyTqxbdviGMaDj5oVcYYF6zoOxLi0MTW3qaD7vd3k6fwscg8FcaQ8T/uizAaH85PRYe79DtDNGEqCQBmlF9uLMQ0igrQCBgKT5ILTPGVtKmnJ0wY3wNOd/DgkxM5YsqX5LvVQHmVow0+gXBAER81rpY1ylFM8/UEJyiG4e7j6Wxf1fGi1rK63vqTOTc75dJHfQPxoo4zcSSJYK0tAhmwkUUwWqehNYnAbzsniaKorypwf4EkefyWogGxZEj1UjPakkfNjK48IlAuiSIVH2LRmeb6GHm8EULHOvyg43tNXjl4vsk5ByVV6vYhzkaPL5KyPikC5ILLsgD6J0+rJHd3atq8vgSVPtmJbdyrrQYoiHpRha1GaqcHhshM/5yZfzstSE9bZO6D1u4NfUrYJ/7ejvA+2gsbmrt2tWx7bIok2ym0rrQAvSVm3G/rbnzyk3fsHUlnXwcHJY92EbqMc8iQ3y+5CXvxiaLLG3cMVJ2oq4/4po7Su59fO36STz52VaRpalWQwW6RzG8E+cekC/c+NSyRlH2vEgUC5CR/95bzU1xl3AdrTH77rnoKU3aHs6jmoH93zZDJ9ssa/yFJIoqAsQdnbvBi3vQwXsVa099Y3rygBPRCHpkbma3db9ua3RjkPj62yT8F41V0ZXTRrbd15mw0c2jzeSF07ZHe9YCSuQKUd8jGspM7hvJWHeZeHaxhQjRrlAANDI1knIXHtdIHsoeP7XJnc9rSJdsEJRTV5uuHJU1rqKUgyURDUViej0oww7XKFNsol9b0ZT2SdhMQl+ci1TBfO6lO84XalNeBIOqtJzBUhhrZtVLZGHi0ywbK60bkUe/dwcoUJotGknAcXOU9e4Y3mb4zneQKLDKUMzbsIlANcNXdD078twTER6Ko5jYObMjgwMPnFv7BSH3CkoBerhRv3tryMPJ1nSSUljeMpT/k4USsX2DQvzkmchnk/tWkekaysgloEI1AumbAX16gn4Bl3rAw9bzsWoUUNWtOQh8I+zwEhii3upx/N/iZNSZZ3FKXIGwLlNkXgEE7owVPIz6YFDmHN5TIVcdRal+HRajtbvHmfPn/NIg2PhN+PVAygndDrRcyiFiAjEQqnOHFpA2LS8GSKN6pwLsZeL3JaEOQ1XWlJMw79z+se09Z9fdre1acXPefpKa45WJvv+tIpw8t8BMoxc06aMm166Plv9kevQf41unindXGnBg+IR15PpZwma9QhJQh+2k5lCOuUD64yXK9oehGzKI+vJKm3hZfHguThkXUZ7iCbkX5x4OVz3rO7BOUkMtDKYbOpsze2dLQq2umZ/smct0Am58VZYVViA0Y+jI5AOWZJHYRRCo+e/sGG8+StcMyrvAehZZCnI7GZ06LRT5o9hmqlJU/5lVdb9+V3UKh6KsdKFsVOu1Zw5NFYn8ec7XlAoFxC+3pDBMoppANoB0W+mOU16cRskx12SDKZ0swhkFBSQtlc52nB8q1d+uCFc9QX85PatJWpe7gy3IARKMcsDxeegeHyjyyYhbw8sspHKpClPDSxyrNmyuEHntgZf0Ji9MyjDo/8m53d/VqyeV8CqWnt+Fu5rVufufKRwFFwG8VVX7zusZrfnXnnSi3evE9LtiSxzYhqZMQVuiKhgkA5ZnPX7klkubEfasU/dnMn7QKhBDfqkvJxc9lIFmksQr6USSuDDe0/OKRTf7dMvQNDsaQlrnP75HNn6QMXzolnYTH65i1LNWtVh1Zu7570XVAN5J79B0c/D2XUUxSiK8s1ikC5ZMIPOEJhE0aUmruscjTvtYtFOtaSSGvceyfOG7Iy1PYEGUl5uy55cK2uW7BJV87ZMOm7LHM4ysviUY7TNIeEn79uj9541v26e/kOb92hlpFAwgquss/SzJuy7AcC5YxldaEqywHczir7sEiBaFHVCwyyyP087fMkyhLnWltu2uXbsL/CrPrFb0UzeZXmrfmyLV2SpIUbOr1157teILeyyrYytFGmH2XErgTnRa6Rvclppnaem878Cb1LYtp3Y11vjberpz+eFUj6t6sfVf9gcu+f5KXcrhVY1dtVV81Zrxc8+6hkEpSBLGp/k1KGp1YEykBMUhtwJJ3VpCaN2tE81cC2qjxbkqCUM6lWkHlwcKSpG9ugG7bHN6X/glom3dRN/HtC0BiU12fcsTLRNKWtLH0eFzv1Y2h6kbG4DySThQrYkgzqSnADOSYntSxB8lID1EiRjodmLkyNftPso8d6y42rXXqBdk0kaQYYv5y9bmy9Max2yrTpOv/+1Q3n+58bFmv97gOtr7COWodulo/T8/5OBsqHQDljWQURvYPF7mcSY7hwNEYeBYuj/MljrVeaTYUvmrVWT+3cL6n1vIhylN7y+FZ99qpHW1qf1OTNYQYXrko6i1JBgHI0u5AIlAsj7rIhybKGggxAltK+QFd62Zi42qjJiFpTWz2wRu/AkK6as77pbS/TzWQeb96yNtaEhbyJijbKGUsmqGx8IiQVzC7evE/fum1FMgtP2ZRp03VolkNQtYmil9uN0h9/93AxLivHAUUracvvViXn+zOe1DXzN+qFz3m63vnq42rOd/uSbTrhZc/Tsc84sul1NQro/+qc30de5p79B/Xwmt2Nh4SPvGRIVe2e2/HkaBE1ym0qqcLm27eXI0iuGK56hpuXAiYv6SijZvI2qf3Bfm5e2nk3Wls3MR0phuydvQOSpP46zer29Q7o//3m8XFNNurlVbP5uHVfX+TffP7aRfrS9Yu1o2t8TyGjzVoqaQlRyzOxdnyQ0WozUZYijEA5orlrd8e6vLABa9gaYCcXqnCL8ogvUu0zV/fUULPSvmjelC+jgdmE8s+59IKFyiP1Q+ocHAN+wLi9K3ogG7SuOG3b5wXIQyPjg9obFm6WJHX0eKPzhRpwZEKun3vvqtYTmKIydQ9XBgTKEc1eHW+gHFaUwDbMuRWlRQEnK5KUxuGV5yYGKL5aNcppqtd92thMlQ/5vdOq1Va6lXN49Y6epn+bpaKXWmWJHQiUIyrCBTfcwZnfghLRULuYb3HvnzjLoLJcyCYKW+MZV17W2sdpZu9ooFxvHv//oPQGTUss/VZpLzt5DXv9JiQTVSqaKe+QNgLlqGIuORLpRznDYL6k111JeQoqJj/eRTyKkpVx7fOibK8U7XF/2ttV60Up51xqVRKVnjfqPX0MCqabyatW87ey/urlVNo1z127Z3TawNBYM4zR7uGaWF+RjvOk5OGpR1ERKJdQuOtJ+NOFO/h8Ksp+yUMgn2TXV3S3lIxWsjX1XTIahGR3LFTeO67XrK5eX8RBP8v62P74JfNGP481LSlIwZczozcnKe7SIjyBD4NAOaJy7PZoJwtxABJV8gMs9iA9Z9mVx92X9gW6VhCSbiqi1CgXI9h8rGrY7hweZmgTBMoRxX2HncRFJo8XLgDxiatSraxlRfrdw9V4AS3qgCMR11t9Q9BqG+VI683guAmzfWMzJ5kShFWW8oVAOaKy7PiSbAZUnCYYWQpbw9jMjTDnUv6kOYR1tZbb7kY8l6sP10ob5UPqXNUrx/e4Nsp1Ev3AE7uiJShBo2lvg/LOghpxIzMEyr7wb0nHvN6w80V6kaXxvFGWF6VgKsuNRJC8bFrZ8rgIm5NlDVrCa0ljJalLu21tpV3w5NWml47KzUGophchGylX+jDOg9GXFcPUKRc8mB59ObSk52fREChHlFWQcu69q0PNF3bAkSibUbbADOkqe2HfcAjrHDdRjuPcTmLvFq3MGasAnNwjTVqbMhJQWxxOMTI7UionzFzwuDkeRvDdLALliDjIkJa7l28PnF62R4+79wf3m5onWeQ5ZU3y4grI89QTQ7ga5ejLXdexX0RqH4IAABi9SURBVMOjbVoyPDabSDtnUja9XpQFgXJEeT/I+gaGs13/YLbrT1Lal8LPX/tYU7/LukunqGrdEGShuT5l08/v/IRl+ZTZKRDQ60WS+6p6dZWyv975P+x/t2VvtCGs1+zar7f/+EFd8MBTkdMYpKnzLMLLfMUqActhc2evuvoGx00r2KWoJgLljMUd1CxY3xmu6UWE1UapfViza3/4mQsmr+f8xN1TtMIpjeQWpTusMIq2f7MwknImdR7wnopMXOvyrV2RlhM12R09B0c/L9y4V5J059LaN57dEwIZaeyJTv/AyKTvKnZ190uSHl3fGS2BNSzZ7HX7trmzN/RvDg55NwJhrkc///2aptKF5r31hzP13gseyjoZiSBQ9oUtoOIObLN6ZMe1Nrq81NQ2SkY+UjkmJ9nWloYbZH7aAWVa0t6qldu7vfVOyM+d3QeDZve/6580LY5013uqV+9ys3Z3nUqOCQOqxHXYRKnZnr8ufJA+b92exjPlmNV8OTTftu7rU0//5JuxoiNQjiju4zaJMDnuR8FFO1nbRa1a0rwE9HnSru19h4brb/fe3tYvahxvtfOgXmB6yq8WJpSY2l/Ve7IyXOdYqTVEd6uaOXbK9HSoliL3DnfRrLWjnxuVu7+YtUZTpk0fN1R5HhEol1C4phdFPAWzldfat4mpymcqi6GZXZxJ13Eh58vrMRtGM6PcVcq1tMu3SvOFKKvtOTg0aVoc6a4XnNQL3Os9fajU0MbePWoTC8zRe5OFMlpLHeMy13VMfgrxi6pAuZGL/XmzfreqEQLliGK/o453cYksk4LJk9UgBlEVLTYqWnonapT8+LuHC59hRQ6Um/GDu1dJyu5msdJWuaLerl/XcSDZxEQ0POL0ytPumjR9w+4D+mnlJT437r+WNXNutNP1aDjGi87YU4H4lrl487663//mkXD9cOf9iR+Bsi/sboq/WUM2zSTa7PoZi7wEHRNTMellvpwXOgin3uEWNlYoys1dXC5+cK1GRlLsvHiCRZv2alfPWNvjIgV1QyNOBwMegf/6kU2jn+MuW/LUrV7RjTQ42Z/a1SNJ+lmMLzpWv0wa5Lt3rhz398ReMSr7PyeX1poIlCPK+w69dv7G2JeZ921OS97yodY1Jm/pzFlyCiOOfEujCUIyT8UmLzVsSDXsXOib2rjTvnFPr3b3jNUqZ9GettldPjwS3E70ktnrWl52LVF7BZHao41yM+5/Ymfd79fvjv8JRmdvtD7wJ/aKUZT7pMOyTkDR5P2iv3VfH+2PE5KXGuWyydfxGj0tSSW/f3BYT+3saWl9ucralGS9zUNVAWfUQCCem6OgaU5mVjdvGr34KcV//btr+Y7IvylKcJW2RmMYxP106ZOXzdecNdF6F9m6L7iXk7wXU9QoR5R1IRxGqJdeIhyaFEyeogTKBUlm22i2Buyrv12id54/u6V1F+WYjdPGPQdyc+GN2rQgqd1VCZLqlfth2sMu8vtqTiKdXGfGNNMkZe+B+rW7cVdIRA2SK/oGhvXpKx7R+t0HCvNsgEA5srwUwbXFPeAIPDWeTOYObZTTlkx+Rx09LUiR2yhPPI7DbsrV8zZkWr619gJWMgmv3DDVy5fBjA+WogRNaWgmL86c0B54orxc8+es2a0HV3forDtXjnZPma+nipMRKPvC7qic708f/SgnIS8n88RkTKx8yEkyR+Ul38okbI1TKnmfs9177fxNmdakD1UFnFkEf0E3ypXsqJcrw8PZ1gSEPabL/AKgc06rA5pbhdHoPicvA4Eceoi3/2o1w8gjAuWI4i5/kyjQDw42LvDmrt0TODJUkP0B/X22ox0h86uRuHZ5zZf54ll8atJOb70avyL0o1z9clUjRa5RbkXYfRLUD2yr1uwaW2bkNsox7K+gZYzVKNdewVCEg6WVp1a/XRiuy7BayhsmSzc/tlXvOn+2bqzKo7hudrd1xXP9alW3H7DH8cQsLYm/zGdml0t6taTpzrmzkl5f0uJ+rP29GU/GujxJ+sRlC0LN9+bvPRBqvnPuij+NRZRm0DFl2vTAabO/dvKk6Y+s3zvu77zV4OYhNSu2do9+/uCFc3THf5+Y2rq3d8V7Qbhq7gYdeVi4Oo68tVHO28ACH7l4XuzL/OYty0Y/f+eO+o/DJ/rCdY9FXt/EsuLelTsnTfuz0+9u+Luzpj/R1Pqi+tpNS5teXq1ysdG8s1Z1hF5Hlm55bIskaVrVMTQ84nTYoa3dHty5dFtLv2/FwISXRL90/WJ/+liFXr5KqckSDZTN7MOSDnXOnWBmV5jZy51zTyW5zmbV21EHh4bVPzCiAwNDTb2lC8TlzDtX6EOvf5Ekb8CCzZ29mrV617h5si50egeG9I2bxwr6Kx5ery+/4xWhAvifPfCU/vtvXq4DA9GfYsxds1tv+dPnB373yIbO0c/LInRJ5ZzT0i1d+sn9Y8XWDY9uGrd9krS5s1e3L9mmL570J+MeDW/cc0DTl20Pvb6wgvq7DRI2UL5w5uS+Vf/x4rmhfrtu9wHdu2J8uVjpZaFad/+guvuHxs3T1Teoo48Mvgz1thBUF+mxLlAxd+3kF+T+9NTJg8BE9cAT468Rrd6cRDE6WM0E1cNW5+2GfiJLsvbJzH4q6W7n3Awz+7iko5xzVwbNO3XqVLdw4cLE0lJLqwcBkHfvevVxqazn3pX1+/EEgKykVQ62otUy9IXPPkqHHWo6xExm0iFmOsSk1Tvjb2IUp8+8ZYrO+Ps/T329ZrbIOTe10XxJN704WtJW/3OnpDdUf2lmp0g6RZJe8pKXJJwUoD1t6uzNOgkAkKkilIMvfu5R2tzZ/NOQN7/0uRpxTiPOq6V1/v9PP+KwhsNNZ+nEGk8C8yLpQHm/pKP8z8dowsuDzrlLJF0ieTXKCacl0IZz3pfFagEAAJBzSfd6sUhS5a2Z4yVtSHh9AAAAQCySrlG+VdJDZvYCSe+R9JcJrw8AAACIRaI1ys65bkknSZov6WTnXPjXzQEAAIAMJd6PsnNur6Qbk14PAAAAECdG5gMAAAACECgDAAAAAQiUAQAAgAAEygAAAEAAAmUAAAAgAIEyAAAAEIBAGQAAAAhAoAwAAAAEIFAGAAAAAhAoAwAAAAEIlAEAAIAABMoAAABAAHPOZZ0GSZKZdUjamHU6cuz5knZnnYgcI3/qI38aI4/qI38aI4/qI38aI4/qizN//tg5d2yjmXITKKM+M1vonJuadTryivypj/xpjDyqj/xpjDyqj/xpjDyqL4v8oekFAAAAEIBAGQAAAAhAoFwcl2SdgJwjf+ojfxojj+ojfxojj+ojfxojj+pLPX9oowwAAAAEoEYZAAAACECgDAAAAAQgUEbhmNkxWach78yMcxsAUGhmZlmngYtpjpjZm8zsJVmnI6/M7H1mdoek12adljwysz8ys/MkyTk3knV68sjMXpZ1GvLMzN5qZq/POh15ZmZ/b2YXm9nTsk5LHnGONcZ5Vp9/rT9VklwOXqQ7LOsEtDszM+ecM7NfSHqlpHVmNtc5d2XWacsLM/sTSadLOkLSMyU1HEmnTb1Y0t+Z2Qzn3P1mdggB8xgze7Gkc83s6865NZVzL+t05YGZHSHvbfKXSer2j6FfkEcev1brcEm/k9Qn6dvOuf7Kd+SRh3OsPs6z+szsOZKukNQv6Zyq6ZnmDzXKGTKzwyVVaiX6JH1K0mmS3mBmbzSzQzNLXA74+SNJr5f0kHPuE5K+Kuk52aUqP8zs0AnHyNMlbZf0FTN7mnNuhCYY45ws6QWS/lnKR01FjvyBpC3OubfJO8feJ5FHkmRmR0p6unNuQNLDki6VdKKZnWlmL2j3PDKf/+c7JL1QnGPjVOXPMyXt4Dyr6U8krZD0H5LeaGYf9Ct8Ms0fLqIZMbMvSbpW0rfN7GhJfy7pOc65nZIWSPobSX+UYRIz5efPb8zse865m5xzl/tfnSjJ/Hna9vg1sy9IulzSV6omHyPpfElzJf0/qb2bYJjZ68zsq/7nQyUtl/RRSUeb2bv96Zm3f8uKnz9f8/8ckPQXZvYP8s6xpWb2Ab8GrG2Z2Rcl3SzpHL9JwYCk70iaIq+SY5qZvS67FGbLzL4s6QJJn/MnLZH0j+IcG+Xn0U/N7NOSuiS9nvNsjF8OVY6ftfIqxm6X9CpJH5f0M3++zI6jtg00smRmb5D0V5L+1///JHmF8Tf8WW6X9Ap5d1dtV9BU5c+XJZ1gZv9e9fVsSe8ys0PbNQg0s2fKuxh9T9JxZvY5M3uWJCfpj51zZ0v6qJn9zMyel2VaM/YGSZ80s1c654YlPeWc2yTpHkkfNrPDsq6pyNgbJH3CzF7lnNsl6fvymu88S9LVkr4u6d0Zpi9TfpOvv5H0RUlHS/prSfdK+olz7puSvinvKc7L/PnbrZw+TtKHJP1c0tvM7KOSNvjn2L3iHKvOo59Jepe8Y+hceZVgzxbnmSS9U16TwSnOub2Srpd0pXPua5L+VdJf+2UUTS/azFRJNzrntkj6kaR3O+culfRSM3urc65b0kp5TTHa8bFMdf78WNIbq77bJmmxpOdnkbCs+RfjF8g7PtbIq815mqT3+NMHzOwHkp4h6Xjn3J6s0polMztMXpvSGZK+JUnOuR7/69mStsorhNsuwJFq5s8seYHfPc65J+XVDk7NKo05cLykG/zA7xpJ73fOLXPOXW9mR/k3Xx3ymhq0Yzn9KkmPOedWS/qBpNfJe89GkmbKK6vb9hzz/ZnG8ugcec2/9ssLkme0+3nmV/o8TdJSSV+QJOfcNc65q83sSOdcn6T5kl6aYTIJlNNU1eb2SufcTf7n58krbCUvKPyUmV0k6dXyHqG3jRr5c6ykjdWzybv7breLkqpqZ7ZIeomkl/o3E6vlFbx/KO+pxCrn3CvlvwzRThepSptt59yQpN86506VdISZfcD//hDn3EFJd0h6k5kd3U4BTo38OczMPuzPsl3SpWZ2qaRPSJqTTUqz499EyDl3i3PuxqqvnvK/f52km8zsQnltTNsqjyr5I+9m/SQze65zbrm8G/eT/ZuIQXlPRtvuHJPG5dETGsujZZLWy2tmuVvSFe16nlWVQ93y2vx/R9IzzOyv/e/fIulGM/uRvF6uHs8qrRKBcqLM7E/9/w+XJL/wkKSp/iMZSRqSd3GSvBdFvievLeVd8t6wLq0I+bPLn+/Fzrltkn4pqafsAaCZvdb/v3LhHvK/erG8PPl3f/q98mpzbnfO/bFz7gp/+gz//9JepALyaNj/+22SKsfQuRrLqxH//8cl/adz7kDaaU5ThPz5N//7KyWdLS8ofIV/bJVarfPMzN5eKaPktf/f53/eKelMSYskvd0591i6Kc5G5Z2QqnLoSEkL5fVIJEnXyasxfbH/9xK1wTlWLUQeXSvpY5JulVepsVZtcp5J4/KnUg69yf97SF7lxT/6f8+VdKOkTknvdc5tD1xgSgiUE2JmU+V1k/PcSgBoZn9hZrdK+oy8l0Ik6QRJLzazWySdImmTc+5C59zNzrl9Qcsug4j58xIzu1nSpyXJOXeDc66vrAGgmZ1kZr+T13vF4VUX7jeZ2W2S/kvSGZL+yMw+4bfpPk7SW/35Sn9eN8ijW+QdK52S5JxbIGmrmZ1WvQy/F4NSaiJ/tpjZt/2/73TO/dBvt1xaIfLoE5IqzXVOlPQHfjn0BUmLnXNXOOd2Z5L4hJnnSDO7xsz+UBq7yfTL6Tvk9dpwmqTjzeydkl4kqVveTbuccyMlP8eayaMXSjog6a+ccw86584p63kWIn9ulXeD3u//ZJa8poOVSo3rnHPfz8U55tz/3969hdh11QEY//5DTKoi1YpUg0qNES9V6UtSJSqJliK1aY1FKlbq5cX2wWJREXoRsWLE1lsFLwXp2EJ9UKylCpoSjSEpiEbEBlvxWmtrI5omtBJNjH8f1h5zHE/Xmksze+bs7weH6Wz2wMqX6ck656y9dvo4CQ/KpPc3wOXd91+iXOBwwcg5U92xPcCb+x6zffp/ULbp2gls7b4/rft6A+UitAtHzn0ZcBnlna1rgTV9j38ZNprqvj4L2NL32O2zPB7zadQd/xrws9nHJ/UBRPf105SJb3SPL475HdpEmQzuo7yAn+p7/Dbq/zGfPiM/8wpgY99jn/2Y+YNokSLiVcDvsnt1GBHnUf7SX0S5YG8NsD9PvKKayrLP7Zsy87t9jXup2Keu6/NryjsyH6Jc4LCVspZtO/DPzNw7cv7USKtTALK7AcKkWkyjIbBP20IbRcSm0eOTavR5OiLWUj4O/wbl+fleyn7S0yPnz/QJyh7BR7NcgDWxbFS30D69DHaOJv4j2pMtIk6PiH2Uj+mmI2Lm6swzu683Ua78fXTkfxboLkab9EmgfepG+lwC3AKcRrlj5lrKldDXUTZf/1N3/sw6yv8+sWTmPyZ5kvxENJpk9mlbaCNOPA9N9CR5zPP0uizXg/yZsiPBTsqbGqu682fWms6s+c/MPDzhE0AbVSy2z3LmRHnxVgN7MvMK4DbKrhWnU+4us4PS+CLg4935AZN9gdUs9qmb6fM+yqvui4HvAZ/IzOOZuZtyIdG58D8XiQyJjers07agRgN8HroC+DplH/YNlEnN/szcA/yRsrPOUNmobmL7OFFevBd2DygTQYCNlCfcacq6pG/R7WyxEl49PcHsUzfa51bKzR7WA0ciYmt3/CDlI6uhslGdfdpsVDf7eXo1ZZnAX4HLoty46HWUtexDfJ4GG7VMbB8nygswuqtAlk36nxYR27q/+N2UfX4/S5kIbsvMD1PWww2CfeoqfY5TNurfTFk7+Z7uo6xDDG9PbRtV2KfNRnWNPrspd5S7ivImxlcoW1J+oIeh9sZGdUPp48V8cxARL8lyB53ZF1FdSFlr+zBwaWZu7o7vAL6QmXfO/plJZJ+6BfS5C7g+M3dExKmZebinoS8ZG9XZp81GdQt8nr4xM78T5SYiE7m2dpSN6obaZ1X7lGGLiCcDN0XElZm5r7vg7KXAlZS9a2/MzJ0RsS4itlPW3zxAuQMPsLI+Ypgv+9Qtos9DAJP+jzfYqMU+bTaqW0SfPwCs1AnOfNiobsh9fEe5ISLOBT4F/CIzL+2O3Qrszcwvj5x3CuU+968H7gF2DuFCEPvU2afNRnX2abNRnX3abFQ35D5OlGeJiJcDb8/MqyIigDOA+ynra+7OzJsjYnV2dxya9GUDs9mnzj5tNqqzT5uN6uzTZqM6+5zgxXz/bz1wSUSc2b0KeqT7y/98d3xNZh6NAe5F2rFPnX3abFRnnzYb1dmnzUZ19ukMfqIcEc+PiIsj4jndoacAt1O2LSMzD0VEZOZ+yhXR13TnHV/60S49+9TZp81GdfZps1GdfdpsVGefxzfoiXL30cI3gVcCV0fERuCOzHw/MBURb+1Onbno8Xrg7Ih4+kpfczMX9qmzT5uN6uzTZqM6+7TZqM4+dYOcKEfERRHxXsorofsy82rK/cg3ARu6024A3t2tuzkWEU/KzEeB8zPzUD8jXxr2qbNPm43q7NNmozr7tNmozj5zM6jt4bq1NF/tvj0CrAMejohnAHsod5F5dUT8NDN/EhG/Bz4KfCQzjwFkt3B9Etmnzj5tNqqzT5uN6uzTZqM6+8zP0N5R/jfw28x8J/Ax4DXAc4H1mfl34D7KbRfP6M6/Fti19MPsjX3q7NNmozr7tNmozj5tNqqzzzwMbaI8BfwIIDMfAn5J2XD+/IhYT/nl2EJ5hUVmHszMH/Q01j7Yp84+bTaqs0+bjers02ajOvvMw6CWXmTmv+h+OSLiecALMvOciHgbcB3wCPAg8Fh/o+yPfers02ajOvu02ajOPm02qrPP/AxqojwjIqaAY8DdUW7B+GLg+5Rfjgcy80Cf4+ubfers02ajOvu02ajOPm02qrPP3Az2znwRcQHwbWAHcFtm3tLzkJYV+9TZp81GdfZps1GdfdpsVGeftiFPlLcAZwOfGdLVm3Nlnzr7tNmozj5tNqqzT5uN6uzTNuSJcuRQ//BzYJ86+7TZqM4+bTaqs0+bjers0zbYibIkSZJUM7Tt4SRJkqQ5caIsSZIkjeFEWZKWqYg4KyLOmnXsc32NR5KGxjXKkrRMRcS7ADJzut+RSNIwOVGWpGUoIrYD27pvH8zMN3THd2Xm5u6/9wF/AY4CzwZuBm4HpoFTgTszc/vSjlySJocTZUlapsa9ozxronwvsAG4BzgHuAY4DPw8M6cj4sfAeZn5t6UduSRNBtcoS9LKdSAzHwPuB44DQbkN7eURsQt4KrC2v+FJ0sq2qu8BSJIe1xHgmTCvGwP8CrgjM38YEe8ADp7MAUrSJPMdZUlavu4C3hIRe4HXzvFnPgl8sPuZNwIHTtbgJGnSuUZZkiRJGsN3lCVJkqQxnChLkiRJYzhRliRJksZwoixJkiSN4URZkiRJGsOJsiRJkjSGE2VJkiRpjP8Ab/MMPaRLtD4AAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"data['power'].astype('float').plot(figsize=(12,8),title=\"用电功率天数统计\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 开关状态判断\n",
|
|
" - 对于读取的状态数据(1为运行,0为关闭),将数据与最小开启/关闭时间作判断,更正误判状态\n",
|
|
" - 将状态值进行差分,差分结果0为运行,非0值统计为1,代表一次开关状态\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def judge_status(data):\n",
|
|
" count=0\n",
|
|
" last=0\n",
|
|
" for k,v in itertools.groupby(data['status']):\n",
|
|
" #连续相等值长度\n",
|
|
" sequence=len(list(v))\n",
|
|
"\n",
|
|
" #获取该段数据\n",
|
|
" temp=data.iloc[last:count,]\n",
|
|
" if len(temp)==0:\n",
|
|
" continue\n",
|
|
" delta=(temp.index[-1]-temp.index[0]).seconds\n",
|
|
" #判断当前开关状态\n",
|
|
" if k==1:\n",
|
|
" #如果开状态小于设定值,修改这部分状态为关闭\n",
|
|
" if delta<temp['open_time'][0]:\n",
|
|
" data[count:sequence:,]=0\n",
|
|
" elif k==0:\n",
|
|
" if delta<temp['shut_time'][0]:\n",
|
|
" data[count:sequence:,]=1\n",
|
|
" count+=sequence\n",
|
|
" data['diff']=data['status'].diff().fillna(0)\n",
|
|
" data['diff']=data['diff'].apply(lambda x:1 if x!=0 else 0 )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 三、用电时间段频率统计\n",
|
|
"- 将所有用户时间汇总,获取每个小时的数据,开关次数(记录条数)\n",
|
|
"- 汇总7张表(对应6个用户以及总表,每张表24条数据对应24个小时。)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"正在计算building6:空气处理装置 \n",
|
|
"计算完成!\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"result=[]\n",
|
|
"electrical=data.dev_type.unique()\n",
|
|
"for user in users:\n",
|
|
" for e in electrical:\n",
|
|
" print(\"\\r正在计算{}:{}\".format(user,e),end=\" \")\n",
|
|
" #按半小时聚合\n",
|
|
" half_data=data[(data[\"user\"]==user) & (data[\"dev_type\"]==e)]\n",
|
|
" #如果不存在,就跳过\n",
|
|
" if len(half_data)==0:\n",
|
|
" continue\n",
|
|
" judge_status(half_data)\n",
|
|
" hour_agg=half_data.resample(\"0.5H\").sum()\n",
|
|
"\n",
|
|
" user_names=[]\n",
|
|
" switches=[]\n",
|
|
" hours=[]\n",
|
|
" types=[]\n",
|
|
" for hour in range(48):\n",
|
|
" h=int(hour/2)\n",
|
|
" m=(hour%2*30)\n",
|
|
" temp=hour_agg[(hour_agg.index.hour==h) & (hour_agg.index.minute==m)]\n",
|
|
" switch=temp['diff'].sum()\n",
|
|
" switches.append(switch)\n",
|
|
" types.append(e)\n",
|
|
" user_names.append(user)\n",
|
|
" hours.append(hour)\n",
|
|
" add_df=pd.DataFrame({\n",
|
|
" \"switch\":switches,\n",
|
|
" \"user\":user_names,\n",
|
|
" \"dev_type\":types,\n",
|
|
" \"hours\":hours\n",
|
|
" })\n",
|
|
" result.append(add_df)\n",
|
|
"print(\"\\n计算完成!\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(0, 48)"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"res=pd.concat(result)\n",
|
|
"res.to_csv(\"result.csv\",index=None)\n",
|
|
"plt.figure(figsize=(15,8))\n",
|
|
"#根据类型和小时聚合\n",
|
|
"total=res.groupby([\"dev_type\",\"hours\"]).sum()\n",
|
|
"# '''柱状图'''\n",
|
|
"# for e in electrical:\n",
|
|
"# temp=total.loc[(e)]\n",
|
|
"# plt.bar(temp.index,temp.switch,label=e)\n",
|
|
"# plt.ylabel(\"开启总次数\")\n",
|
|
"# plt.xlabel(\"小时\")\n",
|
|
"# plt.legend()\n",
|
|
"\n",
|
|
"'''折线图'''\n",
|
|
"marker=['-.','+-','*-','p-','>-','X-','s-']\n",
|
|
"for e,m in zip(electrical,marker):\n",
|
|
" temp=total.loc[(e)]\n",
|
|
" plt.plot(temp.index,temp.switch,m,label=e)\n",
|
|
" x_major_locator=plt.MultipleLocator(1)\n",
|
|
" ax=plt.gca()\n",
|
|
" #ax为两条坐标轴的实例\n",
|
|
" ax.xaxis.set_major_locator(x_major_locator)\n",
|
|
" plt.ylabel(\"开启总次数\")\n",
|
|
" plt.xlabel(\"小时\")\n",
|
|
" plt.legend()\n",
|
|
"plt.xlim(0,48)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1728x720 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"user_df=res[res[\"dev_type\"]!=\"总\"]\n",
|
|
"users=list(user_df.user.unique())\n",
|
|
"frequency=[]\n",
|
|
"plt.figure(figsize=(24,10))\n",
|
|
"count=1\n",
|
|
"#遍历6个用户,每个用户绘制一张子图\n",
|
|
"for user in users:\n",
|
|
" temp=user_df[user_df[\"user\"]==user]\n",
|
|
" plt.subplot(2,3,count)\n",
|
|
" #遍历该用户的各个电器,用于绘制曲线\n",
|
|
" for d in list(temp.dev_type.unique()):\n",
|
|
" dev=temp[temp[\"dev_type\"]==d]\n",
|
|
" total=dev['switch'].sum()#该电器在所有时段的开启次\n",
|
|
" if total!=0:\n",
|
|
" dev['switch']/=total\n",
|
|
" plt.plot(dev.hours,dev.switch,label=d)\n",
|
|
" \n",
|
|
" plt.title(\"{}电器各时间段使用频率\".format(user))\n",
|
|
" plt.legend()\n",
|
|
" plt.xlabel(\"/半小时\")\n",
|
|
" plt.ylabel(\"使用频率\")\n",
|
|
" count+=1\n",
|
|
" "
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|