813 lines
185 KiB
Plaintext
813 lines
185 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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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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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"outputs": [
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{
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"data": {
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"text/plain": "dict_keys(['浙江秀舟', '武乡西山', '邯郸东郊', '建投遵化'])"
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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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"daily_data = pd.read_excel('data/电厂日数据.xlsx', sheet_name=None)\n",
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"daily_data.keys()"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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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"outputs": [],
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"source": [
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"zjxz_daily = daily_data.get('浙江秀舟')\n",
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"wxxs_daily = daily_data.get('武乡西山')\n",
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"hddj_daily = daily_data.get('邯郸东郊')\n",
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"jtzh_daily = daily_data.get('建投遵化')"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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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"outputs": [
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{
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"data": {
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"text/plain": " days 发电量（千瓦时） 供热量（吉焦） 燃料消耗量（吨） 流量 （m3/h） 氮氧化物浓度(mg/m3) \\\n0 2018-10-01 156796.0 6536.83 323 162345.192917 24.515087 \n1 2018-10-02 133984.0 2484.64 218 140175.330833 18.829456 \n2 2018-10-03 134023.0 3020.83 212 154686.184167 20.891797 \n3 2018-10-04 124765.0 5599.23 223 120345.545833 18.641687 \n4 2018-10-05 134414.0 4702.65 243 162533.103542 22.031219 \n\n 含氧量（%） 温度（℃） 二氧化硫浓度(mg/m3) 烟尘浓度(mg/m3) 发电量（万千瓦时） \n0 9.900000 51.250000 4.721475 0.176932 15.6796 \n1 9.400000 50.679167 3.698115 0.161356 13.3984 \n2 8.550000 52.808333 6.381178 0.117507 13.4023 \n3 10.202083 48.854167 2.393757 0.761287 12.4765 \n4 11.497917 45.783333 0.338422 1.842860 13.4414 ",
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"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量（千瓦时）</th>\n <th>供热量（吉焦）</th>\n <th>燃料消耗量（吨）</th>\n <th>流量 （m3/h）</th>\n <th>氮氧化物浓度(mg/m3)</th>\n <th>含氧量（%）</th>\n <th>温度（℃）</th>\n <th>二氧化硫浓度(mg/m3)</th>\n <th>烟尘浓度(mg/m3)</th>\n <th>发电量（万千瓦时）</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2018-10-01</td>\n <td>156796.0</td>\n <td>6536.83</td>\n <td>323</td>\n <td>162345.192917</td>\n <td>24.515087</td>\n <td>9.900000</td>\n <td>51.250000</td>\n <td>4.721475</td>\n <td>0.176932</td>\n <td>15.6796</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2018-10-02</td>\n <td>133984.0</td>\n <td>2484.64</td>\n <td>218</td>\n <td>140175.330833</td>\n <td>18.829456</td>\n <td>9.400000</td>\n <td>50.679167</td>\n <td>3.698115</td>\n <td>0.161356</td>\n <td>13.3984</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2018-10-03</td>\n <td>134023.0</td>\n <td>3020.83</td>\n <td>212</td>\n <td>154686.184167</td>\n <td>20.891797</td>\n <td>8.550000</td>\n <td>52.808333</td>\n <td>6.381178</td>\n <td>0.117507</td>\n <td>13.4023</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2018-10-04</td>\n <td>124765.0</td>\n <td>5599.23</td>\n <td>223</td>\n <td>120345.545833</td>\n <td>18.641687</td>\n <td>10.202083</td>\n <td>48.854167</td>\n <td>2.393757</td>\n <td>0.761287</td>\n <td>12.4765</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2018-10-05</td>\n <td>134414.0</td>\n <td>4702.65</td>\n <td>243</td>\n <td>162533.103542</td>\n <td>22.031219</td>\n <td>11.497917</td>\n <td>45.783333</td>\n <td>0.338422</td>\n <td>1.842860</td>\n <td>13.4414</td>\n </tr>\n </tbody>\n</table>\n</div>"
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},
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"execution_count": 4,
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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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"zjxz_daily['发电量（万千瓦时）'] = zjxz_daily['发电量（千瓦时）'] / 10000\n",
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"zjxz_daily.head()"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 5,
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"outputs": [],
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"source": [
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"zjxz_daily.rename(columns={'流量 （m3/h）': 'flow', '温度（℃）': 'temperature', '含氧量（%）': 'r_O2'}, inplace=True)\n",
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"zjxz_daily['c_smoke'] = zjxz_daily['flow'] * zjxz_daily['烟尘浓度(mg/m3)']\n",
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"zjxz_daily['c_NO2'] = zjxz_daily['flow'] * zjxz_daily['氮氧化物浓度(mg/m3)']\n",
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"zjxz_daily['c_SO2'] = zjxz_daily['flow'] * zjxz_daily['二氧化硫浓度(mg/m3)']\n",
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"zjxz_daily['num_workers'] = 2\n",
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"zjxz_daily['企业名称'] = '浙江秀舟热电有限公司'"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 6,
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"outputs": [],
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"source": [
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"zjxz_daily_final = zjxz_daily[\n",
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" ['days', '企业名称', 'r_O2', 'temperature', '发电量（万千瓦时）', '供热量（吉焦）', 'c_smoke', 'c_NO2', 'c_SO2', 'flow', 'num_workers', '燃料消耗量（吨）']].copy()"
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],
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}
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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": 7,
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"outputs": [],
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"source": [
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"wxxs_daily.rename(columns={'Unnamed: 0': 'days'}, inplace=True)"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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}
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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": 8,
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"outputs": [],
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"source": [
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"num_cols = [x for x in wxxs_daily.columns if x not in ['days', '企业名称', '机组1_状态', '机组2_状态']]"
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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": 9,
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"outputs": [
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{
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"data": {
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"text/plain": "(112, 23)"
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},
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"execution_count": 9,
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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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"wxxs_daily.dropna(inplace=True)\n",
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"wxxs_daily = wxxs_daily[~((wxxs_daily['机组1_状态'] == '停运') & (wxxs_daily['机组2_状态'] == '停运'))].copy()\n",
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"wxxs_daily.shape"
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],
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"metadata": {
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"collapsed": false,
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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": 10,
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"outputs": [
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{
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"data": {
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"text/plain": "Index(['days', '发电量_1（万千瓦时）', '供热量_1（吉焦）', '燃料消耗量_1（吨）', '发电量_2（万千瓦时）',\n '供热量_2（吉焦）', '燃料消耗量_2（吨）', '企业名称', '发电量（万千瓦时）', '供热量（吉焦）', '燃料消耗量（吨）',\n '机组1_二氧化硫浓度(mg/m3)', '机组1_氮氧化物浓度(mg/m3)', '机组1_烟尘浓度(mg/m3)',\n '机组1_流速(m/s)', '机组1_流量(m3/h)', '机组1_状态', '机组2_二氧化硫浓度(mg/m3)',\n '机组2_氮氧化物浓度(mg/m3)', '机组2_烟尘浓度(mg/m3)', '机组2_流速(m/s)', '机组2_流量(m3/h)',\n '机组2_状态'],\n dtype='object')"
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},
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"execution_count": 10,
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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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"wxxs_daily.columns"
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],
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"metadata": {
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"pycharm": {
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{
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"cell_type": "code",
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"execution_count": 11,
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"outputs": [
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{
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"data": {
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"text/plain": " days 发电量_1（万千瓦时） 供热量_1（吉焦） 燃料消耗量_1（吨） 发电量_2（万千瓦时） 供热量_2（吉焦） \\\n0 2021-01-01 952 11032.5 5478.8 893 0.0 \n1 2021-01-02 1127 11180.5 6125.4 1061 0.0 \n2 2021-01-03 1051 11197.7 5717.6 1053 0.0 \n3 2021-01-04 1179 11146.6 6172.5 1237 0.0 \n4 2021-01-05 1142 10922.4 6053.3 1082 0.0 \n.. ... ... ... ... ... ... \n111 2021-04-22 0 0.0 0.0 910 0.0 \n112 2021-04-23 0 0.0 0.0 978 0.0 \n113 2021-04-24 0 0.0 0.0 1000 0.0 \n114 2021-04-25 0 0.0 0.0 912 0.0 \n115 2021-04-26 0 0.0 0.0 913 0.0 \n\n 燃料消耗量_2（吨） 企业名称 发电量（万千瓦时） 供热量（吉焦） ... 机组2_烟尘浓度(mg/m3) \\\n0 4689.7 武乡西山发电有限责任公司 1845 11032.5 ... 2.25 \n1 5455.5 武乡西山发电有限责任公司 2188 11180.5 ... 2.37 \n2 4060.5 武乡西山发电有限责任公司 2104 11197.7 ... 2.38 \n3 5574.7 武乡西山发电有限责任公司 2416 11146.6 ... 2.39 \n4 6363.9 武乡西山发电有限责任公司 2224 10922.4 ... 2.42 \n.. ... ... ... ... ... ... \n111 4857.5 武乡西山发电有限责任公司 910 0.0 ... 1.35 \n112 4662.7 武乡西山发电有限责任公司 978 0.0 ... 1.56 \n113 5105.5 武乡西山发电有限责任公司 1000 0.0 ... 1.58 \n114 5133.1 武乡西山发电有限责任公司 912 0.0 ... 1.73 \n115 4615.6 武乡西山发电有限责任公司 913 0.0 ... 2.03 \n\n 机组2_流速(m/s) 机组2_流量(m3/h) 机组2_状态 c_smoke c_NO2 \\\n0 5.00 731609.00 正常运行 5.526793e+06 7.328620e+07 \n1 9.18 1326387.42 正常运行 7.281598e+06 9.776706e+07 \n2 9.85 1417186.13 正常运行 7.514610e+06 1.000303e+08 \n3 9.07 1304455.88 正常运行 7.176101e+06 9.310243e+07 \n4 9.71 1390566.88 正常运行 7.495997e+06 9.931573e+07 \n.. ... ... ... ... ... \n111 10.16 1382219.04 正常运行 1.865996e+06 4.958020e+07 \n112 10.63 1448026.88 正常运行 2.258922e+06 5.286746e+07 \n113 10.30 1413869.08 正常运行 2.233913e+06 5.222832e+07 \n114 10.02 1370190.96 正常运行 2.370430e+06 4.853216e+07 \n115 9.59 1316204.83 正常运行 2.671896e+06 4.660681e+07 \n\n c_SO2 flow r_O2 temperature \n0 4.749923e+07 2290111.96 NaN NaN \n1 6.054234e+07 2975016.92 NaN NaN \n2 6.075841e+07 3073868.76 NaN NaN \n3 5.473308e+07 2914952.34 NaN NaN \n4 6.013172e+07 3042896.96 NaN NaN \n.. ... ... ... ... \n111 2.526696e+07 1382219.04 NaN NaN \n112 2.089503e+07 1448026.88 NaN NaN \n113 2.267846e+07 1413869.08 NaN NaN \n114 1.964854e+07 1370190.96 NaN NaN \n115 2.409971e+07 1316204.83 NaN NaN \n\n[112 rows x 29 columns]",
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"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量_1（万千瓦时）</th>\n <th>供热量_1（吉焦）</th>\n <th>燃料消耗量_1（吨）</th>\n <th>发电量_2（万千瓦时）</th>\n <th>供热量_2（吉焦）</th>\n <th>燃料消耗量_2（吨）</th>\n <th>企业名称</th>\n <th>发电量（万千瓦时）</th>\n <th>供热量（吉焦）</th>\n <th>...</th>\n <th>机组2_烟尘浓度(mg/m3)</th>\n <th>机组2_流速(m/s)</th>\n <th>机组2_流量(m3/h)</th>\n <th>机组2_状态</th>\n <th>c_smoke</th>\n <th>c_NO2</th>\n <th>c_SO2</th>\n <th>flow</th>\n <th>r_O2</th>\n <th>temperature</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2021-01-01</td>\n <td>952</td>\n <td>11032.5</td>\n <td>5478.8</td>\n <td>893</td>\n <td>0.0</td>\n <td>4689.7</td>\n <td>武乡西山发电有限责任公司</td>\n <td>1845</td>\n <td>11032.5</td>\n <td>...</td>\n <td>2.25</td>\n <td>5.00</td>\n <td>731609.00</td>\n <td>正常运行</td>\n <td>5.526793e+06</td>\n <td>7.328620e+07</td>\n <td>4.749923e+07</td>\n <td>2290111.96</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2021-01-02</td>\n <td>1127</td>\n <td>11180.5</td>\n <td>6125.4</td>\n <td>1061</td>\n <td>0.0</td>\n <td>5455.5</td>\n <td>武乡西山发电有限责任公司</td>\n <td>2188</td>\n <td>11180.5</td>\n <td>...</td>\n <td>2.37</td>\n <td>9.18</td>\n <td>1326387.42</td>\n <td>正常运行</td>\n <td>7.281598e+06</td>\n <td>9.776706e+07</td>\n <td>6.054234e+07</td>\n <td>2975016.92</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2021-01-03</td>\n <td>1051</td>\n <td>11197.7</td>\n <td>5717.6</td>\n <td>1053</td>\n <td>0.0</td>\n <td>4060.5</td>\n <td>武乡西山发电有限责任公司</td>\n <td>2104</td>\n <td>11197.7</td>\n <td>...</td>\n <td>2.38</td>\n <td>9.85</td>\n <td>1417186.13</td>\n <td>正常运行</td>\n <td>7.514610e+06</td>\n <td>1.000303e+08</td>\n <td>6.075841e+07</td>\n <td>3073868.76</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2021-01-04</td>\n <td>1179</td>\n <td>11146.6</td>\n <td>6172.5</td>\n <td>1237</td>\n <td>0.0</td>\n <td>5574.7</td>\n <td>武乡西山发电有限责任公司</td>\n <td>2416</td>\n <td>11146.6</td>\n <td>...</td>\n <td>2.39</td>\n <td>9.07</td>\n <td>1304455.88</td>\n <td>正常运行</td>\n <td>7.176101e+06</td>\n <td>9.310243e+07</td>\n <td>5.473308e+07</td>\n <td>2914952.34</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2021-01-05</td>\n <td>1142</td>\n <td>10922.4</td>\n <td>6053.3</td>\n <td>1082</td>\n <td>0.0</td>\n <td>6363.9</td>\n <td>武乡西山发电有限责任公司</td>\n <td>2224</td>\n <td>10922.4</td>\n <td>...</td>\n <td>2.42</td>\n <td>9.71</td>\n <td>1390566.88</td>\n <td>正常运行</td>\n <td>7.495997e+06</td>\n <td>9.931573e+07</td>\n <td>6.013172e+07</td>\n <td>3042896.96</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>111</th>\n <td>2021-04-22</td>\n <td>0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>910</td>\n <td>0.0</td>\n <td>4857.5</td>\n <td>武乡西山发电有限责任公司</td>\n <td>910</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.35</td>\n <td>10.16</td>\n <td>1382219.04</td>\n <td>正常运行</td>\n <td>1.865996e+06</td>\n <td>4.958020e+07</td>\n <td>2.526696e+07</td>\n <td>1382219.04</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>112</th>\n <td>2021-04-23</td>\n <td>0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>978</td>\n <td>0.0</td>\n <td>4662.7</td>\n <td>武乡西山发电有限责任公司</td>\n <td>978</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.56</td>\n <td>10.63</td>\n <td>1448026.88</td>\n <td>正常运行</td>\n <td>2.258922e+06</td>\n <td>5.286746e+07</td>\n <td>2.089503e+07</td>\n <td>1448026.88</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>113</th>\n <td>2021-04-24</td>\n <td>0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1000</td>\n <td>0.0</td>\n <td>5105.5</td>\n <td>武乡西山发电有限责任公司</td>\n <td>1000</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.58</td>\n <td>10.30</td>\n <td>1413869.08</td>\n <td>正常运行</td>\n <td>2.233913e+06</td>\n <td>5.222832e+07</td>\n <td>2.267846e+07</td>\n <td>1413869.08</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>114</th>\n <td>2021-04-25</td>\n <td>0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>912</td>\n <td>0.0</td>\n <td>5133.1</td>\n <td>武乡西山发电有限责任公司</td>\n <td>912</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.73</td>\n <td>10.02</td>\n <td>1370190.96</td>\n <td>正常运行</td>\n <td>2.370430e+06</td>\n <td>4.853216e+07</td>\n <td>1.964854e+07</td>\n <td>1370190.96</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>115</th>\n <td>2021-04-26</td>\n <td>0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>913</td>\n <td>0.0</td>\n <td>4615.6</td>\n <td>武乡西山发电有限责任公司</td>\n <td>913</td>\n <td>0.0</td>\n <td>...</td>\n <td>2.03</td>\n <td>9.59</td>\n <td>1316204.83</td>\n <td>正常运行</td>\n <td>2.671896e+06</td>\n <td>4.660681e+07</td>\n <td>2.409971e+07</td>\n <td>1316204.83</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n </tbody>\n</table>\n<p>112 rows × 29 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"wxxs_daily['c_smoke'] = wxxs_daily['机组1_流量(m3/h)'] * wxxs_daily['机组1_烟尘浓度(mg/m3)'] + wxxs_daily['机组2_流量(m3/h)'] * wxxs_daily['机组2_烟尘浓度(mg/m3)']\n",
|
||
"wxxs_daily['c_NO2'] = wxxs_daily['机组1_流量(m3/h)'] * wxxs_daily['机组1_氮氧化物浓度(mg/m3)'] + wxxs_daily['机组2_流量(m3/h)'] * wxxs_daily['机组2_氮氧化物浓度(mg/m3)']\n",
|
||
"wxxs_daily['c_SO2'] = wxxs_daily['机组1_流量(m3/h)'] * wxxs_daily['机组1_二氧化硫浓度(mg/m3)'] + wxxs_daily['机组2_流量(m3/h)'] * wxxs_daily['机组2_二氧化硫浓度(mg/m3)']\n",
|
||
"wxxs_daily['flow'] = wxxs_daily['机组1_流量(m3/h)'] + wxxs_daily['机组2_流量(m3/h)']\n",
|
||
"wxxs_daily['r_O2'] = np.nan\n",
|
||
"wxxs_daily['temperature'] = np.nan\n",
|
||
"wxxs_daily"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"outputs": [],
|
||
"source": [
|
||
"wxxs_daily['num_workers'] = (wxxs_daily[['机组1_状态', '机组2_状态']] == '正常运行').sum(axis=1).values"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"outputs": [],
|
||
"source": [
|
||
"wxxs_daily_final = wxxs_daily[\n",
|
||
" ['days', '企业名称', 'r_O2', 'temperature', '发电量（万千瓦时）', '供热量（吉焦）', 'c_smoke', 'c_NO2', 'c_SO2', 'flow', 'num_workers',\n",
|
||
" '燃料消耗量（吨）']].copy()"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "(59, 28)"
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"hddj_daily.rename(columns={'Unnamed: 0': 'days'}, inplace=True)\n",
|
||
"hddj_daily.shape"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "Index(['days', '发电量_1（万千瓦时）', '供热量_1（吉焦）', '燃料消耗量_1（吨）', '发电量_2（万千瓦时）',\n '供热量_2（吉焦）', '燃料消耗量_2（吨）', '企业名称', '机组1_流量 （m3/h）', '机组1_NOx浓度(mg/m3)',\n '机组1_SO2浓度(mg/m3)', '机组1_烟尘浓度(mg/m3)', '机组1_含氧量（%）', '机组1_温度（℃）',\n '机组1_烟气湿度（%）', '机组1_烟气压力（千帕）', '机组1_烟气流速（m/s）', '机组1_状态',\n '机组2_流量 （m3/h）', '机组2_NOx浓度(mg/m3)', '机组2_SO2浓度(mg/m3)',\n '机组2_烟尘浓度(mg/m3)', '机组2_含氧量（%）', '机组2_温度（℃）', '机组2_烟气湿度（%）',\n '机组2_烟气压力（千帕）', '机组2_烟气流速（m/s）', '机组2_状态'],\n dtype='object')"
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"hddj_daily.columns"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " days 发电量_1（万千瓦时） 供热量_1（吉焦） 燃料消耗量_1（吨） 发电量_2（万千瓦时） 供热量_2（吉焦） \\\n0 2022-01-01 494.20 30829 2861 536.50 324 \n1 2022-01-02 554.30 32122 2536 567.90 1008 \n2 2022-01-03 558.30 33451 2911 566.20 1296 \n3 2022-01-04 529.70 33179 3023 563.50 1248 \n4 2022-01-05 563.90 29731 3191 609.30 1362 \n5 2022-01-06 561.00 32505 3357 577.20 1236 \n6 2022-01-07 570.00 33189 3231 579.00 1035 \n7 2022-01-08 526.80 31881 2765 542.90 1323 \n8 2022-01-09 517.10 30799 2574 538.90 1305 \n9 2022-01-10 512.80 29277 2512 483.40 1335 \n10 2022-01-11 521.20 32460 2757 536.10 1299 \n11 2022-01-12 543.32 33593 3132 558.85 1368 \n12 2022-01-13 512.52 33326 2950 527.32 1398 \n13 2022-01-14 495.42 31417 2755 512.83 1536 \n14 2022-01-15 500.06 32434 2834 517.19 1242 \n15 2022-01-16 527.93 31986 3182 542.34 1116 \n16 2022-01-17 496.50 32268 3121 513.14 1362 \n17 2022-01-18 529.31 31814 3241 544.11 1305 \n18 2022-01-19 552.01 30414 3274 565.96 1161 \n19 2022-01-20 544.00 32416 3594 581.34 1329 \n20 2022-01-21 561.29 34300 3891 617.18 1383 \n21 2022-01-22 574.00 38342 4276 585.25 1368 \n22 2022-01-23 534.94 37444 3767 550.24 1242 \n23 2022-01-24 543.91 34539 3175 550.61 1362 \n24 2022-01-25 538.31 36753 3860 551.21 1131 \n25 2022-01-26 529.59 34148 3749 545.59 891 \n26 2022-01-27 525.88 33630 3725 537.33 777 \n27 2022-01-28 545.06 34181 3866 554.88 558 \n28 2022-01-29 522.68 30637 3395 544.47 399 \n29 2022-01-30 509.69 34254 3101 526.92 258 \n30 2022-01-31 516.51 32145 2985 528.13 210 \n31 2022-02-01 500.46 25687 2662 543.60 207 \n32 2022-02-02 477.03 29061 2821 534.40 186 \n33 2022-02-03 439.93 29598 2779 494.86 204 \n34 2022-02-04 452.76 28709 2523 493.99 282 \n35 2022-02-05 508.35 30133 2884 521.49 285 \n36 2022-02-06 485.41 27635 2902 503.13 363 \n37 2022-02-07 469.75 28259 2939 484.85 363 \n38 2022-02-08 452.87 26685 2556 481.92 603 \n39 2022-02-09 470.87 26037 2691 488.17 681 \n40 2022-02-10 490.75 25530 2901 508.89 591 \n41 2022-02-11 467.50 24359 2790 497.45 735 \n42 2022-02-12 446.31 24180 2766 474.04 621 \n43 2022-02-13 466.12 25274 3054 491.41 594 \n44 2022-02-14 464.96 29338 2533 491.96 651 \n45 2022-02-15 466.40 27394 2611 444.04 474 \n46 2022-02-16 493.26 27639 2905 420.10 1074 \n47 2022-02-17 495.53 30228 2894 469.32 1362 \n48 2022-02-18 524.59 28126 3030 531.28 1413 \n49 2022-02-19 466.49 27575 2470 497.11 1317 \n50 2022-02-20 503.46 27424 2799 460.91 1281 \n51 2022-02-21 521.02 26965 3098 482.89 1317 \n52 2022-02-22 528.08 26886 3317 490.45 1314 \n53 2022-02-23 533.95 25022 3174 494.54 1407 \n54 2022-02-24 505.76 26727 3079 527.43 1200 \n55 2022-02-25 445.43 21930 2580 473.06 1368 \n56 2022-02-26 491.01 16645 2733 509.18 1341 \n57 2022-02-27 465.33 17884 2862 500.18 1269 \n58 2022-02-28 487.21 15457 3029 497.76 1236 \n\n 燃料消耗量_2（吨） 企业名称 机组1_流量 （m3/h） 机组1_NOx浓度(mg/m3) ... \\\n0 2752 国电电力邯郸东郊热电有限责任公司 941229.60 18.200375 ... \n1 3086 国电电力邯郸东郊热电有限责任公司 992216.10 19.536458 ... \n2 2914 国电电力邯郸东郊热电有限责任公司 1016053.05 20.577917 ... \n3 2847 国电电力邯郸东郊热电有限责任公司 979135.35 20.397917 ... \n4 3014 国电电力邯郸东郊热电有限责任公司 996159.15 17.955417 ... \n5 3353 国电电力邯郸东郊热电有限责任公司 970119.15 20.292250 ... \n6 3252 国电电力邯郸东郊热电有限责任公司 998681.85 18.996333 ... \n7 2548 国电电力邯郸东郊热电有限责任公司 974497.65 19.103583 ... \n8 2394 国电电力邯郸东郊热电有限责任公司 957560.55 19.974542 ... \n9 2303 国电电力邯郸东郊热电有限责任公司 956263.20 20.450042 ... \n10 2819 国电电力邯郸东郊热电有限责任公司 955973.40 18.979875 ... \n11 2612 国电电力邯郸东郊热电有限责任公司 987528.75 18.116542 ... \n12 2820 国电电力邯郸东郊热电有限责任公司 971672.85 18.861125 ... \n13 2820 国电电力邯郸东郊热电有限责任公司 956458.65 18.336958 ... \n14 2986 国电电力邯郸东郊热电有限责任公司 950168.55 20.059333 ... \n15 3132 国电电力邯郸东郊热电有限责任公司 973078.80 19.974500 ... \n16 2912 国电电力邯郸东郊热电有限责任公司 956802.15 18.879083 ... \n17 3070 国电电力邯郸东郊热电有限责任公司 991453.20 20.236625 ... \n18 3297 国电电力邯郸东郊热电有限责任公司 991811.85 20.144542 ... \n19 3359 国电电力邯郸东郊热电有限责任公司 1005389.55 19.532208 ... \n20 4019 国电电力邯郸东郊热电有限责任公司 1028425.05 19.846833 ... \n21 3923 国电电力邯郸东郊热电有限责任公司 1030724.40 20.398667 ... \n22 3743 国电电力邯郸东郊热电有限责任公司 685315.05 20.195708 ... \n23 3852 国电电力邯郸东郊热电有限责任公司 747819.00 19.783167 ... \n24 3621 国电电力邯郸东郊热电有限责任公司 981332.25 20.899917 ... \n25 3735 国电电力邯郸东郊热电有限责任公司 973191.45 19.605917 ... \n26 3446 国电电力邯郸东郊热电有限责任公司 976386.90 21.139042 ... \n27 3721 国电电力邯郸东郊热电有限责任公司 995228.10 20.381167 ... \n28 3142 国电电力邯郸东郊热电有限责任公司 967837.80 20.602667 ... \n29 2820 国电电力邯郸东郊热电有限责任公司 959857.95 22.424542 ... \n30 2966 国电电力邯郸东郊热电有限责任公司 982636.80 22.933250 ... \n31 2895 国电电力邯郸东郊热电有限责任公司 958825.35 18.983458 ... \n32 2930 国电电力邯郸东郊热电有限责任公司 935412.75 19.692250 ... \n33 2937 国电电力邯郸东郊热电有限责任公司 908839.35 20.232167 ... \n34 2867 国电电力邯郸东郊热电有限责任公司 911025.60 18.351792 ... \n35 2916 国电电力邯郸东郊热电有限责任公司 920823.45 19.440333 ... \n36 2947 国电电力邯郸东郊热电有限责任公司 916121.70 18.340417 ... \n37 2754 国电电力邯郸东郊热电有限责任公司 917169.90 18.995583 ... \n38 2485 国电电力邯郸东郊热电有限责任公司 886401.60 20.192167 ... \n39 2834 国电电力邯郸东郊热电有限责任公司 906835.80 19.853292 ... \n40 3172 国电电力邯郸东郊热电有限责任公司 928945.80 19.825792 ... \n41 2835 国电电力邯郸东郊热电有限责任公司 885137.40 20.022458 ... \n42 2787 国电电力邯郸东郊热电有限责任公司 878793.15 19.901583 ... \n43 2915 国电电力邯郸东郊热电有限责任公司 904216.50 19.563583 ... \n44 2555 国电电力邯郸东郊热电有限责任公司 898221.45 19.591208 ... \n45 2447 国电电力邯郸东郊热电有限责任公司 898496.85 20.304208 ... \n46 2350 国电电力邯郸东郊热电有限责任公司 930371.55 19.781625 ... \n47 2623 国电电力邯郸东郊热电有限责任公司 924087.90 20.751667 ... \n48 2724 国电电力邯郸东郊热电有限责任公司 943475.55 17.547500 ... \n49 2409 国电电力邯郸东郊热电有限责任公司 927422.25 16.901125 ... \n50 2916 国电电力邯郸东郊热电有限责任公司 956680.50 17.790792 ... \n51 2996 国电电力邯郸东郊热电有限责任公司 948743.85 20.735625 ... \n52 3209 国电电力邯郸东郊热电有限责任公司 960633.00 20.336125 ... \n53 2868 国电电力邯郸东郊热电有限责任公司 962487.30 14.817583 ... \n54 2921 国电电力邯郸东郊热电有限责任公司 923360.40 12.179875 ... \n55 2584 国电电力邯郸东郊热电有限责任公司 860085.15 10.475958 ... \n56 2545 国电电力邯郸东郊热电有限责任公司 902073.30 16.492917 ... \n57 2825 国电电力邯郸东郊热电有限责任公司 873491.25 19.575875 ... \n58 2632 国电电力邯郸东郊热电有限责任公司 873223.80 19.886042 ... \n\n 机组2_烟气湿度（%） 机组2_烟气压力（千帕） 机组2_烟气流速（m/s） 机组2_状态 c_smoke \\\n0 14.332542 -0.001208 13.711958 正常运行 3.257517e+06 \n1 13.511000 -0.004167 13.774167 正常运行 3.484952e+06 \n2 13.971208 -0.003500 13.844875 正常运行 3.400451e+06 \n3 13.916375 -0.008208 13.842125 正常运行 3.592141e+06 \n4 14.428917 0.005875 14.311083 正常运行 3.586249e+06 \n5 15.268208 -0.000167 14.131583 正常运行 2.215846e+06 \n6 14.889875 -0.003833 14.068833 正常运行 2.220582e+06 \n7 14.535917 0.001125 13.726083 正常运行 2.188609e+06 \n8 14.305000 -0.008500 13.569167 正常运行 2.169250e+06 \n9 14.191625 -0.030583 12.975792 正常运行 2.183676e+06 \n10 14.764958 -0.029042 13.674167 正常运行 2.485838e+06 \n11 14.263000 -0.015208 13.690458 正常运行 2.649776e+06 \n12 14.442958 -0.022458 13.463542 正常运行 2.820830e+06 \n13 14.328583 -0.026708 13.353708 正常运行 3.077069e+06 \n14 14.199875 -0.017833 13.440708 正常运行 3.123245e+06 \n15 14.185542 -0.014458 13.628750 正常运行 3.072400e+06 \n16 13.929958 -0.020917 13.250917 正常运行 3.049155e+06 \n17 14.144208 -0.004125 13.642042 正常运行 3.533021e+06 \n18 14.787958 -0.029292 13.718750 正常运行 3.315513e+06 \n19 14.510042 -0.025833 13.986250 正常运行 3.289174e+06 \n20 14.936792 -0.005083 14.560750 正常运行 3.916393e+06 \n21 15.098875 -0.022167 14.133250 正常运行 2.963543e+06 \n22 14.761500 -0.027958 13.891958 正常运行 2.249357e+06 \n23 14.277750 -0.015417 13.751458 正常运行 2.795426e+06 \n24 14.441208 -0.008750 13.930542 正常运行 3.282900e+06 \n25 14.133625 -0.019167 13.717375 正常运行 3.859786e+06 \n26 13.993833 -0.019167 13.451958 正常运行 3.684927e+06 \n27 14.186417 -0.007375 13.664208 正常运行 4.163429e+06 \n28 14.288167 -0.012125 13.557125 正常运行 4.084923e+06 \n29 14.165333 -0.019083 13.457583 正常运行 3.480797e+06 \n30 13.787333 -0.011708 13.436125 正常运行 3.887147e+06 \n31 13.722667 -0.020083 13.511750 正常运行 3.383877e+06 \n32 14.131875 -0.013042 13.611125 正常运行 3.049138e+06 \n33 13.783458 -0.020375 13.166667 正常运行 3.341479e+06 \n34 13.776375 -0.031458 13.159875 正常运行 3.128708e+06 \n35 13.928458 -0.020042 13.502917 正常运行 3.111385e+06 \n36 13.860208 -0.019833 13.172083 正常运行 3.455052e+06 \n37 13.576750 -0.021792 12.952875 正常运行 3.439634e+06 \n38 13.721208 -0.025417 12.863625 正常运行 3.257388e+06 \n39 14.036875 -0.026583 12.952667 正常运行 3.433475e+06 \n40 13.953417 -0.011083 13.232667 正常运行 3.066035e+06 \n41 14.210083 -0.011542 13.247875 正常运行 2.696465e+06 \n42 13.956625 -0.018250 12.992667 正常运行 2.753090e+06 \n43 14.427542 -0.037625 13.313500 正常运行 3.269083e+06 \n44 14.049500 -0.044708 13.217542 正常运行 3.087706e+06 \n45 14.077958 -0.049333 12.751083 正常运行 3.037218e+06 \n46 13.875458 -0.062125 12.336333 正常运行 3.084249e+06 \n47 14.031000 -0.041375 12.966167 正常运行 3.212510e+06 \n48 13.987625 -0.024583 13.562792 正常运行 3.050259e+06 \n49 13.605208 -0.032292 13.194958 正常运行 2.740527e+06 \n50 14.403625 -0.016708 13.532375 正常运行 2.996695e+06 \n51 14.083542 -0.014750 13.520000 正常运行 2.960574e+06 \n52 14.153542 -0.018667 13.514750 正常运行 3.110037e+06 \n53 14.195833 -0.019167 13.393625 正常运行 3.387878e+06 \n54 14.195417 -0.010125 13.237458 正常运行 3.054718e+06 \n55 13.771625 -0.005583 12.710292 正常运行 3.373946e+06 \n56 13.873167 0.002500 12.894500 正常运行 3.187907e+06 \n57 13.949583 0.000250 12.880750 正常运行 2.963942e+06 \n58 14.249000 0.008292 12.840625 正常运行 3.560515e+06 \n\n c_NO2 c_SO2 flow r_O2 temperature \n0 3.804381e+07 3.516073e+07 2036233.80 6.983896 49.121292 \n1 4.221547e+07 3.579036e+07 2106074.55 6.522833 48.618542 \n2 4.260501e+07 3.411403e+07 2127569.40 6.717021 48.960354 \n3 3.998053e+07 2.997909e+07 2091564.90 6.815604 49.029333 \n4 3.929008e+07 3.131626e+07 2137312.95 6.755562 49.144292 \n5 3.931515e+07 2.436974e+07 2082375.90 6.824542 50.642187 \n6 3.917723e+07 3.088392e+07 2112319.50 6.709875 50.175917 \n7 3.799830e+07 3.236050e+07 2066828.25 6.825625 49.571188 \n8 3.822554e+07 2.824060e+07 2041423.95 6.856500 49.386896 \n9 3.820367e+07 2.807317e+07 1994067.60 7.151688 49.422646 \n10 3.670131e+07 2.607466e+07 2040290.70 6.904021 49.946958 \n11 3.719654e+07 2.452062e+07 2081641.20 6.605063 49.397167 \n12 3.789349e+07 2.538908e+07 2044506.15 6.918958 49.506000 \n13 3.599071e+07 2.415509e+07 2022557.25 7.130708 49.151625 \n14 3.908984e+07 2.629249e+07 2025448.50 7.077354 48.802750 \n15 3.788218e+07 2.771309e+07 2063515.65 7.021583 49.027646 \n16 3.732636e+07 2.506779e+07 2021291.10 6.905312 48.496542 \n17 4.077926e+07 3.210222e+07 2083759.65 6.787937 48.815833 \n18 4.099829e+07 3.068099e+07 2078882.55 6.750271 49.744854 \n19 4.072550e+07 3.275159e+07 2118676.50 6.830604 49.177000 \n20 4.168427e+07 3.064610e+07 2179366.65 6.640479 49.790083 \n21 4.162003e+07 3.149780e+07 2146024.65 6.572896 49.776083 \n22 3.400526e+07 2.437621e+07 1787562.75 6.958458 49.380604 \n23 3.381377e+07 2.564188e+07 1846524.00 6.968271 48.926375 \n24 4.020975e+07 3.355836e+07 2091790.35 6.788958 49.144958 \n25 3.911198e+07 3.029390e+07 2072011.20 6.913479 49.117188 \n26 3.976530e+07 3.123768e+07 2055897.60 6.820521 48.889979 \n27 4.099262e+07 3.523118e+07 2088629.70 6.632417 49.155354 \n28 4.094954e+07 3.197806e+07 2051150.70 6.914521 49.168250 \n29 4.399487e+07 4.178259e+07 2037258.90 6.831771 49.357229 \n30 4.427475e+07 3.732908e+07 2064487.35 7.017104 48.584083 \n31 4.085998e+07 3.449124e+07 2047852.20 7.464958 48.320896 \n32 3.918686e+07 3.206403e+07 2025385.50 7.444104 48.552771 \n33 3.938607e+07 2.994317e+07 1968999.15 7.629937 48.365687 \n34 3.498011e+07 2.834605e+07 1970188.50 7.782021 48.446104 \n35 3.677589e+07 2.818258e+07 2005648.35 7.184229 49.038479 \n36 3.308199e+07 2.807928e+07 1975579.65 7.313896 48.821979 \n37 3.676384e+07 2.925662e+07 1963510.95 7.419667 48.461833 \n38 3.744135e+07 2.738935e+07 1923192.15 7.390354 48.752333 \n39 3.669136e+07 2.877928e+07 1945687.50 7.280375 49.129250 \n40 3.750276e+07 3.010066e+07 1991943.15 7.293646 48.845062 \n41 3.593293e+07 3.018604e+07 1944751.05 7.397271 48.866104 \n42 3.688195e+07 2.234456e+07 1922297.55 7.691063 48.736104 \n43 3.864251e+07 2.867572e+07 1965252.00 7.748604 49.199021 \n44 3.841128e+07 3.104611e+07 1957558.65 7.621833 48.851146 \n45 3.734639e+07 2.805741e+07 1920186.00 7.697042 49.214938 \n46 3.507652e+07 2.544350e+07 1921440.75 7.688979 48.873500 \n47 3.966341e+07 3.042935e+07 1963527.00 7.333896 48.704292 \n48 3.564007e+07 3.143818e+07 2031894.75 7.328792 48.887729 \n49 3.419912e+07 2.805847e+07 1992640.95 7.855208 48.220813 \n50 3.728772e+07 2.900427e+07 2035819.35 7.383833 48.957958 \n51 4.047547e+07 2.697417e+07 2032423.35 7.010000 48.847854 \n52 4.062912e+07 3.299243e+07 2042738.40 7.273062 48.764396 \n53 3.183804e+07 2.369775e+07 2033981.55 7.224937 48.799562 \n54 2.616740e+07 1.551571e+07 1982798.25 7.190104 48.974646 \n55 2.214439e+07 1.249294e+07 1884392.25 7.462646 48.143604 \n56 3.175337e+07 1.782747e+07 1939395.60 7.310292 48.442021 \n57 3.711246e+07 3.403898e+07 1908718.80 7.521104 48.592125 \n58 3.739143e+07 3.444434e+07 1900445.85 7.381438 49.157917 \n\n[59 rows x 34 columns]",
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"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量_1（万千瓦时）</th>\n <th>供热量_1（吉焦）</th>\n <th>燃料消耗量_1（吨）</th>\n <th>发电量_2（万千瓦时）</th>\n <th>供热量_2（吉焦）</th>\n <th>燃料消耗量_2（吨）</th>\n <th>企业名称</th>\n <th>机组1_流量 （m3/h）</th>\n <th>机组1_NOx浓度(mg/m3)</th>\n <th>...</th>\n <th>机组2_烟气湿度（%）</th>\n <th>机组2_烟气压力（千帕）</th>\n <th>机组2_烟气流速（m/s）</th>\n <th>机组2_状态</th>\n <th>c_smoke</th>\n <th>c_NO2</th>\n <th>c_SO2</th>\n <th>flow</th>\n <th>r_O2</th>\n <th>temperature</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2022-01-01</td>\n <td>494.20</td>\n <td>30829</td>\n <td>2861</td>\n <td>536.50</td>\n <td>324</td>\n <td>2752</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>941229.60</td>\n <td>18.200375</td>\n <td>...</td>\n <td>14.332542</td>\n <td>-0.001208</td>\n <td>13.711958</td>\n <td>正常运行</td>\n <td>3.257517e+06</td>\n <td>3.804381e+07</td>\n <td>3.516073e+07</td>\n <td>2036233.80</td>\n <td>6.983896</td>\n <td>49.121292</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2022-01-02</td>\n <td>554.30</td>\n <td>32122</td>\n <td>2536</td>\n <td>567.90</td>\n <td>1008</td>\n <td>3086</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>992216.10</td>\n <td>19.536458</td>\n <td>...</td>\n <td>13.511000</td>\n <td>-0.004167</td>\n <td>13.774167</td>\n <td>正常运行</td>\n <td>3.484952e+06</td>\n <td>4.221547e+07</td>\n <td>3.579036e+07</td>\n <td>2106074.55</td>\n <td>6.522833</td>\n <td>48.618542</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2022-01-03</td>\n <td>558.30</td>\n <td>33451</td>\n <td>2911</td>\n <td>566.20</td>\n <td>1296</td>\n <td>2914</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>1016053.05</td>\n <td>20.577917</td>\n <td>...</td>\n <td>13.971208</td>\n <td>-0.003500</td>\n <td>13.844875</td>\n <td>正常运行</td>\n <td>3.400451e+06</td>\n <td>4.260501e+07</td>\n <td>3.411403e+07</td>\n <td>2127569.40</td>\n <td>6.717021</td>\n <td>48.960354</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2022-01-04</td>\n <td>529.70</td>\n <td>33179</td>\n <td>3023</td>\n <td>563.50</td>\n <td>1248</td>\n <td>2847</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>979135.35</td>\n <td>20.397917</td>\n <td>...</td>\n <td>13.916375</td>\n <td>-0.008208</td>\n <td>13.842125</td>\n <td>正常运行</td>\n <td>3.592141e+06</td>\n <td>3.998053e+07</td>\n <td>2.997909e+07</td>\n <td>2091564.90</td>\n <td>6.815604</td>\n <td>49.029333</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2022-01-05</td>\n <td>563.90</td>\n <td>29731</td>\n <td>3191</td>\n <td>609.30</td>\n <td>1362</td>\n <td>3014</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>996159.15</td>\n <td>17.955417</td>\n <td>...</td>\n <td>14.428917</td>\n <td>0.005875</td>\n <td>14.311083</td>\n <td>正常运行</td>\n <td>3.586249e+06</td>\n <td>3.929008e+07</td>\n <td>3.131626e+07</td>\n <td>2137312.95</td>\n <td>6.755562</td>\n <td>49.144292</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2022-01-06</td>\n <td>561.00</td>\n <td>32505</td>\n <td>3357</td>\n <td>577.20</td>\n <td>1236</td>\n <td>3353</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>970119.15</td>\n <td>20.292250</td>\n <td>...</td>\n <td>15.268208</td>\n <td>-0.000167</td>\n <td>14.131583</td>\n <td>正常运行</td>\n <td>2.215846e+06</td>\n <td>3.931515e+07</td>\n <td>2.436974e+07</td>\n <td>2082375.90</td>\n <td>6.824542</td>\n <td>50.642187</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2022-01-07</td>\n <td>570.00</td>\n <td>33189</td>\n <td>3231</td>\n <td>579.00</td>\n <td>1035</td>\n <td>3252</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>998681.85</td>\n <td>18.996333</td>\n <td>...</td>\n <td>14.889875</td>\n <td>-0.003833</td>\n <td>14.068833</td>\n <td>正常运行</td>\n <td>2.220582e+06</td>\n <td>3.917723e+07</td>\n <td>3.088392e+07</td>\n <td>2112319.50</td>\n <td>6.709875</td>\n <td>50.175917</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2022-01-08</td>\n <td>526.80</td>\n <td>31881</td>\n <td>2765</td>\n <td>542.90</td>\n <td>1323</td>\n <td>2548</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>974497.65</td>\n <td>19.103583</td>\n <td>...</td>\n <td>14.535917</td>\n <td>0.001125</td>\n <td>13.726083</td>\n <td>正常运行</td>\n <td>2.188609e+06</td>\n <td>3.799830e+07</td>\n <td>3.236050e+07</td>\n <td>2066828.25</td>\n <td>6.825625</td>\n <td>49.571188</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2022-01-09</td>\n <td>517.10</td>\n <td>30799</td>\n <td>2574</td>\n <td>538.90</td>\n <td>1305</td>\n <td>2394</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>957560.55</td>\n <td>19.974542</td>\n <td>...</td>\n <td>14.305000</td>\n <td>-0.008500</td>\n <td>13.569167</td>\n <td>正常运行</td>\n <td>2.169250e+06</td>\n <td>3.822554e+07</td>\n <td>2.824060e+07</td>\n <td>2041423.95</td>\n <td>6.856500</td>\n <td>49.386896</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2022-01-10</td>\n <td>512.80</td>\n <td>29277</td>\n <td>2512</td>\n <td>483.40</td>\n <td>1335</td>\n <td>2303</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>956263.20</td>\n <td>20.450042</td>\n <td>...</td>\n <td>14.191625</td>\n <td>-0.030583</td>\n <td>12.975792</td>\n <td>正常运行</td>\n <td>2.183676e+06</td>\n <td>3.820367e+07</td>\n <td>2.807317e+07</td>\n <td>1994067.60</td>\n <td>7.151688</td>\n <td>49.422646</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2022-01-11</td>\n <td>521.20</td>\n <td>32460</td>\n <td>2757</td>\n <td>536.10</td>\n <td>1299</td>\n <td>2819</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>955973.40</td>\n <td>18.979875</td>\n <td>...</td>\n <td>14.764958</td>\n <td>-0.029042</td>\n <td>13.674167</td>\n <td>正常运行</td>\n <td>2.485838e+06</td>\n <td>3.670131e+07</td>\n <td>2.607466e+07</td>\n <td>2040290.70</td>\n <td>6.904021</td>\n <td>49.946958</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2022-01-12</td>\n <td>543.32</td>\n <td>33593</td>\n <td>3132</td>\n <td>558.85</td>\n <td>1368</td>\n <td>2612</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>987528.75</td>\n <td>18.116542</td>\n <td>...</td>\n <td>14.263000</td>\n <td>-0.015208</td>\n <td>13.690458</td>\n <td>正常运行</td>\n <td>2.649776e+06</td>\n <td>3.719654e+07</td>\n <td>2.452062e+07</td>\n <td>2081641.20</td>\n <td>6.605063</td>\n <td>49.397167</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2022-01-13</td>\n <td>512.52</td>\n <td>33326</td>\n <td>2950</td>\n <td>527.32</td>\n <td>1398</td>\n <td>2820</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>971672.85</td>\n <td>18.861125</td>\n <td>...</td>\n <td>14.442958</td>\n <td>-0.022458</td>\n <td>13.463542</td>\n <td>正常运行</td>\n <td>2.820830e+06</td>\n <td>3.789349e+07</td>\n <td>2.538908e+07</td>\n <td>2044506.15</td>\n <td>6.918958</td>\n <td>49.506000</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2022-01-14</td>\n <td>495.42</td>\n <td>31417</td>\n <td>2755</td>\n <td>512.83</td>\n <td>1536</td>\n <td>2820</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>956458.65</td>\n <td>18.336958</td>\n <td>...</td>\n <td>14.328583</td>\n <td>-0.026708</td>\n <td>13.353708</td>\n <td>正常运行</td>\n <td>3.077069e+06</td>\n <td>3.599071e+07</td>\n <td>2.415509e+07</td>\n <td>2022557.25</td>\n <td>7.130708</td>\n <td>49.151625</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2022-01-15</td>\n <td>500.06</td>\n <td>32434</td>\n <td>2834</td>\n <td>517.19</td>\n <td>1242</td>\n <td>2986</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>950168.55</td>\n <td>20.059333</td>\n <td>...</td>\n <td>14.199875</td>\n <td>-0.017833</td>\n <td>13.440708</td>\n <td>正常运行</td>\n <td>3.123245e+06</td>\n <td>3.908984e+07</td>\n <td>2.629249e+07</td>\n <td>2025448.50</td>\n <td>7.077354</td>\n <td>48.802750</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2022-01-16</td>\n <td>527.93</td>\n <td>31986</td>\n <td>3182</td>\n <td>542.34</td>\n <td>1116</td>\n <td>3132</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>973078.80</td>\n <td>19.974500</td>\n <td>...</td>\n <td>14.185542</td>\n <td>-0.014458</td>\n <td>13.628750</td>\n <td>正常运行</td>\n <td>3.072400e+06</td>\n <td>3.788218e+07</td>\n <td>2.771309e+07</td>\n <td>2063515.65</td>\n <td>7.021583</td>\n <td>49.027646</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2022-01-17</td>\n <td>496.50</td>\n <td>32268</td>\n <td>3121</td>\n <td>513.14</td>\n <td>1362</td>\n <td>2912</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>956802.15</td>\n <td>18.879083</td>\n <td>...</td>\n <td>13.929958</td>\n <td>-0.020917</td>\n <td>13.250917</td>\n <td>正常运行</td>\n <td>3.049155e+06</td>\n <td>3.732636e+07</td>\n <td>2.506779e+07</td>\n <td>2021291.10</td>\n <td>6.905312</td>\n <td>48.496542</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2022-01-18</td>\n <td>529.31</td>\n <td>31814</td>\n <td>3241</td>\n <td>544.11</td>\n <td>1305</td>\n <td>3070</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>991453.20</td>\n <td>20.236625</td>\n <td>...</td>\n <td>14.144208</td>\n <td>-0.004125</td>\n <td>13.642042</td>\n <td>正常运行</td>\n <td>3.533021e+06</td>\n <td>4.077926e+07</td>\n <td>3.210222e+07</td>\n <td>2083759.65</td>\n <td>6.787937</td>\n <td>48.815833</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2022-01-19</td>\n <td>552.01</td>\n <td>30414</td>\n <td>3274</td>\n <td>565.96</td>\n <td>1161</td>\n <td>3297</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>991811.85</td>\n <td>20.144542</td>\n <td>...</td>\n <td>14.787958</td>\n <td>-0.029292</td>\n <td>13.718750</td>\n <td>正常运行</td>\n <td>3.315513e+06</td>\n <td>4.099829e+07</td>\n <td>3.068099e+07</td>\n <td>2078882.55</td>\n <td>6.750271</td>\n <td>49.744854</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-01-20</td>\n <td>544.00</td>\n <td>32416</td>\n <td>3594</td>\n <td>581.34</td>\n <td>1329</td>\n <td>3359</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>1005389.55</td>\n <td>19.532208</td>\n <td>...</td>\n <td>14.510042</td>\n <td>-0.025833</td>\n <td>13.986250</td>\n <td>正常运行</td>\n <td>3.289174e+06</td>\n <td>4.072550e+07</td>\n <td>3.275159e+07</td>\n <td>2118676.50</td>\n <td>6.830604</td>\n <td>49.177000</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2022-01-21</td>\n <td>561.29</td>\n <td>34300</td>\n <td>3891</td>\n <td>617.18</td>\n <td>1383</td>\n <td>4019</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>1028425.05</td>\n <td>19.846833</td>\n <td>...</td>\n <td>14.936792</td>\n <td>-0.005083</td>\n <td>14.560750</td>\n <td>正常运行</td>\n <td>3.916393e+06</td>\n <td>4.168427e+07</td>\n <td>3.064610e+07</td>\n <td>2179366.65</td>\n <td>6.640479</td>\n <td>49.790083</td>\n </tr>\n <tr>\n <th>21</th>\n <td>2022-01-22</td>\n <td>574.00</td>\n <td>38342</td>\n <td>4276</td>\n <td>585.25</td>\n <td>1368</td>\n <td>3923</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>1030724.40</td>\n <td>20.398667</td>\n <td>...</td>\n <td>15.098875</td>\n <td>-0.022167</td>\n <td>14.133250</td>\n <td>正常运行</td>\n <td>2.963543e+06</td>\n <td>4.162003e+07</td>\n <td>3.149780e+07</td>\n <td>2146024.65</td>\n <td>6.572896</td>\n <td>49.776083</td>\n </tr>\n <tr>\n <th>22</th>\n <td>2022-01-23</td>\n <td>534.94</td>\n <td>37444</td>\n <td>3767</td>\n <td>550.24</td>\n <td>1242</td>\n <td>3743</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>685315.05</td>\n <td>20.195708</td>\n <td>...</td>\n <td>14.761500</td>\n <td>-0.027958</td>\n <td>13.891958</td>\n <td>正常运行</td>\n <td>2.249357e+06</td>\n <td>3.400526e+07</td>\n <td>2.437621e+07</td>\n <td>1787562.75</td>\n <td>6.958458</td>\n <td>49.380604</td>\n </tr>\n <tr>\n <th>23</th>\n <td>2022-01-24</td>\n <td>543.91</td>\n <td>34539</td>\n <td>3175</td>\n <td>550.61</td>\n <td>1362</td>\n <td>3852</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>747819.00</td>\n <td>19.783167</td>\n <td>...</td>\n <td>14.277750</td>\n <td>-0.015417</td>\n <td>13.751458</td>\n <td>正常运行</td>\n <td>2.795426e+06</td>\n <td>3.381377e+07</td>\n <td>2.564188e+07</td>\n <td>1846524.00</td>\n <td>6.968271</td>\n <td>48.926375</td>\n </tr>\n <tr>\n <th>24</th>\n <td>2022-01-25</td>\n <td>538.31</td>\n <td>36753</td>\n <td>3860</td>\n <td>551.21</td>\n <td>1131</td>\n <td>3621</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>981332.25</td>\n <td>20.899917</td>\n <td>...</td>\n <td>14.441208</td>\n <td>-0.008750</td>\n <td>13.930542</td>\n <td>正常运行</td>\n <td>3.282900e+06</td>\n <td>4.020975e+07</td>\n <td>3.355836e+07</td>\n <td>2091790.35</td>\n <td>6.788958</td>\n <td>49.144958</td>\n </tr>\n <tr>\n <th>25</th>\n <td>2022-01-26</td>\n <td>529.59</td>\n <td>34148</td>\n <td>3749</td>\n <td>545.59</td>\n <td>891</td>\n <td>3735</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>973191.45</td>\n <td>19.605917</td>\n <td>...</td>\n <td>14.133625</td>\n <td>-0.019167</td>\n <td>13.717375</td>\n <td>正常运行</td>\n <td>3.859786e+06</td>\n <td>3.911198e+07</td>\n <td>3.029390e+07</td>\n <td>2072011.20</td>\n <td>6.913479</td>\n <td>49.117188</td>\n </tr>\n <tr>\n <th>26</th>\n <td>2022-01-27</td>\n <td>525.88</td>\n <td>33630</td>\n <td>3725</td>\n <td>537.33</td>\n <td>777</td>\n <td>3446</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>976386.90</td>\n <td>21.139042</td>\n <td>...</td>\n <td>13.993833</td>\n <td>-0.019167</td>\n <td>13.451958</td>\n <td>正常运行</td>\n <td>3.684927e+06</td>\n <td>3.976530e+07</td>\n <td>3.123768e+07</td>\n <td>2055897.60</td>\n <td>6.820521</td>\n <td>48.889979</td>\n </tr>\n <tr>\n <th>27</th>\n <td>2022-01-28</td>\n <td>545.06</td>\n <td>34181</td>\n <td>3866</td>\n <td>554.88</td>\n <td>558</td>\n <td>3721</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>995228.10</td>\n <td>20.381167</td>\n <td>...</td>\n <td>14.186417</td>\n <td>-0.007375</td>\n <td>13.664208</td>\n <td>正常运行</td>\n <td>4.163429e+06</td>\n <td>4.099262e+07</td>\n <td>3.523118e+07</td>\n <td>2088629.70</td>\n <td>6.632417</td>\n <td>49.155354</td>\n </tr>\n <tr>\n <th>28</th>\n <td>2022-01-29</td>\n <td>522.68</td>\n <td>30637</td>\n <td>3395</td>\n <td>544.47</td>\n <td>399</td>\n <td>3142</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>967837.80</td>\n <td>20.602667</td>\n <td>...</td>\n <td>14.288167</td>\n <td>-0.012125</td>\n <td>13.557125</td>\n <td>正常运行</td>\n <td>4.084923e+06</td>\n <td>4.094954e+07</td>\n <td>3.197806e+07</td>\n <td>2051150.70</td>\n <td>6.914521</td>\n <td>49.168250</td>\n </tr>\n <tr>\n <th>29</th>\n <td>2022-01-30</td>\n <td>509.69</td>\n <td>34254</td>\n <td>3101</td>\n <td>526.92</td>\n <td>258</td>\n <td>2820</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>959857.95</td>\n <td>22.424542</td>\n <td>...</td>\n <td>14.165333</td>\n <td>-0.019083</td>\n <td>13.457583</td>\n <td>正常运行</td>\n <td>3.480797e+06</td>\n <td>4.399487e+07</td>\n <td>4.178259e+07</td>\n <td>2037258.90</td>\n <td>6.831771</td>\n <td>49.357229</td>\n </tr>\n <tr>\n <th>30</th>\n <td>2022-01-31</td>\n <td>516.51</td>\n <td>32145</td>\n <td>2985</td>\n <td>528.13</td>\n <td>210</td>\n <td>2966</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>982636.80</td>\n <td>22.933250</td>\n <td>...</td>\n <td>13.787333</td>\n <td>-0.011708</td>\n <td>13.436125</td>\n <td>正常运行</td>\n <td>3.887147e+06</td>\n <td>4.427475e+07</td>\n <td>3.732908e+07</td>\n <td>2064487.35</td>\n <td>7.017104</td>\n <td>48.584083</td>\n </tr>\n <tr>\n <th>31</th>\n <td>2022-02-01</td>\n <td>500.46</td>\n <td>25687</td>\n <td>2662</td>\n <td>543.60</td>\n <td>207</td>\n <td>2895</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>958825.35</td>\n <td>18.983458</td>\n <td>...</td>\n <td>13.722667</td>\n <td>-0.020083</td>\n <td>13.511750</td>\n <td>正常运行</td>\n <td>3.383877e+06</td>\n <td>4.085998e+07</td>\n <td>3.449124e+07</td>\n <td>2047852.20</td>\n <td>7.464958</td>\n <td>48.320896</td>\n </tr>\n <tr>\n <th>32</th>\n <td>2022-02-02</td>\n <td>477.03</td>\n <td>29061</td>\n <td>2821</td>\n <td>534.40</td>\n <td>186</td>\n <td>2930</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>935412.75</td>\n <td>19.692250</td>\n <td>...</td>\n <td>14.131875</td>\n <td>-0.013042</td>\n <td>13.611125</td>\n <td>正常运行</td>\n <td>3.049138e+06</td>\n <td>3.918686e+07</td>\n <td>3.206403e+07</td>\n <td>2025385.50</td>\n <td>7.444104</td>\n <td>48.552771</td>\n </tr>\n <tr>\n <th>33</th>\n <td>2022-02-03</td>\n <td>439.93</td>\n <td>29598</td>\n <td>2779</td>\n <td>494.86</td>\n <td>204</td>\n <td>2937</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>908839.35</td>\n <td>20.232167</td>\n <td>...</td>\n <td>13.783458</td>\n <td>-0.020375</td>\n <td>13.166667</td>\n <td>正常运行</td>\n <td>3.341479e+06</td>\n <td>3.938607e+07</td>\n <td>2.994317e+07</td>\n <td>1968999.15</td>\n <td>7.629937</td>\n <td>48.365687</td>\n </tr>\n <tr>\n <th>34</th>\n <td>2022-02-04</td>\n <td>452.76</td>\n <td>28709</td>\n <td>2523</td>\n <td>493.99</td>\n <td>282</td>\n <td>2867</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>911025.60</td>\n <td>18.351792</td>\n <td>...</td>\n <td>13.776375</td>\n <td>-0.031458</td>\n <td>13.159875</td>\n <td>正常运行</td>\n <td>3.128708e+06</td>\n <td>3.498011e+07</td>\n <td>2.834605e+07</td>\n <td>1970188.50</td>\n <td>7.782021</td>\n <td>48.446104</td>\n </tr>\n <tr>\n <th>35</th>\n <td>2022-02-05</td>\n <td>508.35</td>\n <td>30133</td>\n <td>2884</td>\n <td>521.49</td>\n <td>285</td>\n <td>2916</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>920823.45</td>\n <td>19.440333</td>\n <td>...</td>\n <td>13.928458</td>\n <td>-0.020042</td>\n <td>13.502917</td>\n <td>正常运行</td>\n <td>3.111385e+06</td>\n <td>3.677589e+07</td>\n <td>2.818258e+07</td>\n <td>2005648.35</td>\n <td>7.184229</td>\n <td>49.038479</td>\n </tr>\n <tr>\n <th>36</th>\n <td>2022-02-06</td>\n <td>485.41</td>\n <td>27635</td>\n <td>2902</td>\n <td>503.13</td>\n <td>363</td>\n <td>2947</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>916121.70</td>\n <td>18.340417</td>\n <td>...</td>\n <td>13.860208</td>\n <td>-0.019833</td>\n <td>13.172083</td>\n <td>正常运行</td>\n <td>3.455052e+06</td>\n <td>3.308199e+07</td>\n <td>2.807928e+07</td>\n <td>1975579.65</td>\n <td>7.313896</td>\n <td>48.821979</td>\n </tr>\n <tr>\n <th>37</th>\n <td>2022-02-07</td>\n <td>469.75</td>\n <td>28259</td>\n <td>2939</td>\n <td>484.85</td>\n <td>363</td>\n <td>2754</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>917169.90</td>\n <td>18.995583</td>\n <td>...</td>\n <td>13.576750</td>\n <td>-0.021792</td>\n <td>12.952875</td>\n <td>正常运行</td>\n <td>3.439634e+06</td>\n <td>3.676384e+07</td>\n <td>2.925662e+07</td>\n <td>1963510.95</td>\n <td>7.419667</td>\n <td>48.461833</td>\n </tr>\n <tr>\n <th>38</th>\n <td>2022-02-08</td>\n <td>452.87</td>\n <td>26685</td>\n <td>2556</td>\n <td>481.92</td>\n <td>603</td>\n <td>2485</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>886401.60</td>\n <td>20.192167</td>\n <td>...</td>\n <td>13.721208</td>\n <td>-0.025417</td>\n <td>12.863625</td>\n <td>正常运行</td>\n <td>3.257388e+06</td>\n <td>3.744135e+07</td>\n <td>2.738935e+07</td>\n <td>1923192.15</td>\n <td>7.390354</td>\n <td>48.752333</td>\n </tr>\n <tr>\n <th>39</th>\n <td>2022-02-09</td>\n <td>470.87</td>\n <td>26037</td>\n <td>2691</td>\n <td>488.17</td>\n <td>681</td>\n <td>2834</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>906835.80</td>\n <td>19.853292</td>\n <td>...</td>\n <td>14.036875</td>\n <td>-0.026583</td>\n <td>12.952667</td>\n <td>正常运行</td>\n <td>3.433475e+06</td>\n <td>3.669136e+07</td>\n <td>2.877928e+07</td>\n <td>1945687.50</td>\n <td>7.280375</td>\n <td>49.129250</td>\n </tr>\n <tr>\n <th>40</th>\n <td>2022-02-10</td>\n <td>490.75</td>\n <td>25530</td>\n <td>2901</td>\n <td>508.89</td>\n <td>591</td>\n <td>3172</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>928945.80</td>\n <td>19.825792</td>\n <td>...</td>\n <td>13.953417</td>\n <td>-0.011083</td>\n <td>13.232667</td>\n <td>正常运行</td>\n <td>3.066035e+06</td>\n <td>3.750276e+07</td>\n <td>3.010066e+07</td>\n <td>1991943.15</td>\n <td>7.293646</td>\n <td>48.845062</td>\n </tr>\n <tr>\n <th>41</th>\n <td>2022-02-11</td>\n <td>467.50</td>\n <td>24359</td>\n <td>2790</td>\n <td>497.45</td>\n <td>735</td>\n <td>2835</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>885137.40</td>\n <td>20.022458</td>\n <td>...</td>\n <td>14.210083</td>\n <td>-0.011542</td>\n <td>13.247875</td>\n <td>正常运行</td>\n <td>2.696465e+06</td>\n <td>3.593293e+07</td>\n <td>3.018604e+07</td>\n <td>1944751.05</td>\n <td>7.397271</td>\n <td>48.866104</td>\n </tr>\n <tr>\n <th>42</th>\n <td>2022-02-12</td>\n <td>446.31</td>\n <td>24180</td>\n <td>2766</td>\n <td>474.04</td>\n <td>621</td>\n <td>2787</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>878793.15</td>\n <td>19.901583</td>\n <td>...</td>\n <td>13.956625</td>\n <td>-0.018250</td>\n <td>12.992667</td>\n <td>正常运行</td>\n <td>2.753090e+06</td>\n <td>3.688195e+07</td>\n <td>2.234456e+07</td>\n <td>1922297.55</td>\n <td>7.691063</td>\n <td>48.736104</td>\n </tr>\n <tr>\n <th>43</th>\n <td>2022-02-13</td>\n <td>466.12</td>\n <td>25274</td>\n <td>3054</td>\n <td>491.41</td>\n <td>594</td>\n <td>2915</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>904216.50</td>\n <td>19.563583</td>\n <td>...</td>\n <td>14.427542</td>\n <td>-0.037625</td>\n <td>13.313500</td>\n <td>正常运行</td>\n <td>3.269083e+06</td>\n <td>3.864251e+07</td>\n <td>2.867572e+07</td>\n <td>1965252.00</td>\n <td>7.748604</td>\n <td>49.199021</td>\n </tr>\n <tr>\n <th>44</th>\n <td>2022-02-14</td>\n <td>464.96</td>\n <td>29338</td>\n <td>2533</td>\n <td>491.96</td>\n <td>651</td>\n <td>2555</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>898221.45</td>\n <td>19.591208</td>\n <td>...</td>\n <td>14.049500</td>\n <td>-0.044708</td>\n <td>13.217542</td>\n <td>正常运行</td>\n <td>3.087706e+06</td>\n <td>3.841128e+07</td>\n <td>3.104611e+07</td>\n <td>1957558.65</td>\n <td>7.621833</td>\n <td>48.851146</td>\n </tr>\n <tr>\n <th>45</th>\n <td>2022-02-15</td>\n <td>466.40</td>\n <td>27394</td>\n <td>2611</td>\n <td>444.04</td>\n <td>474</td>\n <td>2447</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>898496.85</td>\n <td>20.304208</td>\n <td>...</td>\n <td>14.077958</td>\n <td>-0.049333</td>\n <td>12.751083</td>\n <td>正常运行</td>\n <td>3.037218e+06</td>\n <td>3.734639e+07</td>\n <td>2.805741e+07</td>\n <td>1920186.00</td>\n <td>7.697042</td>\n <td>49.214938</td>\n </tr>\n <tr>\n <th>46</th>\n <td>2022-02-16</td>\n <td>493.26</td>\n <td>27639</td>\n <td>2905</td>\n <td>420.10</td>\n <td>1074</td>\n <td>2350</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>930371.55</td>\n <td>19.781625</td>\n <td>...</td>\n <td>13.875458</td>\n <td>-0.062125</td>\n <td>12.336333</td>\n <td>正常运行</td>\n <td>3.084249e+06</td>\n <td>3.507652e+07</td>\n <td>2.544350e+07</td>\n <td>1921440.75</td>\n <td>7.688979</td>\n <td>48.873500</td>\n </tr>\n <tr>\n <th>47</th>\n <td>2022-02-17</td>\n <td>495.53</td>\n <td>30228</td>\n <td>2894</td>\n <td>469.32</td>\n <td>1362</td>\n <td>2623</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>924087.90</td>\n <td>20.751667</td>\n <td>...</td>\n <td>14.031000</td>\n <td>-0.041375</td>\n <td>12.966167</td>\n <td>正常运行</td>\n <td>3.212510e+06</td>\n <td>3.966341e+07</td>\n <td>3.042935e+07</td>\n <td>1963527.00</td>\n <td>7.333896</td>\n <td>48.704292</td>\n </tr>\n <tr>\n <th>48</th>\n <td>2022-02-18</td>\n <td>524.59</td>\n <td>28126</td>\n <td>3030</td>\n <td>531.28</td>\n <td>1413</td>\n <td>2724</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>943475.55</td>\n <td>17.547500</td>\n <td>...</td>\n <td>13.987625</td>\n <td>-0.024583</td>\n <td>13.562792</td>\n <td>正常运行</td>\n <td>3.050259e+06</td>\n <td>3.564007e+07</td>\n <td>3.143818e+07</td>\n <td>2031894.75</td>\n <td>7.328792</td>\n <td>48.887729</td>\n </tr>\n <tr>\n <th>49</th>\n <td>2022-02-19</td>\n <td>466.49</td>\n <td>27575</td>\n <td>2470</td>\n <td>497.11</td>\n <td>1317</td>\n <td>2409</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>927422.25</td>\n <td>16.901125</td>\n <td>...</td>\n <td>13.605208</td>\n <td>-0.032292</td>\n <td>13.194958</td>\n <td>正常运行</td>\n <td>2.740527e+06</td>\n <td>3.419912e+07</td>\n <td>2.805847e+07</td>\n <td>1992640.95</td>\n <td>7.855208</td>\n <td>48.220813</td>\n </tr>\n <tr>\n <th>50</th>\n <td>2022-02-20</td>\n <td>503.46</td>\n <td>27424</td>\n <td>2799</td>\n <td>460.91</td>\n <td>1281</td>\n <td>2916</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>956680.50</td>\n <td>17.790792</td>\n <td>...</td>\n <td>14.403625</td>\n <td>-0.016708</td>\n <td>13.532375</td>\n <td>正常运行</td>\n <td>2.996695e+06</td>\n <td>3.728772e+07</td>\n <td>2.900427e+07</td>\n <td>2035819.35</td>\n <td>7.383833</td>\n <td>48.957958</td>\n </tr>\n <tr>\n <th>51</th>\n <td>2022-02-21</td>\n <td>521.02</td>\n <td>26965</td>\n <td>3098</td>\n <td>482.89</td>\n <td>1317</td>\n <td>2996</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>948743.85</td>\n <td>20.735625</td>\n <td>...</td>\n <td>14.083542</td>\n <td>-0.014750</td>\n <td>13.520000</td>\n <td>正常运行</td>\n <td>2.960574e+06</td>\n <td>4.047547e+07</td>\n <td>2.697417e+07</td>\n <td>2032423.35</td>\n <td>7.010000</td>\n <td>48.847854</td>\n </tr>\n <tr>\n <th>52</th>\n <td>2022-02-22</td>\n <td>528.08</td>\n <td>26886</td>\n <td>3317</td>\n <td>490.45</td>\n <td>1314</td>\n <td>3209</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>960633.00</td>\n <td>20.336125</td>\n <td>...</td>\n <td>14.153542</td>\n <td>-0.018667</td>\n <td>13.514750</td>\n <td>正常运行</td>\n <td>3.110037e+06</td>\n <td>4.062912e+07</td>\n <td>3.299243e+07</td>\n <td>2042738.40</td>\n <td>7.273062</td>\n <td>48.764396</td>\n </tr>\n <tr>\n <th>53</th>\n <td>2022-02-23</td>\n <td>533.95</td>\n <td>25022</td>\n <td>3174</td>\n <td>494.54</td>\n <td>1407</td>\n <td>2868</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>962487.30</td>\n <td>14.817583</td>\n <td>...</td>\n <td>14.195833</td>\n <td>-0.019167</td>\n <td>13.393625</td>\n <td>正常运行</td>\n <td>3.387878e+06</td>\n <td>3.183804e+07</td>\n <td>2.369775e+07</td>\n <td>2033981.55</td>\n <td>7.224937</td>\n <td>48.799562</td>\n </tr>\n <tr>\n <th>54</th>\n <td>2022-02-24</td>\n <td>505.76</td>\n <td>26727</td>\n <td>3079</td>\n <td>527.43</td>\n <td>1200</td>\n <td>2921</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>923360.40</td>\n <td>12.179875</td>\n <td>...</td>\n <td>14.195417</td>\n <td>-0.010125</td>\n <td>13.237458</td>\n <td>正常运行</td>\n <td>3.054718e+06</td>\n <td>2.616740e+07</td>\n <td>1.551571e+07</td>\n <td>1982798.25</td>\n <td>7.190104</td>\n <td>48.974646</td>\n </tr>\n <tr>\n <th>55</th>\n <td>2022-02-25</td>\n <td>445.43</td>\n <td>21930</td>\n <td>2580</td>\n <td>473.06</td>\n <td>1368</td>\n <td>2584</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>860085.15</td>\n <td>10.475958</td>\n <td>...</td>\n <td>13.771625</td>\n <td>-0.005583</td>\n <td>12.710292</td>\n <td>正常运行</td>\n <td>3.373946e+06</td>\n <td>2.214439e+07</td>\n <td>1.249294e+07</td>\n <td>1884392.25</td>\n <td>7.462646</td>\n <td>48.143604</td>\n </tr>\n <tr>\n <th>56</th>\n <td>2022-02-26</td>\n <td>491.01</td>\n <td>16645</td>\n <td>2733</td>\n <td>509.18</td>\n <td>1341</td>\n <td>2545</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>902073.30</td>\n <td>16.492917</td>\n <td>...</td>\n <td>13.873167</td>\n <td>0.002500</td>\n <td>12.894500</td>\n <td>正常运行</td>\n <td>3.187907e+06</td>\n <td>3.175337e+07</td>\n <td>1.782747e+07</td>\n <td>1939395.60</td>\n <td>7.310292</td>\n <td>48.442021</td>\n </tr>\n <tr>\n <th>57</th>\n <td>2022-02-27</td>\n <td>465.33</td>\n <td>17884</td>\n <td>2862</td>\n <td>500.18</td>\n <td>1269</td>\n <td>2825</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>873491.25</td>\n <td>19.575875</td>\n <td>...</td>\n <td>13.949583</td>\n <td>0.000250</td>\n <td>12.880750</td>\n <td>正常运行</td>\n <td>2.963942e+06</td>\n <td>3.711246e+07</td>\n <td>3.403898e+07</td>\n <td>1908718.80</td>\n <td>7.521104</td>\n <td>48.592125</td>\n </tr>\n <tr>\n <th>58</th>\n <td>2022-02-28</td>\n <td>487.21</td>\n <td>15457</td>\n <td>3029</td>\n <td>497.76</td>\n <td>1236</td>\n <td>2632</td>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>873223.80</td>\n <td>19.886042</td>\n <td>...</td>\n <td>14.249000</td>\n <td>0.008292</td>\n <td>12.840625</td>\n <td>正常运行</td>\n <td>3.560515e+06</td>\n <td>3.739143e+07</td>\n <td>3.444434e+07</td>\n <td>1900445.85</td>\n <td>7.381438</td>\n <td>49.157917</td>\n </tr>\n </tbody>\n</table>\n<p>59 rows × 34 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"hddj_daily['c_smoke'] = hddj_daily['机组1_流量 （m3/h）'] * hddj_daily['机组1_烟尘浓度(mg/m3)'] + hddj_daily['机组2_流量 （m3/h）'] * hddj_daily['机组2_烟尘浓度(mg/m3)']\n",
|
||
"hddj_daily['c_NO2'] = hddj_daily['机组1_流量 （m3/h）'] * hddj_daily['机组1_NOx浓度(mg/m3)'] + hddj_daily['机组2_流量 （m3/h）'] * hddj_daily['机组2_NOx浓度(mg/m3)']\n",
|
||
"hddj_daily['c_SO2'] = hddj_daily['机组1_流量 （m3/h）'] * hddj_daily['机组1_SO2浓度(mg/m3)'] + hddj_daily['机组2_流量 （m3/h）'] * hddj_daily['机组2_SO2浓度(mg/m3)']\n",
|
||
"hddj_daily['flow'] = hddj_daily['机组1_流量 （m3/h）'] + hddj_daily['机组2_流量 （m3/h）']\n",
|
||
"hddj_daily['r_O2'] = (hddj_daily['机组1_含氧量（%）'] + hddj_daily['机组2_含氧量（%）']) / 2\n",
|
||
"hddj_daily['temperature'] = (hddj_daily['机组1_温度（℃）'] + hddj_daily['机组2_温度（℃）']) / 2\n",
|
||
"hddj_daily"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"outputs": [],
|
||
"source": [
|
||
"hddj_daily['发电量（万千瓦时）'] = hddj_daily['发电量_1（万千瓦时）'] + hddj_daily['发电量_2（万千瓦时）']\n",
|
||
"hddj_daily['供热量（吉焦）'] = hddj_daily['供热量_1（吉焦）'] + hddj_daily['供热量_2（吉焦）']\n",
|
||
"hddj_daily['燃料消耗量（吨）'] = hddj_daily['燃料消耗量_1（吨）'] = hddj_daily['燃料消耗量_2（吨）']\n",
|
||
"hddj_daily['num_workers'] = (hddj_daily[['机组1_状态', '机组2_状态']] == '正常运行').sum(axis=1).values"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"outputs": [],
|
||
"source": [
|
||
"hddj_daily_final = hddj_daily[\n",
|
||
" ['days', '企业名称', 'r_O2', 'temperature', '发电量（万千瓦时）', '供热量（吉焦）', 'c_smoke', 'c_NO2', 'c_SO2', 'flow', 'num_workers',\n",
|
||
" '燃料消耗量（吨）']].copy()"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "(31, 26)"
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"jtzh_daily.rename(columns={'Unnamed: 0': 'days'}, inplace=True)\n",
|
||
"jtzh_daily['机组1_状态'] = (jtzh_daily['机组1_状态'] == '正常运行') * 1\n",
|
||
"jtzh_daily['机组2_状态'] = (jtzh_daily['机组2_状态'] == '正常运行') * 1\n",
|
||
"jtzh_daily.shape"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "Index(['days', '发电量_1（万千瓦时）', '供热量_1（吉焦）', '燃料消耗量_1（吨）', '发电量_2（万千瓦时）',\n '供热量_2（吉焦）', '燃料消耗量_2（吨）', '企业名称', '机组1_流量 （m3/h）', '机组1_NOx浓度(mg/m3)',\n '机组1_SO2浓度(mg/m3)', '机组1_烟尘浓度(mg/m3)', '机组1_含氧量（%）', '机组1_温度（℃）',\n '机组1_烟气湿度（%）', '机组1_烟气流速（m/s）', '机组1_状态', '机组2_流量 （m3/h）',\n '机组2_NOx浓度(mg/m3)', '机组2_SO2浓度(mg/m3)', '机组2_烟尘浓度(mg/m3)', '机组2_含氧量（%）',\n '机组2_温度（℃）', '机组2_烟气湿度（%）', '机组2_烟气流速（m/s）', '机组2_状态'],\n dtype='object')"
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"jtzh_daily.columns"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "['机组1_NOx浓度(mg/m3)',\n '机组1_SO2浓度(mg/m3)',\n '机组1_烟尘浓度(mg/m3)',\n '机组2_NOx浓度(mg/m3)',\n '机组2_SO2浓度(mg/m3)',\n '机组2_烟尘浓度(mg/m3)']"
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"r_cols = [x for x in jtzh_daily.columns if '浓度' in x]\n",
|
||
"r_cols"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"outputs": [],
|
||
"source": [
|
||
"for col in r_cols:\n",
|
||
" if '机组1' in col:\n",
|
||
" jtzh_daily[col] = jtzh_daily[col] * jtzh_daily['机组1_状态']\n",
|
||
" else:\n",
|
||
" jtzh_daily[col] = jtzh_daily[col] * jtzh_daily['机组2_状态']"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " days 发电量_1（万千瓦时） 供热量_1（吉焦） 燃料消耗量_1（吨） 发电量_2（万千瓦时） 供热量_2（吉焦） \\\n0 2022-05-01 444.630 0 1889 0.000 0 \n1 2022-05-02 516.594 0 2622 0.000 0 \n2 2022-05-03 410.316 0 2233 0.000 0 \n3 2022-05-04 421.908 0 2203 0.000 0 \n4 2022-05-05 486.318 0 2524 0.000 0 \n5 2022-05-06 457.542 0 2343 0.000 0 \n6 2022-05-07 451.140 0 2278 0.000 0 \n7 2022-05-08 484.986 0 1120 218.196 0 \n8 2022-05-09 0.000 0 0 444.756 0 \n9 2022-05-10 0.000 0 0 552.114 0 \n10 2022-05-11 0.000 0 0 481.542 0 \n11 2022-05-12 0.000 0 0 439.788 0 \n12 2022-05-13 0.000 0 0 495.702 0 \n13 2022-05-14 0.000 0 121 486.624 0 \n14 2022-05-15 159.936 0 2251 460.524 0 \n15 2022-05-16 516.192 0 2543 505.578 0 \n16 2022-05-17 432.300 0 2432 432.450 0 \n17 2022-05-18 508.680 0 2810 509.586 0 \n18 2022-05-19 516.066 0 2972 514.404 0 \n19 2022-05-20 517.356 0 2623 514.434 0 \n20 2022-05-21 521.454 0 2759 520.626 0 \n21 2022-05-22 504.798 0 2545 500.040 0 \n22 2022-05-23 587.400 0 3294 584.886 0 \n23 2022-05-24 515.964 0 2633 514.488 0 \n24 2022-05-25 485.346 0 2694 486.474 0 \n25 2022-05-26 503.502 0 2619 501.366 0 \n26 2022-05-27 470.340 0 2510 467.106 0 \n27 2022-05-28 508.644 0 2753 504.900 0 \n28 2022-05-29 460.536 0 1163 462.822 0 \n29 2022-05-30 8.610 0 0 528.960 0 \n30 2022-05-31 0.000 0 0 672.180 0 \n\n 燃料消耗量_2（吨） 企业名称 机组1_流量 （m3/h） 机组1_NOx浓度(mg/m3) ... \\\n0 0 建投遵化热电有限责任公司 820965 12.952083 ... \n1 0 建投遵化热电有限责任公司 907380 14.641667 ... \n2 0 建投遵化热电有限责任公司 771360 14.414167 ... \n3 0 建投遵化热电有限责任公司 780390 14.922500 ... \n4 0 建投遵化热电有限责任公司 870075 14.102917 ... \n5 0 建投遵化热电有限责任公司 816300 14.321667 ... \n6 426 建投遵化热电有限责任公司 804405 16.310833 ... \n7 1873 建投遵化热电有限责任公司 845610 18.585417 ... \n8 2350 建投遵化热电有限责任公司 26370 0.000000 ... \n9 2636 建投遵化热电有限责任公司 269970 -0.000000 ... \n10 2432 建投遵化热电有限责任公司 163470 -0.000000 ... \n11 2099 建投遵化热电有限责任公司 27720 -0.000000 ... \n12 2340 建投遵化热电有限责任公司 50760 -0.000000 ... \n13 2737 建投遵化热电有限责任公司 48540 -0.000000 ... \n14 2461 建投遵化热电有限责任公司 602865 0.000000 ... \n15 2615 建投遵化热电有限责任公司 912705 14.561250 ... \n16 2593 建投遵化热电有限责任公司 816165 13.918333 ... \n17 2871 建投遵化热电有限责任公司 892620 14.547083 ... \n18 2637 建投遵化热电有限责任公司 904860 15.437083 ... \n19 2682 建投遵化热电有限责任公司 906690 13.552917 ... \n20 2581 建投遵化热电有限责任公司 931575 16.459583 ... \n21 2632 建投遵化热电有限责任公司 891885 15.156250 ... \n22 3187 建投遵化热电有限责任公司 1000560 14.451667 ... \n23 2719 建投遵化热电有限责任公司 921300 13.775000 ... \n24 2599 建投遵化热电有限责任公司 867765 15.344167 ... \n25 2794 建投遵化热电有限责任公司 902100 14.439167 ... \n26 2401 建投遵化热电有限责任公司 865320 14.760000 ... \n27 2611 建投遵化热电有限责任公司 925965 15.012917 ... \n28 2846 建投遵化热电有限责任公司 861255 14.035000 ... \n29 2981 建投遵化热电有限责任公司 71640 0.000000 ... \n30 3560 建投遵化热电有限责任公司 53550 -0.000000 ... \n\n 机组2_含氧量（%） 机组2_温度（℃） 机组2_烟气湿度（%） 机组2_烟气流速（m/s） 机组2_状态 c_smoke \\\n0 20.512500 13.150000 0.000000 0.630417 0 1.467475e+06 \n1 20.416667 15.525000 0.000000 0.704583 0 1.558803e+06 \n2 19.479167 22.129167 0.200000 0.722917 0 1.427659e+06 \n3 20.095833 26.258333 0.016667 0.757500 0 1.499975e+06 \n4 20.150000 23.062500 0.212500 0.750000 0 1.724199e+06 \n5 20.308333 15.370833 0.000000 0.590417 0 1.411859e+06 \n6 19.883333 17.375000 0.104167 1.297083 0 1.478429e+06 \n7 10.775000 35.941667 6.804167 7.757917 1 2.396737e+06 \n8 7.158333 44.408333 11.366667 9.436250 1 7.610114e+05 \n9 6.433333 44.408333 11.441667 10.987083 1 1.208959e+06 \n10 6.629167 43.937500 10.600000 9.805833 1 1.065258e+06 \n11 6.604167 43.604167 10.866667 9.228333 1 9.060769e+05 \n12 6.254167 43.504167 10.720833 10.015833 1 1.045388e+06 \n13 6.375000 44.533333 11.595833 10.068750 1 1.115339e+06 \n14 6.437500 44.541667 11.550000 9.954583 1 1.013003e+06 \n15 6.450000 45.491667 12.154167 10.716250 1 2.361479e+06 \n16 6.983333 46.116667 12.208333 9.870833 1 2.255301e+06 \n17 6.391667 44.933333 11.258333 10.660833 1 2.653283e+06 \n18 6.395833 44.466667 11.366667 10.697083 1 2.568589e+06 \n19 6.225000 45.175000 11.695833 10.653333 1 2.593866e+06 \n20 6.458333 45.204167 9.837500 10.888750 1 2.917082e+06 \n21 6.337500 45.016667 10.062500 10.512083 1 2.598573e+06 \n22 5.845833 45.633333 9.937500 11.813750 1 3.329049e+06 \n23 6.166667 45.575000 9.408333 10.788750 1 3.129108e+06 \n24 6.295833 44.412500 8.583333 10.172083 1 2.480569e+06 \n25 6.237500 44.458333 8.741667 10.432917 1 2.614804e+06 \n26 6.329167 44.741667 8.937500 9.993750 1 2.490713e+06 \n27 6.183333 45.587500 9.491667 10.801250 1 2.751636e+06 \n28 6.425000 45.545833 9.350000 10.090000 1 2.485026e+06 \n29 6.162500 45.175000 9.208333 11.002083 1 1.296293e+06 \n30 5.570833 46.100000 9.641667 12.008333 1 1.554891e+06 \n\n c_NO2 c_SO2 flow num_workers \n0 1.063321e+07 1.055453e+07 885255 1 \n1 1.328556e+07 1.074905e+07 978615 1 \n2 1.111851e+07 9.591219e+06 842730 1 \n3 1.164537e+07 1.007516e+07 854175 1 \n4 1.227060e+07 1.193453e+07 943680 1 \n5 1.169078e+07 1.180268e+07 875910 1 \n6 1.312052e+07 1.068216e+07 932910 1 \n7 1.072698e+08 1.611399e+07 1522095 2 \n8 1.081296e+07 1.094166e+07 794745 1 \n9 1.306011e+07 1.314343e+07 1162740 1 \n10 1.209778e+07 1.155961e+07 969720 1 \n11 1.188950e+07 1.051744e+07 785415 1 \n12 1.160185e+07 1.131331e+07 874170 1 \n13 1.296352e+07 1.131637e+07 865140 1 \n14 1.141903e+07 1.151946e+07 1411650 1 \n15 2.686400e+07 2.542802e+07 1774470 2 \n16 2.210454e+07 2.162856e+07 1608390 2 \n17 2.557269e+07 2.404839e+07 1759515 2 \n18 2.660304e+07 2.629089e+07 1776315 2 \n19 2.415307e+07 2.547191e+07 1768695 2 \n20 2.911351e+07 2.318604e+07 1829745 2 \n21 2.747811e+07 2.431197e+07 1758345 2 \n22 3.016544e+07 2.860469e+07 1975185 2 \n23 2.535273e+07 2.322635e+07 1816260 2 \n24 2.632076e+07 2.366318e+07 1721970 2 \n25 2.661596e+07 2.546844e+07 1776525 2 \n26 2.451132e+07 2.202474e+07 1701420 2 \n27 2.783192e+07 2.689073e+07 1821480 2 \n28 2.475814e+07 2.233955e+07 1699200 2 \n29 1.442430e+07 1.434195e+07 986670 1 \n30 1.758048e+07 1.593381e+07 1045770 1 \n\n[31 rows x 31 columns]",
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"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量_1（万千瓦时）</th>\n <th>供热量_1（吉焦）</th>\n <th>燃料消耗量_1（吨）</th>\n <th>发电量_2（万千瓦时）</th>\n <th>供热量_2（吉焦）</th>\n <th>燃料消耗量_2（吨）</th>\n <th>企业名称</th>\n <th>机组1_流量 （m3/h）</th>\n <th>机组1_NOx浓度(mg/m3)</th>\n <th>...</th>\n <th>机组2_含氧量（%）</th>\n <th>机组2_温度（℃）</th>\n <th>机组2_烟气湿度（%）</th>\n <th>机组2_烟气流速（m/s）</th>\n <th>机组2_状态</th>\n <th>c_smoke</th>\n <th>c_NO2</th>\n <th>c_SO2</th>\n <th>flow</th>\n <th>num_workers</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2022-05-01</td>\n <td>444.630</td>\n <td>0</td>\n <td>1889</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>820965</td>\n <td>12.952083</td>\n <td>...</td>\n <td>20.512500</td>\n <td>13.150000</td>\n <td>0.000000</td>\n <td>0.630417</td>\n <td>0</td>\n <td>1.467475e+06</td>\n <td>1.063321e+07</td>\n <td>1.055453e+07</td>\n <td>885255</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2022-05-02</td>\n <td>516.594</td>\n <td>0</td>\n <td>2622</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>907380</td>\n <td>14.641667</td>\n <td>...</td>\n <td>20.416667</td>\n <td>15.525000</td>\n <td>0.000000</td>\n <td>0.704583</td>\n <td>0</td>\n <td>1.558803e+06</td>\n <td>1.328556e+07</td>\n <td>1.074905e+07</td>\n <td>978615</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2022-05-03</td>\n <td>410.316</td>\n <td>0</td>\n <td>2233</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>771360</td>\n <td>14.414167</td>\n <td>...</td>\n <td>19.479167</td>\n <td>22.129167</td>\n <td>0.200000</td>\n <td>0.722917</td>\n <td>0</td>\n <td>1.427659e+06</td>\n <td>1.111851e+07</td>\n <td>9.591219e+06</td>\n <td>842730</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2022-05-04</td>\n <td>421.908</td>\n <td>0</td>\n <td>2203</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>780390</td>\n <td>14.922500</td>\n <td>...</td>\n <td>20.095833</td>\n <td>26.258333</td>\n <td>0.016667</td>\n <td>0.757500</td>\n <td>0</td>\n <td>1.499975e+06</td>\n <td>1.164537e+07</td>\n <td>1.007516e+07</td>\n <td>854175</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2022-05-05</td>\n <td>486.318</td>\n <td>0</td>\n <td>2524</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>870075</td>\n <td>14.102917</td>\n <td>...</td>\n <td>20.150000</td>\n <td>23.062500</td>\n <td>0.212500</td>\n <td>0.750000</td>\n <td>0</td>\n <td>1.724199e+06</td>\n <td>1.227060e+07</td>\n <td>1.193453e+07</td>\n <td>943680</td>\n <td>1</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2022-05-06</td>\n <td>457.542</td>\n <td>0</td>\n <td>2343</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816300</td>\n <td>14.321667</td>\n <td>...</td>\n <td>20.308333</td>\n <td>15.370833</td>\n <td>0.000000</td>\n <td>0.590417</td>\n <td>0</td>\n <td>1.411859e+06</td>\n <td>1.169078e+07</td>\n <td>1.180268e+07</td>\n <td>875910</td>\n <td>1</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2022-05-07</td>\n <td>451.140</td>\n <td>0</td>\n <td>2278</td>\n <td>0.000</td>\n <td>0</td>\n <td>426</td>\n <td>建投遵化热电有限责任公司</td>\n <td>804405</td>\n <td>16.310833</td>\n <td>...</td>\n <td>19.883333</td>\n <td>17.375000</td>\n <td>0.104167</td>\n <td>1.297083</td>\n <td>0</td>\n <td>1.478429e+06</td>\n <td>1.312052e+07</td>\n <td>1.068216e+07</td>\n <td>932910</td>\n <td>1</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2022-05-08</td>\n <td>484.986</td>\n <td>0</td>\n <td>1120</td>\n <td>218.196</td>\n <td>0</td>\n <td>1873</td>\n <td>建投遵化热电有限责任公司</td>\n <td>845610</td>\n <td>18.585417</td>\n <td>...</td>\n <td>10.775000</td>\n <td>35.941667</td>\n <td>6.804167</td>\n <td>7.757917</td>\n <td>1</td>\n <td>2.396737e+06</td>\n <td>1.072698e+08</td>\n <td>1.611399e+07</td>\n <td>1522095</td>\n <td>2</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2022-05-09</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>444.756</td>\n <td>0</td>\n <td>2350</td>\n <td>建投遵化热电有限责任公司</td>\n <td>26370</td>\n <td>0.000000</td>\n <td>...</td>\n <td>7.158333</td>\n <td>44.408333</td>\n <td>11.366667</td>\n <td>9.436250</td>\n <td>1</td>\n <td>7.610114e+05</td>\n <td>1.081296e+07</td>\n <td>1.094166e+07</td>\n <td>794745</td>\n <td>1</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2022-05-10</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>552.114</td>\n <td>0</td>\n <td>2636</td>\n <td>建投遵化热电有限责任公司</td>\n <td>269970</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.433333</td>\n <td>44.408333</td>\n <td>11.441667</td>\n <td>10.987083</td>\n <td>1</td>\n <td>1.208959e+06</td>\n <td>1.306011e+07</td>\n <td>1.314343e+07</td>\n <td>1162740</td>\n <td>1</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2022-05-11</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>481.542</td>\n <td>0</td>\n <td>2432</td>\n <td>建投遵化热电有限责任公司</td>\n <td>163470</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.629167</td>\n <td>43.937500</td>\n <td>10.600000</td>\n <td>9.805833</td>\n <td>1</td>\n <td>1.065258e+06</td>\n <td>1.209778e+07</td>\n <td>1.155961e+07</td>\n <td>969720</td>\n <td>1</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2022-05-12</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>439.788</td>\n <td>0</td>\n <td>2099</td>\n <td>建投遵化热电有限责任公司</td>\n <td>27720</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.604167</td>\n <td>43.604167</td>\n <td>10.866667</td>\n <td>9.228333</td>\n <td>1</td>\n <td>9.060769e+05</td>\n <td>1.188950e+07</td>\n <td>1.051744e+07</td>\n <td>785415</td>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2022-05-13</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>495.702</td>\n <td>0</td>\n <td>2340</td>\n <td>建投遵化热电有限责任公司</td>\n <td>50760</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.254167</td>\n <td>43.504167</td>\n <td>10.720833</td>\n <td>10.015833</td>\n <td>1</td>\n <td>1.045388e+06</td>\n <td>1.160185e+07</td>\n <td>1.131331e+07</td>\n <td>874170</td>\n <td>1</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2022-05-14</td>\n <td>0.000</td>\n <td>0</td>\n <td>121</td>\n <td>486.624</td>\n <td>0</td>\n <td>2737</td>\n <td>建投遵化热电有限责任公司</td>\n <td>48540</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.375000</td>\n <td>44.533333</td>\n <td>11.595833</td>\n <td>10.068750</td>\n <td>1</td>\n <td>1.115339e+06</td>\n <td>1.296352e+07</td>\n <td>1.131637e+07</td>\n <td>865140</td>\n <td>1</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2022-05-15</td>\n <td>159.936</td>\n <td>0</td>\n <td>2251</td>\n <td>460.524</td>\n <td>0</td>\n <td>2461</td>\n <td>建投遵化热电有限责任公司</td>\n <td>602865</td>\n <td>0.000000</td>\n <td>...</td>\n <td>6.437500</td>\n <td>44.541667</td>\n <td>11.550000</td>\n <td>9.954583</td>\n <td>1</td>\n <td>1.013003e+06</td>\n <td>1.141903e+07</td>\n <td>1.151946e+07</td>\n <td>1411650</td>\n <td>1</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2022-05-16</td>\n <td>516.192</td>\n <td>0</td>\n <td>2543</td>\n <td>505.578</td>\n <td>0</td>\n <td>2615</td>\n <td>建投遵化热电有限责任公司</td>\n <td>912705</td>\n <td>14.561250</td>\n <td>...</td>\n <td>6.450000</td>\n <td>45.491667</td>\n <td>12.154167</td>\n <td>10.716250</td>\n <td>1</td>\n <td>2.361479e+06</td>\n <td>2.686400e+07</td>\n <td>2.542802e+07</td>\n <td>1774470</td>\n <td>2</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2022-05-17</td>\n <td>432.300</td>\n <td>0</td>\n <td>2432</td>\n <td>432.450</td>\n <td>0</td>\n <td>2593</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816165</td>\n <td>13.918333</td>\n <td>...</td>\n <td>6.983333</td>\n <td>46.116667</td>\n <td>12.208333</td>\n <td>9.870833</td>\n <td>1</td>\n <td>2.255301e+06</td>\n <td>2.210454e+07</td>\n <td>2.162856e+07</td>\n <td>1608390</td>\n <td>2</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2022-05-18</td>\n <td>508.680</td>\n <td>0</td>\n <td>2810</td>\n <td>509.586</td>\n <td>0</td>\n <td>2871</td>\n <td>建投遵化热电有限责任公司</td>\n <td>892620</td>\n <td>14.547083</td>\n <td>...</td>\n <td>6.391667</td>\n <td>44.933333</td>\n <td>11.258333</td>\n <td>10.660833</td>\n <td>1</td>\n <td>2.653283e+06</td>\n <td>2.557269e+07</td>\n <td>2.404839e+07</td>\n <td>1759515</td>\n <td>2</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2022-05-19</td>\n <td>516.066</td>\n <td>0</td>\n <td>2972</td>\n <td>514.404</td>\n <td>0</td>\n <td>2637</td>\n <td>建投遵化热电有限责任公司</td>\n <td>904860</td>\n <td>15.437083</td>\n <td>...</td>\n <td>6.395833</td>\n <td>44.466667</td>\n <td>11.366667</td>\n <td>10.697083</td>\n <td>1</td>\n <td>2.568589e+06</td>\n <td>2.660304e+07</td>\n <td>2.629089e+07</td>\n <td>1776315</td>\n <td>2</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-05-20</td>\n <td>517.356</td>\n <td>0</td>\n <td>2623</td>\n <td>514.434</td>\n <td>0</td>\n <td>2682</td>\n <td>建投遵化热电有限责任公司</td>\n <td>906690</td>\n <td>13.552917</td>\n <td>...</td>\n <td>6.225000</td>\n <td>45.175000</td>\n <td>11.695833</td>\n <td>10.653333</td>\n <td>1</td>\n <td>2.593866e+06</td>\n <td>2.415307e+07</td>\n <td>2.547191e+07</td>\n <td>1768695</td>\n <td>2</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2022-05-21</td>\n <td>521.454</td>\n <td>0</td>\n <td>2759</td>\n <td>520.626</td>\n <td>0</td>\n <td>2581</td>\n <td>建投遵化热电有限责任公司</td>\n <td>931575</td>\n <td>16.459583</td>\n <td>...</td>\n <td>6.458333</td>\n <td>45.204167</td>\n <td>9.837500</td>\n <td>10.888750</td>\n <td>1</td>\n <td>2.917082e+06</td>\n <td>2.911351e+07</td>\n <td>2.318604e+07</td>\n <td>1829745</td>\n <td>2</td>\n </tr>\n <tr>\n <th>21</th>\n <td>2022-05-22</td>\n <td>504.798</td>\n <td>0</td>\n <td>2545</td>\n <td>500.040</td>\n <td>0</td>\n <td>2632</td>\n <td>建投遵化热电有限责任公司</td>\n <td>891885</td>\n <td>15.156250</td>\n <td>...</td>\n <td>6.337500</td>\n <td>45.016667</td>\n <td>10.062500</td>\n <td>10.512083</td>\n <td>1</td>\n <td>2.598573e+06</td>\n <td>2.747811e+07</td>\n <td>2.431197e+07</td>\n <td>1758345</td>\n <td>2</td>\n </tr>\n <tr>\n <th>22</th>\n <td>2022-05-23</td>\n <td>587.400</td>\n <td>0</td>\n <td>3294</td>\n <td>584.886</td>\n <td>0</td>\n <td>3187</td>\n <td>建投遵化热电有限责任公司</td>\n <td>1000560</td>\n <td>14.451667</td>\n <td>...</td>\n <td>5.845833</td>\n <td>45.633333</td>\n <td>9.937500</td>\n <td>11.813750</td>\n <td>1</td>\n <td>3.329049e+06</td>\n <td>3.016544e+07</td>\n <td>2.860469e+07</td>\n <td>1975185</td>\n <td>2</td>\n </tr>\n <tr>\n <th>23</th>\n <td>2022-05-24</td>\n <td>515.964</td>\n <td>0</td>\n <td>2633</td>\n <td>514.488</td>\n <td>0</td>\n <td>2719</td>\n <td>建投遵化热电有限责任公司</td>\n <td>921300</td>\n <td>13.775000</td>\n <td>...</td>\n <td>6.166667</td>\n <td>45.575000</td>\n <td>9.408333</td>\n <td>10.788750</td>\n <td>1</td>\n <td>3.129108e+06</td>\n <td>2.535273e+07</td>\n <td>2.322635e+07</td>\n <td>1816260</td>\n <td>2</td>\n </tr>\n <tr>\n <th>24</th>\n <td>2022-05-25</td>\n <td>485.346</td>\n <td>0</td>\n <td>2694</td>\n <td>486.474</td>\n <td>0</td>\n <td>2599</td>\n <td>建投遵化热电有限责任公司</td>\n <td>867765</td>\n <td>15.344167</td>\n <td>...</td>\n <td>6.295833</td>\n <td>44.412500</td>\n <td>8.583333</td>\n <td>10.172083</td>\n <td>1</td>\n <td>2.480569e+06</td>\n <td>2.632076e+07</td>\n <td>2.366318e+07</td>\n <td>1721970</td>\n <td>2</td>\n </tr>\n <tr>\n <th>25</th>\n <td>2022-05-26</td>\n <td>503.502</td>\n <td>0</td>\n <td>2619</td>\n <td>501.366</td>\n <td>0</td>\n <td>2794</td>\n <td>建投遵化热电有限责任公司</td>\n <td>902100</td>\n <td>14.439167</td>\n <td>...</td>\n <td>6.237500</td>\n <td>44.458333</td>\n <td>8.741667</td>\n <td>10.432917</td>\n <td>1</td>\n <td>2.614804e+06</td>\n <td>2.661596e+07</td>\n <td>2.546844e+07</td>\n <td>1776525</td>\n <td>2</td>\n </tr>\n <tr>\n <th>26</th>\n <td>2022-05-27</td>\n <td>470.340</td>\n <td>0</td>\n <td>2510</td>\n <td>467.106</td>\n <td>0</td>\n <td>2401</td>\n <td>建投遵化热电有限责任公司</td>\n <td>865320</td>\n <td>14.760000</td>\n <td>...</td>\n <td>6.329167</td>\n <td>44.741667</td>\n <td>8.937500</td>\n <td>9.993750</td>\n <td>1</td>\n <td>2.490713e+06</td>\n <td>2.451132e+07</td>\n <td>2.202474e+07</td>\n <td>1701420</td>\n <td>2</td>\n </tr>\n <tr>\n <th>27</th>\n <td>2022-05-28</td>\n <td>508.644</td>\n <td>0</td>\n <td>2753</td>\n <td>504.900</td>\n <td>0</td>\n <td>2611</td>\n <td>建投遵化热电有限责任公司</td>\n <td>925965</td>\n <td>15.012917</td>\n <td>...</td>\n <td>6.183333</td>\n <td>45.587500</td>\n <td>9.491667</td>\n <td>10.801250</td>\n <td>1</td>\n <td>2.751636e+06</td>\n <td>2.783192e+07</td>\n <td>2.689073e+07</td>\n <td>1821480</td>\n <td>2</td>\n </tr>\n <tr>\n <th>28</th>\n <td>2022-05-29</td>\n <td>460.536</td>\n <td>0</td>\n <td>1163</td>\n <td>462.822</td>\n <td>0</td>\n <td>2846</td>\n <td>建投遵化热电有限责任公司</td>\n <td>861255</td>\n <td>14.035000</td>\n <td>...</td>\n <td>6.425000</td>\n <td>45.545833</td>\n <td>9.350000</td>\n <td>10.090000</td>\n <td>1</td>\n <td>2.485026e+06</td>\n <td>2.475814e+07</td>\n <td>2.233955e+07</td>\n <td>1699200</td>\n <td>2</td>\n </tr>\n <tr>\n <th>29</th>\n <td>2022-05-30</td>\n <td>8.610</td>\n <td>0</td>\n <td>0</td>\n <td>528.960</td>\n <td>0</td>\n <td>2981</td>\n <td>建投遵化热电有限责任公司</td>\n <td>71640</td>\n <td>0.000000</td>\n <td>...</td>\n <td>6.162500</td>\n <td>45.175000</td>\n <td>9.208333</td>\n <td>11.002083</td>\n <td>1</td>\n <td>1.296293e+06</td>\n <td>1.442430e+07</td>\n <td>1.434195e+07</td>\n <td>986670</td>\n <td>1</td>\n </tr>\n <tr>\n <th>30</th>\n <td>2022-05-31</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>672.180</td>\n <td>0</td>\n <td>3560</td>\n <td>建投遵化热电有限责任公司</td>\n <td>53550</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>5.570833</td>\n <td>46.100000</td>\n <td>9.641667</td>\n <td>12.008333</td>\n <td>1</td>\n <td>1.554891e+06</td>\n <td>1.758048e+07</td>\n <td>1.593381e+07</td>\n <td>1045770</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n<p>31 rows × 31 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"jtzh_daily['c_smoke'] = jtzh_daily['机组1_流量 （m3/h）'] * jtzh_daily['机组1_烟尘浓度(mg/m3)'] + jtzh_daily['机组2_流量 （m3/h）'] * jtzh_daily['机组2_烟尘浓度(mg/m3)']\n",
|
||
"jtzh_daily['c_NO2'] = jtzh_daily['机组1_流量 （m3/h）'] * jtzh_daily['机组1_NOx浓度(mg/m3)'] + jtzh_daily['机组2_流量 （m3/h）'] * jtzh_daily['机组2_NOx浓度(mg/m3)']\n",
|
||
"jtzh_daily['c_SO2'] = jtzh_daily['机组1_流量 （m3/h）'] * jtzh_daily['机组1_SO2浓度(mg/m3)'] + jtzh_daily['机组2_流量 （m3/h）'] * jtzh_daily['机组2_SO2浓度(mg/m3)']\n",
|
||
"jtzh_daily['flow'] = jtzh_daily['机组1_流量 （m3/h）'] + jtzh_daily['机组2_流量 （m3/h）']\n",
|
||
"jtzh_daily['num_workers'] = jtzh_daily['机组1_状态'] + jtzh_daily['机组2_状态']\n",
|
||
"jtzh_daily"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " days 发电量_1（万千瓦时） 供热量_1（吉焦） 燃料消耗量_1（吨） 发电量_2（万千瓦时） 供热量_2（吉焦） \\\n0 2022-05-01 444.630 0 1889 0.000 0 \n1 2022-05-02 516.594 0 2622 0.000 0 \n2 2022-05-03 410.316 0 2233 0.000 0 \n3 2022-05-04 421.908 0 2203 0.000 0 \n4 2022-05-05 486.318 0 2524 0.000 0 \n5 2022-05-06 457.542 0 2343 0.000 0 \n6 2022-05-07 451.140 0 2278 0.000 0 \n7 2022-05-08 484.986 0 1120 218.196 0 \n8 2022-05-09 0.000 0 0 444.756 0 \n9 2022-05-10 0.000 0 0 552.114 0 \n10 2022-05-11 0.000 0 0 481.542 0 \n11 2022-05-12 0.000 0 0 439.788 0 \n12 2022-05-13 0.000 0 0 495.702 0 \n13 2022-05-14 0.000 0 121 486.624 0 \n14 2022-05-15 159.936 0 2251 460.524 0 \n15 2022-05-16 516.192 0 2543 505.578 0 \n16 2022-05-17 432.300 0 2432 432.450 0 \n17 2022-05-18 508.680 0 2810 509.586 0 \n18 2022-05-19 516.066 0 2972 514.404 0 \n19 2022-05-20 517.356 0 2623 514.434 0 \n20 2022-05-21 521.454 0 2759 520.626 0 \n21 2022-05-22 504.798 0 2545 500.040 0 \n22 2022-05-23 587.400 0 3294 584.886 0 \n23 2022-05-24 515.964 0 2633 514.488 0 \n24 2022-05-25 485.346 0 2694 486.474 0 \n25 2022-05-26 503.502 0 2619 501.366 0 \n26 2022-05-27 470.340 0 2510 467.106 0 \n27 2022-05-28 508.644 0 2753 504.900 0 \n28 2022-05-29 460.536 0 1163 462.822 0 \n29 2022-05-30 8.610 0 0 528.960 0 \n30 2022-05-31 0.000 0 0 672.180 0 \n\n 燃料消耗量_2（吨） 企业名称 机组1_流量 （m3/h） 机组1_NOx浓度(mg/m3) ... \\\n0 0 建投遵化热电有限责任公司 820965 12.952083 ... \n1 0 建投遵化热电有限责任公司 907380 14.641667 ... \n2 0 建投遵化热电有限责任公司 771360 14.414167 ... \n3 0 建投遵化热电有限责任公司 780390 14.922500 ... \n4 0 建投遵化热电有限责任公司 870075 14.102917 ... \n5 0 建投遵化热电有限责任公司 816300 14.321667 ... \n6 426 建投遵化热电有限责任公司 804405 16.310833 ... \n7 1873 建投遵化热电有限责任公司 845610 18.585417 ... \n8 2350 建投遵化热电有限责任公司 26370 0.000000 ... \n9 2636 建投遵化热电有限责任公司 269970 -0.000000 ... \n10 2432 建投遵化热电有限责任公司 163470 -0.000000 ... \n11 2099 建投遵化热电有限责任公司 27720 -0.000000 ... \n12 2340 建投遵化热电有限责任公司 50760 -0.000000 ... \n13 2737 建投遵化热电有限责任公司 48540 -0.000000 ... \n14 2461 建投遵化热电有限责任公司 602865 0.000000 ... \n15 2615 建投遵化热电有限责任公司 912705 14.561250 ... \n16 2593 建投遵化热电有限责任公司 816165 13.918333 ... \n17 2871 建投遵化热电有限责任公司 892620 14.547083 ... \n18 2637 建投遵化热电有限责任公司 904860 15.437083 ... \n19 2682 建投遵化热电有限责任公司 906690 13.552917 ... \n20 2581 建投遵化热电有限责任公司 931575 16.459583 ... \n21 2632 建投遵化热电有限责任公司 891885 15.156250 ... \n22 3187 建投遵化热电有限责任公司 1000560 14.451667 ... \n23 2719 建投遵化热电有限责任公司 921300 13.775000 ... \n24 2599 建投遵化热电有限责任公司 867765 15.344167 ... \n25 2794 建投遵化热电有限责任公司 902100 14.439167 ... \n26 2401 建投遵化热电有限责任公司 865320 14.760000 ... \n27 2611 建投遵化热电有限责任公司 925965 15.012917 ... \n28 2846 建投遵化热电有限责任公司 861255 14.035000 ... \n29 2981 建投遵化热电有限责任公司 71640 0.000000 ... \n30 3560 建投遵化热电有限责任公司 53550 -0.000000 ... \n\n 机组2_含氧量（%） 机组2_温度（℃） 机组2_烟气湿度（%） 机组2_烟气流速（m/s） 机组2_状态 c_smoke \\\n0 20.512500 13.150000 0.000000 0.630417 0 1.467475e+06 \n1 20.416667 15.525000 0.000000 0.704583 0 1.558803e+06 \n2 19.479167 22.129167 0.200000 0.722917 0 1.427659e+06 \n3 20.095833 26.258333 0.016667 0.757500 0 1.499975e+06 \n4 20.150000 23.062500 0.212500 0.750000 0 1.724199e+06 \n5 20.308333 15.370833 0.000000 0.590417 0 1.411859e+06 \n6 19.883333 17.375000 0.104167 1.297083 0 1.478429e+06 \n7 10.775000 35.941667 6.804167 7.757917 1 2.396737e+06 \n8 7.158333 44.408333 11.366667 9.436250 1 7.610114e+05 \n9 6.433333 44.408333 11.441667 10.987083 1 1.208959e+06 \n10 6.629167 43.937500 10.600000 9.805833 1 1.065258e+06 \n11 6.604167 43.604167 10.866667 9.228333 1 9.060769e+05 \n12 6.254167 43.504167 10.720833 10.015833 1 1.045388e+06 \n13 6.375000 44.533333 11.595833 10.068750 1 1.115339e+06 \n14 6.437500 44.541667 11.550000 9.954583 1 1.013003e+06 \n15 6.450000 45.491667 12.154167 10.716250 1 2.361479e+06 \n16 6.983333 46.116667 12.208333 9.870833 1 2.255301e+06 \n17 6.391667 44.933333 11.258333 10.660833 1 2.653283e+06 \n18 6.395833 44.466667 11.366667 10.697083 1 2.568589e+06 \n19 6.225000 45.175000 11.695833 10.653333 1 2.593866e+06 \n20 6.458333 45.204167 9.837500 10.888750 1 2.917082e+06 \n21 6.337500 45.016667 10.062500 10.512083 1 2.598573e+06 \n22 5.845833 45.633333 9.937500 11.813750 1 3.329049e+06 \n23 6.166667 45.575000 9.408333 10.788750 1 3.129108e+06 \n24 6.295833 44.412500 8.583333 10.172083 1 2.480569e+06 \n25 6.237500 44.458333 8.741667 10.432917 1 2.614804e+06 \n26 6.329167 44.741667 8.937500 9.993750 1 2.490713e+06 \n27 6.183333 45.587500 9.491667 10.801250 1 2.751636e+06 \n28 6.425000 45.545833 9.350000 10.090000 1 2.485026e+06 \n29 6.162500 45.175000 9.208333 11.002083 1 1.296293e+06 \n30 5.570833 46.100000 9.641667 12.008333 1 1.554891e+06 \n\n c_NO2 c_SO2 flow num_workers \n0 1.063321e+07 1.055453e+07 885255 1 \n1 1.328556e+07 1.074905e+07 978615 1 \n2 1.111851e+07 9.591219e+06 842730 1 \n3 1.164537e+07 1.007516e+07 854175 1 \n4 1.227060e+07 1.193453e+07 943680 1 \n5 1.169078e+07 1.180268e+07 875910 1 \n6 1.312052e+07 1.068216e+07 932910 1 \n7 1.072698e+08 1.611399e+07 1522095 2 \n8 1.081296e+07 1.094166e+07 794745 1 \n9 1.306011e+07 1.314343e+07 1162740 1 \n10 1.209778e+07 1.155961e+07 969720 1 \n11 1.188950e+07 1.051744e+07 785415 1 \n12 1.160185e+07 1.131331e+07 874170 1 \n13 1.296352e+07 1.131637e+07 865140 1 \n14 1.141903e+07 1.151946e+07 1411650 1 \n15 2.686400e+07 2.542802e+07 1774470 2 \n16 2.210454e+07 2.162856e+07 1608390 2 \n17 2.557269e+07 2.404839e+07 1759515 2 \n18 2.660304e+07 2.629089e+07 1776315 2 \n19 2.415307e+07 2.547191e+07 1768695 2 \n20 2.911351e+07 2.318604e+07 1829745 2 \n21 2.747811e+07 2.431197e+07 1758345 2 \n22 3.016544e+07 2.860469e+07 1975185 2 \n23 2.535273e+07 2.322635e+07 1816260 2 \n24 2.632076e+07 2.366318e+07 1721970 2 \n25 2.661596e+07 2.546844e+07 1776525 2 \n26 2.451132e+07 2.202474e+07 1701420 2 \n27 2.783192e+07 2.689073e+07 1821480 2 \n28 2.475814e+07 2.233955e+07 1699200 2 \n29 1.442430e+07 1.434195e+07 986670 1 \n30 1.758048e+07 1.593381e+07 1045770 1 \n\n[31 rows x 31 columns]",
|
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"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量_1（万千瓦时）</th>\n <th>供热量_1（吉焦）</th>\n <th>燃料消耗量_1（吨）</th>\n <th>发电量_2（万千瓦时）</th>\n <th>供热量_2（吉焦）</th>\n <th>燃料消耗量_2（吨）</th>\n <th>企业名称</th>\n <th>机组1_流量 （m3/h）</th>\n <th>机组1_NOx浓度(mg/m3)</th>\n <th>...</th>\n <th>机组2_含氧量（%）</th>\n <th>机组2_温度（℃）</th>\n <th>机组2_烟气湿度（%）</th>\n <th>机组2_烟气流速（m/s）</th>\n <th>机组2_状态</th>\n <th>c_smoke</th>\n <th>c_NO2</th>\n <th>c_SO2</th>\n <th>flow</th>\n <th>num_workers</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2022-05-01</td>\n <td>444.630</td>\n <td>0</td>\n <td>1889</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>820965</td>\n <td>12.952083</td>\n <td>...</td>\n <td>20.512500</td>\n <td>13.150000</td>\n <td>0.000000</td>\n <td>0.630417</td>\n <td>0</td>\n <td>1.467475e+06</td>\n <td>1.063321e+07</td>\n <td>1.055453e+07</td>\n <td>885255</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2022-05-02</td>\n <td>516.594</td>\n <td>0</td>\n <td>2622</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>907380</td>\n <td>14.641667</td>\n <td>...</td>\n <td>20.416667</td>\n <td>15.525000</td>\n <td>0.000000</td>\n <td>0.704583</td>\n <td>0</td>\n <td>1.558803e+06</td>\n <td>1.328556e+07</td>\n <td>1.074905e+07</td>\n <td>978615</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2022-05-03</td>\n <td>410.316</td>\n <td>0</td>\n <td>2233</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>771360</td>\n <td>14.414167</td>\n <td>...</td>\n <td>19.479167</td>\n <td>22.129167</td>\n <td>0.200000</td>\n <td>0.722917</td>\n <td>0</td>\n <td>1.427659e+06</td>\n <td>1.111851e+07</td>\n <td>9.591219e+06</td>\n <td>842730</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2022-05-04</td>\n <td>421.908</td>\n <td>0</td>\n <td>2203</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>780390</td>\n <td>14.922500</td>\n <td>...</td>\n <td>20.095833</td>\n <td>26.258333</td>\n <td>0.016667</td>\n <td>0.757500</td>\n <td>0</td>\n <td>1.499975e+06</td>\n <td>1.164537e+07</td>\n <td>1.007516e+07</td>\n <td>854175</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2022-05-05</td>\n <td>486.318</td>\n <td>0</td>\n <td>2524</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>870075</td>\n <td>14.102917</td>\n <td>...</td>\n <td>20.150000</td>\n <td>23.062500</td>\n <td>0.212500</td>\n <td>0.750000</td>\n <td>0</td>\n <td>1.724199e+06</td>\n <td>1.227060e+07</td>\n <td>1.193453e+07</td>\n <td>943680</td>\n <td>1</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2022-05-06</td>\n <td>457.542</td>\n <td>0</td>\n <td>2343</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816300</td>\n <td>14.321667</td>\n <td>...</td>\n <td>20.308333</td>\n <td>15.370833</td>\n <td>0.000000</td>\n <td>0.590417</td>\n <td>0</td>\n <td>1.411859e+06</td>\n <td>1.169078e+07</td>\n <td>1.180268e+07</td>\n <td>875910</td>\n <td>1</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2022-05-07</td>\n <td>451.140</td>\n <td>0</td>\n <td>2278</td>\n <td>0.000</td>\n <td>0</td>\n <td>426</td>\n <td>建投遵化热电有限责任公司</td>\n <td>804405</td>\n <td>16.310833</td>\n <td>...</td>\n <td>19.883333</td>\n <td>17.375000</td>\n <td>0.104167</td>\n <td>1.297083</td>\n <td>0</td>\n <td>1.478429e+06</td>\n <td>1.312052e+07</td>\n <td>1.068216e+07</td>\n <td>932910</td>\n <td>1</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2022-05-08</td>\n <td>484.986</td>\n <td>0</td>\n <td>1120</td>\n <td>218.196</td>\n <td>0</td>\n <td>1873</td>\n <td>建投遵化热电有限责任公司</td>\n <td>845610</td>\n <td>18.585417</td>\n <td>...</td>\n <td>10.775000</td>\n <td>35.941667</td>\n <td>6.804167</td>\n <td>7.757917</td>\n <td>1</td>\n <td>2.396737e+06</td>\n <td>1.072698e+08</td>\n <td>1.611399e+07</td>\n <td>1522095</td>\n <td>2</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2022-05-09</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>444.756</td>\n <td>0</td>\n <td>2350</td>\n <td>建投遵化热电有限责任公司</td>\n <td>26370</td>\n <td>0.000000</td>\n <td>...</td>\n <td>7.158333</td>\n <td>44.408333</td>\n <td>11.366667</td>\n <td>9.436250</td>\n <td>1</td>\n <td>7.610114e+05</td>\n <td>1.081296e+07</td>\n <td>1.094166e+07</td>\n <td>794745</td>\n <td>1</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2022-05-10</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>552.114</td>\n <td>0</td>\n <td>2636</td>\n <td>建投遵化热电有限责任公司</td>\n <td>269970</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.433333</td>\n <td>44.408333</td>\n <td>11.441667</td>\n <td>10.987083</td>\n <td>1</td>\n <td>1.208959e+06</td>\n <td>1.306011e+07</td>\n <td>1.314343e+07</td>\n <td>1162740</td>\n <td>1</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2022-05-11</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>481.542</td>\n <td>0</td>\n <td>2432</td>\n <td>建投遵化热电有限责任公司</td>\n <td>163470</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.629167</td>\n <td>43.937500</td>\n <td>10.600000</td>\n <td>9.805833</td>\n <td>1</td>\n <td>1.065258e+06</td>\n <td>1.209778e+07</td>\n <td>1.155961e+07</td>\n <td>969720</td>\n <td>1</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2022-05-12</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>439.788</td>\n <td>0</td>\n <td>2099</td>\n <td>建投遵化热电有限责任公司</td>\n <td>27720</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.604167</td>\n <td>43.604167</td>\n <td>10.866667</td>\n <td>9.228333</td>\n <td>1</td>\n <td>9.060769e+05</td>\n <td>1.188950e+07</td>\n <td>1.051744e+07</td>\n <td>785415</td>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2022-05-13</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>495.702</td>\n <td>0</td>\n <td>2340</td>\n <td>建投遵化热电有限责任公司</td>\n <td>50760</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.254167</td>\n <td>43.504167</td>\n <td>10.720833</td>\n <td>10.015833</td>\n <td>1</td>\n <td>1.045388e+06</td>\n <td>1.160185e+07</td>\n <td>1.131331e+07</td>\n <td>874170</td>\n <td>1</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2022-05-14</td>\n <td>0.000</td>\n <td>0</td>\n <td>121</td>\n <td>486.624</td>\n <td>0</td>\n <td>2737</td>\n <td>建投遵化热电有限责任公司</td>\n <td>48540</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>6.375000</td>\n <td>44.533333</td>\n <td>11.595833</td>\n <td>10.068750</td>\n <td>1</td>\n <td>1.115339e+06</td>\n <td>1.296352e+07</td>\n <td>1.131637e+07</td>\n <td>865140</td>\n <td>1</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2022-05-15</td>\n <td>159.936</td>\n <td>0</td>\n <td>2251</td>\n <td>460.524</td>\n <td>0</td>\n <td>2461</td>\n <td>建投遵化热电有限责任公司</td>\n <td>602865</td>\n <td>0.000000</td>\n <td>...</td>\n <td>6.437500</td>\n <td>44.541667</td>\n <td>11.550000</td>\n <td>9.954583</td>\n <td>1</td>\n <td>1.013003e+06</td>\n <td>1.141903e+07</td>\n <td>1.151946e+07</td>\n <td>1411650</td>\n <td>1</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2022-05-16</td>\n <td>516.192</td>\n <td>0</td>\n <td>2543</td>\n <td>505.578</td>\n <td>0</td>\n <td>2615</td>\n <td>建投遵化热电有限责任公司</td>\n <td>912705</td>\n <td>14.561250</td>\n <td>...</td>\n <td>6.450000</td>\n <td>45.491667</td>\n <td>12.154167</td>\n <td>10.716250</td>\n <td>1</td>\n <td>2.361479e+06</td>\n <td>2.686400e+07</td>\n <td>2.542802e+07</td>\n <td>1774470</td>\n <td>2</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2022-05-17</td>\n <td>432.300</td>\n <td>0</td>\n <td>2432</td>\n <td>432.450</td>\n <td>0</td>\n <td>2593</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816165</td>\n <td>13.918333</td>\n <td>...</td>\n <td>6.983333</td>\n <td>46.116667</td>\n <td>12.208333</td>\n <td>9.870833</td>\n <td>1</td>\n <td>2.255301e+06</td>\n <td>2.210454e+07</td>\n <td>2.162856e+07</td>\n <td>1608390</td>\n <td>2</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2022-05-18</td>\n <td>508.680</td>\n <td>0</td>\n <td>2810</td>\n <td>509.586</td>\n <td>0</td>\n <td>2871</td>\n <td>建投遵化热电有限责任公司</td>\n <td>892620</td>\n <td>14.547083</td>\n <td>...</td>\n <td>6.391667</td>\n <td>44.933333</td>\n <td>11.258333</td>\n <td>10.660833</td>\n <td>1</td>\n <td>2.653283e+06</td>\n <td>2.557269e+07</td>\n <td>2.404839e+07</td>\n <td>1759515</td>\n <td>2</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2022-05-19</td>\n <td>516.066</td>\n <td>0</td>\n <td>2972</td>\n <td>514.404</td>\n <td>0</td>\n <td>2637</td>\n <td>建投遵化热电有限责任公司</td>\n <td>904860</td>\n <td>15.437083</td>\n <td>...</td>\n <td>6.395833</td>\n <td>44.466667</td>\n <td>11.366667</td>\n <td>10.697083</td>\n <td>1</td>\n <td>2.568589e+06</td>\n <td>2.660304e+07</td>\n <td>2.629089e+07</td>\n <td>1776315</td>\n <td>2</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-05-20</td>\n <td>517.356</td>\n <td>0</td>\n <td>2623</td>\n <td>514.434</td>\n <td>0</td>\n <td>2682</td>\n <td>建投遵化热电有限责任公司</td>\n <td>906690</td>\n <td>13.552917</td>\n <td>...</td>\n <td>6.225000</td>\n <td>45.175000</td>\n <td>11.695833</td>\n <td>10.653333</td>\n <td>1</td>\n <td>2.593866e+06</td>\n <td>2.415307e+07</td>\n <td>2.547191e+07</td>\n <td>1768695</td>\n <td>2</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2022-05-21</td>\n <td>521.454</td>\n <td>0</td>\n <td>2759</td>\n <td>520.626</td>\n <td>0</td>\n <td>2581</td>\n <td>建投遵化热电有限责任公司</td>\n <td>931575</td>\n <td>16.459583</td>\n <td>...</td>\n <td>6.458333</td>\n <td>45.204167</td>\n <td>9.837500</td>\n <td>10.888750</td>\n <td>1</td>\n <td>2.917082e+06</td>\n <td>2.911351e+07</td>\n <td>2.318604e+07</td>\n <td>1829745</td>\n <td>2</td>\n </tr>\n <tr>\n <th>21</th>\n <td>2022-05-22</td>\n <td>504.798</td>\n <td>0</td>\n <td>2545</td>\n <td>500.040</td>\n <td>0</td>\n <td>2632</td>\n <td>建投遵化热电有限责任公司</td>\n <td>891885</td>\n <td>15.156250</td>\n <td>...</td>\n <td>6.337500</td>\n <td>45.016667</td>\n <td>10.062500</td>\n <td>10.512083</td>\n <td>1</td>\n <td>2.598573e+06</td>\n <td>2.747811e+07</td>\n <td>2.431197e+07</td>\n <td>1758345</td>\n <td>2</td>\n </tr>\n <tr>\n <th>22</th>\n <td>2022-05-23</td>\n <td>587.400</td>\n <td>0</td>\n <td>3294</td>\n <td>584.886</td>\n <td>0</td>\n <td>3187</td>\n <td>建投遵化热电有限责任公司</td>\n <td>1000560</td>\n <td>14.451667</td>\n <td>...</td>\n <td>5.845833</td>\n <td>45.633333</td>\n <td>9.937500</td>\n <td>11.813750</td>\n <td>1</td>\n <td>3.329049e+06</td>\n <td>3.016544e+07</td>\n <td>2.860469e+07</td>\n <td>1975185</td>\n <td>2</td>\n </tr>\n <tr>\n <th>23</th>\n <td>2022-05-24</td>\n <td>515.964</td>\n <td>0</td>\n <td>2633</td>\n <td>514.488</td>\n <td>0</td>\n <td>2719</td>\n <td>建投遵化热电有限责任公司</td>\n <td>921300</td>\n <td>13.775000</td>\n <td>...</td>\n <td>6.166667</td>\n <td>45.575000</td>\n <td>9.408333</td>\n <td>10.788750</td>\n <td>1</td>\n <td>3.129108e+06</td>\n <td>2.535273e+07</td>\n <td>2.322635e+07</td>\n <td>1816260</td>\n <td>2</td>\n </tr>\n <tr>\n <th>24</th>\n <td>2022-05-25</td>\n <td>485.346</td>\n <td>0</td>\n <td>2694</td>\n <td>486.474</td>\n <td>0</td>\n <td>2599</td>\n <td>建投遵化热电有限责任公司</td>\n <td>867765</td>\n <td>15.344167</td>\n <td>...</td>\n <td>6.295833</td>\n <td>44.412500</td>\n <td>8.583333</td>\n <td>10.172083</td>\n <td>1</td>\n <td>2.480569e+06</td>\n <td>2.632076e+07</td>\n <td>2.366318e+07</td>\n <td>1721970</td>\n <td>2</td>\n </tr>\n <tr>\n <th>25</th>\n <td>2022-05-26</td>\n <td>503.502</td>\n <td>0</td>\n <td>2619</td>\n <td>501.366</td>\n <td>0</td>\n <td>2794</td>\n <td>建投遵化热电有限责任公司</td>\n <td>902100</td>\n <td>14.439167</td>\n <td>...</td>\n <td>6.237500</td>\n <td>44.458333</td>\n <td>8.741667</td>\n <td>10.432917</td>\n <td>1</td>\n <td>2.614804e+06</td>\n <td>2.661596e+07</td>\n <td>2.546844e+07</td>\n <td>1776525</td>\n <td>2</td>\n </tr>\n <tr>\n <th>26</th>\n <td>2022-05-27</td>\n <td>470.340</td>\n <td>0</td>\n <td>2510</td>\n <td>467.106</td>\n <td>0</td>\n <td>2401</td>\n <td>建投遵化热电有限责任公司</td>\n <td>865320</td>\n <td>14.760000</td>\n <td>...</td>\n <td>6.329167</td>\n <td>44.741667</td>\n <td>8.937500</td>\n <td>9.993750</td>\n <td>1</td>\n <td>2.490713e+06</td>\n <td>2.451132e+07</td>\n <td>2.202474e+07</td>\n <td>1701420</td>\n <td>2</td>\n </tr>\n <tr>\n <th>27</th>\n <td>2022-05-28</td>\n <td>508.644</td>\n <td>0</td>\n <td>2753</td>\n <td>504.900</td>\n <td>0</td>\n <td>2611</td>\n <td>建投遵化热电有限责任公司</td>\n <td>925965</td>\n <td>15.012917</td>\n <td>...</td>\n <td>6.183333</td>\n <td>45.587500</td>\n <td>9.491667</td>\n <td>10.801250</td>\n <td>1</td>\n <td>2.751636e+06</td>\n <td>2.783192e+07</td>\n <td>2.689073e+07</td>\n <td>1821480</td>\n <td>2</td>\n </tr>\n <tr>\n <th>28</th>\n <td>2022-05-29</td>\n <td>460.536</td>\n <td>0</td>\n <td>1163</td>\n <td>462.822</td>\n <td>0</td>\n <td>2846</td>\n <td>建投遵化热电有限责任公司</td>\n <td>861255</td>\n <td>14.035000</td>\n <td>...</td>\n <td>6.425000</td>\n <td>45.545833</td>\n <td>9.350000</td>\n <td>10.090000</td>\n <td>1</td>\n <td>2.485026e+06</td>\n <td>2.475814e+07</td>\n <td>2.233955e+07</td>\n <td>1699200</td>\n <td>2</td>\n </tr>\n <tr>\n <th>29</th>\n <td>2022-05-30</td>\n <td>8.610</td>\n <td>0</td>\n <td>0</td>\n <td>528.960</td>\n <td>0</td>\n <td>2981</td>\n <td>建投遵化热电有限责任公司</td>\n <td>71640</td>\n <td>0.000000</td>\n <td>...</td>\n <td>6.162500</td>\n <td>45.175000</td>\n <td>9.208333</td>\n <td>11.002083</td>\n <td>1</td>\n <td>1.296293e+06</td>\n <td>1.442430e+07</td>\n <td>1.434195e+07</td>\n <td>986670</td>\n <td>1</td>\n </tr>\n <tr>\n <th>30</th>\n <td>2022-05-31</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>672.180</td>\n <td>0</td>\n <td>3560</td>\n <td>建投遵化热电有限责任公司</td>\n <td>53550</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>5.570833</td>\n <td>46.100000</td>\n <td>9.641667</td>\n <td>12.008333</td>\n <td>1</td>\n <td>1.554891e+06</td>\n <td>1.758048e+07</td>\n <td>1.593381e+07</td>\n <td>1045770</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n<p>31 rows × 31 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"jtzh_daily"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"outputs": [],
|
||
"source": [
|
||
"def cal_mixture(x):\n",
|
||
" s1, s2, t1, t2 = x\n",
|
||
" if s1 ^ s2 == 1:\n",
|
||
" return t1 if s1 == 1 else t2\n",
|
||
" else:\n",
|
||
" return (t1 + t2) / 2"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " days 发电量_1（万千瓦时） 供热量_1（吉焦） 燃料消耗量_1（吨） 发电量_2（万千瓦时） 供热量_2（吉焦） \\\n0 2022-05-01 444.630 0 1889 0.000 0 \n1 2022-05-02 516.594 0 2622 0.000 0 \n2 2022-05-03 410.316 0 2233 0.000 0 \n3 2022-05-04 421.908 0 2203 0.000 0 \n4 2022-05-05 486.318 0 2524 0.000 0 \n5 2022-05-06 457.542 0 2343 0.000 0 \n6 2022-05-07 451.140 0 2278 0.000 0 \n7 2022-05-08 484.986 0 1120 218.196 0 \n8 2022-05-09 0.000 0 0 444.756 0 \n9 2022-05-10 0.000 0 0 552.114 0 \n10 2022-05-11 0.000 0 0 481.542 0 \n11 2022-05-12 0.000 0 0 439.788 0 \n12 2022-05-13 0.000 0 0 495.702 0 \n13 2022-05-14 0.000 0 121 486.624 0 \n14 2022-05-15 159.936 0 2251 460.524 0 \n15 2022-05-16 516.192 0 2543 505.578 0 \n16 2022-05-17 432.300 0 2432 432.450 0 \n17 2022-05-18 508.680 0 2810 509.586 0 \n18 2022-05-19 516.066 0 2972 514.404 0 \n19 2022-05-20 517.356 0 2623 514.434 0 \n20 2022-05-21 521.454 0 2759 520.626 0 \n21 2022-05-22 504.798 0 2545 500.040 0 \n22 2022-05-23 587.400 0 3294 584.886 0 \n23 2022-05-24 515.964 0 2633 514.488 0 \n24 2022-05-25 485.346 0 2694 486.474 0 \n25 2022-05-26 503.502 0 2619 501.366 0 \n26 2022-05-27 470.340 0 2510 467.106 0 \n27 2022-05-28 508.644 0 2753 504.900 0 \n28 2022-05-29 460.536 0 1163 462.822 0 \n29 2022-05-30 8.610 0 0 528.960 0 \n30 2022-05-31 0.000 0 0 672.180 0 \n\n 燃料消耗量_2（吨） 企业名称 机组1_流量 （m3/h） 机组1_NOx浓度(mg/m3) ... \\\n0 0 建投遵化热电有限责任公司 820965 12.952083 ... \n1 0 建投遵化热电有限责任公司 907380 14.641667 ... \n2 0 建投遵化热电有限责任公司 771360 14.414167 ... \n3 0 建投遵化热电有限责任公司 780390 14.922500 ... \n4 0 建投遵化热电有限责任公司 870075 14.102917 ... \n5 0 建投遵化热电有限责任公司 816300 14.321667 ... \n6 426 建投遵化热电有限责任公司 804405 16.310833 ... \n7 1873 建投遵化热电有限责任公司 845610 18.585417 ... \n8 2350 建投遵化热电有限责任公司 26370 0.000000 ... \n9 2636 建投遵化热电有限责任公司 269970 -0.000000 ... \n10 2432 建投遵化热电有限责任公司 163470 -0.000000 ... \n11 2099 建投遵化热电有限责任公司 27720 -0.000000 ... \n12 2340 建投遵化热电有限责任公司 50760 -0.000000 ... \n13 2737 建投遵化热电有限责任公司 48540 -0.000000 ... \n14 2461 建投遵化热电有限责任公司 602865 0.000000 ... \n15 2615 建投遵化热电有限责任公司 912705 14.561250 ... \n16 2593 建投遵化热电有限责任公司 816165 13.918333 ... \n17 2871 建投遵化热电有限责任公司 892620 14.547083 ... \n18 2637 建投遵化热电有限责任公司 904860 15.437083 ... \n19 2682 建投遵化热电有限责任公司 906690 13.552917 ... \n20 2581 建投遵化热电有限责任公司 931575 16.459583 ... \n21 2632 建投遵化热电有限责任公司 891885 15.156250 ... \n22 3187 建投遵化热电有限责任公司 1000560 14.451667 ... \n23 2719 建投遵化热电有限责任公司 921300 13.775000 ... \n24 2599 建投遵化热电有限责任公司 867765 15.344167 ... \n25 2794 建投遵化热电有限责任公司 902100 14.439167 ... \n26 2401 建投遵化热电有限责任公司 865320 14.760000 ... \n27 2611 建投遵化热电有限责任公司 925965 15.012917 ... \n28 2846 建投遵化热电有限责任公司 861255 14.035000 ... \n29 2981 建投遵化热电有限责任公司 71640 0.000000 ... \n30 3560 建投遵化热电有限责任公司 53550 -0.000000 ... \n\n 机组2_烟气湿度（%） 机组2_烟气流速（m/s） 机组2_状态 c_smoke c_NO2 \\\n0 0.000000 0.630417 0 1.467475e+06 1.063321e+07 \n1 0.000000 0.704583 0 1.558803e+06 1.328556e+07 \n2 0.200000 0.722917 0 1.427659e+06 1.111851e+07 \n3 0.016667 0.757500 0 1.499975e+06 1.164537e+07 \n4 0.212500 0.750000 0 1.724199e+06 1.227060e+07 \n5 0.000000 0.590417 0 1.411859e+06 1.169078e+07 \n6 0.104167 1.297083 0 1.478429e+06 1.312052e+07 \n7 6.804167 7.757917 1 2.396737e+06 1.072698e+08 \n8 11.366667 9.436250 1 7.610114e+05 1.081296e+07 \n9 11.441667 10.987083 1 1.208959e+06 1.306011e+07 \n10 10.600000 9.805833 1 1.065258e+06 1.209778e+07 \n11 10.866667 9.228333 1 9.060769e+05 1.188950e+07 \n12 10.720833 10.015833 1 1.045388e+06 1.160185e+07 \n13 11.595833 10.068750 1 1.115339e+06 1.296352e+07 \n14 11.550000 9.954583 1 1.013003e+06 1.141903e+07 \n15 12.154167 10.716250 1 2.361479e+06 2.686400e+07 \n16 12.208333 9.870833 1 2.255301e+06 2.210454e+07 \n17 11.258333 10.660833 1 2.653283e+06 2.557269e+07 \n18 11.366667 10.697083 1 2.568589e+06 2.660304e+07 \n19 11.695833 10.653333 1 2.593866e+06 2.415307e+07 \n20 9.837500 10.888750 1 2.917082e+06 2.911351e+07 \n21 10.062500 10.512083 1 2.598573e+06 2.747811e+07 \n22 9.937500 11.813750 1 3.329049e+06 3.016544e+07 \n23 9.408333 10.788750 1 3.129108e+06 2.535273e+07 \n24 8.583333 10.172083 1 2.480569e+06 2.632076e+07 \n25 8.741667 10.432917 1 2.614804e+06 2.661596e+07 \n26 8.937500 9.993750 1 2.490713e+06 2.451132e+07 \n27 9.491667 10.801250 1 2.751636e+06 2.783192e+07 \n28 9.350000 10.090000 1 2.485026e+06 2.475814e+07 \n29 9.208333 11.002083 1 1.296293e+06 1.442430e+07 \n30 9.641667 12.008333 1 1.554891e+06 1.758048e+07 \n\n c_SO2 flow num_workers temperature r_O2 \n0 1.055453e+07 885255 1 52.320833 7.795833 \n1 1.074905e+07 978615 1 53.145833 7.295833 \n2 9.591219e+06 842730 1 51.841667 7.650000 \n3 1.007516e+07 854175 1 51.808333 7.462500 \n4 1.193453e+07 943680 1 52.354167 7.195833 \n5 1.180268e+07 875910 1 51.462500 7.433333 \n6 1.068216e+07 932910 1 51.025000 7.333333 \n7 1.611399e+07 1522095 2 43.897917 9.318750 \n8 1.094166e+07 794745 1 44.408333 7.158333 \n9 1.314343e+07 1162740 1 44.408333 6.433333 \n10 1.155961e+07 969720 1 43.937500 6.629167 \n11 1.051744e+07 785415 1 43.604167 6.604167 \n12 1.131331e+07 874170 1 43.504167 6.254167 \n13 1.131637e+07 865140 1 44.533333 6.375000 \n14 1.151946e+07 1411650 1 44.541667 6.437500 \n15 2.542802e+07 1774470 2 49.297917 6.864583 \n16 2.162856e+07 1608390 2 49.941667 7.341667 \n17 2.404839e+07 1759515 2 48.875000 6.766667 \n18 2.629089e+07 1776315 2 48.477083 6.704167 \n19 2.547191e+07 1768695 2 49.191667 6.633333 \n20 2.318604e+07 1829745 2 49.237500 6.850000 \n21 2.431197e+07 1758345 2 48.972917 6.729167 \n22 2.860469e+07 1975185 2 49.581250 6.281250 \n23 2.322635e+07 1816260 2 49.385417 6.679167 \n24 2.366318e+07 1721970 2 48.287500 6.816667 \n25 2.546844e+07 1776525 2 48.272917 6.741667 \n26 2.202474e+07 1701420 2 48.514583 6.843750 \n27 2.689073e+07 1821480 2 49.416667 6.677083 \n28 2.233955e+07 1699200 2 49.425000 6.947917 \n29 1.434195e+07 986670 1 45.175000 6.162500 \n30 1.593381e+07 1045770 1 46.100000 5.570833 \n\n[31 rows x 33 columns]",
|
||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>days</th>\n <th>发电量_1（万千瓦时）</th>\n <th>供热量_1（吉焦）</th>\n <th>燃料消耗量_1（吨）</th>\n <th>发电量_2（万千瓦时）</th>\n <th>供热量_2（吉焦）</th>\n <th>燃料消耗量_2（吨）</th>\n <th>企业名称</th>\n <th>机组1_流量 （m3/h）</th>\n <th>机组1_NOx浓度(mg/m3)</th>\n <th>...</th>\n <th>机组2_烟气湿度（%）</th>\n <th>机组2_烟气流速（m/s）</th>\n <th>机组2_状态</th>\n <th>c_smoke</th>\n <th>c_NO2</th>\n <th>c_SO2</th>\n <th>flow</th>\n <th>num_workers</th>\n <th>temperature</th>\n <th>r_O2</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2022-05-01</td>\n <td>444.630</td>\n <td>0</td>\n <td>1889</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>820965</td>\n <td>12.952083</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.630417</td>\n <td>0</td>\n <td>1.467475e+06</td>\n <td>1.063321e+07</td>\n <td>1.055453e+07</td>\n <td>885255</td>\n <td>1</td>\n <td>52.320833</td>\n <td>7.795833</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2022-05-02</td>\n <td>516.594</td>\n <td>0</td>\n <td>2622</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>907380</td>\n <td>14.641667</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.704583</td>\n <td>0</td>\n <td>1.558803e+06</td>\n <td>1.328556e+07</td>\n <td>1.074905e+07</td>\n <td>978615</td>\n <td>1</td>\n <td>53.145833</td>\n <td>7.295833</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2022-05-03</td>\n <td>410.316</td>\n <td>0</td>\n <td>2233</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>771360</td>\n <td>14.414167</td>\n <td>...</td>\n <td>0.200000</td>\n <td>0.722917</td>\n <td>0</td>\n <td>1.427659e+06</td>\n <td>1.111851e+07</td>\n <td>9.591219e+06</td>\n <td>842730</td>\n <td>1</td>\n <td>51.841667</td>\n <td>7.650000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2022-05-04</td>\n <td>421.908</td>\n <td>0</td>\n <td>2203</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>780390</td>\n <td>14.922500</td>\n <td>...</td>\n <td>0.016667</td>\n <td>0.757500</td>\n <td>0</td>\n <td>1.499975e+06</td>\n <td>1.164537e+07</td>\n <td>1.007516e+07</td>\n <td>854175</td>\n <td>1</td>\n <td>51.808333</td>\n <td>7.462500</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2022-05-05</td>\n <td>486.318</td>\n <td>0</td>\n <td>2524</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>870075</td>\n <td>14.102917</td>\n <td>...</td>\n <td>0.212500</td>\n <td>0.750000</td>\n <td>0</td>\n <td>1.724199e+06</td>\n <td>1.227060e+07</td>\n <td>1.193453e+07</td>\n <td>943680</td>\n <td>1</td>\n <td>52.354167</td>\n <td>7.195833</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2022-05-06</td>\n <td>457.542</td>\n <td>0</td>\n <td>2343</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816300</td>\n <td>14.321667</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.590417</td>\n <td>0</td>\n <td>1.411859e+06</td>\n <td>1.169078e+07</td>\n <td>1.180268e+07</td>\n <td>875910</td>\n <td>1</td>\n <td>51.462500</td>\n <td>7.433333</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2022-05-07</td>\n <td>451.140</td>\n <td>0</td>\n <td>2278</td>\n <td>0.000</td>\n <td>0</td>\n <td>426</td>\n <td>建投遵化热电有限责任公司</td>\n <td>804405</td>\n <td>16.310833</td>\n <td>...</td>\n <td>0.104167</td>\n <td>1.297083</td>\n <td>0</td>\n <td>1.478429e+06</td>\n <td>1.312052e+07</td>\n <td>1.068216e+07</td>\n <td>932910</td>\n <td>1</td>\n <td>51.025000</td>\n <td>7.333333</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2022-05-08</td>\n <td>484.986</td>\n <td>0</td>\n <td>1120</td>\n <td>218.196</td>\n <td>0</td>\n <td>1873</td>\n <td>建投遵化热电有限责任公司</td>\n <td>845610</td>\n <td>18.585417</td>\n <td>...</td>\n <td>6.804167</td>\n <td>7.757917</td>\n <td>1</td>\n <td>2.396737e+06</td>\n <td>1.072698e+08</td>\n <td>1.611399e+07</td>\n <td>1522095</td>\n <td>2</td>\n <td>43.897917</td>\n <td>9.318750</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2022-05-09</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>444.756</td>\n <td>0</td>\n <td>2350</td>\n <td>建投遵化热电有限责任公司</td>\n <td>26370</td>\n <td>0.000000</td>\n <td>...</td>\n <td>11.366667</td>\n <td>9.436250</td>\n <td>1</td>\n <td>7.610114e+05</td>\n <td>1.081296e+07</td>\n <td>1.094166e+07</td>\n <td>794745</td>\n <td>1</td>\n <td>44.408333</td>\n <td>7.158333</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2022-05-10</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>552.114</td>\n <td>0</td>\n <td>2636</td>\n <td>建投遵化热电有限责任公司</td>\n <td>269970</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>11.441667</td>\n <td>10.987083</td>\n <td>1</td>\n <td>1.208959e+06</td>\n <td>1.306011e+07</td>\n <td>1.314343e+07</td>\n <td>1162740</td>\n <td>1</td>\n <td>44.408333</td>\n <td>6.433333</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2022-05-11</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>481.542</td>\n <td>0</td>\n <td>2432</td>\n <td>建投遵化热电有限责任公司</td>\n <td>163470</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>10.600000</td>\n <td>9.805833</td>\n <td>1</td>\n <td>1.065258e+06</td>\n <td>1.209778e+07</td>\n <td>1.155961e+07</td>\n <td>969720</td>\n <td>1</td>\n <td>43.937500</td>\n <td>6.629167</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2022-05-12</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>439.788</td>\n <td>0</td>\n <td>2099</td>\n <td>建投遵化热电有限责任公司</td>\n <td>27720</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>10.866667</td>\n <td>9.228333</td>\n <td>1</td>\n <td>9.060769e+05</td>\n <td>1.188950e+07</td>\n <td>1.051744e+07</td>\n <td>785415</td>\n <td>1</td>\n <td>43.604167</td>\n <td>6.604167</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2022-05-13</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>495.702</td>\n <td>0</td>\n <td>2340</td>\n <td>建投遵化热电有限责任公司</td>\n <td>50760</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>10.720833</td>\n <td>10.015833</td>\n <td>1</td>\n <td>1.045388e+06</td>\n <td>1.160185e+07</td>\n <td>1.131331e+07</td>\n <td>874170</td>\n <td>1</td>\n <td>43.504167</td>\n <td>6.254167</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2022-05-14</td>\n <td>0.000</td>\n <td>0</td>\n <td>121</td>\n <td>486.624</td>\n <td>0</td>\n <td>2737</td>\n <td>建投遵化热电有限责任公司</td>\n <td>48540</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>11.595833</td>\n <td>10.068750</td>\n <td>1</td>\n <td>1.115339e+06</td>\n <td>1.296352e+07</td>\n <td>1.131637e+07</td>\n <td>865140</td>\n <td>1</td>\n <td>44.533333</td>\n <td>6.375000</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2022-05-15</td>\n <td>159.936</td>\n <td>0</td>\n <td>2251</td>\n <td>460.524</td>\n <td>0</td>\n <td>2461</td>\n <td>建投遵化热电有限责任公司</td>\n <td>602865</td>\n <td>0.000000</td>\n <td>...</td>\n <td>11.550000</td>\n <td>9.954583</td>\n <td>1</td>\n <td>1.013003e+06</td>\n <td>1.141903e+07</td>\n <td>1.151946e+07</td>\n <td>1411650</td>\n <td>1</td>\n <td>44.541667</td>\n <td>6.437500</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2022-05-16</td>\n <td>516.192</td>\n <td>0</td>\n <td>2543</td>\n <td>505.578</td>\n <td>0</td>\n <td>2615</td>\n <td>建投遵化热电有限责任公司</td>\n <td>912705</td>\n <td>14.561250</td>\n <td>...</td>\n <td>12.154167</td>\n <td>10.716250</td>\n <td>1</td>\n <td>2.361479e+06</td>\n <td>2.686400e+07</td>\n <td>2.542802e+07</td>\n <td>1774470</td>\n <td>2</td>\n <td>49.297917</td>\n <td>6.864583</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2022-05-17</td>\n <td>432.300</td>\n <td>0</td>\n <td>2432</td>\n <td>432.450</td>\n <td>0</td>\n <td>2593</td>\n <td>建投遵化热电有限责任公司</td>\n <td>816165</td>\n <td>13.918333</td>\n <td>...</td>\n <td>12.208333</td>\n <td>9.870833</td>\n <td>1</td>\n <td>2.255301e+06</td>\n <td>2.210454e+07</td>\n <td>2.162856e+07</td>\n <td>1608390</td>\n <td>2</td>\n <td>49.941667</td>\n <td>7.341667</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2022-05-18</td>\n <td>508.680</td>\n <td>0</td>\n <td>2810</td>\n <td>509.586</td>\n <td>0</td>\n <td>2871</td>\n <td>建投遵化热电有限责任公司</td>\n <td>892620</td>\n <td>14.547083</td>\n <td>...</td>\n <td>11.258333</td>\n <td>10.660833</td>\n <td>1</td>\n <td>2.653283e+06</td>\n <td>2.557269e+07</td>\n <td>2.404839e+07</td>\n <td>1759515</td>\n <td>2</td>\n <td>48.875000</td>\n <td>6.766667</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2022-05-19</td>\n <td>516.066</td>\n <td>0</td>\n <td>2972</td>\n <td>514.404</td>\n <td>0</td>\n <td>2637</td>\n <td>建投遵化热电有限责任公司</td>\n <td>904860</td>\n <td>15.437083</td>\n <td>...</td>\n <td>11.366667</td>\n <td>10.697083</td>\n <td>1</td>\n <td>2.568589e+06</td>\n <td>2.660304e+07</td>\n <td>2.629089e+07</td>\n <td>1776315</td>\n <td>2</td>\n <td>48.477083</td>\n <td>6.704167</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-05-20</td>\n <td>517.356</td>\n <td>0</td>\n <td>2623</td>\n <td>514.434</td>\n <td>0</td>\n <td>2682</td>\n <td>建投遵化热电有限责任公司</td>\n <td>906690</td>\n <td>13.552917</td>\n <td>...</td>\n <td>11.695833</td>\n <td>10.653333</td>\n <td>1</td>\n <td>2.593866e+06</td>\n <td>2.415307e+07</td>\n <td>2.547191e+07</td>\n <td>1768695</td>\n <td>2</td>\n <td>49.191667</td>\n <td>6.633333</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2022-05-21</td>\n <td>521.454</td>\n <td>0</td>\n <td>2759</td>\n <td>520.626</td>\n <td>0</td>\n <td>2581</td>\n <td>建投遵化热电有限责任公司</td>\n <td>931575</td>\n <td>16.459583</td>\n <td>...</td>\n <td>9.837500</td>\n <td>10.888750</td>\n <td>1</td>\n <td>2.917082e+06</td>\n <td>2.911351e+07</td>\n <td>2.318604e+07</td>\n <td>1829745</td>\n <td>2</td>\n <td>49.237500</td>\n <td>6.850000</td>\n </tr>\n <tr>\n <th>21</th>\n <td>2022-05-22</td>\n <td>504.798</td>\n <td>0</td>\n <td>2545</td>\n <td>500.040</td>\n <td>0</td>\n <td>2632</td>\n <td>建投遵化热电有限责任公司</td>\n <td>891885</td>\n <td>15.156250</td>\n <td>...</td>\n <td>10.062500</td>\n <td>10.512083</td>\n <td>1</td>\n <td>2.598573e+06</td>\n <td>2.747811e+07</td>\n <td>2.431197e+07</td>\n <td>1758345</td>\n <td>2</td>\n <td>48.972917</td>\n <td>6.729167</td>\n </tr>\n <tr>\n <th>22</th>\n <td>2022-05-23</td>\n <td>587.400</td>\n <td>0</td>\n <td>3294</td>\n <td>584.886</td>\n <td>0</td>\n <td>3187</td>\n <td>建投遵化热电有限责任公司</td>\n <td>1000560</td>\n <td>14.451667</td>\n <td>...</td>\n <td>9.937500</td>\n <td>11.813750</td>\n <td>1</td>\n <td>3.329049e+06</td>\n <td>3.016544e+07</td>\n <td>2.860469e+07</td>\n <td>1975185</td>\n <td>2</td>\n <td>49.581250</td>\n <td>6.281250</td>\n </tr>\n <tr>\n <th>23</th>\n <td>2022-05-24</td>\n <td>515.964</td>\n <td>0</td>\n <td>2633</td>\n <td>514.488</td>\n <td>0</td>\n <td>2719</td>\n <td>建投遵化热电有限责任公司</td>\n <td>921300</td>\n <td>13.775000</td>\n <td>...</td>\n <td>9.408333</td>\n <td>10.788750</td>\n <td>1</td>\n <td>3.129108e+06</td>\n <td>2.535273e+07</td>\n <td>2.322635e+07</td>\n <td>1816260</td>\n <td>2</td>\n <td>49.385417</td>\n <td>6.679167</td>\n </tr>\n <tr>\n <th>24</th>\n <td>2022-05-25</td>\n <td>485.346</td>\n <td>0</td>\n <td>2694</td>\n <td>486.474</td>\n <td>0</td>\n <td>2599</td>\n <td>建投遵化热电有限责任公司</td>\n <td>867765</td>\n <td>15.344167</td>\n <td>...</td>\n <td>8.583333</td>\n <td>10.172083</td>\n <td>1</td>\n <td>2.480569e+06</td>\n <td>2.632076e+07</td>\n <td>2.366318e+07</td>\n <td>1721970</td>\n <td>2</td>\n <td>48.287500</td>\n <td>6.816667</td>\n </tr>\n <tr>\n <th>25</th>\n <td>2022-05-26</td>\n <td>503.502</td>\n <td>0</td>\n <td>2619</td>\n <td>501.366</td>\n <td>0</td>\n <td>2794</td>\n <td>建投遵化热电有限责任公司</td>\n <td>902100</td>\n <td>14.439167</td>\n <td>...</td>\n <td>8.741667</td>\n <td>10.432917</td>\n <td>1</td>\n <td>2.614804e+06</td>\n <td>2.661596e+07</td>\n <td>2.546844e+07</td>\n <td>1776525</td>\n <td>2</td>\n <td>48.272917</td>\n <td>6.741667</td>\n </tr>\n <tr>\n <th>26</th>\n <td>2022-05-27</td>\n <td>470.340</td>\n <td>0</td>\n <td>2510</td>\n <td>467.106</td>\n <td>0</td>\n <td>2401</td>\n <td>建投遵化热电有限责任公司</td>\n <td>865320</td>\n <td>14.760000</td>\n <td>...</td>\n <td>8.937500</td>\n <td>9.993750</td>\n <td>1</td>\n <td>2.490713e+06</td>\n <td>2.451132e+07</td>\n <td>2.202474e+07</td>\n <td>1701420</td>\n <td>2</td>\n <td>48.514583</td>\n <td>6.843750</td>\n </tr>\n <tr>\n <th>27</th>\n <td>2022-05-28</td>\n <td>508.644</td>\n <td>0</td>\n <td>2753</td>\n <td>504.900</td>\n <td>0</td>\n <td>2611</td>\n <td>建投遵化热电有限责任公司</td>\n <td>925965</td>\n <td>15.012917</td>\n <td>...</td>\n <td>9.491667</td>\n <td>10.801250</td>\n <td>1</td>\n <td>2.751636e+06</td>\n <td>2.783192e+07</td>\n <td>2.689073e+07</td>\n <td>1821480</td>\n <td>2</td>\n <td>49.416667</td>\n <td>6.677083</td>\n </tr>\n <tr>\n <th>28</th>\n <td>2022-05-29</td>\n <td>460.536</td>\n <td>0</td>\n <td>1163</td>\n <td>462.822</td>\n <td>0</td>\n <td>2846</td>\n <td>建投遵化热电有限责任公司</td>\n <td>861255</td>\n <td>14.035000</td>\n <td>...</td>\n <td>9.350000</td>\n <td>10.090000</td>\n <td>1</td>\n <td>2.485026e+06</td>\n <td>2.475814e+07</td>\n <td>2.233955e+07</td>\n <td>1699200</td>\n <td>2</td>\n <td>49.425000</td>\n <td>6.947917</td>\n </tr>\n <tr>\n <th>29</th>\n <td>2022-05-30</td>\n <td>8.610</td>\n <td>0</td>\n <td>0</td>\n <td>528.960</td>\n <td>0</td>\n <td>2981</td>\n <td>建投遵化热电有限责任公司</td>\n <td>71640</td>\n <td>0.000000</td>\n <td>...</td>\n <td>9.208333</td>\n <td>11.002083</td>\n <td>1</td>\n <td>1.296293e+06</td>\n <td>1.442430e+07</td>\n <td>1.434195e+07</td>\n <td>986670</td>\n <td>1</td>\n <td>45.175000</td>\n <td>6.162500</td>\n </tr>\n <tr>\n <th>30</th>\n <td>2022-05-31</td>\n <td>0.000</td>\n <td>0</td>\n <td>0</td>\n <td>672.180</td>\n <td>0</td>\n <td>3560</td>\n <td>建投遵化热电有限责任公司</td>\n <td>53550</td>\n <td>-0.000000</td>\n <td>...</td>\n <td>9.641667</td>\n <td>12.008333</td>\n <td>1</td>\n <td>1.554891e+06</td>\n <td>1.758048e+07</td>\n <td>1.593381e+07</td>\n <td>1045770</td>\n <td>1</td>\n <td>46.100000</td>\n <td>5.570833</td>\n </tr>\n </tbody>\n</table>\n<p>31 rows × 33 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"jtzh_daily['temperature'] = jtzh_daily.apply(lambda x: cal_mixture(x[['机组1_状态', '机组2_状态', '机组1_温度（℃）', '机组2_温度（℃）']]), axis=1)\n",
|
||
"jtzh_daily['r_O2'] = jtzh_daily.apply(lambda x: cal_mixture(x[['机组1_状态', '机组2_状态', '机组1_含氧量（%）', '机组2_含氧量（%）']]), axis=1)\n",
|
||
"jtzh_daily"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"outputs": [],
|
||
"source": [
|
||
"jtzh_daily['发电量（万千瓦时）'] = jtzh_daily['发电量_1（万千瓦时）'] + jtzh_daily['发电量_2（万千瓦时）']\n",
|
||
"jtzh_daily['供热量（吉焦）'] = jtzh_daily['供热量_1（吉焦）'] + jtzh_daily['供热量_2（吉焦）']\n",
|
||
"jtzh_daily['燃料消耗量（吨）'] = jtzh_daily['燃料消耗量_1（吨）'] = jtzh_daily['燃料消耗量_2（吨）']\n",
|
||
"jtzh_daily['num_workers'] = jtzh_daily['机组1_状态'] + jtzh_daily['机组2_状态']"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"outputs": [],
|
||
"source": [
|
||
"jtzh_daily_final = jtzh_daily[['days', '企业名称', 'r_O2', 'temperature', '发电量（万千瓦时）', '供热量（吉焦）', 'c_smoke', 'c_NO2', 'c_SO2', 'flow', 'num_workers',\n",
|
||
" '燃料消耗量（吨）']].copy()"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"outputs": [],
|
||
"source": [
|
||
"all_daily_data = pd.concat([zjxz_daily_final, wxxs_daily_final, hddj_daily_final, jtzh_daily_final])"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"outputs": [],
|
||
"source": [
|
||
"all_unit_daily_data = pd.concat([zjxz_daily, wxxs_daily, hddj_daily, jtzh_daily])"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"outputs": [],
|
||
"source": [
|
||
"unit_features = pd.read_excel('data/机组特征表.xlsx', header=None).T"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " 企业名称 地址 省份 经度 纬度 \\\n1 浙江秀舟热电有限公司 嘉兴市南湖区凤桥镇 浙江省 120°51′5.54″ 30°39′14.76″ \n2 武乡西山发电有限责任公司 山西省武乡县丰州镇下城村 山西省 112°51′11″ 36°50′0″ \n3 国电电力邯郸东郊热电有限责任公司 河北肥乡经济开发区光明西路11号 河北省 114°39'0\" 36°34'0\" \n4 建投遵化热电有限责任公司 河北省遵化市新店子镇程庄子村 河北省 117°58'40\" 40°4'33\" \n\n 烟囱高度（m） 脱硝工艺 脱硝剂名称 脱硝设备数量 脱硫工艺 ... 发电机组1_单机容量（MW） \\\n1 80 SNCR SCR 氨水 3 石灰石-石膏湿法 ... 15 \n2 240 SCR 尿素 2 石灰石--石膏湿法 ... 600 \n3 NaN 采用高效低氮燃烧器＋SCR NaN NaN 石灰石-石膏湿法 ... 350 \n4 NaN 采用高效低氮燃烧器＋SCR NaN NaN 石灰石-石膏湿法 ... 350 \n\n 发电机组1_投产日期 发电机组1_汽轮机类型 发电机组1_压力参数 发电机组1_冷却方式 发电机组2_单机容量（MW） \\\n1 2014-07-01 00:00:00 背压式 高压 水冷-闭式循环 15 \n2 2006-10-07 00:00:00 抽凝式 亚临界 空冷-直接空冷 600 \n3 2019-06-08 00:00:00 抽凝式 超超临界 水冷-闭式循环 350 \n4 2019-07-09 00:00:00 抽凝式 超临界 水冷-闭式循环 350 \n\n 发电机组2_投产日期 发电机组2_汽轮机类型 发电机组2_压力参数 发电机组2_冷却方式 \n1 2018-08-01 00:00:00 抽背式 高压 水冷-闭式循环 \n2 2007-01-07 00:00:00 抽凝式 亚临界 空冷-直接空冷 \n3 2019-06-08 00:00:00 抽凝式 超超临界 水冷-闭式循环 \n4 2020-05-02 00:00:00 抽凝式 超临界 水冷-闭式循环 \n\n[4 rows x 33 columns]",
|
||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>企业名称</th>\n <th>地址</th>\n <th>省份</th>\n <th>经度</th>\n <th>纬度</th>\n <th>烟囱高度（m）</th>\n <th>脱硝工艺</th>\n <th>脱硝剂名称</th>\n <th>脱硝设备数量</th>\n <th>脱硫工艺</th>\n <th>...</th>\n <th>发电机组1_单机容量（MW）</th>\n <th>发电机组1_投产日期</th>\n <th>发电机组1_汽轮机类型</th>\n <th>发电机组1_压力参数</th>\n <th>发电机组1_冷却方式</th>\n <th>发电机组2_单机容量（MW）</th>\n <th>发电机组2_投产日期</th>\n <th>发电机组2_汽轮机类型</th>\n <th>发电机组2_压力参数</th>\n <th>发电机组2_冷却方式</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1</th>\n <td>浙江秀舟热电有限公司</td>\n <td>嘉兴市南湖区凤桥镇</td>\n <td>浙江省</td>\n <td>120°51′5.54″</td>\n <td>30°39′14.76″</td>\n <td>80</td>\n <td>SNCR SCR</td>\n <td>氨水</td>\n <td>3</td>\n <td>石灰石-石膏湿法</td>\n <td>...</td>\n <td>15</td>\n <td>2014-07-01 00:00:00</td>\n <td>背压式</td>\n <td>高压</td>\n <td>水冷-闭式循环</td>\n <td>15</td>\n <td>2018-08-01 00:00:00</td>\n <td>抽背式</td>\n <td>高压</td>\n <td>水冷-闭式循环</td>\n </tr>\n <tr>\n <th>2</th>\n <td>武乡西山发电有限责任公司</td>\n <td>山西省武乡县丰州镇下城村</td>\n <td>山西省</td>\n <td>112°51′11″</td>\n <td>36°50′0″</td>\n <td>240</td>\n <td>SCR</td>\n <td>尿素</td>\n <td>2</td>\n <td>石灰石--石膏湿法</td>\n <td>...</td>\n <td>600</td>\n <td>2006-10-07 00:00:00</td>\n <td>抽凝式</td>\n <td>亚临界</td>\n <td>空冷-直接空冷</td>\n <td>600</td>\n <td>2007-01-07 00:00:00</td>\n <td>抽凝式</td>\n <td>亚临界</td>\n <td>空冷-直接空冷</td>\n </tr>\n <tr>\n <th>3</th>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>河北肥乡经济开发区光明西路11号</td>\n <td>河北省</td>\n <td>114°39'0\"</td>\n <td>36°34'0\"</td>\n <td>NaN</td>\n <td>采用高效低氮燃烧器＋SCR</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>石灰石-石膏湿法</td>\n <td>...</td>\n <td>350</td>\n <td>2019-06-08 00:00:00</td>\n <td>抽凝式</td>\n <td>超超临界</td>\n <td>水冷-闭式循环</td>\n <td>350</td>\n <td>2019-06-08 00:00:00</td>\n <td>抽凝式</td>\n <td>超超临界</td>\n <td>水冷-闭式循环</td>\n </tr>\n <tr>\n <th>4</th>\n <td>建投遵化热电有限责任公司</td>\n <td>河北省遵化市新店子镇程庄子村</td>\n <td>河北省</td>\n <td>117°58'40\"</td>\n <td>40°4'33\"</td>\n <td>NaN</td>\n <td>采用高效低氮燃烧器＋SCR</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>石灰石-石膏湿法</td>\n <td>...</td>\n <td>350</td>\n <td>2019-07-09 00:00:00</td>\n <td>抽凝式</td>\n <td>超临界</td>\n <td>水冷-闭式循环</td>\n <td>350</td>\n <td>2020-05-02 00:00:00</td>\n <td>抽凝式</td>\n <td>超临界</td>\n <td>水冷-闭式循环</td>\n </tr>\n </tbody>\n</table>\n<p>4 rows × 33 columns</p>\n</div>"
|
||
},
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unit_features = unit_features.rename(columns=unit_features.iloc[0]).drop(unit_features.index[0])\n",
|
||
"unit_features.head()"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": "1 水冷-闭式循环\n2 空冷-直接空冷\n3 水冷-闭式循环\n4 水冷-闭式循环\nName: 发电机组1_冷却方式, dtype: object"
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unit_features['发电机组1_冷却方式']"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"outputs": [],
|
||
"source": [
|
||
"unit_features_used = unit_features[['企业名称', '生产设备类型', '燃料类型', '低位发热量（GJ/t）']].copy()\n",
|
||
"unit_features_used['汽轮机类型'] = unit_features['发电机组1_汽轮机类型']\n",
|
||
"unit_features_used['冷却方式'] = unit_features['发电机组1_冷却方式']\n",
|
||
"unit_features_used['额定蒸发量'] = unit_features['锅炉1额定蒸发量 t/h'] + unit_features['锅炉2额定蒸发量 t/h']\n",
|
||
"unit_features_used['压力参数'] = unit_features['发电机组1_压力参数']\n",
|
||
"unit_features_used['总容量'] = unit_features['发电机组1_单机容量（MW）'] + unit_features['发电机组2_单机容量（MW）']"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": " 企业名称 生产设备类型 燃料类型 低位发热量（GJ/t） 汽轮机类型 冷却方式 额定蒸发量 \\\n1 浙江秀舟热电有限公司 高温高压循环流化床锅炉 中高挥发分烟煤 20.501 背压式 水冷-闭式循环 230 \n2 武乡西山发电有限责任公司 煤粉锅炉 褐煤 18.643 抽凝式 空冷-直接空冷 4160 \n3 国电电力邯郸东郊热电有限责任公司 煤粉锅炉 低挥发分烟煤 19.087 抽凝式 水冷-闭式循环 2250 \n4 建投遵化热电有限责任公司 煤粉锅炉 一般烟煤 14.682 抽凝式 水冷-闭式循环 2344 \n\n 压力参数 总容量 \n1 高压 30 \n2 亚临界 1200 \n3 超超临界 700 \n4 超临界 700 ",
|
||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>企业名称</th>\n <th>生产设备类型</th>\n <th>燃料类型</th>\n <th>低位发热量（GJ/t）</th>\n <th>汽轮机类型</th>\n <th>冷却方式</th>\n <th>额定蒸发量</th>\n <th>压力参数</th>\n <th>总容量</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1</th>\n <td>浙江秀舟热电有限公司</td>\n <td>高温高压循环流化床锅炉</td>\n <td>中高挥发分烟煤</td>\n <td>20.501</td>\n <td>背压式</td>\n <td>水冷-闭式循环</td>\n <td>230</td>\n <td>高压</td>\n <td>30</td>\n </tr>\n <tr>\n <th>2</th>\n <td>武乡西山发电有限责任公司</td>\n <td>煤粉锅炉</td>\n <td>褐煤</td>\n <td>18.643</td>\n <td>抽凝式</td>\n <td>空冷-直接空冷</td>\n <td>4160</td>\n <td>亚临界</td>\n <td>1200</td>\n </tr>\n <tr>\n <th>3</th>\n <td>国电电力邯郸东郊热电有限责任公司</td>\n <td>煤粉锅炉</td>\n <td>低挥发分烟煤</td>\n <td>19.087</td>\n <td>抽凝式</td>\n <td>水冷-闭式循环</td>\n <td>2250</td>\n <td>超超临界</td>\n <td>700</td>\n </tr>\n <tr>\n <th>4</th>\n <td>建投遵化热电有限责任公司</td>\n <td>煤粉锅炉</td>\n <td>一般烟煤</td>\n <td>14.682</td>\n <td>抽凝式</td>\n <td>水冷-闭式循环</td>\n <td>2344</td>\n <td>超临界</td>\n <td>700</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||
},
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unit_features_used"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"outputs": [],
|
||
"source": [
|
||
"final_data = all_daily_data.merge(unit_features_used, how='left', on='企业名称')"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"outputs": [],
|
||
"source": [
|
||
"import datetime as dt"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"outputs": [],
|
||
"source": [
|
||
"def cal_timedelta(x):\n",
|
||
" date = dt.datetime.strptime(x, '%Y-%m-%d')\n",
|
||
" date = dt.date(date.year, date.month, date.day)\n",
|
||
" start_date = dt.date(date.year, 1, 1)\n",
|
||
" time_delta = (date - start_date).days\n",
|
||
" return time_delta"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"outputs": [],
|
||
"source": [
|
||
"final_data['day_of_year'] = final_data.days.apply(cal_timedelta)"
|
||
],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"outputs": [],
|
||
"source": [],
|
||
"metadata": {
|
||
"collapsed": false,
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
}
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
} |