emission_detect_ai/使用lightgbm对所有特征建模.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"outputs": [],
"source": [
"import pandas as pd\n",
"import lightgbm as lgb\n",
"import numpy as np\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import mean_absolute_error, mean_squared_error, mean_absolute_percentage_error, r2_score\n",
"import datetime as dt\n",
"import matplotlib.pyplot as plt\n",
"#新增加的两行\n",
"from pylab import mpl\n",
"# 设置显示中文字体\n",
"mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
"\n",
"mpl.rcParams[\"axes.unicode_minus\"] = False"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 8,
"outputs": [],
"source": [
"data = pd.read_csv('data/factory_train_data.csv')\n",
"data = data[data['燃料消耗量(吨)'] > 0].copy()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 9,
"outputs": [],
"source": [
"data['week_of_years'] = data.day_of_year // 7\n",
"data['day_of_week'] = data.days.apply(lambda x: dt.datetime.strptime(x, '%Y-%m-%d').weekday() + 1)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "浙江秀舟热电有限公司 1087\n武乡西山发电有限责任公司 112\n国电电力邯郸东郊热电有限责任公司 59\n建投遵化热电有限责任公司 25\nName: 企业名称, dtype: int64"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['企业名称'].value_counts()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 11,
"outputs": [],
"source": [
"data.drop(columns=['days', 'day_of_year', '企业名称'], inplace=True)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 12,
"outputs": [],
"source": [
"object_cols = ['生产设备类型', '燃料类型', '汽轮机类型', '冷却方式', '压力参数', 'day_of_week']\n",
"num_cols = [x for x in data.columns if x not in object_cols]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 13,
"outputs": [],
"source": [
"for col in num_cols:\n",
" if col != 'num_workers':\n",
" data[col] = np.log1p(data[col])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 14,
"outputs": [
{
"data": {
"text/plain": " r_O2 temperature 发电量(万千瓦时) 供热量(吉焦) c_smoke c_NO2 \\\nr_O2 1.000000 -0.316186 -0.319038 0.068471 -0.417281 -0.560829 \ntemperature -0.316186 1.000000 -0.003006 0.117038 0.133293 0.288824 \n发电量万千瓦时 -0.319038 -0.003006 1.000000 -0.251193 0.704215 0.682388 \n供热量吉焦 0.068471 0.117038 -0.251193 1.000000 -0.174803 -0.164987 \nc_smoke -0.417281 0.133293 0.704215 -0.174803 1.000000 0.909606 \nc_NO2 -0.560829 0.288824 0.682388 -0.164987 0.909606 1.000000 \nc_SO2 -0.272416 0.046211 0.532251 -0.174050 0.488700 0.468403 \nflow -0.427438 0.194207 0.673315 -0.180025 0.963711 0.925927 \nnum_workers 0.157706 0.076302 -0.422639 0.498720 -0.342271 -0.344105 \n燃料消耗量 -0.541179 0.044031 0.864512 -0.208610 0.791680 0.769341 \n低位发热量GJ/t 0.317284 0.098987 -0.681444 0.707886 -0.581977 -0.549735 \n额定蒸发量 -0.391598 -0.105596 0.880452 -0.338254 0.794106 0.754143 \n总容量 -0.391399 -0.105362 0.882626 -0.337874 0.793466 0.753368 \nweek_of_years 0.056489 0.141038 -0.289343 -0.056148 -0.313741 -0.246944 \nday_of_week 0.015395 0.030817 0.008199 0.014397 0.014961 0.011258 \n\n c_SO2 flow num_workers 燃料消耗量(吨) 低位发热量GJ/t \\\nr_O2 -0.272416 -0.427438 0.157706 -0.541179 0.317284 \ntemperature 0.046211 0.194207 0.076302 0.044031 0.098987 \n发电量万千瓦时 0.532251 0.673315 -0.422639 0.864512 -0.681444 \n供热量吉焦 -0.174050 -0.180025 0.498720 -0.208610 0.707886 \nc_smoke 0.488700 0.963711 -0.342271 0.791680 -0.581977 \nc_NO2 0.468403 0.925927 -0.344105 0.769341 -0.549735 \nc_SO2 1.000000 0.473151 -0.276540 0.590084 -0.462104 \nflow 0.473151 1.000000 -0.320692 0.762291 -0.581641 \nnum_workers -0.276540 -0.320692 1.000000 -0.482223 0.479269 \n燃料消耗量 0.590084 0.762291 -0.482223 1.000000 -0.682627 \n低位发热量GJ/t -0.462104 -0.581641 0.479269 -0.682627 1.000000 \n额定蒸发量 0.594941 0.767429 -0.539560 0.945291 -0.770206 \n总容量 0.596513 0.769066 -0.529737 0.941232 -0.777893 \nweek_of_years -0.188307 -0.253597 0.119964 -0.430310 0.247530 \nday_of_week 0.001653 0.017986 0.018464 -0.003100 -0.000316 \n\n 额定蒸发量 总容量 week_of_years day_of_week \nr_O2 -0.391598 -0.391399 0.056489 0.015395 \ntemperature -0.105596 -0.105362 0.141038 0.030817 \n发电量万千瓦时 0.880452 0.882626 -0.289343 0.008199 \n供热量吉焦 -0.338254 -0.337874 -0.056148 0.014397 \nc_smoke 0.794106 0.793466 -0.313741 0.014961 \nc_NO2 0.754143 0.753368 -0.246944 0.011258 \nc_SO2 0.594941 0.596513 -0.188307 0.001653 \nflow 0.767429 0.769066 -0.253597 0.017986 \nnum_workers -0.539560 -0.529737 0.119964 0.018464 \n燃料消耗量 0.945291 0.941232 -0.430310 -0.003100 \n低位发热量GJ/t -0.770206 -0.777893 0.247530 -0.000316 \n额定蒸发量 1.000000 0.999263 -0.442480 0.000319 \n总容量 0.999263 1.000000 -0.445768 0.000484 \nweek_of_years -0.442480 -0.445768 1.000000 0.007419 \nday_of_week 0.000319 0.000484 0.007419 1.000000 ",
"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>r_O2</th>\n <th>temperature</th>\n <th>发电量(万千瓦时)</th>\n <th>供热量(吉焦)</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>燃料消耗量(吨)</th>\n <th>低位发热量GJ/t</th>\n <th>额定蒸发量</th>\n <th>总容量</th>\n <th>week_of_years</th>\n <th>day_of_week</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>r_O2</th>\n <td>1.000000</td>\n <td>-0.316186</td>\n <td>-0.319038</td>\n <td>0.068471</td>\n <td>-0.417281</td>\n <td>-0.560829</td>\n <td>-0.272416</td>\n <td>-0.427438</td>\n <td>0.157706</td>\n <td>-0.541179</td>\n <td>0.317284</td>\n <td>-0.391598</td>\n <td>-0.391399</td>\n <td>0.056489</td>\n <td>0.015395</td>\n </tr>\n <tr>\n <th>temperature</th>\n <td>-0.316186</td>\n <td>1.000000</td>\n <td>-0.003006</td>\n <td>0.117038</td>\n <td>0.133293</td>\n <td>0.288824</td>\n <td>0.046211</td>\n <td>0.194207</td>\n <td>0.076302</td>\n <td>0.044031</td>\n <td>0.098987</td>\n <td>-0.105596</td>\n <td>-0.105362</td>\n <td>0.141038</td>\n <td>0.030817</td>\n </tr>\n <tr>\n <th>发电量(万千瓦时)</th>\n <td>-0.319038</td>\n <td>-0.003006</td>\n <td>1.000000</td>\n <td>-0.251193</td>\n <td>0.704215</td>\n <td>0.682388</td>\n <td>0.532251</td>\n <td>0.673315</td>\n <td>-0.422639</td>\n <td>0.864512</td>\n <td>-0.681444</td>\n <td>0.880452</td>\n <td>0.882626</td>\n <td>-0.289343</td>\n <td>0.008199</td>\n </tr>\n <tr>\n <th>供热量(吉焦)</th>\n <td>0.068471</td>\n <td>0.117038</td>\n <td>-0.251193</td>\n <td>1.000000</td>\n <td>-0.174803</td>\n <td>-0.164987</td>\n <td>-0.174050</td>\n <td>-0.180025</td>\n <td>0.498720</td>\n <td>-0.208610</td>\n <td>0.707886</td>\n <td>-0.338254</td>\n <td>-0.337874</td>\n <td>-0.056148</td>\n <td>0.014397</td>\n </tr>\n <tr>\n <th>c_smoke</th>\n <td>-0.417281</td>\n <td>0.133293</td>\n <td>0.704215</td>\n <td>-0.174803</td>\n <td>1.000000</td>\n <td>0.909606</td>\n <td>0.488700</td>\n <td>0.963711</td>\n <td>-0.342271</td>\n <td>0.791680</td>\n <td>-0.581977</td>\n <td>0.794106</td>\n <td>0.793466</td>\n <td>-0.313741</td>\n <td>0.014961</td>\n </tr>\n <tr>\n <th>c_NO2</th>\n <td>-0.560829</td>\n <td>0.288824</td>\n <td>0.682388</td>\n <td>-0.164987</td>\n <td>0.909606</td>\n <td>1.000000</td>\n <td>0.468403</td>\n <td>0.925927</td>\n <td>-0.344105</td>\n <td>0.769341</td>\n <td>-0.549735</td>\n <td>0.754143</td>\n <td>0.753368</td>\n <td>-0.246944</td>\n <td>0.011258</td>\n </tr>\n <tr>\n <th>c_SO2</th>\n <td>-0.272416</td>\n <td>0.046211</td>\n <td>0.532251</td>\n <td>-0.174050</td>\n <td>0.488700</td>\n <td>0.468403</td>\n <td>1.000000</td>\n <td>0.473151</td>\n <td>-0.276540</td>\n <td>0.590084</td>\n <td>-0.462104</td>\n <td>0.594941</td>\n <td>0.596513</td>\n <td>-0.188307</td>\n <td>0.001653</td>\n </tr>\n <tr>\n <th>flow</th>\n <td>-0.427438</td>\n <td>0.194207</td>\n <td>0.673315</td>\n <td>-0.180025</td>\n <td>0.963711</td>\n <td>0.925927</td>\n <td>0.473151</td>\n <td>1.000000</td>\n <td>-0.320692</td>\n <td>0.762291</td>\n <td>-0.581641</td>\n <td>0.767429</td>\n <td>0.769066</td>\n <td>-0.253597</td>\n <td>0.017986</td>\n </tr>\n <tr>\n <th>num_workers</th>\n <td>0.157706</td>\n <td>0.076302</td>\n <td>-0.422639</td>\n <td>0.498720</td>\n <td>-0.342271</td>\n <td>-0.344105</td>\n <td>-0.276540</td>\n <td>-0.320692</td>\n <td>1.000000</td>\n <td>-0.482223</td>\n <td>0.479269</td>\n <td>-0.539560</td>\n <td>-0.529737</td>\n <td>0.119964</td>\n <td>0.018464</td>\n </tr>\n <tr>\n <th>燃料消耗量(吨)</th>\n <td>-0.541179</td>\n <td>0.044031</td>\n <td>0.864512</td>\n <td>-0.208610</td>\n <td>0.791680</td>\n <td>0.769341</td>\n <td>0.590084</td>\n <td>0.762291</td>\n <td>-0.482223</td>\n <td>1.000000</td>\n <td>-0.682627</td>\n <td>0.945291</td>\n <td>0.941232</td>\n <td>-0.430310</td>\n <td>-0.003100</td>\n </tr>\n <tr>\n <th>低位发热量GJ/t</th>\n <td>0.317284</td>\n <td>0.098987</td>\n <td>-0.681444</td>\n <td>0.707886</td>\n <td>-0.581977</td>\n <td>-0.549735</td>\n <td>-0.462104</td>\n <td>-0.581641</td>\n <td>0.479269</td>\n <td>-0.682627</td>\n <td>1.000000</td>\n <td>-0.770206</td>\n <td>-0.777893</td>\n <td>0.247530</td>\n <td>-0.000316</td>\n </tr>\n <tr>\n <th>额定蒸发量</th>\n <td>-0.391598</td>\n <td>-0.105596</td>\n <td>0.880452</td>\n <td>-0.338254</td>\n <td>0.794106</td>\n <td>0.754143</td>\n <td>0.594941</td>\n <td>0.767429</td>\n <td>-0.539560</td>\n <td>0.945291</td>\n <td>-0.770206</td>\n <td>1.000000</td>\n <td>0.999263</td>\n <td>-0.442480</td>\n <td>0.000319</td>\n </tr>\n <tr>\n <th>总容量</th>\n <td>-0.391399</td>\n <td>-0.105362</td>\n <td>0.882626</td>\n <td>-0.337874</td>\n <td>0.793466</td>\n <td>0.753368</td>\n <td>0.596513</td>\n <td>0.769066</td>\n <td>-0.529737</td>\n <td>0.941232</td>\n <td>-0.777893</td>\n <td>0.999263</td>\n <td>1.000000</td>\n <td>-0.445768</td>\n <td>0.000484</td>\n </tr>\n <tr>\n <th>week_of_years</th>\n <td>0.056489</td>\n <td>0.141038</td>\n <td>-0.289343</td>\n <td>-0.056148</td>\n <td>-0.313741</td>\n <td>-0.246944</td>\n <td>-0.188307</td>\n <td>-0.253597</td>\n <td>0.119964</td>\n <td>-0.430310</td>\n <td>0.247530</td>\n <td>-0.442480</td>\n <td>-0.445768</td>\n <td>1.000000</td>\n <td>0.007419</td>\n </tr>\n <tr>\n <th>day_of_week</th>\n <td>0.015395</td>\n <td>0.030817</td>\n <td>0.008199</td>\n <td>0.014397</td>\n <td>0.014961</td>\n <td>0.011258</td>\n <td>0.001653</td>\n <td>0.017986</td>\n <td>0.018464</td>\n <td>-0.003100</td>\n <td>-0.000316</td>\n <td>0.000319</td>\n <td>0.000484</td>\n <td>0.007419</td>\n <td>1.000000</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.corr()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 9,
"outputs": [
{
"data": {
"text/plain": "6"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(object_cols)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "中高挥发分烟煤 1087\n褐煤 112\n低挥发分烟煤 59\n一般烟煤 25\nName: 燃料类型, dtype: int64"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['燃料类型'].value_counts()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 11,
"outputs": [
{
"data": {
"text/plain": "<Figure size 2000x2000 with 20 Axes>",
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20, 20))\n",
"for index, col in enumerate(object_cols+num_cols):\n",
" plt.subplot(4,5,index+1)\n",
" plt.title(col)\n",
" # if col in object_cols:\n",
" # plt.bar(data['燃料类型'].value_counts().index, data['燃料类型'].value_counts().values)\n",
" # else:\n",
" plt.hist(data[col])\n",
"# plt.savefig('figure/特征分析.png')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 12,
"outputs": [],
"source": [
"use_data = pd.get_dummies(data.drop(columns=['r_O2', 'temperature']), columns=object_cols)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 13,
"outputs": [
{
"data": {
"text/plain": "['day_of_week_5',\n '燃料类型_一般烟煤',\n '燃料类型_褐煤',\n '燃料类型_低挥发分烟煤',\n 'day_of_week_7',\n 'day_of_week_1',\n '压力参数_高压',\n 'day_of_week_4',\n 'flow',\n 'num_workers',\n '额定蒸发量',\n '低位发热量GJ/t',\n '冷却方式_水冷-闭式循环',\n '汽轮机类型_抽凝式',\n '汽轮机类型_背压式',\n '燃料类型_中高挥发分烟煤',\n 'day_of_week_3',\n 'c_NO2',\n '压力参数_超超临界',\n '压力参数_超临界',\n 'day_of_week_6',\n '压力参数_亚临界',\n '生产设备类型_高温高压循环流化床锅炉',\n '冷却方式_空冷-直接空冷',\n 'c_smoke',\n '生产设备类型_煤粉锅炉',\n 'day_of_week_2',\n '供热量(吉焦)',\n '发电量(万千瓦时)',\n '总容量',\n 'week_of_years',\n 'c_SO2']"
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_cols = [x for x in use_data.columns if x != '燃料消耗量(吨)']\n",
"# feature_cols = [x for x in use_data.columns if x not in ['发电量(万千瓦时)', '供热量(吉焦)', '燃料消耗量(吨)']]\n",
"np.random.shuffle(feature_cols)\n",
"feature_cols"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 14,
"outputs": [],
"source": [
"train_data, valid = train_test_split(use_data, test_size=0.2, shuffle=True, random_state=666)\n",
"valid_data, test_data = train_test_split(valid, test_size=0.5, shuffle=True, random_state=666)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 15,
"outputs": [],
"source": [
"X_train, Y_train = train_data[feature_cols], train_data['燃料消耗量(吨)']\n",
"X_valid, Y_valid = valid_data[feature_cols], valid_data['燃料消耗量(吨)']\n",
"X_test, Y_test = test_data[feature_cols], test_data['燃料消耗量(吨)']"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 16,
"outputs": [],
"source": [
"lgb_train = lgb.Dataset(X_train, Y_train)\n",
"lgb_eval = lgb.Dataset(X_valid, Y_valid)\n",
"lgb_test = lgb.Dataset(X_test, Y_test)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 17,
"outputs": [],
"source": [
"params = {\n",
" 'task': 'train',\n",
" 'boosting_type': 'gbdt', # 设置提升类型\n",
" 'objective': 'regression_l2', # 目标函数\n",
" 'metric': {'rmse'}, # 评估函数\n",
" 'max_depth': 10,\n",
" 'num_leaves': 31, # 叶子节点数\n",
" 'learning_rate': 0.005, # 学习速率\n",
" 'feature_fraction': 0.9, # 建树的特征选择比例\n",
" 'bagging_fraction': 0.8, # 建树的样本采样比例\n",
" 'bagging_freq': 5, # k 意味着每 k 次迭代执行bagging\n",
" 'verbose': -1 # <0 显示致命的, =0 显示错误 (警告), >0 显示信息\n",
"}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 18,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's rmse: 0.791089\n",
"Training until validation scores don't improve for 100 rounds\n",
"[2]\tvalid_0's rmse: 0.787271\n",
"[3]\tvalid_0's rmse: 0.78351\n",
"[4]\tvalid_0's rmse: 0.779729\n",
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"[620]\tvalid_0's rmse: 0.175485\n",
"[621]\tvalid_0's rmse: 0.175473\n",
"[622]\tvalid_0's rmse: 0.175462\n",
"[623]\tvalid_0's rmse: 0.175451\n",
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"[626]\tvalid_0's rmse: 0.175348\n",
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"[645]\tvalid_0's rmse: 0.174683\n",
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"[731]\tvalid_0's rmse: 0.173186\n",
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"[733]\tvalid_0's rmse: 0.173182\n",
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"[735]\tvalid_0's rmse: 0.173179\n",
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"[737]\tvalid_0's rmse: 0.17314\n",
"[738]\tvalid_0's rmse: 0.173128\n",
"[739]\tvalid_0's rmse: 0.173108\n",
"[740]\tvalid_0's rmse: 0.173089\n",
"[741]\tvalid_0's rmse: 0.173075\n",
"[742]\tvalid_0's rmse: 0.173044\n",
"[743]\tvalid_0's rmse: 0.173013\n",
"[744]\tvalid_0's rmse: 0.172983\n",
"[745]\tvalid_0's rmse: 0.172947\n",
"[746]\tvalid_0's rmse: 0.172904\n",
"[747]\tvalid_0's rmse: 0.17289\n",
"[748]\tvalid_0's rmse: 0.172847\n",
"[749]\tvalid_0's rmse: 0.172804\n",
"[750]\tvalid_0's rmse: 0.172767\n",
"[751]\tvalid_0's rmse: 0.172718\n",
"[752]\tvalid_0's rmse: 0.172669\n",
"[753]\tvalid_0's rmse: 0.172621\n",
"[754]\tvalid_0's rmse: 0.172573\n",
"[755]\tvalid_0's rmse: 0.172527\n",
"[756]\tvalid_0's rmse: 0.172532\n",
"[757]\tvalid_0's rmse: 0.172538\n",
"[758]\tvalid_0's rmse: 0.172546\n",
"[759]\tvalid_0's rmse: 0.172552\n",
"[760]\tvalid_0's rmse: 0.172558\n",
"[761]\tvalid_0's rmse: 0.172547\n",
"[762]\tvalid_0's rmse: 0.172541\n",
"[763]\tvalid_0's rmse: 0.172538\n",
"[764]\tvalid_0's rmse: 0.172532\n",
"[765]\tvalid_0's rmse: 0.172527\n",
"[766]\tvalid_0's rmse: 0.172521\n",
"[767]\tvalid_0's rmse: 0.172514\n",
"[768]\tvalid_0's rmse: 0.172508\n",
"[769]\tvalid_0's rmse: 0.172496\n",
"[770]\tvalid_0's rmse: 0.172489\n",
"[771]\tvalid_0's rmse: 0.17249\n",
"[772]\tvalid_0's rmse: 0.172492\n",
"[773]\tvalid_0's rmse: 0.172501\n",
"[774]\tvalid_0's rmse: 0.172503\n",
"[775]\tvalid_0's rmse: 0.172506\n",
"[776]\tvalid_0's rmse: 0.172503\n",
"[777]\tvalid_0's rmse: 0.172498\n",
"[778]\tvalid_0's rmse: 0.172493\n",
"[779]\tvalid_0's rmse: 0.172484\n",
"[780]\tvalid_0's rmse: 0.172479\n",
"[781]\tvalid_0's rmse: 0.172469\n",
"[782]\tvalid_0's rmse: 0.172441\n",
"[783]\tvalid_0's rmse: 0.172412\n",
"[784]\tvalid_0's rmse: 0.172385\n",
"[785]\tvalid_0's rmse: 0.172372\n",
"[786]\tvalid_0's rmse: 0.172371\n",
"[787]\tvalid_0's rmse: 0.172372\n",
"[788]\tvalid_0's rmse: 0.172371\n",
"[789]\tvalid_0's rmse: 0.17237\n",
"[790]\tvalid_0's rmse: 0.172375\n",
"[791]\tvalid_0's rmse: 0.172382\n",
"[792]\tvalid_0's rmse: 0.172389\n",
"[793]\tvalid_0's rmse: 0.172395\n",
"[794]\tvalid_0's rmse: 0.172408\n",
"[795]\tvalid_0's rmse: 0.172415\n",
"[796]\tvalid_0's rmse: 0.172422\n",
"[797]\tvalid_0's rmse: 0.172427\n",
"[798]\tvalid_0's rmse: 0.172433\n",
"[799]\tvalid_0's rmse: 0.172436\n",
"[800]\tvalid_0's rmse: 0.172442\n",
"[801]\tvalid_0's rmse: 0.172432\n",
"[802]\tvalid_0's rmse: 0.172437\n",
"[803]\tvalid_0's rmse: 0.172442\n",
"[804]\tvalid_0's rmse: 0.172446\n",
"[805]\tvalid_0's rmse: 0.17245\n",
"[806]\tvalid_0's rmse: 0.172449\n",
"[807]\tvalid_0's rmse: 0.17245\n",
"[808]\tvalid_0's rmse: 0.172451\n",
"[809]\tvalid_0's rmse: 0.172449\n",
"[810]\tvalid_0's rmse: 0.17245\n",
"[811]\tvalid_0's rmse: 0.172442\n",
"[812]\tvalid_0's rmse: 0.172434\n",
"[813]\tvalid_0's rmse: 0.172401\n",
"[814]\tvalid_0's rmse: 0.172394\n",
"[815]\tvalid_0's rmse: 0.172388\n",
"[816]\tvalid_0's rmse: 0.172367\n",
"[817]\tvalid_0's rmse: 0.172347\n",
"[818]\tvalid_0's rmse: 0.172333\n",
"[819]\tvalid_0's rmse: 0.172315\n",
"[820]\tvalid_0's rmse: 0.172295\n",
"[821]\tvalid_0's rmse: 0.172302\n",
"[822]\tvalid_0's rmse: 0.172308\n",
"[823]\tvalid_0's rmse: 0.172314\n",
"[824]\tvalid_0's rmse: 0.172321\n",
"[825]\tvalid_0's rmse: 0.172321\n",
"[826]\tvalid_0's rmse: 0.172317\n",
"[827]\tvalid_0's rmse: 0.172315\n",
"[828]\tvalid_0's rmse: 0.172311\n",
"[829]\tvalid_0's rmse: 0.172309\n",
"[830]\tvalid_0's rmse: 0.172306\n",
"[831]\tvalid_0's rmse: 0.172287\n",
"[832]\tvalid_0's rmse: 0.172269\n",
"[833]\tvalid_0's rmse: 0.172251\n",
"[834]\tvalid_0's rmse: 0.172234\n",
"[835]\tvalid_0's rmse: 0.172216\n",
"[836]\tvalid_0's rmse: 0.172223\n",
"[837]\tvalid_0's rmse: 0.17223\n",
"[838]\tvalid_0's rmse: 0.172238\n",
"[839]\tvalid_0's rmse: 0.172239\n",
"[840]\tvalid_0's rmse: 0.172247\n",
"[841]\tvalid_0's rmse: 0.172248\n",
"[842]\tvalid_0's rmse: 0.172249\n",
"[843]\tvalid_0's rmse: 0.17225\n",
"[844]\tvalid_0's rmse: 0.172251\n",
"[845]\tvalid_0's rmse: 0.172253\n",
"[846]\tvalid_0's rmse: 0.172225\n",
"[847]\tvalid_0's rmse: 0.1722\n",
"[848]\tvalid_0's rmse: 0.172176\n",
"[849]\tvalid_0's rmse: 0.172152\n",
"[850]\tvalid_0's rmse: 0.172129\n",
"[851]\tvalid_0's rmse: 0.172132\n",
"[852]\tvalid_0's rmse: 0.172137\n",
"[853]\tvalid_0's rmse: 0.17214\n",
"[854]\tvalid_0's rmse: 0.172144\n",
"[855]\tvalid_0's rmse: 0.172161\n",
"[856]\tvalid_0's rmse: 0.17216\n",
"[857]\tvalid_0's rmse: 0.172175\n",
"[858]\tvalid_0's rmse: 0.172174\n",
"[859]\tvalid_0's rmse: 0.172188\n",
"[860]\tvalid_0's rmse: 0.172188\n",
"[861]\tvalid_0's rmse: 0.172185\n",
"[862]\tvalid_0's rmse: 0.172182\n",
"[863]\tvalid_0's rmse: 0.172179\n",
"[864]\tvalid_0's rmse: 0.172187\n",
"[865]\tvalid_0's rmse: 0.172184\n",
"[866]\tvalid_0's rmse: 0.172192\n",
"[867]\tvalid_0's rmse: 0.172202\n",
"[868]\tvalid_0's rmse: 0.172205\n",
"[869]\tvalid_0's rmse: 0.172205\n",
"[870]\tvalid_0's rmse: 0.172206\n",
"[871]\tvalid_0's rmse: 0.17221\n",
"[872]\tvalid_0's rmse: 0.172214\n",
"[873]\tvalid_0's rmse: 0.17222\n",
"[874]\tvalid_0's rmse: 0.172224\n",
"[875]\tvalid_0's rmse: 0.172226\n",
"[876]\tvalid_0's rmse: 0.17222\n",
"[877]\tvalid_0's rmse: 0.172217\n",
"[878]\tvalid_0's rmse: 0.172218\n",
"[879]\tvalid_0's rmse: 0.172214\n",
"[880]\tvalid_0's rmse: 0.172213\n",
"[881]\tvalid_0's rmse: 0.172201\n",
"[882]\tvalid_0's rmse: 0.172189\n",
"[883]\tvalid_0's rmse: 0.172177\n",
"[884]\tvalid_0's rmse: 0.172166\n",
"[885]\tvalid_0's rmse: 0.172154\n",
"[886]\tvalid_0's rmse: 0.172136\n",
"[887]\tvalid_0's rmse: 0.172118\n",
"[888]\tvalid_0's rmse: 0.172101\n",
"[889]\tvalid_0's rmse: 0.172113\n",
"[890]\tvalid_0's rmse: 0.172094\n",
"[891]\tvalid_0's rmse: 0.172103\n",
"[892]\tvalid_0's rmse: 0.17211\n",
"[893]\tvalid_0's rmse: 0.172114\n",
"[894]\tvalid_0's rmse: 0.172117\n",
"[895]\tvalid_0's rmse: 0.172121\n",
"[896]\tvalid_0's rmse: 0.172117\n",
"[897]\tvalid_0's rmse: 0.172118\n",
"[898]\tvalid_0's rmse: 0.172114\n",
"[899]\tvalid_0's rmse: 0.172115\n",
"[900]\tvalid_0's rmse: 0.172115\n",
"[901]\tvalid_0's rmse: 0.172125\n",
"[902]\tvalid_0's rmse: 0.172136\n",
"[903]\tvalid_0's rmse: 0.172145\n",
"[904]\tvalid_0's rmse: 0.172155\n",
"[905]\tvalid_0's rmse: 0.172164\n",
"[906]\tvalid_0's rmse: 0.172175\n",
"[907]\tvalid_0's rmse: 0.172183\n",
"[908]\tvalid_0's rmse: 0.172203\n",
"[909]\tvalid_0's rmse: 0.172223\n",
"[910]\tvalid_0's rmse: 0.172242\n",
"[911]\tvalid_0's rmse: 0.172244\n",
"[912]\tvalid_0's rmse: 0.172246\n",
"[913]\tvalid_0's rmse: 0.172248\n",
"[914]\tvalid_0's rmse: 0.17225\n",
"[915]\tvalid_0's rmse: 0.172252\n",
"[916]\tvalid_0's rmse: 0.17223\n",
"[917]\tvalid_0's rmse: 0.172238\n",
"[918]\tvalid_0's rmse: 0.172218\n",
"[919]\tvalid_0's rmse: 0.17222\n",
"[920]\tvalid_0's rmse: 0.172222\n",
"[921]\tvalid_0's rmse: 0.172208\n",
"[922]\tvalid_0's rmse: 0.172212\n",
"[923]\tvalid_0's rmse: 0.172215\n",
"[924]\tvalid_0's rmse: 0.172219\n",
"[925]\tvalid_0's rmse: 0.172222\n",
"[926]\tvalid_0's rmse: 0.172237\n",
"[927]\tvalid_0's rmse: 0.172245\n",
"[928]\tvalid_0's rmse: 0.172253\n",
"[929]\tvalid_0's rmse: 0.172269\n",
"[930]\tvalid_0's rmse: 0.172277\n",
"[931]\tvalid_0's rmse: 0.172285\n",
"[932]\tvalid_0's rmse: 0.172285\n",
"[933]\tvalid_0's rmse: 0.172294\n",
"[934]\tvalid_0's rmse: 0.172303\n",
"[935]\tvalid_0's rmse: 0.172312\n",
"[936]\tvalid_0's rmse: 0.172293\n",
"[937]\tvalid_0's rmse: 0.172275\n",
"[938]\tvalid_0's rmse: 0.172279\n",
"[939]\tvalid_0's rmse: 0.172261\n",
"[940]\tvalid_0's rmse: 0.172249\n",
"[941]\tvalid_0's rmse: 0.172226\n",
"[942]\tvalid_0's rmse: 0.172204\n",
"[943]\tvalid_0's rmse: 0.172202\n",
"[944]\tvalid_0's rmse: 0.172179\n",
"[945]\tvalid_0's rmse: 0.172157\n",
"[946]\tvalid_0's rmse: 0.172133\n",
"[947]\tvalid_0's rmse: 0.172109\n",
"[948]\tvalid_0's rmse: 0.172086\n",
"[949]\tvalid_0's rmse: 0.172063\n",
"[950]\tvalid_0's rmse: 0.17204\n",
"[951]\tvalid_0's rmse: 0.172046\n",
"[952]\tvalid_0's rmse: 0.172052\n",
"[953]\tvalid_0's rmse: 0.172065\n",
"[954]\tvalid_0's rmse: 0.172076\n",
"[955]\tvalid_0's rmse: 0.172089\n",
"[956]\tvalid_0's rmse: 0.172094\n",
"[957]\tvalid_0's rmse: 0.1721\n",
"[958]\tvalid_0's rmse: 0.172108\n",
"[959]\tvalid_0's rmse: 0.172116\n",
"[960]\tvalid_0's rmse: 0.172122\n",
"[961]\tvalid_0's rmse: 0.172133\n",
"[962]\tvalid_0's rmse: 0.172144\n",
"[963]\tvalid_0's rmse: 0.172155\n",
"[964]\tvalid_0's rmse: 0.172166\n",
"[965]\tvalid_0's rmse: 0.172184\n",
"[966]\tvalid_0's rmse: 0.172178\n",
"[967]\tvalid_0's rmse: 0.172172\n",
"[968]\tvalid_0's rmse: 0.172163\n",
"[969]\tvalid_0's rmse: 0.172142\n",
"[970]\tvalid_0's rmse: 0.172136\n",
"[971]\tvalid_0's rmse: 0.172154\n",
"[972]\tvalid_0's rmse: 0.172166\n",
"[973]\tvalid_0's rmse: 0.17217\n",
"[974]\tvalid_0's rmse: 0.172172\n",
"[975]\tvalid_0's rmse: 0.172192\n",
"[976]\tvalid_0's rmse: 0.172204\n",
"[977]\tvalid_0's rmse: 0.172215\n",
"[978]\tvalid_0's rmse: 0.172226\n",
"[979]\tvalid_0's rmse: 0.172237\n",
"[980]\tvalid_0's rmse: 0.172241\n",
"[981]\tvalid_0's rmse: 0.17225\n",
"[982]\tvalid_0's rmse: 0.17226\n",
"[983]\tvalid_0's rmse: 0.172271\n",
"[984]\tvalid_0's rmse: 0.172281\n",
"[985]\tvalid_0's rmse: 0.172291\n",
"[986]\tvalid_0's rmse: 0.172293\n",
"[987]\tvalid_0's rmse: 0.172296\n",
"[988]\tvalid_0's rmse: 0.172301\n",
"[989]\tvalid_0's rmse: 0.172305\n",
"[990]\tvalid_0's rmse: 0.172307\n",
"[991]\tvalid_0's rmse: 0.172316\n",
"[992]\tvalid_0's rmse: 0.172331\n",
"[993]\tvalid_0's rmse: 0.172346\n",
"[994]\tvalid_0's rmse: 0.172361\n",
"[995]\tvalid_0's rmse: 0.172377\n",
"[996]\tvalid_0's rmse: 0.172377\n",
"[997]\tvalid_0's rmse: 0.172377\n",
"[998]\tvalid_0's rmse: 0.172381\n",
"[999]\tvalid_0's rmse: 0.172393\n",
"[1000]\tvalid_0's rmse: 0.172393\n",
"[1001]\tvalid_0's rmse: 0.172408\n",
"[1002]\tvalid_0's rmse: 0.172416\n",
"[1003]\tvalid_0's rmse: 0.172425\n",
"[1004]\tvalid_0's rmse: 0.172433\n",
"[1005]\tvalid_0's rmse: 0.172443\n",
"[1006]\tvalid_0's rmse: 0.172443\n",
"[1007]\tvalid_0's rmse: 0.172448\n",
"[1008]\tvalid_0's rmse: 0.17245\n",
"[1009]\tvalid_0's rmse: 0.172459\n",
"[1010]\tvalid_0's rmse: 0.172469\n",
"[1011]\tvalid_0's rmse: 0.172487\n",
"[1012]\tvalid_0's rmse: 0.172504\n",
"[1013]\tvalid_0's rmse: 0.172522\n",
"[1014]\tvalid_0's rmse: 0.172538\n",
"[1015]\tvalid_0's rmse: 0.172551\n",
"[1016]\tvalid_0's rmse: 0.172556\n",
"[1017]\tvalid_0's rmse: 0.172568\n",
"[1018]\tvalid_0's rmse: 0.17258\n",
"[1019]\tvalid_0's rmse: 0.172584\n",
"[1020]\tvalid_0's rmse: 0.172597\n",
"[1021]\tvalid_0's rmse: 0.172598\n",
"[1022]\tvalid_0's rmse: 0.172599\n",
"[1023]\tvalid_0's rmse: 0.1726\n",
"[1024]\tvalid_0's rmse: 0.172602\n",
"[1025]\tvalid_0's rmse: 0.172599\n",
"[1026]\tvalid_0's rmse: 0.172605\n",
"[1027]\tvalid_0's rmse: 0.17261\n",
"[1028]\tvalid_0's rmse: 0.172616\n",
"[1029]\tvalid_0's rmse: 0.172605\n",
"[1030]\tvalid_0's rmse: 0.172596\n",
"[1031]\tvalid_0's rmse: 0.172588\n",
"[1032]\tvalid_0's rmse: 0.17258\n",
"[1033]\tvalid_0's rmse: 0.172572\n",
"[1034]\tvalid_0's rmse: 0.172564\n",
"[1035]\tvalid_0's rmse: 0.172573\n",
"[1036]\tvalid_0's rmse: 0.17257\n",
"[1037]\tvalid_0's rmse: 0.172569\n",
"[1038]\tvalid_0's rmse: 0.172567\n",
"[1039]\tvalid_0's rmse: 0.172565\n",
"[1040]\tvalid_0's rmse: 0.172563\n",
"[1041]\tvalid_0's rmse: 0.172568\n",
"[1042]\tvalid_0's rmse: 0.172567\n",
"[1043]\tvalid_0's rmse: 0.172568\n",
"[1044]\tvalid_0's rmse: 0.172572\n",
"[1045]\tvalid_0's rmse: 0.172576\n",
"[1046]\tvalid_0's rmse: 0.172579\n",
"[1047]\tvalid_0's rmse: 0.17258\n",
"[1048]\tvalid_0's rmse: 0.172581\n",
"[1049]\tvalid_0's rmse: 0.172585\n",
"[1050]\tvalid_0's rmse: 0.172595\n",
"Early stopping, best iteration is:\n",
"[950]\tvalid_0's rmse: 0.17204\n"
]
}
],
"source": [
"gbm = lgb.train(params, lgb_train, num_boost_round=2000, valid_sets=lgb_eval, early_stopping_rounds=100)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 19,
"outputs": [],
"source": [
"y_pred = np.expm1(gbm.predict(X_test))\n",
"y_true = np.expm1(Y_test)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 20,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 6.60E+04\n",
"RMSE: 256.8979\n",
"MAE: 105.2196\n",
"MAPE: 3.81%\n",
"R_2: 0.9877\n",
"NMB: -0.0226\n",
"NME: 0.0639\n",
"MFB: -0.008\n",
"MFE: 0.0384\n"
]
}
],
"source": [
"MSE = mean_squared_error(y_true, y_pred)\n",
"RMSE = np.sqrt(mean_squared_error(y_true, y_pred))\n",
"MAE = mean_absolute_error(y_true, y_pred)\n",
"MAPE = mean_absolute_percentage_error(y_true, y_pred)\n",
"R_2 = r2_score(y_true, y_pred)\n",
"NMB = sum(y_pred - y_true) / sum(y_true)\n",
"NME = sum(abs(y_true-y_pred)) / sum(y_true)\n",
"MFB = sum((y_pred - y_true)/((y_pred+y_true)/2))/len(y_true)\n",
"MFE = sum(abs((y_pred - y_true))/((y_pred+y_true)/2))/len(y_true)\n",
"print(f\"MSE: {format(MSE, '.2E')}\")\n",
"print(f'RMSE: {round(RMSE, 4)}')\n",
"print(f'MAE: {round(MAE, 4)}')\n",
"print(f'MAPE: {round(MAPE*100, 2)}%')\n",
"print(f'R_2: {round(R_2, 4)}')\n",
"print(f'NMB: {round(NMB, 4)}')\n",
"print(f'NME: {round(NME, 4)}')\n",
"print(f'MFB: {round(MFB, 4)}')\n",
"print(f'MFE: {round(MFE, 4)}')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 21,
"outputs": [],
"source": [
"test_rst = pd.DataFrame(np.array([y_pred, y_true]).T, columns=['y_pred', 'y_true'])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 22,
"outputs": [
{
"data": {
"text/plain": "<Figure size 2200x900 with 1 Axes>",
"image/png": 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OOSYaEgwfPlz77LOPzj77bN13333Ky8uLPm9JScOJlk4++WQFg0GVl5fr9ttv1wknnKATTzwxWnEULz78/MlPftIqFOtoILkrwWVDQ4PWrl3bZoXjzJkzddxxx2nx4sXRMafTqfvuu0/jxo2LVsS98cYbqqio0PLlyzV58uRWa7wZhqGhQ4cmtPecM2eO/vSnPyWMrVu3rlWoJ5kB6v7776+KigrZbDa9++67uvLKK7VkyZKE77+2WN+Xfr8/4XvQamsaPxYKhVp9X7700kuaOXOmcnJyVFhY2GYlZ/zzra+vl9fr1S233KLTTjttp3PsiNtvvz1h7bfjjjtO//vf//TVV1/p5JNP1meffSbJbPna2Nio++67T8FgMNom8+uvv9bLL7+szz77TB9++KE++OAD/d///Z9GjhypF154QZ999lk0GM3NzU36PXXCCSeorq5OHo9HBQUFO6129Pv92rFjhwYMGKDXX3+91faSkhKNGjVK//3vf9tsHwoAAABkK4I4AAAAoJds2rRJ99xzj6ZOnarf/e53Cduuueaa6AfpPp9P//nPf/Tkk09Gg7inn35aW7dulcvlUlFRkQzD0AUXXBANC/x+vy6//PJWj/nDH/4w4Xp1dXU0tAuHw2publZTU5O8Xq++//3v67DDDtMXX3yhJ554QrNnz273+Zx00kmtxi655JIOvx4Oh2OXK+K+853vKBAIRNcwe/bZZxUKhXTFFVckrD123nnn6ZZbbtFBBx0kKRa05ebm6ve//73uuusuVVRURNv+WVqGTMlYr/djjz0mt9utG2+8UZLUr18/LVmyRB6Pp1X7w2QBkDV+ww036IYbbkgYP/TQQxOul5aW7nReLVVWVmrAgAFJ1zMLBAJyu92aMmVKQhDXVtVae3blNvFcLlfCGmKzZ8/WhAkTZLfbE0I0S25ubtLndNNNN0VbfFo+//xzPfLIIwljLdf8O+uss3TWWWdp69atWrRoUYfmfOihh2rPPffs0L4dsX79er399tu65ZZb9Itf/EKSOrQOXfz3vMfj0fLly/W9731PNTU1Ovnkk/XjH/9YkvTcc89pwoQJWrlypf70pz9pn332UU1NjSRFqzUl6Z133pEkvf3229qyZctOHz8vL2+nQeSgQYPabWEJAAAAZCuCOAAAAKCX9OvXTxdddJFOO+20VkHcY489Fl0j7v7779cXX3yh++67L2Gf559/XgcddFA0NCouLpbf71coFNKqVatkt9v18ssv6957741WIFnt4ux2u1wul26++Wa99957crlcamxs1MMPP6zHHntMpaWlevPNNyWp1YflVVVVqqqq0t577y0p1gJw0aJF0TXDduzYoUMPPVRPP/20/u///i962yOPPLLNgCYcDu+06qgtK1askNvt1pNPPql33nlHjz/+uA499FB95zvfSai+am5u1vDhw9u8n6uvvlqBQEDbt2+XZAaVkqIVWDsLl9avX68HH3xQN998s0pKSiSZlVmlpaVt3jY+WNm6daucTqeWL1+eENB99tlnOvPMM/WPf/wjof2jYRhqaGiQ3W5vtc5cW1wuV9Igy9p27733tgoM/X5/QntOSTrmmGMSrrdc6y4YDMowjITHsto9xo8lqwht6f3339fSpUslmS05WyoqKtJbb72l4uLi6Jj1+v3ud79LWNPs1FNP1bHHHqsrrrgiOnb11Ve3WY25efNm3Xzzzbrlllui359vvfWWtmzZosmTJ0f3u+OOO3Tttdd2axC322676e23305oTRsIBBKCtmTC4XC0KnTw4MF65plnJEmrVq1K+L5atmyZqqurdfvtt2vmzJk65ZRTtG7dOm3fvl3XXXedjjvuOJ155pnR/Z955hnZbLaE0HLGjBm68soro61qV6xYoX/+8587DeIaGhq6rX0nAAAAkEkI4gAAAIBekp+fr8suuyy6nlpbhg8frjfeeKPVuFWxs2TJEklmQPbqq6/qzjvvbLXvqFGjEq7fe++9mjBhgh5++GFJ0l/+8hddffXVuuaaa3T66afL6XTq1Vdf1ZYtW/TBBx9o27ZtOumkk7R582YFAgHts88+mj9/vqTOVz61VfVWVVXVoRaQybQM8KqqqnTEEUfogAMOiI41NjYqFAqprKyszdDl/fff11133aWf//znkqQtW7bI7Xarf//+ksxAqi3//ve/NX36dBUXF6uurk4333yzqqurdd999+niiy/W+++/n/R2jz/+uMaOHSvJbFP5xRdftPkYhx12WNLxadOm6dJLL23zdvGsVqabNm3S0KFDW21vGcJJ0ssvv6zPP/9cxx57rD755BNdeOGF+uijjxJCxJZVg01NTdq8eXO0+jBesrG2NDQ06Oabb1ZhYaFGjBihuXPnRh/XMAydc845GjduXEIIZ23rjLa+L62w6PHHH4+GWHV1dQoEAnrooYcS5tlWtdrmzZs1ZMiQTs3H4na7E4K4yZMn65NPPoleb/mzbV0//fTTdfvtt0syv4+//PJLrVu3LhqgbtiwQddee62mTJmik08+WXvuuadKSkr06aef6pprrtHy5csT1qKzXosVK1Zo3bp1CePz5s2Lvk5er3enP8eGYejLL7/UiBEjOvNSAAAAAFmBIA4AAABIM9/+9rf19ddfq7GxMWnV07///W+5XC799Kc/1SOPPKIPP/xQbrdbN9xwgxYtWiS3261AIKCnnnpKe+21l4LBYEJoUl9fr9///vdyuVxau3atxo8fr0ceeUQvvviihg8frtzcXBUVFemOO+7Q4MGDNWDAgISqGivAaFkhJSWuhWYJBAKtxpqbm7Vly5ZoVU1XDRo0SA888ICkWCDz5ZdfKjc3V2VlZdq8ebMktQrknnnmGblcLu2xxx4666yztHz58miAMm3aNA0cOFChUCjpc3jvvfe0fv169evXT4sXL9bw4cN11FFHSTJDqvPPP1/Tp09PuM1+++0XXadOkp5++ml5PB7l5ORE10WbNm2arrvuOt14441asGCBzjvvPD366KM6+OCDFQqF2g2AknG73Tr88MM1f/78VkFLW7Zv364bbrhBhYWFqq6u1pAhQ3Zagbd9+3aNHj06oYKtM2vESWaLzquvvlper1cLFy6Mfo9boeMzzzyjb775Jun3mfV9OWPGDM2YMSNh2+rVq6PfH5Zx48YlnYMVvl588cU7rYgLhUKtbl9fX68TTzxRt956q04++eSkj9EZt99+e7TizefzqaCgILqtpqZG/fv3VyAQSAjDQqGQLrvsMh1wwAEaO3asvF6vLr74Yu2///66+OKLJUnf+ta3JJkVhLfddpvOPfdcjR49OuGxA4GA9t9//1YVcT/84Q9bVcS157333lNzc3N0bToAAACgLyGIAwAAANLEv//9b3388cc6//zzVVxcrH/84x867rjjWu23dOlSTZ48WZs2bdJll12m5557Tl999ZX+9re/6cc//rHefvttHXnkkbrlllv0zDPPRNssSuYH9NOnT9eYMWO0ceNGDR8+XIcddpjuuecePfXUU5LMaqhVq1Zp3333TTpPK3x44YUXVF5eLsmsDpowYYLuv/9+HXjggQn7J6uWWbVqlQKBQLe29bNYQcqiRYu03377JVR8NTc3Ry9XVlZq8eLFevDBBzVy5EiNHDlSP/7xjzV27Fg9//zzuuSSS+R0OuVyuZK2Bpw8ebJOPfXUNqvMHA5H0rXm4kNNq52lYRh6+umndc899+iGG26IBiLDhw/X5ZdfrksuuUTXX3+9Tj/99FaVYB1x4YUX6vLLL9fEiRMT1mFry3e/+13ddtttuvzyy1VRUaHDDz98p7f56quvtNdee3V6bpZAIKAZM2Zo2bJleuqpp1RRUaG77rpLkydP1vDhw+XxeHT//ffrqaeeSggzLVYQd9111yUERxdeeKHGjh2rn/zkJwn7t9UWtaKiQjNnzpQU+14Ph8MyDCMheLv66qu1//77t7p9YWGhTj/9dM2cOVNHHHFE9P94V+2xxx6SpFtvvVWLFy/WK6+8ooKCAv3rX//ShRdeqBtvvFFnnXVWwm3Ky8v14IMPRv/fwuGwHnzwQQ0ZMkQ2m01r1qyJVqctWbJExxxzjCZNmtTqsc877zxt3bq1VeAYCoWiYwcccEBCO9qW/H6//vCHP+i8887baYtNAAAAIBvxVzAAAACQBlasWKFHH31UF1xwgWw2m4499lg988wzOu644/TVV1+ppqZGhxxyiD799FOtXLlS119/vSoqKjR58mQtX75ct9xyi374wx9qzJgxevvttzV16lSdcMIJmjZtmu655x55PB4Fg0FdffXV+uyzz/Tiiy/qoosukiTddNNN7a7V9sEHH0iS/u///k82m0177LGHpkyZouHDh6uoqEhSrE1hcXGxBg4c2Oo+3nrrLR144IEaMGCAJOn1119XUVGR9tlnn259HSXpxhtvlM1m08yZM3XTTTdp0aJF+ta3vqVXX301IRR54IEHtPfee+voo4+WJC1fvlwfffSRzjnnHN1000367LPPdOONN+q2226Lbo9XXFys3NxcrV27VmvXrtWaNWu0Zs0a3XDDDZLMYKmttdksDQ0NWrRokR5//HFVV1dr1qxZOuqoo/Tpp59G97nwwgtVUFCg2267TY888ohOO+00jRs3rlOv3WGHHabjjjtO06ZN01NPPZUQzlpatnY84YQT9P777+v555/X0KFDVVVVFf3/aykYDOqjjz7SNddc0+E5xVu/fr1mzJihdevW6cknn9R+++0nSRo9erR+97vf6ZprrpHT6dS9997b5vPOycnRlClTdOihhyZ8DzocDnk8nqTfl//+97/ldrsT7vOuu+7S8uXLE9Yzq6mpUSAQ0BNPPBEdCwQCGj16dKu1HCXpkksu0fPPP68//OEP0VCvKxYsWKA5c+bo17/+dbQi7oADDtAJJ5ygm266SQMHDkyo8Fu0aJGmTp2qv//97yotLdXJJ5+sBx54QHl5eXrttdd0ww036J1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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(22, 9))\n",
"smaller_rst = test_rst[test_rst.y_true <= 2000].reset_index(drop=True)\n",
"plt.plot(smaller_rst.y_pred, 'o-', color='b', label='预测值')\n",
"plt.plot(smaller_rst.y_true, '*-', color='r', label='真实值')\n",
"# for index in range(smaller_rst.shape[0]):\n",
"# tmp_y = smaller_rst.iloc[index].y_true\n",
"# tmp_yhat = smaller_rst.iloc[index].y_pred\n",
"# plt.plot([index, index], [tmp_yhat, tmp_y], color='grey')\n",
"# # print(f\"从({index}, {tmp_y}) 到 ({index},{tmp_yhat})\")\n",
"plt.legend(loc='best')\n",
"plt.title('低煤耗电厂预测结果(使用发电量、供热量)')\n",
"plt.savefig('./figure/smaller_1.png')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 23,
"outputs": [
{
"data": {
"text/plain": "<Figure size 2200x900 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(22, 9))\n",
"larger_rst = test_rst[test_rst.y_true > 2000].reset_index(drop=True)\n",
"plt.plot(larger_rst.y_pred, 'o-', color='b', label='预测值')\n",
"plt.plot(larger_rst.y_true, '*-', color='r', label='真实值')\n",
"# for index in range(larger_rst.shape[0]):\n",
"# tmp_y = larger_rst.iloc[index].y_true\n",
"# tmp_yhat = larger_rst.iloc[index].y_pred\n",
"# plt.plot([index, index], [tmp_yhat, tmp_y], color='grey')\n",
"# # print(f\"从({index}, {tmp_y}) 到 ({index},{tmp_yhat})\")\n",
"plt.legend(loc='best')\n",
"plt.title('高煤耗电厂预测结果(使用发电量、供热量)')\n",
"plt.savefig('./figure/larger_1.png')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 24,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 2.92E+05\n",
"RMSE: 540.1489742426004\n",
"MAE: 414.12677797198677\n",
"MAPE: 0.07910283246319393\n",
"R_2: 0.9557298796435275\n"
]
}
],
"source": [
"y_pred_l = test_rst[test_rst.y_true > 2000].y_pred\n",
"y_true_l = test_rst[test_rst.y_true > 2000].y_true\n",
"MSE_l = mean_squared_error(y_true_l, y_pred_l)\n",
"RMSE_l = np.sqrt(mean_squared_error(y_true_l, y_pred_l))\n",
"MAE_l = mean_absolute_error(y_true_l, y_pred_l)\n",
"MAPE_l = mean_absolute_percentage_error(y_true_l, y_pred_l)\n",
"R_2_l = r2_score(y_true_l, y_pred_l)\n",
"print('MSE:', format(MSE_l, '.2E'))\n",
"print('RMSE:', RMSE_l)\n",
"print('MAE:', MAE_l)\n",
"print('MAPE:', MAPE_l)\n",
"print('R_2:', R_2_l)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 25,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 5.25E+02\n",
"RMSE: 22.90970315255905\n",
"MAE: 15.636471401761884\n",
"MAPE: 0.026197783962765748\n",
"R_2: 0.9611485658308001\n"
]
}
],
"source": [
"y_pred_s = test_rst[test_rst.y_true <= 2000].y_pred\n",
"y_true_s = test_rst[test_rst.y_true <= 2000].y_true\n",
"MSE_s = mean_squared_error(y_true_s, y_pred_s)\n",
"RMSE_s = np.sqrt(mean_squared_error(y_true_s, y_pred_s))\n",
"MAE_s = mean_absolute_error(y_true_s, y_pred_s)\n",
"MAPE_s = mean_absolute_percentage_error(y_true_s, y_pred_s)\n",
"R_2_s = r2_score(y_true_s, y_pred_s)\n",
"print('MSE:', format(MSE_s, '.2E'))\n",
"print('RMSE:', RMSE_s)\n",
"print('MAE:', MAE_s)\n",
"print('MAPE:', MAPE_s)\n",
"print('R_2:', R_2_s)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 26,
"outputs": [],
"source": [
"import seaborn as sns"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 27,
"outputs": [],
"source": [
"import matplotlib.ticker as ticker"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 30,
"outputs": [
{
"data": {
"text/plain": "<Figure size 2800x1600 with 1 Axes>",
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feature_importance = pd.DataFrame()\n",
"feature_importance['fea_name'] = feature_cols\n",
"feature_importance['fea_imp'] = gbm.feature_importance(importance_type='split')\n",
"feature_importance = feature_importance.sort_values('fea_imp', ascending=False)\n",
"\n",
"plt.figure(figsize=[28, 16])\n",
"ax = sns.barplot(x=feature_importance['fea_name'], y=feature_importance['fea_imp'])\n",
"ax.set_xticklabels(labels=feature_importance['fea_name'], rotation=45, fontsize=14)\n",
"ax.yaxis.set_major_locator(ticker.MultipleLocator(1000))\n",
"plt.title('特征重要性(使用发电量、供热量)')\n",
"plt.xlabel('fea_name', fontsize=18)\n",
"plt.ylabel('fea_imp', fontsize=18)\n",
"plt.tight_layout()\n",
"plt.savefig('./figure/电厂建模特征重要性1.png')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 29,
"outputs": [
{
"data": {
"text/plain": " fea_name fea_imp\n28 发电量(万千瓦时) 5672\n27 供热量(吉焦) 5377\n30 week_of_years 3692\n31 c_SO2 2660\n17 c_NO2 2447\n8 flow 2336\n24 c_smoke 2320\n2 燃料类型_褐煤 387\n6 压力参数_高压 321\n9 num_workers 151\n5 day_of_week_1 133\n0 day_of_week_5 62\n7 day_of_week_4 59\n10 额定蒸发量 58\n4 day_of_week_7 26\n20 day_of_week_6 23\n16 day_of_week_3 22\n26 day_of_week_2 20\n12 冷却方式_水冷-闭式循环 4\n3 燃料类型_低挥发分烟煤 3\n11 低位发热量GJ/t 2\n19 压力参数_超临界 0\n18 压力参数_超超临界 0\n21 压力参数_亚临界 0\n13 汽轮机类型_抽凝式 0\n23 冷却方式_空冷-直接空冷 0\n25 生产设备类型_煤粉锅炉 0\n1 燃料类型_一般烟煤 0\n15 燃料类型_中高挥发分烟煤 0\n14 汽轮机类型_背压式 0\n29 总容量 0\n22 生产设备类型_高温高压循环流化床锅炉 0",
"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>fea_name</th>\n <th>fea_imp</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>28</th>\n <td>发电量(万千瓦时)</td>\n <td>5672</td>\n </tr>\n <tr>\n <th>27</th>\n <td>供热量(吉焦)</td>\n <td>5377</td>\n </tr>\n <tr>\n <th>30</th>\n <td>week_of_years</td>\n <td>3692</td>\n </tr>\n <tr>\n <th>31</th>\n <td>c_SO2</td>\n <td>2660</td>\n </tr>\n <tr>\n <th>17</th>\n <td>c_NO2</td>\n <td>2447</td>\n </tr>\n <tr>\n <th>8</th>\n <td>flow</td>\n <td>2336</td>\n </tr>\n <tr>\n <th>24</th>\n <td>c_smoke</td>\n <td>2320</td>\n </tr>\n <tr>\n <th>2</th>\n <td>燃料类型_褐煤</td>\n <td>387</td>\n </tr>\n <tr>\n <th>6</th>\n <td>压力参数_高压</td>\n <td>321</td>\n </tr>\n <tr>\n <th>9</th>\n <td>num_workers</td>\n <td>151</td>\n </tr>\n <tr>\n <th>5</th>\n <td>day_of_week_1</td>\n <td>133</td>\n </tr>\n <tr>\n <th>0</th>\n <td>day_of_week_5</td>\n <td>62</td>\n </tr>\n <tr>\n <th>7</th>\n <td>day_of_week_4</td>\n <td>59</td>\n </tr>\n <tr>\n <th>10</th>\n <td>额定蒸发量</td>\n <td>58</td>\n </tr>\n <tr>\n <th>4</th>\n <td>day_of_week_7</td>\n <td>26</td>\n </tr>\n <tr>\n <th>20</th>\n <td>day_of_week_6</td>\n <td>23</td>\n </tr>\n <tr>\n <th>16</th>\n <td>day_of_week_3</td>\n <td>22</td>\n </tr>\n <tr>\n <th>26</th>\n <td>day_of_week_2</td>\n <td>20</td>\n </tr>\n <tr>\n <th>12</th>\n <td>冷却方式_水冷-闭式循环</td>\n <td>4</td>\n </tr>\n <tr>\n <th>3</th>\n <td>燃料类型_低挥发分烟煤</td>\n <td>3</td>\n </tr>\n <tr>\n <th>11</th>\n <td>低位发热量GJ/t</td>\n <td>2</td>\n </tr>\n <tr>\n <th>19</th>\n <td>压力参数_超临界</td>\n <td>0</td>\n </tr>\n <tr>\n <th>18</th>\n <td>压力参数_超超临界</td>\n <td>0</td>\n </tr>\n <tr>\n <th>21</th>\n <td>压力参数_亚临界</td>\n <td>0</td>\n </tr>\n <tr>\n <th>13</th>\n <td>汽轮机类型_抽凝式</td>\n <td>0</td>\n </tr>\n <tr>\n <th>23</th>\n <td>冷却方式_空冷-直接空冷</td>\n <td>0</td>\n </tr>\n <tr>\n <th>25</th>\n <td>生产设备类型_煤粉锅炉</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>燃料类型_一般烟煤</td>\n <td>0</td>\n </tr>\n <tr>\n <th>15</th>\n <td>燃料类型_中高挥发分烟煤</td>\n <td>0</td>\n </tr>\n <tr>\n <th>14</th>\n <td>汽轮机类型_背压式</td>\n <td>0</td>\n </tr>\n <tr>\n <th>29</th>\n <td>总容量</td>\n <td>0</td>\n </tr>\n <tr>\n <th>22</th>\n <td>生产设备类型_高温高压循环流化床锅炉</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>"
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