2496 lines
1.1 MiB
2496 lines
1.1 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "85efd702",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:18:58.543687Z",
|
||
"start_time": "2023-10-16T03:18:57.501238Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"%matplotlib inline"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "f033dbeb",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:18:58.763265Z",
|
||
"start_time": "2023-10-16T03:18:58.746711Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
|
||
"plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "a591643d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:18:59.273154Z",
|
||
"start_time": "2023-10-16T03:18:59.262015Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_path = \"./data/煤质碳材料数据.xlsx\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "92e9b814",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:00.156694Z",
|
||
"start_time": "2023-10-16T03:18:59.835913Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data = pd.read_excel(data_path)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "22f0399a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:01.192314Z",
|
||
"start_time": "2023-10-16T03:19:01.160808Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 缺失值填充\n",
|
||
"## 根据煤种分类，将缺失值进行补全，采用均值填充\n",
|
||
"## 用不上，因为分析数据，X值缺失的时候，Y也会缺失\n",
|
||
"## 萃取中级烟煤还只有一条数据，无法参考补全\n",
|
||
"## 直接删除X缺失数据\n",
|
||
"\n",
|
||
"# 补全：\n",
|
||
"# grouped = data.groupby('煤种')\n",
|
||
"# # 定义填充函数\n",
|
||
"# def fill_with_mean(group, name):\n",
|
||
"# group[name].fillna(group[name].mean(), inplace=True)\n",
|
||
"# return group\n",
|
||
"\n",
|
||
"# # 在每个分组内使用均值法填充空值\n",
|
||
"# data_filled = grouped.apply(fill_with_mean,\"分析水Mad\")\n",
|
||
"\n",
|
||
"# 删除某一列\n",
|
||
"data_full = data.dropna(axis=0,subset = ['编号', '煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3'])\n",
|
||
"del data_full['编号']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "2e33f252-d36c-4d29-a565-ad867e218d26",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/root/.cache/matplotlib\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib as mpl\n",
|
||
"print(mpl.get_cachedir())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "1150d735",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:01.593771Z",
|
||
"start_time": "2023-10-16T03:19:01.587725Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_full = data_full.reset_index(drop=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "f2c58153",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:02.091979Z",
|
||
"start_time": "2023-10-16T03:19:02.083594Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# one-hot 编码处理煤种数据\n",
|
||
"#from sklearn.preprocessing import OneHotEncoder\n",
|
||
"# encoder = OneHotEncoder()\n",
|
||
"# encoded_data = encoder.fit_transform(data_full[['煤种']])\n",
|
||
"# # 将稀疏矩阵转换为数组\n",
|
||
"# encoded_array = encoded_data.toarray()\n",
|
||
"# # 创建编码后的 DataFrame\n",
|
||
"# encoded_df = pd.DataFrame(encoded_array, columns=encoder.get_feature_names_out(['煤种']))\n",
|
||
"# data_full_one_hot = pd.concat([data_full, encoded_df], axis=1)\n",
|
||
"# del data_full_one_hot['煤种']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "1fbce5b5",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:05.659555Z",
|
||
"start_time": "2023-10-16T03:19:02.373148Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 字典映射后准备归一化\n",
|
||
"from sklearn.preprocessing import LabelEncoder\n",
|
||
"encoder = LabelEncoder()\n",
|
||
"encoded_labels = encoder.fit_transform(data_full['煤种'])\n",
|
||
"data_full['煤种'] = encoded_labels"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "d8bde48c",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:05.674831Z",
|
||
"start_time": "2023-10-16T03:19:05.661534Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 归一化,数据量太小了，且数据无正态分布一说感觉，直接归一化\n",
|
||
"\n",
|
||
"x_col = ['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']\n",
|
||
"\n",
|
||
"y_col = ['孔体积（cm3/g)','微孔体积（cm3/g)', '介孔体积（cm3/g)','BET比表面积（m2/g）']\n",
|
||
"# from sklearn.preprocessing import StandardScaler\n",
|
||
"# scaler = StandardScaler()\n",
|
||
"# normalized_data = scaler.fit_transform(data_full[x_col])\n",
|
||
"\n",
|
||
"from sklearn.preprocessing import MinMaxScaler\n",
|
||
"\n",
|
||
"scaler = MinMaxScaler()\n",
|
||
"\n",
|
||
"normalized_data = scaler.fit_transform(data_full[x_col])\n",
|
||
"normalized_df = pd.DataFrame(normalized_data, columns=x_col)\n",
|
||
"data_full_minmax = pd.concat([normalized_df,data_full[y_col]],axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "655874e0",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:05.705330Z",
|
||
"start_time": "2023-10-16T03:19:05.675810Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"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>煤种</th>\n",
|
||
" <th>分析水Mad</th>\n",
|
||
" <th>灰分</th>\n",
|
||
" <th>挥发分</th>\n",
|
||
" <th>碳</th>\n",
|
||
" <th>氢</th>\n",
|
||
" <th>氮</th>\n",
|
||
" <th>硫</th>\n",
|
||
" <th>氧</th>\n",
|
||
" <th>碳化温度（℃）</th>\n",
|
||
" <th>升温速率（℃/min)</th>\n",
|
||
" <th>保温时间(h)</th>\n",
|
||
" <th>KOH</th>\n",
|
||
" <th>K2CO3</th>\n",
|
||
" <th>孔体积（cm3/g)</th>\n",
|
||
" <th>微孔体积（cm3/g)</th>\n",
|
||
" <th>介孔体积（cm3/g)</th>\n",
|
||
" <th>BET比表面积（m2/g）</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0.090909</td>\n",
|
||
" <td>0.040520</td>\n",
|
||
" <td>0.176027</td>\n",
|
||
" <td>0.579416</td>\n",
|
||
" <td>0.897402</td>\n",
|
||
" <td>0.181024</td>\n",
|
||
" <td>0.333333</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.141774</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.270</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>296.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>0.727273</td>\n",
|
||
" <td>0.436127</td>\n",
|
||
" <td>0.089271</td>\n",
|
||
" <td>0.755583</td>\n",
|
||
" <td>0.552794</td>\n",
|
||
" <td>0.131548</td>\n",
|
||
" <td>0.245763</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.670623</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.285714</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.356</td>\n",
|
||
" <td>0.289</td>\n",
|
||
" <td>0.067</td>\n",
|
||
" <td>665.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.727273</td>\n",
|
||
" <td>0.436127</td>\n",
|
||
" <td>0.089271</td>\n",
|
||
" <td>0.755583</td>\n",
|
||
" <td>0.552794</td>\n",
|
||
" <td>0.131548</td>\n",
|
||
" <td>0.245763</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.670623</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.285714</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.608</td>\n",
|
||
" <td>0.482</td>\n",
|
||
" <td>0.126</td>\n",
|
||
" <td>1221.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.727273</td>\n",
|
||
" <td>0.436127</td>\n",
|
||
" <td>0.089271</td>\n",
|
||
" <td>0.755583</td>\n",
|
||
" <td>0.552794</td>\n",
|
||
" <td>0.131548</td>\n",
|
||
" <td>0.245763</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.670623</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.285714</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.438</td>\n",
|
||
" <td>0.670</td>\n",
|
||
" <td>0.768</td>\n",
|
||
" <td>2609.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0.727273</td>\n",
|
||
" <td>0.436127</td>\n",
|
||
" <td>0.089271</td>\n",
|
||
" <td>0.755583</td>\n",
|
||
" <td>0.552794</td>\n",
|
||
" <td>0.131548</td>\n",
|
||
" <td>0.245763</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.670623</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.285714</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.321</td>\n",
|
||
" <td>0.599</td>\n",
|
||
" <td>0.722</td>\n",
|
||
" <td>2323.0</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>0.272727</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.085080</td>\n",
|
||
" <td>0.151960</td>\n",
|
||
" <td>0.998131</td>\n",
|
||
" <td>0.096042</td>\n",
|
||
" <td>0.378531</td>\n",
|
||
" <td>0.058989</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.608</td>\n",
|
||
" <td>1.204</td>\n",
|
||
" <td>0.404</td>\n",
|
||
" <td>3142.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>0.272727</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.085080</td>\n",
|
||
" <td>0.151960</td>\n",
|
||
" <td>0.998131</td>\n",
|
||
" <td>0.096042</td>\n",
|
||
" <td>0.378531</td>\n",
|
||
" <td>0.058989</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.041</td>\n",
|
||
" <td>1.022</td>\n",
|
||
" <td>1.019</td>\n",
|
||
" <td>3389.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>0.272727</td>\n",
|
||
" <td>0.002165</td>\n",
|
||
" <td>0.174560</td>\n",
|
||
" <td>0.137279</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.457627</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.048797</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.135</td>\n",
|
||
" <td>0.916</td>\n",
|
||
" <td>0.219</td>\n",
|
||
" <td>2542.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>0.272727</td>\n",
|
||
" <td>0.002165</td>\n",
|
||
" <td>0.174560</td>\n",
|
||
" <td>0.137279</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.457627</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.048797</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.219</td>\n",
|
||
" <td>0.947</td>\n",
|
||
" <td>0.272</td>\n",
|
||
" <td>2665.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>0.272727</td>\n",
|
||
" <td>0.002165</td>\n",
|
||
" <td>0.174560</td>\n",
|
||
" <td>0.137279</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.457627</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.048797</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.473</td>\n",
|
||
" <td>0.718</td>\n",
|
||
" <td>0.755</td>\n",
|
||
" <td>2947.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>69 rows × 18 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 煤种 分析水Mad 灰分 挥发分 碳 氢 氮 \\\n",
|
||
"0 0.090909 0.040520 0.176027 0.579416 0.897402 0.181024 0.333333 \n",
|
||
"1 0.727273 0.436127 0.089271 0.755583 0.552794 0.131548 0.245763 \n",
|
||
"2 0.727273 0.436127 0.089271 0.755583 0.552794 0.131548 0.245763 \n",
|
||
"3 0.727273 0.436127 0.089271 0.755583 0.552794 0.131548 0.245763 \n",
|
||
"4 0.727273 0.436127 0.089271 0.755583 0.552794 0.131548 0.245763 \n",
|
||
".. ... ... ... ... ... ... ... \n",
|
||
"64 0.272727 0.000000 0.085080 0.151960 0.998131 0.096042 0.378531 \n",
|
||
"65 0.272727 0.000000 0.085080 0.151960 0.998131 0.096042 0.378531 \n",
|
||
"66 0.272727 0.002165 0.174560 0.137279 1.000000 0.000000 0.457627 \n",
|
||
"67 0.272727 0.002165 0.174560 0.137279 1.000000 0.000000 0.457627 \n",
|
||
"68 0.272727 0.002165 0.174560 0.137279 1.000000 0.000000 0.457627 \n",
|
||
"\n",
|
||
" 硫 氧 碳化温度（℃） 升温速率（℃/min) 保温时间(h) KOH K2CO3 孔体积（cm3/g) \\\n",
|
||
"0 0.000000 0.141774 1.0 0.000000 0.6 0.0 0.0 0.270 \n",
|
||
"1 1.000000 0.670623 0.1 0.285714 0.0 1.0 0.0 0.356 \n",
|
||
"2 1.000000 0.670623 0.1 0.285714 0.0 1.0 0.0 0.608 \n",
|
||
"3 1.000000 0.670623 0.1 0.285714 0.0 1.0 0.0 1.438 \n",
|
||
"4 1.000000 0.670623 0.1 0.285714 0.0 1.0 0.0 1.321 \n",
|
||
".. ... ... ... ... ... ... ... ... \n",
|
||
"64 0.058989 0.000000 0.4 0.107143 0.2 1.0 0.0 1.608 \n",
|
||
"65 0.058989 0.000000 0.4 0.107143 0.2 1.0 0.0 2.041 \n",
|
||
"66 0.000000 0.048797 0.2 0.107143 0.2 1.0 0.0 1.135 \n",
|
||
"67 0.000000 0.048797 0.4 0.107143 0.2 1.0 0.0 1.219 \n",
|
||
"68 0.000000 0.048797 0.6 0.107143 0.2 1.0 0.0 1.473 \n",
|
||
"\n",
|
||
" 微孔体积（cm3/g) 介孔体积（cm3/g) BET比表面积（m2/g） \n",
|
||
"0 NaN NaN 296.0 \n",
|
||
"1 0.289 0.067 665.0 \n",
|
||
"2 0.482 0.126 1221.0 \n",
|
||
"3 0.670 0.768 2609.0 \n",
|
||
"4 0.599 0.722 2323.0 \n",
|
||
".. ... ... ... \n",
|
||
"64 1.204 0.404 3142.0 \n",
|
||
"65 1.022 1.019 3389.0 \n",
|
||
"66 0.916 0.219 2542.0 \n",
|
||
"67 0.947 0.272 2665.0 \n",
|
||
"68 0.718 0.755 2947.0 \n",
|
||
"\n",
|
||
"[69 rows x 18 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data_full_minmax"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2a7e8c19",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 四套数据集"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "8f2e27fd",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:35.541795Z",
|
||
"start_time": "2023-10-16T03:19:35.521142Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_1=data_full_minmax.drop(columns=['孔体积（cm3/g)','微孔体积（cm3/g)', '介孔体积（cm3/g)'])\n",
|
||
"data_1 = data_1.dropna(axis=0, subset=['BET比表面积（m2/g）'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "76373f92",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:36.337002Z",
|
||
"start_time": "2023-10-16T03:19:35.705904Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 2000x1600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_corr = data_1.corr()\n",
|
||
"ax = plt.subplots(figsize=(20,16))\n",
|
||
"ax = sns.heatmap(train_corr, vmax=.8, square=True, annot=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "428b8b02",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:36.352440Z",
|
||
"start_time": "2023-10-16T03:19:36.338417Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_2 = data_full_minmax.drop(columns=['BET比表面积（m2/g）','微孔体积（cm3/g)', '介孔体积（cm3/g)'])\n",
|
||
"data_2 = data_2.dropna(axis=0, subset=['孔体积（cm3/g)'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "60b1094b",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:36.950088Z",
|
||
"start_time": "2023-10-16T03:19:36.354423Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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ka1iQgvq01Nnv/iiCLXEN73oRSth0of6Sdx6Wd82C68+7XhXF/Xah7hL/3iffRtUlSZkxCdp+w6NKyaPuJMkU6Kvwybfr4Pi3i2gLSrbAeuGK2rRftvPn6JhC7tv2zEx9d2Pe++/2t5bp7MYL52//6pWUcMi9z9/l6oXrzEX1eG5XpMrUKlw9ft1vmk79kbseg5pUl0+lsrp1y9u6fccstXn2DrduzSVRj/+FX70qit24L/tYmbgzUr6FONf41a+ic2t3ZE/Hbd4v//PnmrM//62EHUckZZ1Pgvu01Jnv/sr6/t3HFHpLZ5n8veVTu7LKd71G0au3FvVmlQgeYdWUeXD3hXvFYwdlDCn4WtJ2cJdse7POQwZff3m27aHMzb8VWMadFPfv8WIVe1+ntNMxivtrb1FsSonyzzEy86JjZGAhj5Ff9pumk3kcIyucP0bevuVt3bFjltq66THyYuF1I3Rg816ln6/HyF2HFerk2lKS9m/aq90bsp4B+Qb6qf3gLvprxYZc61VtVENBYRW0/uu1uZYB+Hfc+6hUyr366quqU6eODAaDTp8+ra5du2rBggU6efKkoqKi9OKLL+r555+XwWCQv7+/1q9fr6pVq2r8+PEymUwKDg7WypUr1aRJE0nS5MmTFRMTo5tuukk33XRTvn/3ueee07Rp03LMe6xhhCY2rnYlNzcHg9VH9qhTOWfa7ZK3r5TsvGWFR3BleTZro8TJ90mS0ld9K3PnvvJ/a7EkKWPT78pYu7LI4y5pbpw9VmEt6+aa77Dbtfvr9Tnn2eyyBHgrLS451/p5CawarBo9mmtBryeLJFa4nydmP6mGLRvmmm+32/Xr17/mnGezyyfAV0lxBe/fgx+8WccPHdeaZWt0x+N35lp+y7hbNfCBgfrxsx+05bct/20DSoj288aqYqs89mObXUcu3Y/tdpkDvJVewH5sz7Ap5VSM/PJ4a7GgZaVRg/cnqEzr+rnmO2x2nfnyt1zzTAE+yoxLyvf7TL7eSo08kz2dmZAsS3Bg1r8LKPePiEdvVvjofjq18GfFrim9zf6Nvt5KO3omxzyH3S5jgI9s+dSD0c9baZEXHmDbElLkWTGr27L8yvyjytQ7Ff31b0r8y70SXR3njlVwXvu23a5DX/37fdvfyf7rVy1Y4T2b65ue7nH+7jZnrCrlU48HLq1HW+HqMflUjALyqMcy1Svp1B97tenlJTIHeKvTGw+o4T3Xa8tby/77hrgY9fjvNXn/EQW2zt1XvMNm16kvf881z/m5xkspOc41Kdnnmn9Uf3SQqo6+UccX/qJz588nh974Sm3WvKjO+7LGpYqcu0Ixv+2UOzJYveU4m/Ne0VHIe0XPdtfLevP9su3bpozfcrcqLO1Kyu/xYuF399SR97693E0pUbrPGauQYj5G/vXyElkCvNX5jQfU6J7r9XcpPUZebOx7j6lOywa55tvtdm1YlvNhv91ml7e/j5LjnV9jdxzSVbc+dbf2bNipXz/7Odfy7nfcoJ8+WiGHm44pA7gCCYUSatu2bXrmmWf0yy+/qF69elq6dKmMRqOWLFkiT09PLVmyRHPmzFGHDhea01WtWlWS5O3trcjISCUmJqp+/foymbL+N588eVI1a9Z0+rcnTpyocePG5ZiXel8xd+Fit0kZlzTry0iXwWKVw1lCwWCQ14jxSl/9nezHs96YMPcYIEdyouLHDpUcDnnd9bCsQ+5V6sJ3r9AGlAw/TJwnk9Wca37Tu3pIl5xLM9My5Gm1FC6hYDCox4v3aNuiVYree7yIooW7eWvimzLn8fvre9eNuQYITE9Ll9VqKTChULlGmK6/5Xo9dMOYfNf54t3FOnbgqO5/+gH9+fOf+uPH0vsW+D/+eHSejHnUY+0RufdjW1pGVh/zhUwMurs9E97Ls+5C77khV93Z09Ll4WWRCripdthssqdnXiiTmpFVppCOvvmVkvcfV83n7lb0j5sUvbKUtpSz2eRIyznLnpZVF/kmBzJtclxcd2np8vDK/f/mUv5tG8qvRV1t7fzwf4m4RFr/WN77dt0ruW8bDGrz0j3at3CV4tzk/L328bzrscHdedejyctS4EOeAv/WxPk5pje/slT17+peah+EX4x6/Pd2Tpgjjzzqrso91+d6eGVPy5DRy1zgA1yHzZ7HuSbn9x9+82sl7T+hus/dqbM/blbUyk2q8dhgxWzYo90T58kU4KOGbz2osLt76Ohc93toLrtNjsxL7xUzZDBbnN4rZqz7UY64c7LeMkaenfoq45evr2Cgxa+k/B7/4VO7sryqVtSZ73O3XChN1uRzjGx4BY6Ray45Rm58Zaka3tXdLRIK8ya9m+f9YY87e8txSUVmpGXI4mUpVEJh7ZJVij0TozueuVddh1+vHz+40I2mT4Cvmna7VguemvvfNwBANhIKJdCRI0fUu3dvjR8/Xk2bNpUktWjRQj/88IM2bNigJUuWaPjw4dqwYYM8PPLuterjjz9W+/btc3RrdOLECXXq5LyfRIvFkmOgZ0lyGIu3dyx7YoKMlSNyzDNYvaVLLxzzYOl3qwy+/kpdOCt7nrlVF6Uu+UCO6Ky3K1I/myPfSa+4fUIh+Wx83vOj4lSuds4mhGYfq2wZmXmuf6lWD/WTVxlfrX5m4X+OEe4r9mxsnvNjomJUpXbOLsy8fLyUcWkS8RKjZz6oj15coHOnz+W7TmpyqlZ/tVqh1Sur2+BubpFQSM1nP06NilOZS/ZjTx9rjpu+q11GVJzy+lWln4mVT52cXSOYfL3kcHIMzIhJlGe5C/0tm3y9cjwkd8aWnKozS9bKu3qIgod2LrUJhczYRHnVDssxz+hTcF1kxibKdFHdGQtR3waLp6rOvFeHHpsle0pageuWRvnt2yln4lSmzpXZtxuN7SdzGV9tnOE+5++U/OoxKk6BV/gYmRIdL5/gskX2fa5EPf576VFxec5POxMr3zqXHCt9rbIX4lxjznGuseY6vtqS03RqyW/yqV5JIUM7KmrlJlW6qY3+7DdN6WfjlX42XgdfXaLqEwa5ZULBkZQgj5CIHPMMVi8psxC/y8wMZW7doDTfD2Tu0s/tEgol5ff4j0r9W+vM8j8le+l+Mzy/Y2RyVJzKXuFjZGp0vLxL8THyYvFn8/59xkbFqvIl15ZWHy9lFvL5RGZ6pv7+eaO+eHmRut95Q46EQvPrW2rPn7sKlZiACzG2RanDGAolUOXKlTVz5kw9+eSFpujffPONBg8erDlz5qhXr14aMWKE2rRpoxUrcl8gbt68Wc8++6wee+yxHPOPHTumypWd90NXEtgO7Zax5oWmmoagYMnTU47EhALLma5pJUvPgUp+/ansPjUlSR4eMviXuTAZUFbKJxlzNTi55aBCml5orRIQFiSjxVOpsc67k6rW9Ro1H3G9vrr3tey+IoHLsW/LXtVpWid7umJYRXlaPJVYwO8vKDRI9a9roDsn3aVF2z7Vom2fKig0SG+ueEsdbuygOybeqYatGmWvn5meKbubX5RE/31Q5Ztd2I99woLkYfZUeiH246tdwt8HFNC8Vva0NbyCDGZPZcQUXHeXlvNtGKG0U/knuP5R7clbVKbNha6X7BmZUjGPTVSUEv/eJ79mtbOnLWEV5GE2KbOA317ilv05yvg0qKZ0J3Xne01NWSOCVXPWeDXftUDNdy2QJDXftUB+19UpsGxpFr3loIIuOkf7FtG+XbnbNao38nqtvue17P7w3VnU3wdV4aJjpN/5a520/1CPfb+aKp9KFx7qVGhWQwnHz/6nOEs66vHfi//7gMo0v1B3XuFZ+7Kzc03c3wcUcFE5v4YRSj0VI0mq+eQwBba5cI+UdT45/6DWw0Pm8gHZyyxBZWQo5pfCiovt8F6Zql/ofsZQPlgyecqRlP+9orlLP5muu/ByncOWeVU9wCr23+N5Ffu20plvS/8LPvmJ+vugKhbxMbLfJcfIis1qKNENj5EXO7R1n2o2vXCdGBRWQZ4WU4H3h5LU/c5eanVju+xpW0am7JdcY7fo1Vp/fb/+0qIA/iP3vMIo5YxGo4YOHSqbzably5erb9++Gj58uObNm6c+ffpIkmbOnKnRo0erV69e6tGjh6Kjo+VwOPT555+rY8eOmjFjhrp16yZJ2r59u5YsWaK9e/eqTp3ScQNu271VBi9vebbrIUmy9hmmzB2bJIdd8vaRDLl/uh4h4fJ+4AmlfPim7NFnJItVMme1tMjcs02W3kPk2a6HPDv1knX4Q8rY/Huu77haHNuwWxZfqxoMai9JavFgX0Wu3S7H+TdHLP7eMngYcpUrWyNEvd8YpZ+mfqiEE9Hy9Lbk2aUSUJDtG7bL29dbXQd1lSQNfnCwtqz9OzsB4OPvk6v1VfSpaN3V+k6NuX509ufc6XN66o6p2vDDBp09EaUHn3tQNRrVULX61dTzlp5au9y9B906s363PP2sqnZz1n7cYExfnbpoP/bMZz+GFLdup4x+Xgoe0lGSFP5Qf8Ws2Zr9YMHk751n0jnqm/Wq0K+NfOqGy+htVeiIG3Tul7+d/r20E9Gq9b+R8mtcTb4NIhRyWzedWVZ6Bw2PX79TRj9vBd3cWZIUMuYmxa3Nqj9jPnV3bvl6lbuxjbzqhMvD26rgu29Q3Kq/C/w7iZv36e+W92tbt3HZH0na1m2cErccKPLtKilOn9+3qw/O2rcbju6rk/9x3w6oEaJ2b43SH5M/VNKJaJm8LXl23eBOTm7YLbOvVbXO12OT0X11fM2FejT/i3qM2XtcbZ+/S0HXVFfNge3UaOQN2vXhT0Uee0lCPf57Met2yeTnpZAhWV3UVn2on86t2Zb9pnbWuSZ33Z3+ZoOC+7WWb90wGb0tCh/RU9G/ZI0LlXoiWvX+d4/8G1eTX4MIVb6tq04ty3pQFrtht2o+MVTBN7VR+IieqvH4YEWtKJ0t4Zyx7d0qWX3k2bq7JMly/RBl7tqcda/olfe9oj3qlKw33y9j7cbyqFhZlh6DlLHx11z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WLaJFixZ07dqVTz75JM2XkfJ4/fr1o379+ly8eJFSpUrRs2dPbDYbhQoVMjqaS+jWrRtPPfUUrVu3plu3bmmOVr/00kucPn1abx4fw83NjdDQUMqVK0fXrl2pV69emtexT58+HDx40NmqQtJLSkqibdu2hIaGEh8fz9q1a5k0aRK5cuXi448/plixYjgcDpKSkrBarUbHzbSqVavG3r17adWqFRaLhSZNmvDhhx8CUKVKFYKCgpzDrDUj5eGaNWvGxo0badSoERaLxVmgHjZsGHDv70727NmpUaMGMTExzsGFklZSUhLZs2dn6NChDB06lHPnzjFkyBAOHTrE8uXLeeqpp5y/1zlz5jQ6bqb2wQcfYDabee211/jss89wd3fHbDbz/vvv89xzzwHoZOYjpKam8sorr/D1118/dDeoj48PX3zxBT169GDFihV06NAhg1O6pg8++ID+/fs734//seWo+oI/2h+L0Q0aNOD9999n+/btNGjQIM3rqFkUjzZp0iQ6derE8uXLqVixIv7+/gDExMRw5MgR9u/f72yrKQ83cuRIunTpQvv27dO9jkePHmXVqlVMnz7d4JSup1evXjRp0oTatWtz5MgR/Pz8WLlyJQ6Hg71791KgQAGjI4pkOSaHto6Ii7lw4QKFCxfGbrezdu1a2rZtC0BCQgKRkZFcuHCBMmXKkCdPHoOTup7vvvuOBg0acP36dUaNGkVcXByhoaFUqFDB6GguIzY2Nl3hICYmhoCAAIMSuab7v+fy5yQkJJCcnOz88AL3Ti1s2LCBFi1aGJjMNcXExBAfH+9srSd/ze7du6lUqRLe3t5GR/lH2bFjh1rA/UVHjhxxFgXlz0lJScFisTx23f15SPJkHjRgGHC2i5OHa9iw4WPXmEwmfvjhhwxI47qioqKIjY3lyy+/5Pjx48TExACQM2dOypcvT6dOnThw4ADt2rUzOGnmt3PnTpYsWfLA17FHjx7UqlXL4ISuacuWLRw9epRixYpRtGhRJkyYQPv27RkwYABvvvkmgwYNMjqiSJaigoK4lNTUVGrVqpVuWF5SUhJFixbl8uXLJCUlUaFCBRYuXKg/1vK3Sk5OpmTJkpw+fRqLxcKtW7fInj17unXNmjWjdu3ajBw5MuNDioiIiIiIPEL+/PlZsmQJTZo0SXdv3bp1vPfee5w5c0atZZ5QZGQkycnJzg1S+/btIzAwUDvpReQfQzMUxKUMGjSICxcuMHz4cIYPH87AgQMZPHgwHh4euLvf6+DVv39/cubMSc2aNQ1Om/m5ubk98sdsNmug3iNYLBYuXLjg3KnXv39/qlSpwtq1a51rtmzZwrZt23j++eeNiukyHA4H48aNe+SadevWsX///gxKJCIiIk/K4XCQmppqdAzJIj7++GPef//9J1p76NAhvRd/jEGDBtGqVSuGDRvmPBWzYcMGnn76aTp37kzdunU5e/aswSkzv0uXLtGgQQMCAwOZOnWq8/qzzz5LoUKFqF27NpcvXzYwoWvo3bs3ixYt0iwekUxMBQVxKd7e3ri7u5M3b14WL15MUFAQK1asAO4dwe7Zsyf79+9n/fr1Omb9BKpUqYK3tzdms5nq1avz6quv8umnn7Jz507Cw8OJiIggPDzc6JiZlslkSlNwmTFjBr1792bw4MHs3LmTiIgIevTowdixY6lUqZKBSTO/2NhYTCYTEydOdF67dOlSunXr1q1j06ZNGRlNRERE/g+bzcbQoUPZuHGj89qJEycoUaLEIwe7ivyv9O/fn4iICJ555hmOHz/+wDXx8fGMHTuWHj16pHmPKekNHDiQn3/+mfXr11O7dm1q1KjBSy+9RM2aNTl79iyffvqpdtc/gZdffpkKFSpw8+ZNPvnkE+f1W7duceXKFYoWLUrv3r2NC+gi5s+fj6+vLy+88AJfffWV0XFE5AHU8khcTvny5Tl27BjlypXj+PHjFCxYkM8//5ymTZtSp04dBg0ahIeHB8nJybRs2dLouC7h/PnznDx5khMnTvDrr79y8uRJzp8/T7ly5ShfvjzTpk0zOmKmZbVaSU5OJj4+3tkf/MaNG6xZs4YRI0bQu3dvJkyYYHDKzC0sLIznn3+ejz76iJdffpno6GjgXgGxb9++jBw50jmDIjg4mBUrVlC1alUjI4uIiGRpgwcP5scff2TJkiUUL17cef3rr7+mb9++rF+/nrp16xqYMPPbtWsXderUwWw2P3IYeL169TIwlev54YcfGDNmDLdv36Zq1arkzZuXuLg4zp49y+nTp+nWrRuDBw/Gy8vL6KguISEhgXfeeYe5c+cyadIk3nnnHaMjuRRfX19Onjz50Flw58+fp2zZssTFxWVwMtfkcDhYunQpa9asoWfPnrRu3droSCLy/6mgIC7nfkHh/n/9/f2pXLkyO3fuJDg4mMKFC5OSksLdu3c5dOiQ0XEzvevXr3Py5ElnQeHkyZOcPXuWvHnzUr58eSpUqKA3ko9gtVqJjIwkT548zl07kZGRWCwW1qxZQ7NmzQxOmLndunWLkiVLOtuXBQQEOIeXFSpUiD59+rB8+XLWrl3LtWvXePXVVzlz5ozBqUVERLKuhIQEChYsyOnTp8mdO3e6+wsWLGDBggX8/PPPBqRzHcHBwRw/fhxfX1+Cg4MfuMZkMum08BOKiorixIkTREVF4ePjQ+HChSlfvrzRsVxGpUqVnCf8HQ4HZ86cITExkdKlS6cZxK7P14/WsGFDSpYsyaeffupsyfxH7777Lrt27WLPnj0GpHNdqampLFy4kE2bNvH666/z7LPPGh1JJMtTQUFcyu7du+nVqxdfffUVHTt25KuvvqJt27ZERETg7+9Prly56Nu3L4MGDTI6qkvIkycPN2/exM3Njaeffpry5ctTvnx5SpYsmeYNkHZGPZzVaiUhIYGTJ09it9uJj4/nzJkzrFmzhv3797NgwQKaN29udMxM7eLFiwQFBQGkKSiEhIQQHh7OgQMH6NixIx4eHgwbNoyuXbsaGVdERCRLO3ToED169Hhkm5kcOXIQFxf3wC/URCTzWbx48ROt69Gjx9+cxLVduHCBVq1a8fvvv1OlShXy5MmDm5sbt27d4tChQ9jtdjZv3kyZMmWMjuqSkpOTmT17Nj/99BP9+/fX9xQiBlJBQVxKqVKluHjxIk899RRwb26Cv78/P/30EyEhIRw8eJBGjRrRunVrxowZY3DazK9IkSKPnTWhnVEPduvWLbJnz+5seQT3BpdZrVaaNGmCyWRi69atdOjQgUWLFtGqVSuDE2deP//8M7Vq1QIgR44czpZH9wsKSUlJtGzZkt27d3Pt2jV8fX2NjCsiIpKlHT58mHbt2nHu3LkH3k9OTsbb25u4uDg8PT0zOJ2IiLEcDgfff/89e/fu5cqVK6SkpJA9e3YqVqxImzZt8PHxMTqiy4uPj2f69OkcPXqUiRMnOjeniUjGUUFBXEpKSgply5bl9OnTTJs2jQ4dOpAvXz4SEhIICQnhxIkTzJgxgylTprBs2TJatGhhdGSXZrPZ0gwdlv8oU6YMSUlJnD9/noULF/LCCy/w5Zdf8tlnnxEVFcXatWupWrUq//73v+nVqxe//vrrA9sCZHXnz5+nRIkSBAQEUL9+fTZs2MCJEycoUqQIISEh/PDDD3Tq1InKlStjt9vJly8fo0ePNjq2iIhIlpWcnExQUBA7duygZMmS6e4vX76cjz/+mIMHDxqQTkREsoo7d+5gsVg0I0XEACooiMuJjIwkf/78vPLKK0RGRrJx40YArly5QsuWLalUqRLNmzencePG+Pv7G5zWtb344otMnjyZkJAQo6NkOsnJyZw9e5Zy5crRsmVLfvzxRxo1asSQIUOAe7M+PDw8AGjdujVly5Zl/PjxRkbOtFJSUjh58iQHDx6kb9+++Pr6Urx4cU6cOEHOnDn58MMP6dy5M7///jtVq1bl0qVLKnSJiIgYaNGiRUyaNIklS5ZQuXJl5/Xt27fTvn17ZsyYQYcOHQxM6FpGjBjBqlWrSElJSXdPJ4Uf7tdff8XT0/OxrbW8vb3JlStXBqWSrOzatWsMGjSIw4cPU7x4cfr27Zum3//du3fx8/PDZrMZmNI1JCcn89VXX3Hz5k1atGhB8eLFOXLkCEuWLMHNzY127dpRrVo1o2OKZFkqKIhLqVevHrdv38bT0xOHw8HBgwepUqUKhQoV4uLFi3h7e7NlyxbnF7nyeB999BHJycmMHDkyzfU1a9bQrVs3Dhw4QKlSpQxKl/ndb3l0+/ZtvvjiCyZPnkypUqWYOHEiFSpUAO61QhozZgz79u0zOG3m5+/vz9WrV1m6dCljxozBy8uLr7/+2vllRZMmTRg0aBBNmzY1OKmIiEjW9sUXXzBy5EisVitFihTh4sWLREVFMWrUKN555x2j47kUPz8/pkyZQvHixdPdq1+/vgGJXIPZbMbX15fHfaWRnJxM06ZNWb9+fQYlk6yqYcOG2O12evXqxenTp5kzZw516tRhwYIF5M6dm7t375ItWzbsdrvRUTO9unXrEh0dTcmSJdmxYwfvvvsu77//Pi+++CJWq5XVq1cze/Zs2rdvb3RUkSxJBQVxKb/88gt2ux13d3eOHz9OQEAAHh4eXLx4kWPHjrF582ZiY2MZPXo0/fr1MzquS9i5cycdO3Zk7ty5tGzZEoCTJ09Sp04dJk+ezCuvvGJwwswrNTUVq9WKzWZzzqJISUlh6tSpfPDBBwwZMoThw4djs9m4desWOXPmNDhx5jRy5EiuX79Onz59qF27NomJicC93pgDBw5kyZIlrFq1iqZNmzJ27FguXLjAggULDE4tIiIiDoeDY8eOcenSJfz8/KhSpYr6g/8FU6dO5eDBg3Tv3j3d3AkNHX24gIAAYmJiHrvuzp075M+fn99//53s2bP//cEky7JarZw/f54CBQoAEB0dTb9+/di5c6dzk5ROKDzeyZMnefbZZzl37hyenp4cOXKEp59+mhkzZvD6668DsGPHDvr06cOZM2cMTiuSNT36bKBIJlO9enXn4169enHq1Cl8fX1p0KCBc8fJ2rVrGTBgAGFhYXzyyScGJXUd9evXZ8uWLTRr1oyCBQsSGRlJjx49GD9+vIoJT2D06NHY7XZnCx6LxcKQIUNo1qwZLVu2pGjRonTo0EHFhEdo3rw527dv59VXXyUlJYWLFy8SFBSEt7c3s2fP5umnn6ZTp07s2rWLrl27asCjiIiIQcaPH4/JZMJsNjN06FBMJhMVKlRwnsqUv2bOnDlERkaye/fuNNdNJpNaHj3C/Q09cG+TlMPhwGw2O6/Z7XZMJhP169dn5cqVKnbJ3y5XrlycPn3aWVDIkSMHX375JYsXL6Zly5bO9rjyaCaTCU9PT+fnvooVK9K9e3c6derkXJMvXz6ioqKMiiiS5emEgri0lJQUzp8/z9WrV6lbt67z+tWrV4mNjX3gsWF5sHnz5vHWW29RoEAB5s6dS8OGDY2O5PIuXrxIYGBgmg828nAOh4NVq1bRunVrrFZrmnszZsxg3rx5HD161KB0IiIiWZvD4aBGjRr88ssvTJo0icGDBxsd6R+jQoUKLF++nDJlyhgdxaXkyJGD6OhoAIKDg8mXLx8AR44coWLFisC9nvYqykhGmTt3LqNHj2bOnDm0atUqzb0DBw7QsmVLoqKidELhCdSrV49ChQoxYcIEgoKC0tw7c+YMPXv2pFSpUjq5LmIQFRREsqidO3fi7u5OTEwMW7duZdGiRbRt25bevXun2QFuNpspWrQo2bJlMzCtZHVnz57FZrNRokQJo6OIiIhkWXv27GHHjh2ULVvW2SpT/ntNmzbl8OHDNG7cON1JzIULFxqUKvP7Y8uj4OBgIiIiHvlY5O8WFRVFWFgYYWFh9OzZ84H358yZQ2hoaMaHczEJCQl89NFHlCpVKt2chO7du5M3b17GjRun0+siBlFBQSSLCggIwNfXF3f3R3c+i4+Px8fHh7CwMGdbH5H/pc6dO2M2m5kyZQobN26kW7duuLm5cfz4ccqVK0dycjJly5ZVf0wRERH5RxozZsxD740ePToDk7iO1NRU/P39uXv3LgAhISHOkwgPeyzyd8ufPz9LliyhSZMm6e6tW7eO9957jzNnzhAfH29AOtcWGRlJSkpKuuv/9/SCiGQMzVAQyaL+OMDs4MGDVKhQ4YHFBZvNRu7cufnll1+oVatWRkaULGLXrl2MGjUKLy8vJk2aRPfu3QFo0aIFERERWK3WdC2QRERERFxVaGgoPXr0oFixYoCKBn+Fw+Ggc+fORscQSWPQoEG0atWKAQMG8P777+Pm5saGDRsYPXo0J0+epHfv3mzcuNHomC6nQYMG7Nq1y/ncZDLhcDgwmUxqHyViEJ1QEBGsViuenp4888wz9O7dm2bNmqW5v2vXLmrXrq0TCvK3KFeuHMePH0/3+I9H1MuXL8+xY8cMyygiIpLVpaam0qNHD2bNmoW/v/8j186fP58iRYo8cJeu3Jv39uGHH5KSksK7776rHbZ/0Z07d4iJiaFw4cIEBwc7hzRfunSJQoUKOb9w1AkFyUhHjhyhc+fO+Pn5AXDs2DFeeeUVhg0b5hzWLH9O/vz52bhxI5UqVTI6ioj8fzqhICI4HA6OHDnC2rVreeONNwgICGDu3LlUrlwZuDcQSeTvcv/D333bt2/n3//+N7du3WL48OE4HA6uXbvG8OHDSUpK4uOPPzYoqYiISNbl7u5O48aNadGiBWvXriVXrlwPXLdgwQKmTJnCjz/+mMEJXUe+fPn45JNPuHjxIhMmTMDT05N3333XOVRYHm/37t1069aNatWq8dVXXzl3fZvNZucah8OB9k9KRqtYsSIHDx7knXfeYe7cuUyaNIl33nnH6FgubcyYMXTp0oU2bdqkm5kwatQog1KJZG0qKIgIJpOJkJAQBg4cyIABA5g2bRr16tVj0qRJ9O3b1+h48g/ncDjo168fSUlJxMbG4u3tTZ48eTCbzeTLlw+Hw4Gbmxt58uRRv1EREREDvfzyy/j7+1OvXj3eeOMNOnbsSI4cOUhNTWXfvn1MnjyZmJgYtmzZQs6cOY2Om+kFBQUxe/ZswsLCGDFiBLly5WLIkCF67Z7ArFmzeOWVVxg8eDCJiYmUKlXqoWvtdjuJiYl4e3tnYELJiipVquTcLOVwOPD09GTw4MF8/vnnWCwW57pDhw4ZFdElvfvuu1SpUoXIyEijo4jI/6eWRyJZ3P0va2/duuU8lgn3dok3b96czz//nI4dOxqYUP7pypcvz7///W8WLlzI5MmTeeGFF/jkk0+oWrWq84j6H1shiYiIiLGuXbvG7Nmz2bBhAzExMXh4ePDUU0/RpUsX2rZtm+70oTyZEydO8NFHHxEcHMzAgQPTvDeXh/Py8iI5Ofmh99VrXTLK4sWLn2hdjx49/uYk/ywdO3akS5cutGzZ0ugoIvL/qaAgksU5HA42btzIs88+m2bXBMD69etp0qQJPj4+BqWTrKBUqVJs2bKFfPnyUa5cOXr27Mlnn31GdHQ0169fx8PDQwUFERERyTIOHDjA5MmTqVChAgMGDNDO+scIDw/H19f3ofPe4uPjiYuLe+QpBhHJvAoVKsSVK1fImzdvupZHmpEiYgwVFEQEuDc8qmLFikbHkCyocOHCWCwW1q1bx8SJE5k/fz7h4eF8+umnTJgwAS8vL8qUKUNYWJjRUUVEREQyzI8//kiRIkUoVKiQ0VEytbi4OCwWCx4eHkZHEZG/wc6dOx96r379+hmYRETuU0FBJIs6dOiQc+gyQEBAADExMQYmkqyucOHCHDp0CH9/fypWrMj+/fvx8vLC4XCwefNmmjZtanREERERkb+Vw+HAZrPh7q5xh09q3LhxlClThhdffNHoKCLyN/nmm28oXrw4pUqV4r333qNUqVJ06NDB6FgiWZbepYhkUW+88QY///yz87mXlxc//vgj/7fGaLfbSU5O5tlnn83oiJJFjB8/HovFwpUrV5gxYwZeXl5YrVZee+01ypYt61wXFhZGhw4dyJMnj4FpRURERP43bDYbI0aMoF69ejRv3hy4N0ehTZs2zJ07l8aNGxucMHObNWsWVquVY8eOER0dTVxc3APXmUwmqlSpQunSpTM4oYj8L7z33nt89tlnrF69GgBvb28GDx5MREQEQ4cONTidSNakEwoiWVTbtm359NNPKVCgAAC5c+emePHiDy0oHD582IiYkgWEhobi7u7O+PHjefPNN8mWLRuxsbHMnDmTd9991znYMSYmhqioKJYvX25wYhEREZH/3uDBg/nxxx9ZsmQJxYsXd17/+uuv6du3L+vXr6du3boGJszcGjRogNVq5dKlS/j5+T1008mdO3c4cuQI165dS9d/XUQyvwIFCrBhwwYqVarkvHbw4EFat27N5cuXDUwmknXphIJIFhUYGMjZs2edBQVfX980JxZEMsq4ceNwOByMHTuW/v37U7hwYeBer8zAwEB69+4N3CtuNWzY0MioIiIiIv8TCQkJLFiwgNOnT5M7d+409zp06EBcXBzvvvuu3p8/wo4dOwCYOHEiZcuW5fnnn3/o2ty5c/Prr7+mafkqIq7B4XCkawNnsVhITU01KJGImI0OICLGyJ07N+fPn3c+v78LXMQIJpOJXbt2kS9fPue1yZMnp9mVZzabHzmQS0RERMRVnDp1ioIFC6YrJtzXqVMnDh06pC/MntD9U9YOh4MlS5awYMGCNPe3bdumYoKIi+rVqxft27dnxYoV7N+/n5UrV9KpUyfnxjMRyXg6oSCSReXMmZOePXvSq1cv5xtwPz8/cuTIQaFChXj66aepU6cOrVq1wmKxGJxWsoLatWuneV6/fn2DkoiIiIj8vUwmE/Hx8Q+97+7uTmpqKqmpqRrQ/Bg2mw273c7p06dp1aoVycnJvP3222nWVKhQwaB0IvLfGjduHNmyZSM0NJRLly4RFBREr169GDRokNHRRLIszVAQyaKSk5NJSkrCw8PD+SHl7t27XLhwgcuXL7Nnzx4WLFiA3W5nwoQJ9OjRw+DEIiIiIiL/DMnJyQQFBbFjxw5KliyZ7v7y5cv5+OOPOXjwoAHpXMvYsWMpU6YMLVq0YNmyZfTo0QM3NzejY4mIiPxjqeWRSBZltVqdVf7NmzfjcDiYP38+9erVw8vLizFjxhAREUHXrl2d/UlFRERERO6Li4t76L0BAwaQkJCQgWlci9Vq5cMPP6Rt27YcOnQozb3t27czYMAAhgwZYlA613Hy5EmqV69OwYIFuXr1Kk2aNOH333/nwoULnDt3jt9++01to0RERP7HdHZSJIu6c+cOfn5+xMbG4nA4SE1N5aeffmLVqlXOVjMWi4WJEydy+/Ztg9OKiIiISGbg5+fHnTt3SEpKomrVqpw6dSrdmtjYWGbOnMnEiRMNSOg6evbsidlspk2bNlitVooUKcLFixeJiopi1KhRdOjQweiImV65cuXw9fXF4XAQHx+Pj4+Ps53r/efHjh2jSJEixgYVkSeSmprKs88+y5IlSyhYsOAj144aNYoqVarQunXrDEonIvep5ZFIFmU2mx85iNnhcGAymZz/vXTpEgUKFMjAhCIiIiKS2RQsWJBLly6RmppKtWrVOHLkCCkpKYwcOZJhw4aRPXt2zpw5Q8uWLTl9+rTRcV2Cw+Hg2LFjXLp0CT8/P6pUqYKPj4/RsVxCQEAAMTEx6R4D5M6dm+vXrxsVTUT+ou+++46hQ4eyYsUKSpQo8cA1oaGhbNu2je3bt+Pp6ZnBCUVEJxREsqhbt25htVp56623KFy4MFevXmXJkiXUrl2b0NBQ5+Cy1NRUUlJS8Pf3NzixiIiIiBjNarXy2Wef8cYbb2AymXBzc6Nfv3589913rFy5khUrVnDu3Dlq1qxpdNRMa/z48ZhMJsxmM0OHDsVkMlGhQgUNDv4L/rhB6v9ulnrU5ikRybyaNWtGQEAA7dq1o1mzZnTs2JHChQtz584d9uzZw9SpUyldujSbN29WMUHEIJqhIJJF+fn54enpic1mo2TJkkybNo0LFy5QsWJFGjduzNChQ7Farfj4+JA9e3a9IRcRERERTCYTr776KnFxcZQrV44TJ07gcDjIli0bX375JR06dGDatGk8//zzRkfNlBwOB9988w3Dhw/X4OD/gdu3bxMUFERQUFCax0FBQURHRxMUFMTTTz9tdEwR+ZNq1KjBgQMHKF26NBMmTKBFixb07duX/fv3M3v2bBYvXoyfn5/RMUWyLLU8Esnirl+/jre3NwkJCfj6+uLp6cmhQ4cIDw+nXbt2RscTERERkUwgPDyciRMnsnbtWqKiogCoXLkyq1atYurUqezevZtDhw4xffp03nnnHW7duoWvr6/BqTOnPXv2sGPHDsqWLUvLli2NjuPSfvrpJywWC+7u7pjNZsxmM3a7HZvNhs1mIzU1FTc3N2rUqGF0VBERkX8MtTwSyeJy584NQLdu3bh79y6bN2+mcuXKVK5c2eBkIiIiIpJZnD17lhs3bmCxWLDb7Q88vbplyxamTJlC7dq12blzp04pPETNmjXVEup/pE6dOk+0LiwsjOLFi//NaURERLIGnVAQEZYsWcIrr7zCDz/88MRvykVEREQk6wkODmbMmDH07NnTWVT417/+xYYNG8iTJw+LFy/m0qVLfP755yxbtszgtJJV3bhxAw8PD8zme12eCxUqRHR0tMGpRERE/hlUUBDJ4tasWUPnzp355JNPmDVrFoGBgRQqVIjAwEACAwMpXbo01atXNzqmiIiIiGQCwcHBhIWFkZiYSM2aNdm3bx8A5cqV4/Tp07i5uZGcnEypUqU4d+6cwWkzn9TUVHr06MGsWbPw9/d/5Nr58+dTpEgRmjRpkkHpXMsHH3yQ7pqPjw8DBgzAzc2NvHnzcv/rjqSkJBUURERE/kc0lFkki0pOTmbIkCF069aN2bNn8+qrr3LixAnatGlDgQIFuHz5MqtWraJZs2aMHj3a6LgiIiIikgmYTCbc3d1xd3fHz88PLy8vvLy8aN++vXPIsNVqxdfXl6tXrxqcNvNxd3encePGtGjRghs3bjx03YIFC5gyZQqVKlXKwHSuJTQ0lLt37/L++++TmppKSkoK48ePB8DPz48rV64QGRlJZGQk2bNnNzasiIjIP4hOKIhkQWFhYdSrV49KlSoxZcoUSpYsic1mw2q1kpKS4jwaDLB161b69OlDRESEgYlFREREJDPIly8fHTt2xGQyYTabsVqt5MyZkwIFChAYGEiVKlXw8fFh1apVtG7dGovFYnTkTGn16tWEhobyxhtv0LFjR3LkyEFqair79u1j8uTJxMTEsGTJEgIDA42Ommm5ublx584dAgMDiYmJASBPnjxERUVhtVpp0KCBc+3Ro0e5du2aQUlFRET+WTSUWSQLCgkJYdWqVdSuXfuxa4ODgxk8eHAGpBIRERGRzG7QoEHY7XYAHA4HiYmJREVFcezYMc6ePcvRo0epU6cO/fv3VzHhEdq2bUudOnWYPXs2zz33HDExMXh4ePDUU0/RpUsX2rZt+8DB15LWw14jDw8PRo4c6Wx51K1bt4yMJSIi8o+mEwoiAoDNZsNisbBmzRrKly9PSEiI0ZFERERExMXcuXOHxYsXc/fuXYYOHWp0HPkHe9QJBR8fH2bPng3cK3yNGDGCy5cvGxlXRETkH0MzFESyqP79+7N169Z018eNG0e5cuV46qmnWLhwoQHJRERERMRV+fn50b9/fwYOHGh0FMkCTCbTA08pOBwOLl++zKVLl7h8+TLaRykiIvK/o4KCSBZkt9vJli0b7du3p0mTJpw8eRKbzQbAL7/8QkxMDGPGjGHUqFEMGjTI4LQiIiIi4mry5MljdAT5h3M4HDRq1IjY2Fhq1apFzZo1nffc3NyoU6cOdevWpU6dOs6B4SLyz3D37l26dOnCJ598YnQUkSxJLY9EsrDY2FhGjhzJ/PnzGTVqFJs2bWLTpk14eHgAcP78eWrXrs3w4cPp16+fwWlFRERExEjLly9Pd83T05MXX3wRHx8fPD09MZvv7VlLTU11tqER+Tvs3bsXq9WK2WzGZDJhs9lwOBxUqVKFihUrOu8BhIWFcfPmTYMTi8iTypkzJ1ar1XkCKTU1ldTUVKKjo/ntt99o06YNgYGBLFiwgMKFCxucViTrUUFBRNi5cycdOnSgRYsWzJs3L82x4e3bt9OmTRvCw8PJmTOngSlFRERExEhubm507tyZlStX0rlzZxwOBxs2bCAqKoqAgACuXbuGw+HA4XBQunRpwsPDjY4s/2A3btzggw8+YMqUKcC9U9jx8fH4+vpy9epV8uXL51zr7+/P7du3jYoqIn9SoUKF+Omnn5zPHQ4HFStWJDo6mqeeeopXX32Vd99918CEIlmbCgoiAsDZs2d54YUX2LRpEwULFkxzb+nSpXTt2tWgZCIiIiKSGTxqCK6npyfdu3d3rv3222+JjIw0KqpkAc2bN6dhw4YMHjyY6Oho2rdvT+nSpRk3bhyVKlXCx8eHtm3b0rZtWwoWLEiOHDmMjiwiTygkJCRdUTpHjhxER0dz69YtsmfPbkwwEQE0Q0FE/r9ixYpx9OjRdMUEQMUEEREREQF44ABc+E/P+tq1a1O7dm31rJe/VUxMDEWLFmXw4MHcuXOH+vXrU6BAAaZOnYq/vz/h4eF8/vnn3Lx5kzp16tCsWTPnzDgRcW03btwwOoJIlududAARyTzu9xgVEREREXmQhx1wN5vNFClSxLlG7yvl7xQQEMCnn34KgJ+fHwsWLKBq1aqYTCYiIyPJnz8/Tz/9NBUqVGDw4MFcuHBBRS4RF3Lnzh3mzp3rfO5wOEhOTubmzZtUr16d7t27M3nyZP1eixhEBQURERERERF5IiaT6YGnFFJSUli6dKmz4JCSkpLR0SQLq1atGgA2m42iRYsSHx8PwOLFi5k5cyaHDx82Mp6I/Ent2rXj5MmTzqHrycnJdOrUiZw5c3Ly5Elef/11nnnmGVavXk1AQIDRcUWyHM1QEBERERERkccym820a9eO9evX07ZtWxwOB99//z1RUVH4+/tz/Phx4N5O0vr163P+/HljA2div/32GyVLlkxzLTo6mhw5cpCQkEDnzp1Zu3atQelcQ82aNfH09AQgOTmZ3bt3A/dOL8TExPDbb79Rq1YtFi9eTMuWLY2MKiJ/wsKFCylXrhxVq1YlOTmZ4OBgfv/9d06fPs2IESNYunQpnp6eDBs2jBMnTvDtt98aHVkky9EJBREREREREXms5cuXY7Va6dy5MyaTCZvNRvv27YF7JxeqVq2K2Wx2tqaQh6tfvz67du3ivffe48svvwTgpZdeonfv3rz00kucO3fO4ISZ34ULF1i3bh12u522bds6r7u7u7NmzRoGDBjA9OnTVUwQcTHnzp0jOjqaqlWrYrVauXv3LnFxcTz33HMMHz4cDw8PACZMmMDNmzcNTiuSNemEgoiIiIiIiDxWfHw8c+fO5a233nJes9vtmM1mUlNTcXf/z361HDlyEB0dbUBK11C6dGl2797NCy+8QJkyZahZsyaLFy9my5YtmEwmKleuzKFDh4yOmakFBwcTERHhfLxlyxYcDgdlypShRIkSjB8/nlKlSuFwOEhKSqJ8+fIGJxaRJ7Fr1y5atmxJzpw5cTgcXLp0iaCgIOLj4/H29naus9vtJCYmcvXqVQPTimRNOqEgIiIiIiIij/Wvf/3L2as6KSmJ1157jWzZsvH+++9TokQJqlatSrt27WjZsiXff/+9wWkzN19fXwICAtiwYQOLFi2iUaNGBAQEsHTpUrp16/bQ4dfycM899xwOhwObzUZsbKyz8OVwOEhNTeXy5cvGBhSRJ1KpUiX8/PzYu3cvdrudokWL0r59e5YuXUrbtm0ZMGAAFouF1NRUbt++bXRckSzJbHQAERERERERydyio6O5efMmkydPJiEhgaZNm/L7778zYcIE/P39CQ8Pp0ePHqxatYr8+fPz3nvvYbPZjI6d6c2YMYNu3bpx5MgR2rdvT3h4uNGRXMYfh4ObTCbCw8OJiIjA3d2dfPnysW7dOiIiIjh//ryKCSIuJFu2bDgcDvz8/MidOzdms5kPP/yQo0ePcvXqVVq0aMHt27cpWLAgpUuXNjquSJakgoKIiIiIiIg8Uo4cOfj2229xc3PDarXSt29fvv32W3x9fQHw9vamXbt2fPvttxw7doyuXbvi5uZmcOrMKSoqipSUFOx2O4cPH+aFF14gb968dO7cmbZt22K32zGZTDgcDhISEoyOm2ldvXqV5s2b06xZM65du+a87u/vz6hRo2jbti1TpkwxMKGI/FXTp0/H3d0du91Ou3btAMiZMydLliyha9eu2O12gxOKZG2aoSAiIiIiIiL/E/Hx8djtdmehQdI6deoU5cuXJygoiNDQUDp27Ei/fv24desWzz77LH379nXuvHc4HM7h15Le1q1bsVgszpZGzzzzDHCvoHD79m1u3rzJ888/T7NmzRg9erTBaUXkfyUmJsbZfk9EjKETCiIiIiIiIvLE5s2b99Ae/zNmzCBXrlwMGzYsg1O5hqeeeopjx47h4+PD3LlzadGiBWazmfz58zNnzhymT5/OzZs3KVOmDDExMURGRhodOVM6d+4cqampNGjQgIYNGzqLCTabjZdeegm4t5t548aNHD58mNTUVCPjishfkJKSQqdOndJcS0hIoGbNmmzfvt2gVCICOqEgIiIiIiIiT+jcuXPUrVuXOnXqsHz5ctzd3dPcv3XrFlu3bqVnz57cvXvXoJSZX7Vq1di3bx9LliyhT58+LF26lK+//hp/f3/mzZtHpUqVOHz4sNExM61Vq1YxZMgQsmfPTqtWrTCbH75XMiUlhZSUFD788MMMTCgi/wvBwcFEREQAkJiYSOvWrQHYuHGj2uqJGEgnFEREREREROSJFC1alKNHj3L58mXatWuXbud39uzZeemll0hOTjYooWt54YUXWLx4MRUqVKB169bO1jx/HDgs6bVr147w8HCmTZvGmTNnGDt2LBs3bsTT0xMPD480P15eXlitVqMji8hfcP//hd988w3ly5encOHCrFmzhsaNGxucTCRr0wkFERERERER+VPu3r3Lc889R+HChVm2bFm6+1arVUWFRyhVqhTHjx+nWbNmlCtXjnfeeYf69euza9cuChYsSOXKlTl06JDRMV3G8ePH6d+/PwBLliyhUKFCBicSkf8Fb29vcuXKRalSpRgxYgT16tUD0p5cEJGM5/74JSIiIiIiIpLVffXVV2l2er/88su89dZbvP3229StW9d5/bfffkvXCknSun79Ordu3aJAgQJMnjwZs9lMr1696NatG5s3byYxMdHoiC6lXLlybN++nZUrV5I/f36j44jIf6FKlSpYrVZMJhOJiYn4+Phw584dhg4dCtwbWH/16lWqV69OcnKy2sOJGEAnFEREREREROSxatWqhYeHR7rrR44cISAggMKFCwPg5uZGixYteOuttzI4oWuLjY0lMTGRbNmy8eabbzJ37lyjI4mIZLg9e/bg4eGB2WymcuXKlC1blubNm/PSSy/h7u6O3W7n+eefZ8OGDSQkJFCrVi2jI4tkOSooiIiIiIiIyF+2fv16+vfvz9GjRwkICDA6zj9GamqqTnqISJZWsGBBPvjgA5YvX87p06f55JNPaN68OYUKFeLatWtGxxPJsjSUWURERERERP6y1q1bU716dd58802jo7iE5ORkxo0bB0B8fDw2m42EhATn/f379xMXF8f69eupXbu2UTFFRAzlcDiwWCz06NGDzZs3s2DBAvr168fQoUNZuXKl0fFEsjQVFEREREREROSxnnnmGRYsWEBKSkq6exMnTqRVq1YGpHI9ZrOZefPmAeDr64vFYiFbtmwAhIeH8/zzz7Nlyxby58/P0aNHjYwqIpLhYmNjAUhKSqJYsWLO640bN2bv3r2sXbuWHTt2GJROREAtj0REREREROQxUlNTmTt3LrNmzSIqKop8+fI9dK3NZiMpKYmzZ89mYELXEhISQnh4OMHBwZw9e5aKFSuyZ88eatSoQadOnRgxYgSnTp2iatWqxMXFGR1XRCTD1KhRA7PZTMeOHXn66afT3T9w4AAeHh6ULVsWu91O3bp1DUgpkrWpIaOIiIiIiIg8kru7O//617/417/+xdq1a3n77bfx9PRk5syZ5MqVK83a+wUFeTyTyYSbmxsAq1evpkaNGowYMQIAb29vTCaTkfFERDLc6tWr+eGHH/jiiy94++23AahQoQLZs2fnj3ui7XY7Xl5ebNq0yaioIlmWTiiIiIiIiIjIn5KQkEDv3r356aefOHToEDlz5jQ6ksuoX78+Bw4coHbt2uzevZvatWuzd+9eatSogd1uB+4VZV599VXeeOMNoqOjDU4sImKMs2fP8tFHH/HNN98wffp02rdvb3QkEUEFBREREREREfkLDh8+zLVr12jatGm6e6dPn6ZEiRIGpMr89u7dS7t27diwYQPNmzdn48aNtGvXjujoaGbPnk2xYsVISUnBYrHQokULrly5YnRkERFDHTp0CIfDQZUqVZzXIiIiCA4ONjCVSNalocwiIiIiIiLyWGPGjGHq1KnMnTsXuDcgs2nTpgwZMoTp06cTExMDwMGDB6levTo3btwwMm6mVaNGDaxWKxUqVMDDw4MKFSrg6enJlClTeOutt7h+/TrVq1fH3d2dgIAAo+OKiBiucuXKaYoJhw8fpmjRorz22msGphLJulRQEBERERERkcfy9fXF3d2dTz/9FAA/Pz8AnnvuOQ4cOMDGjRu5fPkyXbt2ZfTo0elmK8h/3G8UEBMTw9ixY7l+/To9evRg3bp1dOvWjd27d3P27Fmeeuopg5OKiGQ+lSpVYtu2bSxcuNDoKCJZkoYyi4iIiIiIyGMNHDgQgHnz5gH3BgonJCQQFxfHyy+/zLFjx6hZsyY9e/Z0DtKU9BITE0lMTATgrbfewmKx0LdvXwCqVavG1KlTmT9/Pn5+ftSvX9/IqCIimVaDBg2cc2dEJGOpoCAiIiIiIiKP1bJlSzw9PdN8gXP69GmmT59OSkoKYWFh2Gw2SpUqZWDKzM/T05P9+/eTmJjI6NGj093v0qULNWrUoG7dupw4ccKAhCIixhk6dCienp6YzY9uqnLx4kW8vLwyKJWI/JEKCiIiIiIiIvJYb775Jm5ubnTs2JGJEyeSkJBA3rx5+f7772nVqhUDBgwgODiYAQMGcO3aNZ1SeIiLFy8SGhrKd999R0REBJs3b6ZPnz5YLBZMJhNw7xRD7ty5yZEjh8FpRUQy1s2bN7FarY8tKPj4+LB48eIMSiUif6SCgoiIiIiIiDxWnTp1sFgseHt7Y7VauXv3Lg0bNsTLy4vq1asTGxtL+/btKVasGPXq1aN58+aUKFHC6NiZzp49e8iePTvffvst3t7eJCcn8+qrr/L666871zgcDrp06cLgwYOZNGmSgWlFRDLWZ599xgcffMBbb71FtmzZjI4jIg+gocwiIiIiIiLyWA0aNKBMmTIULVqUt99+Gx8fH3777Te++uorvLy8+OKLL5g1axaVKlWiV69eJCQkGB05U+rQoQPTpk2jevXqmEwm8uTJQ8WKFSlcuLDzp0iRInz55Zf4+/sbHVdEJEOlpqYyevToNKfc3n77bb7++msDU4nIH5kcDofD6BAiIiIiIiKSuUVGRhIdHU2ZMmUAmDBhAsOGDUtzf+TIkYwaNYrChQsbFfMfJSwsjOLFixsdQ0QkwyQlJeHv70/+/PkZNWoUvXr1YufOncycOZMVK1YYHU9EUMsjEREREREReQJHjx5l7969lClThl9//ZWxY8cyefJkZ59rm81GYmIi5cuXZ8CAAQandU03btzAw8PD+ZpWr16d6Ohog1OJiGQsq9XKtm3baNCgAcePH8fLy4vNmzczatQo5xpPT0+aNWtGpUqVDEwqkjWpoCAiIiIiIiKPZbFYOHv2LEePHsXNzY1OnTqxcOHCNGtCQkJUTHiMDz74IN01Hx8fBgwYQN68ecmbNy9qJCAiWV3RokX597//zaJFi4iPj6dYsWJs27aN6tWrA3DkyBE++ugjrl+/jsViMTitSNailkciIiIiIiLyWNu2bWPQoEF4e3sTHh5OfHw8uXLlSrPm0qVLFCpUiFGjRtGzZ09jgmZybm5uDB06lKlTpzJ06FAcDgczZ84kKiqKgIAAYmJinGtDQkIIDw83MK2ISMZKSkoid+7c3LlzJ8315cuXM336dPbu3QvA5cuX6datG19++SX58uUzIqpIlqWCgoiIiIiIiDzWhg0bOHToEKGhocTHx7N27VomTZpErly5+PjjjylWrBgOh4OkpCSsVivZsmUzOnKm5Obmxp07dwgMDHQWD/LkyUNUVBRWq5UGDRo41x49epRr164ZlFREJOPdvn2b4ODgdO3erl27RpEiRTh//jx58+Y1KJ2IgAoKIiIiIiIi8gQSEhJITk7G39/fec3hcLBhwwZatGhhYDLX4ubmRmxsLAULFkxXUMiWLRsbNmxwtjzq1q0bFy9eNDKuiEimceXKFQoUKGB0DJEsTzMURERERERE5LG8vLzw8vJKc81kMqmY8Bc8bF+f3W7n/PnzzjV2uz0DU4mIZG4qJohkDiooiIiIiIiIiGQgk8mEyWRKd93hcHD58mVnwUENBURERCSzUUFBREREREREJIM4HA4aNWpEbGwstWrVSlM0cHNzo06dOs51c+bMMSqmiIiIyANphoKIiIiIiIhIBtm7dy9WqxWz2YzJZMJms+FwOKhSpQoVK1Z03gMICwvj5s2bBicWERER+Q8VFEREREREREQyyI0bN/jggw+YMmUKcG9uQnx8PL6+vly9epV8+fI51/r7+3P79m2jooqIiIikYzY6gIiIiIiIiEhW0b17d/Lnzw9AdHQ0zz77LMOHD+f27dvUqlWLcuXK8d5773H8+HEiIiIMTisiIiKSlgoKIiIiIiIiIhkgJiaGokWLMnjwYO7cuUP9+vUpUKAAn3zyCf7+/oSHh/P5559z8+ZN6tSpQ7NmzbDZbEbHFhEREXFSyyMRERERERERA+zbt49y5crx1Vdf0atXrzT3YmJiOHHiBHXr1jUonYiIiEh6KiiIiIiIiIiIGOTWrVsULFiQu3fvGh1FRERE5LHU8khERERERETEIO7u7ri7uxsdQ0REROSJqKAgIiIiIiIikkGSk5PTPDeZTLi5uT1wbWJiYkZEEhEREXliankkIiIiIiIikkHMZjMmk+mx6xwOByaTSUOZRUREJFPRuUoRERERERGRDHLy5EksFouzqHD37l3q1avHwYMH06yz2WzpTjOIiIiIGE0FBREREREREZEMcu3aNYKCgggJCQHuFRTMZjNFixY1OJmIiIjI42mGgoiIiIiIiEgG6dmzJ99++63RMURERET+Ep1QEBEREREREckgb7zxBpMmTeLHH3/Ezc0Nk8lEfHw8o0ePpm7dujRp0sToiCIiIiIPpRMKIiIiIiIiIhmke/fuXLt2jVKlSlGtWjVKliyJyWQiPDyczp07U6NGDY4fP250TBEREZEHUkFBREREREREJIPkyZOHWrVqUbZsWQYOHMigQYPw8vJiyZIlXLhwgXr16lGvXj127dpldFQRERGRdFRQEBEREREREclAjRo1YtOmTQCYTCbndS8vLz766CNCQ0Np3bo1586dMyqiiIiIyAOZHA6Hw+gQIiIiIiIiIlnF/v37yZYtGyVLliQ2NpYCBQoQGxubZs1rr71GbGwsy5cvNyiliIiISHoayiwiIiIiIiKSgapWrep8bDab6dOnT7o1EydO5M6dOxkZS0REROSxdEJBREREREREREREREQeSzMURERERERERERERETksVRQEBERERERERERERGRx1JBQUREREREREREREREHksFBREREREREREREREReSwVFERERERERERERERE5LFUUBARERERERERERERkcdSQUFERERERERERERERB7r/wHQngmKVR6OmgAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 2000x1600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_corr = data_2.corr()\n",
|
||
"ax = plt.subplots(figsize=(20,16))\n",
|
||
"ax = sns.heatmap(train_corr, vmax=.8, square=True, annot=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "785d2da0",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:36.965414Z",
|
||
"start_time": "2023-10-16T03:19:36.952068Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_3 = data_full_minmax.drop(columns=['BET比表面积（m2/g）','孔体积（cm3/g)', '介孔体积（cm3/g)'])\n",
|
||
"data_3 = data_3.dropna(axis=0, subset=['微孔体积（cm3/g)'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "6d67b603",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:37.528354Z",
|
||
"start_time": "2023-10-16T03:19:36.968059Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2000x1600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_corr = data_3.corr()\n",
|
||
"ax = plt.subplots(figsize=(20,16))\n",
|
||
"ax = sns.heatmap(train_corr, vmax=.8, square=True, annot=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "82ba42a6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:37.544704Z",
|
||
"start_time": "2023-10-16T03:19:37.530805Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"data_4 = data_full_minmax.drop(columns=['BET比表面积（m2/g）','孔体积（cm3/g)', '微孔体积（cm3/g)'])\n",
|
||
"data_4 = data_4.dropna(axis=0, subset=['介孔体积（cm3/g)'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "3e26ea8d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:38.096277Z",
|
||
"start_time": "2023-10-16T03:19:37.547705Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2000x1600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_corr = data_4.corr()\n",
|
||
"ax = plt.subplots(figsize=(20,16))\n",
|
||
"ax = sns.heatmap(train_corr, vmax=.8, square=True, annot=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d048dc50",
|
||
"metadata": {},
|
||
"source": [
|
||
"# BET比表面积（m2/g）"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "df96aed9",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:38.111774Z",
|
||
"start_time": "2023-10-16T03:19:38.100356Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"X = data_1[['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']]\n",
|
||
"y = data_1['BET比表面积（m2/g）']\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4a7f9c12",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-08-31T06:38:33.990769Z",
|
||
"start_time": "2023-08-31T06:38:33.974589Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"## 线性回归"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "c9d5261d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:39.347976Z",
|
||
"start_time": "2023-10-16T03:19:39.328442Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"clf = LinearRegression()\n",
|
||
"clf.fit(X_train, y_train)\n",
|
||
"test_pred = clf.predict(X_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "29dd70b0",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:39.905668Z",
|
||
"start_time": "2023-10-16T03:19:39.889649Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
|
||
"# 计算均方误差（MSE）\n",
|
||
"def get_acc(y_test, test_pred):\n",
|
||
" mse = mean_squared_error(y_test,test_pred)\n",
|
||
" print(\"Mean Squared Error:\", mse)\n",
|
||
"\n",
|
||
" # 计算均方根误差（RMSE）\n",
|
||
" rmse = np.sqrt(mse)\n",
|
||
" print(\"Root Mean Squared Error:\", rmse)\n",
|
||
"\n",
|
||
" # 计算平均绝对误差（MAE）\n",
|
||
" mae = mean_absolute_error(y_test,test_pred)\n",
|
||
" print(\"Mean Absolute Error:\", mae)\n",
|
||
"\n",
|
||
" # 计算决定系数（R²）\n",
|
||
" r2 = r2_score(y_test,test_pred)\n",
|
||
" print(\"Coefficient of Determination (R²):\", r2)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "a7c7728a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:40.326120Z",
|
||
"start_time": "2023-10-16T03:19:40.319111Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error: 356346.0854506917\n",
|
||
"Root Mean Squared Error: 596.9473054220881\n",
|
||
"Mean Absolute Error: 421.32564458570505\n",
|
||
"Coefficient of Determination (R²): 0.6570769358934058\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"get_acc(y_test,test_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "5547aac5",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:40.775723Z",
|
||
"start_time": "2023-10-16T03:19:40.767742Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"煤种:-877.2972339819474\n",
|
||
"分析水Mad:1114.112507797246\n",
|
||
"灰分:-1080.5492474856756\n",
|
||
"挥发分:-1014.5682008519212\n",
|
||
"碳:2502.1689304953256\n",
|
||
"氢:1547.1118343327066\n",
|
||
"氮:-310.53231471047394\n",
|
||
"硫:622.2484614557459\n",
|
||
"氧:1735.089974709626\n",
|
||
"碳化温度（℃）:949.2902933052904\n",
|
||
"升温速率（℃/min):16.004040022910374\n",
|
||
"保温时间(h):999.0720137977573\n",
|
||
"KOH:1593.2510277610688\n",
|
||
"K2CO3:-284.0768698715867\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"coefficients = clf.coef_\n",
|
||
"key = ['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']\n",
|
||
"for index,i in enumerate(coefficients):\n",
|
||
" print(key[index] + ':' + str(i))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f0c05013",
|
||
"metadata": {},
|
||
"source": [
|
||
"## LightGBM"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "5381b26b",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:42.820666Z",
|
||
"start_time": "2023-10-16T03:19:41.796852Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000416 seconds.\n",
|
||
"You can set `force_row_wise=true` to remove the overhead.\n",
|
||
"And if memory is not enough, you can set `force_col_wise=true`.\n",
|
||
"[LightGBM] [Info] Total Bins 112\n",
|
||
"[LightGBM] [Info] Number of data points in the train set: 58, number of used features: 11\n",
|
||
"[LightGBM] [Info] Start training from score 2093.679985\n",
|
||
"Training until validation scores don't improve for 10 rounds\n",
|
||
"[10]\ttraining's rmse: 963.582\tvalid_1's rmse: 1065.25\n",
|
||
"[20]\ttraining's rmse: 951.788\tvalid_1's rmse: 1058.77\n",
|
||
"[30]\ttraining's rmse: 941.053\tvalid_1's rmse: 1052.87\n",
|
||
"[40]\ttraining's rmse: 931.293\tvalid_1's rmse: 1047.48\n",
|
||
"[50]\ttraining's rmse: 922.404\tvalid_1's rmse: 1041.26\n",
|
||
"[60]\ttraining's rmse: 914.075\tvalid_1's rmse: 1032.99\n",
|
||
"[70]\ttraining's rmse: 906.208\tvalid_1's rmse: 1025.87\n",
|
||
"[80]\ttraining's rmse: 898.771\tvalid_1's rmse: 1017.92\n",
|
||
"[90]\ttraining's rmse: 891.757\tvalid_1's rmse: 1011.48\n",
|
||
"[100]\ttraining's rmse: 885.133\tvalid_1's rmse: 1004.27\n",
|
||
"[110]\ttraining's rmse: 878.885\tvalid_1's rmse: 997.768\n",
|
||
"[120]\ttraining's rmse: 872.995\tvalid_1's rmse: 992.232\n",
|
||
"[130]\ttraining's rmse: 867.436\tvalid_1's rmse: 987.243\n",
|
||
"[140]\ttraining's rmse: 862.191\tvalid_1's rmse: 984.017\n",
|
||
"[150]\ttraining's rmse: 857.24\tvalid_1's rmse: 979.536\n",
|
||
"[160]\ttraining's rmse: 852.571\tvalid_1's rmse: 975.56\n",
|
||
"[170]\ttraining's rmse: 848.168\tvalid_1's rmse: 971.554\n",
|
||
"[180]\ttraining's rmse: 844\tvalid_1's rmse: 969.917\n",
|
||
"[190]\ttraining's rmse: 840.022\tvalid_1's rmse: 966.922\n",
|
||
"[200]\ttraining's rmse: 836.228\tvalid_1's rmse: 965.609\n",
|
||
"Did not meet early stopping. Best iteration is:\n",
|
||
"[200]\ttraining's rmse: 836.228\tvalid_1's rmse: 965.609\n",
|
||
"Mean Squared Error: 932401.3299617766\n",
|
||
"Root Mean Squared Error: 965.609305030651\n",
|
||
"Mean Absolute Error: 803.9783213816435\n",
|
||
"Coefficient of Determination (R²): 0.1027208264595928\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import lightgbm as lgb\n",
|
||
"# 创建 LightGBM 数据集\n",
|
||
"train_data = lgb.Dataset(X_train, label=y_train)\n",
|
||
"test_data = lgb.Dataset(X_test, label=y_test, reference=train_data)\n",
|
||
"\n",
|
||
"# 设置参数\n",
|
||
"params = {\n",
|
||
" 'objective': 'regression', # 回归问题\n",
|
||
" 'boosting_type': 'gbdt', # 使用梯度提升\n",
|
||
" 'metric': 'rmse', # 使用均方根误差作为评估指标\n",
|
||
" 'num_leaves': 2, # 每棵树的叶子节点数\n",
|
||
" 'learning_rate': 0.01, # 学习率\n",
|
||
"}\n",
|
||
"# 训练模型\n",
|
||
"#定义callback回调\n",
|
||
"callback=[lgb.early_stopping(stopping_rounds=10,verbose=True),\n",
|
||
" lgb.log_evaluation(period=10,show_stdv=True)]\n",
|
||
"# 训练 train\n",
|
||
"m1 = lgb.train(params,train_data,num_boost_round=200,\n",
|
||
" valid_sets=[train_data,test_data],callbacks=callback)\n",
|
||
"\n",
|
||
"# 进行预测\n",
|
||
"y_pred = m1.predict(X_test, num_iteration=m1.best_iteration)\n",
|
||
"get_acc(y_test,y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "023577ee",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:19:42.930190Z",
|
||
"start_time": "2023-10-16T03:19:42.822666Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,6))\n",
|
||
"lgb.plot_importance(m1, max_num_features=30)\n",
|
||
"plt.title(\"Featurertances\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "21bd110f",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 深度学习"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "0dfddc97",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T03:20:43.131929Z",
|
||
"start_time": "2023-10-16T03:19:52.795213Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import torch\n",
|
||
"from torch.utils.data import TensorDataset, DataLoader\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"import torch.nn as nn\n",
|
||
"import torch.optim as optim\n",
|
||
"from sklearn.metrics import mean_squared_error"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"id": "5aebf4eb",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T06:51:24.519142Z",
|
||
"start_time": "2023-10-16T06:51:24.508111Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"X = data_1[['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']]\n",
|
||
"y = data_1['BET比表面积（m2/g）']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"id": "8253f5fd",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T06:51:25.230185Z",
|
||
"start_time": "2023-10-16T06:51:25.224539Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"x_tensor = torch.Tensor(X.values) # 将训练数据 x 转换为张量\n",
|
||
"y_tensor = torch.Tensor(y.values).reshape(-1,1) # 将标签数据 y 转换为张量"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"id": "07ff123e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T06:51:34.261537Z",
|
||
"start_time": "2023-10-16T06:51:34.246531Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"#dataset = TensorDataset(x_tensor, y_tensor)\n",
|
||
"test_size = 0.15 # 设置测试集的比例\n",
|
||
"random_seed = 42 # 设置随机种子以确保可重复性\n",
|
||
"x_train, x_test, y_train, y_test = train_test_split(x_tensor, y_tensor, test_size=test_size, random_state=random_seed)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"id": "831ef293",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T06:52:27.430895Z",
|
||
"start_time": "2023-10-16T06:52:27.410900Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = MinMaxScaler()\n",
|
||
"scaler.fit(y_train)\n",
|
||
"y_train = torch.Tensor(scaler.transform(y_train))\n",
|
||
"y_test = torch.Tensor(scaler.transform(y_test))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"id": "dc3db5fd",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T06:53:07.917407Z",
|
||
"start_time": "2023-10-16T06:53:07.900340Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"batch_size = 4 # 设置每个批次的大小\n",
|
||
"train_loader = DataLoader(TensorDataset(x_train, y_train), batch_size=batch_size, shuffle=True)\n",
|
||
"test_loader = DataLoader(TensorDataset(x_test, y_test), batch_size=batch_size) # drop_last=True"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"id": "9317f8cb",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-04T01:13:31.121538Z",
|
||
"start_time": "2023-09-04T01:13:31.116896Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# for i in range(2):\n",
|
||
"# for inputs, labels in train_loader:\n",
|
||
"# print(labels)\n",
|
||
"# break"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 89,
|
||
"id": "a073d252",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T08:06:24.341867Z",
|
||
"start_time": "2023-10-16T08:06:14.864741Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Epoch [1/500], Loss: 0.1375112235546112\n",
|
||
"Epoch [2/500], Loss: 0.05806560814380646\n",
|
||
"Epoch [3/500], Loss: 0.09772428125143051\n",
|
||
"Epoch [4/500], Loss: 0.021364646032452583\n",
|
||
"Epoch [5/500], Loss: 0.01773611083626747\n",
|
||
"Epoch [6/500], Loss: 0.021522678434848785\n",
|
||
"Epoch [7/500], Loss: 0.008145670406520367\n",
|
||
"Epoch [8/500], Loss: 0.06583523005247116\n",
|
||
"Epoch [9/500], Loss: 0.01977309212088585\n",
|
||
"Epoch [10/500], Loss: 0.023928888142108917\n",
|
||
"Epoch [11/500], Loss: 0.027664322406053543\n",
|
||
"Epoch [12/500], Loss: 0.0042370702140033245\n",
|
||
"Epoch [13/500], Loss: 0.02011457458138466\n",
|
||
"Epoch [14/500], Loss: 0.0015053569804877043\n",
|
||
"Epoch [15/500], Loss: 0.03043498657643795\n",
|
||
"Epoch [16/500], Loss: 0.018061762675642967\n",
|
||
"Epoch [17/500], Loss: 0.03032355196774006\n",
|
||
"Epoch [18/500], Loss: 0.003073741216212511\n",
|
||
"Epoch [19/500], Loss: 0.030238714069128036\n",
|
||
"Epoch [20/500], Loss: 0.013475775718688965\n",
|
||
"Epoch [21/500], Loss: 0.0019919639453291893\n",
|
||
"Epoch [22/500], Loss: 0.0721120536327362\n",
|
||
"Epoch [23/500], Loss: 0.018716545775532722\n",
|
||
"Epoch [24/500], Loss: 0.03277812898159027\n",
|
||
"Epoch [25/500], Loss: 0.0069098640233278275\n",
|
||
"Epoch [26/500], Loss: 0.02530064806342125\n",
|
||
"Epoch [27/500], Loss: 0.031360749155282974\n",
|
||
"Epoch [28/500], Loss: 0.007204529829323292\n",
|
||
"Epoch [29/500], Loss: 0.008599984459578991\n",
|
||
"Epoch [30/500], Loss: 0.003325084922835231\n",
|
||
"Epoch [31/500], Loss: 0.022524351254105568\n",
|
||
"Epoch [32/500], Loss: 0.014607256278395653\n",
|
||
"Epoch [33/500], Loss: 0.018749907612800598\n",
|
||
"Epoch [34/500], Loss: 0.0009139125468209386\n",
|
||
"Epoch [35/500], Loss: 0.012738749384880066\n",
|
||
"Epoch [36/500], Loss: 0.033581215888261795\n",
|
||
"Epoch [37/500], Loss: 0.016028260812163353\n",
|
||
"Epoch [38/500], Loss: 0.020110584795475006\n",
|
||
"Epoch [39/500], Loss: 0.02486024796962738\n",
|
||
"Epoch [40/500], Loss: 0.002677252981811762\n",
|
||
"Epoch [41/500], Loss: 0.012438181787729263\n",
|
||
"Epoch [42/500], Loss: 0.01628699153661728\n",
|
||
"Epoch [43/500], Loss: 0.028455808758735657\n",
|
||
"Epoch [44/500], Loss: 0.001482177060097456\n",
|
||
"Epoch [45/500], Loss: 0.006345514673739672\n",
|
||
"Epoch [46/500], Loss: 0.03298439830541611\n",
|
||
"Epoch [47/500], Loss: 0.05287860333919525\n",
|
||
"Epoch [48/500], Loss: 0.0027091410011053085\n",
|
||
"Epoch [49/500], Loss: 0.0118508730083704\n",
|
||
"Epoch [50/500], Loss: 0.0038459282368421555\n",
|
||
"Epoch [51/500], Loss: 0.024839868769049644\n",
|
||
"Epoch [52/500], Loss: 0.0030711244326084852\n",
|
||
"Epoch [53/500], Loss: 0.041477471590042114\n",
|
||
"Epoch [54/500], Loss: 0.04405653104186058\n",
|
||
"Epoch [55/500], Loss: 0.0023413999006152153\n",
|
||
"Epoch [56/500], Loss: 0.005603765603154898\n",
|
||
"Epoch [57/500], Loss: 0.05010407418012619\n",
|
||
"Epoch [58/500], Loss: 0.002134432550519705\n",
|
||
"Epoch [59/500], Loss: 0.0016706496244296432\n",
|
||
"Epoch [60/500], Loss: 0.0031203352846205235\n",
|
||
"Epoch [61/500], Loss: 0.022609718143939972\n",
|
||
"Epoch [62/500], Loss: 0.007998031564056873\n",
|
||
"Epoch [63/500], Loss: 0.03089986741542816\n",
|
||
"Epoch [64/500], Loss: 0.02436087280511856\n",
|
||
"Epoch [65/500], Loss: 0.0439436249434948\n",
|
||
"Epoch [66/500], Loss: 0.009039153344929218\n",
|
||
"Epoch [67/500], Loss: 0.03196775168180466\n",
|
||
"Epoch [68/500], Loss: 0.0014594022650271654\n",
|
||
"Epoch [69/500], Loss: 0.003043722826987505\n",
|
||
"Epoch [70/500], Loss: 0.02321109175682068\n",
|
||
"Epoch [71/500], Loss: 0.001104667317122221\n",
|
||
"Epoch [72/500], Loss: 0.0014685456408187747\n",
|
||
"Epoch [73/500], Loss: 0.010093788616359234\n",
|
||
"Epoch [74/500], Loss: 0.025984715670347214\n",
|
||
"Epoch [75/500], Loss: 0.055412407964468\n",
|
||
"Epoch [76/500], Loss: 0.027970263734459877\n",
|
||
"Epoch [77/500], Loss: 0.00738972332328558\n",
|
||
"Epoch [78/500], Loss: 0.0005837245844304562\n",
|
||
"Epoch [79/500], Loss: 0.002833475824445486\n",
|
||
"Epoch [80/500], Loss: 0.039277084171772\n",
|
||
"Epoch [81/500], Loss: 0.006304681301116943\n",
|
||
"Epoch [82/500], Loss: 0.027889391407370567\n",
|
||
"Epoch [83/500], Loss: 0.04046902805566788\n",
|
||
"Epoch [84/500], Loss: 0.0026628756895661354\n",
|
||
"Epoch [85/500], Loss: 0.00805905181914568\n",
|
||
"Epoch [86/500], Loss: 0.039849903434515\n",
|
||
"Epoch [87/500], Loss: 0.0007797772996127605\n",
|
||
"Epoch [88/500], Loss: 0.0935254693031311\n",
|
||
"Epoch [89/500], Loss: 0.02649867907166481\n",
|
||
"Epoch [90/500], Loss: 0.004896295256912708\n",
|
||
"Epoch [91/500], Loss: 0.0026272933464497328\n",
|
||
"Epoch [92/500], Loss: 0.04471985623240471\n",
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||
"Epoch [93/500], Loss: 0.005443623289465904\n",
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||
"Epoch [94/500], Loss: 0.006703123450279236\n",
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||
"Epoch [95/500], Loss: 0.03889564424753189\n",
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||
"Epoch [96/500], Loss: 0.002041529631242156\n",
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||
"Epoch [97/500], Loss: 0.022731401026248932\n",
|
||
"Epoch [98/500], Loss: 0.02479637786746025\n",
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||
"Epoch [99/500], Loss: 0.002792914630845189\n",
|
||
"Epoch [100/500], Loss: 0.01177084632217884\n",
|
||
"Epoch [101/500], Loss: 0.0010617190273478627\n",
|
||
"Epoch [102/500], Loss: 0.006667059846222401\n",
|
||
"Epoch [103/500], Loss: 0.06580355018377304\n",
|
||
"Epoch [104/500], Loss: 0.11343423277139664\n",
|
||
"Epoch [105/500], Loss: 0.005578789860010147\n",
|
||
"Epoch [106/500], Loss: 0.0020729107782244682\n",
|
||
"Epoch [107/500], Loss: 0.0024541851598769426\n",
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||
"Epoch [108/500], Loss: 0.04115631431341171\n",
|
||
"Epoch [109/500], Loss: 0.0013442374765872955\n",
|
||
"Epoch [110/500], Loss: 0.0062351468950510025\n",
|
||
"Epoch [111/500], Loss: 0.0005676917498931289\n",
|
||
"Epoch [112/500], Loss: 0.02799421362578869\n",
|
||
"Epoch [113/500], Loss: 0.0011389830615371466\n",
|
||
"Epoch [114/500], Loss: 0.0016039859037846327\n",
|
||
"Epoch [115/500], Loss: 0.0019230787875130773\n",
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||
"Epoch [116/500], Loss: 0.0062424009665846825\n",
|
||
"Epoch [117/500], Loss: 0.01075577363371849\n",
|
||
"Epoch [118/500], Loss: 0.17046409845352173\n",
|
||
"Epoch [119/500], Loss: 0.008756555616855621\n",
|
||
"Epoch [120/500], Loss: 0.02538108266890049\n",
|
||
"Epoch [121/500], Loss: 0.0027733466122299433\n",
|
||
"Epoch [122/500], Loss: 0.002166420454159379\n",
|
||
"Epoch [123/500], Loss: 0.0005181884625926614\n",
|
||
"Epoch [124/500], Loss: 0.002128859516233206\n",
|
||
"Epoch [125/500], Loss: 0.048927824944257736\n",
|
||
"Epoch [126/500], Loss: 0.006466357968747616\n",
|
||
"Epoch [127/500], Loss: 0.0013223910937085748\n",
|
||
"Epoch [128/500], Loss: 0.016330869868397713\n",
|
||
"Epoch [129/500], Loss: 0.0340036004781723\n",
|
||
"Epoch [130/500], Loss: 0.005737701430916786\n",
|
||
"Epoch [131/500], Loss: 0.043695010244846344\n",
|
||
"Epoch [132/500], Loss: 0.02377896197140217\n",
|
||
"Epoch [133/500], Loss: 0.03224272280931473\n",
|
||
"Epoch [134/500], Loss: 0.0022535149473696947\n",
|
||
"Epoch [135/500], Loss: 0.005497700069099665\n",
|
||
"Epoch [136/500], Loss: 0.0016764058964326978\n",
|
||
"Epoch [137/500], Loss: 0.013641731813549995\n",
|
||
"Epoch [138/500], Loss: 0.03554676100611687\n",
|
||
"Epoch [139/500], Loss: 0.002655998570844531\n",
|
||
"Epoch [140/500], Loss: 0.014379335567355156\n",
|
||
"Epoch [141/500], Loss: 0.0004798714362550527\n",
|
||
"Epoch [142/500], Loss: 0.022848913446068764\n",
|
||
"Epoch [143/500], Loss: 0.003569053253158927\n",
|
||
"Epoch [144/500], Loss: 0.0010363985784351826\n",
|
||
"Epoch [145/500], Loss: 0.0011998001718893647\n",
|
||
"Epoch [146/500], Loss: 0.029332881793379784\n",
|
||
"Epoch [147/500], Loss: 0.0021700109355151653\n",
|
||
"Epoch [148/500], Loss: 0.04989006742835045\n",
|
||
"Epoch [149/500], Loss: 0.017596838995814323\n",
|
||
"Epoch [150/500], Loss: 0.005552900023758411\n",
|
||
"Epoch [151/500], Loss: 0.02130822092294693\n",
|
||
"Epoch [152/500], Loss: 0.013184739276766777\n",
|
||
"Epoch [153/500], Loss: 0.003693445585668087\n",
|
||
"Epoch [154/500], Loss: 0.0002814586041495204\n",
|
||
"Epoch [155/500], Loss: 0.011256406083703041\n",
|
||
"Epoch [156/500], Loss: 0.0007573600159958005\n",
|
||
"Epoch [157/500], Loss: 0.0019472946878522635\n",
|
||
"Epoch [158/500], Loss: 0.015084566548466682\n",
|
||
"Epoch [159/500], Loss: 0.006373480428010225\n",
|
||
"Epoch [160/500], Loss: 0.0014554281951859593\n",
|
||
"Epoch [161/500], Loss: 0.003039491828531027\n",
|
||
"Epoch [162/500], Loss: 0.0013355282135307789\n",
|
||
"Epoch [163/500], Loss: 0.0038741338066756725\n",
|
||
"Epoch [164/500], Loss: 0.0035878620110452175\n",
|
||
"Epoch [165/500], Loss: 0.030438825488090515\n",
|
||
"Epoch [166/500], Loss: 0.0697525143623352\n",
|
||
"Epoch [167/500], Loss: 0.026584984734654427\n",
|
||
"Epoch [168/500], Loss: 0.0019321260042488575\n",
|
||
"Epoch [169/500], Loss: 0.05357321351766586\n",
|
||
"Epoch [170/500], Loss: 0.016700396314263344\n",
|
||
"Epoch [171/500], Loss: 0.09351684153079987\n",
|
||
"Epoch [172/500], Loss: 0.008441533893346786\n",
|
||
"Epoch [173/500], Loss: 0.016276434063911438\n",
|
||
"Epoch [174/500], Loss: 0.07126587629318237\n",
|
||
"Epoch [175/500], Loss: 0.005204909015446901\n",
|
||
"Epoch [176/500], Loss: 0.003409262513741851\n",
|
||
"Epoch [177/500], Loss: 0.04996544122695923\n",
|
||
"Epoch [178/500], Loss: 0.04525388404726982\n",
|
||
"Epoch [179/500], Loss: 0.009854236617684364\n",
|
||
"Epoch [180/500], Loss: 0.0035332152619957924\n",
|
||
"Epoch [181/500], Loss: 0.0025211272295564413\n",
|
||
"Epoch [182/500], Loss: 0.004975481424480677\n",
|
||
"Epoch [183/500], Loss: 0.0014112028293311596\n",
|
||
"Epoch [184/500], Loss: 0.002589487237855792\n",
|
||
"Epoch [185/500], Loss: 0.0003969790996052325\n",
|
||
"Epoch [186/500], Loss: 0.07826998084783554\n",
|
||
"Epoch [187/500], Loss: 0.0003743321285583079\n",
|
||
"Epoch [188/500], Loss: 0.028815554454922676\n",
|
||
"Epoch [189/500], Loss: 0.006910406053066254\n",
|
||
"Epoch [190/500], Loss: 0.0004680223355535418\n",
|
||
"Epoch [191/500], Loss: 0.0004503509262576699\n",
|
||
"Epoch [192/500], Loss: 0.0013653915375471115\n",
|
||
"Epoch [193/500], Loss: 0.06225353106856346\n",
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"Epoch [194/500], Loss: 0.01694313995540142\n",
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"Epoch [195/500], Loss: 0.024628346785902977\n",
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"Epoch [196/500], Loss: 0.008102591149508953\n",
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"Epoch [197/500], Loss: 0.042955197393894196\n",
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"Epoch [198/500], Loss: 0.04331319406628609\n",
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"Epoch [199/500], Loss: 0.04208041727542877\n",
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"Epoch [200/500], Loss: 0.0032112603075802326\n",
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"Epoch [201/500], Loss: 0.0031181415542960167\n",
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"Epoch [202/500], Loss: 0.006705279462039471\n",
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"Epoch [203/500], Loss: 0.006221733056008816\n",
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"Epoch [204/500], Loss: 0.06713331490755081\n",
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"Epoch [205/500], Loss: 0.0023540379479527473\n",
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"Epoch [206/500], Loss: 0.012740552425384521\n",
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"Epoch [207/500], Loss: 0.03839072957634926\n",
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"Epoch [208/500], Loss: 0.0030456939712166786\n",
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||
"Epoch [209/500], Loss: 0.012639260850846767\n",
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||
"Epoch [210/500], Loss: 0.08555809408426285\n",
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||
"Epoch [211/500], Loss: 0.011615005321800709\n",
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||
"Epoch [212/500], Loss: 0.004777462687343359\n",
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"Epoch [213/500], Loss: 0.012780732475221157\n",
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"Epoch [214/500], Loss: 0.009147602133452892\n",
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"Epoch [215/500], Loss: 0.0058478908613324165\n",
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"Epoch [216/500], Loss: 0.04147972911596298\n",
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||
"Epoch [217/500], Loss: 0.005171542055904865\n",
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||
"Epoch [218/500], Loss: 7.350118539761752e-05\n",
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||
"Epoch [219/500], Loss: 0.014487506821751595\n",
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||
"Epoch [220/500], Loss: 0.014558564871549606\n",
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||
"Epoch [221/500], Loss: 0.004064792767167091\n",
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||
"Epoch [222/500], Loss: 0.013005146756768227\n",
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||
"Epoch [223/500], Loss: 0.0153804374858737\n",
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||
"Epoch [224/500], Loss: 0.0026739821769297123\n",
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||
"Epoch [225/500], Loss: 0.021649105474352837\n",
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||
"Epoch [226/500], Loss: 4.6764260332565755e-05\n",
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||
"Epoch [227/500], Loss: 0.008229969069361687\n",
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||
"Epoch [228/500], Loss: 0.03477006033062935\n",
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||
"Epoch [229/500], Loss: 0.045727379620075226\n",
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||
"Epoch [230/500], Loss: 0.005768945906311274\n",
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||
"Epoch [231/500], Loss: 0.03247058391571045\n",
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||
"Epoch [232/500], Loss: 0.012503192760050297\n",
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||
"Epoch [233/500], Loss: 0.002126991981640458\n",
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||
"Epoch [234/500], Loss: 0.010053770616650581\n",
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||
"Epoch [235/500], Loss: 0.00034815288381651044\n",
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||
"Epoch [236/500], Loss: 0.048214126378297806\n",
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||
"Epoch [237/500], Loss: 0.00026693425024859607\n",
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||
"Epoch [238/500], Loss: 2.02381270355545e-05\n",
|
||
"Epoch [239/500], Loss: 0.005556574556976557\n",
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||
"Epoch [240/500], Loss: 0.03920856863260269\n",
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||
"Epoch [241/500], Loss: 0.0034664086997509003\n",
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||
"Epoch [242/500], Loss: 0.04071921110153198\n",
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||
"Epoch [243/500], Loss: 0.0006618301849812269\n",
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||
"Epoch [244/500], Loss: 0.0021888422779738903\n",
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||
"Epoch [245/500], Loss: 0.0013250377960503101\n",
|
||
"Epoch [246/500], Loss: 0.003629772923886776\n",
|
||
"Epoch [247/500], Loss: 0.0594235323369503\n",
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||
"Epoch [248/500], Loss: 0.016643522307276726\n",
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||
"Epoch [249/500], Loss: 0.009673218242824078\n",
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||
"Epoch [250/500], Loss: 0.0036092321388423443\n",
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||
"Epoch [251/500], Loss: 0.05879771336913109\n",
|
||
"Epoch [252/500], Loss: 0.003090853802859783\n",
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||
"Epoch [253/500], Loss: 0.02111334726214409\n",
|
||
"Epoch [254/500], Loss: 0.022870125249028206\n",
|
||
"Epoch [255/500], Loss: 0.05318121984601021\n",
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||
"Epoch [256/500], Loss: 0.0017253202386200428\n",
|
||
"Epoch [257/500], Loss: 0.007201156113296747\n",
|
||
"Epoch [258/500], Loss: 0.002112701768055558\n",
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||
"Epoch [259/500], Loss: 0.0073450361378490925\n",
|
||
"Epoch [260/500], Loss: 0.015811219811439514\n",
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||
"Epoch [261/500], Loss: 0.004212500061839819\n",
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||
"Epoch [262/500], Loss: 0.001272354507818818\n",
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||
"Epoch [263/500], Loss: 0.005261383485049009\n",
|
||
"Epoch [264/500], Loss: 0.0038850714918226004\n",
|
||
"Epoch [265/500], Loss: 0.05691572651267052\n",
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||
"Epoch [266/500], Loss: 0.006289471406489611\n",
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||
"Epoch [267/500], Loss: 0.002757476642727852\n",
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||
"Epoch [268/500], Loss: 0.021156737580895424\n",
|
||
"Epoch [269/500], Loss: 0.0023931332398205996\n",
|
||
"Epoch [270/500], Loss: 0.006766161881387234\n",
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||
"Epoch [271/500], Loss: 0.02514025941491127\n",
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||
"Epoch [272/500], Loss: 0.00140485935844481\n",
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||
"Epoch [273/500], Loss: 0.0009262938983738422\n",
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||
"Epoch [274/500], Loss: 0.004550900310277939\n",
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||
"Epoch [275/500], Loss: 0.00421573081985116\n",
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||
"Epoch [276/500], Loss: 0.00157522177323699\n",
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||
"Epoch [277/500], Loss: 0.0007012173300608993\n",
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||
"Epoch [278/500], Loss: 0.026990199461579323\n",
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||
"Epoch [279/500], Loss: 4.483868178795092e-05\n",
|
||
"Epoch [280/500], Loss: 0.004302495159208775\n",
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||
"Epoch [281/500], Loss: 0.008067263290286064\n",
|
||
"Epoch [282/500], Loss: 0.011439524590969086\n",
|
||
"Epoch [283/500], Loss: 9.122218762058765e-05\n",
|
||
"Epoch [284/500], Loss: 0.0031750069465488195\n",
|
||
"Epoch [285/500], Loss: 0.029386484995484352\n",
|
||
"Epoch [286/500], Loss: 0.005599193274974823\n",
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||
"Epoch [287/500], Loss: 0.005738256499171257\n",
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||
"Epoch [288/500], Loss: 0.06986704468727112\n",
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||
"Epoch [289/500], Loss: 0.0018949476070702076\n",
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||
"Epoch [290/500], Loss: 0.09041392058134079\n",
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||
"Epoch [291/500], Loss: 0.018560271710157394\n",
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||
"Epoch [292/500], Loss: 0.0026267501525580883\n",
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||
"Epoch [293/500], Loss: 0.0019922247156500816\n",
|
||
"Epoch [294/500], Loss: 0.017104022204875946\n",
|
||
"Epoch [295/500], Loss: 0.0005694482824765146\n",
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||
"Epoch [296/500], Loss: 0.007507719565182924\n",
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||
"Epoch [297/500], Loss: 0.006482328288257122\n",
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||
"Epoch [298/500], Loss: 0.0024087103083729744\n",
|
||
"Epoch [299/500], Loss: 0.05851000174880028\n",
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||
"Epoch [300/500], Loss: 0.0011563425650820136\n",
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||
"Epoch [301/500], Loss: 0.011744212359189987\n",
|
||
"Epoch [302/500], Loss: 0.002184823388233781\n",
|
||
"Epoch [303/500], Loss: 0.0058927880600094795\n",
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||
"Epoch [304/500], Loss: 0.00927648413926363\n",
|
||
"Epoch [305/500], Loss: 0.0479230061173439\n",
|
||
"Epoch [306/500], Loss: 0.004363314248621464\n",
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||
"Epoch [307/500], Loss: 0.0086222467944026\n",
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||
"Epoch [308/500], Loss: 0.030482163652777672\n",
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||
"Epoch [309/500], Loss: 0.003002484329044819\n",
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||
"Epoch [310/500], Loss: 0.0066330209374427795\n",
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||
"Epoch [311/500], Loss: 0.018022719770669937\n",
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||
"Epoch [312/500], Loss: 0.00010116666089743376\n",
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||
"Epoch [313/500], Loss: 0.00018753194308374077\n",
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||
"Epoch [314/500], Loss: 0.004829633980989456\n",
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||
"Epoch [315/500], Loss: 0.00032581284176558256\n",
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||
"Epoch [316/500], Loss: 0.002615016885101795\n",
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||
"Epoch [317/500], Loss: 0.007050527725368738\n",
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||
"Epoch [318/500], Loss: 0.005131404846906662\n",
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||
"Epoch [319/500], Loss: 0.0011197510175406933\n",
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||
"Epoch [320/500], Loss: 0.05249177664518356\n",
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||
"Epoch [321/500], Loss: 0.03191399574279785\n",
|
||
"Epoch [322/500], Loss: 0.00019152279128320515\n",
|
||
"Epoch [323/500], Loss: 0.004909854382276535\n",
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||
"Epoch [324/500], Loss: 0.011886325664818287\n",
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||
"Epoch [325/500], Loss: 0.029640868306159973\n",
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||
"Epoch [326/500], Loss: 0.031823888421058655\n",
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||
"Epoch [327/500], Loss: 0.0062920390628278255\n",
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||
"Epoch [328/500], Loss: 0.00017116339586209506\n",
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||
"Epoch [329/500], Loss: 0.001436929334886372\n",
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||
"Epoch [330/500], Loss: 0.01118563488125801\n",
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||
"Epoch [331/500], Loss: 0.00213825237005949\n",
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||
"Epoch [332/500], Loss: 0.03062581643462181\n",
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||
"Epoch [333/500], Loss: 0.0002852695470210165\n",
|
||
"Epoch [334/500], Loss: 0.07077590376138687\n",
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||
"Epoch [335/500], Loss: 0.003759284969419241\n",
|
||
"Epoch [336/500], Loss: 0.0001586130092618987\n",
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||
"Epoch [337/500], Loss: 0.0017211722442880273\n",
|
||
"Epoch [338/500], Loss: 0.02109840139746666\n",
|
||
"Epoch [339/500], Loss: 3.771989213419147e-05\n",
|
||
"Epoch [340/500], Loss: 0.032939717173576355\n",
|
||
"Epoch [341/500], Loss: 0.00371516402810812\n",
|
||
"Epoch [342/500], Loss: 8.676133438711986e-05\n",
|
||
"Epoch [343/500], Loss: 0.08196665346622467\n",
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||
"Epoch [344/500], Loss: 0.013854238204658031\n",
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||
"Epoch [345/500], Loss: 0.0006285720155574381\n",
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||
"Epoch [346/500], Loss: 0.02226456254720688\n",
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||
"Epoch [347/500], Loss: 0.014572139829397202\n",
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||
"Epoch [348/500], Loss: 0.0019131932640448213\n",
|
||
"Epoch [349/500], Loss: 0.00010305445175617933\n",
|
||
"Epoch [350/500], Loss: 0.0005039064562879503\n",
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||
"Epoch [351/500], Loss: 0.004073971416801214\n",
|
||
"Epoch [352/500], Loss: 0.033171914517879486\n",
|
||
"Epoch [353/500], Loss: 0.010129127651453018\n",
|
||
"Epoch [354/500], Loss: 0.0022702424321323633\n",
|
||
"Epoch [355/500], Loss: 0.008167754858732224\n",
|
||
"Epoch [356/500], Loss: 0.00785281416028738\n",
|
||
"Epoch [357/500], Loss: 0.000322493928251788\n",
|
||
"Epoch [358/500], Loss: 0.004858750384300947\n",
|
||
"Epoch [359/500], Loss: 0.004881981760263443\n",
|
||
"Epoch [360/500], Loss: 0.00746745802462101\n",
|
||
"Epoch [361/500], Loss: 0.010379328392446041\n",
|
||
"Epoch [362/500], Loss: 0.0058652726002037525\n",
|
||
"Epoch [363/500], Loss: 0.0004618314269464463\n",
|
||
"Epoch [364/500], Loss: 0.006085830274969339\n",
|
||
"Epoch [365/500], Loss: 0.000941723701544106\n",
|
||
"Epoch [366/500], Loss: 0.03767510876059532\n",
|
||
"Epoch [367/500], Loss: 0.011685237288475037\n",
|
||
"Epoch [368/500], Loss: 0.0008707785164006054\n",
|
||
"Epoch [369/500], Loss: 0.02531655691564083\n",
|
||
"Epoch [370/500], Loss: 0.004996206145733595\n",
|
||
"Epoch [371/500], Loss: 0.0010867653181776404\n",
|
||
"Epoch [372/500], Loss: 0.0006999694742262363\n",
|
||
"Epoch [373/500], Loss: 0.01705274172127247\n",
|
||
"Epoch [374/500], Loss: 0.05384088680148125\n",
|
||
"Epoch [375/500], Loss: 0.01126344595104456\n",
|
||
"Epoch [376/500], Loss: 0.015743853524327278\n",
|
||
"Epoch [377/500], Loss: 0.0320991650223732\n",
|
||
"Epoch [378/500], Loss: 0.0005882499390281737\n",
|
||
"Epoch [379/500], Loss: 0.0021416516974568367\n",
|
||
"Epoch [380/500], Loss: 0.05442241206765175\n",
|
||
"Epoch [381/500], Loss: 0.0015610777772963047\n",
|
||
"Epoch [382/500], Loss: 0.0005470622563734651\n",
|
||
"Epoch [383/500], Loss: 0.018941041082143784\n",
|
||
"Epoch [384/500], Loss: 0.012094169855117798\n",
|
||
"Epoch [385/500], Loss: 0.019305747002363205\n",
|
||
"Epoch [386/500], Loss: 0.07708469778299332\n",
|
||
"Epoch [387/500], Loss: 0.002655626507475972\n",
|
||
"Epoch [388/500], Loss: 0.004292313475161791\n",
|
||
"Epoch [389/500], Loss: 0.07936340570449829\n",
|
||
"Epoch [390/500], Loss: 0.0016670332988724113\n",
|
||
"Epoch [391/500], Loss: 0.016174355521798134\n",
|
||
"Epoch [392/500], Loss: 0.006798918824642897\n",
|
||
"Epoch [393/500], Loss: 0.00029492948669940233\n",
|
||
"Epoch [394/500], Loss: 0.00011687564983731136\n",
|
||
"Epoch [395/500], Loss: 0.017136242240667343\n",
|
||
"Epoch [396/500], Loss: 0.03577888756990433\n",
|
||
"Epoch [397/500], Loss: 0.0003159995249006897\n",
|
||
"Epoch [398/500], Loss: 0.015117786824703217\n",
|
||
"Epoch [399/500], Loss: 0.0011421125382184982\n",
|
||
"Epoch [400/500], Loss: 0.015192978084087372\n",
|
||
"Epoch [401/500], Loss: 0.004745943006128073\n",
|
||
"Epoch [402/500], Loss: 0.01897788792848587\n",
|
||
"Epoch [403/500], Loss: 0.003992446698248386\n",
|
||
"Epoch [404/500], Loss: 0.002169169718399644\n",
|
||
"Epoch [405/500], Loss: 0.00431237043812871\n",
|
||
"Epoch [406/500], Loss: 0.009031831286847591\n",
|
||
"Epoch [407/500], Loss: 0.0004428187385201454\n",
|
||
"Epoch [408/500], Loss: 0.0013586758868768811\n",
|
||
"Epoch [409/500], Loss: 0.0005756563041359186\n",
|
||
"Epoch [410/500], Loss: 0.0019101585494354367\n",
|
||
"Epoch [411/500], Loss: 0.007107924669981003\n",
|
||
"Epoch [412/500], Loss: 0.030316229909658432\n",
|
||
"Epoch [413/500], Loss: 0.0037615930195897818\n",
|
||
"Epoch [414/500], Loss: 0.07749312371015549\n",
|
||
"Epoch [415/500], Loss: 0.0011442011455073953\n",
|
||
"Epoch [416/500], Loss: 0.02641211822628975\n",
|
||
"Epoch [417/500], Loss: 0.0019013454439118505\n",
|
||
"Epoch [418/500], Loss: 0.0012308870209380984\n",
|
||
"Epoch [419/500], Loss: 0.029525063931941986\n",
|
||
"Epoch [420/500], Loss: 0.0033975038677453995\n",
|
||
"Epoch [421/500], Loss: 0.019639603793621063\n",
|
||
"Epoch [422/500], Loss: 0.026813963428139687\n",
|
||
"Epoch [423/500], Loss: 0.09774226695299149\n",
|
||
"Epoch [424/500], Loss: 0.0067322226241230965\n",
|
||
"Epoch [425/500], Loss: 0.0039830454625189304\n",
|
||
"Epoch [426/500], Loss: 0.007469410542398691\n",
|
||
"Epoch [427/500], Loss: 0.006599951535463333\n",
|
||
"Epoch [428/500], Loss: 0.0003117715532425791\n",
|
||
"Epoch [429/500], Loss: 0.06321053951978683\n",
|
||
"Epoch [430/500], Loss: 0.02796204388141632\n",
|
||
"Epoch [431/500], Loss: 0.01125897467136383\n",
|
||
"Epoch [432/500], Loss: 0.012813759967684746\n",
|
||
"Epoch [433/500], Loss: 0.00016852852422744036\n",
|
||
"Epoch [434/500], Loss: 4.32200358773116e-05\n",
|
||
"Epoch [435/500], Loss: 4.2314281017752364e-05\n",
|
||
"Epoch [436/500], Loss: 0.0017623314633965492\n",
|
||
"Epoch [437/500], Loss: 0.00034134119050577283\n",
|
||
"Epoch [438/500], Loss: 0.003189063398167491\n",
|
||
"Epoch [439/500], Loss: 0.012208868749439716\n",
|
||
"Epoch [440/500], Loss: 0.00021606399968732148\n",
|
||
"Epoch [441/500], Loss: 0.0074579231441020966\n",
|
||
"Epoch [442/500], Loss: 0.056500423699617386\n",
|
||
"Epoch [443/500], Loss: 0.00363926007412374\n",
|
||
"Epoch [444/500], Loss: 0.005867509637027979\n",
|
||
"Epoch [445/500], Loss: 0.024584908038377762\n",
|
||
"Epoch [446/500], Loss: 0.003773406380787492\n",
|
||
"Epoch [447/500], Loss: 0.0007757568964734674\n",
|
||
"Epoch [448/500], Loss: 0.0009093397529795766\n",
|
||
"Epoch [449/500], Loss: 0.10213126242160797\n",
|
||
"Epoch [450/500], Loss: 0.0014893009793013334\n",
|
||
"Epoch [451/500], Loss: 0.037768542766571045\n",
|
||
"Epoch [452/500], Loss: 0.004203153774142265\n",
|
||
"Epoch [453/500], Loss: 0.06414327025413513\n",
|
||
"Epoch [454/500], Loss: 0.00043996336171403527\n",
|
||
"Epoch [455/500], Loss: 0.07357332110404968\n",
|
||
"Epoch [456/500], Loss: 0.00012314450577832758\n",
|
||
"Epoch [457/500], Loss: 0.001822543446905911\n",
|
||
"Epoch [458/500], Loss: 0.007053156848996878\n",
|
||
"Epoch [459/500], Loss: 0.0015076244017109275\n",
|
||
"Epoch [460/500], Loss: 0.06966470181941986\n",
|
||
"Epoch [461/500], Loss: 0.0076424842700362206\n",
|
||
"Epoch [462/500], Loss: 0.007046313025057316\n",
|
||
"Epoch [463/500], Loss: 0.0007923615048639476\n",
|
||
"Epoch [464/500], Loss: 0.0010421440238133073\n",
|
||
"Epoch [465/500], Loss: 0.0005530701600946486\n",
|
||
"Epoch [466/500], Loss: 0.019697077572345734\n",
|
||
"Epoch [467/500], Loss: 0.01717797853052616\n",
|
||
"Epoch [468/500], Loss: 0.027404241263866425\n",
|
||
"Epoch [469/500], Loss: 0.02524019032716751\n",
|
||
"Epoch [470/500], Loss: 0.0001539852819405496\n",
|
||
"Epoch [471/500], Loss: 1.759162114467472e-05\n",
|
||
"Epoch [472/500], Loss: 0.016116004437208176\n",
|
||
"Epoch [473/500], Loss: 0.03092670999467373\n",
|
||
"Epoch [474/500], Loss: 0.002649572677910328\n",
|
||
"Epoch [475/500], Loss: 0.0005785493995063007\n",
|
||
"Epoch [476/500], Loss: 0.0015102593461051583\n",
|
||
"Epoch [477/500], Loss: 0.024442831054329872\n",
|
||
"Epoch [478/500], Loss: 0.004341053776443005\n",
|
||
"Epoch [479/500], Loss: 0.0004253871738910675\n",
|
||
"Epoch [480/500], Loss: 0.005762408021837473\n",
|
||
"Epoch [481/500], Loss: 0.004989593755453825\n",
|
||
"Epoch [482/500], Loss: 0.025062531232833862\n",
|
||
"Epoch [483/500], Loss: 0.03994796425104141\n",
|
||
"Epoch [484/500], Loss: 0.0008264294592663646\n",
|
||
"Epoch [485/500], Loss: 0.0017936986405402422\n",
|
||
"Epoch [486/500], Loss: 0.0003618694026954472\n",
|
||
"Epoch [487/500], Loss: 9.855670214165002e-05\n",
|
||
"Epoch [488/500], Loss: 0.004056067205965519\n",
|
||
"Epoch [489/500], Loss: 0.0008443252881988883\n",
|
||
"Epoch [490/500], Loss: 0.004218078218400478\n",
|
||
"Epoch [491/500], Loss: 0.00034481531474739313\n",
|
||
"Epoch [492/500], Loss: 0.024722788482904434\n",
|
||
"Epoch [493/500], Loss: 0.023092253133654594\n",
|
||
"Epoch [494/500], Loss: 0.00404107291251421\n",
|
||
"Epoch [495/500], Loss: 0.025037666782736778\n",
|
||
"Epoch [496/500], Loss: 0.02405189536511898\n",
|
||
"Epoch [497/500], Loss: 0.06052062287926674\n",
|
||
"Epoch [498/500], Loss: 8.332116703968495e-05\n",
|
||
"Epoch [499/500], Loss: 0.0018309121951460838\n",
|
||
"Epoch [500/500], Loss: 0.0009281415259465575\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 定义一个简单的前馈神经网络\n",
|
||
"\n",
|
||
"class Net(nn.Module):\n",
|
||
" def __init__(self, input_size, hidden_size, output_size):\n",
|
||
" super(Net, self).__init__()\n",
|
||
" self.fc1 = nn.Linear(input_size, hidden_size)\n",
|
||
" self.relu = nn.ReLU()\n",
|
||
" self.sigmoid = nn.Sigmoid()\n",
|
||
" self.fc2 = nn.Linear(hidden_size, 10)\n",
|
||
" self.fc3 = nn.Linear(10,output_size)\n",
|
||
"\n",
|
||
" def forward(self, x):\n",
|
||
" x = self.fc1(x)\n",
|
||
" x = self.sigmoid(x)\n",
|
||
" x = self.fc2(x)\n",
|
||
" x = self.sigmoid(x)\n",
|
||
" x = self.fc3(x)\n",
|
||
" return x\n",
|
||
"\n",
|
||
"# 定义训练参数\n",
|
||
"input_size = 14 \n",
|
||
"hidden_size = 40 \n",
|
||
"output_size = 1 \n",
|
||
"\n",
|
||
"learning_rate = 0.01\n",
|
||
"num_epochs = 100\n",
|
||
"\n",
|
||
"# 创建模型实例\n",
|
||
"model = Net(input_size, hidden_size, output_size)\n",
|
||
"\n",
|
||
"# 定义损失函数和优化器\n",
|
||
"criterion = nn.MSELoss() # 使用均方误差损失\n",
|
||
"optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n",
|
||
"\n",
|
||
"# 训练回归模型\n",
|
||
"num_epochs = 500\n",
|
||
"for epoch in range(num_epochs):\n",
|
||
" model.train()\n",
|
||
" for inputs, labels in train_loader:\n",
|
||
" optimizer.zero_grad()\n",
|
||
" outputs = model(inputs)\n",
|
||
" loss = criterion(outputs, labels)\n",
|
||
" loss.backward()\n",
|
||
" optimizer.step()\n",
|
||
" print(f'Epoch [{epoch+1}/{num_epochs}], Loss: {loss.item()}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 90,
|
||
"id": "193ce8c0",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T08:06:27.039684Z",
|
||
"start_time": "2023-10-16T08:06:27.026198Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error on Test Set: 0.044565981098761163\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 在测试集上评估模型\n",
|
||
"model.eval()\n",
|
||
"total_loss = 0.0\n",
|
||
"with torch.no_grad():\n",
|
||
" for inputs, labels in test_loader:\n",
|
||
" outputs = model(inputs)\n",
|
||
" loss = criterion(outputs, labels)\n",
|
||
" total_loss += loss.item()\n",
|
||
" mean_loss = total_loss / len(test_loader)\n",
|
||
" print(f'Mean Squared Error on Test Set: {mean_loss}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 91,
|
||
"id": "e14bf5fb",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-10-16T08:06:28.436482Z",
|
||
"start_time": "2023-10-16T08:06:28.411783Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error: 699595.7527474399\n",
|
||
"Root Mean Squared Error: 836.418407704804\n",
|
||
"Mean Absolute Error: 518.1976214232881\n",
|
||
"Coefficient of Determination (R²): 0.3576555083971398\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 在测试集上评估模型\n",
|
||
"model.eval()\n",
|
||
"test_pred = []\n",
|
||
"test_label = []\n",
|
||
"with torch.no_grad():\n",
|
||
" for inputs, labels in test_loader:\n",
|
||
" outputs = model(inputs)\n",
|
||
" test_pred += [i[0] for i in scaler.inverse_transform(outputs)]\n",
|
||
" test_label += [i[0] for i in scaler.inverse_transform(labels)]\n",
|
||
" get_acc(test_pred,test_label)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "82261348",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 孔体积（cm3/g)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "426fe4a4",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:08.852308Z",
|
||
"start_time": "2023-09-01T08:11:08.837793Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"X = data_2[['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']]\n",
|
||
"y = data_2['孔体积（cm3/g)']\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "b9593356",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:08.867651Z",
|
||
"start_time": "2023-09-01T08:11:08.852308Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"clf = LinearRegression()\n",
|
||
"clf.fit(X_train, y_train)\n",
|
||
"test_pred = clf.predict(X_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "9febe0b6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:08.883493Z",
|
||
"start_time": "2023-09-01T08:11:08.869428Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error: 0.23406172859604119\n",
|
||
"Root Mean Squared Error: 0.4837992647741842\n",
|
||
"Mean Absolute Error: 0.2891327306690083\n",
|
||
"Coefficient of Determination (R²): 0.17152237332862152\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"get_acc(y_test,test_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "1795c9da",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:08.899283Z",
|
||
"start_time": "2023-09-01T08:11:08.885282Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"煤种:-0.5334104525105708\n",
|
||
"分析水Mad:1.049110275675087\n",
|
||
"灰分:-0.47087329582498033\n",
|
||
"挥发分:-0.09779320575303108\n",
|
||
"碳:0.8104530679119436\n",
|
||
"氢:0.6541821436278573\n",
|
||
"氮:-0.13529073464861613\n",
|
||
"硫:0.11133231819862932\n",
|
||
"氧:0.9365424234738452\n",
|
||
"碳化温度（℃）:1.3646667632508422\n",
|
||
"升温速率（℃/min):-0.05147059728009279\n",
|
||
"保温时间(h):0.8081640623452375\n",
|
||
"KOH:0.8825591062288682\n",
|
||
"K2CO3:-0.46868652599186134\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"coefficients = clf.coef_\n",
|
||
"key = ['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']\n",
|
||
"for index,i in enumerate(coefficients):\n",
|
||
" print(key[index] + ':' + str(i))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "2f31713f",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.022346Z",
|
||
"start_time": "2023-09-01T08:11:08.900332Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000325 seconds.\n",
|
||
"You can set `force_col_wise=true` to remove the overhead.\n",
|
||
"[LightGBM] [Info] Total Bins 112\n",
|
||
"[LightGBM] [Info] Number of data points in the train set: 58, number of used features: 11\n",
|
||
"[LightGBM] [Info] Start training from score 1.226647\n",
|
||
"Training until validation scores don't improve for 10 rounds\n",
|
||
"[10]\ttraining's rmse: 0.638817\tvalid_1's rmse: 0.579195\n",
|
||
"[20]\ttraining's rmse: 0.62939\tvalid_1's rmse: 0.5711\n",
|
||
"[30]\ttraining's rmse: 0.621342\tvalid_1's rmse: 0.567154\n",
|
||
"[40]\ttraining's rmse: 0.614175\tvalid_1's rmse: 0.565478\n",
|
||
"[50]\ttraining's rmse: 0.607441\tvalid_1's rmse: 0.562633\n",
|
||
"[60]\ttraining's rmse: 0.601112\tvalid_1's rmse: 0.560704\n",
|
||
"[70]\ttraining's rmse: 0.595164\tvalid_1's rmse: 0.558691\n",
|
||
"[80]\ttraining's rmse: 0.589578\tvalid_1's rmse: 0.556304\n",
|
||
"[90]\ttraining's rmse: 0.584311\tvalid_1's rmse: 0.55425\n",
|
||
"[100]\ttraining's rmse: 0.579347\tvalid_1's rmse: 0.552013\n",
|
||
"[110]\ttraining's rmse: 0.574669\tvalid_1's rmse: 0.550285\n",
|
||
"[120]\ttraining's rmse: 0.570262\tvalid_1's rmse: 0.547892\n",
|
||
"[130]\ttraining's rmse: 0.566114\tvalid_1's rmse: 0.546906\n",
|
||
"[140]\ttraining's rmse: 0.562209\tvalid_1's rmse: 0.544828\n",
|
||
"[150]\ttraining's rmse: 0.558535\tvalid_1's rmse: 0.543634\n",
|
||
"[160]\ttraining's rmse: 0.555081\tvalid_1's rmse: 0.542251\n",
|
||
"[170]\ttraining's rmse: 0.551832\tvalid_1's rmse: 0.54127\n",
|
||
"[180]\ttraining's rmse: 0.54878\tvalid_1's rmse: 0.540094\n",
|
||
"[190]\ttraining's rmse: 0.545912\tvalid_1's rmse: 0.539304\n",
|
||
"[200]\ttraining's rmse: 0.543218\tvalid_1's rmse: 0.538589\n",
|
||
"Did not meet early stopping. Best iteration is:\n",
|
||
"[200]\ttraining's rmse: 0.543218\tvalid_1's rmse: 0.538589\n",
|
||
"Mean Squared Error: 0.29007798664843815\n",
|
||
"Root Mean Squared Error: 0.5385888846313468\n",
|
||
"Mean Absolute Error: 0.4479232290957567\n",
|
||
"Coefficient of Determination (R²): -0.026751034308880817\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import lightgbm as lgb\n",
|
||
"# 创建 LightGBM 数据集\n",
|
||
"train_data = lgb.Dataset(X_train, label=y_train)\n",
|
||
"test_data = lgb.Dataset(X_test, label=y_test, reference=train_data)\n",
|
||
"\n",
|
||
"# 设置参数\n",
|
||
"params = {\n",
|
||
" 'objective': 'regression', # 回归问题\n",
|
||
" 'boosting_type': 'gbdt', # 使用梯度提升\n",
|
||
" 'metric': 'rmse', # 使用均方根误差作为评估指标\n",
|
||
" 'num_leaves': 2, # 每棵树的叶子节点数\n",
|
||
" 'learning_rate': 0.01, # 学习率\n",
|
||
"}\n",
|
||
"# 训练模型\n",
|
||
"#定义callback回调\n",
|
||
"callback=[lgb.early_stopping(stopping_rounds=10,verbose=True),\n",
|
||
" lgb.log_evaluation(period=10,show_stdv=True)]\n",
|
||
"# 训练 train\n",
|
||
"m1 = lgb.train(params,train_data,num_boost_round=200,\n",
|
||
" valid_sets=[train_data,test_data],callbacks=callback)\n",
|
||
"\n",
|
||
"# 进行预测\n",
|
||
"y_pred = m1.predict(X_test, num_iteration=m1.best_iteration)\n",
|
||
"get_acc(y_test,y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "1e6fb129",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.165998Z",
|
||
"start_time": "2023-09-01T08:11:09.022346Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,6))\n",
|
||
"lgb.plot_importance(m1, max_num_features=30)\n",
|
||
"plt.title(\"Featurertances\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3b233966",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 微孔体积（cm3/g)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"id": "18a0bc92",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.182701Z",
|
||
"start_time": "2023-09-01T08:11:09.168020Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"X = data_3[['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']]\n",
|
||
"y = data_3['微孔体积（cm3/g)']\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "3aedb95e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.200357Z",
|
||
"start_time": "2023-09-01T08:11:09.183758Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"clf = LinearRegression()\n",
|
||
"clf.fit(X_train, y_train)\n",
|
||
"test_pred = clf.predict(X_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"id": "f2c29773",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.217024Z",
|
||
"start_time": "2023-09-01T08:11:09.202316Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error: 0.058644300055131\n",
|
||
"Root Mean Squared Error: 0.24216585237215218\n",
|
||
"Mean Absolute Error: 0.1869146665913017\n",
|
||
"Coefficient of Determination (R²): 0.6014531524700744\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"get_acc(y_test,test_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "f2328a94",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.234687Z",
|
||
"start_time": "2023-09-01T08:11:09.218565Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"煤种:0.038009384028790595\n",
|
||
"分析水Mad:0.5270239540332698\n",
|
||
"灰分:-0.2935950026944355\n",
|
||
"挥发分:-0.47505236069221957\n",
|
||
"碳:0.7925565775686018\n",
|
||
"氢:1.0226097972268275\n",
|
||
"氮:-0.2164263814475165\n",
|
||
"硫:-0.187314647621951\n",
|
||
"氧:0.4324238526226014\n",
|
||
"碳化温度（℃）:0.5946628823386292\n",
|
||
"升温速率（℃/min):-0.033400473160046816\n",
|
||
"保温时间(h):0.27469886155258133\n",
|
||
"KOH:0.6542891650386291\n",
|
||
"K2CO3:-0.02072386352158367\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"coefficients = clf.coef_\n",
|
||
"key = ['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']\n",
|
||
"for index,i in enumerate(coefficients):\n",
|
||
" print(key[index] + ':' + str(i))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"id": "f3ca3375",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.285398Z",
|
||
"start_time": "2023-09-01T08:11:09.235796Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000143 seconds.\n",
|
||
"You can set `force_col_wise=true` to remove the overhead.\n",
|
||
"[LightGBM] [Info] Total Bins 120\n",
|
||
"[LightGBM] [Info] Number of data points in the train set: 57, number of used features: 11\n",
|
||
"[LightGBM] [Info] Start training from score 0.730716\n",
|
||
"Training until validation scores don't improve for 10 rounds\n",
|
||
"[10]\ttraining's rmse: 0.396872\tvalid_1's rmse: 0.372902\n",
|
||
"[20]\ttraining's rmse: 0.389406\tvalid_1's rmse: 0.360807\n",
|
||
"[30]\ttraining's rmse: 0.383114\tvalid_1's rmse: 0.351237\n",
|
||
"[40]\ttraining's rmse: 0.377736\tvalid_1's rmse: 0.342674\n",
|
||
"[50]\ttraining's rmse: 0.373147\tvalid_1's rmse: 0.335013\n",
|
||
"[60]\ttraining's rmse: 0.369238\tvalid_1's rmse: 0.32816\n",
|
||
"[70]\ttraining's rmse: 0.365907\tvalid_1's rmse: 0.322454\n",
|
||
"[80]\ttraining's rmse: 0.363019\tvalid_1's rmse: 0.317971\n",
|
||
"[90]\ttraining's rmse: 0.360347\tvalid_1's rmse: 0.314376\n",
|
||
"[100]\ttraining's rmse: 0.357855\tvalid_1's rmse: 0.31094\n",
|
||
"[110]\ttraining's rmse: 0.355528\tvalid_1's rmse: 0.30764\n",
|
||
"[120]\ttraining's rmse: 0.353358\tvalid_1's rmse: 0.304501\n",
|
||
"[130]\ttraining's rmse: 0.351336\tvalid_1's rmse: 0.301502\n",
|
||
"[140]\ttraining's rmse: 0.349451\tvalid_1's rmse: 0.298626\n",
|
||
"[150]\ttraining's rmse: 0.347695\tvalid_1's rmse: 0.295886\n",
|
||
"[160]\ttraining's rmse: 0.34606\tvalid_1's rmse: 0.293263\n",
|
||
"[170]\ttraining's rmse: 0.344537\tvalid_1's rmse: 0.29076\n",
|
||
"[180]\ttraining's rmse: 0.34312\tvalid_1's rmse: 0.288368\n",
|
||
"[190]\ttraining's rmse: 0.341801\tvalid_1's rmse: 0.286156\n",
|
||
"[200]\ttraining's rmse: 0.340544\tvalid_1's rmse: 0.283861\n",
|
||
"Did not meet early stopping. Best iteration is:\n",
|
||
"[200]\ttraining's rmse: 0.340544\tvalid_1's rmse: 0.283861\n",
|
||
"Mean Squared Error: 0.0805769145909526\n",
|
||
"Root Mean Squared Error: 0.2838607309772745\n",
|
||
"Mean Absolute Error: 0.2001926545731756\n",
|
||
"Coefficient of Determination (R²): 0.4523990351368772\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import lightgbm as lgb\n",
|
||
"# 创建 LightGBM 数据集\n",
|
||
"train_data = lgb.Dataset(X_train, label=y_train)\n",
|
||
"test_data = lgb.Dataset(X_test, label=y_test, reference=train_data)\n",
|
||
"\n",
|
||
"# 设置参数\n",
|
||
"params = {\n",
|
||
" 'objective': 'regression', # 回归问题\n",
|
||
" 'boosting_type': 'gbdt', # 使用梯度提升\n",
|
||
" 'metric': 'rmse', # 使用均方根误差作为评估指标\n",
|
||
" 'num_leaves': 2, # 每棵树的叶子节点数\n",
|
||
" 'learning_rate': 0.01, # 学习率\n",
|
||
"}\n",
|
||
"# 训练模型\n",
|
||
"#定义callback回调\n",
|
||
"callback=[lgb.early_stopping(stopping_rounds=10,verbose=True),\n",
|
||
" lgb.log_evaluation(period=10,show_stdv=True)]\n",
|
||
"# 训练 train\n",
|
||
"m1 = lgb.train(params,train_data,num_boost_round=200,\n",
|
||
" valid_sets=[train_data,test_data],callbacks=callback)\n",
|
||
"\n",
|
||
"# 进行预测\n",
|
||
"y_pred = m1.predict(X_test, num_iteration=m1.best_iteration)\n",
|
||
"get_acc(y_test,y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"id": "40493a15",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.416996Z",
|
||
"start_time": "2023-09-01T08:11:09.287662Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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6OnfunAIDA2WxWBQfH6/t27fLzc1N9evXV58+fdSoUSMZhqGEhAT5+PjIZrNp/vz5kqSBAwfK39/fqc8fOnSoBg8enGp5v2o2+fqmmDq3x82Q6jZXl5Al0Tfn0LeMo2fOeRz7tnLlygxtn5iYKJvNps8++0w1atRQ+fLl9dNPPykkJEQTJ07UxIkTH/gM8Pj4+HRtxyOFHgPvv/++fvrpJy1fvlzPPPOMvL29FRMTo7i4OElSkSJF5OnpqaSkJJ08eVLffvutFi5cqDVr1ujcuXPq3Lmz4uPjdezYMeXIkUPnzp1T8eLFlZKSIk9PT0VFRaX5uWmNVAYGBqpi74VK9uSRQunh7WZoSHWb+u91k9X2eD12wwz65hz6lnH0zDmPc9+ODHrlnuv79Omjp556SmFhYZKkTZs2qVGjRoqIiFB8fLxatmyphg0b6ubNmypWrJg2b96sp59++oHWHBsbq4CAgPs+UoiRymzOMAytXr1axYoVU9OmTRUZGSl3d3fVqFFD/v7+KlasmEqXLq05c+ZIkk6fPq1evXrp+++/15o1axQYGKiVK1fqueee0+zZs9WoUSPlzZtX+/fv15UrV/TSSy/d9bPv9ughq82i5MfsuWRmWW2Wx+5ZbpmBvjmHvmUcPXPO49i3O58HnZZq1appwIABKlasmFJSUvThhx8qPDxcjRs3Vrt27eTr66tr165p1qxZKly4sJ5++un7HvNB13wbsyyyuaVLlyo2NlZr1qxRtWrV9PXXX+vFF1/Ue++9p5IlS6pXr16KjIxUx44dlZCQoLNnz6pVq1apfuuZNWuWnn/+eYdl5cuX17lz5x7m6QAAkK21adNG77zzjkJDQxUWFqZGjRrpq6++UmhoqHr37q3vv/9eHTp00NWrV7VkyZIHHigzgpHKbOyPP/5Qt27dNGDAAOXIkUOvvvqq2rdvr27duunjjz/W8uXL5e3trTVr1qhZs2Z68skntWXLFr344ou6efOmpFsjnRaLReXLl7cf12azibsmAAB4MIYOHaqhQ4emWt63b19Vq1ZNTZo0eaTC5G2EymwsLi5OzZs31wcffCBJatCggebNm6fXX39dknT9+nUlJiaqYMGC2rp1q3bu3KnChQtLujXTq1ixYrJarfLx8XE4rtVqVUJCwsM9GQAA8Ehjog4emtvfHXrp0iWnZ5Q/bpKSkrRy5cpH9rfSRxV9cw59yzh65hz65hxX9Y3v/gYAAMBDQ6gEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBpHq4uAI+ujh076tlnn1WHDh0y9bjPDl2vZI+cmXrM7Mrb3dCImlLlQatlTbG4upwsg745h75lHD1zTnbvW9SwV11dgkswUok0/fjjj5ozZ46++uor1a5dO9Xr2WefVfny5TV//nxXlwoAQJbTrVs3WSwW+6ts2bKaNWuWw7Lbr1mzZrm63HRhpBKp7N27V+Hh4Vq+fLlq164tb29vh/WGYSgxMVHe3t7y8OBHCACAjNq7d69++OEHPffcc5Ikd3d3eXt7q1mzZvZtrl+/rmrVqqlOnTouqjJjGKmEg23btumFF17QgAEDtHbtWuXKlUuenp4OLy8vL+XKlUvbtm1zdbkAAGQ5ycnJOnr0qOrWrau8efMqb968yp07t7y8vOzv8+bNqzlz5qh58+YqU6aMq0tOF4aZ4KBatWoaNWqUIiIiZLVa1a9fP/n4+DhsYxiGrFarcubkvkgAADLq8OHDstlsqlq1qn7//XfVq1dPU6ZMUYkSJezbJCQkaNy4cdq9e7cLK80YQiUc5MyZU507d9ZLL72kGzduyN3dPc3t9uzZo927d6tq1ap3PZbVapXVarW/j42NlSR5uxlydzcyte7sytvNcPgn0oe+OYe+ZRw9c05271tSUtI910dGRqp8+fIaO3as/P391bt3b3Xs2FErVqywbzN37lzVqFFDxYoVsx/v7/98WNL7eRbDMLLnv1GYcurUKQ0bNkzTpk3T22+/rVGjRuncuXPavXu3evXqpcDAQK1du1ZPPPHEXY8xaNAgDR48ONXyBQsWyNfX90GWDwBAlnHx4kV17txZ8+bNs//92Lt3b73zzjuqXr26i6uT4uPj1apVK127dk1+fn533Y5QiTT9+9//1tWrV/X666/rxRdf1L59+7RkyRI1b95cVapUUZkyZfTjjz+qfPnydz1GWiOVgYGBqth7oZI9uXSeHt5uhoZUt6n/XjdZbdnvsRsPCn1zDn3LOHrmnOzetyODXsnQ9gkJCfLz89Phw4cVHBysU6dO6fnnn9dvv/0mT09P+3ZJSUlau3atGjZs6LD8QYuNjVVAQMB9QyWXv5Gm8PBwLV26VG3btlXfvn3Vt29fnT17Vn5+fipZsqRy5cqlxMTEex7D29s71cxxSbLaLErOhs8le5CsNku2fJbbg0bfnEPfMo6eOSe79u1+ga93796qVq2aWrVqJenWJFk3NzeVLl1anp6eWrJkiZo2bXrXq3q3J84+LOn9LGZ/I5WRI0eqdu3aOnv2rNavX6/Lly9r+vTpWrBggdauXauDBw/K399fMTExri4VAIAs56mnnlK/fv20fv16rVmzRu+9957Cw8PtIXLVqlWqX7++a4t0AqESqfTo0UP79+/XsWPHlJycrMWLF8tms6lVq1aaPXu26tatq7Jly+rUqVMOl7cBAMD9tWnTRu+8845CQ0MVFhamRo0a6auvvpIk3bx5U7t377Y/vzIrIVQiFXd3dx0/flyNGzfWsGHDlJycrNGjR2vw4MEKCAiQJNWuXVuLFi1S48aNFRkZ6eKKAQDIWoYOHaqrV6/q8uXLGjdunP0xfTly5JDVar3nRNhHFfdUIpWVK1dq8+bNWr58uUJCQnTw4EHNnz9fH330kVasWKEBAwbo7bffVr9+/XT58mWH52qlx+5PG8jf3/8BVZ+9JCUlaeXKlToy6JWHev9MVkffnEPfMo6eOYe+ZU+MVCKVq1evSpK+++47zZw5U4ULF1bPnj0VGRkpf39/+fj4KEeOHFq/fr2WLl2qvHnzurReAADgeoxUIpVWrVrZZ6TdKXfu3Bo+fLj9fbly5VSuXLmHWRoAAHhEMVIJAAAA0wiVAAAAMI1QCQAAANMIlQAAADCNUAkAAADTCJUAAAAwjVAJAAAA0wiVAAAAMI1QCQAAANMIlQAAADCNUAkAAADTCJUAAAAwjVAJAAAA0wiVAAAAMI1QCQAAANMIlQAAADCNUAkAAADTCJUAAAAwjVAJAAAA0wiVAAAAMI1QCQAAANMIlQAAADCNUAkAAADTCJUAAAAwjVAJAAAA0wiVAAAAMI1QCQAAANMIlQAAADDN6VC5du1aGYahhIQEjR07VqNGjVJ8fHxm1gYAAIAswsOZnT788EMtX75cv/76q3r06KHt27dLkn766Sd9++23mVogAAAAHn1OhcoFCxZoy5YtcnNz03fffacjR47oxo0bqlq1aiaXBwAAgKzAqcvf7u7uMgxDBw4cUOHChVWwYEFdu3ZNPj4+mV0fAAAAsgCnRiojIiJUt25dWSwWffzxxzpx4oRat26tt956K7PrAwAAQBbgVKgcMWKEGjRooBw5cqhu3bo6c+aMunfvrvbt22d2fQAAAMgCnAqVkvTKK6/Y/1yqVCl17NgxUwoCAABA1uP0I4UWLFigli1b6vnnn9fJkyfVokULXbp0KTNrAwAAQBbhVKjs27evPv74Y5UqVUqHDh2Sm9utw3Tu3DlTiwMAAEDW4NTl76lTp2r9+vWqUqWK/vOf/8jT01NffvmlKlWqlNn1AQAAIAtwaqQyb968io6Odlj2+++/q1ChQplSFAAAALIWp0Yq+/Xrp+bNm+vNN9+U1WrVmDFjtGzZMg0ePDiz6wMAAEAW4NRIZXh4uNauXavcuXOrfv36unHjhubMmaO2bdtmdn0AAADIApx+pFDdunVVt27dzKwFAAAAWZRTI5XHjh3TzZs3M7sWAAAAZFFOhcoGDRpo9+7dmV0LAAAAsiinQmW7du00c+bMzK4FAAAAWZRTofKll17SyZMn9eqrr+rHH3/Uli1b7C8AAAA8fpyaqNOhQwdJ0h9//KEuXbrYl1ssFv3666+ZUxkAAACyDKdC5ZkzZzK7DhmGIYvFctf1V65cUb58+e65zYOUnJysEydOqGLFiplyvKSkJHl6etrf22w2+9ddPorOnz+vtWvXql27dqaP9ezQ9Ur2yJkJVWV/3u6GRtSUKg9aLWuKa372syL65hz6lnHZvWdRw17N0PaNGjVSy5YtFRUVleazqzdu3Kj69etnUnV41Lg8xfz5558aNWqUgoKCtGHDBv3888+yWCxKSEhw2G7AgAFq3LixLl68qJ07d8pisaT5+vzzzx32W7hwoc6ePSvDMHTz5k0ZhiFJ2rVrl8MjkZKSkmS1Wu9a58mTJ/Xkk0/qwoULps95xowZCg8Pt7/fsWOHQkJCNGTIEFPH/eOPP9SvXz+z5aUpT548Gj9+vDZt2vRAjg8AyNrmz5+v1atXS5L69OmjmJgY++vgwYMqUKCAqlWr5uIq8SA5NVJZqlSpu44Ypufy908//aSVK1dqw4YN2rFjhwoWLKhevXqpRIkS9tDn7e3tsM+ECRM0YsQIffHFF2rbtq1q1KihDRs2OGzz73//O9Vn7dixQytXrtQXX3yhGjVqyNvbWxaLRYmJiYqJiVFQUJCkWyORHTt21MCBAyVJ/v7+CggIUO7cuSVJVqtVgYGBeuWVV+wjjDdu3NClS5e0efPmdI9g/u9//9P06dO1YsUK+7KNGzdq165dGjp0qMO2VqtVR48elWEYqlChgnx9fe957GHDhqlr167pqkOSgoKCNGvWrHT91pgzZ04tXLhQoaGh2rdvn8MoKwDg8XblyhX17NlTwcHBkiQfHx/5+PjY13/88cfq3r278uTJ46oS8RA4FSpnzZpl/3N8fLz27t2rKVOmaMCAAenaP3fu3Dpz5ozef/991alTR8eOHVOPHj0kSadOnZKkVKE1NjZWn3zyiSTpwIED2r9/v4oXL+6wTUJCQqqRulatWqlp06b6z3/+4zDKePDgQfXq1Uvr1q1Ls8Zjx44pb9688vLykiTVqlVL3bt3V7t27eThcattV65c0Z9//qkKFSqk67wvXLigfv36adOmTcqXL599eeXKlTVq1CiHc541a5Y++eQT+fr6ytfXV7///rs6dOigYcOG2T//TmfPnlViYqLKly+frlokKTIy8r5B9U7lypXTCy+8oP/+978OI60AgMdbz5491bx58zSfYX3+/HktWbLkgdw6h0eLU5e/69WrZ381btxY/fv318aNGzVv3rx07V+hQgXNnj1bYWFhypcvn9zd3e+5/e7du/X888/r0qVLkm4FzurVq+vq1asOrz59+qTat2bNmjpz5ox8fX01aNAg5c2bV0FBQWrSpIm2b9+uoKAgBQUFyWKx6Pr16/b9evXqpSZNmiguLk5z585Vjhw51KpVK7Vp00ZDhw7V9evX1bx5cw0aNCjdfZs0aZK6du2qQoUKOSx/44039PHHH+uzzz6TJM2ZM0fDhw/Xhg0bdObMGR09elTHjx/X1q1b7dv83dChQ+2hO738/PzSDKj30qZNGy1atChD+wAAsq+NGzdq/fr1GjFiRJrr//Of/ygsLEy5cuV6yJXhYXP6axr/LigoSL///vt9t7t+/brDpJS4uDiHQBcfH2/fzjAMJScnq0qVKqpatapatGihNWvWKCUlJV01rV+/Xn/99Ze8vLwUGhoqLy8vde/eXYMGDXIYqUxOTpanp6fDJfcZM2aoV69eWrlypTp27KjWrVura9eu+vPPP/X+++9r1qxZqlixoiZOnJjuHv3www9atWrVPbex2Wzq27evFi9erEqVKtmXFypUSHPmzNHJkydT7XPixAl5e3vbL+UPGjRIO3fu1B9//CGr1arOnTtr4MCB+uCDDxwusad1+dtisWj16tX67LPP9Msvv+jNN9/U7Nmz7aOo1atX188//5yu87VarQ73qcbGxkqSvN0Mubsb6TrG487bzXD4J9KHvjmHvmVcdu9ZUlLSPdcnJCSoU6dOmjBhgnx8fGSz2ZSSkmLfLyUlRVOnTtWqVascjnX7z/c7Phy5qm/p/TynQmX79u0dLtXabDbt27dPZcuWve++AwYM0JQpU+wjZAkJCbLZbFqzZo39WJJUvHhx2Ww2JSUl6auvvtKsWbPUvXt3xcfHyzAMnTp1SgEBAamOf+dI3sWLF3Xo0CFNmTJFoaGhSkxM1Ndff63vvvtOCQkJunDhgipXrmzfPjEx0X6voIeHh3r27KmEhATNnTtXmzZt0vnz5zVixAht375dzZo1U548eTI0G/3KlStp1nynyMhIeXp6qkaNGqnWBQcH2+9XudOwYcNSTVDav3+/NmzYoOeff1579+7V6NGjNXLkyFT3baalW7duGj9+vHLnzq0XX3xRERERevHFFyXdCp3pDfVDhw5Nc/Zfv2o2+fqm7xi4ZUh1m6tLyJLom3PoW8Zl156tXLnynuvnzZunokWL2rf97bffdOjQIft+hw4dkpeXl6KiohQVFZVq/7Vr12Z6zY+Dh9232wN+9+NUqLw9InabxWJRnTp1FBYWdt99v/zyS3355Zf2923atFGpUqXsM59PnTqlcuXK6erVq6n2/fzzz+Xn56fq1avbL4XfS8uWLRUSEmL/9p9BgwZp0KBBmjVrlj766COFhISodevWCg0NlZ+fn32/2NhYjR8/XtOnT9e//vUvLV++XCdPnlTnzp01efJkzZ8/X4sWLdLs2bM1Y8YMLVq06L5hUbo1+SgxMdF+n2ZaoqOjU/X3Xg4fPix/f3/7f9S3NWjQQFWqVFH+/PkVHh4uHx+fdP+m0aVLF7388suSpGrVqik6OtphfXqD9Keffmq/V1a61dfAwEB9fsBNyZ73vuUBt3i7GRpS3ab+e91ktWW/x5U8KPTNOfQt47J7z44MeuWe67t3766LFy/aHzcXHx+vXbt2KTExURMmTND333+vNm3aqEmTJg77JSUlae3atWrYsCETPzPAVX27faXxfpwKlbdnSJt18+ZNrV69WvPnz0/X9tWqVdP27dvVpEkTnTp1SikpKbJYLHJzc5PValXOnDkVGxurCxcuqGDBgvb97gxBP/30kz799FNNmjRJU6dO1datWzVq1CgtX75cZcqUkXRr9HTdunXavHmzLBaLNm3apHfffVddunTRoUOHVKxYMV2+fFmrV6/WwoUL5e/vn676y5cvr59++km1a9e+6zZ+fn6pQtydIiMjValSJft9qCNGjHAI6bfdOevuzj+nx52Xw728vOwz8iXpr7/+cphkdC/e3t6pZvFLktVmUXI2fJ7bg2S1WbLlM/AeNPrmHPqWcdm1Z/cLLlu3blVycrL9fa9evRQSEqKIiAh5enpqzZo1mjVr1l2P4+npSah0wsPuW3o/y6mJOt9++22qS6Bbt25V27ZtM3ScgQMHqlSpUmrYsOF9t92zZ498fX1VtGhReXp6asWKFerbt6++/vprrVixQvXq1dPVq1dVsGDBNIOMYRiaP3++mjRpounTp6tcuXIyDEMzZsxQWFiYnn32We3evVvSrdnpa9asUYkSJRQYGKjp06fbZztXrFhRgwcPVrt27eTu7q4WLVqkOdstLW3atNHo0aPvuc0zzzyjP//8U+vXr0+17ptvvtEbb7xh7/2ePXsUFBSkAgUKpOvz0+vOUdu/+/7771P9xgkAeDwVL17cPuE1KChIuXLlUkBAgAICAnT69GmdP39eNWvWdHWZeEicGqkMCwtTTEyMQ/goU6aMFi1apLlz56brGF9++aUmT55sHw28n9mzZys0NFSS7vvNM39fn5CQoNOnT2vt2rVavHix6tatq127dtnDWb9+/fTEE0/YHw3UrVs3bdu2zSGc3t62evXqDsdOSUlR6dKltWzZsvueQ2hoqL766itNmzbN/lWXf5crVy4NHDhQLVq00Pjx4/XWW28pOTlZCxcuVM+ePfXtt9/aL5+PGjVKkydPvu/nZpakpCSNGzdOS5YseWifCQDIOu585GCZMmUcRjGR/WUoVJ47d07SrVG/6Oho+4PBDcPQypUrUz03Mi0xMTHq06ePFi5cqKVLl6pq1aoO62+HtztniF+5ckVz5szRli1b0lXn7ZB69uxZtWrVSgUKFFDt2rX19ttv2yfveHp6qlOnToqKilJ8fLyKFCmiNWvW6PXXX9fUqVNTHfPq1avKly+f9u7dm+HH8Nzm5uamefPmqWHDhrLZbOrUqVOa2/Xs2VNFixbVyJEjFR4eLnd3dz399NNaunSp/dL0li1b9OSTTypv3rxO1eKMvn37qmnTpvbbBAAAAG7LUDq6/TxHi8WiKlWq2JdbLBaVLVs2XaNmsbGxunbtmvbs2ZPmg7oTExMl3RpdvP1g7iNHjig4OFjFixeXn5+f3N3d1aZNm1T3VAYFBSkhIUHFixfX7t279e2336pWrVoaPXq0Ll26pDlz5mjOnDk6ceKEYmJilJCQoKSkJPs9g0899ZTeeuutNOu+/Wgcq9XqdKiUpMDAQG3dulUHDhy453ZhYWEKCwtTfHy8PDw8Uk3uKVmypJ5++uk0973z2Zl3zrb7+8y7tGbi3Xn/pCT71zKePHlSkZGRDt8E5KzdnzZI932oj7ukpCStXLlSRwa9wn1HGUDfnEPfMo6eAf8vQ+no9uN+3NzcFBMT49TXLZUsWVILFy686/oqVaqkCjZ169bVjh075Onpme4ZSJLUv39/+7ECAgLUo0cPh9nIGVGoUKFUdTmrQIEC9tnV93O3b7wpWbJkptSSXuXKldPKlSvve+sBAAB4PDmVEIKDg02N1jnD2d8AM/IcSdwbgRIAANyNU8nw2LFjmV0HAAAAsjCnQmV8fLy+/vprHT9+3D6xxjAMHTx48L73CgIAACD7cSpUhoeH69KlS0pKSpKHh4dCQkI0adKkuz4mBwAAANmbU6Fy7dq1+vnnn/XLL79o2LBhGj58uJ566inNnj07s+sDAABAFuDUzIu8efPql19+UUhIiA4dOiSbzaYXXnhBO3fuzOz6AAAAkAU4NVLZr18/NW7cWBcuXNDzzz+vl19+WTabTZUrV87s+gAAAJAFODVS2bFjRx08eFA5c+bUzJkzVadOHT399NP69ttvM7s+AAAAZAFOP2yyYsWKkiRvb28NHDgw0woCAABA1uPUSGVSUpL+/e9/69lnn1WxYsV09OhR1axZU6dPn87s+gAAAJAFOBUqu3Tpom+//Vbvvvuu4uLi5Ovrq+eee06dO3fO7PoAAACQBTgVKr/77jv973//U+fOneXu7i53d3d98skn2r17d2bXBwAAgCzAqVAZGBioLVu22N9bLBYdPXpUpUqVyrTCAAAAkHU4NVFnxIgRatasmaZMmaL4+Hj16NFDW7du1Zw5czK7PgAAAGQB6R6p3LBhg2w2mySpUaNGOnr0qF577TX94x//ULVq1bRjxw69/PLLD6xQAAAAPLrSPVLZsGFDxcTEyM/PT5KUkJCg3r17y9PT84EVBwAAgKwh3SOVhmE4vK9Tp47++OOPTC8IAAAAWU+6Q6XFYnF4//eQCQAAgMdXhmZ/3xksLRZLqqAJAACAx1O676k0DEO1a9eWu7u7JCk2NlaNGzeWl5eXw3b79+/P3AoBAADwyEt3qJw5c+aDrAMAAABZWLpDZbt27R5kHQAAAMjCnPpGHQAAAOBOhEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBphEoAAACYRqgEAACAaYRKAAAAmEaoBAAAgGmESgAAAJhGqAQAAIBpHq4u4FGQlJQkT0/PdG9/+fJl+fv7Z8pnr169WmXLllWZMmVMH+vv52Gz2eTmlvHfGzLaj4x6duh6JXvkfGDHz0683Q2NqClVHrRa1hSLq8vJMuibc1zdt6hhr6Zru6tXr+r48eMqX7688uXL94CrApBe2WKkMj4+XitWrNDatWu1bt06/fjjjzp//rxq1qypGzduaM2aNWratKkkadSoURo4cKDD/lOnTlWDBg1kGIYkqVatWlqwYMFdP69du3YKDw/XjRs39N///lcWiyXN17x58+5b++TJkzV8+HATZ3/LjBkzFB4ebn+/Y8cOhYSEaMiQIRk6TmJiomrWrKn9+/ebrgkAMtuiRYsUFBSkDh06qHjx4lq0aFGqbRo1aqRZs2Y9/OKAx1y2CJWJiYnav3+/evXqpRkzZmjnzp26cuWKYmJi5OXlJQ8PD3l7e0uSvLy85OfnZ9/XMAxNnDhR77zzjiyWW7+Ze3t7y8vLy77NqVOn7IFTkpYsWaJ8+fJp8uTJ8vLyUmhoqOLi4hxerVu3TlXnyJEjVahQIQUFBdlfO3fu1OLFi+3vixYtqly5cmXo/P/3v/9p+vTp+vrrr+3LNm7cqF27dqUaqbRardq/f7/27dun+Pj4VMfy8vLSrFmzFBYWpl9//TVDdQDAg3Tt2jV16dJFW7Zs0eHDhzVx4kT17t3bYZv58+dr9erVLqoQeLxli1CZN29eDRgwQL6+vurdu7f+9a9/qXLlyipevLjKli2rFi1a6NixY6pcubImT56snDn//9Lr0qVL9eeff6pdu3ZpHvvixYuqU6eOpkyZIklKTk5WUlKSxo0bpx49esjNzU3Lly9X8eLFHV7ffvttqmPZbDa98847ioqK0okTJzRo0CBFR0fr0qVLOn78uHr16qWzZ8/q+vXr6T73CxcuqF+/flq8eLHDZaDKlStr1KhR9qAsSbNmzVKJEiUUGhqq8PBwFS1aVL169VJycrLDMZ966il9/fXXatOmTbrrAIAHLTY2VmPHjtWTTz4pSXr66ad1+fJl+/orV66oZ8+eCg4OdlWJwGMtW4RKSbpx44Z+/fVXubu76+jRo5Jujdb985//VM+ePfXzzz/ryJEjOnr0qN577z1Jty6bf/TRRypcuLB9JPNO169f1xtvvKHnnntOHTp0kHRrVLBJkya6efOmJMlisejNN9/U1atXHV6tWrVKs06LxaKbN28qMTFR7du3t48kpqSk6MMPP5TNZlNCQkK6z3vSpEnq2rWrChUq5LD8jTfe0Mcff6zPPvtMkjRnzhwNHz5cGzZs0JkzZ3T06FEdP35cW7dutW9zpwYNGqhIkSJav359umsBgAcpMDDQfhUoKSlJY8aMUfPmze3re/bsqebNmyskJMRVJQKPtWwzUWfp0qW6ceOGvvzySy1cuFD9+/fX+PHjdePGDfn6+mry5MmSbl3uvnbtmjZs2KDRo0c7XOa+07Vr1/TKK6/I399f//3vf+Xu7i5Jev311zVlyhR17txZc+bMUUpKSrprNAxD7u7uatCggWJjYyXd+k379jpJqlGjhqxWq/bs2eNwmf5ufvjhB61ateqe29hsNvXt21eLFy9WpUqV7MsLFSqkOXPm6OTJk2nu17JlS61YsUINGjRI1/kBwMNw6NAhvfjii/Ly8tKxY8ck3RpEWL9+vY4ePaoPP/zQxRUCj6dsESptNptGjBihgIAAzZo1S8uWLVPfvn3Vt29flS9fXhs2bNBff/2l4OBg+6XvH3/8UVu2bNGMGTP00UcfpTpm9+7d9eqrr2rOnDkOwTNHjhxaunSp+vTpo+TkZFksFq1bt04BAQGpjnF7ctBtCQkJ8vT01I4dOxQfH6+cOXPqu+++k3TrvtBKlSrp4MGDGZqxfeXKlTQ/+06RkZHy9PRUjRo1Uq0LDg6+66WikiVL6ptvvkl3LX9ntVpltVrt728HaW83Q+7uxt12wx283QyHfyJ96JtzXN23pKSkdG1XoUIFrVy5Ur169dK7776r2bNnq1OnTpowYYJ8fHxks9mUkpKS7uOZcfszHsZnZSf0zTmu6lt6Py9bhMoffvhBAQEBunbtmiTZRxWPHz+uHDlyqHjx4goPD9eHH36o3Llza/Xq1Ro5cqT279+v33//3eFYy5Yt08GDB9W+fXuNGzfO4Z7E23Lnzq0vvvhCHh4eevPNN/Xmm2+mq84bN26oQIECkm5dBu/atavGjh1rX9+1a1clJyffdfQ0Ld7e3kpMTLznPtHR0QoKCkr3MW+LjY1Vnjx5MrzfbUOHDtXgwYNTLe9XzSZf3/SP8EIaUt3m6hKyJPrmHFf1beXKlRnavm3btnrvvff0zjvvqGjRovZj/Pbbbzp06FCGj2fG2rVrH9pnZSf0zTkPu29pTexNS7YIla+++qoCAwPVrFkzSf9/KXnSpEl69tln9dprrykxMVF58uTRzJkz9cwzz0iSChQoYA+Vp0+fVp8+fbRz507lzZtXdevWTTNQSrfCYXBwsKKjo1WwYEHZbDZZrVZ5enraf0POkSOHEhMTHf5FXLhwQU899ZQ+/fRTffvtt7LZbA6h7fr168qRI4dGjhyZ7nMvX768fvrpJ9WuXfuu2/j5+Sk6Ovqu6yMjI1WpUiV7GL9t165dqlixYrpr+btPP/1UPXr0sL+PjY1VYGCgPj/gpmRP93vsidu83QwNqW5T/71ustp43mJ60TfnuLpvRwa9cs/1W7Zs0cqVKzVs2DBJ0u+//y6LxaJjx47p4sWL9gmX8fHx2rVrlxITEzVhwoQHWnNSUpLWrl2rhg0bPtDn+2Y39M05rurb7SuN95MtQqWbm5vKli1rf2+z2XT+/Hl99913atu2rYKCgjR+/HgdPnxYL7/8spo0aZLqGHv37pWXl5cOHTqk0NDQe37eypUrVb16dXl5ecnT01N79uzR559/rjZt2igqKkrbtm3TV199pSJFijjsd+rUKf3jH/9QmzZtNGTIED333HP617/+pUaNGmnXrl1q2bKl+vTpk6Fzb9OmjUaPHn3PUPnMM8/ozz//1Pr161PdH/nNN9+oT58+On78uEOovHHjhqZNm6bt27dnqJ47eXt7pzkBymqzKJkHUmeI1WbhId5OoG/OcVXf7veXZMWKFfXmm28qODhYjRs31sCBA/Xyyy9r6tSpDk+x6NWrl0JCQhQREfHQ/uL19PQkHDmBvjnnYfctvZ+VbWZ/G4ah3377TUFBQbp586b69u2rjz/+WJ9//rlKly6tlJQUjRgxQvXq1Uvz23DeeecdzZ8/P811MTExGj58uP1RP7Nnz7YHz3vd/3jnutjYWB08eNA+Surh4aE5c+aoc+fOGjdunFq1aqVvv/02w9/UExoaqitXrmjatGl33SZXrlwaOHCgWrRoofnz58tqterGjRuaPn26OnfubH/e5p3ee+89tW7dWsWKFctQPQDwoBQpUkTfffedxo0bp0qVKik+Pl5z5sxR8eLFHZ7/mytXLgUEBNz3fnMAmStbjFRKtyaFFC9eXFFRURozZoyaNWumEiVK6ODBg/rnP/+pMWPG6NixY3r55Zc1b948Va9eXdKtR/nYbI73D7m7u+v48eP29+vWrVP//v31/vvv6/jx41qzZk26vq3h78+IrF27tnLnzm2vNzo6WiVLltRHH32kmjVr6tdff1WePHlUpEiRdM38lm4F13nz5qlhw4ay2Wzq1KlTmtv17NlTRYsW1ciRIxUeHi53d3c9/fTTWrp0qerXr2/fzmazKSIiQlevXtWMGTPSVQMAPCwNGza0Pzbubvg2HcA1sk2o9PLy0oABAyTJPpu7a9eumjFjhoYMGaI2bdrIMAz5+/vrxRdf1O7du1WhQgVZrdZUz4Vs2rSpPv30U/vXOXp6eqp79+7y8/PTqlWr9Morr+jcuXMqV66cDMNQ3bp1ZbVatWrVKvs9levWrVNSUpLy5Mmjv/76S9evX9eHH36oRYsWaciQIYqLi1NISIh69+6tFStW6Mcff9TKlSs1YMAAnTp1Sl27dk33vUCBgYHaunWrDhw4cM/twsLCFBYWpvj4eHl4eKQ5ucfNzU2NGzdWixYtUt1jCQAAcDcW487vH8xm9u/frxw5cqhChQoOy//66y8VLFjQ6eMmJSU5fS+D1WrV5cuX7TMV0xIfHy/DMBy++Sc7uD2b/NKlSxm+zP+4SkpK0sqVK9WkSRPuO8oA+uYc+pZx9Mw59M05rurb7b+/r127ds8rqdlmpDIttx8s/ndmAqWU/htW0+Lt7X3PQClJvr6+Th8fAADAFbLNRB0AAAC4DqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGCah6sLQNaye/duVa1aVd7e3k4f49mh65XskTMTq0qfqGGvZmj7Ro0aqWXLloqIiHgwBQEAkI0wUolUzp49qwsXLujChQuKjo5WYmKifV3fvn01Y8YMF1b3cMyfP1+rV692dRkAAGQZjFQildatW+vq1av6888/9cQTT6hq1apasmSJPDw8dO3aNe3YsUPDhw+XzWZTYmKiLly44OqSM9WVK1fUs2dPBQcHu7oUAACyDEIlUtm2bZuGDh2qS5cuafTo0UpMTNSoUaO0du1aTZs2TUuWLJHFYpFhGLJara4uN9P17NlTzZs3182bN11dCgAAWQaXv5GmtWvXqlatWpIkLy8vJSUlqWvXrmrXrp0SExP1xhtv6Nq1a/Lx8XFxpZlr48aNWr9+vUaMGOHqUgAAyFIYqUQqp0+f1pYtW/TNN99IkhISEtS2bVu1aNFCzZs3lyQFBwcrLCxMP/zwg9zc0v7dxGq1OoxkxsbGSpK83Qy5uxsP+CxSS0pKuuf6hIQEderUSRMmTJCPj49sNptSUlLuu9+DdPuzXVlDVkTfnEPfMo6eOYe+OcdVfUvv51kMw3j4f7vjkRYaGqrly5erWLFiio6O1qlTp1ShQgVVrFhRnp6ekiRfX1+dP39erVu31oABA9I8zqBBgzR48OBUyxcsWCBfX98Heg7OmDdvnv766y/16NFDkjRu3DhVrlxZDRo0cHFlAAC4Tnx8vFq1aqVr167Jz8/vrtsRKuFg48aNat++vXx8fPTLL7+ocOHCio6O1vjx41WtWjVVq1ZNvr6+GjBggFq1aqVixYopICAgzWOlNVIZGBioir0XKtnz4T9S6MigV+65vnz58rp48aI8PG4N4MfHx8vDw0Ph4eGaMGHCwygxlaSkJK1du1YNGza0B3rcH31zDn3LOHrmHPrmHFf1LTY2VgEBAfcNlVz+hoP69etrwYIFevfdd+3LLBaL9uzZozJlyigiIkJdu3bVTz/9pNatW981UEqSt7d3ms+ztNosSk6xPJD67+V+/wFu3bpVycnJ9ve9evVSSEiIIiIiXP4/PU9PT5fXkBXRN+fQt4yjZ86hb8552H1L72cRKuHAYrGofPnyqZbHxMSobNmy8vT0lJeXl9zd3e96L2VWVbx4cYf3uXLlUkBAwD2DMwAAuIVQiVQMw9CZM2dUuXJlXb58WVarVSdPntQTTzzh6tIeqlmzZrm6BAAAsozsNdSETGG1WlWqVCkdOXJEISEhGjdunEJDQ+Xh4aHbt+Defk5l//79de7cORdXDAAAXI2RSqRSpEgRbd68WdKtGdyfffaZNmzYIElKTEyU1WpVnTp1NHz4cP3yyy/q1atXho6/+9MG8vf3z/S6AQCA6xAqkYq7u7sKFSokSXrxxRe1YcMG5cx5a7b2999/L0l65ZV7z6QGAACPFy5/454sFos9UAIAANwNoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYBqhEgAAAKYRKgEAAGAaoRIAAACmESoBAABgGqESAAAAphEqAQAAYJqHqwvA48MwDElSXFycPD09XVxN1pCUlKT4+HjFxsbSswygb86hbxlHz5xD35zjqr7FxsZK+v+/x++GUImH5vLly5KkUqVKubgSAACQUXFxccqTJ89d1xMq8dDkz59fknTu3Ll7/lDi/8XGxiowMFDR0dHy8/NzdTlZBn1zDn3LOHrmHPrmHFf1zTAMxcXFqWjRovfcjlCJh8bN7dYtvHny5OF/Ihnk5+dHz5xA35xD3zKOnjmHvjnHFX1Lz2AQE3UAAABgGqESAAAAphEq8dB4e3tr4MCB8vb2dnUpWQY9cw59cw59yzh65hz65pxHvW8W437zwwEAAID7YKQSAAAAphEqAQAAYBqhEgAeU1evXtXu3bsVExPj6lIAZAOESjwUR44cUY0aNZQvXz717t37vl/19Di7dOmSSpUqpaioKPsy+nd3y5YtU+nSpeXh4aGqVavq2LFjkujZ/SxatEhBQUHq0KGDihcvrkWLFkmibxnRqFEjzZo1S5K0efNmVahQQQEBAfryyy9dW9gjqFu3brJYLPZX2bJlJfHzll6ffPKJXnvtNfv7R7VvhEo8cFarVa+99pqeeeYZ7d27Vz///LP9f8RwdOnSJTVt2tQhUNK/uzt9+rTat2+vYcOG6ffff1f58uXVoUMHenYf165dU5cuXbRlyxYdPnxYEydOVO/evelbBsyfP1+rV6+WJF28eFGvv/66wsLCtHPnTs2fP18bN250cYWPlr179+qHH35QTEyMYmJidODAAX7e0ikyMlJff/21xo0bJ+kR/zvBAB6wJUuWGPny5TNu3LhhGIZhHDx40Hj++eddXNWjqUGDBsa4ceMMScaZM2cMw6B/9/L9998bkydPtr/fsGGDkSNHDnp2H+fOnTPmzZtnf3/o0CEjV65c9C2dLl++bBQqVMgIDg42Zs6caYwZM8Z44oknDJvNZhiGYSxdutRo3bq1i6t8dCQlJRl+fn5GXFycw3J+3u4vJSXFePbZZ43+/fvblz3KfWOkEg/coUOHFBISIl9fX0nSk08+qZ9//tnFVT2apk6dqm7dujkso39317RpU3Xq1Mn+/vjx4ypXrhw9u4/AwEC1bt1akpSUlKQxY8aoefPm9C2devbsqebNmyskJETSrf9GX3jhBVksFklSzZo1tW/fPleW+Eg5fPiwbDabqlatqhw5cqhRo0Y6d+4cP2/p8J///EeHDx9WUFCQli9frsTExEe6b4RKPHCxsbEqVaqU/b3FYpG7uzuTA9JwZ59uo3/pk5iYqNGjR+u9996jZ+l06NAhFS5cWKtWrdL48ePpWzps3LhR69ev14gRI+zL/t43Pz8/nT9/3hXlPZJ+/vlnBQcHa+7cuYqMjJSHh4c6derEz9t9XL9+XQMHDlTp0qV19uxZjRkzRrVr136k+0aoxAPn4eGR6un/Pj4+io+Pd1FFWQv9S5+BAwcqZ86c6tChAz1LpyeffFJr1qxRuXLl6Fs6JCQkqHPnzpo0aZJy585tX/73vtEzR61bt9bevXtVq1YtlStXTl9//bXWrl0rm83Gz9s9LF68WDdu3NDGjRs1ePBgrV27VnFxcZoxY8Yj2zdCJR64/Pnz6+LFiw7L4uLi5OXl5aKKshb6d38bNmzQxIkTtWDBAnl6etKzdLJYLHrmmWc0e/ZsLV68mL7dx5AhQ1SjRg29+uqrDsv/3jd6dm8FCxaUzWZT4cKF+Xm7h99++00hISEKCAiQdOuXlyeffFJXr159ZPtGqMQDV6NGDe3cudP+/syZM7JarcqfP78Lq8o66N+9nTlzRmFhYZo4caIqVqwoiZ7dz+bNm9W7d2/7ey8vL1ksFlWoUIG+3cOCBQu0bNky5c2bV3nz5tWCBQvUpUsXzZ4926FvBw4cULFixVxY6aOld+/eWrBggf39zp075ebmpipVqvDzdg/FixfXzZs3HZadPXtWY8eOfXT75uqZQsj+kpKSjAIFChgzZswwDMMwOnToYDRt2tTFVT3adMfsb/p3d/Hx8UbFihWNjh07GnFxcfZXYmIiPbuH8+fPG35+fsbkyZONc+fOGeHh4UajRo34WbuP6Oho48yZM/ZXaGioMXLkSOPixYuGj4+PsXbtWiMxMdFo1KiR8cEHH7i63EfG3LlzjVKlShnr1q0zVq9ebZQvX96IiIjg5+0+Ll26ZPj5+RmTJk0yoqOjjXHjxhk+Pj7GuXPnHtm+ESrxUCxbtszw9fU1/P39jQIFChhHjx51dUmPtDtDpWHQv7tZunSpISnV68yZM/TsPtasWWNUrFjRyJ07t/HWW28Zf/31l2EY/KxlRLt27YyZM2cahmEYkyZNMjw9PY18+fIZpUqVMi5cuODa4h4xffr0MfLkyWPkz5/f6Natm3H9+nXDMPh5u59t27YZISEhRo4cOYzSpUsby5cvNwzj0e2bxTAekcewI9u7cOGC9u3bp5CQEPn7+7u6nCyH/mUcPXMOfXPOmTNn9Msvv6hOnTrKlSuXq8vJMvh5c86j2DdCJQAAAExjog4AAABMI1QCAADANEIlAAAATCNUAgAAwDRCJQAAAEwjVAJAJpo1a5YsFkuq17p161xdWqYaNGiQIiIiXF0GgEeIh6sLAIDspnLlytq6davDssx4bqHFYtGZM2cUFBRk+lhm9enTRzabzdVlKCoqSqVKlRJPxwNcj1AJAJnM3d1defPmdXUZD5SPj4+rSwDwiOHyNwA8RKtWrVKVKlWUN29edejQQVar1b5u6tSpKlGihHLnzq0333xT169flyQ98cQTslgskqRSpUrJYrFo4cKFklJfht60aZPDSGZQUJDWrVunTz/9VIULF9bRo0ft6+bMmaNy5copICBAn332WYZG+/7+uVFRUbJYLProo4+UK1cuTZgwQWXKlFHFihV1/fp11a9fXx07dtQTTzyhggULatCgQQ7HmzhxooKCglSkSBENGjTIYRTUYrHo6NGj6ty5s/Lnz68bN25IuhVsS5UqZd/GYrFo165d9v2GDBmiQoUKKV++fOrQoYNSUlIkSREREerfv7+6du2qXLlyqXLlyjp+/Lh9v7Fjx6pEiRLy9/fX+++/r6SkJEmSYRgaOXKkSpYsqSJFimjcuHHp7hfwWHDhV0QCQLYzc+ZMw83NzciTJ4/9FRkZaRiGYZw8edLw8vIypk6dapw4ccKoUqWKMWTIEMMwDOPIkSOGu7u7sXr1auPcuXNG3bp1jeHDhxuGYRixsbFGTEyMIck4dOiQERMTYyQmJhqGYRgDBw402rVrZ//8jRs3GiVLlrS/L1mypBESEmK0adPGWLdunf07lzdv3mx4enoay5cvNw4ePGgULVrUmDt3brrP8++fe+bMGUOSMWHCBCMiIsIICAgwIiMjjdy5cxvbtm0z6tWrZxQoUMDYuXOnsXXrVsPf399YvHixYRiG8d133xkFChQwNm7caOzbt88oW7asMWbMGPuxJRm1atUyPvroI2PDhg1GcnKyYRiGcfXqVePQoUOGJCMmJsaIiYmxr/vhhx+MXLlyGXv37jVOnTplBAcHG998841hGLe+s7tAgQJGnz59jDNnzhgvvPCC0bZtW8MwDGPBggVGwYIFjc2bNxvHjh0znnjiCXsts2fPNvLmzWts377d2Lp1q+Hr62ts3bo13T0DsjsufwNAJgsODtbKlSvt74sWLSpJ+uabb1S1alV16NBBktSlSxfNmDFD/fr1U5kyZXThwgX5+Pho9+7dSkpKso+e5c6d234sPz+/DF9az5Mnj+bOneuwbO7cuWrevLlee+01SVLbtm21fPlytWnTJsPne6cOHTro0qVLatCggapUqaL8+fPbR/o6deqkkJAQSVLr1q21bNkyNW/eXFOmTFH37t1Vv359SbdGQYcMGaLu3bvbj1ulShV9+eWXqc7Lz89PklL1pF69ejp37pwMw9COHTskyWE0MjAwUEOHDpUktWzZUv/9738lSTNnzlT37t1Vt25dSdL8+fOVnJxs71mnTp303HPPSZJee+01LV++XLVr1zbVMyC7IFQCQCbz8vJKczLNb7/9pgMHDtgDUHJysn0Cz82bN9WxY0dt3bpVTz31lNzd3e2XazMiPj4+1bIPP/wwzVo2btxoryUxMVFPPvlkhj/v727fa5nWPZeBgYH2PxcrVkwnTpyQJEVHR6t06dL2dWXKlNG5c+cc9u3WrVuG6rh06ZIiIiL0888/q3r16vLx8XHoZ7169ex/9vLysl/6/3stTz/9tP3Pv/32m7Zv367JkydLkhISEtSsWbMM1QVkZ4RKAHhIihcvrtdee02jR4+WJKWkpNhD4Lhx43Tt2jX98ccf8vT01Mcff6y//vrLYX+LxZLqvkeLxeJw/+G+fftSfW7OnDnTrKVz58766KOPJElJSUkPfDZ3VFSU/c/R0dEqXLiwJKlEiRL69ddf7et+/fVXlSxZ0mHftM5Bktzcbk0NMAzDft+pJA0cOFCBgYHasGGDLBaLWrRo4bDf7RHOvwsMDHSoc/78+dq4caOmTZum4sWL691339Xbb78tSbJarfLy8rrPWQOPDybqAMBD0rJlS23dulUnT56Ut7e3JkyYoPbt20uS4uLiZLPZdPHiRS1YsECTJk1KFSDLlCmjH3/8Ub///ru2bNki6daI3759+5SUlKRTp07ZR9HuJzw8XMuWLdOFCxfk4eGhvn37qm/fvpl7wn8zbdo07dy5U9u2bdOCBQsUGhoqSerYsaPGjh2rzZs368CBAxo4cKDee++9dB2zSJEi8vX11YoVK3T27Fn7RJ24uDilpKTowoUL+uqrr7R48eJ0TUR69913NXbsWG3btk2//PKLRo4cqTJlyki61bOFCxcqLi5OhmGoU6dOmjhxopPdALIfQiUAPCRlypTRnDlz1KNHD5UtW1aRkZH2e/m6d+8uq9Wq8uXLa+bMmfrHP/6hgwcPOuw/adIkjR49WqVKlbKHx7CwMBUrVkzBwcFq3769+vfvn65a6tSpo8GDB6tt27aqUKGCEhMT9fXXX2fq+f5dixYt1KpVKzVv3lzdu3dX06ZNJUmhoaEaMGCAwsPD1aRJE7Vu3TrNS/Zp8fT01JQpU9S5c2cFBwdr2bJlkqT+/fsrMjJSTzzxhDZt2qSWLVvqwIED9z1ey5Yt9fHHHyssLEx16tRR/fr11atXL0lSmzZt9M477+jVV19VtWrVVKpUKf3rX/9yshtA9mMx0vOrGwAAJtSvX18RERF8Cw+QjTFSCQAAANMYqQQAAIBpjFQCAADANEIlAAAATCNUAgAAwDRCJQAAAEwjVAIAAMA0QiUAAABMI1QCAADANEIlAAAATCNUAgAAwLT/Axx3aCNuS2ZfAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,6))\n",
|
||
"lgb.plot_importance(m1, max_num_features=30)\n",
|
||
"plt.title(\"Featurertances\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f998e3a5",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 介孔体积（cm3/g)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"id": "c7f2f1c3",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.432636Z",
|
||
"start_time": "2023-09-01T08:11:09.418533Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"X = data_4[['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']]\n",
|
||
"y = data_4['介孔体积（cm3/g)']\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "45435628",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.450578Z",
|
||
"start_time": "2023-09-01T08:11:09.434897Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"clf = LinearRegression()\n",
|
||
"clf.fit(X_train, y_train)\n",
|
||
"test_pred = clf.predict(X_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"id": "84bdf4b6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.466592Z",
|
||
"start_time": "2023-09-01T08:11:09.451556Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Mean Squared Error: 0.633360271830096\n",
|
||
"Root Mean Squared Error: 0.7958393505162308\n",
|
||
"Mean Absolute Error: 0.5042366422580364\n",
|
||
"Coefficient of Determination (R²): -1.5081213582093067\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"get_acc(y_test,test_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"id": "7aa248e2",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.485747Z",
|
||
"start_time": "2023-09-01T08:11:09.467585Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"煤种:-0.5607084300067899\n",
|
||
"分析水Mad:0.4984214658264311\n",
|
||
"灰分:-0.14117597792825254\n",
|
||
"挥发分:0.7366654205853167\n",
|
||
"碳:-8.993414025590598\n",
|
||
"氢:-3.3280548911300323\n",
|
||
"氮:-0.7426776489865452\n",
|
||
"硫:-0.30171686040116197\n",
|
||
"氧:-4.8875223095614375\n",
|
||
"碳化温度（℃）:0.6126040745268642\n",
|
||
"升温速率（℃/min):-0.07211666342106407\n",
|
||
"保温时间(h):0.23227893599959817\n",
|
||
"KOH:0.32346263890721333\n",
|
||
"K2CO3:-0.30227894335703315\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"coefficients = clf.coef_\n",
|
||
"key = ['煤种', '分析水Mad', '灰分', '挥发分', '碳', '氢', '氮', '硫', '氧', '碳化温度（℃）',\n",
|
||
" '升温速率（℃/min)', '保温时间(h)', 'KOH', 'K2CO3']\n",
|
||
"for index,i in enumerate(coefficients):\n",
|
||
" print(key[index] + ':' + str(i))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"id": "aedb406a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.550839Z",
|
||
"start_time": "2023-09-01T08:11:09.487329Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000148 seconds.\n",
|
||
"You can set `force_col_wise=true` to remove the overhead.\n",
|
||
"[LightGBM] [Info] Total Bins 74\n",
|
||
"[LightGBM] [Info] Number of data points in the train set: 48, number of used features: 9\n",
|
||
"[LightGBM] [Info] Start training from score 0.524919\n",
|
||
"Training until validation scores don't improve for 10 rounds\n",
|
||
"[10]\ttraining's rmse: 0.428728\tvalid_1's rmse: 0.487862\n",
|
||
"[20]\ttraining's rmse: 0.417581\tvalid_1's rmse: 0.477524\n",
|
||
"[30]\ttraining's rmse: 0.407814\tvalid_1's rmse: 0.470645\n",
|
||
"[40]\ttraining's rmse: 0.399242\tvalid_1's rmse: 0.464887\n",
|
||
"[50]\ttraining's rmse: 0.391738\tvalid_1's rmse: 0.460082\n",
|
||
"[60]\ttraining's rmse: 0.385183\tvalid_1's rmse: 0.456108\n",
|
||
"[70]\ttraining's rmse: 0.379467\tvalid_1's rmse: 0.452842\n",
|
||
"[80]\ttraining's rmse: 0.374493\tvalid_1's rmse: 0.450179\n",
|
||
"[90]\ttraining's rmse: 0.370172\tvalid_1's rmse: 0.448034\n",
|
||
"[100]\ttraining's rmse: 0.366423\tvalid_1's rmse: 0.446322\n",
|
||
"[110]\ttraining's rmse: 0.363176\tvalid_1's rmse: 0.444977\n",
|
||
"[120]\ttraining's rmse: 0.360366\tvalid_1's rmse: 0.443942\n",
|
||
"[130]\ttraining's rmse: 0.357934\tvalid_1's rmse: 0.443339\n",
|
||
"[140]\ttraining's rmse: 0.35582\tvalid_1's rmse: 0.443088\n",
|
||
"[150]\ttraining's rmse: 0.353985\tvalid_1's rmse: 0.44256\n",
|
||
"[160]\ttraining's rmse: 0.352391\tvalid_1's rmse: 0.442537\n",
|
||
"[170]\ttraining's rmse: 0.350995\tvalid_1's rmse: 0.442414\n",
|
||
"Early stopping, best iteration is:\n",
|
||
"[167]\ttraining's rmse: 0.351395\tvalid_1's rmse: 0.442179\n",
|
||
"Mean Squared Error: 0.19552236767207556\n",
|
||
"Root Mean Squared Error: 0.44217911265919785\n",
|
||
"Mean Absolute Error: 0.30130148562563\n",
|
||
"Coefficient of Determination (R²): 0.22572689166468962\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import lightgbm as lgb\n",
|
||
"# 创建 LightGBM 数据集\n",
|
||
"train_data = lgb.Dataset(X_train, label=y_train)\n",
|
||
"test_data = lgb.Dataset(X_test, label=y_test, reference=train_data)\n",
|
||
"\n",
|
||
"# 设置参数\n",
|
||
"params = {\n",
|
||
" 'objective': 'regression', # 回归问题\n",
|
||
" 'boosting_type': 'gbdt', # 使用梯度提升\n",
|
||
" 'metric': 'rmse', # 使用均方根误差作为评估指标\n",
|
||
" 'num_leaves': 2, # 每棵树的叶子节点数\n",
|
||
" 'learning_rate': 0.01, # 学习率\n",
|
||
"}\n",
|
||
"# 训练模型\n",
|
||
"#定义callback回调\n",
|
||
"callback=[lgb.early_stopping(stopping_rounds=10,verbose=True),\n",
|
||
" lgb.log_evaluation(period=10,show_stdv=True)]\n",
|
||
"# 训练 train\n",
|
||
"m1 = lgb.train(params,train_data,num_boost_round=200,\n",
|
||
" valid_sets=[train_data,test_data],callbacks=callback)\n",
|
||
"\n",
|
||
"# 进行预测\n",
|
||
"y_pred = m1.predict(X_test, num_iteration=m1.best_iteration)\n",
|
||
"get_acc(y_test,y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "99193c83",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2023-09-01T08:11:09.666009Z",
|
||
"start_time": "2023-09-01T08:11:09.553237Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,6))\n",
|
||
"lgb.plot_importance(m1, max_num_features=30)\n",
|
||
"plt.title(\"Featurertances\")\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.8.16"
|
||
},
|
||
"toc": {
|
||
"base_numbering": 1,
|
||
"nav_menu": {},
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"skip_h1_title": false,
|
||
"title_cell": "Table of Contents",
|
||
"title_sidebar": "Contents",
|
||
"toc_cell": false,
|
||
"toc_position": {
|
||
"height": "calc(100% - 180px)",
|
||
"left": "10px",
|
||
"top": "150px",
|
||
"width": "374.375px"
|
||
},
|
||
"toc_section_display": true,
|
||
"toc_window_display": true
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|