592 lines
19 KiB
Plaintext
592 lines
19 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "8950aafd-80e8-4078-874c-966efdc4b0ac",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "50832980-f7e1-4a19-a5e0-b8a378ebd39b",
|
||
"metadata": {},
|
||
"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>电厂名称</th>\n",
|
||
" <th>机组编号</th>\n",
|
||
" <th>铭牌容量 (MW)</th>\n",
|
||
" <th>机组类型</th>\n",
|
||
" <th>参数分类</th>\n",
|
||
" <th>冷凝器型式</th>\n",
|
||
" <th>入炉煤低位热值(kJ/kg)</th>\n",
|
||
" <th>燃煤挥发份Var(%)</th>\n",
|
||
" <th>燃煤灰份Aar(%)</th>\n",
|
||
" <th>煤种</th>\n",
|
||
" <th>所处地区</th>\n",
|
||
" <th>longitude</th>\n",
|
||
" <th>latitude</th>\n",
|
||
" <th>altitude</th>\n",
|
||
" <th>发电碳排放因子(kg/kWh)</th>\n",
|
||
" <th>供热碳排放因子(kg/MJ)</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>江苏利港电力有限公司</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>350.0</td>\n",
|
||
" <td>纯凝式</td>\n",
|
||
" <td>亚临界</td>\n",
|
||
" <td>水冷</td>\n",
|
||
" <td>21602.05000</td>\n",
|
||
" <td>26.09</td>\n",
|
||
" <td>16.80</td>\n",
|
||
" <td>烟煤</td>\n",
|
||
" <td>江苏省</td>\n",
|
||
" <td>120.09662</td>\n",
|
||
" <td>31.942361</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.586990</td>\n",
|
||
" <td>0.076843</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>江苏利港电力有限公司</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>350.0</td>\n",
|
||
" <td>纯凝式</td>\n",
|
||
" <td>亚临界</td>\n",
|
||
" <td>水冷</td>\n",
|
||
" <td>21926.81000</td>\n",
|
||
" <td>26.68</td>\n",
|
||
" <td>15.41</td>\n",
|
||
" <td>烟煤</td>\n",
|
||
" <td>江苏省</td>\n",
|
||
" <td>120.09662</td>\n",
|
||
" <td>31.942361</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.632859</td>\n",
|
||
" <td>0.077676</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>江苏利港电力有限公司</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>350.0</td>\n",
|
||
" <td>纯凝式</td>\n",
|
||
" <td>亚临界</td>\n",
|
||
" <td>水冷</td>\n",
|
||
" <td>21261.93062</td>\n",
|
||
" <td>26.46</td>\n",
|
||
" <td>15.18</td>\n",
|
||
" <td>烟煤</td>\n",
|
||
" <td>江苏省</td>\n",
|
||
" <td>120.09662</td>\n",
|
||
" <td>31.942361</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.609196</td>\n",
|
||
" <td>0.074823</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 电厂名称 机组编号 铭牌容量 (MW) 机组类型 参数分类 冷凝器型式 入炉煤低位热值(kJ/kg) 燃煤挥发份Var(%) \\\n",
|
||
"0 江苏利港电力有限公司 1 350.0 纯凝式 亚临界 水冷 21602.05000 26.09 \n",
|
||
"1 江苏利港电力有限公司 1 350.0 纯凝式 亚临界 水冷 21926.81000 26.68 \n",
|
||
"2 江苏利港电力有限公司 1 350.0 纯凝式 亚临界 水冷 21261.93062 26.46 \n",
|
||
"\n",
|
||
" 燃煤灰份Aar(%) 煤种 所处地区 longitude latitude altitude 发电碳排放因子(kg/kWh) \\\n",
|
||
"0 16.80 烟煤 江苏省 120.09662 31.942361 1.0 0.586990 \n",
|
||
"1 15.41 烟煤 江苏省 120.09662 31.942361 1.0 0.632859 \n",
|
||
"2 15.18 烟煤 江苏省 120.09662 31.942361 1.0 0.609196 \n",
|
||
"\n",
|
||
" 供热碳排放因子(kg/MJ) \n",
|
||
"0 0.076843 \n",
|
||
"1 0.077676 \n",
|
||
"2 0.074823 "
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"total_data = pd.read_csv('train_data.csv')\n",
|
||
"total_data.head(3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "499cac72-c6a3-4b86-8aed-6fc010b12693",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(5741, 16)"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"total_data.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "7ab5d82e-19bd-4aa4-9cd6-d2004718b00d",
|
||
"metadata": {},
|
||
"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>发电类型</th>\n",
|
||
" <th>地区</th>\n",
|
||
" <th>城市</th>\n",
|
||
" <th>企业名称</th>\n",
|
||
" <th>机组编号</th>\n",
|
||
" <th>机组状态</th>\n",
|
||
" <th>机组数量</th>\n",
|
||
" <th>单机容量（MW）</th>\n",
|
||
" <th>总容量（MW）</th>\n",
|
||
" <th>核心设备类型</th>\n",
|
||
" <th>汽轮机类型</th>\n",
|
||
" <th>压力参数</th>\n",
|
||
" <th>冷却方式</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>安徽省</td>\n",
|
||
" <td>安庆市</td>\n",
|
||
" <td>国能神皖安庆发电有限责任公司</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>320.0</td>\n",
|
||
" <td>320.0</td>\n",
|
||
" <td>煤粉锅炉</td>\n",
|
||
" <td>凝气式</td>\n",
|
||
" <td>亚临界</td>\n",
|
||
" <td>水冷-开式循环</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>安徽省</td>\n",
|
||
" <td>安庆市</td>\n",
|
||
" <td>国能神皖安庆发电有限责任公司</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>320.0</td>\n",
|
||
" <td>320.0</td>\n",
|
||
" <td>煤粉锅炉</td>\n",
|
||
" <td>凝气式</td>\n",
|
||
" <td>亚临界</td>\n",
|
||
" <td>水冷-开式循环</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>安徽省</td>\n",
|
||
" <td>安庆市</td>\n",
|
||
" <td>国能神皖安庆发电有限责任公司</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1000.0</td>\n",
|
||
" <td>1000.0</td>\n",
|
||
" <td>煤粉锅炉</td>\n",
|
||
" <td>凝气式</td>\n",
|
||
" <td>超超临界</td>\n",
|
||
" <td>水冷-闭式循环</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 发电类型 地区 城市 企业名称 机组编号 机组状态 机组数量 单机容量（MW） 总容量（MW） 核心设备类型 \\\n",
|
||
"0 煤电 安徽省 安庆市 国能神皖安庆发电有限责任公司 1 在役 1 320.0 320.0 煤粉锅炉 \n",
|
||
"1 煤电 安徽省 安庆市 国能神皖安庆发电有限责任公司 2 在役 1 320.0 320.0 煤粉锅炉 \n",
|
||
"2 煤电 安徽省 安庆市 国能神皖安庆发电有限责任公司 3 在役 1 1000.0 1000.0 煤粉锅炉 \n",
|
||
"\n",
|
||
" 汽轮机类型 压力参数 冷却方式 \n",
|
||
"0 凝气式 亚临界 水冷-开式循环 \n",
|
||
"1 凝气式 亚临界 水冷-开式循环 \n",
|
||
"2 凝气式 超超临界 水冷-闭式循环 "
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unit_data = pd.read_excel('./data/煤电机组情况（含企业名称）.xlsx')\n",
|
||
"unit_data.head(3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "c4d54203-5343-43df-b594-f6a13e6f47a1",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"total_data.rename(columns={'电厂名称':'企业名称'}, inplace=True)\n",
|
||
"total_data['机组编号'] = total_data['机组编号'].astype('str')\n",
|
||
"unit_data['机组编号'] = unit_data['机组编号'].astype('str')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"id": "757e26c3-cd1b-48a3-9668-78e13f40436f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def change_type(x:str):\n",
|
||
" if pd.isna(x):\n",
|
||
" return x\n",
|
||
" x = x.strip()\n",
|
||
" if '纯凝' in x:\n",
|
||
" return '纯凝式'\n",
|
||
" if '供热' in x:\n",
|
||
" return '供热式'\n",
|
||
" if '煤粉' in x:\n",
|
||
" return '煤粉锅炉'\n",
|
||
" if x.startswith('循环流化床'):\n",
|
||
" return '循环流化床锅炉'\n",
|
||
" if '三废' in x:\n",
|
||
" return '三废炉'\n",
|
||
" if '直接空冷' in x:\n",
|
||
" return '直接空冷'\n",
|
||
" if '间接空冷' in x:\n",
|
||
" return '间接空冷'\n",
|
||
" return x"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "fcc7c556-ae7b-4be1-9163-709ce1ca084c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"merge_data = total_data.merge(unit_data[['企业名称','机组编号','汽轮机类型', '压力参数', '冷却方式']], how='left', on=['企业名称', '机组编号'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "3af6ad2f-a881-4ee6-9a27-ecbe75c97b31",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"merge_data['机组类型'] = merge_data.apply(lambda x: x['机组类型'] if pd.isna(x['汽轮机类型']) else x['汽轮机类型'], axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"id": "dec103bc-c868-4557-ba83-9bbb02f8e9f8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"merge_data['参数分类'] = merge_data.apply(lambda x: x['参数分类'] if pd.isna(x['压力参数']) else x['压力参数'], axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "454273f0-51ab-4a75-9c44-9ae8b7cc2a79",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"merge_data['冷凝器型式'] = merge_data.apply(lambda x: x['冷凝器型式'] if pd.isna(x['冷却方式']) else x['冷却方式'], axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "d3c9cb26-63b4-4c72-9c5b-d90a2c5867ca",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"水冷-闭式循环 2143\n",
|
||
"水冷 1166\n",
|
||
"水冷-开式循环 1101\n",
|
||
"空冷-直接空冷 492\n",
|
||
"直接空冷 241\n",
|
||
"空冷-间接空冷 154\n",
|
||
"间接空冷 74\n",
|
||
"空冷 19\n",
|
||
"其他 2\n",
|
||
"Name: 冷凝器型式, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"merge_data['冷凝器型式'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "30b2d793-7b44-434a-96e3-c6ce15295881",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"use_data = merge_data[merge_data.columns[:-3]].copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "fbdf13c0-6174-463b-9dd0-9ed736e6d126",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"for col in ['机组类型', '参数分类', '冷凝器型式']:\n",
|
||
" use_data[col] = use_data[col].apply(change_type)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"id": "ff803c5a-5e56-462b-81fc-639877395d69",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"use_data.to_excel('train_data.xlsx', index=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"id": "28d8d579-d816-4117-8c49-a755fdffe1a1",
|
||
"metadata": {},
|
||
"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>发电类型</th>\n",
|
||
" <th>地区</th>\n",
|
||
" <th>城市</th>\n",
|
||
" <th>企业名称</th>\n",
|
||
" <th>机组编号</th>\n",
|
||
" <th>机组状态</th>\n",
|
||
" <th>机组数量</th>\n",
|
||
" <th>单机容量（MW）</th>\n",
|
||
" <th>总容量（MW）</th>\n",
|
||
" <th>核心设备类型</th>\n",
|
||
" <th>汽轮机类型</th>\n",
|
||
" <th>压力参数</th>\n",
|
||
" <th>冷却方式</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>4026</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>山西省</td>\n",
|
||
" <td>临汾市</td>\n",
|
||
" <td>国家能源集团华北电力有限公司霍州发电厂</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>600.0</td>\n",
|
||
" <td>600.0</td>\n",
|
||
" <td>煤粉锅炉</td>\n",
|
||
" <td>凝气式</td>\n",
|
||
" <td>超临界</td>\n",
|
||
" <td>空冷-直接空冷</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4027</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>山西省</td>\n",
|
||
" <td>临汾市</td>\n",
|
||
" <td>国家能源集团华北电力有限公司霍州发电厂</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>600.0</td>\n",
|
||
" <td>600.0</td>\n",
|
||
" <td>煤粉锅炉</td>\n",
|
||
" <td>凝气式</td>\n",
|
||
" <td>超临界</td>\n",
|
||
" <td>空冷-直接空冷</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4056</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>山西省</td>\n",
|
||
" <td>吕梁市</td>\n",
|
||
" <td>霍州煤电集团吕梁山煤电有限公司方山发电厂</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>循环流化床锅炉</td>\n",
|
||
" <td>抽凝式</td>\n",
|
||
" <td>高压</td>\n",
|
||
" <td>空冷-直接空冷</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4057</th>\n",
|
||
" <td>煤电</td>\n",
|
||
" <td>山西省</td>\n",
|
||
" <td>吕梁市</td>\n",
|
||
" <td>霍州煤电集团吕梁山煤电有限公司方山发电厂</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>在役</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>循环流化床锅炉</td>\n",
|
||
" <td>抽凝式</td>\n",
|
||
" <td>高压</td>\n",
|
||
" <td>空冷-直接空冷</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 发电类型 地区 城市 企业名称 机组编号 机组状态 机组数量 单机容量（MW） 总容量（MW） \\\n",
|
||
"4026 煤电 山西省 临汾市 国家能源集团华北电力有限公司霍州发电厂 1 在役 1 600.0 600.0 \n",
|
||
"4027 煤电 山西省 临汾市 国家能源集团华北电力有限公司霍州发电厂 2 在役 1 600.0 600.0 \n",
|
||
"4056 煤电 山西省 吕梁市 霍州煤电集团吕梁山煤电有限公司方山发电厂 1 在役 1 60.0 60.0 \n",
|
||
"4057 煤电 山西省 吕梁市 霍州煤电集团吕梁山煤电有限公司方山发电厂 2 在役 1 60.0 60.0 \n",
|
||
"\n",
|
||
" 核心设备类型 汽轮机类型 压力参数 冷却方式 \n",
|
||
"4026 煤粉锅炉 凝气式 超临界 空冷-直接空冷 \n",
|
||
"4027 煤粉锅炉 凝气式 超临界 空冷-直接空冷 \n",
|
||
"4056 循环流化床锅炉 抽凝式 高压 空冷-直接空冷 \n",
|
||
"4057 循环流化床锅炉 抽凝式 高压 空冷-直接空冷 "
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unit_data[unit_data['企业名称'].str.contains('霍州')]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "20c531d0-62eb-4475-ab3a-3c8477f36a55",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"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": "3.7.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|