家电能耗预测包(Appliances Energy)
真实开源数据集封装(SKU-43):UCI Appliances Energy Prediction。室内外温湿度等特征 + Appliances;CC BY 4.0,免费开源。
提供商: 平台自营
交付形态:文件包
适用场景
1 / 5场景说明
本数据包「家电能耗预测包(Appliances Energy)」适用于以下场景:
1
用电负荷 / 家电能耗回归预测(目标列:Appliances)
2
室内外温湿度等多传感器特征融合
3
能源需求预测基线与时间相关特征构造入门
4
智能家居/楼宇能耗公开数据实验
不适用于:直接替代现场标定数据或电网生产调度指令。
使用指南
2 / 5通过统一 API 拉取数据(全站接口相同,仅替换 slug)。
-
1
获取凭证
登录 → 购买 → 在 申请 API Key 签发密钥(仅显示一次)
-
2
发起请求
GET /api/v1/data/energy-appliances/rows?page=1&size=10,Header:X-API-Key -
3
解析响应
从 JSON 的
rows取数据,用total翻页 -
4
处理错误
401密钥无效 ·403未购买/无权 ·400参数错误 ·429过频 ·502上游失败
数据集说明
3 / 5SKU-43 家电能耗预测包(Appliances Energy)
- 源:Appliances Energy Prediction (UCI)
- 行业:能源
- 标签列:
Appliances - 场景:load_forecast
- 许可:CC BY 4.0(可商用分发,须署名)
字段 Schema
4 / 5{
"fields": [
{
"dtype": "str",
"is_label": false,
"kind": "numeric",
"name": "date",
"nullable": false,
"nunique": 19735
},
{
"dtype": "int64",
"is_label": true,
"kind": "numeric",
"name": "Appliances",
"nullable": false,
"nunique": 92
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "lights",
"nullable": false,
"nunique": 8
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T1",
"nullable": false,
"nunique": 722
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_1",
"nullable": false,
"nunique": 2547
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T2",
"nullable": false,
"nunique": 1650
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_2",
"nullable": false,
"nunique": 3376
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T3",
"nullable": false,
"nunique": 1426
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_3",
"nullable": false,
"nunique": 2618
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T4",
"nullable": false,
"nunique": 1390
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_4",
"nullable": false,
"nunique": 2987
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T5",
"nullable": false,
"nunique": 2263
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_5",
"nullable": false,
"nunique": 7571
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T6",
"nullable": false,
"nunique": 4446
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_6",
"nullable": false,
"nunique": 9709
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T7",
"nullable": false,
"nunique": 1955
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_7",
"nullable": false,
"nunique": 5891
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T8",
"nullable": false,
"nunique": 2228
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_8",
"nullable": false,
"nunique": 6649
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T9",
"nullable": false,
"nunique": 924
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_9",
"nullable": false,
"nunique": 3388
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "T_out",
"nullable": false,
"nunique": 1730
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Press_mm_hg",
"nullable": false,
"nunique": 2189
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "RH_out",
"nullable": false,
"nunique": 566
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Windspeed",
"nullable": false,
"nunique": 189
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Visibility",
"nullable": false,
"nunique": 413
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Tdewpoint",
"nullable": false,
"nunique": 1409
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "rv1",
"nullable": false,
"nunique": 19735
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "rv2",
"nullable": false,
"nunique": 19735
}
],
"format": "csv",
"label_column": "Appliances",
"license_hint": "CC BY 4.0",
"source_name": "Appliances Energy Prediction (UCI)",
"source_url": "https://archive.ics.uci.edu/dataset/374/appliances+energy+prediction"
}
调用示例
5 / 5路径中的 slug 换成已购商品标识即可。完整说明见 API 文档。
curl -H "X-API-Key: ds_你的密钥" \ "https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows?page=1&size=10"
import requests
r = requests.get(
"https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows",
headers={"X-API-Key": "ds_你的密钥"},
params={"page": 1, "size": 10},
timeout=30,
)
r.raise_for_status()
print(r.json())
const apiKey = "ds_你的密钥";
const url = new URL("https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows");
url.searchParams.set("page", "1");
url.searchParams.set("size", "10");
const resp = await fetch(url, {
headers: { "X-API-Key": apiKey },
});
if (!resp.ok) throw new Error(`HTTP ${resp.status}`);
const payload = await resp.json();
console.log(payload);
import java.net.URI;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpResponse;
var client = HttpClient.newHttpClient();
var request = HttpRequest.newBuilder()
.uri(URI.create("https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows?page=1&size=10"))
.header("X-API-Key", "ds_你的密钥")
.GET()
.build();
var response = client.send(request, HttpResponse.BodyHandlers.ofString());
System.out.println(response.statusCode());
System.out.println(response.body());
package main
import (
"fmt"
"io"
"net/http"
)
func main() {
req, _ := http.NewRequest("GET",
"https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows?page=1&size=10", nil)
req.Header.Set("X-API-Key", "ds_你的密钥")
resp, err := http.DefaultClient.Do(req)
if err != nil {
panic(err)
}
defer resp.Body.Close()
body, _ := io.ReadAll(resp.Body)
fmt.Println(resp.StatusCode, string(body))
}
using System.Net.Http;
var client = new HttpClient();
client.DefaultRequestHeaders.Add("X-API-Key", "ds_你的密钥");
var json = await client.GetStringAsync("https://www.dataocean.zhixxing.cn/api/v1/data/energy-appliances/rows?page=1&size=10");
Console.WriteLine(json);
1 / 5