钢板缺陷分类包（Steel Plates Faults）
真实开源数据集封装（SKU-38）：UCI Steel Plates Faults。几何/光度特征 + fault_type；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「钢板缺陷分类包（Steel Plates Faults）」适用于以下场景：
1
工业缺陷/故障模式分类（目标列：fault_type）
2
几何与光度等过程特征的质检建模
3
多类别缺陷识别与混淆矩阵分析
4
制造质检 AI 的公开表格基线对照
不适用于：直接替代产线标定与质量放行的正式检验数据。
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/manufacturing-steel-faults/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-38 钢板缺陷分类包（Steel Plates Faults）
- 源：Steel Plates Faults (UCI)
- 行业：制造
- 标签列：
fault_type - 场景：defect_classification
- 许可：CC BY 4.0（可商用分发，须署名）
字段 Schema
4 / 5{
"fields": [
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "X_Minimum",
"nullable": false,
"nunique": 962
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "X_Maximum",
"nullable": false,
"nunique": 994
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Y_Minimum",
"nullable": false,
"nunique": 1939
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Y_Maximum",
"nullable": false,
"nunique": 1940
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Pixels_Areas",
"nullable": false,
"nunique": 920
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "X_Perimeter",
"nullable": false,
"nunique": 399
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Y_Perimeter",
"nullable": false,
"nunique": 317
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Sum_of_Luminosity",
"nullable": false,
"nunique": 1909
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Minimum_of_Luminosity",
"nullable": false,
"nunique": 161
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Maximum_of_Luminosity",
"nullable": false,
"nunique": 100
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Length_of_Conveyer",
"nullable": false,
"nunique": 84
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "TypeOfSteel_A300",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "TypeOfSteel_A400",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Steel_Plate_Thickness",
"nullable": false,
"nunique": 24
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Edges_Index",
"nullable": false,
"nunique": 1387
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Empty_Index",
"nullable": false,
"nunique": 1338
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Square_Index",
"nullable": false,
"nunique": 770
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Outside_X_Index",
"nullable": false,
"nunique": 454
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Edges_X_Index",
"nullable": false,
"nunique": 818
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Edges_Y_Index",
"nullable": false,
"nunique": 648
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Outside_Global_Index",
"nullable": false,
"nunique": 3
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "LogOfAreas",
"nullable": false,
"nunique": 914
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Log_X_Index",
"nullable": false,
"nunique": 183
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Log_Y_Index",
"nullable": false,
"nunique": 217
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Orientation_Index",
"nullable": false,
"nunique": 918
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "Luminosity_Index",
"nullable": false,
"nunique": 1522
},
{
"dtype": "float64",
"is_label": false,
"kind": "numeric",
"name": "SigmoidOfAreas",
"nullable": false,
"nunique": 388
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Pastry",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Z_Scratch",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "K_Scatch",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Stains",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Dirtiness",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Bumps",
"nullable": false,
"nunique": 2
},
{
"dtype": "int64",
"is_label": false,
"kind": "numeric",
"name": "Other_Faults",
"nullable": false,
"nunique": 2
},
{
"dtype": "str",
"is_label": true,
"kind": "numeric",
"name": "fault_type",
"nullable": false,
"nunique": 7
}
],
"format": "csv",
"label_column": "fault_type",
"license_hint": "CC BY 4.0",
"source_name": "Steel Plates Faults (UCI)",
"source_url": "https://archive.ics.uci.edu/dataset/198/steel+plates+faults"
}
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/manufacturing-steel-faults/rows?page=1&size=10"
import requests
r = requests.get(
"https://www.dataocean.zhixxing.cn/api/v1/data/manufacturing-steel-faults/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/manufacturing-steel-faults/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/manufacturing-steel-faults/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/manufacturing-steel-faults/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/manufacturing-steel-faults/rows?page=1&size=10");
Console.WriteLine(json);
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