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SHUISHAN DATASETS

LICENSE

Open-sourced Dataset(s) from the Shuishan(Sequoia) eLearning platform

一个基于水杉在线学习平台的开源数据集库

Intro.

This repo. is aimed to publicise our datasets collected from the Shuishan(Sequoia) eLearning platform, you can download and use it for your study. All of them are desensitized and easily used, which covers course resources, student behaviour and other data.

这个仓库用于公开我们从水杉在线学习平台收集的数据集,您可以下载并使用它们进行您的研究。所有数据集均对特殊字段进行了脱敏(所以如果您想进行特定人群的研究,这份数据集可能并不适合您),涵盖课程资源、学生行为以及其它数据。

Dataests

Here is a list of datasets we have collected. (But there is only one dataset now~) 以下是我们目前公开的数据集(暂时只有SHUISHAN-CLAD)

  • SHUISHAN-CLAD: Course Learning Action Dataset
  • ...

Download the Data

We provide several options to download our dataset:

我们提供了以下多种下载方式:

Option 1. Download via the wget command.

wget https://shuishan-dataset.oss-accelerate.aliyuncs.com/SHUISHAN-CLAD.zip --no-check-certificate
unzip SHUISHAN-CLAD.zip

Option 2. Download manually through the following links:

We highly recommend you download the data via the wget command or the Aliyun OSS link, because it is usually the most up-to-date version.

我们强烈推荐您使用wget命令或者阿里云OSS链接进行下载,因为它通常是最新的(云盘下载链接可能很久不会更新)。

Data Descriptions

1. SHUISHAN-CLAD: Course Learning Action Dataset

This dataset contains 440,000+ records of course learning actions, including student learning activities, such as watching videos, reading articles, and completing exercises. The dataset is collected from 80 courses, and the data is collected from 11581 students.

这个数据集包含了超过44万条课程学习行为记录,包括学生学习活动,例如观看视频、阅读文章和完成练习。数据集是从80门课程中收集,涵盖11581名不同学生的行为数据。

The json files are in the following format:

我们的数据以json格式存储,具体字段及含义见下文:

{
    "course_id": "10000001", 
    "course_type": 1,     /* Nature of the course, 1: Compulsory professional course / 2: Compulsory public course */
    "creator_id": "13720181912", 
    "creator_name": "张三", 
    "authority": 1,       /* Access Rights, 1: Public / 2: Classes Students / 3: Fees */
    "liked": 20,
    "viewed": 4000, 
    "create_time": "2020/03/23 13:23:51", 
    "update_time": "2023/03/23 12:45:12", 
    "resources": [
        {
            "resource_id": "1367457685162717186",
            "resource_type": "作业",  /* 作业, 视频, 课件, 实训, 测验... */
            "teaching_week": 1,
            "period": 0,
            "owner_id": "1297355160548302850",
            "download_times": 0,
            "view_times": 0,
            "create_time": "2021-03-04T20:51:32",
            "update_time": "2021-09-22T22:22:47"
        },
        {"...": "..."}
    ], 
    "teachclasses": [
        {
            "teachclass_id": "10000001", 
            "teacher_name": "李四", 
            "term": "2022-20231", 
            "start_date": "2020/02/24 00:00:00",    /* term start time */ 
            "finish_date": "2020/06/30 00:00:00",   /* term start time */ 
            "teacher_id": "13720181912", 
            "assistant_id": "1569260691612483585,1372731764832759810,1303989005536223234,1597863528202371073,1367464835498930178", 
            "students": [
                {
                    "student_id": "21723851905", 
                    "student_username": "512629102759", 
                    "student_truename": "王五", 
                    "gender": "0"   /* 1: male / 2: female */, 
                    "phone": "13312345678", 
                    "mail": "[email protected]", 
                    "major": "23级英语", 
                    "company_id": "000000", 
                    "course_final_score": 100,  /* gt */
                    "first_class_score": 100, 
                    "login_times": 33,
                    "last_login_time": "2022-03-16 09:42:30", 
                    "video_records": [
                        {
                            "id": "10000001", 
                            "resource_id": "10000001",
                            "start_time": "2021-07-27 08:20:38",    /* Start watching video time */
                            "end_time": "2021-07-27 09:20:40",      /* End watching video time */
                            "view_time": "3602",                    /* Viewing time (seconds) */
                            "play_speed": "1.0" 
                        }, 
                        {"...": "..."}
                    ], 
                    "exam_records": [
                        {
                            "id": "10000001", 
                            "resource_id": "10000001",
                            "type": 1,  /* 1: General Exam / 2: Shuishan-Huhang Exam / 0 or null: Quiz / 9: Class Assessment Streaming */
                            "score": 80, 
                            "total_score": 100, 
                            "start_time": "2021-07-27 08:20:38",    /* Start exam time */
                            "complete_time": "2021-07-27 09:20:40", /* Complete exam time */
                            "duration": "87974",                    /* Time spent (seconds) */
                            "left_time": "17296 or null"            /* Time remaining (seconds) */
                        }, 
                        {"...": "..."}
                    ], 
                    "homework_records": [
                        {
                            "homework_id": "10000001", 
                            "homework_file_id": "10000001", 
                            "resource_id": "10000001", 
                            "file_size": "1024", 
                            "file_type": ".zip", 
                            "score": 100, 
                            "title": "程序设计第一次作业.zip", 
                            "url": "https://shuishanecnu.oss-accelerate.aliyuncs.com/***",  
                            "line_nums": "5", 
                            "max_similarity": "0.95",   /* Maximum code similarity */
                            "teacher_comment": "一条教师评论意见", 
                            "submit_time": "2021-07-27 09:20:40"
                        }, 
                        {"...": "..."}
                    ], 
                    "attendance_records": [
                        {
                            "check_item_id": "1580710512551583745",
                            "name": "2022.10.14考勤",
                            "type": "1",
                            "score": 1,
                            "start_time": "2022-10-14T08:01:50",
                            "due_time": "2022-10-14T08:11:50",
                            "attend_time": "2022-10-14T08:02:41",
                            "attend_status": "出勤"    /* 出勤, 缺勤, 请假, 未知 */
                        }, 
                        {"...": "..."}
                    ]
                }, 
                {"...": "..."}
            ]
        }, 
        {"...": "..."}
    ]
}

The detail statistics in SHUISHAN-CLAD.

course_id teachclass
count
video
records
exam
records
homework
records
student
records
attendance
records
1578364033370279937 3 330 248 808 2293 1170
1748564129087459330 1 0 0 0 10 0
1440497566092009474 1 0 0 0 5 0
1432280901640196098 42 16006 3002 2179 24866 7426
1434752872612864001 3 0 0 217 41 0
1495593035371565057 6 0 0 1946 715 216
1663761129709588481 1 9 7 0 32 0
1567519569358557185 1 0 45 0 0 115
1439397652077535234 2 391 141 1 339 0
1495616262370152449 3 0 21 1320 1658 650
1363687504452022273 17 2083 549 0 12741 2759
1630037388622487554 1 0 0 5 0 0
1761732976770576386 3 260 0 0 993 1673
1646699780944232450 1 427 31 8 210 0
1507244127782178817 1 0 0 0 0 0
1364202602933284866 24 7472 16 0 11862 0
1432867302497370114 19 18298 1691 6137 25098 8228
1565728402490331138 2 1946 0 891 1881 0
1761940187811704833 2 231 135 497 2428 1533
1440493723562717186 1 100 0 0 512 0
1735231539287310338 1 0 84 95 436 245
1568116453675110401 14 0 107 0 128 2619
1723874651148795905 1 55 0 0 35 0
1373810612282355714 1 933 195 0 440 0
1706156080152526850 2 0 669 993 3256 1796
1493759197977325569 25 4092 2564 5729 11447 6033
1578976605712584706 2 57 187 158 488 248
1630199040938319873 2 345 0 0 971 0
1585822157508653058 1 0 0 119 2 0
1701813592898596866 1 0 0 0 0 0
1504666069428649985 7 0 0 0 1 56
1603586586984308737 2 46 0 2549 4946 0
1304072961111646210 6 6316 126 0 2519 0
1763025375593783298 1 0 0 0 0 0
1603666380533972994 1 0 0 0 6 0
1793118325260783618 1 0 1 0 1 0
1440496025543553025 3 22204 0 0 21735 0
1569130547979730945 3 174 0 0 832 0
1432511598644629505 8 52707 2180 1914 55621 37
1441386725335207937 1 123 0 0 35 0
1632719566492352513 1 0 0 48 1 45
1496860477757181954 2 174 0 23 51 0
1573586148282273793 2 112 0 216 461 0
1701101273419804674 1 0 0 151 535 0
1601242306607902722 3 0 0 0 0 1
1432245066232434690 1 28 0 0 10 0
1628931929197314049 2 0 0 0 674 0
1748563588466839554 1 0 0 0 10 0
1542014615012753410 1 0 0 0 6 0
1567537214814949378 1 0 0 12 0 171
1702598872236748802 2 0 0 0 0 0
1512362402298114050 3 6479 0 0 2795 0
1704852334755790850 2 0 0 2091 1340 1338
1630397559672594433 2 34 0 0 485 0
1594496772118843393 4 0 0 90 136 269
1410836576014098433 3 1 0 0 10 0
1331957949140066306 2 0 0 0 14 0
1761915542131990530 1 0 0 2 346 0
1363741354588401666 17 2495 250 0 2808 1704
1764641076137975810 2 0 0 5613 1453 1320
1507922820953452546 1 0 158 0 1 0
1704780130139205634 1 0 0 0 43 0
1702499299719835650 1 0 0 0 0 0
1495987488651296769 1 21 55 0 20 924
1433339804224667649 2 629 61 87 552 0
1761914978220400642 1 0 0 251 840 0
1526367730301186049 1 0 0 0 2 0
1569939801728987137 7 0 0 0 0 118
1367024306155974658 3 0 50 53 330 0
1549936199112511489 1 322 0 0 459 0
1495987276187086850 1 4 6 0 4 20
1433254253137207298 3 0 0 0 6 0
1303520016888520706 6 525 39 865 3840 129
1503287757225766914 1 0 14 27 1 140
1750318521577603074 1 0 0 0 556 0
1302802345800785921 1 0 0 0 0 0
1761733753753067522 2 382 728 178 2499 1018
1298575975717560321 3 0 45 1 116 214
1663761255558115329 1 20 5 0 51 0
1363741691663642626 1 0 0 0 38 461
Total Count: 80 309 145831 13410 35274 209076 42676

Contact Us

If you are interested in using our dataset, please contact us via email([email protected]) to obtain the necessary authorization. Additionally, we would appreciate it if you could acknowledge the contribution of this dataset in the acknowledgment section of your paper.

如果您需要使用我们的数据集进行研究,请通过电子邮件([email protected])联系我们以获取必要的授权。此外,如果您在论文的致谢部分提到我们的贡献,我们将不胜感激。

If you have any questions or suggestions, please also contact us via email or GitHub issue.

如果您有任何疑问或建议,也请通过邮件或者GitHub issue的方式联系我们。

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