Publish extracted PTADisc data files

scripts/index_mapping_for_CD.py

@@ -0,0 +1,270 @@
+import os
+import pandas as pd
+import shutil
+from random import shuffle
+import argparse
+import json
+
+DATA_DIR = "./data"
+DATASET_PRE_DIR = "./predata"
+DATASET_DIR = "./final"
+CHUNKSIZE = 10000
+
+def generate_pre_dataset_src(course):
+    """
+    Generate an ASSIST-like data set that can be used by the PRE model, remove the test questions with a score of 0, and do not divide and label the data set
+    """
+    print(f"generate sourse dataset of course {course}")
+    # create folders for course-related information
+    course_dir = DATASET_PRE_DIR + f"{course}"
+    if not os.path.exists(course_dir):
+        os.mkdir(course_dir)
+        print(f"make dir {course_dir}")
+    submission_csv = DATA_DIR+f"{course}/response_log.csv"
+    # output files
+    dataset_csv = course_dir + "/dataset.csv"
+    q_csv = course_dir + "/q.csv"
+
+    # read knowledge concept information related files
+    problem_knowledge_json = DATA_DIR+f"problem_knowledge.json"
+    psp_full_score_json = DATA_DIR+f"psp_full_score.json"
+    psp_problem_json = DATA_DIR+f"psp_problem.json"
+
+    # read json dict
+    with open(problem_knowledge_json,'r') as f:
+        knowledge_dict = json.load(f)
+    with open(psp_full_score_json,'r') as f:
+        full_score_dict = json.load(f)
+    with open(psp_problem_json,'r') as f:
+        problem_dict = json.load(f)
+    
+    q_matrix = {}
+    # generate response logs
+    df_chunk = pd.read_csv(submission_csv, dtype=object, chunksize=CHUNKSIZE)
+    total = 0
+    drop = 0
+    for chunk in df_chunk:
+        content = []
+        for index, row in chunk.iterrows():
+            total += 1
+            user_id = row["user_id"]
+            psp_id = row["problem_set_problem_id"]
+            p_id = problem_dict[psp_id]
+            submission_id = row["submission_id"]
+
+            # calculating scoring rate
+            final_score = 0
+            status = row["status"]
+            score = float(row["score"])
+            full_score = float(full_score_dict[psp_id])
+            if status == "ACCEPTED":
+                final_score = 1
+            elif status == "WRONG_ANSWER":
+                final_score = 0
+            else:
+                if full_score == 0:
+                    if float(score) == 0:
+                        pass
+                    else:
+                        drop+=1
+                        print(f"problem_set_problem_id/submission_id: {psp_id}/{submission_id}")
+                        continue
+                else:
+                    final_score = float(score)/float(full_score)
+
+            # Q-matrix
+            if p_id not in q_matrix.keys():
+                knowledge_id = knowledge_dict[p_id]
+                q_matrix[p_id] = knowledge_id
+
+            row = [user_id, p_id, final_score]
+            content.append(row)
+        
+        # write problem info
+        df = pd.DataFrame(content,
+                    columns=["user_id", "problem_id", "score"])
+        flag = True
+        if os.path.exists(dataset_csv):
+            flag = False
+        df.to_csv(dataset_csv, mode='a', index=False, header=flag)
+        print(f"till this chunk drop/total: {drop}/{total}")
+
+    # generate Q-matrix
+    content = []
+    for i in q_matrix.keys():
+        row = [i, q_matrix[i]]
+        content.append(row)
+    df = pd.DataFrame(content, columns=["item_id", "knowledge_code"])
+    df.to_csv(q_csv, index=False)
+
+    print(f"generate dataset in {dataset_csv}, q_matrix in {q_csv} with {len(content)} items")
+
+
+def generate_final_dataset_with_index(course):
+    """
+    Convert the data set of non-indexed values into indexed ones, and output them into the final data set
+    """
+    print(f"generate final dataset with index of course {course}")
+    # file paths
+    dir_path = DATASET_DIR + f'{course}'
+    if not os.path.exists(dir_path):
+        os.makedirs(dir_path)
+    # output files
+    dst_dataset_path = dir_path + "/dataset.csv"
+    dst_info_path = dir_path + "/info.json"
+    # data source file
+    dataset_file = DATASET_PRE_DIR + f"{course}/dataset.csv"
+    info_dir = DATASET_PRE_DIR + f"{course}/info/"
+    info_path = info_dir+"info.json"
+    problem_list_file = info_dir+"problem_list.txt"
+    student_list_file = info_dir+"student_list.txt"
+
+    # read files
+    with open(student_list_file, "r") as f:
+        data = f.read()
+    student_list = data.strip("\n").split(", ")
+    with open(problem_list_file, "r") as f:
+        data = f.read()
+    problem_list = data.strip("\n").split(", ")
+
+    dataset_data = pd.read_csv(dataset_file, dtype=object)
+
+    # index mapping
+    # replace item_id in dataset
+    for i, e in enumerate(problem_list):
+        dataset_data["problem_id"].replace(e, problem_list.index(e), inplace=True)
+        if i % 100 == 0:
+            print(f"replace item_id {i}/{len(problem_list)}")
+    print(f"replace item_id({len(problem_list)}) in dataset")
+    # replace user_id in dataset
+    for i, e in enumerate(student_list):
+        dataset_data["user_id"].replace(e, student_list.index(e), inplace=True)
+        if i % 100 == 0:
+            print(f"replace user_id {i}/{len(student_list)}")
+    print(f"replace user_id({len(student_list)}) in dataset")
+
+    dataset_data = dataset_data.rename(columns={"problem_id":"item_id"})
+    dataset_data.to_csv(dst_dataset_path, index=False)
+    shutil.copyfile(info_path, dst_info_path)
+    print(f"save files in {dir_path}")
+
+
+def generate_final_item_with_index(course):    
+    """
+    Convert the q matrix of non-indexed values into indexed ones, and output them to the final data set
+    """
+    print(f"generate final q-matrix with index of course {course}")
+    # file paths
+    dir_path = DATASET_DIR + f'{course}'
+    if not os.path.exists(dir_path):
+        os.makedirs(dir_path)
+    # output files
+    dst_item_path = dir_path + "/item.csv"
+
+    # info files
+    info_dir = DATASET_PRE_DIR + f"{course}/info/"
+    concept_list_file = info_dir+"concept_list.txt"
+    problem_list_file = info_dir+"problem_list.txt"
+    item_csv = DATASET_PRE_DIR + f"{course}/q.csv"
+
+    # read files
+    with open(concept_list_file, "r") as f:
+        data = f.read()
+    concept_list = data.strip("\n").split(", ")
+    with open(problem_list_file, "r") as f:
+        data = f.read()
+    problem_list = data.strip("\n").split(", ")
+
+    item_data = pd.read_csv(item_csv, dtype=object)
+
+    # index mapping
+    # replace knowledge_id in dataset
+    for i in range(len(item_data)):
+        knowledges = item_data.iloc[i]["knowledge_code"].strip("[").strip("]").split(", ")
+        res = []
+        for j in knowledges:
+            j = j.strip("\'")
+            res.append(concept_list.index(j))
+        item_data.iloc[i]["knowledge_code"] = res
+
+    # replace knowledge_id in q-matrix
+    for i, e in enumerate(problem_list):
+        item_data["item_id"].replace(e, problem_list.index(e), inplace=True)
+        if i % 100 == 0:
+            print(f"replace item_id {i}/{len(problem_list)}")
+    print(f"replace item_id({len(problem_list)}) in q-matrix")
+
+    item_data.to_csv(dst_item_path, index=False)
+    print(f"save files in {dir_path}")
+
+
+def split_dataset_src(course):
+    """
+    Split the dataset by train/valid/test set 7:1:2
+    """
+    print(f"split dataset of course {course}")
+    # data source
+    dataset_file = DATASET_DIR + f"{course}/dataset.csv"
+    # output files
+    train_file = DATASET_DIR + f"{course}/train.csv"
+    test_file = DATASET_DIR + f"{course}/test.csv"
+    valid_file = DATASET_DIR + f"{course}/valid.csv"
+
+    # create new csv
+    for i in [train_file, test_file, valid_file]:
+        if not os.path.exists(i):
+            content = []
+            df = pd.DataFrame(content, columns=['user_id', 'item_id','score'])
+            df.to_csv(i, index=False)
+
+    dataset_df = pd.read_csv(dataset_file)
+    user_group = dataset_df.groupby(["user_id"])
+    indices = user_group.indices
+    train_cnt = 0
+    test_cnt = 0
+    valid_cnt = 0
+    cnt = 0
+    total = len(user_group.groups)
+    for group in user_group.groups:
+        cnt += 1
+        index_list = indices[group]
+        length = len(index_list) 
+        shuffle(index_list)
+
+        # split data
+        if cnt%2==0:
+            train = index_list[:int(7*length/10)+1]
+            test = index_list[int(4*length/5)+1:]
+            valid = index_list[int(7*length/10)+1:int(4*length/5)+1]
+        else:
+            train = index_list[:int(7*length/10)]
+            test = index_list[int(4*length/5):]
+            valid = index_list[int(7*length/10):int(4*length/5)]
+        train_cnt += len(train)
+        test_cnt += len(test)
+        valid_cnt += len(valid)
+
+        # write according files
+        train_df = dataset_df.iloc[train]
+        train_df.to_csv(train_file, mode='a', header=False, index=False)
+        test_df = dataset_df.iloc[test]
+        test_df.to_csv(test_file, mode='a', header=False, index=False)
+        valid_df = dataset_df.iloc[valid]
+        valid_df.to_csv(valid_file, mode='a', header=False, index=False)
+        print(f"for user {group} train/valid/test count: {len(train)}/{len(valid)}/{len(test)}")
+
+        if cnt % 100 ==0:
+            print(f"student cnt/total: {cnt}/{total}")
+    
+    print(f"for {course} train/valid/test count: {train_cnt}/{valid_cnt}/{test_cnt}")
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--course', '-c', type=str, default="Java_programming")
+    args = parser.parse_args()
+
+    course = args.course
+    generate_pre_dataset_src(course)
+    generate_final_dataset_with_index(course)
+    generate_final_item_with_index(course)
+    split_dataset_src(course)

structured data/course_info/Assembly_language_programming/problem_set.csv

@@ -0,0 +1,176 @@
+problem_set_id,start_at,end_at
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+1249525748277854208,2020-04-13 10:31:00,2020-05-31 23:31:00
+1250004807789199360,2020-06-01 00:00:00,2020-06-22 00:00:00
+1263343199411585024,2020-05-22 08:30:00,2020-05-22 10:55:00
+1275684107781132288,2020-06-24 14:55:00,2020-06-30 12:55:00
+1276884652848050176,2020-06-27 22:24:00,2020-06-27 23:30:00
+1276889112768925696,2020-06-27 22:43:00,2020-06-27 23:30:00
+1277050950655660032,2020-06-28 09:27:00,2020-06-28 11:00:00
+1277078029963096064,2020-06-30 14:00:00,2020-06-30 15:40:00
+1280341072441298944,2020-07-07 14:30:00,2020-07-07 16:40:00
+1305423778978066432,2020-09-14 19:00:00,2020-09-14 20:40:00
+1318731828233621504,2020-10-22 14:00:00,2020-10-22 15:40:00
+1327948371598143488,2020-11-15 20:14:00,2020-11-30 22:14:00
+1328167755516104704,2020-11-19 14:00:00,2020-11-19 15:40:00
+1336210283963904000,2020-12-10 14:00:00,2020-12-10 15:40:00
+1336483210211180544,2020-12-09 09:29:00,2020-12-09 17:29:00
+1341579680662962176,2020-12-24 06:00:00,2021-01-06 23:59:00
+1342007769054330880,2020-12-25 06:00:00,2021-01-06 23:59:00
+1347139111345278976,2021-01-07 19:12:00,2021-01-07 19:30:00
+1347143009376227328,2021-01-07 19:34:00,2021-01-07 21:30:00
+1347254687174230016,2021-01-08 18:00:00,2021-01-20 02:47:00
+1347777721980321792,2021-01-09 15:03:00,2021-01-09 17:28:00
+1347783094795661312,2021-01-09 14:45:00,2021-01-09 16:40:00
+1368118045758984192,2021-03-07 00:00:00,2021-07-04 00:00:00
+1368120373027278848,2021-03-09 00:00:00,2021-07-04 00:00:00
+1371721106918739968,2021-03-16 19:00:00,2021-03-16 20:40:00
+1379059580551331840,2021-04-05 21:12:00,2021-07-04 00:00:00
+1379060178197708800,2021-04-12 00:00:00,2021-07-04 00:00:00
+1379611325853704192,2021-04-08 14:00:00,2021-04-08 15:40:00
+1381108008650780672,2021-05-11 08:00:00,2021-05-11 10:00:00
+1382511657320333312,2021-04-15 14:35:00,2021-04-15 16:20:00
+1386616178803179520,2021-04-28 19:30:00,2021-04-28 21:30:00
+1395641674573254656,2021-05-21 15:23:00,2021-05-27 13:30:00
+1396739732984078336,2021-05-27 14:00:00,2021-05-27 15:40:00
+1398918887750782976,2021-06-07 00:00:00,2021-06-28 00:00:00
+1406481913770123264,2021-06-20 13:19:00,2021-06-20 16:19:00
+1406628845599244288,2021-07-04 14:30:00,2021-07-04 17:50:00
+1408290325794492416,2021-06-25 13:05:00,2021-06-25 15:05:00
+1409886434425323520,2021-06-23 22:47:00,2021-06-24 00:47:00
+1409887104469581824,2021-07-04 14:30:00,2021-07-04 17:50:00
+1409890045516427264,2021-07-04 14:30:00,2021-07-04 17:50:00
+1421472382753443840,2016-01-01 08:00:00,2038-01-18 08:00:00
+1432263501927088128,2021-09-02 08:50:00,2021-09-02 12:10:00
+1437591196493336576,2021-09-14 19:00:00,2021-09-14 21:40:00
+1450650981188386816,2021-10-20 10:30:00,2021-10-21 12:50:00
+1450722582516875264,2021-10-21 14:00:00,2021-10-21 15:40:00
+1462613175288266752,2021-11-25 14:00:00,2021-11-25 15:40:00
+1462624438558982144,2021-12-01 19:00:00,2021-12-01 20:40:00
+1473101910953832448,2021-12-21 09:19:00,2021-12-21 17:50:00
+1474805722737868800,2021-12-26 08:00:00,2021-12-30 23:00:00
+1479336624974868480,2022-01-07 14:30:00,2022-01-07 16:10:00
+1480382498777186304,2022-01-10 14:42:00,2022-01-10 16:40:00
+1498472942661181440,2022-03-01 09:38:00,2022-07-01 23:38:00
+1498933942445805568,2022-03-05 14:00:00,2022-03-05 15:40:00
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+1500809572830330880,2022-03-07 20:23:00,2022-04-05 22:23:00
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+1508261612421853184,2022-03-29 08:30:00,2022-03-29 11:00:00
+1509816664970588160,2022-04-07 19:30:00,2022-04-07 21:30:00
+1514411760067764224,2022-04-14 09:12:00,2022-04-21 13:12:00
+1516358014998048768,2022-04-20 10:20:00,2022-04-20 13:00:00
+1517551339420950528,2022-04-23 01:09:00,2022-04-30 03:09:00
+1520925000595492864,2022-05-02 14:00:00,2022-05-02 15:40:00
+1524174970580795392,2022-05-11 07:49:00,2022-05-18 09:49:00
+1525633937043525632,2022-05-15 08:26:00,2022-05-19 14:26:00
+1526110900652924928,2022-05-19 14:00:00,2022-05-19 15:40:00
+1529629559015063552,,
+1529694004613447680,2022-06-10 18:00:00,2022-06-10 21:00:00
+1530072220788314112,2022-05-27 14:22:00,2022-06-30 16:22:00
+1530882316728500224,2022-06-05 15:17:00,2022-06-19 17:17:00
+1537226869685600256,2022-06-16 08:12:00,2022-07-03 23:12:00
+1539235451205574656,,
+1539241809774632960,2022-06-21 21:39:00,2022-06-26 19:53:00
+1539985270723297280,2022-06-27 15:00:00,2022-06-27 17:00:00
+1552566119183777792,2022-07-28 16:06:00,2022-07-31 18:06:00
+1557389817372532736,2022-08-10 23:33:00,2023-07-08 01:33:00
+1561954641549078528,,
+1565172209138343936,2022-09-01 10:57:00,2022-09-04 12:57:00
+1565321061241782272,2022-09-01 20:55:00,2022-09-01 22:49:00
+1565322902767738880,2022-09-02 08:00:00,2022-09-04 23:59:00
+1577933851971940352,2022-10-06 15:52:00,2022-10-20 10:00:00
+1579378662289698816,2022-10-10 15:48:00,2022-11-24 14:00:00
+1581561001174364160,2022-10-19 08:00:00,2022-10-19 09:15:00
+1035363783457898496,2018-08-31 09:33:00,2018-09-01 09:33:00
+1131137225312464896,2019-05-22 18:00:00,2019-06-16 23:59:00
+1165793217917616128,2019-08-26 08:58:00,2020-01-10 10:58:00
+1165802559681200128,2019-08-26 09:44:00,2019-08-26 11:44:00
+1167640813258952704,2019-08-31 11:28:00,2019-09-05 17:00:00
+1167974197550141440,2019-09-01 09:34:00,2019-09-01 11:34:00
+1168114943523573760,2019-09-01 16:38:00,2019-09-05 11:38:00
+1168798154637488128,2019-09-03 16:10:00,2019-09-03 16:20:00
+1168990559466729472,2019-09-05 19:10:00,2019-09-05 20:30:00
+1169500259669028864,2019-09-05 14:39:00,2019-09-05 16:39:00
+1169501876669689856,2019-09-05 14:45:00,2019-09-05 16:45:00
+1183548564850888704,2019-10-21 18:20:00,2019-10-21 18:30:00
+1188130430798295040,2019-10-27 00:27:00,2019-10-31 18:00:00
+1188132050105823232,2019-10-27 00:34:00,2019-10-31 18:00:00
+1189706002058100736,2019-10-31 19:00:00,2019-10-31 20:10:00
+1192676055368232960,2019-11-08 14:00:00,2019-11-08 15:00:00
+1194071536036122624,2019-11-12 09:55:00,2019-11-20 12:55:00
+1196260550105272320,2019-11-18 10:53:00,2019-11-21 17:00:00
+1196946654399721472,2019-11-21 19:00:00,2019-11-21 20:10:00
+1197407140685713408,2019-11-21 14:50:00,2019-11-26 20:00:00
+1198776622851190784,2019-11-25 09:32:00,2019-11-26 13:20:00
+1199128119422128128,2019-11-26 08:46:00,2019-11-28 15:00:00
+1199516146619289600,2019-11-28 16:00:00,2019-11-28 17:40:00
+1199615927710552064,2019-11-27 17:00:00,2019-11-29 19:00:00
+1199629901554421760,2019-11-27 18:03:00,2019-11-27 18:07:00
+1200601423249051648,2019-12-02 19:00:00,2019-12-02 20:40:00
+1209776623116034048,2019-12-26 18:00:00,2019-12-30 23:59:00
+1210880778731724800,2019-12-28 19:09:00,2020-01-02 19:09:00
+1250003714409644032,2020-05-18 00:00:00,2020-06-08 02:00:00
+1254315886657589248,2020-04-26 08:23:00,2020-06-12 23:23:00
+1265917737362079744,2020-05-29 19:30:00,2020-05-29 21:00:00
+1266749577543106560,2020-05-30 23:12:00,2020-06-28 07:12:00
+1266892481272037376,2020-05-31 08:39:00,2020-06-12 12:00:00
+1266932943152308224,2020-05-31 11:21:00,2020-05-31 13:21:00
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+1276748278341824512,2020-06-28 08:30:00,2020-06-28 11:50:00
+1277570424974602240,2020-06-29 20:00:00,2020-06-30 11:50:00
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+1398917837300080640,2021-05-31 00:00:00,2021-07-04 00:00:00
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+1421677152910012416,2016-01-01 08:00:00,2038-01-18 08:00:00
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+1515887143008509952,2022-04-21 14:00:00,2022-04-21 15:55:00
+1516595230726664192,2022-05-02 08:58:00,2022-06-17 10:58:00
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+1517409125504032768,2022-04-22 15:44:00,2022-05-02 13:00:00
+1519243296252112896,2022-04-27 17:11:00,2022-06-20 10:00:00
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+1525449668367114240,2022-05-14 20:15:00,2022-05-30 19:16:00
+1529613509535956992,2022-05-29 08:00:00,2022-05-29 22:00:00
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+1569524144712912896,2022-09-13 11:10:00,2022-09-15 12:10:00
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+1572131503389995008,2022-09-22 08:00:00,2022-09-22 16:10:00
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+1584729935453237248,2022-10-25 10:12:00,2022-11-10 14:12:00
+1584730175493251072,2022-10-25 10:14:00,2022-11-10 14:14:00
+1589965432898048000,2022-11-10 16:20:00,2022-11-10 18:00:00
+1112214755280052224,2019-03-31 12:46:00,2019-04-28 12:35:00
+1199210060322344960,2019-11-26 15:15:00,2019-11-26 15:19:00
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+1255066868039802880,2020-04-28 17:30:00,2021-04-09 19:30:00
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structured data/course_info/Computer_and_problem_solving/problem_set.csv

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+1223822774967095296,2016-01-01 08:00:00,2038-01-18 08:00:00
+1232658272968945664,2020-02-26 21:26:00,2021-02-12 23:26:00
+1232662577981599744,2020-02-26 21:43:00,2021-02-18 23:43:00
+1234354219184730112,2016-01-01 08:00:00,2038-01-18 08:00:00
+1245653586269614080,2020-04-02 18:04:00,2020-04-09 20:04:00
+1273571678699569152,2020-06-18 18:59:00,2020-06-18 20:59:00
+1273574869965135872,2020-06-18 19:14:00,2020-06-18 21:14:00
+1303704559651483648,2020-09-09 22:38:00,2021-02-07 00:38:00
+1307576654001274880,2020-09-21 10:05:00,2020-10-05 23:59:00
+1312391751395827712,2020-10-12 00:56:00,2020-11-08 23:59:00
+1315576705579802624,2020-10-12 16:54:00,2021-02-28 18:54:00
+1315838238285160448,2020-11-12 10:13:00,2020-12-31 12:13:00
+1315920169714638848,2020-10-13 15:38:00,2020-10-13 17:38:00
+1317765993159577600,2020-10-18 17:54:00,2021-10-01 19:54:00
+1322724064285114368,2020-11-01 10:15:00,2020-12-13 22:00:00
+1323998530919161856,2020-11-04 22:39:00,2021-01-25 23:59:00
+1327152492708524032,2020-11-13 15:31:00,2020-11-30 17:31:00
+1327153377949929472,2020-11-13 15:36:00,2020-11-30 17:36:00
+1332833473110257664,2020-11-30 07:46:00,2020-12-14 23:59:00
+1334171010416291840,2020-12-02 08:00:00,2020-12-16 23:00:00
+1334295525947387904,2020-12-07 07:50:00,2020-12-30 17:00:00
+1334485357569536000,2020-12-04 00:00:00,2021-01-24 15:00:00
+1334487019017236480,2020-12-04 00:00:00,2021-01-28 18:00:00
+1335949490366529536,2020-12-07 22:08:00,2020-12-31 00:08:00
+1336505265329303552,2020-12-09 10:57:00,2021-12-01 12:57:00
+1337920503312314368,2020-12-13 08:41:00,2021-12-01 10:41:00
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+1338628624531877888,2020-12-15 07:33:00,2021-12-14 09:33:00
+1339769413676855296,2020-12-21 11:07:00,2021-01-04 23:59:00
+1343754708145143808,2020-12-29 11:03:00,2021-12-25 13:03:00
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+1347470324032106496,2021-01-08 17:08:00,2021-12-31 19:08:00
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+1367367600547565568,2021-03-04 14:53:00,2021-05-28 05:58:00
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+1384344931099078656,2021-04-20 11:14:00,2022-04-18 13:14:00
+1386486948408819712,2021-04-26 09:06:00,2021-05-23 23:59:00
+1386627684806656000,2021-04-26 18:25:00,2021-06-30 00:00:00
+1391399048402993152,2021-05-20 15:45:00,2021-05-20 18:05:00
+1393399367790297088,2021-05-15 10:54:00,2021-05-18 12:54:00
+1394223517408808960,2021-05-17 17:28:00,2021-06-30 19:28:00
+1431191427493879808,2021-08-27 17:46:00,2021-09-15 19:46:00
+1440564584951537664,2021-09-22 14:31:00,2021-10-31 23:59:00
+1442443960492969984,2021-10-28 08:00:00,2021-11-24 14:00:00
+1442506256971935744,2021-09-28 08:07:00,2021-10-05 23:59:00
+1452197764969164800,2021-10-26 16:57:00,2021-11-03 23:59:00
+1452241995821641728,2021-10-28 08:00:00,2021-10-28 17:00:00
+1458593397400596480,2021-11-11 08:31:00,2021-11-16 10:10:00
+1462358991577399296,2021-11-23 17:54:00,2021-12-07 23:59:00
+1467840692035145728,2021-12-06 20:56:00,2021-12-26 23:59:00
+1503956834124967936,2022-03-16 12:49:00,2022-06-30 14:49:00
+1518478583449444352,2022-04-25 19:00:00,2022-04-25 21:00:00
+1551075741880393728,,
+1563450764843429888,2022-08-27 16:57:00,2023-08-26 18:57:00
+1563811463121756160,2022-08-29 14:20:00,2022-08-30 14:20:00
+1563912184479506432,2022-08-29 16:20:00,2022-08-30 16:30:00
+1564185168247156736,2023-02-04 08:00:00,2023-02-05 23:59:00
+1565184321399091200,2022-09-01 11:46:00,2022-12-31 13:46:00
+1565184535245692928,2022-09-01 11:47:00,2022-12-31 13:47:00
+1569924759804903424,2022-09-14 13:42:00,2023-01-12 15:42:00
+1570194369716350976,2022-09-15 16:15:00,2022-09-15 17:46:00
+1575036756209020928,2022-09-28 16:16:00,2022-12-31 23:59:00
+1577276497047724032,2022-10-04 20:35:00,2022-12-04 23:59:00
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+1587300280008470528,2022-11-01 12:27:00,2023-03-01 14:27:00
+1587425395442479104,,
+1587599679532068864,2022-11-02 08:16:00,2022-11-30 22:00:00
+1587671025985282048,2022-11-15 12:59:00,2022-11-30 14:59:00
+1587703587147374592,2022-11-10 15:08:00,2022-11-24 23:59:00
+1588589275153723392,2022-12-09 00:00:00,2022-12-16 23:59:00
+1042955662331891712,2018-09-23 13:15:00,2018-10-06 23:59:00
+1042958451221090304,2018-09-23 13:15:00,2018-10-06 23:59:00
+1043365542255546368,2018-09-25 20:03:00,2018-10-02 23:59:00
+1043368937997627392,2018-10-08 18:03:00,2018-10-15 23:59:00
+1047661704430395392,2018-10-07 13:15:00,2018-10-20 23:59:00
+1047663215738789888,2018-10-07 13:15:00,2018-10-20 23:59:00
+1051851686871343104,2018-10-16 19:01:00,2018-10-30 23:59:00
+1052820661340000256,2018-10-21 13:15:00,2018-11-04 23:59:00
+1052821501668794368,2018-10-21 13:15:00,2018-11-04 23:59:00
+1054267225572954112,2018-10-23 14:16:00,2018-10-30 23:59:00
+1062018382136098816,2018-11-20 19:00:00,2018-11-27 23:59:00
+1062147427591036928,2018-11-13 08:38:00,2018-11-27 23:59:00
+1072143400991780864,2018-12-11 18:56:00,2018-12-18 23:59:00
+1078493360521084928,2018-12-28 14:29:00,2019-01-15 23:59:00
+1201651401773969408,2019-12-03 08:05:00,2019-12-03 09:35:00
+1223549234623696896,2016-01-01 08:00:00,2038-01-18 08:00:00
+1313412432577290240,2020-10-06 17:34:00,2021-01-31 23:59:00
+1313412884622598144,2020-10-06 17:36:00,2021-01-31 23:59:00
+1313413889695277056,2020-10-06 17:40:00,2021-02-07 23:59:00
+1314938615974649856,2020-10-12 20:00:00,2020-10-27 23:59:00
+1317745896357482496,2020-10-19 15:33:00,2020-10-26 23:59:00
+1317813443392090112,2020-10-19 18:01:00,2020-11-02 23:59:00
+1320392681840300032,2020-10-26 08:51:00,2020-11-02 23:59:00
+1334377170675224576,2020-12-03 14:10:00,2020-12-03 15:30:00
+1337240648849899520,2020-12-11 11:38:00,2020-12-11 23:59:00
+1337272152980275200,2020-12-11 14:10:00,2020-12-11 15:30:00
+1339032550817165312,2020-12-16 10:40:00,2020-12-16 11:30:00
+1340982650640875520,2020-12-21 19:28:00,2020-12-21 23:59:00
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+1346065690318426112,2021-01-04 20:06:00,2021-01-17 23:59:00
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+1352480805896585216,2021-01-22 12:58:00,2021-12-03 14:58:00
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+1381849836400230400,2021-04-17 09:00:00,2021-06-17 22:00:00
+1392094740540882944,2021-05-11 20:29:00,2021-05-18 22:00:00
+1417454965717291008,2021-07-20 16:30:00,2021-07-27 18:30:00
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+1431822572338429952,2021-08-29 11:27:00,2021-08-29 13:27:00
+1441303706410651648,2021-09-24 15:50:00,2022-09-23 23:59:00
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+1472931060929118208,2021-12-20 22:04:00,2022-01-08 23:59:00
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+1537451430435876864,2022-06-20 14:30:00,2022-06-20 16:30:00
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+1569617170999209984,2022-09-13 17:20:00,2022-09-30 00:00:00
+1572068843784957952,2022-09-20 11:41:00,2022-12-31 13:41:00
+1573270629044645888,2022-09-24 08:20:00,2022-09-24 10:00:00
+1573873934062268416,2022-10-03 11:14:00,2022-10-31 13:14:00
+1574377994922078208,2022-09-26 20:37:00,2022-11-01 22:37:00
+1575043119605547008,2022-09-28 16:41:00,2022-12-31 18:41:00
+1579373914392092672,2022-10-10 15:30:00,2022-11-20 22:30:00
+1579499344772198400,2022-10-10 23:48:00,2022-10-24 23:59:00
+1579500522469851136,2022-10-10 23:53:00,2022-10-18 23:59:00
+1580014184917893120,2022-10-12 09:54:00,2022-10-27 22:54:00
+1580460434167431168,2022-10-13 15:27:00,2022-10-20 18:25:00
+1580947669711056896,2022-10-14 23:43:00,2022-10-15 01:43:00
+1581624543122550784,2022-10-16 20:33:00,2022-12-31 22:33:00
+1583832714327244800,2016-01-01 08:00:00,2038-01-18 08:00:00
+1584571892736339968,2022-10-24 23:44:00,2022-11-14 23:59:00
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+1586657801202597888,2022-10-30 17:54:00,2022-11-06 23:59:00
+1587097783348264960,2022-10-31 23:02:00,2022-11-08 23:59:00
+1587448233796857856,2022-11-03 14:15:00,2022-11-03 18:05:00
+1589204585460301824,2022-11-07 01:00:00,2022-11-15 23:00:00
+1589205164987285504,2022-11-07 01:00:00,2022-11-15 23:00:00
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+1591215333107683328,2022-11-12 07:44:00,2022-11-26 23:59:00
+1069866810786897920,2018-12-04 16:05:00,2019-01-08 23:59:00
+1074869992339943424,2018-12-18 11:32:00,2018-12-18 11:51:00
+1074873824570650624,2018-12-18 14:10:00,2018-12-18 15:30:00
+1082178487231119360,2019-01-07 15:16:00,2019-01-15 23:59:00
+1082422050384715776,2019-01-08 14:05:00,2019-01-08 17:00:00
+1106402651597512704,2019-03-15 11:45:00,2019-03-15 20:45:00
+1106783189286068224,2019-03-16 13:02:00,2019-03-17 13:02:00
+1106826431620784128,2019-03-16 18:10:00,2019-03-16 22:10:00
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+1112908775593558016,2019-04-02 09:43:00,2019-07-05 23:59:00
+1132942706288914432,2019-05-27 17:25:00,2019-05-28 17:25:00
+1132949676337164288,2019-05-27 18:00:00,2020-05-30 18:00:00
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+1154329012176285696,2019-07-25 17:54:00,2020-07-03 19:54:00
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+1198590560614903808,2019-11-25 15:12:00,2019-12-23 23:59:00
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+1209121256585510912,2019-12-24 08:00:00,2019-12-24 09:35:00
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+1223106305048334336,2016-01-01 08:00:00,2038-01-18 08:00:00
+1223213205941276672,2016-01-01 08:00:00,2038-01-18 08:00:00
+1281200793813561344,2020-07-10 18:00:00,2020-07-10 19:30:00
+1281552456693116928,2020-07-10 19:33:00,2020-07-31 19:33:00
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structured data/course_info/Digital_image_processing/problem_set.csv

@@ -0,0 +1,163 @@
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structured data/course_info/Java_web/user_group_problem_set.csv

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structured data/course_info/Linux_system/user_group_problem_set.csv

@@ -0,0 +1,236 @@
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+1580116604587077632,2022-10-12 16:41:00,2022-12-31 18:41:00
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+1182842917775757312,2019-10-12 10:17:00,2019-12-31 12:00:00
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+1186104484835577856,2019-10-21 10:18:00,2020-09-30 09:00:00
+1187288793973026816,2019-10-24 16:41:00,2019-12-31 18:41:00
+1187289721245552640,2019-10-24 16:46:00,2019-12-31 18:46:00
+1187563281809690624,2019-10-25 10:54:00,2019-11-22 12:54:00
+1187564152857579520,2019-10-25 10:58:00,2019-12-19 14:00:00
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+1194244065258270720,2019-11-15 14:00:00,2019-11-17 23:59:00
+1196764473261985792,2019-11-22 14:00:00,2019-11-24 23:59:00
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+1200574289029787648,2019-11-30 08:36:00,2019-12-06 10:36:00
+1201813890457309184,2019-12-05 10:30:00,2019-12-05 11:30:00
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+1206731182820360192,2019-12-19 16:00:00,2019-12-19 18:00:00
+1208704477191159808,2019-12-22 19:01:00,2019-12-26 22:00:00
+1209026387225559040,2019-12-25 12:50:00,2019-12-25 13:30:00
+1210080108134998016,2019-12-31 13:20:00,2019-12-31 15:20:00
+1210080551288381440,2019-12-31 16:00:00,2019-12-31 18:00:00
+1210489087927459840,2019-12-30 14:00:00,2019-12-30 16:03:00
+1214469025760231424,2020-01-09 09:00:00,2020-01-09 11:25:00
+1303931859013824512,2020-09-14 12:30:00,2020-12-29 23:59:00
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structured data/course_info/Principles_of_information_security/problem_set.csv

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structured data/course_info/Software_engineering/problem_set.csv

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structured data/course_info/Web_frontend_technology/problem_set.csv

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+1468495572382187520,2021-12-08 16:19:00,2021-12-09 18:19:00
+1468503774838587392,2021-12-09 16:15:00,2021-12-09 17:45:00
+1468772653997424640,2021-12-09 10:40:00,2021-12-09 10:45:00
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+1469225377439219712,2021-12-10 20:30:00,2021-12-10 22:00:00
+1469227345579720704,2021-12-10 21:40:00,2021-12-10 23:10:00
+1469255648525561856,2021-12-10 21:40:00,2021-12-10 23:10:00
+1469580528775659520,2021-12-11 20:30:00,2021-12-11 22:00:00
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+1501745800546414592,,
+1501747140624113664,2022-03-10 21:00:00,2022-03-10 22:30:00
+1508360647942094848,2022-03-28 16:29:00,2022-03-28 18:29:00
+1508360861000085504,2022-03-28 16:30:00,2022-03-28 18:30:00
+1508361025773318144,2022-03-28 16:31:00,2022-03-28 18:31:00
+1508361149733158912,2022-03-28 16:31:00,2022-03-28 18:31:00
+1516017710511927296,2022-05-05 11:50:00,2022-05-05 13:20:00
+1518028217120960512,,
+1518030315921321984,2022-05-07 14:30:00,2022-05-07 16:00:00
+1518044198820061184,2022-05-07 14:30:00,2022-05-07 16:15:00
+1518391413065363456,2022-04-25 08:46:00,2022-05-04 23:59:00
+1521661046232809472,2022-05-04 09:35:00,2022-05-04 11:05:00
+1521663692180119552,,
+1521694139685625856,2022-05-04 11:55:00,2022-05-04 13:25:00
+1521696264931074048,2022-05-04 11:55:00,2022-05-04 13:25:00
+1521783073438527488,2022-05-04 18:15:00,2022-05-04 19:45:00
+1521787045817704448,2022-05-04 18:15:00,2022-05-04 19:45:00
+1522854421778825216,2022-05-07 18:00:00,2022-05-07 19:30:00
+1529851491513761792,2022-05-27 00:00:00,2022-05-31 00:00:00
+1536278054740676608,2022-06-16 08:10:00,2022-06-16 08:55:00
+1581125713893515264,2022-10-15 11:31:00,2022-10-15 13:31:00
+1584199490034614272,2016-01-01 08:00:00,2038-01-18 08:00:00
+1008224962627850240,2018-07-11 14:44:00,2018-07-11 16:45:00
+1014336206992343040,2018-07-04 10:25:00,2018-07-05 10:25:00
+1120955971970158592,2019-04-24 15:40:00,2020-04-16 15:40:00
+1120958234201575424,2019-04-24 15:50:00,2024-04-25 15:50:00
+1192350602140880896,2019-11-07 15:57:00,2019-11-07 17:57:00
+1193724116257370112,2019-11-11 10:55:00,2019-11-25 00:00:00
+1193736796540145664,2019-11-11 11:45:00,2019-11-30 13:45:00
+1193766433148276736,2019-11-11 13:43:00,2020-09-21 15:43:00
+1194105765134495744,2019-11-12 12:09:00,2019-12-12 23:30:00
+1194239558063394816,2019-11-12 21:04:00,2019-12-31 23:04:00
+1223821849338728448,2016-01-01 08:00:00,2038-01-18 08:00:00
+1232974972075552768,2020-02-27 18:25:00,2021-02-17 20:25:00
+1234317772700430336,2016-01-01 08:00:00,2038-01-18 08:00:00
+1239483591420157952,2020-03-16 17:27:00,2020-12-31 19:27:00
+1241258842185408512,2020-03-21 14:59:00,2020-03-25 23:59:00
+1241273811639607296,2020-04-01 20:00:00,2020-04-01 20:30:00
+1241280282649567232,2020-04-02 19:30:00,2020-04-02 21:30:00
+1241286702845534208,2020-03-21 16:52:00,2020-03-21 18:52:00
+1241288180595302400,2020-03-21 16:58:00,2020-03-21 18:58:00
+1241289897936297984,2020-04-02 19:30:00,2021-04-01 20:30:00
+1242964656285687808,2020-03-26 07:59:00,2020-03-28 23:59:00
+1244102830449893376,2020-03-29 11:21:00,2020-03-31 23:59:00
+1245321804710064128,2020-04-01 22:00:00,2020-04-01 22:30:00
+1254201658466553856,2020-04-26 08:11:00,2020-05-08 23:59:00
+1254207841726296064,2020-04-26 08:36:00,2020-04-26 10:36:00
+1254214187590807552,2020-05-10 22:00:00,2020-05-10 23:00:00
+1254317718465335296,2020-05-10 20:00:00,2020-05-10 21:00:00
+1270914891265523712,2020-06-24 08:40:00,2020-06-24 17:40:00
+1284003173156720640,2020-07-18 19:00:00,2020-07-18 20:40:00
+1306571237724909568,2020-09-18 08:00:00,2020-09-29 01:59:00
+1313466338422415360,2020-10-06 21:05:00,2020-10-15 01:59:00
+1316958034523443200,2020-10-16 12:23:00,2020-10-16 14:23:00
+1321736393530228736,2020-10-29 16:51:00,2021-01-20 18:51:00
+1323428816266420224,2020-11-03 08:56:00,2020-12-12 10:56:00
+1323450776664891392,2020-11-03 12:00:00,2020-11-12 12:00:00
+1323899830389661696,2020-11-04 16:07:00,2020-11-17 10:07:00
+1323973753672253440,2020-11-04 21:01:00,2021-01-13 23:01:00
+1326748835504607232,2020-11-12 12:48:00,2020-11-22 14:48:00
+1328586026821210112,2020-11-18 15:00:00,2020-11-18 15:10:00
+1328605363011440640,2020-11-18 15:00:00,2020-11-18 15:15:00
+1328610722358874112,2020-11-20 15:00:00,2020-11-20 15:15:00
+1329664152179617792,2020-11-20 13:53:00,2020-11-27 15:53:00
+1331833861113171968,2020-11-26 13:34:00,2020-11-26 15:34:00
+1333235677629566976,2020-12-07 18:25:00,2020-12-07 20:00:00
+1333580162817380352,2020-12-08 08:30:00,2020-12-08 09:30:00
+1333719256272785408,2020-12-02 15:00:00,2020-12-02 15:10:00
+1333722508062150656,2020-12-04 15:00:00,2020-12-04 15:10:00
+1380809686182428672,2021-04-10 17:06:00,2021-04-14 23:59:00
+1380811809200619520,2021-04-15 23:00:00,2021-04-15 23:20:00
+1380812699064156160,2021-04-15 23:00:00,2021-04-15 23:20:00
+1381777726161563648,2021-05-07 00:00:00,2021-05-09 23:59:00
+1381778320044146688,2021-05-16 22:00:00,2021-05-16 22:45:00
+1383960385241300992,2021-04-21 13:35:00,2021-04-21 13:43:00
+1384071761787936768,2021-04-28 13:35:00,2021-04-28 13:45:00
+1394550124862394368,2021-05-19 13:35:00,2021-05-19 13:45:00
+1401547205520535552,2021-06-06 22:29:00,2021-06-06 22:30:00
+1401827898104369152,2021-06-07 17:04:00,2021-06-07 18:42:00
+1401857012044128256,2021-06-07 19:01:00,2021-06-08 18:01:00
+1404308016408367104,2021-06-14 13:20:00,2021-06-15 12:20:00
+1404799132887089152,2021-06-16 20:50:00,2021-06-16 22:20:00
+1405132080161198080,2021-06-16 20:50:00,2021-06-16 22:20:00
+1410475633991430144,2021-07-01 13:49:00,2021-07-01 15:49:00
+1410834232754847744,2021-07-11 09:00:00,2021-07-11 11:00:00
+1412065367814017024,2021-07-11 09:00:00,2021-07-11 11:00:00
+1421475086116589568,2016-01-01 08:00:00,2038-01-18 08:00:00
+1438423867381792768,2021-09-22 15:00:00,2021-09-22 15:10:00
+1438427037579362304,2021-09-24 11:00:00,2021-09-24 11:10:00
+1440233571289034752,2021-09-22 20:00:00,2021-10-12 20:00:00
+1442024899229233152,2021-09-29 15:00:00,2021-09-29 15:10:00
+1442055905525039104,2021-10-08 11:00:00,2021-10-08 11:10:00
+1446021721010900992,2021-10-15 11:00:00,2021-10-15 11:10:00
+1447413853863415808,2021-10-11 09:14:00,2021-10-22 23:00:00
+1452467868197875712,2021-10-25 10:50:00,2021-12-31 12:50:00
+1457633437467869184,2021-11-10 15:00:00,2021-11-10 15:10:00
+1457635465103474688,2021-11-12 11:00:00,2021-11-12 11:10:00
+1458088993899716608,2021-11-09 23:06:00,2021-11-18 23:59:00
+1460497404150378496,2021-11-16 14:37:00,2021-12-10 16:37:00
+1461134050726211584,2021-11-18 08:49:00,2021-11-30 10:49:00
+1467400273030402048,2021-12-13 10:30:00,2021-12-13 11:50:00
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+1468194106924191744,2021-12-07 20:21:00,2021-12-08 20:10:00
+1470238644200157184,2021-12-13 19:00:00,2021-12-13 22:00:00
+1507238437122682880,2022-03-25 14:09:00,2022-04-10 23:59:00
+1508359507809943552,2022-03-28 16:24:00,2022-03-28 18:24:00
+1517100404251537408,2022-04-24 23:30:00,2022-04-24 23:59:00
+1517101349085802496,2022-04-23 18:30:00,2022-04-23 19:30:00
+1518391899059331072,2022-04-25 08:49:00,2022-05-15 19:00:00
+1518392835714523136,2022-05-15 20:00:00,2022-05-15 21:00:00
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+1522081800090910720,2022-05-05 13:15:00,2022-05-05 15:15:00
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+1532649314982543360,2022-06-03 17:05:00,2022-06-11 17:45:00
+1532945598641586176,2022-06-04 12:40:00,2022-06-11 14:40:00
+1565246995029880832,2022-09-01 15:55:00,2022-09-09 17:55:00
+1565254748238585856,2022-09-01 16:26:00,2022-09-08 18:26:00
+1569944354175520768,2022-09-15 09:00:00,2022-09-30 23:59:00
+1584524734452604928,2022-10-24 00:00:00,2022-10-29 23:59:00
+1585910728899457024,2022-10-28 16:25:00,2023-01-31 18:25:00
+1587674100506587136,2022-11-02 13:12:00,2022-11-13 23:55:00
+1589245182145490944,2022-11-07 00:00:00,2022-11-12 23:59:00
+950382986711486464,2018-01-08 23:00:58,2018-01-15 23:00:58
+1120238196695887872,2019-04-22 16:08:00,2023-04-22 16:08:00
+1121758378811670528,2019-04-26 20:49:00,2023-04-27 20:49:00
+1140888657704214528,2013-01-23 07:32:00,2013-01-24 07:32:00
+1141268376425553920,2019-06-19 16:55:00,2020-06-04 16:55:00
+1141636095805186048,2019-06-20 17:16:00,2020-06-03 17:16:00
+1201840890156847104,2019-12-04 20:24:00,2019-12-11 23:59:00
+1201855544375537664,2019-12-04 21:26:00,2019-12-18 23:59:00
+1204557799890411520,2019-12-11 08:30:00,2019-12-19 08:30:00
+1223498047354458112,2016-01-01 08:00:00,2038-01-18 08:00:00
+1224226050040549376,2016-01-01 08:00:00,2038-01-18 08:00:00
+1227068577370230784,2020-02-11 11:13:00,2020-02-18 13:13:00
+1232346966789369856,2020-02-26 00:49:00,2021-02-12 02:49:00
+1232683813579173888,2020-02-26 23:08:00,2021-02-19 01:08:00
+1233004314704916480,2020-02-27 20:21:00,2021-02-19 22:21:00
+1234485016852082688,2016-01-01 08:00:00,2038-01-18 08:00:00
+1241170908287475712,2020-03-21 09:12:00,2020-03-21 11:12:00
+1254792252595294208,2020-04-27 23:19:00,2021-04-15 01:19:00
+1255145155327610880,2020-04-28 22:41:00,2021-04-15 00:41:00
+1269788893810868224,2020-06-08 08:28:00,2020-06-08 10:28:00
+1269800117353136128,2020-06-08 09:04:00,2020-06-16 11:04:00
+1269877355452907520,2020-06-08 14:20:00,2020-06-08 15:15:00
+1271833680169590784,2016-01-01 08:00:00,2038-01-18 08:00:00
+1271834200942755840,2016-01-01 08:00:00,2038-01-18 08:00:00
+1271984278147874816,2020-06-14 09:52:00,2020-06-14 23:59:00
+1272183551732932608,2020-06-15 08:35:00,2020-06-15 12:30:00
+1272362870027509760,2020-06-15 15:00:00,2020-06-15 23:50:00
+1320636880774193152,2020-10-28 13:30:00,2020-10-28 13:40:00
+1330407318822367232,2020-11-27 15:00:00,2020-11-27 15:15:00
+1331157381882359808,2020-11-24 16:43:00,2020-12-02 01:59:00
+1331158824735526912,2020-11-24 16:51:00,2020-12-02 01:59:00
+1334125491929272320,2020-12-02 21:20:00,2020-12-16 01:59:00
+1338378741451669504,2020-12-18 09:50:00,2020-12-18 10:05:00
+1338436084751220736,2020-12-16 15:00:00,2020-12-16 15:10:00
+1338439325995790336,2020-12-18 15:00:00,2020-12-18 15:10:00
+1373554640436547584,2021-03-24 09:55:00,2021-03-24 10:05:00
+1374606474742968320,2021-03-24 14:40:00,2021-03-24 14:50:00
+1374709912029958144,2021-03-24 21:08:00,2021-03-28 23:59:00
+1379954694824054784,2021-04-08 08:27:00,2021-04-26 01:59:00
+1399561137464000512,2021-06-01 10:58:00,2021-06-02 10:58:00
+1399925047887175680,2021-06-23 00:30:00,2021-06-23 02:30:00
+1399941282666401792,2021-06-02 12:09:00,2021-12-15 14:09:00
+1400487126603943936,2021-06-04 00:08:00,2021-06-04 02:08:00
+1407577084726263808,2021-06-23 13:45:00,2021-06-23 15:45:00
+1421672136762494976,2016-01-01 08:00:00,2038-01-18 08:00:00
+1446025608366690304,2021-10-20 15:00:00,2021-10-20 15:10:00
+1450280705887956992,2021-10-27 15:00:00,2021-10-27 15:20:00
+1451056801093251072,2021-10-21 13:23:00,2021-11-20 15:23:00
+1455436067863437312,2021-11-03 15:00:00,2021-11-03 15:10:00
+1455439535042895872,2021-11-05 11:00:00,2021-11-05 11:10:00
+1459412981431517184,2021-11-17 15:00:00,2021-11-17 15:10:00
+1459414309650788352,2021-11-19 11:00:00,2021-11-19 11:10:00
+1461205098936729600,2021-11-18 13:29:00,2021-11-24 15:29:00
+1461229474557947904,2021-11-18 15:05:00,2021-11-20 23:59:00
+1461232269633847296,2021-11-18 15:19:00,2021-11-18 17:19:00
+1461621137981796352,2021-11-24 15:00:00,2021-11-24 15:10:00
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+1468741660871688192,2021-12-09 08:36:00,2021-12-13 01:59:00
+1468765546392178688,2021-12-09 10:11:00,2021-12-09 12:11:00
+1468767187163303936,2021-12-09 10:00:00,2021-12-09 16:00:00
+1468794261390086144,2021-12-09 12:10:00,2021-12-09 13:40:00
+1469121950030954496,2021-12-10 10:00:00,2021-12-10 11:00:00
+1469155354143293440,2021-12-10 12:05:00,2021-12-10 13:05:00
+1469217333674311680,2021-12-10 16:15:00,2021-12-10 17:15:00
+1469238951231397888,2021-12-10 17:40:00,2021-12-10 19:40:00
+1469649726549852160,2021-12-11 20:44:00,2021-12-15 22:44:00
+1507237422025687040,2022-03-25 14:05:00,2022-03-28 23:59:00
+1518078306221371392,2022-04-24 20:00:00,2022-04-24 22:00:00
+1526920081261772800,2022-05-19 08:00:00,2022-05-19 22:00:00
+1533068345988333568,2022-06-04 20:55:00,2022-06-11 22:55:00
+1533985703984713728,2022-06-07 09:35:00,2022-06-11 12:33:00
+1534170523037700096,2022-06-07 21:48:00,2022-06-14 23:48:00
+1534353905092771840,2022-06-08 10:25:00,2022-06-15 12:00:00
+1534756100820951040,2022-06-09 12:45:00,2022-06-15 14:35:00
+1535169666904481792,2022-06-10 16:00:00,2022-07-29 23:00:00
+1553028538955931648,2022-07-29 22:43:00,2022-09-30 00:43:00
+1566637886156107776,,
+1566638386712743936,2022-09-05 12:04:00,2023-01-31 14:04:00
+1571423416374984704,,
+1571425214053855232,2022-09-18 17:05:00,2023-01-31 19:05:00
+1574616966478802944,2022-09-29 14:00:00,2022-09-29 16:30:00
+1575041121992765440,2022-09-28 16:35:00,2022-09-28 18:35:00
+1578671953581666304,2022-10-10 10:01:00,2023-01-31 19:01:00
+1580918605143080960,2022-10-14 21:47:00,2022-10-14 23:47:00
+1581997267066028032,2022-10-17 21:13:00,2022-10-17 23:13:00
+1583826223096545280,2016-01-01 08:00:00,2038-01-18 08:00:00
+1585433376373370880,2022-10-27 08:48:00,2022-12-31 10:48:00
+1586905242359328768,2022-10-31 10:17:00,2022-10-31 10:27:00
+1587457803931901952,2022-10-31 00:00:00,2022-11-06 12:00:00
+1589794324387233792,,
+3993,2017-02-28 19:00:00,2017-03-07 00:00:00
+4007,2017-03-02 10:25:00,2017-03-02 10:30:00
+4148,2017-03-06 16:20:00,2017-03-07 00:00:00
+4150,2017-03-07 10:21:00,2017-03-07 10:26:00
+4179,2017-03-09 10:23:00,2017-03-09 10:28:00
+4180,2017-03-07 10:28:00,2017-03-07 10:33:00
+4185,2017-03-06 16:30:00,2017-03-07 00:00:00
+4271,2017-03-08 10:25:00,2017-03-08 10:40:00
+4343,2017-03-08 00:00:00,2017-03-11 00:00:00
+4489,2017-03-14 10:20:00,2017-03-14 10:25:00
+4518,2017-03-13 16:20:00,2017-03-14 23:00:00
+4522,2017-03-20 16:20:00,2017-03-22 00:00:00
+4698,2017-03-15 00:00:00,2017-03-16 00:00:00
+4816,2017-03-16 00:00:00,2017-03-30 00:00:00
+4883,2017-03-17 00:00:00,2017-03-20 20:00:00
+4884,2017-03-17 00:00:00,2017-03-20 20:00:00
+4931,2017-03-22 00:00:00,2017-03-23 00:00:00
+5771,2017-04-18 11:00:00,2017-04-18 12:00:00
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structured data/non programming data/Big_data_management/info/problem_list.txt

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structured data/non programming data/Big_data_management/info/student_list.txt

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structured data/non programming data/Big_data_processing_technology/info/problem_list.txt

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structured data/non programming data/Compilation_principle/info/problem_list.txt

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structured data/non programming data/Data_structure_and_algorithm_analysis/info/concept_list.txt

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