From d96040bc47c273daf7bf471cacdc51314cca3971 Mon Sep 17 00:00:00 2001 From: crystal20277 Date: Mon, 29 Aug 2022 10:04:10 +0800 Subject: [PATCH] =?UTF-8?q?=E9=A6=96=E6=AC=A1=E6=8F=90=E4=BA=A4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .idea/.gitignore | 3 + .idea/aiforge_python.iml | 12 + .idea/inspectionProfiles/Project_Default.xml | 12 + .../inspectionProfiles/profiles_settings.xml | 6 + .idea/misc.xml | 4 + .idea/modules.xml | 8 + .idea/vcs.xml | 6 + README.md | 2 - config.py | 18 + org_portrait_analysis/org_industry_status.py | 36 + org_portrait_analysis/org_open_source_rank.py | 47 + .../generate_history_data.py | 81 + .../generate_statistics_data.py | 67 + project_evaluation_analysis/scheduled_main.py | 7 + sql/01_2022-08-09.sql | 99 + user_portrait_analysis/README.md | 2 + .../activity_analysis/data/README.md | 2 + .../activity_analysis/data/user_actions.csv | 3487 + .../activity_analysis/data_process.py | 87 + 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66 + utils.py | 74 + 88 files changed, 202790 insertions(+), 2 deletions(-) create mode 100644 .idea/.gitignore create mode 100644 .idea/aiforge_python.iml create mode 100644 .idea/inspectionProfiles/Project_Default.xml create mode 100644 .idea/inspectionProfiles/profiles_settings.xml create mode 100644 .idea/misc.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/vcs.xml delete mode 100644 README.md create mode 100644 config.py create mode 100644 org_portrait_analysis/org_industry_status.py create mode 100644 org_portrait_analysis/org_open_source_rank.py create mode 100644 project_evaluation_analysis/generate_history_data.py create mode 100644 project_evaluation_analysis/generate_statistics_data.py create mode 100644 project_evaluation_analysis/scheduled_main.py create mode 100644 sql/01_2022-08-09.sql create mode 100644 user_portrait_analysis/README.md create mode 100644 user_portrait_analysis/activity_analysis/data/README.md create mode 100644 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/dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/aiforge_python.iml b/.idea/aiforge_python.iml new file mode 100644 index 0000000..87d9fba --- /dev/null +++ b/.idea/aiforge_python.iml @@ -0,0 +1,12 @@ + + + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..84eff89 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,12 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..213a83f --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..15fd1d7 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/README.md b/README.md deleted file mode 100644 index cd23e51..0000000 --- a/README.md +++ /dev/null @@ -1,2 +0,0 @@ -# aiforge_python - diff --git a/config.py b/config.py new file mode 100644 index 0000000..43ed6b1 --- /dev/null +++ b/config.py @@ -0,0 +1,18 @@ +import os +from datetime import datetime +from utils import create_logger + +# 项目根目录 +root_path = os.path.abspath(os.path.dirname(__file__)) + + +# 创建日志对象 +logger = create_logger(root_path + '/logs/' + str(datetime.date(datetime.now())) + '.log') + + +# PostgreSQL连接配置 +host = '118.31.13.117' +user = 'postgres' +passwd = 'Edu_123123pos' +port = 55432 +database = 'opendata' \ No newline at end of file diff --git a/org_portrait_analysis/org_industry_status.py b/org_portrait_analysis/org_industry_status.py new file mode 100644 index 0000000..881f980 --- /dev/null +++ b/org_portrait_analysis/org_industry_status.py @@ -0,0 +1,36 @@ +""" +企业行业地位、企业业务方向 +""" +import warnings +import pandas as pd +from pandas.io import sql +from datetime import datetime +from sqlalchemy import create_engine +from config import host, port, user, passwd, database +warnings.filterwarnings("ignore") + + +def generate_org_industry_status_data(): + engine = create_engine(f'postgresql+psycopg2://{user}:{passwd}@{host}:{port}/{database}', pool_recycle=3600) + conn = engine.connect() + + truncate_sql = f"truncate ai_repo_topic_detail" + sql.execute(truncate_sql, conn) + + sql_str = f""" + select + t1.id repo_id, t1.num_watches, t1.num_stars, t1.num_forks, t1.clone_cnt, + t1.num_watches + t1.num_stars + t1.num_forks + t1.clone_cnt num_hots, + t3.id topic_id, t3.name topic_name + from repository t1 + left join repo_topic t2 on t1.id = t2.repo_id + left join topic t3 on t2.topic_id = t3."id" + where t3.name is not null + """ + all_df = pd.read_sql(sql_str, conn) + all_df.insert(8, 'created_unix', int(datetime.now().timestamp())) + all_df.to_sql('ai_repo_topic_detail', conn, index=False, if_exists='append') + + +if __name__ == '__main__': + generate_org_industry_status_data() \ No newline at end of file diff --git a/org_portrait_analysis/org_open_source_rank.py b/org_portrait_analysis/org_open_source_rank.py new file mode 100644 index 0000000..535168f --- /dev/null +++ b/org_portrait_analysis/org_open_source_rank.py @@ -0,0 +1,47 @@ +""" +企业开源实力排名 +""" +import warnings +import pandas as pd +from pandas.io import sql +from datetime import datetime +from sqlalchemy import create_engine +from config import host, port, user, passwd, database +warnings.filterwarnings("ignore") + + +def generate_org_open_source_rank_data(): + engine = create_engine(f'postgresql+psycopg2://{user}:{passwd}@{host}:{port}/{database}', pool_recycle=3600) + conn = engine.connect() + + truncate_sql = f"truncate ai_org_open_source_rank_statistics" + sql.execute(truncate_sql, conn) + + sql_str = f""" + select + org_id, num_repos, num_forks, num_issues, num_pulls, + num_commit, num_all, rank() over(order by num_all desc) num_rank + from( + select + org_id, count(repo_id) num_repos, sum(num_forks) num_forks, + sum(num_issues) num_issues, sum(num_pulls) num_pulls, sum(num_commit) num_commit, + count(repo_id) + sum(num_forks) + sum(num_issues) + sum(num_pulls) + sum(num_commit) num_all + from( + select + t2.org_id, t2.repo_id, t3.num_forks, t3.num_issues, t3.num_pulls, t3.num_commit + from + opendata.public.user t1 + left join team_repo t2 on t1.id = t2.org_id + left join repository t3 on t2.repo_id = t3.id + where t1.type = 1 and t2.org_id is not null + ) tt1 GROUP BY tt1.org_id + ) ttt1 + """ + all_df = pd.read_sql(sql_str, conn) + all_df.insert(8, 'num_all_org', all_df.shape[0]) + all_df.insert(9, 'created_unix', int(datetime.now().timestamp())) + all_df.to_sql('ai_org_open_source_rank_statistics', conn, index=False, if_exists='append') + + +if __name__ == '__main__': + generate_org_open_source_rank_data() \ No newline at end of file diff --git a/project_evaluation_analysis/generate_history_data.py b/project_evaluation_analysis/generate_history_data.py new file mode 100644 index 0000000..6d3476c --- /dev/null +++ b/project_evaluation_analysis/generate_history_data.py @@ -0,0 +1,81 @@ +import warnings +from datetime import datetime +from utils import get_conn, get_month_date +warnings.filterwarnings("ignore") + + +def generate_history_data_by_test(): + """ + 按月生成历史数据 + :return: + """ + conn = get_conn() + curs = conn.cursor() + + months = [7, 8] + for month in months: + date_list = get_month_date(2022, month) + for date in date_list: + sql = f""" + INSERT INTO + ai_repository_history + SELECT + nextval('ai_repository_history_id_seq') as id, owner_id, owner_name, lower_name, name, description, + website, original_service_type, original_url, default_branch, creator_id, + (ceil(random() * 10) + num_watches) as num_watches, + (ceil(random() * 10) + num_stars) as num_stars, + (ceil(random() * 10) + num_forks) as num_forks, + (ceil(random() * 10) + num_issues) as num_issues, + (ceil(random() * 10) + num_closed_issues) as num_closed_issues, + (ceil(random() * 10) + num_pulls) as num_pulls, + (ceil(random() * 10) + num_closed_pulls) as num_closed_pulls, + num_milestones, num_closed_milestones, + (ceil(random() * 10) + num_commit) as num_commit, repo_type, is_private, is_empty, + is_archived, is_mirror, status, is_fork, fork_id, is_template, template_id, size, + is_fsck_enabled, close_issues_via_commit_in_any_branch, topics, avatar, contract_address, + balance, block_chain_status, + (ceil(random() * 10) + clone_cnt) as clone_cnt, git_clone_cnt, created_unix, updated_unix, + alias, lower_alias, id as repo_id, '{date}' as date_str, {int(datetime.now().timestamp())} + FROM + repository + """ + curs.execute(sql) + + conn.commit() + conn.close() + + +def generate_history_data(): + """ + 生成当天数据 + :return: + """ + conn = get_conn() + curs = conn.cursor() + date = datetime.now().strftime('%Y-%m-%d') + sql = f""" + INSERT INTO + ai_repository_history + SELECT + nextval('ai_repository_history_id_seq') as id, owner_id, owner_name, lower_name, name, description, + website, original_service_type, original_url, default_branch, creator_id, + num_watches, num_stars, num_forks, num_issues, num_closed_issues, num_pulls, num_closed_pulls, + num_milestones, num_closed_milestones, num_commit, repo_type, is_private, is_empty, + is_archived, is_mirror, status, is_fork, fork_id, is_template, template_id, size, + is_fsck_enabled, close_issues_via_commit_in_any_branch, topics, avatar, contract_address, + balance, block_chain_status, clone_cnt, git_clone_cnt, created_unix, updated_unix, + alias, lower_alias, id as repo_id, '{date}' as date_str, {int(datetime.now().timestamp())} + FROM + repository + """ + curs.execute(sql) + conn.commit() + conn.close() + + +if __name__ == '__main__': + # 生成测试数据 + generate_history_data_by_test() + + # 生成正式数据 + # generate_history_data() \ No newline at end of file diff --git a/project_evaluation_analysis/generate_statistics_data.py b/project_evaluation_analysis/generate_statistics_data.py new file mode 100644 index 0000000..a63291f --- /dev/null +++ b/project_evaluation_analysis/generate_statistics_data.py @@ -0,0 +1,67 @@ +import warnings +import pandas as pd +from datetime import datetime +from sqlalchemy import create_engine +from utils import get_month_date +from config import host, port, user, passwd, database +warnings.filterwarnings("ignore") + + +def generate_statistics_data_by_test(): + """ + 按月生成历史数据 + :return: + """ + engine = create_engine(f'postgresql+psycopg2://{user}:{passwd}@{host}:{port}/{database}', pool_recycle=3600) + conn = engine.connect() + + months = [7, 8] + for month in months: + for date in get_month_date(2022, month): + generate_statistics_data_single(conn, date) + + +def generate_statistics_data(): + """ + 生成当天数据 + :return: + """ + engine = create_engine(f'postgresql+psycopg2://{user}:{passwd}@{host}:{port}/{database}', pool_recycle=3600) + conn = engine.connect() + + generate_statistics_data_single(conn, datetime.now().strftime('%Y-%m-%d')) + + +def generate_statistics_data_single(conn, date): + sql = f"""select * from ai_repository_history where date_str = '{date}'""" + all_df = pd.read_sql(sql, conn) + + # 发展趋势 + tmp_df = all_df[['num_watches', 'num_stars', 'num_forks', 'clone_cnt', 'num_issues', 'num_pulls', 'num_commit']] + all_df['sum'] = tmp_df.sum(axis=1) + all_df['all_avg'] = all_df['sum'].mean() + all_df = all_df.round(2) + db_df = all_df[['repo_id', 'date_str', 'sum', 'all_avg']] + db_df.insert(2, 'type', 'repo_trend') + db_df.insert(3, 'add_time', datetime.now()) + db_df = db_df.rename(columns={'sum': 'value', 'all_avg': 'all_value'}) + db_df.to_sql('ai_repo_trend_statistics', conn, index=False, if_exists='append') + + # 开源潜力 + tmp_df = all_df[['num_watches', 'num_stars', 'num_forks', 'clone_cnt']] + all_df['sum'] = tmp_df.sum(axis=1) + all_df['all_avg'] = all_df['sum'].mean() + all_df = all_df.round(2) + db_df = all_df[['repo_id', 'date_str', 'sum', 'all_avg']] + db_df.insert(2, 'type', 'repo_potential') + db_df.insert(3, 'add_time', datetime.now()) + db_df = db_df.rename(columns={'sum': 'value', 'all_avg': 'all_value'}) + db_df.to_sql('ai_repo_trend_statistics', conn, index=False, if_exists='append') + + +if __name__ == '__main__': + # 生成测试数据 + generate_statistics_data_by_test() + + # 生成正式数据 + # generate_statistics_data() \ No newline at end of file diff --git a/project_evaluation_analysis/scheduled_main.py b/project_evaluation_analysis/scheduled_main.py new file mode 100644 index 0000000..e0f8f11 --- /dev/null +++ b/project_evaluation_analysis/scheduled_main.py @@ -0,0 +1,7 @@ +from project_evaluation_analysis.generate_history_data import generate_history_data +from project_evaluation_analysis.generate_statistics_data import generate_statistics_data + + +if __name__ == '__main__': + generate_history_data() + generate_statistics_data() \ No newline at end of file diff --git a/sql/01_2022-08-09.sql b/sql/01_2022-08-09.sql new file mode 100644 index 0000000..c91e540 --- /dev/null +++ b/sql/01_2022-08-09.sql @@ -0,0 +1,99 @@ +CREATE TABLE "public"."ai_repository_history" ( + "id" int8, + "owner_id" int8, + "owner_name" varchar(255) COLLATE "pg_catalog"."default", + "lower_name" varchar(255) COLLATE "pg_catalog"."default", + "name" varchar(255) COLLATE "pg_catalog"."default", + "description" text COLLATE "pg_catalog"."default", + "website" varchar(2048) COLLATE "pg_catalog"."default", + "original_service_type" int4, + "original_url" varchar(2048) COLLATE "pg_catalog"."default", + "default_branch" varchar(255) COLLATE "pg_catalog"."default", + "creator_id" int8, + "num_watches" int4, + "num_stars" int4, + "num_forks" int4, + "num_issues" int4, + "num_closed_issues" int4, + "num_pulls" int4, + "num_closed_pulls" int4, + "num_milestones" int4, + "num_closed_milestones" int4, + "num_commit" int8, + "repo_type" int4, + "is_private" bool, + "is_empty" bool, + "is_archived" bool, + "is_mirror" bool, + "status" int4, + "is_fork" bool, + "fork_id" int8, + "is_template" bool, + "template_id" int8, + "size" int8, + "is_fsck_enabled" bool, + "close_issues_via_commit_in_any_branch" bool, + "topics" json, + "avatar" varchar(64) COLLATE "pg_catalog"."default", + "contract_address" varchar(255) COLLATE "pg_catalog"."default", + "balance" varchar(255) COLLATE "pg_catalog"."default", + "block_chain_status" int4, + "clone_cnt" int8, + "git_clone_cnt" int8, + "created_unix" int8, + "updated_unix" int8, + "alias" varchar(255) COLLATE "pg_catalog"."default", + "lower_alias" varchar(255) COLLATE "pg_catalog"."default", + "repo_id" int8, + "date_str" varchar(10) COLLATE "pg_catalog"."default" +) +; + +ALTER TABLE "public"."ai_repository_history" + OWNER TO "postgres"; + +CREATE SEQUENCE +ai_repository_history_id_seq +INCREMENT 1 +MINVALUE 1 +MAXVALUE 9223372036854775807 +START WITH 1 +CACHE 1; + + +CREATE SEQUENCE +ai_repo_trend_statistics_seq +INCREMENT 1 +MINVALUE 1 +MAXVALUE 9223372036854775807 +START WITH 1 +CACHE 1; + + + + +CREATE TABLE "public"."ai_org_open_source_rank_statistics" ( + "org_id" int8, + "num_repos" int4, + "num_forks" int4, + "num_issues" int4, + "num_pulls" int4, + "num_commit" int8, + "num_all" int8, + "num_rank" int4, + "num_all_org" int4, + "created_unix" int8 +); + + +CREATE TABLE "public"."ai_repo_topic_detail" ( + "repo_id" int8, + "num_watches" int4, + "num_stars" int4, + "num_forks" int4, + "clone_cnt" int8, + "num_hots" int8, + "topic_id" int4, + "topic_name" varchar(255) COLLATE "pg_catalog"."default", + "created_unix" int8 +); \ No newline at end of file diff --git a/user_portrait_analysis/README.md b/user_portrait_analysis/README.md new file mode 100644 index 0000000..1d92860 --- /dev/null +++ b/user_portrait_analysis/README.md @@ -0,0 +1,2 @@ +# 头歌平台用户画像分析系统 + diff --git a/user_portrait_analysis/activity_analysis/data/README.md b/user_portrait_analysis/activity_analysis/data/README.md new file mode 100644 index 0000000..e32abbf --- /dev/null +++ b/user_portrait_analysis/activity_analysis/data/README.md @@ -0,0 +1,2 @@ +## 这里面存放数据 + diff --git a/user_portrait_analysis/activity_analysis/data/user_actions.csv b/user_portrait_analysis/activity_analysis/data/user_actions.csv new file mode 100644 index 0000000..6bc1056 --- /dev/null +++ b/user_portrait_analysis/activity_analysis/data/user_actions.csv @@ -0,0 +1,3487 @@ +id user_id action_type action_id created_at updated_at ip +21223857 6521 Login 6521 2022-04-11 10:22:30 2022-04-11 10:22:30 118.250.108.208 +21223906 6521 Login 6521 2022-04-14 09:52:17 2022-04-14 09:52:17 118.250.108.208 +21223909 6521 Login 6521 2022-04-14 09:53:57 2022-04-14 09:53:57 118.250.108.208 +21223924 6521 Login 6521 2022-04-14 17:38:05 2022-04-14 17:38:05 118.250.108.208 +21223957 6521 Login 6521 2022-04-15 17:38:44 2022-04-15 17:38:44 118.250.108.208 +21223963 6521 Login 6521 2022-04-15 18:09:55 2022-04-15 18:09:55 118.250.108.208 +21223964 6521 Login 6521 2022-04-15 18:10:22 2022-04-15 18:10:22 118.250.108.208 +21223967 6521 Login 6521 2022-04-15 18:11:39 2022-04-15 18:11:39 118.250.108.208 +21223971 6521 Login 6521 2022-04-15 18:16:39 2022-04-15 18:16:39 118.250.108.208 +21223975 6521 Login 6521 2022-04-15 18:44:12 2022-04-15 18:44:12 118.250.108.208 +21223991 6521 Login 6521 2022-04-19 10:41:42 2022-04-19 10:41:42 118.250.108.208 +21224011 6521 Login 6521 2022-04-19 17:10:39 2022-04-19 17:10:39 118.250.108.208 +21226537 6521 Login 6521 2022-04-20 10:47:58 2022-04-20 10:47:58 118.250.109.73 +21226849 6521 Login 6521 2022-04-20 16:00:41 2022-04-20 16:00:41 118.250.109.73 +21226856 6521 Login 6521 2022-04-20 16:38:38 2022-04-20 16:38:38 118.250.109.73 +21223896 10096 Login 10096 2022-04-13 15:14:24 2022-04-13 15:14:24 118.250.108.208 +21223871 15583 Login 15583 2022-04-12 13:52:32 2022-04-12 13:52:32 118.250.108.208 +21223873 15583 Login 15583 2022-04-12 14:46:27 2022-04-12 14:46:27 118.250.108.208 +21223876 15583 Login 15583 2022-04-12 15:53:37 2022-04-12 15:53:37 118.250.108.208 +21223878 15583 Login 15583 2022-04-12 16:37:30 2022-04-12 16:37:30 118.250.108.208 +21223882 15583 Login 15583 2022-04-12 18:34:47 2022-04-12 18:34:47 118.250.108.208 +21223884 15583 Login 15583 2022-04-12 19:13:40 2022-04-12 19:13:40 118.250.108.208 +21223887 15583 Login 15583 2022-04-13 11:24:44 2022-04-13 11:24:44 118.250.108.208 +21223889 15583 Login 15583 2022-04-13 14:05:58 2022-04-13 14:05:58 118.250.108.208 +21223891 15583 Login 15583 2022-04-13 14:53:01 2022-04-13 14:53:01 118.250.108.208 +21223894 15583 Login 15583 2022-04-13 15:13:23 2022-04-13 15:13:23 118.250.108.208 +21223898 15583 Login 15583 2022-04-13 15:28:45 2022-04-13 15:28:45 118.250.108.208 +21223899 15583 Login 15583 2022-04-13 15:36:59 2022-04-13 15:36:59 118.250.108.208 +21223919 15583 Login 15583 2022-04-14 14:23:43 2022-04-14 14:23:43 118.250.108.208 +21223925 15583 Login 15583 2022-04-14 19:06:18 2022-04-14 19:06:18 118.250.108.208 +21223952 15583 Login 15583 2022-04-15 17:26:43 2022-04-15 17:26:43 118.250.108.208 +21223976 15583 Login 15583 2022-04-15 18:58:28 2022-04-15 18:58:28 118.250.108.208 +21226845 15583 Login 15583 2022-04-20 15:39:55 2022-04-20 15:39:55 118.250.109.73 +21226854 15583 Login 15583 2022-04-20 16:17:02 2022-04-20 16:17:02 118.250.109.73 +21227365 15583 Login 15583 2022-04-20 18:51:01 2022-04-20 18:51:01 118.250.109.73 +21223872 21338 Login 21338 2022-04-12 13:53:58 2022-04-12 13:53:58 118.250.108.208 +21223883 21338 Login 21338 2022-04-12 18:35:11 2022-04-12 18:35:11 118.250.108.208 +21223885 21338 Login 21338 2022-04-12 19:14:05 2022-04-12 19:14:05 118.250.108.208 +21223888 21338 Login 21338 2022-04-13 11:44:25 2022-04-13 11:44:25 118.250.108.208 +21223861 22179 Login 22179 2022-04-11 15:41:14 2022-04-11 15:41:14 118.250.108.208 +21223869 22179 Login 22179 2022-04-11 18:25:47 2022-04-11 18:25:47 118.250.108.208 +21223877 22179 Login 22179 2022-04-12 16:09:09 2022-04-12 16:09:09 118.250.108.208 +21223879 22179 Login 22179 2022-04-12 16:44:51 2022-04-12 16:44:51 118.250.108.208 +21223880 22179 Login 22179 2022-04-12 17:39:30 2022-04-12 17:39:30 118.250.108.208 +21223886 22179 Login 22179 2022-04-12 19:15:21 2022-04-12 19:15:21 118.250.108.208 +21223890 22179 Login 22179 2022-04-13 14:26:35 2022-04-13 14:26:35 118.250.108.208 +21223905 22179 Login 22179 2022-04-13 17:03:05 2022-04-13 17:03:05 118.250.108.208 +21223914 22179 Login 22179 2022-04-14 10:04:50 2022-04-14 10:04:50 118.250.108.208 +21223962 22179 Login 22179 2022-04-15 18:03:44 2022-04-15 18:03:44 45.78.72.214 +21223986 22179 Login 22179 2022-04-18 15:48:54 2022-04-18 15:48:54 118.250.108.208 +21223987 22179 Login 22179 2022-04-18 16:58:02 2022-04-18 16:58:02 118.250.108.208 +21223992 22179 Login 22179 2022-04-19 10:54:25 2022-04-19 10:54:25 118.250.108.208 +21223996 22179 Login 22179 2022-04-19 15:59:35 2022-04-19 15:59:35 118.250.108.208 +21226846 22179 Login 22179 2022-04-20 15:49:55 2022-04-20 15:49:55 118.250.109.73 +21226858 22179 Login 22179 2022-04-20 17:44:41 2022-04-20 17:44:41 118.250.109.73 +21223985 24731 Login 24731 2022-04-18 11:05:33 2022-04-18 11:05:33 118.250.108.208 +21223921 38566 Login 38566 2022-04-14 17:33:16 2022-04-14 17:33:16 118.250.108.208 +21223978 42749 Login 42749 2022-04-15 19:58:45 2022-04-15 19:58:45 111.23.130.8 +21226851 73091 Login 73091 2022-04-20 16:05:44 2022-04-20 16:05:44 118.250.109.73 +21223998 73449 Login 73449 2022-04-19 16:49:38 2022-04-19 16:49:38 118.250.108.208 +21223999 73449 Login 73449 2022-04-19 16:50:08 2022-04-19 16:50:08 118.250.108.208 +21224000 73449 Login 73449 2022-04-19 16:51:17 2022-04-19 16:51:17 118.250.108.208 +21224001 73449 Login 73449 2022-04-19 16:54:56 2022-04-19 16:54:56 118.250.108.208 +21224002 73449 Login 73449 2022-04-19 16:55:49 2022-04-19 16:55:49 118.250.108.208 +21224004 73449 Login 73449 2022-04-19 16:57:23 2022-04-19 16:57:23 118.250.108.208 +21224006 73449 Login 73449 2022-04-19 16:59:14 2022-04-19 16:59:14 118.250.108.208 +21224007 73449 Login 73449 2022-04-19 16:59:45 2022-04-19 16:59:45 118.250.108.208 +21224008 73449 Login 73449 2022-04-19 17:01:47 2022-04-19 17:01:47 118.250.108.208 +21224009 73449 Login 73449 2022-04-19 17:02:12 2022-04-19 17:02:12 118.250.108.208 +21224010 73449 Login 73449 2022-04-19 17:02:52 2022-04-19 17:02:52 118.250.108.208 +21224012 73449 Login 73449 2022-04-19 17:21:26 2022-04-19 17:21:26 118.250.108.208 +21224013 73449 Login 73449 2022-04-19 17:21:42 2022-04-19 17:21:42 118.250.108.208 +21224014 73449 Login 73449 2022-04-19 17:23:13 2022-04-19 17:23:13 118.250.108.208 +21224015 73449 Login 73449 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224116 73449 Login 73449 2022-04-19 17:28:43 2022-04-19 17:28:43 118.250.108.208 +21224119 73449 Login 73449 2022-04-19 17:31:12 2022-04-19 17:31:12 118.250.108.208 +21224124 73449 Login 73449 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224137 73449 Login 73449 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224436 73449 Login 73449 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224735 73449 Login 73449 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225034 73449 Login 73449 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225335 73449 Login 73449 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225636 73449 Login 73449 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225936 73449 Login 73449 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226084 73449 Login 73449 2022-04-19 18:58:33 2022-04-19 18:58:33 118.250.108.208 +21226086 73449 Login 73449 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226236 73449 Login 73449 2022-04-20 10:08:58 2022-04-20 10:08:58 118.250.109.73 +21226540 73449 Login 73449 2022-04-20 11:00:36 2022-04-20 11:00:36 118.250.109.73 +21226541 73449 Login 73449 2022-04-20 11:02:41 2022-04-20 11:02:41 118.250.109.73 +21226542 73449 Login 73449 2022-04-20 11:03:38 2022-04-20 11:03:38 118.250.109.73 +21226543 73449 Login 73449 2022-04-20 11:18:31 2022-04-20 11:18:31 118.250.109.73 +21226546 73449 Login 73449 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226859 73449 Login 73449 2022-04-20 17:46:01 2022-04-20 17:46:01 118.250.109.73 +21226860 73449 Login 73449 2022-04-20 17:46:23 2022-04-20 17:46:23 118.250.109.73 +21226861 73449 Login 73449 2022-04-20 17:47:47 2022-04-20 17:47:47 118.250.109.73 +21226862 73449 Login 73449 2022-04-20 17:48:09 2022-04-20 17:48:09 118.250.109.73 +21226863 73449 Login 73449 2022-04-20 17:49:35 2022-04-20 17:49:35 118.250.109.73 +21226864 73449 Login 73449 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226964 73449 Login 73449 2022-04-20 17:53:01 2022-04-20 17:53:01 118.250.109.73 +21227164 73449 Login 73449 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224016 73450 Login 73450 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224120 73450 Login 73450 2022-04-19 17:31:12 2022-04-19 17:31:12 118.250.108.208 +21224125 73450 Login 73450 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224134 73450 Login 73450 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224435 73450 Login 73450 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224736 73450 Login 73450 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225035 73450 Login 73450 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225334 73450 Login 73450 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225634 73450 Login 73450 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225934 73450 Login 73450 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226087 73450 Login 73450 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226237 73450 Login 73450 2022-04-20 10:08:58 2022-04-20 10:08:58 118.250.109.73 +21226545 73450 Login 73450 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226865 73450 Login 73450 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226965 73450 Login 73450 2022-04-20 17:53:01 2022-04-20 17:53:01 118.250.109.73 +21227165 73450 Login 73450 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224018 73451 Login 73451 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224121 73451 Login 73451 2022-04-19 17:31:12 2022-04-19 17:31:12 118.250.108.208 +21224126 73451 Login 73451 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224135 73451 Login 73451 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224434 73451 Login 73451 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224734 73451 Login 73451 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225036 73451 Login 73451 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225338 73451 Login 73451 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225635 73451 Login 73451 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225935 73451 Login 73451 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226088 73451 Login 73451 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226238 73451 Login 73451 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226544 73451 Login 73451 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226866 73451 Login 73451 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226966 73451 Login 73451 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227166 73451 Login 73451 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224017 73452 Login 73452 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224122 73452 Login 73452 2022-04-19 17:31:12 2022-04-19 17:31:12 118.250.108.208 +21224127 73452 Login 73452 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224136 73452 Login 73452 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224437 73452 Login 73452 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224738 73452 Login 73452 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225039 73452 Login 73452 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225336 73452 Login 73452 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225639 73452 Login 73452 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225938 73452 Login 73452 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226089 73452 Login 73452 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226239 73452 Login 73452 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226548 73452 Login 73452 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226867 73452 Login 73452 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226967 73452 Login 73452 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227167 73452 Login 73452 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224020 73453 Login 73453 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224123 73453 Login 73453 2022-04-19 17:31:13 2022-04-19 17:31:13 118.250.108.208 +21224128 73453 Login 73453 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224138 73453 Login 73453 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224438 73453 Login 73453 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224737 73453 Login 73453 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225037 73453 Login 73453 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225337 73453 Login 73453 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225637 73453 Login 73453 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225937 73453 Login 73453 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226092 73453 Login 73453 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226240 73453 Login 73453 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226550 73453 Login 73453 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226868 73453 Login 73453 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226968 73453 Login 73453 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227168 73453 Login 73453 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224019 73454 Login 73454 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224129 73454 Login 73454 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224139 73454 Login 73454 2022-04-19 17:36:19 2022-04-19 17:36:19 118.250.108.208 +21224439 73454 Login 73454 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 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118.250.108.208 +21224130 73455 Login 73455 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224144 73455 Login 73455 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224441 73455 Login 73455 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224743 73455 Login 73455 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225038 73455 Login 73455 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225341 73455 Login 73455 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225641 73455 Login 73455 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225940 73455 Login 73455 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226094 73455 Login 73455 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226242 73455 Login 73455 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226553 73455 Login 73455 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226870 73455 Login 73455 2022-04-20 17:51:08 2022-04-20 17:51:08 118.250.109.73 +21226970 73455 Login 73455 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227170 73455 Login 73455 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224031 73456 Login 73456 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224131 73456 Login 73456 2022-04-19 17:32:24 2022-04-19 17:32:24 118.250.108.208 +21224140 73456 Login 73456 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224440 73456 Login 73456 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224742 73456 Login 73456 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225042 73456 Login 73456 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225342 73456 Login 73456 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225642 73456 Login 73456 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225943 73456 Login 73456 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226102 73456 Login 73456 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226243 73456 Login 73456 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226549 73456 Login 73456 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226871 73456 Login 73456 2022-04-20 17:51:09 2022-04-20 17:51:09 118.250.109.73 +21226971 73456 Login 73456 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227171 73456 Login 73456 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224021 73457 Login 73457 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224132 73457 Login 73457 2022-04-19 17:32:25 2022-04-19 17:32:25 118.250.108.208 +21224141 73457 Login 73457 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224444 73457 Login 73457 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224740 73457 Login 73457 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225040 73457 Login 73457 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225347 73457 Login 73457 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225665 73457 Login 73457 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225942 73457 Login 73457 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226097 73457 Login 73457 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226244 73457 Login 73457 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226559 73457 Login 73457 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226872 73457 Login 73457 2022-04-20 17:51:09 2022-04-20 17:51:09 118.250.109.73 +21226972 73457 Login 73457 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227172 73457 Login 73457 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224034 73458 Login 73458 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224133 73458 Login 73458 2022-04-19 17:32:25 2022-04-19 17:32:25 118.250.108.208 +21224142 73458 Login 73458 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224442 73458 Login 73458 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224756 73458 Login 73458 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225044 73458 Login 73458 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225343 73458 Login 73458 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225640 73458 Login 73458 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225941 73458 Login 73458 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226100 73458 Login 73458 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226245 73458 Login 73458 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226552 73458 Login 73458 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226873 73458 Login 73458 2022-04-20 17:51:09 2022-04-20 17:51:09 118.250.109.73 +21226973 73458 Login 73458 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227173 73458 Login 73458 2022-04-20 17:56:02 2022-04-20 17:56:02 118.250.109.73 +21224023 73459 Login 73459 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224143 73459 Login 73459 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224445 73459 Login 73459 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224741 73459 Login 73459 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225045 73459 Login 73459 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225339 73459 Login 73459 2022-04-19 18:23:14 2022-04-19 18:23:14 118.250.108.208 +21225656 73459 Login 73459 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225946 73459 Login 73459 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226090 73459 Login 73459 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226246 73459 Login 73459 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226551 73459 Login 73459 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226874 73459 Login 73459 2022-04-20 17:51:09 2022-04-20 17:51:09 118.250.109.73 +21226974 73459 Login 73459 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227174 73459 Login 73459 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224024 73460 Login 73460 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224148 73460 Login 73460 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224443 73460 Login 73460 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224744 73460 Login 73460 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225043 73460 Login 73460 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225345 73460 Login 73460 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225643 73460 Login 73460 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225944 73460 Login 73460 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226091 73460 Login 73460 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226247 73460 Login 73460 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226554 73460 Login 73460 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226876 73460 Login 73460 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226975 73460 Login 73460 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227175 73460 Login 73460 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224025 73461 Login 73461 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224146 73461 Login 73461 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224447 73461 Login 73461 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224745 73461 Login 73461 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225046 73461 Login 73461 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225344 73461 Login 73461 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225649 73461 Login 73461 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225945 73461 Login 73461 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 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118.250.108.208 +21225644 73462 Login 73462 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225947 73462 Login 73462 2022-04-19 18:48:47 2022-04-19 18:48:47 118.250.108.208 +21226096 73462 Login 73462 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226250 73462 Login 73462 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226556 73462 Login 73462 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226877 73462 Login 73462 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226977 73462 Login 73462 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227178 73462 Login 73462 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224028 73463 Login 73463 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224147 73463 Login 73463 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224448 73463 Login 73463 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224747 73463 Login 73463 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225049 73463 Login 73463 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225348 73463 Login 73463 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225645 73463 Login 73463 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225952 73463 Login 73463 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226099 73463 Login 73463 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226249 73463 Login 73463 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226557 73463 Login 73463 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226878 73463 Login 73463 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226978 73463 Login 73463 2022-04-20 17:53:02 2022-04-20 17:53:02 118.250.109.73 +21227177 73463 Login 73463 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224027 73464 Login 73464 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224149 73464 Login 73464 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224449 73464 Login 73464 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224746 73464 Login 73464 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225048 73464 Login 73464 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225352 73464 Login 73464 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225647 73464 Login 73464 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225948 73464 Login 73464 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226098 73464 Login 73464 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226251 73464 Login 73464 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226558 73464 Login 73464 2022-04-20 11:19:29 2022-04-20 11:19:29 118.250.109.73 +21226879 73464 Login 73464 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226979 73464 Login 73464 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227179 73464 Login 73464 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224029 73465 Login 73465 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224150 73465 Login 73465 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224450 73465 Login 73465 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224748 73465 Login 73465 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225050 73465 Login 73465 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225350 73465 Login 73465 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225646 73465 Login 73465 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225950 73465 Login 73465 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226101 73465 Login 73465 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226253 73465 Login 73465 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226561 73465 Login 73465 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226880 73465 Login 73465 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226980 73465 Login 73465 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227180 73465 Login 73465 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224030 73466 Login 73466 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224151 73466 Login 73466 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224452 73466 Login 73466 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224752 73466 Login 73466 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225051 73466 Login 73466 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225349 73466 Login 73466 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225648 73466 Login 73466 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225949 73466 Login 73466 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226103 73466 Login 73466 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226252 73466 Login 73466 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226560 73466 Login 73466 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226881 73466 Login 73466 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226981 73466 Login 73466 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227181 73466 Login 73466 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224032 73467 Login 73467 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224153 73467 Login 73467 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224451 73467 Login 73467 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224750 73467 Login 73467 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225052 73467 Login 73467 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225351 73467 Login 73467 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225650 73467 Login 73467 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225951 73467 Login 73467 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226104 73467 Login 73467 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226254 73467 Login 73467 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226563 73467 Login 73467 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226882 73467 Login 73467 2022-04-20 17:51:10 2022-04-20 17:51:10 118.250.109.73 +21226982 73467 Login 73467 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227182 73467 Login 73467 2022-04-20 17:56:03 2022-04-20 17:56:03 118.250.109.73 +21224035 73468 Login 73468 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224152 73468 Login 73468 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224453 73468 Login 73468 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224751 73468 Login 73468 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225053 73468 Login 73468 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225353 73468 Login 73468 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225651 73468 Login 73468 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225954 73468 Login 73468 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226105 73468 Login 73468 2022-04-20 09:57:38 2022-04-20 09:57:38 118.250.109.73 +21226255 73468 Login 73468 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226562 73468 Login 73468 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226883 73468 Login 73468 2022-04-20 17:51:11 2022-04-20 17:51:11 118.250.109.73 +21226983 73468 Login 73468 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227183 73468 Login 73468 2022-04-20 17:56:04 2022-04-20 17:56:04 118.250.109.73 +21224033 73469 Login 73469 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224154 73469 Login 73469 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224454 73469 Login 73469 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 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118.250.108.208 +21224157 73470 Login 73470 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224455 73470 Login 73470 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224755 73470 Login 73470 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225055 73470 Login 73470 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225355 73470 Login 73470 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225652 73470 Login 73470 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225953 73470 Login 73470 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226108 73470 Login 73470 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226257 73470 Login 73470 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226565 73470 Login 73470 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226886 73470 Login 73470 2022-04-20 17:51:11 2022-04-20 17:51:11 118.250.109.73 +21226985 73470 Login 73470 2022-04-20 17:53:03 2022-04-20 17:53:03 118.250.109.73 +21227185 73470 Login 73470 2022-04-20 17:56:04 2022-04-20 17:56:04 118.250.109.73 +21224037 73471 Login 73471 2022-04-19 17:24:05 2022-04-19 17:24:05 118.250.108.208 +21224155 73471 Login 73471 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224456 73471 Login 73471 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224753 73471 Login 73471 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225056 73471 Login 73471 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225356 73471 Login 73471 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225654 73471 Login 73471 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225956 73471 Login 73471 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226107 73471 Login 73471 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226259 73471 Login 73471 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226571 73471 Login 73471 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226885 73471 Login 73471 2022-04-20 17:51:11 2022-04-20 17:51:11 118.250.109.73 +21226986 73471 Login 73471 2022-04-20 17:53:04 2022-04-20 17:53:04 118.250.109.73 +21227186 73471 Login 73471 2022-04-20 17:56:04 2022-04-20 17:56:04 118.250.109.73 +21224038 73472 Login 73472 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224156 73472 Login 73472 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224458 73472 Login 73472 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224757 73472 Login 73472 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225057 73472 Login 73472 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225357 73472 Login 73472 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225655 73472 Login 73472 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225957 73472 Login 73472 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226109 73472 Login 73472 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226258 73472 Login 73472 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226566 73472 Login 73472 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226887 73472 Login 73472 2022-04-20 17:51:12 2022-04-20 17:51:12 118.250.109.73 +21226987 73472 Login 73472 2022-04-20 17:53:04 2022-04-20 17:53:04 118.250.109.73 +21227187 73472 Login 73472 2022-04-20 17:56:04 2022-04-20 17:56:04 118.250.109.73 +21224040 73473 Login 73473 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224159 73473 Login 73473 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224457 73473 Login 73473 2022-04-19 17:53:19 2022-04-19 17:53:19 118.250.108.208 +21224758 73473 Login 73473 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225058 73473 Login 73473 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225358 73473 Login 73473 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225658 73473 Login 73473 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225958 73473 Login 73473 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226110 73473 Login 73473 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226261 73473 Login 73473 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226567 73473 Login 73473 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226888 73473 Login 73473 2022-04-20 17:51:12 2022-04-20 17:51:12 118.250.109.73 +21226988 73473 Login 73473 2022-04-20 17:53:04 2022-04-20 17:53:04 118.250.109.73 +21227188 73473 Login 73473 2022-04-20 17:56:04 2022-04-20 17:56:04 118.250.109.73 +21224039 73474 Login 73474 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224158 73474 Login 73474 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224459 73474 Login 73474 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224759 73474 Login 73474 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225059 73474 Login 73474 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225359 73474 Login 73474 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225657 73474 Login 73474 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225959 73474 Login 73474 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226111 73474 Login 73474 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226262 73474 Login 73474 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226568 73474 Login 73474 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226890 73474 Login 73474 2022-04-20 17:51:13 2022-04-20 17:51:13 118.250.109.73 +21226989 73474 Login 73474 2022-04-20 17:53:04 2022-04-20 17:53:04 118.250.109.73 +21227189 73474 Login 73474 2022-04-20 17:56:05 2022-04-20 17:56:05 118.250.109.73 +21224041 73475 Login 73475 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224162 73475 Login 73475 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224460 73475 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73476 Login 73476 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224160 73476 Login 73476 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224461 73476 Login 73476 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224760 73476 Login 73476 2022-04-19 18:06:06 2022-04-19 18:06:06 118.250.108.208 +21225061 73476 Login 73476 2022-04-19 18:10:14 2022-04-19 18:10:14 118.250.108.208 +21225360 73476 Login 73476 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225659 73476 Login 73476 2022-04-19 18:39:14 2022-04-19 18:39:14 118.250.108.208 +21225961 73476 Login 73476 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226113 73476 Login 73476 2022-04-20 09:57:39 2022-04-20 09:57:39 118.250.109.73 +21226263 73476 Login 73476 2022-04-20 10:08:59 2022-04-20 10:08:59 118.250.109.73 +21226570 73476 Login 73476 2022-04-20 11:19:30 2022-04-20 11:19:30 118.250.109.73 +21226891 73476 Login 73476 2022-04-20 17:51:13 2022-04-20 17:51:13 118.250.109.73 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73489 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226277 73489 Login 73489 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226584 73489 Login 73489 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226904 73489 Login 73489 2022-04-20 17:51:16 2022-04-20 17:51:16 118.250.109.73 +21227004 73489 Login 73489 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227204 73489 Login 73489 2022-04-20 17:56:08 2022-04-20 17:56:08 118.250.109.73 +21224055 73490 Login 73490 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224175 73490 Login 73490 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224475 73490 Login 73490 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224775 73490 Login 73490 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225074 73490 Login 73490 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225375 73490 Login 73490 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225675 73490 Login 73490 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225975 73490 Login 73490 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226127 73490 Login 73490 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226276 73490 Login 73490 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226587 73490 Login 73490 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226905 73490 Login 73490 2022-04-20 17:51:16 2022-04-20 17:51:16 118.250.109.73 +21227005 73490 Login 73490 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227206 73490 Login 73490 2022-04-20 17:56:08 2022-04-20 17:56:08 118.250.109.73 +21224057 73491 Login 73491 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224176 73491 Login 73491 2022-04-19 17:36:20 2022-04-19 17:36:20 118.250.108.208 +21224476 73491 Login 73491 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224776 73491 Login 73491 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225076 73491 Login 73491 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225376 73491 Login 73491 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225676 73491 Login 73491 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225976 73491 Login 73491 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226128 73491 Login 73491 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226278 73491 Login 73491 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226586 73491 Login 73491 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226906 73491 Login 73491 2022-04-20 17:51:16 2022-04-20 17:51:16 118.250.109.73 +21227006 73491 Login 73491 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227205 73491 Login 73491 2022-04-20 17:56:08 2022-04-20 17:56:08 118.250.109.73 +21224058 73492 Login 73492 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224177 73492 Login 73492 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 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118.250.109.73 +21224059 73493 Login 73493 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224178 73493 Login 73493 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224480 73493 Login 73493 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224778 73493 Login 73493 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225078 73493 Login 73493 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225378 73493 Login 73493 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225678 73493 Login 73493 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225978 73493 Login 73493 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226131 73493 Login 73493 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226280 73493 Login 73493 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226588 73493 Login 73493 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226908 73493 Login 73493 2022-04-20 17:51:17 2022-04-20 17:51:17 118.250.109.73 +21227008 73493 Login 73493 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227207 73493 Login 73493 2022-04-20 17:56:08 2022-04-20 17:56:08 118.250.109.73 +21224060 73494 Login 73494 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224179 73494 Login 73494 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224478 73494 Login 73494 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224779 73494 Login 73494 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225079 73494 Login 73494 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225380 73494 Login 73494 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225680 73494 Login 73494 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225979 73494 Login 73494 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226130 73494 Login 73494 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226281 73494 Login 73494 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226589 73494 Login 73494 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226910 73494 Login 73494 2022-04-20 17:51:17 2022-04-20 17:51:17 118.250.109.73 +21227009 73494 Login 73494 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227210 73494 Login 73494 2022-04-20 17:56:09 2022-04-20 17:56:09 118.250.109.73 +21224061 73495 Login 73495 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224183 73495 Login 73495 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224481 73495 Login 73495 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224780 73495 Login 73495 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225080 73495 Login 73495 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225379 73495 Login 73495 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225679 73495 Login 73495 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225980 73495 Login 73495 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226132 73495 Login 73495 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226282 73495 Login 73495 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226591 73495 Login 73495 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226909 73495 Login 73495 2022-04-20 17:51:17 2022-04-20 17:51:17 118.250.109.73 +21227010 73495 Login 73495 2022-04-20 17:53:06 2022-04-20 17:53:06 118.250.109.73 +21227209 73495 Login 73495 2022-04-20 17:56:09 2022-04-20 17:56:09 118.250.109.73 +21224062 73496 Login 73496 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224180 73496 Login 73496 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224479 73496 Login 73496 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224781 73496 Login 73496 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225081 73496 Login 73496 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225381 73496 Login 73496 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225681 73496 Login 73496 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225981 73496 Login 73496 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226133 73496 Login 73496 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226283 73496 Login 73496 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226590 73496 Login 73496 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226911 73496 Login 73496 2022-04-20 17:51:17 2022-04-20 17:51:17 118.250.109.73 +21227011 73496 Login 73496 2022-04-20 17:53:07 2022-04-20 17:53:07 118.250.109.73 +21227211 73496 Login 73496 2022-04-20 17:56:09 2022-04-20 17:56:09 118.250.109.73 +21224063 73497 Login 73497 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224182 73497 Login 73497 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224482 73497 Login 73497 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224782 73497 Login 73497 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225082 73497 Login 73497 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225382 73497 Login 73497 2022-04-19 18:23:15 2022-04-19 18:23:15 118.250.108.208 +21225683 73497 Login 73497 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225982 73497 Login 73497 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226134 73497 Login 73497 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226284 73497 Login 73497 2022-04-20 10:09:00 2022-04-20 10:09:00 118.250.109.73 +21226592 73497 Login 73497 2022-04-20 11:19:31 2022-04-20 11:19:31 118.250.109.73 +21226912 73497 Login 73497 2022-04-20 17:51:18 2022-04-20 17:51:18 118.250.109.73 +21227012 73497 Login 73497 2022-04-20 17:53:07 2022-04-20 17:53:07 118.250.109.73 +21227212 73497 Login 73497 2022-04-20 17:56:09 2022-04-20 17:56:09 118.250.109.73 +21224064 73498 Login 73498 2022-04-19 17:24:06 2022-04-19 17:24:06 118.250.108.208 +21224181 73498 Login 73498 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224483 73498 Login 73498 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224783 73498 Login 73498 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225083 73498 Login 73498 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225383 73498 Login 73498 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225682 73498 Login 73498 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225983 73498 Login 73498 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226135 73498 Login 73498 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226285 73498 Login 73498 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226593 73498 Login 73498 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226914 73498 Login 73498 2022-04-20 17:51:18 2022-04-20 17:51:18 118.250.109.73 +21227013 73498 Login 73498 2022-04-20 17:53:07 2022-04-20 17:53:07 118.250.109.73 +21227213 73498 Login 73498 2022-04-20 17:56:09 2022-04-20 17:56:09 118.250.109.73 +21224065 73499 Login 73499 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224184 73499 Login 73499 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224484 73499 Login 73499 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224784 73499 Login 73499 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225084 73499 Login 73499 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225384 73499 Login 73499 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225684 73499 Login 73499 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225985 73499 Login 73499 2022-04-19 18:48:48 2022-04-19 18:48:48 118.250.108.208 +21226136 73499 Login 73499 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226287 73499 Login 73499 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226594 73499 Login 73499 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 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118.250.109.73 +21226286 73500 Login 73500 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226595 73500 Login 73500 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226915 73500 Login 73500 2022-04-20 17:51:19 2022-04-20 17:51:19 118.250.109.73 +21227015 73500 Login 73500 2022-04-20 17:53:08 2022-04-20 17:53:08 118.250.109.73 +21227215 73500 Login 73500 2022-04-20 17:56:10 2022-04-20 17:56:10 118.250.109.73 +21224067 73501 Login 73501 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224186 73501 Login 73501 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224486 73501 Login 73501 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224786 73501 Login 73501 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225085 73501 Login 73501 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225386 73501 Login 73501 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225686 73501 Login 73501 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225986 73501 Login 73501 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226139 73501 Login 73501 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226288 73501 Login 73501 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226596 73501 Login 73501 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226916 73501 Login 73501 2022-04-20 17:51:19 2022-04-20 17:51:19 118.250.109.73 +21227016 73501 Login 73501 2022-04-20 17:53:08 2022-04-20 17:53:08 118.250.109.73 +21227216 73501 Login 73501 2022-04-20 17:56:10 2022-04-20 17:56:10 118.250.109.73 +21224069 73502 Login 73502 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224187 73502 Login 73502 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224485 73502 Login 73502 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224787 73502 Login 73502 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225087 73502 Login 73502 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225387 73502 Login 73502 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225687 73502 Login 73502 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225987 73502 Login 73502 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226138 73502 Login 73502 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226289 73502 Login 73502 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226598 73502 Login 73502 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226917 73502 Login 73502 2022-04-20 17:51:20 2022-04-20 17:51:20 118.250.109.73 +21227018 73502 Login 73502 2022-04-20 17:53:09 2022-04-20 17:53:09 118.250.109.73 +21227217 73502 Login 73502 2022-04-20 17:56:10 2022-04-20 17:56:10 118.250.109.73 +21224068 73503 Login 73503 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224188 73503 Login 73503 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224488 73503 Login 73503 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224788 73503 Login 73503 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225088 73503 Login 73503 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225388 73503 Login 73503 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225689 73503 Login 73503 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225988 73503 Login 73503 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226140 73503 Login 73503 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226290 73503 Login 73503 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226597 73503 Login 73503 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226918 73503 Login 73503 2022-04-20 17:51:20 2022-04-20 17:51:20 118.250.109.73 +21227017 73503 Login 73503 2022-04-20 17:53:09 2022-04-20 17:53:09 118.250.109.73 +21227218 73503 Login 73503 2022-04-20 17:56:10 2022-04-20 17:56:10 118.250.109.73 +21224070 73504 Login 73504 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224190 73504 Login 73504 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224490 73504 Login 73504 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224790 73504 Login 73504 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225090 73504 Login 73504 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225389 73504 Login 73504 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225688 73504 Login 73504 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225989 73504 Login 73504 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226141 73504 Login 73504 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226291 73504 Login 73504 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226599 73504 Login 73504 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226919 73504 Login 73504 2022-04-20 17:51:21 2022-04-20 17:51:21 118.250.109.73 +21227019 73504 Login 73504 2022-04-20 17:53:09 2022-04-20 17:53:09 118.250.109.73 +21227219 73504 Login 73504 2022-04-20 17:56:10 2022-04-20 17:56:10 118.250.109.73 +21224071 73505 Login 73505 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224189 73505 Login 73505 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224489 73505 Login 73505 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224791 73505 Login 73505 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225089 73505 Login 73505 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225392 73505 Login 73505 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225690 73505 Login 73505 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225990 73505 Login 73505 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226142 73505 Login 73505 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226292 73505 Login 73505 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226601 73505 Login 73505 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226920 73505 Login 73505 2022-04-20 17:51:21 2022-04-20 17:51:21 118.250.109.73 +21227020 73505 Login 73505 2022-04-20 17:53:09 2022-04-20 17:53:09 118.250.109.73 +21227220 73505 Login 73505 2022-04-20 17:56:11 2022-04-20 17:56:11 118.250.109.73 +21224072 73506 Login 73506 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224191 73506 Login 73506 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224492 73506 Login 73506 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224789 73506 Login 73506 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225091 73506 Login 73506 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225390 73506 Login 73506 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225691 73506 Login 73506 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225991 73506 Login 73506 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226143 73506 Login 73506 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226293 73506 Login 73506 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226600 73506 Login 73506 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226921 73506 Login 73506 2022-04-20 17:51:22 2022-04-20 17:51:22 118.250.109.73 +21227021 73506 Login 73506 2022-04-20 17:53:10 2022-04-20 17:53:10 118.250.109.73 +21227221 73506 Login 73506 2022-04-20 17:56:11 2022-04-20 17:56:11 118.250.109.73 +21224073 73507 Login 73507 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224193 73507 Login 73507 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224491 73507 Login 73507 2022-04-19 17:53:20 2022-04-19 17:53:20 118.250.108.208 +21224793 73507 Login 73507 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225093 73507 Login 73507 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225391 73507 Login 73507 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225692 73507 Login 73507 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225993 73507 Login 73507 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226145 73507 Login 73507 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226294 73507 Login 73507 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226602 73507 Login 73507 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226922 73507 Login 73507 2022-04-20 17:51:22 2022-04-20 17:51:22 118.250.109.73 +21227022 73507 Login 73507 2022-04-20 17:53:10 2022-04-20 17:53:10 118.250.109.73 +21227222 73507 Login 73507 2022-04-20 17:56:11 2022-04-20 17:56:11 118.250.109.73 +21224074 73508 Login 73508 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224192 73508 Login 73508 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224494 73508 Login 73508 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224792 73508 Login 73508 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225092 73508 Login 73508 2022-04-19 18:10:15 2022-04-19 18:10:15 118.250.108.208 +21225394 73508 Login 73508 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225693 73508 Login 73508 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225994 73508 Login 73508 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226144 73508 Login 73508 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226295 73508 Login 73508 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226603 73508 Login 73508 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226923 73508 Login 73508 2022-04-20 17:51:22 2022-04-20 17:51:22 118.250.109.73 +21227023 73508 Login 73508 2022-04-20 17:53:10 2022-04-20 17:53:10 118.250.109.73 +21227223 73508 Login 73508 2022-04-20 17:56:11 2022-04-20 17:56:11 118.250.109.73 +21224075 73509 Login 73509 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224194 73509 Login 73509 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224495 73509 Login 73509 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224795 73509 Login 73509 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225094 73509 Login 73509 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225393 73509 Login 73509 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225694 73509 Login 73509 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225992 73509 Login 73509 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226147 73509 Login 73509 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226296 73509 Login 73509 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226604 73509 Login 73509 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226924 73509 Login 73509 2022-04-20 17:51:23 2022-04-20 17:51:23 118.250.109.73 +21227024 73509 Login 73509 2022-04-20 17:53:10 2022-04-20 17:53:10 118.250.109.73 +21227225 73509 Login 73509 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224076 73510 Login 73510 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224195 73510 Login 73510 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224493 73510 Login 73510 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224794 73510 Login 73510 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225095 73510 Login 73510 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225395 73510 Login 73510 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225695 73510 Login 73510 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225995 73510 Login 73510 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226146 73510 Login 73510 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226297 73510 Login 73510 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226605 73510 Login 73510 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226925 73510 Login 73510 2022-04-20 17:51:23 2022-04-20 17:51:23 118.250.109.73 +21227025 73510 Login 73510 2022-04-20 17:53:10 2022-04-20 17:53:10 118.250.109.73 +21227224 73510 Login 73510 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224077 73511 Login 73511 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224196 73511 Login 73511 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224496 73511 Login 73511 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224797 73511 Login 73511 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225097 73511 Login 73511 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225396 73511 Login 73511 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225698 73511 Login 73511 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225996 73511 Login 73511 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226151 73511 Login 73511 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226298 73511 Login 73511 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226606 73511 Login 73511 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226926 73511 Login 73511 2022-04-20 17:51:24 2022-04-20 17:51:24 118.250.109.73 +21227027 73511 Login 73511 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227226 73511 Login 73511 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224078 73512 Login 73512 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224197 73512 Login 73512 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224498 73512 Login 73512 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224796 73512 Login 73512 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225096 73512 Login 73512 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225397 73512 Login 73512 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225697 73512 Login 73512 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225997 73512 Login 73512 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226148 73512 Login 73512 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226299 73512 Login 73512 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226607 73512 Login 73512 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226927 73512 Login 73512 2022-04-20 17:51:24 2022-04-20 17:51:24 118.250.109.73 +21227026 73512 Login 73512 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227227 73512 Login 73512 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224079 73513 Login 73513 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224199 73513 Login 73513 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224499 73513 Login 73513 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224799 73513 Login 73513 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225099 73513 Login 73513 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225398 73513 Login 73513 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225696 73513 Login 73513 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225998 73513 Login 73513 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226150 73513 Login 73513 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226301 73513 Login 73513 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226608 73513 Login 73513 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226928 73513 Login 73513 2022-04-20 17:51:24 2022-04-20 17:51:24 118.250.109.73 +21227028 73513 Login 73513 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227228 73513 Login 73513 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224080 73514 Login 73514 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224198 73514 Login 73514 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224497 73514 Login 73514 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224798 73514 Login 73514 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225098 73514 Login 73514 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225400 73514 Login 73514 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225699 73514 Login 73514 2022-04-19 18:39:15 2022-04-19 18:39:15 118.250.108.208 +21225999 73514 Login 73514 2022-04-19 18:48:49 2022-04-19 18:48:49 118.250.108.208 +21226149 73514 Login 73514 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226300 73514 Login 73514 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226610 73514 Login 73514 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226929 73514 Login 73514 2022-04-20 17:51:24 2022-04-20 17:51:24 118.250.109.73 +21227029 73514 Login 73514 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227229 73514 Login 73514 2022-04-20 17:56:12 2022-04-20 17:56:12 118.250.109.73 +21224081 73515 Login 73515 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224200 73515 Login 73515 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224500 73515 Login 73515 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224800 73515 Login 73515 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225100 73515 Login 73515 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225399 73515 Login 73515 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225701 73515 Login 73515 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226000 73515 Login 73515 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226152 73515 Login 73515 2022-04-20 09:57:40 2022-04-20 09:57:40 118.250.109.73 +21226302 73515 Login 73515 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226609 73515 Login 73515 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226930 73515 Login 73515 2022-04-20 17:51:25 2022-04-20 17:51:25 118.250.109.73 +21227030 73515 Login 73515 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227230 73515 Login 73515 2022-04-20 17:56:13 2022-04-20 17:56:13 118.250.109.73 +21224082 73516 Login 73516 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224201 73516 Login 73516 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224501 73516 Login 73516 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224802 73516 Login 73516 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225101 73516 Login 73516 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225403 73516 Login 73516 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225700 73516 Login 73516 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226002 73516 Login 73516 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226154 73516 Login 73516 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226303 73516 Login 73516 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226611 73516 Login 73516 2022-04-20 11:19:32 2022-04-20 11:19:32 118.250.109.73 +21226931 73516 Login 73516 2022-04-20 17:51:25 2022-04-20 17:51:25 118.250.109.73 +21227031 73516 Login 73516 2022-04-20 17:53:11 2022-04-20 17:53:11 118.250.109.73 +21227231 73516 Login 73516 2022-04-20 17:56:13 2022-04-20 17:56:13 118.250.109.73 +21224083 73517 Login 73517 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224203 73517 Login 73517 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224502 73517 Login 73517 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224801 73517 Login 73517 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225103 73517 Login 73517 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225401 73517 Login 73517 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225702 73517 Login 73517 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226001 73517 Login 73517 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226153 73517 Login 73517 2022-04-20 09:57:41 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18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226003 73518 Login 73518 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226155 73518 Login 73518 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226305 73518 Login 73518 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226613 73518 Login 73518 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226933 73518 Login 73518 2022-04-20 17:51:26 2022-04-20 17:51:26 118.250.109.73 +21227035 73518 Login 73518 2022-04-20 17:53:12 2022-04-20 17:53:12 118.250.109.73 +21227233 73518 Login 73518 2022-04-20 17:56:14 2022-04-20 17:56:14 118.250.109.73 +21224085 73519 Login 73519 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224204 73519 Login 73519 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224505 73519 Login 73519 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224804 73519 Login 73519 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225102 73519 Login 73519 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73520 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224805 73520 Login 73520 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225105 73520 Login 73520 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225405 73520 Login 73520 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225706 73520 Login 73520 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226005 73520 Login 73520 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226157 73520 Login 73520 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226307 73520 Login 73520 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226615 73520 Login 73520 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226935 73520 Login 73520 2022-04-20 17:51:26 2022-04-20 17:51:26 118.250.109.73 +21227033 73520 Login 73520 2022-04-20 17:53:12 2022-04-20 17:53:12 118.250.109.73 +21227235 73520 Login 73520 2022-04-20 17:56:14 2022-04-20 17:56:14 118.250.109.73 +21224087 73521 Login 73521 2022-04-19 17:24:07 2022-04-19 17:24:07 118.250.108.208 +21224208 73521 Login 73521 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224506 73521 Login 73521 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224806 73521 Login 73521 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225106 73521 Login 73521 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225406 73521 Login 73521 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225705 73521 Login 73521 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226006 73521 Login 73521 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226158 73521 Login 73521 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226308 73521 Login 73521 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226616 73521 Login 73521 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226936 73521 Login 73521 2022-04-20 17:51:27 2022-04-20 17:51:27 118.250.109.73 +21227036 73521 Login 73521 2022-04-20 17:53:13 2022-04-20 17:53:13 118.250.109.73 +21227237 73521 Login 73521 2022-04-20 17:56:14 2022-04-20 17:56:14 118.250.109.73 +21224088 73522 Login 73522 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224206 73522 Login 73522 2022-04-19 17:36:21 2022-04-19 17:36:21 118.250.108.208 +21224507 73522 Login 73522 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224807 73522 Login 73522 2022-04-19 18:06:07 2022-04-19 18:06:07 118.250.108.208 +21225107 73522 Login 73522 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225409 73522 Login 73522 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225707 73522 Login 73522 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226008 73522 Login 73522 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226160 73522 Login 73522 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226310 73522 Login 73522 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 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118.250.108.208 +21226159 73523 Login 73523 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226309 73523 Login 73523 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226618 73523 Login 73523 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226938 73523 Login 73523 2022-04-20 17:51:28 2022-04-20 17:51:28 118.250.109.73 +21227038 73523 Login 73523 2022-04-20 17:53:13 2022-04-20 17:53:13 118.250.109.73 +21227238 73523 Login 73523 2022-04-20 17:56:15 2022-04-20 17:56:15 118.250.109.73 +21224090 73524 Login 73524 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224209 73524 Login 73524 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224509 73524 Login 73524 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224809 73524 Login 73524 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225108 73524 Login 73524 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225408 73524 Login 73524 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225709 73524 Login 73524 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226007 73524 Login 73524 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226162 73524 Login 73524 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226311 73524 Login 73524 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226620 73524 Login 73524 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226939 73524 Login 73524 2022-04-20 17:51:28 2022-04-20 17:51:28 118.250.109.73 +21227039 73524 Login 73524 2022-04-20 17:53:13 2022-04-20 17:53:13 118.250.109.73 +21227239 73524 Login 73524 2022-04-20 17:56:15 2022-04-20 17:56:15 118.250.109.73 +21224091 73525 Login 73525 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224210 73525 Login 73525 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224511 73525 Login 73525 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224810 73525 Login 73525 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225110 73525 Login 73525 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225411 73525 Login 73525 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225711 73525 Login 73525 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226009 73525 Login 73525 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226161 73525 Login 73525 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226313 73525 Login 73525 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226619 73525 Login 73525 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226940 73525 Login 73525 2022-04-20 17:51:29 2022-04-20 17:51:29 118.250.109.73 +21227040 73525 Login 73525 2022-04-20 17:53:14 2022-04-20 17:53:14 118.250.109.73 +21227240 73525 Login 73525 2022-04-20 17:56:15 2022-04-20 17:56:15 118.250.109.73 +21224092 73526 Login 73526 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224212 73526 Login 73526 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224512 73526 Login 73526 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224811 73526 Login 73526 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225111 73526 Login 73526 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225410 73526 Login 73526 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225710 73526 Login 73526 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226012 73526 Login 73526 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226163 73526 Login 73526 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226312 73526 Login 73526 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226621 73526 Login 73526 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226942 73526 Login 73526 2022-04-20 17:51:30 2022-04-20 17:51:30 118.250.109.73 +21227041 73526 Login 73526 2022-04-20 17:53:14 2022-04-20 17:53:14 118.250.109.73 +21227241 73526 Login 73526 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73527 2022-04-20 17:51:30 2022-04-20 17:51:30 118.250.109.73 +21227042 73527 Login 73527 2022-04-20 17:53:14 2022-04-20 17:53:14 118.250.109.73 +21227242 73527 Login 73527 2022-04-20 17:56:15 2022-04-20 17:56:15 118.250.109.73 +21224094 73528 Login 73528 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224213 73528 Login 73528 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224513 73528 Login 73528 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224812 73528 Login 73528 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225113 73528 Login 73528 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225413 73528 Login 73528 2022-04-19 18:23:16 2022-04-19 18:23:16 118.250.108.208 +21225713 73528 Login 73528 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226014 73528 Login 73528 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226166 73528 Login 73528 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226315 73528 Login 73528 2022-04-20 10:09:01 2022-04-20 10:09:01 118.250.109.73 +21226622 73528 Login 73528 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226943 73528 Login 73528 2022-04-20 17:51:30 2022-04-20 17:51:30 118.250.109.73 +21227043 73528 Login 73528 2022-04-20 17:53:14 2022-04-20 17:53:14 118.250.109.73 +21227243 73528 Login 73528 2022-04-20 17:56:15 2022-04-20 17:56:15 118.250.109.73 +21224095 73529 Login 73529 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224215 73529 Login 73529 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224515 73529 Login 73529 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224814 73529 Login 73529 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225115 73529 Login 73529 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225414 73529 Login 73529 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225714 73529 Login 73529 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226013 73529 Login 73529 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226165 73529 Login 73529 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226318 73529 Login 73529 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226624 73529 Login 73529 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226944 73529 Login 73529 2022-04-20 17:51:31 2022-04-20 17:51:31 118.250.109.73 +21227044 73529 Login 73529 2022-04-20 17:53:15 2022-04-20 17:53:15 118.250.109.73 +21227245 73529 Login 73529 2022-04-20 17:56:16 2022-04-20 17:56:16 118.250.109.73 +21224096 73530 Login 73530 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224214 73530 Login 73530 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224514 73530 Login 73530 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224815 73530 Login 73530 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225114 73530 Login 73530 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 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118.250.108.208 +21224816 73531 Login 73531 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225116 73531 Login 73531 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225415 73531 Login 73531 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225715 73531 Login 73531 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226020 73531 Login 73531 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226167 73531 Login 73531 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226316 73531 Login 73531 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226626 73531 Login 73531 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226946 73531 Login 73531 2022-04-20 17:51:31 2022-04-20 17:51:31 118.250.109.73 +21227046 73531 Login 73531 2022-04-20 17:53:15 2022-04-20 17:53:15 118.250.109.73 +21227246 73531 Login 73531 2022-04-20 17:56:16 2022-04-20 17:56:16 118.250.109.73 +21224097 73532 Login 73532 2022-04-19 17:24:08 2022-04-19 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11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226947 73533 Login 73533 2022-04-20 17:51:31 2022-04-20 17:51:31 118.250.109.73 +21227048 73533 Login 73533 2022-04-20 17:53:16 2022-04-20 17:53:16 118.250.109.73 +21227248 73533 Login 73533 2022-04-20 17:56:16 2022-04-20 17:56:16 118.250.109.73 +21224100 73534 Login 73534 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224218 73534 Login 73534 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224520 73534 Login 73534 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224818 73534 Login 73534 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225119 73534 Login 73534 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225422 73534 Login 73534 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225719 73534 Login 73534 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226018 73534 Login 73534 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226171 73534 Login 73534 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73535 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226019 73535 Login 73535 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226172 73535 Login 73535 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226323 73535 Login 73535 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226631 73535 Login 73535 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226950 73535 Login 73535 2022-04-20 17:51:32 2022-04-20 17:51:32 118.250.109.73 +21227050 73535 Login 73535 2022-04-20 17:53:17 2022-04-20 17:53:17 118.250.109.73 +21227250 73535 Login 73535 2022-04-20 17:56:17 2022-04-20 17:56:17 118.250.109.73 +21224102 73536 Login 73536 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224220 73536 Login 73536 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224521 73536 Login 73536 2022-04-19 17:53:21 2022-04-19 17:53:21 118.250.108.208 +21224822 73536 Login 73536 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225122 73536 Login 73536 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225421 73536 Login 73536 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225720 73536 Login 73536 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226023 73536 Login 73536 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226173 73536 Login 73536 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226322 73536 Login 73536 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226630 73536 Login 73536 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226951 73536 Login 73536 2022-04-20 17:51:32 2022-04-20 17:51:32 118.250.109.73 +21227051 73536 Login 73536 2022-04-20 17:53:18 2022-04-20 17:53:18 118.250.109.73 +21227251 73536 Login 73536 2022-04-20 17:56:17 2022-04-20 17:56:17 118.250.109.73 +21224103 73537 Login 73537 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224222 73537 Login 73537 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224522 73537 Login 73537 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224821 73537 Login 73537 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225121 73537 Login 73537 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225420 73537 Login 73537 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225723 73537 Login 73537 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226022 73537 Login 73537 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226174 73537 Login 73537 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226324 73537 Login 73537 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226632 73537 Login 73537 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226952 73537 Login 73537 2022-04-20 17:51:32 2022-04-20 17:51:32 118.250.109.73 +21227052 73537 Login 73537 2022-04-20 17:53:19 2022-04-20 17:53:19 118.250.109.73 +21227252 73537 Login 73537 2022-04-20 17:56:18 2022-04-20 17:56:18 118.250.109.73 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118.250.109.73 +21227053 73538 Login 73538 2022-04-20 17:53:19 2022-04-20 17:53:19 118.250.109.73 +21227253 73538 Login 73538 2022-04-20 17:56:18 2022-04-20 17:56:18 118.250.109.73 +21224106 73539 Login 73539 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224224 73539 Login 73539 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224524 73539 Login 73539 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224827 73539 Login 73539 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225123 73539 Login 73539 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225424 73539 Login 73539 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225726 73539 Login 73539 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226021 73539 Login 73539 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226176 73539 Login 73539 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226326 73539 Login 73539 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226635 73539 Login 73539 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226954 73539 Login 73539 2022-04-20 17:51:33 2022-04-20 17:51:33 118.250.109.73 +21227054 73539 Login 73539 2022-04-20 17:53:20 2022-04-20 17:53:20 118.250.109.73 +21227254 73539 Login 73539 2022-04-20 17:56:19 2022-04-20 17:56:19 118.250.109.73 +21224105 73540 Login 73540 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224225 73540 Login 73540 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224525 73540 Login 73540 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224823 73540 Login 73540 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225125 73540 Login 73540 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225425 73540 Login 73540 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225725 73540 Login 73540 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226026 73540 Login 73540 2022-04-19 18:48:50 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18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225724 73541 Login 73541 2022-04-19 18:39:16 2022-04-19 18:39:16 118.250.108.208 +21226027 73541 Login 73541 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226177 73541 Login 73541 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226328 73541 Login 73541 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226636 73541 Login 73541 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226959 73541 Login 73541 2022-04-20 17:51:34 2022-04-20 17:51:34 118.250.109.73 +21227056 73541 Login 73541 2022-04-20 17:53:21 2022-04-20 17:53:21 118.250.109.73 +21227256 73541 Login 73541 2022-04-20 17:56:20 2022-04-20 17:56:20 118.250.109.73 +21224108 73542 Login 73542 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224227 73542 Login 73542 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224526 73542 Login 73542 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224825 73542 Login 73542 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73543 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224528 73543 Login 73543 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224828 73543 Login 73543 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225128 73543 Login 73543 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225428 73543 Login 73543 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225729 73543 Login 73543 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226028 73543 Login 73543 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226180 73543 Login 73543 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226331 73543 Login 73543 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226639 73543 Login 73543 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226956 73543 Login 73543 2022-04-20 17:51:34 2022-04-20 17:51:34 118.250.109.73 +21227058 73543 Login 73543 2022-04-20 17:53:22 2022-04-20 17:53:22 118.250.109.73 +21227258 73543 Login 73543 2022-04-20 17:56:21 2022-04-20 17:56:21 118.250.109.73 +21224111 73544 Login 73544 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224229 73544 Login 73544 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224529 73544 Login 73544 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224829 73544 Login 73544 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225129 73544 Login 73544 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225433 73544 Login 73544 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225730 73544 Login 73544 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226029 73544 Login 73544 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226181 73544 Login 73544 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226329 73544 Login 73544 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226638 73544 Login 73544 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226958 73544 Login 73544 2022-04-20 17:51:34 2022-04-20 17:51:34 118.250.109.73 +21227059 73544 Login 73544 2022-04-20 17:53:23 2022-04-20 17:53:23 118.250.109.73 +21227259 73544 Login 73544 2022-04-20 17:56:21 2022-04-20 17:56:21 118.250.109.73 +21224110 73545 Login 73545 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224230 73545 Login 73545 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224531 73545 Login 73545 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224830 73545 Login 73545 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225130 73545 Login 73545 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225429 73545 Login 73545 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225728 73545 Login 73545 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226033 73545 Login 73545 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226183 73545 Login 73545 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 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118.250.108.208 +21226032 73546 Login 73546 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226182 73546 Login 73546 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226333 73546 Login 73546 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226641 73546 Login 73546 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226961 73546 Login 73546 2022-04-20 17:51:34 2022-04-20 17:51:34 118.250.109.73 +21227061 73546 Login 73546 2022-04-20 17:53:24 2022-04-20 17:53:24 118.250.109.73 +21227261 73546 Login 73546 2022-04-20 17:56:22 2022-04-20 17:56:22 118.250.109.73 +21224113 73547 Login 73547 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224231 73547 Login 73547 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224532 73547 Login 73547 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224832 73547 Login 73547 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225133 73547 Login 73547 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225432 73547 Login 73547 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225732 73547 Login 73547 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226030 73547 Login 73547 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226184 73547 Login 73547 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226334 73547 Login 73547 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226642 73547 Login 73547 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21226962 73547 Login 73547 2022-04-20 17:51:35 2022-04-20 17:51:35 118.250.109.73 +21227062 73547 Login 73547 2022-04-20 17:53:24 2022-04-20 17:53:24 118.250.109.73 +21227262 73547 Login 73547 2022-04-20 17:56:22 2022-04-20 17:56:22 118.250.109.73 +21224114 73548 Login 73548 2022-04-19 17:24:08 2022-04-19 17:24:08 118.250.108.208 +21224234 73548 Login 73548 2022-04-19 17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224534 73548 Login 73548 2022-04-19 17:53:22 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17:36:22 2022-04-19 17:36:22 118.250.108.208 +21224533 73549 Login 73549 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224833 73549 Login 73549 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225134 73549 Login 73549 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225434 73549 Login 73549 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225734 73549 Login 73549 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226031 73549 Login 73549 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226186 73549 Login 73549 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226336 73549 Login 73549 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226643 73549 Login 73549 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227064 73549 Login 73549 2022-04-20 17:53:25 2022-04-20 17:53:25 118.250.109.73 +21227264 73549 Login 73549 2022-04-20 17:56:23 2022-04-20 17:56:23 118.250.109.73 +21224235 73550 Login 73550 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73551 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224536 73551 Login 73551 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224835 73551 Login 73551 2022-04-19 18:06:08 2022-04-19 18:06:08 118.250.108.208 +21225136 73551 Login 73551 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225437 73551 Login 73551 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225736 73551 Login 73551 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226037 73551 Login 73551 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226188 73551 Login 73551 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226338 73551 Login 73551 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226646 73551 Login 73551 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227066 73551 Login 73551 2022-04-20 17:53:27 2022-04-20 17:53:27 118.250.109.73 +21227266 73551 Login 73551 2022-04-20 17:56:23 2022-04-20 17:56:23 118.250.109.73 +21224237 73552 Login 73552 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224537 73552 Login 73552 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224837 73552 Login 73552 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225137 73552 Login 73552 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225436 73552 Login 73552 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225737 73552 Login 73552 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226036 73552 Login 73552 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226190 73552 Login 73552 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226339 73552 Login 73552 2022-04-20 10:09:02 2022-04-20 10:09:02 118.250.109.73 +21226647 73552 Login 73552 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227067 73552 Login 73552 2022-04-20 17:53:28 2022-04-20 17:53:28 118.250.109.73 +21227268 73552 Login 73552 2022-04-20 17:56:24 2022-04-20 17:56:24 118.250.109.73 +21224238 73553 Login 73553 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224538 73553 Login 73553 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224838 73553 Login 73553 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225139 73553 Login 73553 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225439 73553 Login 73553 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225739 73553 Login 73553 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226038 73553 Login 73553 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226189 73553 Login 73553 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226340 73553 Login 73553 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226649 73553 Login 73553 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227068 73553 Login 73553 2022-04-20 17:53:29 2022-04-20 17:53:29 118.250.109.73 +21227267 73553 Login 73553 2022-04-20 17:56:24 2022-04-20 17:56:24 118.250.109.73 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118.250.109.73 +21224240 73555 Login 73555 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224540 73555 Login 73555 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224840 73555 Login 73555 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225140 73555 Login 73555 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225440 73555 Login 73555 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225741 73555 Login 73555 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226040 73555 Login 73555 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226191 73555 Login 73555 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226342 73555 Login 73555 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226650 73555 Login 73555 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227069 73555 Login 73555 2022-04-20 17:53:29 2022-04-20 17:53:29 118.250.109.73 +21227270 73555 Login 73555 2022-04-20 17:56:26 2022-04-20 17:56:26 118.250.109.73 +21224241 73556 Login 73556 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224541 73556 Login 73556 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224841 73556 Login 73556 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225141 73556 Login 73556 2022-04-19 18:10:16 2022-04-19 18:10:16 118.250.108.208 +21225442 73556 Login 73556 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225742 73556 Login 73556 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226041 73556 Login 73556 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226194 73556 Login 73556 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226343 73556 Login 73556 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226651 73556 Login 73556 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227070 73556 Login 73556 2022-04-20 17:53:29 2022-04-20 17:53:29 118.250.109.73 +21227271 73556 Login 73556 2022-04-20 17:56:26 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17:56:26 2022-04-20 17:56:26 118.250.109.73 +21224243 73558 Login 73558 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224543 73558 Login 73558 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224843 73558 Login 73558 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225143 73558 Login 73558 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225443 73558 Login 73558 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225744 73558 Login 73558 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226043 73558 Login 73558 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226195 73558 Login 73558 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226344 73558 Login 73558 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226653 73558 Login 73558 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227073 73558 Login 73558 2022-04-20 17:53:30 2022-04-20 17:53:30 118.250.109.73 +21227273 73558 Login 73558 2022-04-20 17:56:27 2022-04-20 17:56:27 118.250.109.73 +21224245 73559 Login 73559 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224544 73559 Login 73559 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224844 73559 Login 73559 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225144 73559 Login 73559 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225444 73559 Login 73559 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225743 73559 Login 73559 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226044 73559 Login 73559 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226196 73559 Login 73559 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226346 73559 Login 73559 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226654 73559 Login 73559 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227074 73559 Login 73559 2022-04-20 17:53:31 2022-04-20 17:53:31 118.250.109.73 +21227274 73559 Login 73559 2022-04-20 17:56:27 2022-04-20 17:56:27 118.250.109.73 +21224244 73560 Login 73560 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224545 73560 Login 73560 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224845 73560 Login 73560 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225146 73560 Login 73560 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225445 73560 Login 73560 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225745 73560 Login 73560 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226045 73560 Login 73560 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226197 73560 Login 73560 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226347 73560 Login 73560 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226655 73560 Login 73560 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227075 73560 Login 73560 2022-04-20 17:53:32 2022-04-20 17:53:32 118.250.109.73 +21227275 73560 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73561 Login 73561 2022-04-20 17:56:28 2022-04-20 17:56:28 118.250.109.73 +21224248 73562 Login 73562 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224547 73562 Login 73562 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224847 73562 Login 73562 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225147 73562 Login 73562 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225448 73562 Login 73562 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225748 73562 Login 73562 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226047 73562 Login 73562 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226198 73562 Login 73562 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226351 73562 Login 73562 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226657 73562 Login 73562 2022-04-20 11:19:33 2022-04-20 11:19:33 118.250.109.73 +21227077 73562 Login 73562 2022-04-20 17:53:33 2022-04-20 17:53:33 118.250.109.73 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118.250.109.73 +21227278 73563 Login 73563 2022-04-20 17:56:29 2022-04-20 17:56:29 118.250.109.73 +21224249 73564 Login 73564 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224550 73564 Login 73564 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224848 73564 Login 73564 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225149 73564 Login 73564 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225449 73564 Login 73564 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225749 73564 Login 73564 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226049 73564 Login 73564 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226201 73564 Login 73564 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226349 73564 Login 73564 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226659 73564 Login 73564 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227079 73564 Login 73564 2022-04-20 17:53:34 2022-04-20 17:53:34 118.250.109.73 +21227279 73564 Login 73564 2022-04-20 17:56:29 2022-04-20 17:56:29 118.250.109.73 +21224250 73565 Login 73565 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224551 73565 Login 73565 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224850 73565 Login 73565 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225150 73565 Login 73565 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225450 73565 Login 73565 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225751 73565 Login 73565 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226051 73565 Login 73565 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226203 73565 Login 73565 2022-04-20 09:57:41 2022-04-20 09:57:41 118.250.109.73 +21226350 73565 Login 73565 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226660 73565 Login 73565 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227080 73565 Login 73565 2022-04-20 17:53:35 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17:53:36 2022-04-20 17:53:36 118.250.109.73 +21227281 73566 Login 73566 2022-04-20 17:56:30 2022-04-20 17:56:30 118.250.109.73 +21224252 73567 Login 73567 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224552 73567 Login 73567 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224851 73567 Login 73567 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225151 73567 Login 73567 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225452 73567 Login 73567 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225752 73567 Login 73567 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226050 73567 Login 73567 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226205 73567 Login 73567 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226356 73567 Login 73567 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226662 73567 Login 73567 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227082 73567 Login 73567 2022-04-20 17:53:37 2022-04-20 17:53:37 118.250.109.73 +21227282 73567 Login 73567 2022-04-20 17:56:31 2022-04-20 17:56:31 118.250.109.73 +21224253 73568 Login 73568 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224553 73568 Login 73568 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224853 73568 Login 73568 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225153 73568 Login 73568 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225453 73568 Login 73568 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225754 73568 Login 73568 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226053 73568 Login 73568 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226204 73568 Login 73568 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226354 73568 Login 73568 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226665 73568 Login 73568 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227083 73568 Login 73568 2022-04-20 17:53:38 2022-04-20 17:53:38 118.250.109.73 +21227283 73568 Login 73568 2022-04-20 17:56:31 2022-04-20 17:56:31 118.250.109.73 +21224255 73569 Login 73569 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224554 73569 Login 73569 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224854 73569 Login 73569 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225154 73569 Login 73569 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225454 73569 Login 73569 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225753 73569 Login 73569 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226054 73569 Login 73569 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226206 73569 Login 73569 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226355 73569 Login 73569 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226663 73569 Login 73569 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227084 73569 Login 73569 2022-04-20 17:53:38 2022-04-20 17:53:38 118.250.109.73 +21227284 73569 Login 73569 2022-04-20 17:56:31 2022-04-20 17:56:31 118.250.109.73 +21224254 73570 Login 73570 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224555 73570 Login 73570 2022-04-19 17:53:22 2022-04-19 17:53:22 118.250.108.208 +21224856 73570 Login 73570 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225155 73570 Login 73570 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225455 73570 Login 73570 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225755 73570 Login 73570 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226055 73570 Login 73570 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226207 73570 Login 73570 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226357 73570 Login 73570 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226664 73570 Login 73570 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227085 73570 Login 73570 2022-04-20 17:53:39 2022-04-20 17:53:39 118.250.109.73 +21227285 73570 Login 73570 2022-04-20 17:56:31 2022-04-20 17:56:31 118.250.109.73 +21224256 73571 Login 73571 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224556 73571 Login 73571 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224857 73571 Login 73571 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225156 73571 Login 73571 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225456 73571 Login 73571 2022-04-19 18:23:17 2022-04-19 18:23:17 118.250.108.208 +21225756 73571 Login 73571 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226056 73571 Login 73571 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226208 73571 Login 73571 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226358 73571 Login 73571 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226666 73571 Login 73571 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 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118.250.109.73 +21227087 73572 Login 73572 2022-04-20 17:53:41 2022-04-20 17:53:41 118.250.109.73 +21227287 73572 Login 73572 2022-04-20 17:56:32 2022-04-20 17:56:32 118.250.109.73 +21224259 73573 Login 73573 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224558 73573 Login 73573 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224859 73573 Login 73573 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225158 73573 Login 73573 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225458 73573 Login 73573 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225759 73573 Login 73573 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226060 73573 Login 73573 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226211 73573 Login 73573 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226359 73573 Login 73573 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226668 73573 Login 73573 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227088 73573 Login 73573 2022-04-20 17:53:42 2022-04-20 17:53:42 118.250.109.73 +21227289 73573 Login 73573 2022-04-20 17:56:33 2022-04-20 17:56:33 118.250.109.73 +21224258 73574 Login 73574 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224559 73574 Login 73574 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224858 73574 Login 73574 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225159 73574 Login 73574 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225459 73574 Login 73574 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225758 73574 Login 73574 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226058 73574 Login 73574 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226210 73574 Login 73574 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226361 73574 Login 73574 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226669 73574 Login 73574 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227089 73574 Login 73574 2022-04-20 17:53:42 2022-04-20 17:53:42 118.250.109.73 +21227288 73574 Login 73574 2022-04-20 17:56:33 2022-04-20 17:56:33 118.250.109.73 +21224260 73575 Login 73575 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224560 73575 Login 73575 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224861 73575 Login 73575 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225161 73575 Login 73575 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225460 73575 Login 73575 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225760 73575 Login 73575 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226059 73575 Login 73575 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226212 73575 Login 73575 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226362 73575 Login 73575 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226670 73575 Login 73575 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227090 73575 Login 73575 2022-04-20 17:53:43 2022-04-20 17:53:43 118.250.109.73 +21227290 73575 Login 73575 2022-04-20 17:56:34 2022-04-20 17:56:34 118.250.109.73 +21224263 73576 Login 73576 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224561 73576 Login 73576 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224860 73576 Login 73576 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225160 73576 Login 73576 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225462 73576 Login 73576 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225761 73576 Login 73576 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226061 73576 Login 73576 2022-04-19 18:48:50 2022-04-19 18:48:50 118.250.108.208 +21226213 73576 Login 73576 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226364 73576 Login 73576 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226671 73576 Login 73576 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73577 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227092 73577 Login 73577 2022-04-20 17:53:44 2022-04-20 17:53:44 118.250.109.73 +21227292 73577 Login 73577 2022-04-20 17:56:35 2022-04-20 17:56:35 118.250.109.73 +21224262 73578 Login 73578 2022-04-19 17:36:23 2022-04-19 17:36:23 118.250.108.208 +21224563 73578 Login 73578 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224864 73578 Login 73578 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225163 73578 Login 73578 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225464 73578 Login 73578 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225762 73578 Login 73578 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226063 73578 Login 73578 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226215 73578 Login 73578 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226363 73578 Login 73578 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226672 73578 Login 73578 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227093 73578 Login 73578 2022-04-20 17:53:45 2022-04-20 17:53:45 118.250.109.73 +21227293 73578 Login 73578 2022-04-20 17:56:36 2022-04-20 17:56:36 118.250.109.73 +21224264 73579 Login 73579 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224564 73579 Login 73579 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224862 73579 Login 73579 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225164 73579 Login 73579 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225463 73579 Login 73579 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225765 73579 Login 73579 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226064 73579 Login 73579 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226216 73579 Login 73579 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226367 73579 Login 73579 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226673 73579 Login 73579 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227094 73579 Login 73579 2022-04-20 17:53:45 2022-04-20 17:53:45 118.250.109.73 +21227294 73579 Login 73579 2022-04-20 17:56:36 2022-04-20 17:56:36 118.250.109.73 +21224266 73580 Login 73580 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224565 73580 Login 73580 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224865 73580 Login 73580 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225166 73580 Login 73580 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225465 73580 Login 73580 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225764 73580 Login 73580 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226065 73580 Login 73580 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226217 73580 Login 73580 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226366 73580 Login 73580 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 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118.250.109.73 +21226675 73581 Login 73581 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227096 73581 Login 73581 2022-04-20 17:53:48 2022-04-20 17:53:48 118.250.109.73 +21227296 73581 Login 73581 2022-04-20 17:56:37 2022-04-20 17:56:37 118.250.109.73 +21224267 73582 Login 73582 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224568 73582 Login 73582 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224867 73582 Login 73582 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225167 73582 Login 73582 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225467 73582 Login 73582 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225770 73582 Login 73582 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226068 73582 Login 73582 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226220 73582 Login 73582 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226369 73582 Login 73582 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226678 73582 Login 73582 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227097 73582 Login 73582 2022-04-20 17:53:50 2022-04-20 17:53:50 118.250.109.73 +21227297 73582 Login 73582 2022-04-20 17:56:38 2022-04-20 17:56:38 118.250.109.73 +21224269 73583 Login 73583 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224567 73583 Login 73583 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224868 73583 Login 73583 2022-04-19 18:06:09 2022-04-19 18:06:09 118.250.108.208 +21225168 73583 Login 73583 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225468 73583 Login 73583 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225767 73583 Login 73583 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226067 73583 Login 73583 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226219 73583 Login 73583 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226371 73583 Login 73583 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226677 73583 Login 73583 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227098 73583 Login 73583 2022-04-20 17:53:50 2022-04-20 17:53:50 118.250.109.73 +21227298 73583 Login 73583 2022-04-20 17:56:40 2022-04-20 17:56:40 118.250.109.73 +21224268 73584 Login 73584 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224569 73584 Login 73584 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224870 73584 Login 73584 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225169 73584 Login 73584 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225469 73584 Login 73584 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225768 73584 Login 73584 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226069 73584 Login 73584 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226221 73584 Login 73584 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226370 73584 Login 73584 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226676 73584 Login 73584 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227103 73584 Login 73584 2022-04-20 17:53:52 2022-04-20 17:53:52 118.250.109.73 +21227299 73584 Login 73584 2022-04-20 17:56:40 2022-04-20 17:56:40 118.250.109.73 +21224270 73585 Login 73585 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224571 73585 Login 73585 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224869 73585 Login 73585 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225170 73585 Login 73585 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225470 73585 Login 73585 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225769 73585 Login 73585 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226070 73585 Login 73585 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226222 73585 Login 73585 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226375 73585 Login 73585 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226680 73585 Login 73585 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227100 73585 Login 73585 2022-04-20 17:53:52 2022-04-20 17:53:52 118.250.109.73 +21227300 73585 Login 73585 2022-04-20 17:56:41 2022-04-20 17:56:41 118.250.109.73 +21224272 73586 Login 73586 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224570 73586 Login 73586 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224872 73586 Login 73586 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225171 73586 Login 73586 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225471 73586 Login 73586 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225771 73586 Login 73586 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226071 73586 Login 73586 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226223 73586 Login 73586 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226373 73586 Login 73586 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226682 73586 Login 73586 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227101 73586 Login 73586 2022-04-20 17:53:52 2022-04-20 17:53:52 118.250.109.73 +21227301 73586 Login 73586 2022-04-20 17:56:41 2022-04-20 17:56:41 118.250.109.73 +21224271 73587 Login 73587 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224572 73587 Login 73587 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224871 73587 Login 73587 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225172 73587 Login 73587 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225472 73587 Login 73587 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225772 73587 Login 73587 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226072 73587 Login 73587 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226225 73587 Login 73587 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226372 73587 Login 73587 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226681 73587 Login 73587 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227099 73587 Login 73587 2022-04-20 17:53:52 2022-04-20 17:53:52 118.250.109.73 +21227302 73587 Login 73587 2022-04-20 17:56:41 2022-04-20 17:56:41 118.250.109.73 +21224273 73588 Login 73588 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224573 73588 Login 73588 2022-04-19 17:53:23 2022-04-19 17:53:23 118.250.108.208 +21224873 73588 Login 73588 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225173 73588 Login 73588 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225473 73588 Login 73588 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225774 73588 Login 73588 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226074 73588 Login 73588 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226224 73588 Login 73588 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226374 73588 Login 73588 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226683 73588 Login 73588 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227102 73588 Login 73588 2022-04-20 17:53:52 2022-04-20 17:53:52 118.250.109.73 +21227303 73588 Login 73588 2022-04-20 17:56:41 2022-04-20 17:56:41 118.250.109.73 +21224274 73589 Login 73589 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224575 73589 Login 73589 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224874 73589 Login 73589 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225174 73589 Login 73589 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225474 73589 Login 73589 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225773 73589 Login 73589 2022-04-19 18:39:17 2022-04-19 18:39:17 118.250.108.208 +21226073 73589 Login 73589 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226226 73589 Login 73589 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 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118.250.109.73 +21226378 73590 Login 73590 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226685 73590 Login 73590 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227104 73590 Login 73590 2022-04-20 17:53:54 2022-04-20 17:53:54 118.250.109.73 +21227306 73590 Login 73590 2022-04-20 17:56:42 2022-04-20 17:56:42 118.250.109.73 +21224276 73591 Login 73591 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224577 73591 Login 73591 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224876 73591 Login 73591 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225176 73591 Login 73591 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225476 73591 Login 73591 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225776 73591 Login 73591 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226076 73591 Login 73591 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226228 73591 Login 73591 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226376 73591 Login 73591 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226687 73591 Login 73591 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227106 73591 Login 73591 2022-04-20 17:53:55 2022-04-20 17:53:55 118.250.109.73 +21227305 73591 Login 73591 2022-04-20 17:56:42 2022-04-20 17:56:42 118.250.109.73 +21224277 73592 Login 73592 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224576 73592 Login 73592 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224877 73592 Login 73592 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225177 73592 Login 73592 2022-04-19 18:10:17 2022-04-19 18:10:17 118.250.108.208 +21225480 73592 Login 73592 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225777 73592 Login 73592 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226077 73592 Login 73592 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226229 73592 Login 73592 2022-04-20 09:57:42 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09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226379 73593 Login 73593 2022-04-20 10:09:03 2022-04-20 10:09:03 118.250.109.73 +21226688 73593 Login 73593 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227108 73593 Login 73593 2022-04-20 17:53:58 2022-04-20 17:53:58 118.250.109.73 +21227308 73593 Login 73593 2022-04-20 17:56:42 2022-04-20 17:56:42 118.250.109.73 +21224279 73594 Login 73594 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224579 73594 Login 73594 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224880 73594 Login 73594 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225179 73594 Login 73594 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225478 73594 Login 73594 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225779 73594 Login 73594 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226078 73594 Login 73594 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226231 73594 Login 73594 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73595 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226382 73595 Login 73595 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226689 73595 Login 73595 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227110 73595 Login 73595 2022-04-20 17:54:01 2022-04-20 17:54:01 118.250.109.73 +21227310 73595 Login 73595 2022-04-20 17:56:43 2022-04-20 17:56:43 118.250.109.73 +21224282 73596 Login 73596 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224581 73596 Login 73596 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224881 73596 Login 73596 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225181 73596 Login 73596 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225479 73596 Login 73596 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225780 73596 Login 73596 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226080 73596 Login 73596 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226233 73596 Login 73596 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226383 73596 Login 73596 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226692 73596 Login 73596 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227111 73596 Login 73596 2022-04-20 17:54:01 2022-04-20 17:54:01 118.250.109.73 +21227311 73596 Login 73596 2022-04-20 17:56:43 2022-04-20 17:56:43 118.250.109.73 +21224285 73597 Login 73597 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224582 73597 Login 73597 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224883 73597 Login 73597 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225182 73597 Login 73597 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225482 73597 Login 73597 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225783 73597 Login 73597 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226082 73597 Login 73597 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 +21226234 73597 Login 73597 2022-04-20 09:57:42 2022-04-20 09:57:42 118.250.109.73 +21226384 73597 Login 73597 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226691 73597 Login 73597 2022-04-20 11:19:34 2022-04-20 11:19:34 118.250.109.73 +21227112 73597 Login 73597 2022-04-20 17:54:02 2022-04-20 17:54:02 118.250.109.73 +21227312 73597 Login 73597 2022-04-20 17:56:43 2022-04-20 17:56:43 118.250.109.73 +21224280 73598 Login 73598 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224583 73598 Login 73598 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224882 73598 Login 73598 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225183 73598 Login 73598 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225483 73598 Login 73598 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225782 73598 Login 73598 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226083 73598 Login 73598 2022-04-19 18:48:51 2022-04-19 18:48:51 118.250.108.208 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17:54:03 118.250.109.73 +21227315 73600 Login 73600 2022-04-20 17:56:43 2022-04-20 17:56:43 118.250.109.73 +21224287 73601 Login 73601 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224586 73601 Login 73601 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224886 73601 Login 73601 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225187 73601 Login 73601 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225486 73601 Login 73601 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225786 73601 Login 73601 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226389 73601 Login 73601 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226696 73601 Login 73601 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227116 73601 Login 73601 2022-04-20 17:54:05 2022-04-20 17:54:05 118.250.109.73 +21227316 73601 Login 73601 2022-04-20 17:56:44 2022-04-20 17:56:44 118.250.109.73 +21224286 73602 Login 73602 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224587 73602 Login 73602 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224887 73602 Login 73602 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225186 73602 Login 73602 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225487 73602 Login 73602 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225787 73602 Login 73602 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226388 73602 Login 73602 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226699 73602 Login 73602 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227117 73602 Login 73602 2022-04-20 17:54:07 2022-04-20 17:54:07 118.250.109.73 +21227317 73602 Login 73602 2022-04-20 17:56:44 2022-04-20 17:56:44 118.250.109.73 +21224289 73603 Login 73603 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224588 73603 Login 73603 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224889 73603 Login 73603 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225188 73603 Login 73603 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225490 73603 Login 73603 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225789 73603 Login 73603 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226391 73603 Login 73603 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226697 73603 Login 73603 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227118 73603 Login 73603 2022-04-20 17:54:08 2022-04-20 17:54:08 118.250.109.73 +21227318 73603 Login 73603 2022-04-20 17:56:44 2022-04-20 17:56:44 118.250.109.73 +21224288 73604 Login 73604 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224589 73604 Login 73604 2022-04-19 17:53:24 2022-04-19 17:53:24 118.250.108.208 +21224888 73604 Login 73604 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225189 73604 Login 73604 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225489 73604 Login 73604 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225788 73604 Login 73604 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226390 73604 Login 73604 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226698 73604 Login 73604 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227119 73604 Login 73604 2022-04-20 17:54:08 2022-04-20 17:54:08 118.250.109.73 +21227319 73604 Login 73604 2022-04-20 17:56:44 2022-04-20 17:56:44 118.250.109.73 +21224291 73605 Login 73605 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224590 73605 Login 73605 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224890 73605 Login 73605 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225190 73605 Login 73605 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225488 73605 Login 73605 2022-04-19 18:23:18 2022-04-19 18:23:18 118.250.108.208 +21225792 73605 Login 73605 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226392 73605 Login 73605 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226700 73605 Login 73605 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227120 73605 Login 73605 2022-04-20 17:54:08 2022-04-20 17:54:08 118.250.109.73 +21227320 73605 Login 73605 2022-04-20 17:56:44 2022-04-20 17:56:44 118.250.109.73 +21224290 73606 Login 73606 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224591 73606 Login 73606 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224891 73606 Login 73606 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225191 73606 Login 73606 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225492 73606 Login 73606 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225790 73606 Login 73606 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226393 73606 Login 73606 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226701 73606 Login 73606 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227121 73606 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18:39:18 118.250.108.208 +21226398 73611 Login 73611 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226706 73611 Login 73611 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227126 73611 Login 73611 2022-04-20 17:54:09 2022-04-20 17:54:09 118.250.109.73 +21227326 73611 Login 73611 2022-04-20 17:56:45 2022-04-20 17:56:45 118.250.109.73 +21224298 73612 Login 73612 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224597 73612 Login 73612 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224898 73612 Login 73612 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225197 73612 Login 73612 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225497 73612 Login 73612 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225797 73612 Login 73612 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226400 73612 Login 73612 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226707 73612 Login 73612 2022-04-20 11:19:35 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17:56:45 2022-04-20 17:56:45 118.250.109.73 +21224300 73614 Login 73614 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224599 73614 Login 73614 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224900 73614 Login 73614 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225199 73614 Login 73614 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225499 73614 Login 73614 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225799 73614 Login 73614 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226402 73614 Login 73614 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226708 73614 Login 73614 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227129 73614 Login 73614 2022-04-20 17:54:09 2022-04-20 17:54:09 118.250.109.73 +21227329 73614 Login 73614 2022-04-20 17:56:45 2022-04-20 17:56:45 118.250.109.73 +21224299 73615 Login 73615 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224601 73615 Login 73615 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224899 73615 Login 73615 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225200 73615 Login 73615 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225500 73615 Login 73615 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225800 73615 Login 73615 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226401 73615 Login 73615 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226711 73615 Login 73615 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227130 73615 Login 73615 2022-04-20 17:54:09 2022-04-20 17:54:09 118.250.109.73 +21227330 73615 Login 73615 2022-04-20 17:56:45 2022-04-20 17:56:45 118.250.109.73 +21224301 73616 Login 73616 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224600 73616 Login 73616 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224901 73616 Login 73616 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225201 73616 Login 73616 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225501 73616 Login 73616 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225801 73616 Login 73616 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226403 73616 Login 73616 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226710 73616 Login 73616 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227131 73616 Login 73616 2022-04-20 17:54:09 2022-04-20 17:54:09 118.250.109.73 +21227331 73616 Login 73616 2022-04-20 17:56:46 2022-04-20 17:56:46 118.250.109.73 +21224302 73617 Login 73617 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224603 73617 Login 73617 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224903 73617 Login 73617 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225202 73617 Login 73617 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225502 73617 Login 73617 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225802 73617 Login 73617 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226404 73617 Login 73617 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226714 73617 Login 73617 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227132 73617 Login 73617 2022-04-20 17:54:10 2022-04-20 17:54:10 118.250.109.73 +21227332 73617 Login 73617 2022-04-20 17:56:46 2022-04-20 17:56:46 118.250.109.73 +21224303 73618 Login 73618 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224602 73618 Login 73618 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224902 73618 Login 73618 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225203 73618 Login 73618 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225503 73618 Login 73618 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225803 73618 Login 73618 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226405 73618 Login 73618 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226712 73618 Login 73618 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227133 73618 Login 73618 2022-04-20 17:54:10 2022-04-20 17:54:10 118.250.109.73 +21227333 73618 Login 73618 2022-04-20 17:56:46 2022-04-20 17:56:46 118.250.109.73 +21224304 73619 Login 73619 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224605 73619 Login 73619 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224905 73619 Login 73619 2022-04-19 18:06:10 2022-04-19 18:06:10 118.250.108.208 +21225204 73619 Login 73619 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225504 73619 Login 73619 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225804 73619 Login 73619 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226406 73619 Login 73619 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226715 73619 Login 73619 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227134 73619 Login 73619 2022-04-20 17:54:10 2022-04-20 17:54:10 118.250.109.73 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118.250.108.208 +21224607 73621 Login 73621 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224906 73621 Login 73621 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225206 73621 Login 73621 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225505 73621 Login 73621 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225806 73621 Login 73621 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226407 73621 Login 73621 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226716 73621 Login 73621 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227136 73621 Login 73621 2022-04-20 17:54:10 2022-04-20 17:54:10 118.250.109.73 +21227336 73621 Login 73621 2022-04-20 17:56:46 2022-04-20 17:56:46 118.250.109.73 +21224307 73622 Login 73622 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224606 73622 Login 73622 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224907 73622 Login 73622 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225207 73622 Login 73622 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225509 73622 Login 73622 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225807 73622 Login 73622 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226409 73622 Login 73622 2022-04-20 10:09:04 2022-04-20 10:09:04 118.250.109.73 +21226717 73622 Login 73622 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227137 73622 Login 73622 2022-04-20 17:54:10 2022-04-20 17:54:10 118.250.109.73 +21227337 73622 Login 73622 2022-04-20 17:56:47 2022-04-20 17:56:47 118.250.109.73 +21224308 73623 Login 73623 2022-04-19 17:36:24 2022-04-19 17:36:24 118.250.108.208 +21224608 73623 Login 73623 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224908 73623 Login 73623 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225209 73623 Login 73623 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225508 73623 Login 73623 2022-04-19 18:23:19 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10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226719 73624 Login 73624 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227139 73624 Login 73624 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227339 73624 Login 73624 2022-04-20 17:56:47 2022-04-20 17:56:47 118.250.109.73 +21224311 73625 Login 73625 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224610 73625 Login 73625 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224910 73625 Login 73625 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225210 73625 Login 73625 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225507 73625 Login 73625 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225810 73625 Login 73625 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226412 73625 Login 73625 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226720 73625 Login 73625 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227140 73625 Login 73625 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227341 73625 Login 73625 2022-04-20 17:56:47 2022-04-20 17:56:47 118.250.109.73 +21224310 73626 Login 73626 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224611 73626 Login 73626 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224911 73626 Login 73626 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225211 73626 Login 73626 2022-04-19 18:10:18 2022-04-19 18:10:18 118.250.108.208 +21225511 73626 Login 73626 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225813 73626 Login 73626 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226413 73626 Login 73626 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226721 73626 Login 73626 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227141 73626 Login 73626 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227340 73626 Login 73626 2022-04-20 17:56:47 2022-04-20 17:56:47 118.250.109.73 +21224312 73627 Login 73627 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224613 73627 Login 73627 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224912 73627 Login 73627 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225212 73627 Login 73627 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225513 73627 Login 73627 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225812 73627 Login 73627 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226415 73627 Login 73627 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226722 73627 Login 73627 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227142 73627 Login 73627 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227342 73627 Login 73627 2022-04-20 17:56:47 2022-04-20 17:56:47 118.250.109.73 +21224313 73628 Login 73628 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224612 73628 Login 73628 2022-04-19 17:53:25 2022-04-19 17:53:25 118.250.108.208 +21224913 73628 Login 73628 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225213 73628 Login 73628 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225512 73628 Login 73628 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225811 73628 Login 73628 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226414 73628 Login 73628 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226723 73628 Login 73628 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227143 73628 Login 73628 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227344 73628 Login 73628 2022-04-20 17:56:48 2022-04-20 17:56:48 118.250.109.73 +21224315 73629 Login 73629 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224615 73629 Login 73629 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224914 73629 Login 73629 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225214 73629 Login 73629 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225514 73629 Login 73629 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225814 73629 Login 73629 2022-04-19 18:39:18 2022-04-19 18:39:18 118.250.108.208 +21226416 73629 Login 73629 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226724 73629 Login 73629 2022-04-20 11:19:35 2022-04-20 11:19:35 118.250.109.73 +21227144 73629 Login 73629 2022-04-20 17:54:11 2022-04-20 17:54:11 118.250.109.73 +21227343 73629 Login 73629 2022-04-20 17:56:48 2022-04-20 17:56:48 118.250.109.73 +21224314 73630 Login 73630 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224614 73630 Login 73630 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224915 73630 Login 73630 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225215 73630 Login 73630 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225515 73630 Login 73630 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225815 73630 Login 73630 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 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118.250.109.73 +21227146 73631 Login 73631 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227347 73631 Login 73631 2022-04-20 17:56:50 2022-04-20 17:56:50 118.250.109.73 +21224319 73632 Login 73632 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224617 73632 Login 73632 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224916 73632 Login 73632 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225219 73632 Login 73632 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225517 73632 Login 73632 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225817 73632 Login 73632 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226419 73632 Login 73632 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226726 73632 Login 73632 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227148 73632 Login 73632 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227346 73632 Login 73632 2022-04-20 17:56:50 2022-04-20 17:56:50 118.250.109.73 +21224318 73633 Login 73633 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224618 73633 Login 73633 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224919 73633 Login 73633 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225218 73633 Login 73633 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225518 73633 Login 73633 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225818 73633 Login 73633 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226420 73633 Login 73633 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226728 73633 Login 73633 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227151 73633 Login 73633 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227348 73633 Login 73633 2022-04-20 17:56:55 2022-04-20 17:56:55 118.250.109.73 +21224317 73634 Login 73634 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224619 73634 Login 73634 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224918 73634 Login 73634 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225217 73634 Login 73634 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225520 73634 Login 73634 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225819 73634 Login 73634 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226421 73634 Login 73634 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226730 73634 Login 73634 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227147 73634 Login 73634 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227349 73634 Login 73634 2022-04-20 17:56:55 2022-04-20 17:56:55 118.250.109.73 +21224320 73635 Login 73635 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224620 73635 Login 73635 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224920 73635 Login 73635 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225220 73635 Login 73635 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225519 73635 Login 73635 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225820 73635 Login 73635 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226422 73635 Login 73635 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226729 73635 Login 73635 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227149 73635 Login 73635 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227350 73635 Login 73635 2022-04-20 17:56:56 2022-04-20 17:56:56 118.250.109.73 +21224322 73636 Login 73636 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224621 73636 Login 73636 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224921 73636 Login 73636 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225221 73636 Login 73636 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225521 73636 Login 73636 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225821 73636 Login 73636 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226424 73636 Login 73636 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226731 73636 Login 73636 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227150 73636 Login 73636 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227351 73636 Login 73636 2022-04-20 17:56:57 2022-04-20 17:56:57 118.250.109.73 +21224321 73637 Login 73637 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224623 73637 Login 73637 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224922 73637 Login 73637 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225222 73637 Login 73637 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225522 73637 Login 73637 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225822 73637 Login 73637 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226423 73637 Login 73637 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226733 73637 Login 73637 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227152 73637 Login 73637 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227352 73637 Login 73637 2022-04-20 17:56:59 2022-04-20 17:56:59 118.250.109.73 +21224323 73638 Login 73638 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224624 73638 Login 73638 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224923 73638 Login 73638 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225223 73638 Login 73638 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225523 73638 Login 73638 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225823 73638 Login 73638 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226425 73638 Login 73638 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226732 73638 Login 73638 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227155 73638 Login 73638 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227353 73638 Login 73638 2022-04-20 17:56:59 2022-04-20 17:56:59 118.250.109.73 +21224324 73639 Login 73639 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224622 73639 Login 73639 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224924 73639 Login 73639 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225224 73639 Login 73639 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225524 73639 Login 73639 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225824 73639 Login 73639 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226426 73639 Login 73639 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226734 73639 Login 73639 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227153 73639 Login 73639 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227354 73639 Login 73639 2022-04-20 17:57:00 2022-04-20 17:57:00 118.250.109.73 +21224325 73640 Login 73640 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224625 73640 Login 73640 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224925 73640 Login 73640 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225225 73640 Login 73640 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225525 73640 Login 73640 2022-04-19 18:23:19 2022-04-19 18:23:19 118.250.108.208 +21225826 73640 Login 73640 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226427 73640 Login 73640 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226735 73640 Login 73640 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227154 73640 Login 73640 2022-04-20 17:54:12 2022-04-20 17:54:12 118.250.109.73 +21227355 73640 Login 73640 2022-04-20 17:57:01 2022-04-20 17:57:01 118.250.109.73 +21224326 73641 Login 73641 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224626 73641 Login 73641 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224927 73641 Login 73641 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225226 73641 Login 73641 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225526 73641 Login 73641 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225825 73641 Login 73641 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226428 73641 Login 73641 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226736 73641 Login 73641 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227157 73641 Login 73641 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227356 73641 Login 73641 2022-04-20 17:57:01 2022-04-20 17:57:01 118.250.109.73 +21224327 73642 Login 73642 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224627 73642 Login 73642 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224926 73642 Login 73642 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225227 73642 Login 73642 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225527 73642 Login 73642 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225827 73642 Login 73642 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226429 73642 Login 73642 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226738 73642 Login 73642 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227156 73642 Login 73642 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227357 73642 Login 73642 2022-04-20 17:57:01 2022-04-20 17:57:01 118.250.109.73 +21224328 73643 Login 73643 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224628 73643 Login 73643 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224929 73643 Login 73643 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225228 73643 Login 73643 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225528 73643 Login 73643 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225829 73643 Login 73643 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226430 73643 Login 73643 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226737 73643 Login 73643 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227158 73643 Login 73643 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227358 73643 Login 73643 2022-04-20 17:57:02 2022-04-20 17:57:02 118.250.109.73 +21224329 73644 Login 73644 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224631 73644 Login 73644 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224928 73644 Login 73644 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225229 73644 Login 73644 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225529 73644 Login 73644 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225828 73644 Login 73644 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226431 73644 Login 73644 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226739 73644 Login 73644 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227159 73644 Login 73644 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227359 73644 Login 73644 2022-04-20 17:57:02 2022-04-20 17:57:02 118.250.109.73 +21224330 73645 Login 73645 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224630 73645 Login 73645 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224930 73645 Login 73645 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225230 73645 Login 73645 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225530 73645 Login 73645 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225830 73645 Login 73645 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226432 73645 Login 73645 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226740 73645 Login 73645 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227160 73645 Login 73645 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227360 73645 Login 73645 2022-04-20 17:57:03 2022-04-20 17:57:03 118.250.109.73 +21224331 73646 Login 73646 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224629 73646 Login 73646 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224931 73646 Login 73646 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225231 73646 Login 73646 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225531 73646 Login 73646 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225831 73646 Login 73646 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226433 73646 Login 73646 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226742 73646 Login 73646 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227161 73646 Login 73646 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227361 73646 Login 73646 2022-04-20 17:57:04 2022-04-20 17:57:04 118.250.109.73 +21224332 73647 Login 73647 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224632 73647 Login 73647 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224932 73647 Login 73647 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225232 73647 Login 73647 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225532 73647 Login 73647 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225832 73647 Login 73647 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226434 73647 Login 73647 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226741 73647 Login 73647 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227162 73647 Login 73647 2022-04-20 17:54:13 2022-04-20 17:54:13 118.250.109.73 +21227362 73647 Login 73647 2022-04-20 17:57:04 2022-04-20 17:57:04 118.250.109.73 +21224333 73648 Login 73648 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224639 73648 Login 73648 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224933 73648 Login 73648 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225233 73648 Login 73648 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225533 73648 Login 73648 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225833 73648 Login 73648 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226435 73648 Login 73648 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226743 73648 Login 73648 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21227163 73648 Login 73648 2022-04-20 17:54:14 2022-04-20 17:54:14 118.250.109.73 +21227363 73648 Login 73648 2022-04-20 17:57:05 2022-04-20 17:57:05 118.250.109.73 +21224334 73649 Login 73649 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224633 73649 Login 73649 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224935 73649 Login 73649 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225234 73649 Login 73649 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225534 73649 Login 73649 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225834 73649 Login 73649 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226436 73649 Login 73649 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226744 73649 Login 73649 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224336 73650 Login 73650 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224634 73650 Login 73650 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224934 73650 Login 73650 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225235 73650 Login 73650 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225535 73650 Login 73650 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225835 73650 Login 73650 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226437 73650 Login 73650 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226746 73650 Login 73650 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224335 73651 Login 73651 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224636 73651 Login 73651 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224936 73651 Login 73651 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225237 73651 Login 73651 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225536 73651 Login 73651 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225836 73651 Login 73651 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226438 73651 Login 73651 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226745 73651 Login 73651 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224337 73652 Login 73652 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224635 73652 Login 73652 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224937 73652 Login 73652 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225236 73652 Login 73652 2022-04-19 18:10:19 2022-04-19 18:10:19 118.250.108.208 +21225537 73652 Login 73652 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225837 73652 Login 73652 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 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118.250.108.208 +21224939 73654 Login 73654 2022-04-19 18:06:11 2022-04-19 18:06:11 118.250.108.208 +21225238 73654 Login 73654 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225540 73654 Login 73654 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225839 73654 Login 73654 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226441 73654 Login 73654 2022-04-20 10:09:05 2022-04-20 10:09:05 118.250.109.73 +21226749 73654 Login 73654 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224340 73655 Login 73655 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224640 73655 Login 73655 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224942 73655 Login 73655 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225241 73655 Login 73655 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225539 73655 Login 73655 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225840 73655 Login 73655 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226443 73655 Login 73655 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226750 73655 Login 73655 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224341 73656 Login 73656 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224641 73656 Login 73656 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224940 73656 Login 73656 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225240 73656 Login 73656 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225541 73656 Login 73656 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225841 73656 Login 73656 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226442 73656 Login 73656 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226751 73656 Login 73656 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224342 73657 Login 73657 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224643 73657 Login 73657 2022-04-19 17:53:26 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18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226445 73658 Login 73658 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226753 73658 Login 73658 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224345 73659 Login 73659 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224644 73659 Login 73659 2022-04-19 17:53:26 2022-04-19 17:53:26 118.250.108.208 +21224944 73659 Login 73659 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225244 73659 Login 73659 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225545 73659 Login 73659 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225844 73659 Login 73659 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226446 73659 Login 73659 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226754 73659 Login 73659 2022-04-20 11:19:36 2022-04-20 11:19:36 118.250.109.73 +21224344 73660 Login 73660 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224645 73660 Login 73660 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73661 2022-04-19 18:39:19 2022-04-19 18:39:19 118.250.108.208 +21226448 73661 Login 73661 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226756 73661 Login 73661 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224346 73662 Login 73662 2022-04-19 17:36:25 2022-04-19 17:36:25 118.250.108.208 +21224647 73662 Login 73662 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224947 73662 Login 73662 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225247 73662 Login 73662 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225546 73662 Login 73662 2022-04-19 18:23:20 2022-04-19 18:23:20 118.250.108.208 +21225847 73662 Login 73662 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226449 73662 Login 73662 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226757 73662 Login 73662 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224350 73663 Login 73663 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224649 73663 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17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224658 73672 Login 73672 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224957 73672 Login 73672 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225257 73672 Login 73672 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225558 73672 Login 73672 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225857 73672 Login 73672 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226459 73672 Login 73672 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226767 73672 Login 73672 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224357 73673 Login 73673 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224657 73673 Login 73673 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224958 73673 Login 73673 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225258 73673 Login 73673 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225557 73673 Login 73673 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225858 73673 Login 73673 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226460 73673 Login 73673 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226768 73673 Login 73673 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224359 73674 Login 73674 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224660 73674 Login 73674 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224959 73674 Login 73674 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225259 73674 Login 73674 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225559 73674 Login 73674 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225859 73674 Login 73674 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226461 73674 Login 73674 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226769 73674 Login 73674 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224360 73675 Login 73675 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224659 73675 Login 73675 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224960 73675 Login 73675 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225260 73675 Login 73675 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225560 73675 Login 73675 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225860 73675 Login 73675 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226462 73675 Login 73675 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226771 73675 Login 73675 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224362 73676 Login 73676 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224661 73676 Login 73676 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224961 73676 Login 73676 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225261 73676 Login 73676 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225562 73676 Login 73676 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225861 73676 Login 73676 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226464 73676 Login 73676 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226770 73676 Login 73676 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224361 73677 Login 73677 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224662 73677 Login 73677 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224963 73677 Login 73677 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225262 73677 Login 73677 2022-04-19 18:10:20 2022-04-19 18:10:20 118.250.108.208 +21225561 73677 Login 73677 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225863 73677 Login 73677 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226463 73677 Login 73677 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226772 73677 Login 73677 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224363 73678 Login 73678 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224663 73678 Login 73678 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224964 73678 Login 73678 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225263 73678 Login 73678 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225563 73678 Login 73678 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225862 73678 Login 73678 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226466 73678 Login 73678 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226774 73678 Login 73678 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224364 73679 Login 73679 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224664 73679 Login 73679 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224962 73679 Login 73679 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225264 73679 Login 73679 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 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118.250.109.73 +21224368 73681 Login 73681 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224665 73681 Login 73681 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224966 73681 Login 73681 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225266 73681 Login 73681 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225565 73681 Login 73681 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225866 73681 Login 73681 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226467 73681 Login 73681 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226776 73681 Login 73681 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224366 73682 Login 73682 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224666 73682 Login 73682 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224967 73682 Login 73682 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225267 73682 Login 73682 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225566 73682 Login 73682 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225867 73682 Login 73682 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226470 73682 Login 73682 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226777 73682 Login 73682 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224367 73683 Login 73683 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224667 73683 Login 73683 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224968 73683 Login 73683 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225268 73683 Login 73683 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225567 73683 Login 73683 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225868 73683 Login 73683 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226469 73683 Login 73683 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226778 73683 Login 73683 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224369 73684 Login 73684 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224669 73684 Login 73684 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224969 73684 Login 73684 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225269 73684 Login 73684 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225568 73684 Login 73684 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225870 73684 Login 73684 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226471 73684 Login 73684 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226779 73684 Login 73684 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224370 73685 Login 73685 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224670 73685 Login 73685 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224971 73685 Login 73685 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225270 73685 Login 73685 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225570 73685 Login 73685 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225871 73685 Login 73685 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226472 73685 Login 73685 2022-04-20 10:09:06 2022-04-20 10:09:06 118.250.109.73 +21226780 73685 Login 73685 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224371 73686 Login 73686 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224671 73686 Login 73686 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224970 73686 Login 73686 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225273 73686 Login 73686 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225572 73686 Login 73686 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225869 73686 Login 73686 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226473 73686 Login 73686 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226781 73686 Login 73686 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224372 73687 Login 73687 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224672 73687 Login 73687 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224973 73687 Login 73687 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225271 73687 Login 73687 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225571 73687 Login 73687 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225872 73687 Login 73687 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226475 73687 Login 73687 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226783 73687 Login 73687 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224373 73688 Login 73688 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224673 73688 Login 73688 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224972 73688 Login 73688 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225272 73688 Login 73688 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225573 73688 Login 73688 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225874 73688 Login 73688 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226474 73688 Login 73688 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226782 73688 Login 73688 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224374 73689 Login 73689 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224674 73689 Login 73689 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224974 73689 Login 73689 2022-04-19 18:06:12 2022-04-19 18:06:12 118.250.108.208 +21225274 73689 Login 73689 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225574 73689 Login 73689 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225873 73689 Login 73689 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226476 73689 Login 73689 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226784 73689 Login 73689 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224375 73690 Login 73690 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224675 73690 Login 73690 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224975 73690 Login 73690 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225275 73690 Login 73690 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225575 73690 Login 73690 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225875 73690 Login 73690 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226477 73690 Login 73690 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226785 73690 Login 73690 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224376 73691 Login 73691 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224682 73691 Login 73691 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224977 73691 Login 73691 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225277 73691 Login 73691 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225576 73691 Login 73691 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225876 73691 Login 73691 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226478 73691 Login 73691 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226787 73691 Login 73691 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224377 73692 Login 73692 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224678 73692 Login 73692 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224976 73692 Login 73692 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225276 73692 Login 73692 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225577 73692 Login 73692 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225877 73692 Login 73692 2022-04-19 18:39:20 2022-04-19 18:39:20 118.250.108.208 +21226479 73692 Login 73692 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 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118.250.108.208 +21225279 73694 Login 73694 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225580 73694 Login 73694 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225879 73694 Login 73694 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226480 73694 Login 73694 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226789 73694 Login 73694 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224380 73695 Login 73695 2022-04-19 17:36:26 2022-04-19 17:36:26 118.250.108.208 +21224680 73695 Login 73695 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224979 73695 Login 73695 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225280 73695 Login 73695 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225579 73695 Login 73695 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225881 73695 Login 73695 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226482 73695 Login 73695 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226790 73695 Login 73695 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224381 73696 Login 73696 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224681 73696 Login 73696 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224981 73696 Login 73696 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225282 73696 Login 73696 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225581 73696 Login 73696 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225880 73696 Login 73696 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226483 73696 Login 73696 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226791 73696 Login 73696 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224382 73697 Login 73697 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224679 73697 Login 73697 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224982 73697 Login 73697 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225281 73697 Login 73697 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225582 73697 Login 73697 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225882 73697 Login 73697 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226484 73697 Login 73697 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226792 73697 Login 73697 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224384 73698 Login 73698 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224683 73698 Login 73698 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224983 73698 Login 73698 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225287 73698 Login 73698 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225584 73698 Login 73698 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225889 73698 Login 73698 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226485 73698 Login 73698 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226793 73698 Login 73698 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224385 73699 Login 73699 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224684 73699 Login 73699 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224984 73699 Login 73699 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225283 73699 Login 73699 2022-04-19 18:10:21 2022-04-19 18:10:21 118.250.108.208 +21225583 73699 Login 73699 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225883 73699 Login 73699 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226486 73699 Login 73699 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226794 73699 Login 73699 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224383 73700 Login 73700 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224685 73700 Login 73700 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224985 73700 Login 73700 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225284 73700 Login 73700 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225587 73700 Login 73700 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225884 73700 Login 73700 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226487 73700 Login 73700 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226795 73700 Login 73700 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224386 73701 Login 73701 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224686 73701 Login 73701 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224986 73701 Login 73701 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225285 73701 Login 73701 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225585 73701 Login 73701 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225885 73701 Login 73701 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226488 73701 Login 73701 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226796 73701 Login 73701 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224387 73702 Login 73702 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224689 73702 Login 73702 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224987 73702 Login 73702 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225286 73702 Login 73702 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225586 73702 Login 73702 2022-04-19 18:23:21 2022-04-19 18:23:21 118.250.108.208 +21225887 73702 Login 73702 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226489 73702 Login 73702 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226797 73702 Login 73702 2022-04-20 11:19:37 2022-04-20 11:19:37 118.250.109.73 +21224389 73703 Login 73703 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224687 73703 Login 73703 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224989 73703 Login 73703 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225288 73703 Login 73703 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225588 73703 Login 73703 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225886 73703 Login 73703 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226490 73703 Login 73703 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226799 73703 Login 73703 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224388 73704 Login 73704 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224688 73704 Login 73704 2022-04-19 17:53:27 2022-04-19 17:53:27 118.250.108.208 +21224988 73704 Login 73704 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225289 73704 Login 73704 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225589 73704 Login 73704 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225888 73704 Login 73704 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226491 73704 Login 73704 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226798 73704 Login 73704 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224390 73705 Login 73705 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224690 73705 Login 73705 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224990 73705 Login 73705 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225290 73705 Login 73705 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225592 73705 Login 73705 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225890 73705 Login 73705 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226492 73705 Login 73705 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226800 73705 Login 73705 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224397 73706 Login 73706 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224691 73706 Login 73706 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224991 73706 Login 73706 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225291 73706 Login 73706 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225591 73706 Login 73706 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225892 73706 Login 73706 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226493 73706 Login 73706 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226801 73706 Login 73706 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224392 73707 Login 73707 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224692 73707 Login 73707 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224993 73707 Login 73707 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225292 73707 Login 73707 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225590 73707 Login 73707 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225893 73707 Login 73707 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226494 73707 Login 73707 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226802 73707 Login 73707 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224394 73708 Login 73708 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224693 73708 Login 73708 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224992 73708 Login 73708 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225293 73708 Login 73708 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225593 73708 Login 73708 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225891 73708 Login 73708 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226495 73708 Login 73708 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226803 73708 Login 73708 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224399 73709 Login 73709 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224694 73709 Login 73709 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224994 73709 Login 73709 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225294 73709 Login 73709 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225594 73709 Login 73709 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225894 73709 Login 73709 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226496 73709 Login 73709 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226804 73709 Login 73709 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224396 73710 Login 73710 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224696 73710 Login 73710 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224995 73710 Login 73710 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225296 73710 Login 73710 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225595 73710 Login 73710 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225895 73710 Login 73710 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226497 73710 Login 73710 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226805 73710 Login 73710 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224395 73711 Login 73711 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224695 73711 Login 73711 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224997 73711 Login 73711 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225295 73711 Login 73711 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225596 73711 Login 73711 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225896 73711 Login 73711 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226498 73711 Login 73711 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226807 73711 Login 73711 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224393 73712 Login 73712 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224697 73712 Login 73712 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224996 73712 Login 73712 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225297 73712 Login 73712 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225597 73712 Login 73712 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225897 73712 Login 73712 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226499 73712 Login 73712 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226806 73712 Login 73712 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224391 73713 Login 73713 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224698 73713 Login 73713 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224998 73713 Login 73713 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225298 73713 Login 73713 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225599 73713 Login 73713 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225898 73713 Login 73713 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226500 73713 Login 73713 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226808 73713 Login 73713 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224398 73714 Login 73714 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224699 73714 Login 73714 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21224999 73714 Login 73714 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225299 73714 Login 73714 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225598 73714 Login 73714 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225899 73714 Login 73714 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226501 73714 Login 73714 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226809 73714 Login 73714 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224400 73715 Login 73715 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224700 73715 Login 73715 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225001 73715 Login 73715 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225300 73715 Login 73715 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225600 73715 Login 73715 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225900 73715 Login 73715 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226503 73715 Login 73715 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226810 73715 Login 73715 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224401 73716 Login 73716 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224701 73716 Login 73716 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225000 73716 Login 73716 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225301 73716 Login 73716 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225601 73716 Login 73716 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225902 73716 Login 73716 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226502 73716 Login 73716 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226811 73716 Login 73716 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224402 73717 Login 73717 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224703 73717 Login 73717 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225002 73717 Login 73717 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225302 73717 Login 73717 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225602 73717 Login 73717 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225901 73717 Login 73717 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226504 73717 Login 73717 2022-04-20 10:09:07 2022-04-20 10:09:07 118.250.109.73 +21226812 73717 Login 73717 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224403 73718 Login 73718 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224702 73718 Login 73718 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225003 73718 Login 73718 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225303 73718 Login 73718 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225604 73718 Login 73718 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225903 73718 Login 73718 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226505 73718 Login 73718 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226813 73718 Login 73718 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224404 73719 Login 73719 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224704 73719 Login 73719 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225004 73719 Login 73719 2022-04-19 18:06:13 2022-04-19 18:06:13 118.250.108.208 +21225305 73719 Login 73719 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225603 73719 Login 73719 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225904 73719 Login 73719 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226506 73719 Login 73719 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226814 73719 Login 73719 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224405 73720 Login 73720 2022-04-19 17:36:27 2022-04-19 17:36:27 118.250.108.208 +21224705 73720 Login 73720 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225005 73720 Login 73720 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225304 73720 Login 73720 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225605 73720 Login 73720 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225905 73720 Login 73720 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226507 73720 Login 73720 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226815 73720 Login 73720 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224406 73721 Login 73721 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224706 73721 Login 73721 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225006 73721 Login 73721 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225306 73721 Login 73721 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225606 73721 Login 73721 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225906 73721 Login 73721 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226508 73721 Login 73721 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226816 73721 Login 73721 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224407 73722 Login 73722 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224708 73722 Login 73722 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225007 73722 Login 73722 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225308 73722 Login 73722 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225607 73722 Login 73722 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225907 73722 Login 73722 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226509 73722 Login 73722 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226817 73722 Login 73722 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224409 73723 Login 73723 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224707 73723 Login 73723 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225008 73723 Login 73723 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225307 73723 Login 73723 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225608 73723 Login 73723 2022-04-19 18:23:22 2022-04-19 18:23:22 118.250.108.208 +21225908 73723 Login 73723 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226510 73723 Login 73723 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226818 73723 Login 73723 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224408 73724 Login 73724 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224709 73724 Login 73724 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225010 73724 Login 73724 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225310 73724 Login 73724 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225609 73724 Login 73724 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225909 73724 Login 73724 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226512 73724 Login 73724 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226819 73724 Login 73724 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224410 73725 Login 73725 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224710 73725 Login 73725 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225009 73725 Login 73725 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225309 73725 Login 73725 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225610 73725 Login 73725 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225911 73725 Login 73725 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226511 73725 Login 73725 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226820 73725 Login 73725 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224411 73726 Login 73726 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224711 73726 Login 73726 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225011 73726 Login 73726 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225311 73726 Login 73726 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225611 73726 Login 73726 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225910 73726 Login 73726 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226513 73726 Login 73726 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226821 73726 Login 73726 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224413 73727 Login 73727 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224713 73727 Login 73727 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225012 73727 Login 73727 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225312 73727 Login 73727 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225612 73727 Login 73727 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225912 73727 Login 73727 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226514 73727 Login 73727 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226822 73727 Login 73727 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224412 73728 Login 73728 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224712 73728 Login 73728 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225013 73728 Login 73728 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225313 73728 Login 73728 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225614 73728 Login 73728 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225913 73728 Login 73728 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226516 73728 Login 73728 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226824 73728 Login 73728 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224415 73729 Login 73729 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224714 73729 Login 73729 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225014 73729 Login 73729 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225314 73729 Login 73729 2022-04-19 18:10:22 2022-04-19 18:10:22 118.250.108.208 +21225613 73729 Login 73729 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225916 73729 Login 73729 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226515 73729 Login 73729 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226823 73729 Login 73729 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224414 73730 Login 73730 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224719 73730 Login 73730 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225015 73730 Login 73730 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225315 73730 Login 73730 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225617 73730 Login 73730 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225915 73730 Login 73730 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226517 73730 Login 73730 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226825 73730 Login 73730 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224417 73731 Login 73731 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224715 73731 Login 73731 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225017 73731 Login 73731 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225316 73731 Login 73731 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225615 73731 Login 73731 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225914 73731 Login 73731 2022-04-19 18:39:21 2022-04-19 18:39:21 118.250.108.208 +21226518 73731 Login 73731 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226826 73731 Login 73731 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224416 73732 Login 73732 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224718 73732 Login 73732 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225016 73732 Login 73732 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225318 73732 Login 73732 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225618 73732 Login 73732 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225917 73732 Login 73732 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226519 73732 Login 73732 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226827 73732 Login 73732 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224418 73733 Login 73733 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224716 73733 Login 73733 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225019 73733 Login 73733 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225317 73733 Login 73733 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225616 73733 Login 73733 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225920 73733 Login 73733 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226520 73733 Login 73733 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226828 73733 Login 73733 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224419 73734 Login 73734 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224717 73734 Login 73734 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225018 73734 Login 73734 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225319 73734 Login 73734 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225620 73734 Login 73734 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225919 73734 Login 73734 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226521 73734 Login 73734 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226829 73734 Login 73734 2022-04-20 11:19:38 2022-04-20 11:19:38 118.250.109.73 +21224420 73735 Login 73735 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224721 73735 Login 73735 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225020 73735 Login 73735 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225320 73735 Login 73735 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225619 73735 Login 73735 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225918 73735 Login 73735 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226522 73735 Login 73735 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226830 73735 Login 73735 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224423 73736 Login 73736 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224720 73736 Login 73736 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225022 73736 Login 73736 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225323 73736 Login 73736 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225621 73736 Login 73736 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225922 73736 Login 73736 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226523 73736 Login 73736 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226831 73736 Login 73736 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224422 73737 Login 73737 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224722 73737 Login 73737 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225021 73737 Login 73737 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225321 73737 Login 73737 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225623 73737 Login 73737 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225921 73737 Login 73737 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226524 73737 Login 73737 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226832 73737 Login 73737 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224421 73738 Login 73738 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224723 73738 Login 73738 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225023 73738 Login 73738 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225324 73738 Login 73738 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225622 73738 Login 73738 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225924 73738 Login 73738 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226526 73738 Login 73738 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226833 73738 Login 73738 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224424 73739 Login 73739 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224725 73739 Login 73739 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225024 73739 Login 73739 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225322 73739 Login 73739 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225624 73739 Login 73739 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225923 73739 Login 73739 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226525 73739 Login 73739 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226834 73739 Login 73739 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224425 73740 Login 73740 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224724 73740 Login 73740 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225025 73740 Login 73740 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225326 73740 Login 73740 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225625 73740 Login 73740 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225926 73740 Login 73740 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226527 73740 Login 73740 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226836 73740 Login 73740 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224426 73741 Login 73741 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224726 73741 Login 73741 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225026 73741 Login 73741 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225327 73741 Login 73741 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225626 73741 Login 73741 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225925 73741 Login 73741 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226528 73741 Login 73741 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226835 73741 Login 73741 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224427 73742 Login 73742 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224727 73742 Login 73742 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225028 73742 Login 73742 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225325 73742 Login 73742 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225627 73742 Login 73742 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225927 73742 Login 73742 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226529 73742 Login 73742 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226837 73742 Login 73742 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224428 73743 Login 73743 2022-04-19 17:36:28 2022-04-19 17:36:28 118.250.108.208 +21224728 73743 Login 73743 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225027 73743 Login 73743 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225329 73743 Login 73743 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225629 73743 Login 73743 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225932 73743 Login 73743 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226530 73743 Login 73743 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226838 73743 Login 73743 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224429 73744 Login 73744 2022-04-19 17:36:29 2022-04-19 17:36:29 118.250.108.208 +21224730 73744 Login 73744 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225029 73744 Login 73744 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225328 73744 Login 73744 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225628 73744 Login 73744 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225928 73744 Login 73744 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226531 73744 Login 73744 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226839 73744 Login 73744 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224430 73745 Login 73745 2022-04-19 17:36:29 2022-04-19 17:36:29 118.250.108.208 +21224729 73745 Login 73745 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225031 73745 Login 73745 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225330 73745 Login 73745 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225630 73745 Login 73745 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225929 73745 Login 73745 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226532 73745 Login 73745 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226840 73745 Login 73745 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224431 73746 Login 73746 2022-04-19 17:36:29 2022-04-19 17:36:29 118.250.108.208 +21224732 73746 Login 73746 2022-04-19 17:53:29 2022-04-19 17:53:29 118.250.108.208 +21225030 73746 Login 73746 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225331 73746 Login 73746 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225631 73746 Login 73746 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225930 73746 Login 73746 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226533 73746 Login 73746 2022-04-20 10:09:08 2022-04-20 10:09:08 118.250.109.73 +21226841 73746 Login 73746 2022-04-20 11:19:39 2022-04-20 11:19:39 118.250.109.73 +21224432 73747 Login 73747 2022-04-19 17:36:29 2022-04-19 17:36:29 118.250.108.208 +21224731 73747 Login 73747 2022-04-19 17:53:28 2022-04-19 17:53:28 118.250.108.208 +21225033 73747 Login 73747 2022-04-19 18:06:14 2022-04-19 18:06:14 118.250.108.208 +21225332 73747 Login 73747 2022-04-19 18:10:23 2022-04-19 18:10:23 118.250.108.208 +21225632 73747 Login 73747 2022-04-19 18:23:23 2022-04-19 18:23:23 118.250.108.208 +21225931 73747 Login 73747 2022-04-19 18:39:22 2022-04-19 18:39:22 118.250.108.208 +21226534 73747 Login 73747 2022-04-20 10:09:08 2022-04-20 10:09:08 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20:59:59 220.202.199.211 +21223860 279404 Login 279404 2022-04-11 13:59:24 2022-04-11 13:59:24 118.250.108.208 +21223946 279404 Login 279404 2022-04-15 17:07:34 2022-04-15 17:07:34 118.250.108.208 +21223993 279404 Login 279404 2022-04-19 14:40:16 2022-04-19 14:40:16 213.173.32.66 +21223929 361189 Login 361189 2022-04-15 09:53:58 2022-04-15 09:53:58 118.250.108.208 +21223862 387199 Login 387199 2022-04-11 17:23:06 2022-04-11 17:23:06 118.250.108.208 +21223865 387199 Login 387199 2022-04-11 17:49:21 2022-04-11 17:49:21 118.250.108.208 +21223881 387199 Login 387199 2022-04-12 18:05:30 2022-04-12 18:05:30 118.250.108.208 +21223951 387199 Login 387199 2022-04-15 17:22:50 2022-04-15 17:22:50 118.250.108.208 +21223958 387199 Login 387199 2022-04-15 17:45:03 2022-04-15 17:45:03 118.250.108.208 +21223972 387199 Login 387199 2022-04-15 18:27:22 2022-04-15 18:27:22 118.250.108.208 +21223907 450588 Login 450588 2022-04-14 09:52:48 2022-04-14 09:52:48 118.250.108.208 +21223913 450588 Login 450588 2022-04-14 09:56:53 2022-04-14 09:56:53 118.250.108.208 +21223941 450588 Login 450588 2022-04-15 11:19:28 2022-04-15 11:19:28 220.202.199.211 +21223863 455864 Login 455864 2022-04-11 17:46:14 2022-04-11 17:46:14 118.250.108.208 +21223864 455864 Login 455864 2022-04-11 17:48:23 2022-04-11 17:48:23 118.250.108.208 +21223866 455864 Login 455864 2022-04-11 17:50:45 2022-04-11 17:50:45 118.250.108.208 +21223867 455864 Login 455864 2022-04-11 17:51:38 2022-04-11 17:51:38 118.250.108.208 +21223868 455864 Login 455864 2022-04-11 17:52:14 2022-04-11 17:52:14 118.250.108.208 +21223900 455864 Login 455864 2022-04-13 15:39:15 2022-04-13 15:39:15 118.250.108.208 +21223904 455864 Login 455864 2022-04-13 15:41:44 2022-04-13 15:41:44 118.250.108.208 +21223911 455864 Login 455864 2022-04-14 09:55:13 2022-04-14 09:55:13 118.250.108.208 +21223920 455864 Login 455864 2022-04-14 17:31:44 2022-04-14 17:31:44 118.250.108.208 +21223922 455864 Login 455864 2022-04-14 17:36:48 2022-04-14 17:36:48 118.250.108.208 +21223944 455864 Login 455864 2022-04-15 15:13:57 2022-04-15 15:13:57 118.250.108.208 +21223902 455865 Login 455865 2022-04-13 15:39:55 2022-04-13 15:39:55 118.250.108.208 +21223858 498757 Login 498757 2022-04-11 10:30:38 2022-04-11 10:30:38 118.250.108.208 +21223859 498757 Login 498757 2022-04-11 10:45:40 2022-04-11 10:45:40 118.250.108.208 +21223915 498757 Login 498757 2022-04-14 10:08:51 2022-04-14 10:08:51 118.250.108.208 +21223916 498757 Login 498757 2022-04-14 10:11:30 2022-04-14 10:11:30 118.250.108.208 +21223917 498757 Login 498757 2022-04-14 10:26:59 2022-04-14 10:26:59 118.250.108.208 +21223918 498757 Login 498757 2022-04-14 11:25:45 2022-04-14 11:25:45 118.250.108.208 +21223947 498757 Login 498757 2022-04-15 17:15:41 2022-04-15 17:15:41 118.250.108.208 +21223949 498757 Login 498757 2022-04-15 17:20:25 2022-04-15 17:20:25 118.250.108.208 +21223950 498757 Login 498757 2022-04-15 17:21:06 2022-04-15 17:21:06 118.250.108.208 +21223953 498757 Login 498757 2022-04-15 17:28:26 2022-04-15 17:28:26 118.250.108.208 +21223954 498757 Login 498757 2022-04-15 17:29:57 2022-04-15 17:29:57 118.250.108.208 +21223955 498757 Login 498757 2022-04-15 17:36:48 2022-04-15 17:36:48 118.250.108.208 +21223959 498757 Login 498757 2022-04-15 17:46:43 2022-04-15 17:46:43 118.250.108.208 +21223960 498757 Login 498757 2022-04-15 17:55:12 2022-04-15 17:55:12 118.250.108.208 +21223961 498757 Login 498757 2022-04-15 17:57:57 2022-04-15 17:57:57 118.250.108.208 +21223965 498757 Login 498757 2022-04-15 18:10:39 2022-04-15 18:10:39 118.250.108.208 +21223966 498757 Login 498757 2022-04-15 18:11:27 2022-04-15 18:11:27 118.250.108.208 +21223968 498757 Login 498757 2022-04-15 18:13:19 2022-04-15 18:13:19 118.250.108.208 +21223974 498757 Login 498757 2022-04-15 18:29:10 2022-04-15 18:29:10 118.250.108.208 +21223990 498757 Login 498757 2022-04-19 10:38:31 2022-04-19 10:38:31 118.250.108.208 +21223994 498757 Login 498757 2022-04-19 15:40:22 2022-04-19 15:40:22 118.250.108.208 +21224005 498757 Login 498757 2022-04-19 16:58:57 2022-04-19 16:58:57 118.250.108.208 +21226085 498757 Login 498757 2022-04-20 09:31:10 2022-04-20 09:31:10 118.250.109.73 +21226538 498757 Login 498757 2022-04-20 10:49:00 2022-04-20 10:49:00 118.250.109.73 +21226539 498757 Login 498757 2022-04-20 10:50:55 2022-04-20 10:50:55 118.250.109.73 +21226844 498757 Login 498757 2022-04-20 11:26:02 2022-04-20 11:26:02 118.250.109.73 +21226847 498757 Login 498757 2022-04-20 15:49:57 2022-04-20 15:49:57 118.250.109.73 +21226853 498757 Login 498757 2022-04-20 16:09:22 2022-04-20 16:09:22 118.250.109.73 +21226857 498757 Login 498757 2022-04-20 16:47:29 2022-04-20 16:47:29 118.250.109.73 +21227364 498757 Login 498757 2022-04-20 18:38:41 2022-04-20 18:38:41 118.250.109.73 +21223981 601410 Login 601410 2022-04-18 11:04:59 2022-04-18 11:04:59 118.250.108.208 +21223982 601410 Login 601410 2022-04-18 11:05:03 2022-04-18 11:05:03 118.250.108.208 +21223983 601410 Login 601410 2022-04-18 11:05:17 2022-04-18 11:05:17 118.250.108.208 +21223984 601410 Login 601410 2022-04-18 11:05:22 2022-04-18 11:05:22 118.250.108.208 +21223945 632683 Login 632683 2022-04-15 15:18:15 2022-04-15 15:18:15 118.250.108.208 +21223980 632683 Login 632683 2022-04-18 10:13:28 2022-04-18 10:13:28 118.250.108.208 +21223989 632683 Login 632683 2022-04-19 09:55:54 2022-04-19 09:55:54 118.250.108.208 +21224003 632683 Login 632683 2022-04-19 16:56:23 2022-04-19 16:56:23 118.250.108.208 +21224118 632683 Login 632683 2022-04-19 17:30:00 2022-04-19 17:30:00 118.250.108.208 +21227366 632683 Login 632683 2022-04-21 13:50:06 2022-04-21 13:50:06 118.250.109.73 +21227367 632683 Login 632683 2022-04-21 13:58:19 2022-04-21 13:58:19 118.250.109.73 +21223969 722851 Login 722851 2022-04-15 18:14:24 2022-04-15 18:14:24 118.250.108.208 +21223870 801468 Login 801468 2022-04-12 10:01:15 2022-04-12 10:01:15 39.144.190.119 +21223926 801468 Login 801468 2022-04-15 09:40:57 2022-04-15 09:40:57 118.250.108.208 +21223927 806278 Login 806278 2022-04-15 09:53:04 2022-04-15 09:53:04 118.250.108.208 +21223928 806278 Login 806278 2022-04-15 09:53:34 2022-04-15 09:53:34 118.250.108.208 +21223930 806278 Login 806278 2022-04-15 09:55:13 2022-04-15 09:55:13 118.250.108.208 +21223931 806278 Login 806278 2022-04-15 09:55:26 2022-04-15 09:55:26 118.250.108.208 +21223932 806278 Login 806278 2022-04-15 10:01:34 2022-04-15 10:01:34 118.250.108.208 +21223933 806278 Login 806278 2022-04-15 10:01:39 2022-04-15 10:01:39 118.250.108.208 +21223934 806278 Login 806278 2022-04-15 10:01:43 2022-04-15 10:01:43 118.250.108.208 +21223935 806278 Login 806278 2022-04-15 10:05:42 2022-04-15 10:05:42 118.250.108.208 +21223936 806278 Login 806278 2022-04-15 10:05:47 2022-04-15 10:05:47 118.250.108.208 +21223937 806278 Login 806278 2022-04-15 10:05:51 2022-04-15 10:05:51 118.250.108.208 +21223938 806278 Login 806278 2022-04-15 10:05:54 2022-04-15 10:05:54 118.250.108.208 +21223939 806278 Login 806278 2022-04-15 10:05:57 2022-04-15 10:05:57 118.250.108.208 +21223940 806278 Login 806278 2022-04-15 10:06:49 2022-04-15 10:06:49 118.250.108.208 +21223942 815293 Login 815293 2022-04-15 14:22:59 2022-04-15 14:22:59 119.8.242.171 +21223943 815293 Login 815293 2022-04-15 14:23:02 2022-04-15 14:23:02 119.8.242.171 diff --git a/user_portrait_analysis/activity_analysis/data_process.py b/user_portrait_analysis/activity_analysis/data_process.py new file mode 100644 index 0000000..d20c210 --- /dev/null +++ b/user_portrait_analysis/activity_analysis/data_process.py @@ -0,0 +1,87 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import activity_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户活跃度数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text = f""" + SELECT id, user_id, action_type, action_id, created_at, updated_at, ip + FROM user_actions + WHERE created_at >= '{latest_data_date}' + """ + + data_df = pd.read_sql(sql_text, con=sql_conn) + data_df.to_csv(activity_analysis_path + 'data/user_actions.csv', index=False, header=True, sep='\t') + + logger.info("用户活跃度数据下载完毕，共" + str(data_df.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理用户活跃度数据 + """ + data_user_action = pd.read_csv(activity_analysis_path + 'data/user_actions.csv', sep='\t') + + data_user_action = data_user_action[['user_id','action_type','created_at']] + # 提取出三种最常用的操作 + some_action = ['Attachment','Login','closeNotice', 'clickNotice'] + data_user_action = data_user_action.loc[data_user_action['action_type'].isin(some_action)] + # 将日期格式进行转换 + data_user_action['created_at'] = pd.to_datetime(data_user_action['created_at'], dayfirst=True) + + data_user_action['created_at'] = data_user_action['created_at'].dt.date + return data_user_action + + +def get_rfm_data(): + """ + 生成RFM聚类模型训练数据 + """ + data = read_action_data() + + df_rfm = data[['user_id','action_type','created_at']] + # 给不同操作赋值，来区分不同操作的重要度 + class_dict = { + 'Attachment': 2, + 'Login': 1, + 'closeNotice': 4, + 'closeNotice': 4 + } + df_rfm['action_values'] = df_rfm['action_type'].map(lambda x:x) + df_rfm['action_values'] = df_rfm['action_values'].map(class_dict) + # 计算 R,F,M 值 + df_rfm = df_rfm.groupby("user_id").agg({'created_at':'max','user_id':'count','action_values':'sum'}) + df_rfm = df_rfm.rename(columns ={'created_at':'Recentdate','user_id':'F','action_values':'M'}) + + df_rfm["R"] =(df_rfm['Recentdate'].max() - df_rfm['Recentdate'])/np.timedelta64(1,'D') + df_rfm["R"] = df_rfm["R"].astype('str').str.split(" ",expand=True) + df_rfm["R"] = df_rfm["R"].astype("float").astype("int") + df_rfm.drop(columns='Recentdate',inplace=True) + + return df_rfm + +if __name__ == '__main__': + + # 取之前多少天登录的数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/activity_analysis/data_process_jw.py b/user_portrait_analysis/activity_analysis/data_process_jw.py new file mode 100644 index 0000000..9a62699 --- /dev/null +++ b/user_portrait_analysis/activity_analysis/data_process_jw.py @@ -0,0 +1,98 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import activity_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户活跃度数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text = f""" + SELECT + t1.id, + t1.user_id, + t1.action_type, + t1.action_id, + t1.created_at, + t1.updated_at, + t1.ip + FROM + user_actions t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + WHERE t1.action_type IN ('Attachment', 'Login', 'closeNotice', 'clickNotice') + AND DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + AND DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_df = pd.read_sql(sql_text, con=sql_conn) + data_df.to_csv(activity_analysis_path + 'data/user_actions.csv', index=False, header=True, sep='\t') + + logger.info("用户活跃度数据下载完毕，共" + str(data_df.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理用户活跃度数据 + """ + data_user_action = pd.read_csv(activity_analysis_path + 'data/user_actions.csv', sep='\t') + + data_user_action = data_user_action[['user_id','action_type','created_at']] + # 提取出三种最常用的操作 + some_action = ['Attachment','Login','closeNotice', 'clickNotice'] + data_user_action = data_user_action.loc[data_user_action['action_type'].isin(some_action)] + # 将日期格式进行转换 + data_user_action['created_at'] = pd.to_datetime(data_user_action['created_at'], dayfirst=True) + + data_user_action['created_at'] = data_user_action['created_at'].dt.date + return data_user_action + + +def get_rfm_data(): + """ + 生成RFM聚类模型训练数据 + """ + data = read_action_data() + + df_rfm = data[['user_id','action_type','created_at']] + # 给不同操作赋值，来区分不同操作的重要度 + class_dict = { + 'Attachment': 2, + 'Login': 1, + 'closeNotice': 4, + 'closeNotice': 4 + } + df_rfm['action_values'] = df_rfm['action_type'].map(lambda x:x) + df_rfm['action_values'] = df_rfm['action_values'].map(class_dict) + # 计算 R,F,M 值 + df_rfm = df_rfm.groupby("user_id").agg({'created_at':'max','user_id':'count','action_values':'sum'}) + df_rfm = df_rfm.rename(columns ={'created_at':'Recentdate','user_id':'F','action_values':'M'}) + + df_rfm["R"] =(df_rfm['Recentdate'].max() - df_rfm['Recentdate'])/np.timedelta64(1,'D') + df_rfm["R"] = df_rfm["R"].astype('str').str.split(" ",expand=True) + df_rfm["R"] = df_rfm["R"].astype("float").astype("int") + df_rfm.drop(columns='Recentdate',inplace=True) + + return df_rfm + +if __name__ == '__main__': + + # 取之前多少天登录的数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/activity_analysis/doc/用户活跃度分析模型实现方案V1.0.docx b/user_portrait_analysis/activity_analysis/doc/用户活跃度分析模型实现方案V1.0.docx new file mode 100644 index 0000000000000000000000000000000000000000..a83345afc751d8796469e6b5b4b85497343ef74d GIT binary patch literal 141577 zcmbrlbC530(45kbmVM`7Yzznh 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zarIwDjqM#x{}VhkL6GM6tl{g2@ZYIp2K{&VA8GQx75wL}3ig-%KkH%ekrVz%9RC+j zzq8Aq<#*MGu7LlZYyQsEKeNqm;GcE<^>^U^$UXmLt#NrRp8CULQvN?#>%;rY>wnkr zPk5d=q1*OH^%QY{fRO)m|1U>aSpR~XeMD;&LnE7iWBosq_ICzExcVNu9%J`RUI~Q9c zQ%6fX^Z#z}{|;{3ixPm$kDRpoap~_JF5`pHKN{T0)Y{WtLc4{sJ2f7y1nFts)PAG{6Ep=-T;bWd6=pnvcd`*+|U@V`bk W*zc+KM?Am;n*V@)y89R+K>rU!@P+*V literal 0 HcmV?d00001 diff --git a/user_portrait_analysis/contribution_analysis/predict.py b/user_portrait_analysis/contribution_analysis/predict.py new file mode 100644 index 0000000..2941977 --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/predict.py @@ -0,0 +1,22 @@ +import pickle +from config import logger +from config import test_user_id +from config import contribution_analysis_path + +logger.info('加载用户贡献度度字典') +user_contribution_dict = pickle.load(open(contribution_analysis_path + 'results/user_contribution_dict.pkl', 'rb')) + +def user_contribution_predict(user_id): + """ + 用户贡献度预测 + """ + if user_id not in user_contribution_dict: + result = -1 + else: + result = user_contribution_dict[user_id] + + return result + +if __name__ == '__main__': + result = user_contribution_predict(user_id=test_user_id) + print('用户ID：', test_user_id, '活跃度：', result) \ No newline at end of file diff --git a/user_portrait_analysis/contribution_analysis/results/README.md b/user_portrait_analysis/contribution_analysis/results/README.md new file mode 100644 index 0000000..ffde05e --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/results/README.md @@ -0,0 +1,2 @@ +## 这里存放模型的训练结果 + diff --git a/user_portrait_analysis/contribution_analysis/train.py b/user_portrait_analysis/contribution_analysis/train.py new file mode 100644 index 0000000..ed8615c --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/train.py @@ -0,0 +1,79 @@ +import os +import pandas as pd +import pickle +from sklearn.cluster import KMeans +from config import logger +from config import RANDOM_SEED +from contribution_analysis.data_process import get_rfm_data +from config import contribution_analysis_path + +def iflabel(x): + # 设置用户贡献度打分规则 + if x == "高高高": + return 5 + elif x == "高低高": + return 4 + elif x == "高高低": + return 4 + elif x == "高低低": + return 3 + elif x == "低高高": + return 4 + elif x == "低低高": + return 2 + elif x == "低高低": + return 2 + elif x == "低低低": + return 1 + +def train(): + """ + 用户贡献度分析模型训练 + """ + logger.info('开始训练用户贡献度分析模型...') + df_rfm = get_rfm_data() + rfm_cluster = df_rfm.copy() + + # 根据R,F,M值进行聚类，分为8类 + Cluster = df_rfm[["R", "F", "M"]].values + kmeans_model = KMeans(n_clusters=8, random_state=RANDOM_SEED).fit(Cluster) + rfm_cluster["label"] = kmeans_model.labels_ + + # 先求每一类的R、F、M均值 # 此处计算均值 RFM 模型，每个用户的R、F、M值同总体均值进行比较，比均值高的就为“高”，低的就标明“低”，然后通过三个指标的高低来打标签。 + df_rfm_mean = rfm_cluster[["label", "R", "F", "M"]].groupby("label").agg("mean") + df_rfm_mean["IFR"] = df_rfm_mean["R"].apply(lambda x: "高" if x > df_rfm_mean["R"].mean() else "低") + df_rfm_mean["IFF"] = df_rfm_mean["F"].apply(lambda x: "高" if x > df_rfm_mean["F"].mean() else "低") + df_rfm_mean["IFM"] = df_rfm_mean["M"].apply(lambda x: "高" if x > df_rfm_mean["M"].mean() else "低") + + # 方法和上面一样，#将三个指标合并起来，生成临时列temp，表示RFM综合指标 + df_rfm_mean["temp"] = df_rfm_mean["IFR"] + df_rfm_mean["IFF"] + df_rfm_mean["IFM"] + #将指标进行综合判断 + df_rfm_mean["label"] = df_rfm_mean["temp"].apply(lambda x: iflabel(x)) + # 此处在使用聚类RFM模型，比较的时候使用总体均值进行比较 + rfm_cluster["IFR"] = rfm_cluster["R"].apply(lambda x: "高" if x > df_rfm_mean["R"].mean() else "低") + rfm_cluster["IFF"] = rfm_cluster["F"].apply(lambda x: "高" if x > df_rfm_mean["F"].mean() else "低") + rfm_cluster["IFM"] = rfm_cluster["M"].apply(lambda x: "高" if x > df_rfm_mean["M"].mean() else "低") + ## 方法和上面一样，将三个指标合并起来，生成临时列temp，表示RFM综合指标 + rfm_cluster["temp"] = rfm_cluster["IFR"] + rfm_cluster["IFF"] + rfm_cluster["IFM"] + rfm_cluster["label"] = rfm_cluster["temp"].apply(lambda x: iflabel(x)) + # 根据打分规则函数给用户进行打分 + result = rfm_cluster[['label']] + + # 将用户 id 和贡献度提取出来保存在字典中 + result_csv = pd.DataFrame(list(result.index),index=range(len(list(result.index))),columns = ['user_id']) + result_csv['contribution'] = list(result.values.reshape(1,len(list(result.index)))[0]) + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['contribution'] = result_csv['contribution'].astype(int) + results_dict = dict(zip(result_csv['user_id'], result_csv['contribution'])) + + # 保存模型和结果 + pickle.dump(kmeans_model, open(contribution_analysis_path + 'results/user_contribution_model.pkl', 'wb')) + pickle.dump(results_dict, open(contribution_analysis_path + 'results/user_contribution_dict.pkl', 'wb')) + + logger.info('用户贡献度度分析模型训练完成') + + return results_dict + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/flask_app.py b/user_portrait_analysis/flask_app.py new file mode 100644 index 0000000..813f94f --- /dev/null +++ b/user_portrait_analysis/flask_app.py @@ -0,0 +1,193 @@ +''' +@Compony: EduCoder +@Author: dengzaiyong +@Date: 2022-03-29 15:16:08 +@LastEditTime: 2022-03-29 19:37:08 +@LastEditors: dengzaiyong +@Description: 用户画像分析模型预测接口 +@FilePath: /user_portrait_analysis/flask_app.py +''' + +import json +from flask import Flask +from flask_cors import CORS +from flask import request +from activity_analysis.predict import user_activity_predict +from contribution_analysis.predict import user_contribution_predict +from interests_analysis.predict import user_interests_predict +from professional_ability_analysis.predict import user_professional_ability_predict +from programming_ability_analysis.predict import user_programming_ability_predict +from user_label_analysis.predict import user_label_predict + +app = Flask(__name__) +CORS(app, resources=r'/*') + +@app.route('/user_activity', methods=["POST"]) +def get_user_activity(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + results = user_activity_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results": str(results), + } + return json.dumps(result, ensure_ascii=False) + +@app.route('/user_contribution', methods=["POST"]) +def get_user_contribution(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + results = user_contribution_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results": str(results), + } + return json.dumps(result, ensure_ascii=False) + +@app.route('/user_interests', methods=["POST"]) +def get_user_interests(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + results1,results2 = user_interests_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results1": str(results1), + "results2": str(results2), + } + return json.dumps(result, ensure_ascii=False) + +@app.route('/user_professional_ability', methods=["POST"]) +def get_user_professional_ability(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + results = user_professional_ability_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results": str(results), + } + return json.dumps(result, ensure_ascii=False) + +@app.route('/user_programming_ability', methods=["POST"]) +def get_user_programming_ability(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + results = user_programming_ability_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results": str(results), + } + return json.dumps(result, ensure_ascii=False) + +@app.route('/user_labels', methods=["POST"]) +def get_user_labels(): + ''' + 以RESTful的方式获取用户活跃度分析模型结果 + :param user_id: 用户ID + + :return 以json格式返回 + ''' + result = {} + + user_id = request.form.get('user_id', type=str, default='') + + if user_id.strip() == '': + result = { + "status_code": str('False'), + "error_msg": str('参数错误: 缺少user_id') + } + return json.dumps(result, ensure_ascii=False) + + r1,r2,r3,r4 = user_label_predict(int(user_id)) + result = { + "status_code": str('True'), + "user_id": str(user_id), + "results1": str(r1), + "results2": str(r2), + "results3": str(r3), + "results4": str(r4), + } + return json.dumps(result, ensure_ascii=False) + +# python -m flask run +if __name__ == '__main__': + app.run(host='0.0.0.0', port=8088, debug=True, use_reloader=False) \ No newline at end of file diff --git a/user_portrait_analysis/interests_analysis/data/README.md b/user_portrait_analysis/interests_analysis/data/README.md new file mode 100644 index 0000000..809920c --- /dev/null +++ b/user_portrait_analysis/interests_analysis/data/README.md @@ -0,0 +1 @@ +## 这里面存放数据 \ No newline at end of file diff --git a/user_portrait_analysis/interests_analysis/data_process.py b/user_portrait_analysis/interests_analysis/data_process.py new file mode 100644 index 0000000..90b4fba --- /dev/null +++ b/user_portrait_analysis/interests_analysis/data_process.py @@ -0,0 +1,157 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from utils import get_before_date +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from config import interests_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户爱好数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT user_id,repertoire_id + FROM user_interests + """ + + data_shixun = pd.read_sql(sql_text1, con=sql_conn) + data_shixun.to_csv(interests_analysis_path + 'data/user_interests.csv', index=False, header=True, sep='\t') + + logger.info("用户爱好数据1数据下载完毕，共" + str(data_shixun.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT id,name + FROM repertoires + """ + + data_repertoirse = pd.read_sql(sql_text2, con=sql_conn) + data_repertoirse.to_csv(interests_analysis_path + 'data/repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据2下载完毕，共" + str(data_repertoirse.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text3 = f""" + SELECT id,user_id,visits + FROM shixuns + """ + + data_shixuns = pd.read_sql(sql_text3, con=sql_conn) + data_shixuns.to_csv(interests_analysis_path + 'data/shixuns.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据3下载完毕，共" + str(data_shixuns.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text4 = f""" + SELECT shixun_id,tag_repertoire_id + FROM shixun_tag_repertoires + """ + + data_shixun_tag_repertoires = pd.read_sql(sql_text4, con=sql_conn) + data_shixun_tag_repertoires.to_csv(interests_analysis_path + 'data/shixun_tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据4下载完毕，共" + str(data_shixun_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text5 = f""" + SELECT id,sub_repertoire_id,name + FROM tag_repertoires + """ + + data_tag_repertoires = pd.read_sql(sql_text5, con=sql_conn) + data_tag_repertoires.to_csv(interests_analysis_path + 'data/tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据5下载完毕，共" + str(data_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text6 = f""" + SELECT id,name,repertoire_id + FROM sub_repertoires + """ + + data_sub_repertoires = pd.read_sql(sql_text6, con=sql_conn) + data_sub_repertoires.to_csv(interests_analysis_path + 'data/sub_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据6下载完毕，共" + str(data_sub_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理爱好数据 + """ + # 读取所有与用户兴趣表格相关的表格 + data_user_interests = pd.read_csv(interests_analysis_path + 'data/user_interests.csv', sep='\t') + data_user_interests= data_user_interests[['user_id','repertoire_id']] + + data_repertosires = pd.read_csv(interests_analysis_path + 'data/repertoires.csv', sep='\t') + data_repertosires = data_repertosires[['id','name']] + data_repertosires = data_repertosires.rename(columns={'id': 'repertoire_id'}) + + data_shixuns = pd.read_csv(interests_analysis_path + 'data/shixuns.csv', sep='\t') + data_shixuns = data_shixuns[['id', 'user_id', 'visits']] + data_shixuns = data_shixuns.rename(columns={'id': 'shixun_id'}) + data_shixuns = data_shixuns.dropna() + data_shixuns['user_id'] = data_shixuns['user_id'].astype("float").astype("int") + data_shixuns = data_shixuns[data_shixuns.visits > data_shixuns.visits.mean()] + + data_shixun_tag_repertoires = pd.read_csv(interests_analysis_path + 'data/shixun_tag_repertoires.csv', sep='\t') + data_shixun_tag_repertoires = data_shixun_tag_repertoires[['shixun_id','tag_repertoire_id']] + data_shixun_tag_repertoires = data_shixun_tag_repertoires.dropna() + + data_tag_repertoires = pd.read_csv(interests_analysis_path + 'data/tag_repertoires.csv', sep='\t') + data_tag_repertoires = data_tag_repertoires[['id','sub_repertoire_id','name']] + data_tag_repertoires = data_tag_repertoires.rename(columns={'id': 'tag_repertoire_id'}) + + data_sub_repertoires = pd.read_csv(interests_analysis_path + 'data/sub_repertoires.csv', sep='\t') + data_sub_repertoires = data_sub_repertoires[['id', 'name', 'repertoire_id']] + data_sub_repertoires = data_sub_repertoires.rename(columns={'id': 'sub_repertoire_id'}) + + return data_user_interests,data_repertosires,data_shixuns,data_shixun_tag_repertoires,data_tag_repertoires,data_sub_repertoires + + +def get_hob_data(): + """ + 生成用户爱好数据 + """ + # 进行树形搜索，将用户感兴趣学科的所有相关的词都给搜索出来作为用户的爱好 + df_hob_1, df_hob_2, df_hob_3, df_hob_4, df_hob_5, df_hob_6 = read_action_data() + df_merge_1 = pd.merge(df_hob_4, df_hob_5, on='tag_repertoire_id') + df_merge_2 = df_merge_1[['shixun_id', 'sub_repertoire_id', 'name']] + + df_merge_3 = pd.merge(df_merge_2, df_hob_6, on='sub_repertoire_id') + df_merge_3 = df_merge_3[['shixun_id', 'name_x', 'name_y', 'repertoire_id']] + + df_merge_4 = pd.merge(df_hob_2, df_merge_3, on='repertoire_id') + df_merge_4 = df_merge_4[['shixun_id', 'name', 'name_x', 'name_y']] + + df_merge_5 = df_hob_3[['user_id', 'shixun_id']] + + df_merge_6 = pd.merge(df_merge_4, df_merge_5, on='shixun_id') + df_merge_6 = df_merge_6[['user_id', 'name', 'name_x', 'name_y']] + + # 将所有表格连接后将所有关键词加起来变为一个整个字符串 + df_merge_6['hobbies'] = df_merge_6['name'] + ' ' + df_merge_6['name_x'] + ' ' + df_merge_6['name_y'] + data = df_merge_6[['user_id', 'hobbies']] + + return data, df_hob_1, df_hob_2 + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/interests_analysis/data_process_jw.py b/user_portrait_analysis/interests_analysis/data_process_jw.py new file mode 100644 index 0000000..90b4fba --- /dev/null +++ b/user_portrait_analysis/interests_analysis/data_process_jw.py @@ -0,0 +1,157 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from utils import get_before_date +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from config import interests_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户爱好数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT user_id,repertoire_id + FROM user_interests + """ + + data_shixun = pd.read_sql(sql_text1, con=sql_conn) + data_shixun.to_csv(interests_analysis_path + 'data/user_interests.csv', index=False, header=True, sep='\t') + + logger.info("用户爱好数据1数据下载完毕，共" + str(data_shixun.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT id,name + FROM repertoires + """ + + data_repertoirse = pd.read_sql(sql_text2, con=sql_conn) + data_repertoirse.to_csv(interests_analysis_path + 'data/repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据2下载完毕，共" + str(data_repertoirse.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text3 = f""" + SELECT id,user_id,visits + FROM shixuns + """ + + data_shixuns = pd.read_sql(sql_text3, con=sql_conn) + data_shixuns.to_csv(interests_analysis_path + 'data/shixuns.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据3下载完毕，共" + str(data_shixuns.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text4 = f""" + SELECT shixun_id,tag_repertoire_id + FROM shixun_tag_repertoires + """ + + data_shixun_tag_repertoires = pd.read_sql(sql_text4, con=sql_conn) + data_shixun_tag_repertoires.to_csv(interests_analysis_path + 'data/shixun_tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据4下载完毕，共" + str(data_shixun_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text5 = f""" + SELECT id,sub_repertoire_id,name + FROM tag_repertoires + """ + + data_tag_repertoires = pd.read_sql(sql_text5, con=sql_conn) + data_tag_repertoires.to_csv(interests_analysis_path + 'data/tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据5下载完毕，共" + str(data_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text6 = f""" + SELECT id,name,repertoire_id + FROM sub_repertoires + """ + + data_sub_repertoires = pd.read_sql(sql_text6, con=sql_conn) + data_sub_repertoires.to_csv(interests_analysis_path + 'data/sub_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据6下载完毕，共" + str(data_sub_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理爱好数据 + """ + # 读取所有与用户兴趣表格相关的表格 + data_user_interests = pd.read_csv(interests_analysis_path + 'data/user_interests.csv', sep='\t') + data_user_interests= data_user_interests[['user_id','repertoire_id']] + + data_repertosires = pd.read_csv(interests_analysis_path + 'data/repertoires.csv', sep='\t') + data_repertosires = data_repertosires[['id','name']] + data_repertosires = data_repertosires.rename(columns={'id': 'repertoire_id'}) + + data_shixuns = pd.read_csv(interests_analysis_path + 'data/shixuns.csv', sep='\t') + data_shixuns = data_shixuns[['id', 'user_id', 'visits']] + data_shixuns = data_shixuns.rename(columns={'id': 'shixun_id'}) + data_shixuns = data_shixuns.dropna() + data_shixuns['user_id'] = data_shixuns['user_id'].astype("float").astype("int") + data_shixuns = data_shixuns[data_shixuns.visits > data_shixuns.visits.mean()] + + data_shixun_tag_repertoires = pd.read_csv(interests_analysis_path + 'data/shixun_tag_repertoires.csv', sep='\t') + data_shixun_tag_repertoires = data_shixun_tag_repertoires[['shixun_id','tag_repertoire_id']] + data_shixun_tag_repertoires = data_shixun_tag_repertoires.dropna() + + data_tag_repertoires = pd.read_csv(interests_analysis_path + 'data/tag_repertoires.csv', sep='\t') + data_tag_repertoires = data_tag_repertoires[['id','sub_repertoire_id','name']] + data_tag_repertoires = data_tag_repertoires.rename(columns={'id': 'tag_repertoire_id'}) + + data_sub_repertoires = pd.read_csv(interests_analysis_path + 'data/sub_repertoires.csv', sep='\t') + data_sub_repertoires = data_sub_repertoires[['id', 'name', 'repertoire_id']] + data_sub_repertoires = data_sub_repertoires.rename(columns={'id': 'sub_repertoire_id'}) + + return data_user_interests,data_repertosires,data_shixuns,data_shixun_tag_repertoires,data_tag_repertoires,data_sub_repertoires + + +def get_hob_data(): + """ + 生成用户爱好数据 + """ + # 进行树形搜索，将用户感兴趣学科的所有相关的词都给搜索出来作为用户的爱好 + df_hob_1, df_hob_2, df_hob_3, df_hob_4, df_hob_5, df_hob_6 = read_action_data() + df_merge_1 = pd.merge(df_hob_4, df_hob_5, on='tag_repertoire_id') + df_merge_2 = df_merge_1[['shixun_id', 'sub_repertoire_id', 'name']] + + df_merge_3 = pd.merge(df_merge_2, df_hob_6, on='sub_repertoire_id') + df_merge_3 = df_merge_3[['shixun_id', 'name_x', 'name_y', 'repertoire_id']] + + df_merge_4 = pd.merge(df_hob_2, df_merge_3, on='repertoire_id') + df_merge_4 = df_merge_4[['shixun_id', 'name', 'name_x', 'name_y']] + + df_merge_5 = df_hob_3[['user_id', 'shixun_id']] + + df_merge_6 = pd.merge(df_merge_4, df_merge_5, on='shixun_id') + df_merge_6 = df_merge_6[['user_id', 'name', 'name_x', 'name_y']] + + # 将所有表格连接后将所有关键词加起来变为一个整个字符串 + df_merge_6['hobbies'] = df_merge_6['name'] + ' ' + df_merge_6['name_x'] + ' ' + df_merge_6['name_y'] + data = df_merge_6[['user_id', 'hobbies']] + + return data, df_hob_1, df_hob_2 + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/interests_analysis/doc/用户爱好分析模型实现方案V1.0.docx b/user_portrait_analysis/interests_analysis/doc/用户爱好分析模型实现方案V1.0.docx new file mode 100644 index 0000000000000000000000000000000000000000..d7a11a501a20525f619b86476a8fcb4046d77db5 GIT binary patch literal 169319 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z4-$d74Lh>C?^DOOT{ycTtr2KPXZwF9{Ga63SR}5J0o0^*;L^?oR{;RsM2A6Ov49%0 zmt6N%p&%15W{WEz5MaOAw&u|P`+C7(J)96fiT@vN;oRG?u?`3%;umhO-*R6i1ItsA g544M0*-qi6e0z6;DYx1{KHvrQ0#b7}V26SJ2QIw=PXGV_ literal 0 HcmV?d00001 diff --git a/user_portrait_analysis/interests_analysis/predict.py b/user_portrait_analysis/interests_analysis/predict.py new file mode 100644 index 0000000..96d1447 --- /dev/null +++ b/user_portrait_analysis/interests_analysis/predict.py @@ -0,0 +1,33 @@ +import pickle +from config import logger +from config import test_user_id +from config import interests_analysis_path + +logger.info('加载用户爱好字典') +user_interests_dict = pickle.load(open(interests_analysis_path + 'results/user_interests_dict.pkl', 'rb')) +user_possible_hobby_dict = pickle.load(open(interests_analysis_path + 'results/user_possible_hobby_dict.pkl', 'rb')) +def output_hobbies(hobbies): + str = '' + for i in range(len(hobbies)): + str += hobbies[i]+' ' + return str +def user_interests_predict(user_id): + """ + 用户爱好预测 + """ + if user_id not in user_interests_dict: + result1 = list('') + else: + result1 = user_interests_dict[user_id] + + if user_id not in user_possible_hobby_dict: + result2 = list('') + else: + result2 = user_possible_hobby_dict[user_id] + + return result1,result2 + +if __name__ == '__main__': + result1,result2 = user_interests_predict(user_id=test_user_id) + print('用户ID：', test_user_id, '的爱好有：', output_hobbies(result1)) + print('用户ID：', test_user_id, '可能的爱好有：', result2) \ No newline at end of file diff --git a/user_portrait_analysis/interests_analysis/results/README.md b/user_portrait_analysis/interests_analysis/results/README.md new file mode 100644 index 0000000..126db85 --- /dev/null +++ b/user_portrait_analysis/interests_analysis/results/README.md @@ -0,0 +1,2 @@ +## 这里面存放模型训练结果 + diff --git a/user_portrait_analysis/interests_analysis/train.py b/user_portrait_analysis/interests_analysis/train.py new file mode 100644 index 0000000..6759205 --- /dev/null +++ b/user_portrait_analysis/interests_analysis/train.py @@ -0,0 +1,185 @@ +import os +import pandas as pd +import pickle +from sklearn.cluster import KMeans +from config import logger +from config import RANDOM_SEED +from data_process import get_hob_data +from config import interests_analysis_path + +""" +协同过滤算法 +""" +from abc import ABCMeta, abstractmethod +import numpy as np +from collections import defaultdict + +class CF_base(metaclass=ABCMeta): + def __init__(self, k=3): + self.k = k + self.n_user = None + self.n_item = None + + @abstractmethod + def init_param(self, data): + pass + + @abstractmethod + def cal_prediction(self, *args): + pass + + @abstractmethod + def cal_recommendation(self, user_id, data): + pass + + def fit(self, data): + # 计算所有用户的推荐物品 + self.init_param(data) + all_users = [] + for i in range(self.n_user): + all_users.append(self.cal_recommendation(i, data)) + return all_users + + +class CF_knearest(CF_base): + """ + 基于物品的K近邻协同过滤推荐算法 + """ + + def __init__(self, k, criterion='cosine'): + super(CF_knearest, self).__init__(k) + self.criterion = criterion + self.simi_mat = None + return + + def init_param(self, data): + # 初始化参数 + self.n_user = data.shape[0] + self.n_item = data.shape[1] + self.simi_mat = self.cal_simi_mat(data) + return + + def cal_similarity(self, i, j, data): + # 计算物品i和物品j的相似度 + items = data[:, [i, j]] + del_inds = np.where(items == 0)[0] + items = np.delete(items, del_inds, axis=0) + if items.size == 0: + similarity = 0 + else: + v1 = items[:, 0] + v2 = items[:, 1] + if self.criterion == 'cosine': + if np.std(v1) > 1e-3: # 方差过大，表明用户间评价尺度差别大需要进行调整 + v1 = v1 - v1.mean() + if np.std(v2) > 1e-3: + v2 = v2 - v2.mean() + similarity = (v1 @ v2) / np.linalg.norm(v1, 2) / np.linalg.norm(v2, 2) + elif self.criterion == 'pearson': + similarity = np.corrcoef(v1, v2)[0, 1] + else: + raise ValueError('the method is not supported now') + return similarity + + def cal_simi_mat(self, data): + # 计算物品间的相似度矩阵 + simi_mat = np.ones((self.n_item, self.n_item)) + for i in range(self.n_item): + for j in range(i + 1, self.n_item): + simi_mat[i, j] = self.cal_similarity(i, j, data) + simi_mat[j, i] = simi_mat[i, j] + return simi_mat + + def cal_prediction(self, user_row, item_ind): + # 计算预推荐物品i对目标活跃用户u的吸引力 + purchase_item_inds = np.where(user_row > 0)[0] + rates = user_row[purchase_item_inds] + simi = self.simi_mat[item_ind][purchase_item_inds] + return np.sum(rates * simi) / np.linalg.norm(simi, 1) + + def cal_recommendation(self, user_ind, data): + # 计算目标用户的最具吸引力的k个物品list + item_prediction = defaultdict(float) + user_row = data[user_ind] + un_purchase_item_inds = np.where(user_row == 0)[0] + for item_ind in un_purchase_item_inds: + item_prediction[item_ind] = self.cal_prediction(user_row, item_ind) + res = sorted(item_prediction, key=item_prediction.get, reverse=True) + return res[:self.k] + + +def str2list(x): + x = x.split(' ') + x = list(set(x)) + return x + +def train(): + """ + 用户爱好分析模型训练 + """ + logger.info('开始训练爱好分析模型...') + + # 将用户爱好数据进行整合 + data, df_hob_1, df_hob_2 = get_hob_data() + result = data.groupby('user_id').sum() + + # 挖掘用户现有的所有喜好 + # 将用户数据中重复的进行删除 + result['hobbies'] = result['hobbies'].apply(lambda x: str2list(x)) + + # 挖掘用户可能的喜好 + # 将用户在每个大类的使用情况统计出来 + df_hob_1_copy = df_hob_1.copy() + df_hob_1_copy['values'] = True + df_hob_cal = df_hob_1_copy.pivot_table(index='user_id', columns='repertoire_id', values='values', + aggfunc='count').fillna(0) + df_hob_cal = df_hob_cal.astype('int') + + # 使用协同过滤算法预测用户最有可能对哪个科目感兴趣 + user_hob = np.array(df_hob_cal.values) + cf_model = CF_knearest(k=1) + df_hob_cf = cf_model.fit(user_hob) + + # 将预测出来的结果转换为 repertoire_id + y_pred = [] + for i in range(len(df_hob_cf)): + if len(df_hob_cf[i]) == 0: + y_pred.append(0) + else: + y_pred.append(df_hob_cf[i][0] + 1) + + # 重塑表格将爱好 id 提取出来 + df_hob_result = pd.DataFrame(list(df_hob_cal.index), index=range(len(list(df_hob_cal.index))), columns=['user_id']) + df_hob_result['repertoire_id'] = y_pred + + # 将 repertoire_id 转化为爱好名称，并删除无效用户 id + df_hob = pd.merge(df_hob_result, df_hob_2, on='repertoire_id', how='outer') + df_hob = df_hob.fillna({'name': ' '}) + df_hob = df_hob.dropna() + df_hob = df_hob[['user_id', 'name']] + df_hob = df_hob.rename(columns={'name': 'possible_hobby'}) + df_hob['user_id'] = df_hob['user_id'].astype(int) + + # 将用户 id 和爱好提取出来并保存 + result_csv1 = pd.DataFrame(list(result.index), index=range(len(list(result.index))), columns=['user_id']) + result_csv1['hobbies'] = list(result.hobbies) + result_csv1['user_id'] = result_csv1['user_id'].astype(int) + results_dict1 = dict(zip(result_csv1['user_id'], result_csv1['hobbies'])) + + # 将用户 id 和爱好提取出来并保存 + result_csv2 = pd.DataFrame(list(df_hob.index), index=range(len(list(df_hob.index))), columns=['user_id']) + result_csv2['user_id'] = result_csv2['user_id'].astype(int) + result_csv2['possible_hobby'] = df_hob['possible_hobby'] + results_dict2 = dict(zip(result_csv2['user_id'], result_csv2['possible_hobby'])) + + # 保存模型和结果 + pickle.dump(results_dict1, open(interests_analysis_path + 'results/user_interests_dict.pkl', 'wb')) + pickle.dump(results_dict2, open(interests_analysis_path + 'results/user_possible_hobby_dict.pkl', 'wb')) + pickle.dump(cf_model, open(interests_analysis_path + 'results/user_possible_hobby_model.pkl', 'wb')) + logger.info('用户爱好分析模型训练完成') + + return results_dict1, results_dict2 + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/learning_ability_analysis/data/README.md b/user_portrait_analysis/learning_ability_analysis/data/README.md new file mode 100644 index 0000000..809920c --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data/README.md @@ -0,0 +1 @@ +## 这里面存放数据 \ No newline at end of file diff --git a/user_portrait_analysis/learning_ability_analysis/data/exercise_users.csv b/user_portrait_analysis/learning_ability_analysis/data/exercise_users.csv new file mode 100644 index 0000000..5f4612e --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data/exercise_users.csv @@ -0,0 +1,7 @@ +user_id score created_at +455865 0.0 2022-04-13 15:39:29 +455868 0.0 2022-04-13 15:39:29 +455865 0.0 2022-04-13 15:41:57 +455868 0.0 2022-04-13 15:41:57 +455864 0.0 2022-04-13 15:42:20 +455864 0.0 2022-04-13 15:42:20 diff --git a/user_portrait_analysis/learning_ability_analysis/data/student_works.csv b/user_portrait_analysis/learning_ability_analysis/data/student_works.csv new file mode 100644 index 0000000..01f0b15 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data/student_works.csv @@ -0,0 +1,40 @@ +user_id final_score compelete_status created_at +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 +455864 0 2022-04-13 15:42:20 diff --git a/user_portrait_analysis/learning_ability_analysis/data/watch_course_videos.csv b/user_portrait_analysis/learning_ability_analysis/data/watch_course_videos.csv new file mode 100644 index 0000000..3fef106 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data/watch_course_videos.csv @@ -0,0 +1 @@ +user_id is_finished watch_duration diff --git a/user_portrait_analysis/learning_ability_analysis/data_process.py b/user_portrait_analysis/learning_ability_analysis/data_process.py new file mode 100644 index 0000000..9054314 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data_process.py @@ -0,0 +1,128 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import learning_ability_analysis_path +from config import data_before_days + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户学习数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT user_id,is_finished,watch_duration + FROM watch_course_videos + """ + + data_watch_course_videos = pd.read_sql(sql_text1, con=sql_conn) + data_watch_course_videos.to_csv(learning_ability_analysis_path + 'data/watch_course_videos.csv', index=False, header=True, sep='\t') + + logger.info("用户学习数据1下载完毕，共" + str(data_watch_course_videos.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT user_id,final_score,compelete_status,created_at + FROM student_works + """ + + data_student_works = pd.read_sql(sql_text2, con=sql_conn) + data_student_works.to_csv(learning_ability_analysis_path + 'data/student_works.csv', index=False, header=True, sep='\t') + + logger.info( + "用户学习数据2下载完毕，共" + str(data_student_works.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text3 = f""" + SELECT user_id,score,created_at + FROM exercise_users + """ + + data_exercise = pd.read_sql(sql_text3, con=sql_conn) + data_exercise.to_csv(learning_ability_analysis_path + 'data/exercise_users.csv', index=False, header=True, sep='\t') + + logger.info( + "用户学习数据3下载完毕，共" + str(data_exercise.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理爱好数据 + """ + data_watch_course_videos = pd.read_csv(learning_ability_analysis_path+ 'data/watch_course_videos.csv', sep='\t') + data_watch_course_videos = data_watch_course_videos[['user_id','is_finished','watch_duration']] + + data_student_works = pd.read_csv(learning_ability_analysis_path + 'data/student_works.csv', sep='\t') + data_student_works = data_student_works[['user_id', 'final_score', 'compelete_status']] + data_student_works = data_student_works.fillna(0) + + data_exercise = pd.read_csv(learning_ability_analysis_path + 'data/exercise_users.csv', sep='\t') + data_exercise = data_exercise[['user_id','score']] + # 将所有没成绩的 NaN 值填充为 0 + data_exercise= data_exercise.fillna(0) + data_exercise['user_id'] = data_exercise['user_id'].astype("float").astype("int") + + return data_watch_course_videos,data_student_works,data_exercise + +def get_learn_data(): + """ + 生成学习数据 + """ + df_watch, df_work, df_exercise = read_action_data() + + # 计算用户观看视频个数，完成观看视频任务个数，观看时常 + df_watch_cal = df_watch.groupby('user_id').agg({'is_finished': 'sum', 'user_id': 'count', 'watch_duration': 'sum'}) + df_watch_cal = df_watch_cal.rename(columns={'user_id': 'total'}) + + # 计算用户完成率，并将上述数据重建一个表保存 + df_watch_cal['is_finished'] = df_watch_cal['is_finished'] / df_watch_cal['total'] + df_watch_result = pd.DataFrame(list(df_watch_cal.index), index=range(len(list(df_watch_cal.index))), + columns=['user_id']) + df_watch_result['is_finished'] = list(df_watch_cal.is_finished.values.reshape(1, len(list(df_watch_cal.index)))[0]) + df_watch_result['total'] = list(df_watch_cal.total.values.reshape(1, len(list(df_watch_cal.index)))[0]) + df_watch_result['watch_duration'] = list(df_watch_cal.watch_duration.values.reshape(1, len(list(df_watch_cal.index)))[0]) + + # 计算用户作业个数，作业分数和实际完成作业个数 + df_work_cal = df_work.groupby('user_id').agg({'user_id': 'count', 'final_score': 'sum', 'compelete_status': 'sum'}) + df_work_cal = df_work_cal.rename(columns={'user_id': 'total_work'}) + + # 计算用户作业完成率，并将上述数据重建一个表进行保存 + df_work_cal['compelete_status'] = df_work_cal['compelete_status'] / df_work_cal['total_work'] + df_work_result = pd.DataFrame(list(df_work_cal.index), index=range(len(list(df_work_cal.index))), + columns=['user_id']) + df_work_result['compelete_status'] = list( + df_work_cal.compelete_status.values.reshape(1, len(list(df_work_cal.index)))[0]) + df_work_result['total_work'] = list(df_work_cal.total_work.values.reshape(1, len(list(df_work_cal.index)))[0]) + df_work_result['final_score'] = list(df_work_cal.final_score.values.reshape(1, len(list(df_work_cal.index)))[0]) + + # 计算用户考试次数和得分，并将数据重建表保存 + df_exercise_cal = df_exercise.groupby('user_id').agg({'user_id': 'count', 'score': 'sum'}) + df_exercise_result = pd.DataFrame(list(df_exercise_cal.index), index=range(len(list(df_exercise_cal.index))), + columns=['user_id']) + df_exercise_result['score'] = list(df_exercise_cal.score.values.reshape(1, len(list(df_exercise_cal.index)))[0]) + df_exercise_result['user_id'] = df_exercise_result['user_id'].astype("float").astype("int") + + # 将上述数据合并，计算实际完成的视频和作业数 + df_merge_1 = pd.merge(df_watch_result, df_work_result) + df_merge_2 = pd.merge(df_exercise_result, df_merge_1) + df_merge_2['watch'] = df_merge_2['is_finished'] * df_merge_2['total'] + df_merge_2['work'] = df_merge_2['compelete_status'] * df_merge_2['total_work'] + + data = df_merge_2[['user_id', 'watch', 'work', 'final_score', 'score']] + return data + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/learning_ability_analysis/data_process_jw.py b/user_portrait_analysis/learning_ability_analysis/data_process_jw.py new file mode 100644 index 0000000..b3b9396 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/data_process_jw.py @@ -0,0 +1,153 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import learning_ability_analysis_path +from config import data_before_days + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户学习数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT + t1.user_id, + t1.is_finished, + t1.watch_duration + FROM + watch_course_videos t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + where + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + and DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_watch_course_videos = pd.read_sql(sql_text1, con=sql_conn) + data_watch_course_videos.to_csv(learning_ability_analysis_path + 'data/watch_course_videos.csv', index=False, header=True, sep='\t') + + logger.info("用户学习数据1下载完毕，共" + str(data_watch_course_videos.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT + t1.user_id, + t1.final_score, + t1.compelete_status, + t1.created_at + FROM + student_works t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + where + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + and DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_student_works = pd.read_sql(sql_text2, con=sql_conn) + data_student_works.to_csv(learning_ability_analysis_path + 'data/student_works.csv', index=False, header=True, sep='\t') + + logger.info( + "用户学习数据2下载完毕，共" + str(data_student_works.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text3 = f""" + SELECT + t1.user_id, + t1.score, + t1.created_at + FROM + exercise_users t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + where + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + and DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_exercise = pd.read_sql(sql_text3, con=sql_conn) + data_exercise.to_csv(learning_ability_analysis_path + 'data/exercise_users.csv', index=False, header=True, sep='\t') + + logger.info( + "用户学习数据3下载完毕，共" + str(data_exercise.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理爱好数据 + """ + data_watch_course_videos = pd.read_csv(learning_ability_analysis_path+ 'data/watch_course_videos.csv', sep='\t') + data_watch_course_videos = data_watch_course_videos[['user_id','is_finished','watch_duration']] + + data_student_works = pd.read_csv(learning_ability_analysis_path + 'data/student_works.csv', sep='\t') + data_student_works = data_student_works[['user_id', 'final_score', 'compelete_status']] + data_student_works = data_student_works.fillna(0) + + data_exercise = pd.read_csv(learning_ability_analysis_path + 'data/exercise_users.csv', sep='\t') + data_exercise = data_exercise[['user_id','score']] + # 将所有没成绩的 NaN 值填充为 0 + data_exercise= data_exercise.fillna(0) + data_exercise['user_id'] = data_exercise['user_id'].astype("float").astype("int") + + return data_watch_course_videos,data_student_works,data_exercise + +def get_learn_data(): + """ + 生成学习数据 + """ + df_watch, df_work, df_exercise = read_action_data() + + # 计算用户观看视频个数，完成观看视频任务个数，观看时常 + df_watch_cal = df_watch.groupby('user_id').agg({'is_finished': 'sum', 'user_id': 'count', 'watch_duration': 'sum'}) + df_watch_cal = df_watch_cal.rename(columns={'user_id': 'total'}) + + # 计算用户完成率，并将上述数据重建一个表保存 + df_watch_cal['is_finished'] = df_watch_cal['is_finished'] / df_watch_cal['total'] + df_watch_result = pd.DataFrame(list(df_watch_cal.index), index=range(len(list(df_watch_cal.index))), + columns=['user_id']) + df_watch_result['is_finished'] = list(df_watch_cal.is_finished.values.reshape(1, len(list(df_watch_cal.index)))[0]) + df_watch_result['total'] = list(df_watch_cal.total.values.reshape(1, len(list(df_watch_cal.index)))[0]) + df_watch_result['watch_duration'] = list(df_watch_cal.watch_duration.values.reshape(1, len(list(df_watch_cal.index)))[0]) + + # 计算用户作业个数，作业分数和实际完成作业个数 + df_work_cal = df_work.groupby('user_id').agg({'user_id': 'count', 'final_score': 'sum', 'compelete_status': 'sum'}) + df_work_cal = df_work_cal.rename(columns={'user_id': 'total_work'}) + + # 计算用户作业完成率，并将上述数据重建一个表进行保存 + df_work_cal['compelete_status'] = df_work_cal['compelete_status'] / df_work_cal['total_work'] + df_work_result = pd.DataFrame(list(df_work_cal.index), index=range(len(list(df_work_cal.index))), + columns=['user_id']) + df_work_result['compelete_status'] = list( + df_work_cal.compelete_status.values.reshape(1, len(list(df_work_cal.index)))[0]) + df_work_result['total_work'] = list(df_work_cal.total_work.values.reshape(1, len(list(df_work_cal.index)))[0]) + df_work_result['final_score'] = list(df_work_cal.final_score.values.reshape(1, len(list(df_work_cal.index)))[0]) + + # 计算用户考试次数和得分，并将数据重建表保存 + df_exercise_cal = df_exercise.groupby('user_id').agg({'user_id': 'count', 'score': 'sum'}) + df_exercise_result = pd.DataFrame(list(df_exercise_cal.index), index=range(len(list(df_exercise_cal.index))), + columns=['user_id']) + df_exercise_result['score'] = list(df_exercise_cal.score.values.reshape(1, len(list(df_exercise_cal.index)))[0]) + df_exercise_result['user_id'] = df_exercise_result['user_id'].astype("float").astype("int") + + # 将上述数据合并，计算实际完成的视频和作业数 + df_merge_1 = pd.merge(df_watch_result, df_work_result) + df_merge_2 = pd.merge(df_exercise_result, df_merge_1) + df_merge_2['watch'] = df_merge_2['is_finished'] * df_merge_2['total'] + df_merge_2['work'] = df_merge_2['compelete_status'] * df_merge_2['total_work'] + + data = df_merge_2[['user_id', 'watch', 'work', 'final_score', 'score']] + return data + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/learning_ability_analysis/doc/用户学习能力分析模型实现方案V1.0.docx b/user_portrait_analysis/learning_ability_analysis/doc/用户学习能力分析模型实现方案V1.0.docx new file mode 100644 index 0000000000000000000000000000000000000000..86bb421feb95344f4488dc75cd500a00ff167757 GIT binary patch literal 151571 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HcmV?d00001 diff --git a/user_portrait_analysis/professional_ability_analysis/predict.py b/user_portrait_analysis/professional_ability_analysis/predict.py new file mode 100644 index 0000000..401a40c --- /dev/null +++ b/user_portrait_analysis/professional_ability_analysis/predict.py @@ -0,0 +1,23 @@ +import pickle +from config import logger +from config import test_user_id +from config import activity_analysis_path +from config import professional_ability_analysis_path + +logger.info('加载用户专业能力字典') +user_professional_ability_dict = pickle.load(open(professional_ability_analysis_path + 'results/user_professional_ability_dict.pkl', 'rb')) + +def user_professional_ability_predict(user_id): + """ + 用户专业能力预测 + """ + if user_id not in user_professional_ability_dict: + result = -1 + else: + result = user_professional_ability_dict[user_id] + + return result + +if __name__ == '__main__': + result = user_professional_ability_predict(user_id=test_user_id) + print('用户ID：', test_user_id, '专业编程能力：', result) \ No newline at end of file diff --git a/user_portrait_analysis/professional_ability_analysis/results/README.md b/user_portrait_analysis/professional_ability_analysis/results/README.md new file mode 100644 index 0000000..126db85 --- /dev/null +++ b/user_portrait_analysis/professional_ability_analysis/results/README.md @@ -0,0 +1,2 @@ +## 这里面存放模型训练结果 + diff --git a/user_portrait_analysis/professional_ability_analysis/train.py b/user_portrait_analysis/professional_ability_analysis/train.py new file mode 100644 index 0000000..6177874 --- /dev/null +++ b/user_portrait_analysis/professional_ability_analysis/train.py @@ -0,0 +1,88 @@ +import os +import pandas as pd +import pickle +from sklearn.cluster import KMeans +from config import logger +from config import RANDOM_SEED +from data_process import get_profession_data +from config import professional_ability_analysis_path +def iflabel(x): + if x == 8 : + return 5 + elif x == 7 : + return 4 + elif x == 6: + return 4 + elif x == 5: + return 3 + elif x == 4: + return 3 + elif x == 3: + return 2 + elif x == 2: + return 2 + elif x == 1: + return 1 + elif x == 0: + return 1 +def train(): + """ + 用户专业知识能力分析模型训练 + """ + logger.info('开始训练用户专业知识能力分析模型...') + + data, data_repertoires = get_profession_data() + cols1 = list(data_repertoires.repertoire_id.values) + + # 根据用户在每个专业的得分作为特征进行聚类 + df_cluster = data[cols1] + kmeans_model = KMeans(n_clusters=8, random_state=RANDOM_SEED).fit(df_cluster) + df_cluster["label"] = kmeans_model.labels_ + + # 重建一个表 + user_index = list(df_cluster.index) + cols2 = [str(x) for x in cols1] + cols3 = cols2.copy() + cols3.append("label") + df_cluster = pd.DataFrame(df_cluster.values, index=range(len(list(df_cluster.index))), columns=cols3) + df_cluster['user_id'] = user_index + + # 计算每类均值，并将用户每类的值和均值进行比较，大于均值得1分，小于均值得0分，然后根据打分函数进行打分 + df_mean = df_cluster[cols3].groupby("label").agg("mean") + for num in cols2: + df_mean["IF" + num] = df_mean[num].apply(lambda x: 1 if x > df_mean[num].mean() else 0) + + df_mean["temp"] = 0 + for num in cols2: + df_mean["temp"] += df_mean["IF" + num] + df_mean["label"] = df_mean["temp"].apply(lambda x: iflabel(x)) + + for num in cols2: + df_cluster["IF" + num] = df_cluster[num].apply(lambda x: 1 if x > df_mean[num].mean() else 0) + + df_cluster["temp"] = 0 + for num in cols2: + df_cluster["temp"] += df_cluster["IF" + num] + + # 将用户 id 和专业能力得分提取出来保存 + df_cluster["label"] = df_cluster["temp"].apply(lambda x: iflabel(x)) + df_cluster = df_cluster.rename(columns={'label': 'professional_ability'}) + result_csv = df_cluster[['user_id', 'professional_ability']] + + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['professional_ability'] = result_csv['professional_ability'].astype(int) + results_dict = dict(zip(result_csv['user_id'], result_csv['professional_ability'])) + + # 保存模型和结果 + pickle.dump(kmeans_model, + open(professional_ability_analysis_path + 'results/user_professional_ability_model.pkl', 'wb')) + pickle.dump(results_dict, + open(professional_ability_analysis_path + 'results/user_professional_ability_dict.pkl', 'wb')) + + logger.info('用户专业知识能力分析模型训练完成') + + return results_dict + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/programming_ability_analysis/data/README.md b/user_portrait_analysis/programming_ability_analysis/data/README.md new file mode 100644 index 0000000..6264ece --- /dev/null +++ b/user_portrait_analysis/programming_ability_analysis/data/README.md @@ -0,0 +1,2 @@ +## 这里面存放的是数据 + diff --git a/user_portrait_analysis/programming_ability_analysis/data_process.py b/user_portrait_analysis/programming_ability_analysis/data_process.py new file mode 100644 index 0000000..c233ff7 --- /dev/null +++ b/user_portrait_analysis/programming_ability_analysis/data_process.py @@ -0,0 +1,95 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import programming_ability_analysis_path +from config import data_before_days + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户标签数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT id, user_id, language + FROM shixuns + """ + + data_shixuns = pd.read_sql(sql_text1, con=sql_conn) + data_shixuns.to_csv(programming_ability_analysis_path + 'data/shixuns.csv', index=False, header=True, sep='\t') + logger.info("用户编程数据下载完毕，共" + str(data_shixuns.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理用户编程数据 + """ + data_shixuns = pd.read_csv(programming_ability_analysis_path + 'data/shixuns.csv', sep='\t') + data_shixuns = data_shixuns[['id', 'user_id', 'language']] + data_shixuns = data_shixuns.fillna({'language': 'Other'}) + data_shixuns = data_shixuns.dropna() + data_shixuns["user_id"] = data_shixuns["user_id"].astype("float").astype("int") + map_list = { + 'Java': 'Java', + 'MySQL/Java': 'MySQL', + 'Python': 'Python', + 'C++': 'C/C++', + 'Python3.6': 'Python', + 'JFinal': 'JFinal', + 'Python2.7': 'Python', + 'Dynamips': 'Dynamips', + 'Ethereum': 'Ethereum', + 'Html': 'Html', + 'MachineLearning': 'MachineLearning', + 'Docker': 'Docker', + 'C': 'C/C++', + 'MySQL/Python3.6': 'MySQL', + 'Verilog': 'Verilog', + 'PHP/Web': 'PHP/Web', + 'Android': 'Android', + 'Golang': 'Golang', + 'Hadoop': 'Hadoop', + 'Matlab': 'Matlab', + 'Shell': 'Shell', + 'Git': 'Git', + 'Ruby': 'Ruby', + 'Perl6': 'Perl6', + 'Kotlin': 'Kotlin', + 'JavaScript': 'JavaScript', + 'Other': 'Other' + } + data_shixuns['language'] = data_shixuns['language'].map(map_list) + return data_shixuns + + +def get_program_data(): + """ + 生成用户编程训练数据 + """ + data = read_action_data() + data = data[['user_id', 'language']] + # 计算用户在每一类语言实训的总数 + data['value'] = 1 + data = data.pivot_table(index='user_id', columns='language', values='value', aggfunc='count').fillna(0) + data = data.astype('int') + # 计算用户每类语言的使用占比 + data = data.div(data.sum(axis=0), axis=1) + return data + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/programming_ability_analysis/data_process_jw.py b/user_portrait_analysis/programming_ability_analysis/data_process_jw.py new file mode 100644 index 0000000..3f25b26 --- /dev/null +++ b/user_portrait_analysis/programming_ability_analysis/data_process_jw.py @@ -0,0 +1,104 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import programming_ability_analysis_path +from config import data_before_days + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户标签数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT + t1.id, + t1.user_id, + t2.language + FROM + myshixuns t1 + LEFT JOIN shixuns t2 ON t1.shixun_id = t2.id + LEFT JOIN users t3 ON t1.user_id = t3.id + WHERE + DATE_FORMAT(t3.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + AND DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_shixuns = pd.read_sql(sql_text1, con=sql_conn) + data_shixuns.to_csv(programming_ability_analysis_path + 'data/shixuns.csv', index=False, header=True, sep='\t') + logger.info("用户编程数据下载完毕，共" + str(data_shixuns.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理用户编程数据 + """ + data_shixuns = pd.read_csv(programming_ability_analysis_path + 'data/shixuns.csv', sep='\t') + data_shixuns = data_shixuns[['id', 'user_id', 'language']] + data_shixuns = data_shixuns.fillna({'language': 'Other'}) + data_shixuns = data_shixuns.dropna() + data_shixuns["user_id"] = data_shixuns["user_id"].astype("float").astype("int") + map_list = { + 'Java': 'Java', + 'MySQL/Java': 'MySQL', + 'Python': 'Python', + 'C++': 'C/C++', + 'Python3.6': 'Python', + 'JFinal': 'JFinal', + 'Python2.7': 'Python', + 'Dynamips': 'Dynamips', + 'Ethereum': 'Ethereum', + 'Html': 'Html', + 'MachineLearning': 'MachineLearning', + 'Docker': 'Docker', + 'C': 'C/C++', + 'MySQL/Python3.6': 'MySQL', + 'Verilog': 'Verilog', + 'PHP/Web': 'PHP/Web', + 'Android': 'Android', + 'Golang': 'Golang', + 'Hadoop': 'Hadoop', + 'Matlab': 'Matlab', + 'Shell': 'Shell', + 'Git': 'Git', + 'Ruby': 'Ruby', + 'Perl6': 'Perl6', + 'Kotlin': 'Kotlin', + 'JavaScript': 'JavaScript', + 'Other': 'Other' + } + data_shixuns['language'] = data_shixuns['language'].map(map_list) + return data_shixuns + + +def get_program_data(): + """ + 生成用户编程训练数据 + """ + data = read_action_data() + data = data[['user_id', 'language']] + # 计算用户在每一类语言实训的总数 + data['value'] = 1 + data = data.pivot_table(index='user_id', columns='language', values='value', aggfunc='count').fillna(0) + data = data.astype('int') + # 计算用户每类语言的使用占比 + data = data.div(data.sum(axis=0), axis=1) + return data + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/programming_ability_analysis/doc/用户语言能力分析模型实现方案V1.0.docx b/user_portrait_analysis/programming_ability_analysis/doc/用户语言能力分析模型实现方案V1.0.docx new file mode 100644 index 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zm)wAYq@WIne!&0bVD~>9DA`%t*#8jy|3wJ$FE2ldyx)Q9;SVUZZ2!(goy@9)2{f<^ zv~d56$6wk19j0evbHC>QL{l8H-@V9Ydw97zp?($r2WnSHSaIHrI8^>??2|snxg(;;_3sKC|6h*{GV}u1(yFE z2(r{OF=A)2u`>BH_kcv9#bxN&zGM6|cO=$dv8@~}^^NR6Rwn-*@PCV&?)AEHJhUeD zLVx;w!nHvO{Xw0*k%I#iZU0a3n%yY_L};I}RAFGC_CMNB>LUI%U+f)REsXvK{(s>u zh~QUj2U8A4b=l8m`NzKlN`FjVEzxV C df_mean["1"].mean() else "低") + df_mean["IF2"] = df_mean["2"].apply(lambda x: "高" if x > df_mean["2"].mean() else "低") + df_mean["IF3"] = df_mean["3"].apply(lambda x: "高" if x > df_mean["3"].mean() else "低") + + # 根据打分函数给用户进行打分 + df_mean["temp"] = df_mean["IF1"] + df_mean["IF2"] + df_mean["IF3"] + df_mean["label"] = df_mean["temp"].apply(lambda x: iflabel(x)) + + df_cluster["IF1"] = df_cluster["1"].apply(lambda x: "高" if x > df_mean["1"].mean() else "低") + df_cluster["IF2"] = df_cluster["2"].apply(lambda x: "高" if x > df_mean["1"].mean() else "低") + df_cluster["IF3"] = df_cluster["3"].apply(lambda x: "高" if x > df_mean["1"].mean() else "低") + df_cluster["temp"] = df_cluster["IF1"] + df_cluster["IF2"] + df_cluster["IF3"] + df_cluster["label"] = df_cluster["temp"].apply(lambda x: iflabel(x)) + + # 将用户 id 和编程能力得分提取存储起来 + df_cluster = df_cluster.rename(columns={'label': 'programming_ability'}) + result_csv = df_cluster[['user_id','programming_ability']] + + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['programming_ability'] = result_csv['programming_ability'].astype(int) + results_dict = dict(zip(result_csv['user_id'], result_csv['programming_ability'])) + + # 保存模型和结果 + pickle.dump(pca_model, open(programming_ability_analysis_path + 'results/user_programming_ability_pca_model.pkl', 'wb')) + pickle.dump(kmeans_model, open(programming_ability_analysis_path + 'results/user_programming_ability_cluster_model.pkl', 'wb')) + pickle.dump(results_dict, open(programming_ability_analysis_path + 'results/user_programming_ability_dict.pkl', 'wb')) + + logger.info('用户编程能力分析模型训练完成') + + return results_dict + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/start_all_train.py b/user_portrait_analysis/start_all_train.py new file mode 100644 index 0000000..c20543d --- /dev/null +++ b/user_portrait_analysis/start_all_train.py @@ -0,0 +1,103 @@ +import argparse +import os +from config import logger + + +def del_output_file(parent_path): + """ + 删除之前的数据和输出 + """ + files_list = os.listdir(parent_path) + for file_name in files_list: + if not os.path.isdir(file_name) and ('.py' not in file_name): + file_name = parent_path + file_name + if os.path.exists(file_name): + logger.info('删除文件: ' + file_name) + os.system('rm ' + file_name) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--silent', action='store_true', help='是否以silent模式运行') + args = parser.parse_args() + + silent_mode = args.silent + + if silent_mode: + confirm = 'y' + else: + confirm = input('确认要重新开始训练所有模型吗？y/n' + '\n').strip() + + if confirm == 'y' or confirm == 'Y': + + if silent_mode: + confirm = 'y' + else: + confirm = input('是否删除之前的数据和所有输出？y/n' + '\n').strip() + + if confirm == 'y' or confirm == 'Y': + parent_path_list = [] + parent_path_list.clear() + parent_path_list.append('./activity_analysis/data/') + parent_path_list.append('./activity_analysis/results/') + + parent_path_list.append('./contribution_analysis/data/') + parent_path_list.append('./contribution_analysis/results/') + + parent_path_list.append('./interests_analysis/data/') + parent_path_list.append('./interests_analysis/results/') + + parent_path_list.append('./learning_ability_analysis/data/') + parent_path_list.append('./learning_ability_analysis/results/') + + parent_path_list.append('./professional_ability_analysis/data/') + parent_path_list.append('./professional_ability_analysis/results/') + + parent_path_list.append('./programming_ability_analysis/data/') + parent_path_list.append('./programming_ability_analysis/results/') + + parent_path_list.append('./user_label_analysis/data/') + parent_path_list.append('./user_label_analysis/results/') + + for parent_path in parent_path_list: + if not os.path.exists(parent_path): + os.mkdir(parent_path) + del_output_file(parent_path) + + # 用户活跃度分析数据处理 + os.system('python ./activity_analysis/data_process.py') + # 用户活跃度分析模型训练 + os.system('python ./activity_analysis/train.py') + + # 用户贡献度分析数据处理 + os.system('python ./contribution_analysis/data_process.py') + # 用户贡献度分析模型训练 + os.system('python ./contribution_analysis/train.py') + + # 用户爱好分析数据处理 + os.system('python ./interests_analysis/data_process.py') + # 用户爱好分析模型训练 + os.system('python ./interests_analysis/train.py') + + # 用户学习能力分析数据处理 + os.system('python ./learning_ability_analysis/data_process.py') + # 用户学习能力分析模型训练 + os.system('python ./learning_ability_analysis/train.py') + + # 用户专业能力分析数据处理 + os.system('python ./professional_ability_analysis/data_process.py') + # 用户专业能力分析模型训练 + os.system('python ./professional_ability_analysis/train.py') + + # 用户编程能力分析数据处理 + os.system('python ./programming_ability_analysis/data_process.py') + # 用户编程能力分析模型训练 + os.system('python ./programming_ability_analysis/train.py') + + # 用户标签分析数据处理 + os.system('python ./user_label_analysis/data_process.py') + # 用户标签分析模型训练 + os.system('python ./user_label_analysis/train.py') + + # 启动模型预测接口 + os.system('python ./flask_app.py') \ No newline at end of file diff --git a/user_portrait_analysis/user_label_analysis/data/README.md b/user_portrait_analysis/user_label_analysis/data/README.md new file mode 100644 index 0000000..6264ece --- /dev/null +++ b/user_portrait_analysis/user_label_analysis/data/README.md @@ -0,0 +1,2 @@ +## 这里面存放的是数据 + diff --git a/user_portrait_analysis/user_label_analysis/data/schools.csv b/user_portrait_analysis/user_label_analysis/data/schools.csv new file mode 100644 index 0000000..e9f0861 --- /dev/null +++ b/user_portrait_analysis/user_label_analysis/data/schools.csv @@ -0,0 +1,91714 @@ 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+73738 秦大龙 长治学院 +73745 黄冬灵 华北科技学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +73748 陶灵竹 江西警察学院 +73901 李访云 临沂大学 +73001 educoder0010 天津医科大学 +73454 魏绮菱 江西环境工程职业学院 +73459 吴梅 内蒙古交通职业技术学院 +73462 孔元菱 赣南师范大学 +73463 "华 + 平夏" 北京大学 +73475 冯淋 江苏建筑职业技术学院 +73478 张向萍 福建师范大学 +73488 "华 + 谷南" 上海第二工业大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73506 曹半雪 辽宁税务高等专科学校 +73509 孙天春 鹤壁汽车工程职业学院 +73514 冯静 浙江建设职业技术学院 +73521 周天亦 常州工学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73535 沈青亦 南京工业大学 +73537 张绮琴 山西青年职业学院 +73539 孔如波 无锡职业技术学院 +73549 魏凌雪 台州科技职业学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73567 褚水云 东北电力大学 +73578 王南莲 日照职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73583 陈海冬 滨州医学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73594 杨凌旋 焦作工贸职业学院 +73599 金谷云 邢台医学高等专科学校 +73603 韩绮菱 亳州学院 +73604 冯妙春 吉林农业科技学院 +73617 褚雷 山东化工职业学院 +73624 许夏岚 黑龙江大学 +73626 赵访风 渤海石油职业学院 +73644 "何 + 冬云" 宁波财经学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73664 姜冰波 南阳医学高等专科学校 +73668 华平绿 天津财经大学 +73685 郑绮琴 天津现代职业技术学院 +73689 沈凝阳 烟台职业学院 +73700 郑凌旋 北京体育职业学院 +73711 杨妙柏 巢湖学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73720 沈军 北京交通大学 +73724 秦含卉 皖西学院 +73728 陶向萍 河北交通职业技术学院 +73732 李盼香 山东威海外事学院 +73734 蒋幻波 廊坊卫生职业学院 +73737 秦绮彤 山东外贸职业学院 +73739 钱慕儿 江西枫林涉外经贸职业学院 +73743 韩梦岚 廊坊职业技术学院 +157 王伟 中国科学院大学 +52351 廖俊涵 湖南工业大学 +54279 李奥华 湖南工业大学 +73452 杨幻柏 常州纺织服装职业技术学院 +73458 何语蝶 安徽三联学院 +73464 施绮菱 安徽汽车职业技术学院 +73465 孔小萱 山东女子学院 +73467 李谷云 外交学院 +73469 沈秋灵 晋中学院 +73499 周若婷 齐齐哈尔大学 +73504 赵之山 北京经济技术职业学院 +73510 "褚 + 孤风" 吕梁学院 +73513 杨慧娟 江海职业技术学院 +73523 周雷 上海公安学院 +73545 金大龙 黑龙江工程学院 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73584 吕凌雪 燕京理工学院 +73607 陶博 朔州职业技术学院 +73609 陈沛文 山东青年政治学院 +73613 秦雪旋 上海电力大学 +73620 严冰波 福建体育职业技术学院 +73633 许青亦 鹤壁汽车工程职业学院 +73638 黄雷 商丘职业技术学院 +73650 施天巧。妙旋 沈阳体育学院 +73652 卫安雁 日照职业技术学院 +73657 华念烟 浙江旅游职业学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73692 陈又晴 江西科技学院 +73693 王淋 内蒙古丰州职业学院 +73698 何冷安 山西艺术职业学院 +73701 秦秋灵 吉林化工学院 +73703 李白山 天津工艺美术职业学院 +73708 秦寒凡 北京工商大学 +73710 蒋夜安 金华职业技术学院 +73712 李幻波 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北华大学 +73509 孙天春 鹤壁汽车工程职业学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73514 冯静 浙江建设职业技术学院 +73516 孔冬寒 阳泉师范高等专科学校 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73525 许梅 营口理工学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73529 朱幻波 上海公安学院 +73534 秦绮彤 泰山护理职业学院 +73537 张绮琴 山西青年职业学院 +73538 孙梅 商丘师范学院 +73539 孔如波 无锡职业技术学院 +73540 赵之山 常州信息职业技术学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73548 吕香薇 苏州高博软件技术职业学院 +73549 魏凌雪 台州科技职业学院 +73550 孙凡松 南京中医药大学 +73551 沈翠容 北京农业职业学院 +73552 周凌珍 辽宁体育运动职业技术学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73565 张雪萍 山东工业职业学院 +73566 严小霜 安徽新闻出版职业技术学院 +73567 褚水云 东北电力大学 +73568 冯映容 天津交通职业学院 +73569 孔念烟 安徽绿海商务职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73578 王南莲 日照职业技术学院 +73579 朱淋 厦门华天涉外职业技术学院 +73580 卫梅 安徽职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73585 "许 + 念寒" 江西冶金职业技术学院 +73586 李雅山 上海商学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73590 吕幻柏 石家庄职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73594 杨凌旋 焦作工贸职业学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73599 金谷云 邢台医学高等专科学校 +73600 秦翠绿 淄博职业学院 +73602 陈元瑶 武汉轻工大学 +73603 韩绮菱 亳州学院 +73605 吴天亦 赤峰职业技术学院 +73607 陶博 朔州职业技术学院 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73611 蒋含卉 长春大学 +73612 孔觅荷 唐山职业技术学院 +73613 秦雪旋 上海电力大学 +73614 沈爱童 德州学院 +73615 蒋雅彤 温州医科大学 +73616 朱怜寒 哈尔滨学院 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73620 严冰波 福建体育职业技术学院 +73621 吴凝阳 山东职业学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73625 韩幻竹 潍坊学院 +73626 赵访风 渤海石油职业学院 +73629 魏冷安 昆山登云科技职业学院 +73631 孔幼柏 山西工商学院 +73632 韩曼柔 北京体育大学 +73633 许青亦 鹤壁汽车工程职业学院 +73637 尤南莲 南京工业大学 +73639 金慧娟 辽宁林业职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73643 严映容 皖西学院 +73644 "何 + 冬云" 宁波财经学院 +73646 姜代梅 苏州高博软件技术职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73649 黄千凝 中央民族大学 +73651 孙问雁 北京联合大学 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73654 冯谷波 合肥幼儿师范高等专科学校 +73656 蒋寒凡 吉林艺术学院 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+73509 孙天春 鹤壁汽车工程职业学院 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73516 孔冬寒 阳泉师范高等专科学校 +73518 钱军 中央戏剧学院 +73521 周天亦 常州工学院 +73525 许梅 营口理工学院 +73527 何友易 浙江理工大学 +73529 朱幻波 上海公安学院 +73534 秦绮彤 泰山护理职业学院 +73538 孙梅 商丘师范学院 +73540 赵之山 常州信息职业技术学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73549 魏凌雪 台州科技职业学院 +73550 孙凡松 南京中医药大学 +73551 沈翠容 北京农业职业学院 +73552 周凌珍 辽宁体育运动职业技术学院 +73553 华雨珍 周口职业技术学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73564 赵靖儿 民办安徽旅游职业学院 +73568 冯映容 天津交通职业学院 +73572 "赵 + 平夏" 中北大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73581 姜谷波 哈尔滨职业技术学院 +73585 "许 + 念寒" 江西冶金职业技术学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73596 "卫 + 念寒" 东北大学 +73599 金谷云 邢台医学高等专科学校 +73600 秦翠绿 淄博职业学院 +73607 陶博 朔州职业技术学院 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73611 蒋含卉 长春大学 +73613 秦雪旋 上海电力大学 +73614 沈爱童 德州学院 +73616 朱怜寒 哈尔滨学院 +73618 施含卉 烟台职业学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73633 许青亦 鹤壁汽车工程职业学院 +73643 严映容 皖西学院 +73646 姜代梅 苏州高博软件技术职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73649 黄千凝 中央民族大学 +73651 孙问雁 北京联合大学 +73654 冯谷波 合肥幼儿师范高等专科学校 +73656 蒋寒凡 吉林艺术学院 +73657 华念烟 浙江旅游职业学院 +73660 曹寒凡 山东城市建设职业学院 +73663 秦香薇 青岛滨海学院 +73666 周香薇 鹰潭职业技术学院 +73670 钱幻竹 南京交通职业技术学院 +73676 严幻竹 首都体育学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73678 许妙柏 新余学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73684 赵醉薇 中央美术学院 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73689 沈凝阳 烟台职业学院 +73691 褚痴灵 潍坊工程职业学院 +73693 王淋 内蒙古丰州职业学院 +73695 陈雅山 吉林警察学院 +73698 何冷安 山西艺术职业学院 +73699 何友易 山东杏林科技职业学院 +73703 李白山 天津工艺美术职业学院 +73705 褚凌旋 沈阳化工大学 +73706 陶小霜 山西体育职业学院 +73707 吕冷安 江西环境工程职业学院 +73709 尤妙菱 长春工程学院 +73711 杨妙柏 巢湖学院 +73716 许春梅 常州大学 +73717 姜海冬 大兴安岭职业学院 +73719 姜曼柔 洛阳科技职业学院 +73724 秦含卉 皖西学院 +73727 钱青丝 江苏城市职业学院 +73736 李春文 安徽城市管理职业学院 +73737 秦绮彤 山东外贸职业学院 +73738 秦大龙 长治学院 +73739 钱慕儿 江西枫林涉外经贸职业学院 +73740 华访风 青岛职业技术学院 +73743 韩梦岚 廊坊职业技术学院 +73746 尤晓槐 晋中职业技术学院 +73897 韩翠绿 通辽职业学院 +73901 李访云 临沂大学 +73091 王翠安 天津生物工程职业技术学院 +73450 孙问雁 山西大同大学 +73456 韩幻波 抚州职业技术学院 +73463 "华 + 平夏" 北京大学 +73465 孔小萱 山东女子学院 +73469 沈秋灵 晋中学院 +73472 张军 滨州医学院 +73474 黄夜安 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+73659 黄访琴 郑州信息科技职业学院 +73662 郑晓槐 辽宁工程职业学院 +73664 姜冰波 南阳医学高等专科学校 +73665 "许 + 孤风" 山东财经大学 +73668 华平绿 天津财经大学 +73670 钱幻竹 南京交通职业技术学院 +73671 杨凝芙 焦作大学 +73672 杨雷 安阳职业技术学院 +73673 金雷 天津冶金职业技术学院 +73678 许妙柏 新余学院 +73679 褚涛 盘锦职业技术学院 +73681 褚小珍 石家庄理工职业学院 +73682 李雅山 南昌航空大学 +73684 赵醉薇 中央美术学院 +73687 许含卉 北京师范大学 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73696 卫海瑶 上海体育学院 +73697 郑凝阳 山东司法警官职业学院 +73701 秦秋灵 吉林化工学院 +73704 黄雪萍 衢州学院 +73705 褚凌旋 沈阳化工大学 +73706 陶小霜 山西体育职业学院 +73707 吕冷安 江西环境工程职业学院 +73708 秦寒凡 北京工商大学 +73709 尤妙菱 长春工程学院 +73710 蒋夜安 金华职业技术学院 +73711 杨妙柏 巢湖学院 +73715 何维 安徽工业大学 +73716 许春梅 常州大学 +73717 姜海冬 大兴安岭职业学院 +73718 华青筠 哈尔滨职业技术学院 +73720 沈军 北京交通大学 +73728 陶向萍 河北交通职业技术学院 +73731 尤安雁 天津工程职业技术学院 +73735 华问雁 安徽工业大学 +73738 秦大龙 长治学院 +73743 韩梦岚 廊坊职业技术学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +73452 杨幻柏 常州纺织服装职业技术学院 +73458 何语蝶 安徽三联学院 +73461 李天巧。妙旋 江西中医药大学 +73462 孔元菱 赣南师范大学 +73464 施绮菱 安徽汽车职业技术学院 +73466 杨若婷 辽宁广告职业学院 +73472 张军 滨州医学院 +73478 张向萍 福建师范大学 +73479 韩若婷 吉林农业科技学院 +73484 施安雁 河南艺术职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73491 朱青丝 山东华宇工学院 +73492 钱安妮 赤峰工业职业技术学院 +73499 周若婷 齐齐哈尔大学 +73510 "褚 + 孤风" 吕梁学院 +73511 曹之玉 福建林业职业技术学院 +73513 杨慧娟 江海职业技术学院 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73526 陈平春 安徽水利水电职业技术学院 +73528 姜梅 安徽理工大学 +73534 秦绮彤 泰山护理职业学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73546 秦山柳 鲁迅美术学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73559 姜平春 炎黄职业技术学院 +73566 严小霜 安徽新闻出版职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73587 褚维 安徽粮食工程职业学院 +73592 许青亦 河南司法警官职业学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73621 吴凝阳 山东职业学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73628 何秋灵 河北北方学院 +73630 钱映梦 承德医学院 +73634 魏尔芙 山东畜牧兽医职业学院 +73637 尤南莲 南京工业大学 +73638 黄雷 商丘职业技术学院 +73643 严映容 皖西学院 +73646 姜代梅 苏州高博软件技术职业学院 +73649 黄千凝 中央民族大学 +73656 蒋寒凡 吉林艺术学院 +73663 秦香薇 青岛滨海学院 +73667 吴谷波 内蒙古工业大学 +73669 曹绮琴 浙江交通职业技术学院 +73675 钱凡松 太原理工大学 +73676 严幻竹 首都体育学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73689 沈凝阳 烟台职业学院 +73690 韩觅海 厦门安防科技职业学院 +73694 沈安煜 呼伦贝尔职业技术学院 +73695 陈雅山 吉林警察学院 +73698 何冷安 山西艺术职业学院 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沈阳航空职业技术学院 +73723 许以菱 郑州信息科技职业学院 +73724 秦含卉 皖西学院 +73725 许凡松 福建医科大学 +73726 吕代云 山东交通职业学院 +73727 钱青丝 江苏城市职业学院 +73731 尤安雁 天津工程职业技术学院 +73735 华问雁 安徽工业大学 +73736 李春文 安徽城市管理职业学院 +73741 褚寒凡 合肥学院 +73744 郑幻波 浙江育英职业技术学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +55382 曹敏 郑州工程技术学院 +73450 孙问雁 山西大同大学 +73452 杨幻柏 常州纺织服装职业技术学院 +73455 朱维 江西水利职业学院 +73457 沈大维 南京信息工程大学 +73459 吴梅 内蒙古交通职业技术学院 +73461 李天巧。妙旋 江西中医药大学 +73462 孔元菱 赣南师范大学 +73464 施绮菱 安徽汽车职业技术学院 +73465 孔小萱 山东女子学院 +73472 张军 滨州医学院 +73482 孔含卉 黑龙江职业学院 +73489 吕天巧。妙旋 承德护理职业学院 +73491 朱青丝 山东华宇工学院 +73495 黄孤丝 山西青年职业学院 +73500 蒋翠芙 巢湖学院 +73501 黄觅荷 江苏大学 +73505 姜盼翠 山东建筑大学 +73515 杨元瑶 宁波卫生职业技术学院 +73534 秦绮彤 泰山护理职业学院 +73535 沈青亦 南京工业大学 +73542 严雪枫 山东体育学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73561 沈念烟 山东师范大学 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73575 卫凝芙 山东胜利职业学院 +73578 王南莲 日照职业技术学院 +73588 孔雪萍 济宁职业技术学院 +73596 "卫 + 念寒" 东北大学 +73610 施小珍 山东商务职业学院 +73612 孔觅荷 唐山职业技术学院 +73623 朱凝芙 上海海洋大学 +73626 赵访风 渤海石油职业学院 +73644 "何 + 冬云" 宁波财经学院 +73646 姜代梅 苏州高博软件技术职业学院 +73649 黄千凝 中央民族大学 +73656 蒋寒凡 吉林艺术学院 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73671 杨凝芙 焦作大学 +73678 许妙柏 新余学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73692 陈又晴 江西科技学院 +73694 沈安煜 呼伦贝尔职业技术学院 +73695 陈雅山 吉林警察学院 +73710 蒋夜安 金华职业技术学院 +73712 李幻波 杭州科技职业技术学院 +73728 陶向萍 河北交通职业技术学院 +73729 朱秋灵 台州学院 +73734 蒋幻波 廊坊卫生职业学院 +83867 徐二锋 郑州师范学院 +93135 张岩珂 三峡大学 +93884 杨佳 三峡大学 +54961 欧阳坤 湖南工业职业技术学院 +55116 周嫦 湖南工业职业技术学院 +57618 MrSun 中国科学院大学 +63831 汤杭 湖南工业职业技术学院 +98024 焦科元 三峡大学 +128664 潘星宏 湖南工业职业技术学院 +128726 汪志成 湖南工业职业技术学院 +168103 王陶 湖北科技学院 +209121 孙泽龙 青岛大学 +222461 程双双 长江大学 +235831 谢剑飞 华北科技学院 +242365 王晓辉 青岛黄海学院 +237859 杨健男 华北科技学院 +243337 朱卫东 徐州工程学院 +192459 赵潇萌 贵州财经大学 +56467 袁嘉欣 湖南工业职业技术学院 +243310 李艳 云南农业大学 +56472 陈霖 湖南工业职业技术学院 +149345 杨永锋 陇东学院 +238095 夏尔 湖南工业大学 +56468 王健 湖南工业职业技术学院 +243090 张景阳 青岛黄海学院 +279125 周张恒 长江职业学院 +192042 成石生 湖南城市学院 +276842 张晟天 长江职业学院 +276846 陈峰 长江职业学院 +273628 张鹏 长春工业大学 +287699 廖威 湖南工业职业技术学院 +166733 聂丽霞 陇东学院 +257440 杨逸 武汉晴川学院 +257443 孙铖程 武汉晴川学院 +257445 石承闰 武汉晴川学院 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念寒" 石家庄职业技术学院 +73637 尤南莲 南京工业大学 +73639 金慧娟 辽宁林业职业技术学院 +73645 韩冬亦 山西警官职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73651 孙问雁 北京联合大学 +73658 孔从灵 枣庄学院 +73678 许妙柏 新余学院 +73681 褚小珍 石家庄理工职业学院 +73683 周采绿 山东城市建设职业学院 +73684 赵醉薇 中央美术学院 +73699 何友易 山东杏林科技职业学院 +73704 黄雪萍 衢州学院 +73705 褚凌旋 沈阳化工大学 +73707 吕冷安 江西环境工程职业学院 +73716 许春梅 常州大学 +73722 秦妙海 沈阳航空职业技术学院 +73730 沈小萱 内蒙古民族幼儿师范高等专科学校 +73736 李春文 安徽城市管理职业学院 +73740 华访风 青岛职业技术学院 +73741 褚寒凡 合肥学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +73456 韩幻波 抚州职业技术学院 +73457 沈大维 南京信息工程大学 +73461 李天巧。妙旋 江西中医药大学 +73470 华谷波 天津财经大学 +73471 钱香菱 安徽体育运动职业技术学院 +73476 蒋又晴 宁波大学 +73477 施翠安 沈阳体育学院 +73479 韩若婷 吉林农业科技学院 +73480 吴寒凡 商丘工学院 +73481 李雷 河南工程学院 +73486 钱冰波 河北机电职业技术学院 +73487 吴紫霜 山东大学 +73490 朱妙柏 安徽中澳科技职业学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73494 吕真 天津生物工程职业技术学院 +73498 "严 + 紫槐" 安徽工业职业技术学院 +73505 姜盼翠 山东建筑大学 +73518 钱军 中央戏剧学院 +73522 曹半雪 北京中医药大学 +73524 蒋梅 哈尔滨理工大学 +73531 杨安雁 上饶职业技术学院 +73532 "孙 + 紫槐" 淄博职业学院 +73536 "孔 + 平夏" 沈阳大学 +73541 金翠安 中央戏剧学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73546 秦山柳 鲁迅美术学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73552 周凌珍 辽宁体育运动职业技术学院 +73568 冯映容 天津交通职业学院 +73569 孔念烟 安徽绿海商务职业学院 +73570 "吕 + 谷南" 山西戏剧职业学院 +73572 "赵 + 平夏" 中北大学 +73575 卫凝芙 山东胜利职业学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73597 李友易 长春光华学院 +73602 陈元瑶 武汉轻工大学 +73605 吴天亦 赤峰职业技术学院 +73610 施小珍 山东商务职业学院 +73612 孔觅荷 唐山职业技术学院 +73614 沈爱童 德州学院 +73615 蒋雅彤 温州医科大学 +73616 朱怜寒 哈尔滨学院 +73618 施含卉 烟台职业学院 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73632 韩曼柔 北京体育大学 +73642 卫晓凡 山西传媒学院 +73646 姜代梅 苏州高博软件技术职业学院 +73647 "李 + 念寒" 安徽工业经济职业技术学院 +73649 黄千凝 中央民族大学 +73654 冯谷波 合肥幼儿师范高等专科学校 +73655 钱沛文 沈阳理工大学 +73659 黄访琴 郑州信息科技职业学院 +73663 秦香薇 青岛滨海学院 +73671 杨凝芙 焦作大学 +73673 金雷 天津冶金职业技术学院 +73674 蒋飞绿 上海立达职业技术学院 +73675 钱凡松 太原理工大学 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73686 何从灵 厦门兴才职业技术学院 +73687 许含卉 北京师范大学 +73695 陈雅山 吉林警察学院 +73696 卫海瑶 上海体育学院 +73697 郑凝阳 山东司法警官职业学院 +73715 何维 安徽工业大学 +73717 姜海冬 大兴安岭职业学院 +73719 姜曼柔 洛阳科技职业学院 +73723 许以菱 郑州信息科技职业学院 +73729 朱秋灵 台州学院 +73738 秦大龙 长治学院 +73745 黄冬灵 华北科技学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +73748 陶灵竹 江西警察学院 +73901 李访云 临沂大学 +73001 educoder0010 天津医科大学 +73454 魏绮菱 江西环境工程职业学院 +73459 吴梅 内蒙古交通职业技术学院 +73462 孔元菱 赣南师范大学 +73463 "华 + 平夏" 北京大学 +73475 冯淋 江苏建筑职业技术学院 +73478 张向萍 福建师范大学 +73488 "华 + 谷南" 上海第二工业大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73506 曹半雪 辽宁税务高等专科学校 +73509 孙天春 鹤壁汽车工程职业学院 +73514 冯静 浙江建设职业技术学院 +73521 周天亦 常州工学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73535 沈青亦 南京工业大学 +73537 张绮琴 山西青年职业学院 +73539 孔如波 无锡职业技术学院 +73549 魏凌雪 台州科技职业学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73567 褚水云 东北电力大学 +73578 王南莲 日照职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73583 陈海冬 滨州医学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73594 杨凌旋 焦作工贸职业学院 +73599 金谷云 邢台医学高等专科学校 +73603 韩绮菱 亳州学院 +73604 冯妙春 吉林农业科技学院 +73617 褚雷 山东化工职业学院 +73624 许夏岚 黑龙江大学 +73626 赵访风 渤海石油职业学院 +73644 "何 + 冬云" 宁波财经学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73664 姜冰波 南阳医学高等专科学校 +73668 华平绿 天津财经大学 +73685 郑绮琴 天津现代职业技术学院 +73689 沈凝阳 烟台职业学院 +73700 郑凌旋 北京体育职业学院 +73711 杨妙柏 巢湖学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73720 沈军 北京交通大学 +73724 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许夏岚 黑龙江大学 +73639 金慧娟 辽宁林业职业技术学院 +73641 赵采绿 安徽财经大学 +73652 卫安雁 日照职业技术学院 +73678 许妙柏 新余学院 +73687 许含卉 北京师范大学 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73692 陈又晴 江西科技学院 +73696 卫海瑶 上海体育学院 +73700 郑凌旋 北京体育职业学院 +73706 陶小霜 山西体育职业学院 +73719 姜曼柔 洛阳科技职业学院 +73721 施友易 山东协和学院 +73724 秦含卉 皖西学院 +73729 朱秋灵 台州学院 +73732 李盼香 山东威海外事学院 +73734 蒋幻波 廊坊卫生职业学院 +73740 华访风 青岛职业技术学院 +73453 李问雁 山西水利职业技术学院 +73475 冯淋 江苏建筑职业技术学院 +73484 施安雁 河南艺术职业学院 +73542 严雪枫 山东体育学院 +73556 褚大龙 安徽财经大学 +73570 "吕 + 谷南" 山西戏剧职业学院 +73573 沈凡松 黑龙江粮食职业学院 +73583 陈海冬 滨州医学院 +73599 金谷云 邢台医学高等专科学校 +73618 施含卉 烟台职业学院 +73718 华青筠 哈尔滨职业技术学院 +73451 卫雪萍 河北公安警察职业学院 +73457 沈大维 南京信息工程大学 +73487 吴紫霜 山东大学 +73504 赵之山 北京经济技术职业学院 +73550 孙凡松 南京中医药大学 +73569 孔念烟 安徽绿海商务职业学院 +73594 杨凌旋 焦作工贸职业学院 +73613 秦雪旋 上海电力大学 +73614 沈爱童 德州学院 +73645 韩冬亦 山西警官职业学院 +73657 华念烟 浙江旅游职业学院 +73697 郑凝阳 山东司法警官职业学院 +73896 许谷波 山西建筑职业技术学院 +73460 朱梅 台州学院 +73461 李天巧。妙旋 江西中医药大学 +73465 孔小萱 山东女子学院 +73471 钱香菱 安徽体育运动职业技术学院 +73492 钱安妮 赤峰工业职业技术学院 +73519 秦香薇 山东华宇工学院 +73521 周天亦 常州工学院 +73532 "孙 + 紫槐" 淄博职业学院 +73564 赵靖儿 民办安徽旅游职业学院 +73597 李友易 长春光华学院 +73600 秦翠绿 淄博职业学院 +73656 蒋寒凡 吉林艺术学院 +73659 黄访琴 郑州信息科技职业学院 +73666 周香薇 鹰潭职业技术学院 +73681 褚小珍 石家庄理工职业学院 +73683 周采绿 山东城市建设职业学院 +73693 王淋 内蒙古丰州职业学院 +73458 何语蝶 安徽三联学院 +73476 蒋又晴 宁波大学 +73478 张向萍 福建师范大学 +73488 "华 + 谷南" 上海第二工业大学 +73493 曹慕儿 乌兰察布医学高等专科学校 +73495 黄孤丝 山西青年职业学院 +73497 朱夏岚 安徽涉外经济职业学院 +73499 周若婷 齐齐哈尔大学 +73515 杨元瑶 宁波卫生职业技术学院 +73518 钱军 中央戏剧学院 +73533 何迎蓉 运城学院 +73538 孙梅 商丘师范学院 +73554 周青亦 江西生物科技职业学院 +73558 沈婧婧 天津美术学院 +73577 朱从灵 内蒙古师范大学 +73578 王南莲 日照职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73603 韩绮菱 亳州学院 +73609 陈沛文 山东青年政治学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73644 "何 + 冬云" 宁波财经学院 +73655 钱沛文 沈阳理工大学 +73661 王晓槐 景德镇陶瓷大学 +73671 杨凝芙 焦作大学 +73673 金雷 天津冶金职业技术学院 +73676 严幻竹 首都体育学院 +73685 郑绮琴 天津现代职业技术学院 +73702 郑紫青 扬州大学 +73705 褚凌旋 沈阳化工大学 +73709 尤妙菱 长春工程学院 +73716 许春梅 常州大学 +73723 许以菱 郑州信息科技职业学院 +73725 许凡松 福建医科大学 +73738 秦大龙 长治学院 +73744 郑幻波 浙江育英职业技术学院 +69174 王梦 湖南工业大学 +73091 王翠安 天津生物工程职业技术学院 +73456 韩幻波 抚州职业技术学院 +73472 张军 滨州医学院 +73490 朱妙柏 安徽中澳科技职业学院 +73501 黄觅荷 江苏大学 +73524 蒋梅 哈尔滨理工大学 +73530 "郑 + 谷南" 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鹤壁汽车工程职业学院 +63944 唐博 湖南工业大学 +73478 张向萍 福建师范大学 +73497 朱夏岚 安徽涉外经济职业学院 +73623 朱凝芙 上海海洋大学 +73674 蒋飞绿 上海立达职业技术学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73748 陶灵竹 江西警察学院 +59296 李好 湖南工业大学 +59251 黄涛 湖南工业大学 +65783 张智 湖南信息职业技术学院 +60322 林琳诗慧 湖南工业大学 +54331 李清宇 湖南工业大学 +66748 曹承龙 湖南工业大学 +71981 易昂 湖南工业大学 +55382 曹敏 郑州工程技术学院 +105265 邓联龙 怀化学院 +73001 educoder0010 天津医科大学 +73091 王翠安 天津生物工程职业技术学院 +73451 卫雪萍 河北公安警察职业学院 +73452 杨幻柏 常州纺织服装职业技术学院 +73455 朱维 江西水利职业学院 +73458 何语蝶 安徽三联学院 +73460 朱梅 台州学院 +73461 李天巧。妙旋 江西中医药大学 +73465 孔小萱 山东女子学院 +73469 沈秋灵 晋中学院 +73470 华谷波 天津财经大学 +73472 张军 滨州医学院 +73476 蒋又晴 宁波大学 +73479 韩若婷 吉林农业科技学院 +73488 "华 + 谷南" 上海第二工业大学 +73490 朱妙柏 安徽中澳科技职业学院 +73505 姜盼翠 山东建筑大学 +73519 秦香薇 山东华宇工学院 +73521 周天亦 常州工学院 +73531 杨安雁 上饶职业技术学院 +73543 华香薇 安阳职业技术学院 +73564 赵靖儿 民办安徽旅游职业学院 +73567 褚水云 东北电力大学 +73578 王南莲 日照职业技术学院 +73596 "卫 + 念寒" 东北大学 +73597 李友易 长春光华学院 +73602 陈元瑶 武汉轻工大学 +73628 何秋灵 河北北方学院 +73659 黄访琴 郑州信息科技职业学院 +73685 郑绮琴 天津现代职业技术学院 +73697 郑凝阳 山东司法警官职业学院 +73710 蒋夜安 金华职业技术学院 +73720 沈军 北京交通大学 +73726 吕代云 山东交通职业学院 +99377 杨永林 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安徽黄梅戏艺术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73549 魏凌雪 台州科技职业学院 +73550 孙凡松 南京中医药大学 +73553 华雨珍 周口职业技术学院 +73556 褚大龙 安徽财经大学 +73558 沈婧婧 天津美术学院 +73561 沈念烟 山东师范大学 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73567 褚水云 东北电力大学 +73568 冯映容 天津交通职业学院 +73569 孔念烟 安徽绿海商务职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73578 王南莲 日照职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73584 吕凌雪 燕京理工学院 +73586 李雅山 上海商学院 +73588 孔雪萍 济宁职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73595 华雨珍 安徽大学 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73601 华盼夏 牡丹江医学院 +73602 陈元瑶 武汉轻工大学 +73603 韩绮菱 亳州学院 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73609 陈沛文 山东青年政治学院 +73612 孔觅荷 唐山职业技术学院 +73614 沈爱童 德州学院 +73615 蒋雅彤 温州医科大学 +73616 朱怜寒 哈尔滨学院 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73620 严冰波 福建体育职业技术学院 +73623 朱凝芙 上海海洋大学 +73625 韩幻竹 潍坊学院 +73627 郑友易 沈阳大学 +73629 魏冷安 昆山登云科技职业学院 +73633 许青亦 鹤壁汽车工程职业学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73644 "何 + 冬云" 宁波财经学院 +73648 韩觅荷 安徽工业职业技术学院 +73650 施天巧。妙旋 沈阳体育学院 +73654 冯谷波 合肥幼儿师范高等专科学校 +73655 钱沛文 沈阳理工大学 +73658 孔从灵 枣庄学院 +73659 黄访琴 郑州信息科技职业学院 +73662 郑晓槐 辽宁工程职业学院 +73665 "许 + 孤风" 山东财经大学 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73671 杨凝芙 焦作大学 +73672 杨雷 安阳职业技术学院 +73673 金雷 天津冶金职业技术学院 +73678 许妙柏 新余学院 +73679 褚涛 盘锦职业技术学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73682 李雅山 南昌航空大学 +73683 周采绿 山东城市建设职业学院 +73686 何从灵 厦门兴才职业技术学院 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73696 卫海瑶 上海体育学院 +73698 何冷安 山西艺术职业学院 +73701 秦秋灵 吉林化工学院 +73704 黄雪萍 衢州学院 +73705 褚凌旋 沈阳化工大学 +73706 陶小霜 山西体育职业学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73716 许春梅 常州大学 +73717 姜海冬 大兴安岭职业学院 +73720 沈军 北京交通大学 +73722 秦妙海 沈阳航空职业技术学院 +73723 许以菱 郑州信息科技职业学院 +73727 钱青丝 江苏城市职业学院 +73729 朱秋灵 台州学院 +73731 尤安雁 天津工程职业技术学院 +73733 孔夜安 常州纺织服装职业技术学院 +73735 华问雁 安徽工业大学 +73738 秦大龙 长治学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +73458 何语蝶 安徽三联学院 +73464 施绮菱 安徽汽车职业技术学院 +73472 张军 滨州医学院 +73478 张向萍 福建师范大学 +73479 韩若婷 吉林农业科技学院 +73484 施安雁 河南艺术职业学院 +73491 朱青丝 山东华宇工学院 +73492 钱安妮 赤峰工业职业技术学院 +73499 周若婷 齐齐哈尔大学 +73503 张平绿 泉州纺织服装职业学院 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+73695 陈雅山 吉林警察学院 +73696 卫海瑶 上海体育学院 +73697 郑凝阳 山东司法警官职业学院 +73704 黄雪萍 衢州学院 +73705 褚凌旋 沈阳化工大学 +73707 吕冷安 江西环境工程职业学院 +73708 秦寒凡 北京工商大学 +73709 尤妙菱 长春工程学院 +73711 杨妙柏 巢湖学院 +73712 李幻波 杭州科技职业技术学院 +73713 陈凌旋 泉州信息工程学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73715 何维 安徽工业大学 +73716 许春梅 常州大学 +73721 施友易 山东协和学院 +73722 秦妙海 沈阳航空职业技术学院 +73723 许以菱 郑州信息科技职业学院 +73724 秦含卉 皖西学院 +73728 陶向萍 河北交通职业技术学院 +73731 尤安雁 天津工程职业技术学院 +73733 孔夜安 常州纺织服装职业技术学院 +73734 蒋幻波 廊坊卫生职业学院 +73736 李春文 安徽城市管理职业学院 +73737 秦绮彤 山东外贸职业学院 +73739 钱慕儿 江西枫林涉外经贸职业学院 +73743 韩梦岚 廊坊职业技术学院 +73744 郑幻波 浙江育英职业技术学院 +73745 黄冬灵 华北科技学院 +73747 施凝芙 黄冈师范学院 +73748 陶灵竹 江西警察学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +73901 李访云 临沂大学 +55382 曹敏 郑州工程技术学院 +57502 朱雅莉 长沙环境保护职业技术学院 +73461 李天巧。妙旋 江西中医药大学 +73463 "华 + 平夏" 北京大学 +73468 陶凌雪 河南农业职业学院 +73469 沈秋灵 晋中学院 +73474 黄夜安 黑龙江农垦职业学院 +73482 孔含卉 黑龙江职业学院 +73483 陈小萱 河北软件职业技术学院 +73484 施安雁 河南艺术职业学院 +73485 褚访琴 郑州大学 +73507 姜寻南 北华大学 +73512 褚映梦 九江职业大学 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73544 严秋灵 哈尔滨科学技术职业学院 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+73451 卫雪萍 河北公安警察职业学院 +73452 杨幻柏 常州纺织服装职业技术学院 +73453 李问雁 山西水利职业技术学院 +73454 魏绮菱 江西环境工程职业学院 +73455 朱维 江西水利职业学院 +73458 何语蝶 安徽三联学院 +73459 吴梅 内蒙古交通职业技术学院 +73460 朱梅 台州学院 +73461 李天巧。妙旋 江西中医药大学 +73462 孔元菱 赣南师范大学 +73467 李谷云 外交学院 +73468 陶凌雪 河南农业职业学院 +73471 钱香菱 安徽体育运动职业技术学院 +73473 钱香菱 大连交通大学 +73475 冯淋 江苏建筑职业技术学院 +73476 蒋又晴 宁波大学 +73477 施翠安 沈阳体育学院 +73478 张向萍 福建师范大学 +73479 韩若婷 吉林农业科技学院 +73480 吴寒凡 商丘工学院 +73481 李雷 河南工程学院 +73482 孔含卉 黑龙江职业学院 +73483 陈小萱 河北软件职业技术学院 +73484 施安雁 河南艺术职业学院 +73485 褚访琴 郑州大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73492 钱安妮 赤峰工业职业技术学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73495 黄孤丝 山西青年职业学院 +73496 王凡之 曲阜远东职业技术学院 +73497 朱夏岚 安徽涉外经济职业学院 +73498 "严 + 紫槐" 安徽工业职业技术学院 +73499 周若婷 齐齐哈尔大学 +73501 黄觅荷 江苏大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73504 赵之山 北京经济技术职业学院 +73505 姜盼翠 山东建筑大学 +73506 曹半雪 辽宁税务高等专科学校 +73507 姜寻南 北华大学 +73509 孙天春 鹤壁汽车工程职业学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73514 冯静 浙江建设职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73516 孔冬寒 阳泉师范高等专科学校 +73517 蒋念烟 浙江越秀外国语学院 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73520 许若婷 北京建筑大学 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73523 周雷 上海公安学院 +73524 蒋梅 哈尔滨理工大学 +73525 许梅 营口理工学院 +73527 何友易 浙江理工大学 +73529 朱幻波 上海公安学院 +73531 杨安雁 上饶职业技术学院 +73534 秦绮彤 泰山护理职业学院 +73536 "孔 + 平夏" 沈阳大学 +73537 张绮琴 山西青年职业学院 +73538 孙梅 商丘师范学院 +73539 孔如波 无锡职业技术学院 +73540 赵之山 常州信息职业技术学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73548 吕香薇 苏州高博软件技术职业学院 +73549 魏凌雪 台州科技职业学院 +73550 孙凡松 南京中医药大学 +73551 沈翠容 北京农业职业学院 +73552 周凌珍 辽宁体育运动职业技术学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73565 张雪萍 山东工业职业学院 +73567 褚水云 东北电力大学 +73568 冯映容 天津交通职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73576 李靖易 内蒙古警察职业学院 +73577 朱从灵 内蒙古师范大学 +73579 朱淋 厦门华天涉外职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73584 吕凌雪 燕京理工学院 +73585 "许 + 念寒" 江西冶金职业技术学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 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蒋含卉 长春大学 +73612 孔觅荷 唐山职业技术学院 +73613 秦雪旋 上海电力大学 +73614 沈爱童 德州学院 +73615 蒋雅彤 温州医科大学 +73616 朱怜寒 哈尔滨学院 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73621 吴凝阳 山东职业学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73623 朱凝芙 上海海洋大学 +73624 许夏岚 黑龙江大学 +73627 郑友易 沈阳大学 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73631 孔幼柏 山西工商学院 +73633 许青亦 鹤壁汽车工程职业学院 +73634 魏尔芙 山东畜牧兽医职业学院 +73635 吕念烟 厦门华天涉外职业技术学院 +73638 黄雷 商丘职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73643 严映容 皖西学院 +73644 "何 + 冬云" 宁波财经学院 +73645 韩冬亦 山西警官职业学院 +73646 姜代梅 苏州高博软件技术职业学院 +73647 "李 + 念寒" 安徽工业经济职业技术学院 +73649 黄千凝 中央民族大学 +73650 施天巧。妙旋 沈阳体育学院 +73651 孙问雁 北京联合大学 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73654 冯谷波 合肥幼儿师范高等专科学校 +73655 钱沛文 沈阳理工大学 +73656 蒋寒凡 吉林艺术学院 +73657 华念烟 浙江旅游职业学院 +73659 黄访琴 郑州信息科技职业学院 +73660 曹寒凡 山东城市建设职业学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73664 姜冰波 南阳医学高等专科学校 +73665 "许 + 孤风" 山东财经大学 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73670 钱幻竹 南京交通职业技术学院 +73672 杨雷 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邢台医学高等专科学校 +73605 吴天亦 赤峰职业技术学院 +73606 魏从灵 南京邮电大学 +73607 陶博 朔州职业技术学院 +73618 施含卉 烟台职业学院 +73621 吴凝阳 山东职业学院 +73624 许夏岚 黑龙江大学 +73625 韩幻竹 潍坊学院 +73635 吕念烟 厦门华天涉外职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73642 卫晓凡 山西传媒学院 +73643 严映容 皖西学院 +73650 施天巧。妙旋 沈阳体育学院 +73652 卫安雁 日照职业技术学院 +73657 华念烟 浙江旅游职业学院 +73660 曹寒凡 山东城市建设职业学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73665 "许 + 孤风" 山东财经大学 +73671 杨凝芙 焦作大学 +73674 蒋飞绿 上海立达职业技术学院 +73675 钱凡松 太原理工大学 +73683 周采绿 山东城市建设职业学院 +73687 许含卉 北京师范大学 +73691 褚痴灵 潍坊工程职业学院 +73692 陈又晴 江西科技学院 +73703 李白山 天津工艺美术职业学院 +73707 吕冷安 江西环境工程职业学院 +73710 蒋夜安 金华职业技术学院 +73711 杨妙柏 巢湖学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73715 何维 安徽工业大学 +73718 华青筠 哈尔滨职业技术学院 +73719 姜曼柔 洛阳科技职业学院 +73721 施友易 山东协和学院 +73724 秦含卉 皖西学院 +73735 华问雁 安徽工业大学 +73740 华访风 青岛职业技术学院 +73741 褚寒凡 合肥学院 +73743 韩梦岚 廊坊职业技术学院 +73744 郑幻波 浙江育英职业技术学院 +73745 黄冬灵 华北科技学院 +73748 陶灵竹 江西警察学院 +73475 冯淋 江苏建筑职业技术学院 +73492 钱安妮 赤峰工业职业技术学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73557 孙梅 山东体育学院 +73573 沈凡松 黑龙江粮食职业学院 +73581 姜谷波 哈尔滨职业技术学院 +73586 李雅山 上海商学院 +73609 陈沛文 山东青年政治学院 +73615 蒋雅彤 温州医科大学 +73631 孔幼柏 山西工商学院 +73653 孔南莲 浙江中医药大学 +73680 尤幻柏 辽宁装备制造职业技术学院 +73686 何从灵 厦门兴才职业技术学院 +73713 陈凌旋 泉州信息工程学院 +73742 许以菱 福建生物工程职业技术学院 +157 王伟 中国科学院大学 +73001 educoder0010 天津医科大学 +73450 孙问雁 山西大同大学 +73455 朱维 江西水利职业学院 +73458 何语蝶 安徽三联学院 +73460 朱梅 台州学院 +73461 李天巧。妙旋 江西中医药大学 +73464 施绮菱 安徽汽车职业技术学院 +73465 孔小萱 山东女子学院 +73472 张军 滨州医学院 +73480 吴寒凡 商丘工学院 +73484 施安雁 河南艺术职业学院 +73485 褚访琴 郑州大学 +73487 吴紫霜 山东大学 +73491 朱青丝 山东华宇工学院 +73494 吕真 天津生物工程职业技术学院 +73495 黄孤丝 山西青年职业学院 +73497 朱夏岚 安徽涉外经济职业学院 +73499 周若婷 齐齐哈尔大学 +73501 黄觅荷 江苏大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73513 杨慧娟 江海职业技术学院 +73517 蒋念烟 浙江越秀外国语学院 +73519 秦香薇 山东华宇工学院 +73522 曹半雪 北京中医药大学 +73529 朱幻波 上海公安学院 +73530 "郑 + 谷南" 山东外贸职业学院 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73536 "孔 + 平夏" 沈阳大学 +73539 孔如波 无锡职业技术学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73555 王青亦 河南牧业经济学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73563 黄博 河北建筑工程学院 +73567 褚水云 东北电力大学 +73569 孔念烟 安徽绿海商务职业学院 +73574 华爱童 廊坊师范学院 +73576 李靖易 内蒙古警察职业学院 +73577 朱从灵 内蒙古师范大学 +73580 卫梅 安徽职业技术学院 +73584 吕凌雪 燕京理工学院 +73587 褚维 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吕真 天津生物工程职业技术学院 +73517 蒋念烟 浙江越秀外国语学院 +73526 陈平春 安徽水利水电职业技术学院 +73537 张绮琴 山西青年职业学院 +73543 华香薇 安阳职业技术学院 +73549 魏凌雪 台州科技职业学院 +73572 "赵 + 平夏" 中北大学 +73576 李靖易 内蒙古警察职业学院 +73592 许青亦 河南司法警官职业学院 +73615 蒋雅彤 温州医科大学 +73643 严映容 皖西学院 +73659 黄访琴 郑州信息科技职业学院 +73661 王晓槐 景德镇陶瓷大学 +73669 曹绮琴 浙江交通职业技术学院 +73681 褚小珍 石家庄理工职业学院 +65245 卓楚杰 湖南信息职业技术学院 +66132 曹秀花 湖南信息职业技术学院 +78225 李上铨 桂林电子科技大学 +65790 何媛 湖南信息职业技术学院 +81966 谭为鑫 桂林电子科技大学 +65783 张智 湖南信息职业技术学院 +73449 孙博 中国传媒大学 +73458 何语蝶 安徽三联学院 +73460 朱梅 台州学院 +73479 韩若婷 吉林农业科技学院 +73486 钱冰波 河北机电职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73556 褚大龙 安徽财经大学 +73565 张雪萍 山东工业职业学院 +73577 朱从灵 内蒙古师范大学 +73586 李雅山 上海商学院 +73621 吴凝阳 山东职业学院 +73626 赵访风 渤海石油职业学院 +73633 许青亦 鹤壁汽车工程职业学院 +73644 "何 + 冬云" 宁波财经学院 +73651 孙问雁 北京联合大学 +73656 蒋寒凡 吉林艺术学院 +73682 李雅山 南昌航空大学 +73683 周采绿 山东城市建设职业学院 +73699 何友易 山东杏林科技职业学院 +73709 尤妙菱 长春工程学院 +73733 孔夜安 常州纺织服装职业技术学院 +73741 褚寒凡 合肥学院 +73744 郑幻波 浙江育英职业技术学院 +73001 educoder0010 天津医科大学 +73091 王翠安 天津生物工程职业技术学院 +73450 孙问雁 山西大同大学 +73452 杨幻柏 常州纺织服装职业技术学院 +73454 魏绮菱 江西环境工程职业学院 +73456 韩幻波 抚州职业技术学院 +73457 沈大维 南京信息工程大学 +73459 吴梅 内蒙古交通职业技术学院 +73463 "华 + 平夏" 北京大学 +73464 施绮菱 安徽汽车职业技术学院 +73466 杨若婷 辽宁广告职业学院 +73467 李谷云 外交学院 +73469 沈秋灵 晋中学院 +73470 华谷波 天津财经大学 +73471 钱香菱 安徽体育运动职业技术学院 +73473 钱香菱 大连交通大学 +73474 黄夜安 黑龙江农垦职业学院 +73475 冯淋 江苏建筑职业技术学院 +73476 蒋又晴 宁波大学 +73478 张向萍 福建师范大学 +73482 孔含卉 黑龙江职业学院 +73483 陈小萱 河北软件职业技术学院 +73484 施安雁 河南艺术职业学院 +73485 褚访琴 郑州大学 +73487 吴紫霜 山东大学 +73488 "华 + 谷南" 上海第二工业大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73491 朱青丝 山东华宇工学院 +73492 钱安妮 赤峰工业职业技术学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73495 黄孤丝 山西青年职业学院 +73497 朱夏岚 安徽涉外经济职业学院 +73498 "严 + 紫槐" 安徽工业职业技术学院 +73499 周若婷 齐齐哈尔大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73504 赵之山 北京经济技术职业学院 +73505 姜盼翠 山东建筑大学 +73506 曹半雪 辽宁税务高等专科学校 +73508 陈晓绿 安徽审计职业学院 +73509 孙天春 鹤壁汽车工程职业学院 +73510 "褚 + 孤风" 吕梁学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73514 冯静 浙江建设职业技术学院 +73516 孔冬寒 阳泉师范高等专科学校 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73520 许若婷 北京建筑大学 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73523 周雷 上海公安学院 +73525 许梅 营口理工学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73529 朱幻波 上海公安学院 +73530 "郑 + 谷南" 山东外贸职业学院 +73531 杨安雁 上饶职业技术学院 +73532 "孙 + 紫槐" 淄博职业学院 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73538 孙梅 商丘师范学院 +73541 金翠安 中央戏剧学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73546 秦山柳 鲁迅美术学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73550 孙凡松 南京中医药大学 +73551 沈翠容 北京农业职业学院 +73552 周凌珍 辽宁体育运动职业技术学院 +73553 华雨珍 周口职业技术学院 +73554 周青亦 江西生物科技职业学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73566 严小霜 安徽新闻出版职业技术学院 +73567 褚水云 东北电力大学 +73568 冯映容 天津交通职业学院 +73569 孔念烟 安徽绿海商务职业学院 +73570 "吕 + 谷南" 山西戏剧职业学院 +73571 韩若婷 天津科技大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73578 王南莲 日照职业技术学院 +73579 朱淋 厦门华天涉外职业技术学院 +73580 卫梅 安徽职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73583 陈海冬 滨州医学院 +73584 吕凌雪 燕京理工学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73590 吕幻柏 石家庄职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73593 陈觅风 沧州师范学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73600 秦翠绿 淄博职业学院 +73601 华盼夏 牡丹江医学院 +73602 陈元瑶 武汉轻工大学 +73603 韩绮菱 亳州学院 +73604 冯妙春 吉林农业科技学院 +73605 吴天亦 赤峰职业技术学院 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73609 陈沛文 山东青年政治学院 +73610 施小珍 山东商务职业学院 +73611 蒋含卉 长春大学 +73613 秦雪旋 上海电力大学 +73616 朱怜寒 哈尔滨学院 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73620 严冰波 福建体育职业技术学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73623 朱凝芙 上海海洋大学 +73624 许夏岚 黑龙江大学 +73625 韩幻竹 潍坊学院 +73628 何秋灵 河北北方学院 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73631 孔幼柏 山西工商学院 +73632 韩曼柔 北京体育大学 +73635 吕念烟 厦门华天涉外职业技术学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73637 尤南莲 南京工业大学 +73638 黄雷 商丘职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73645 韩冬亦 山西警官职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73649 黄千凝 中央民族大学 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73654 冯谷波 合肥幼儿师范高等专科学校 +73655 钱沛文 沈阳理工大学 +73657 华念烟 浙江旅游职业学院 +73658 孔从灵 枣庄学院 +73660 曹寒凡 山东城市建设职业学院 +73662 郑晓槐 辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73670 钱幻竹 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吴谷波 内蒙古工业大学 +73675 钱凡松 太原理工大学 +73676 严幻竹 首都体育学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73678 许妙柏 新余学院 +73679 褚涛 盘锦职业技术学院 +73685 郑绮琴 天津现代职业技术学院 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73691 褚痴灵 潍坊工程职业学院 +73693 王淋 内蒙古丰州职业学院 +73694 沈安煜 呼伦贝尔职业技术学院 +73695 陈雅山 吉林警察学院 +73697 郑凝阳 山东司法警官职业学院 +73698 何冷安 山西艺术职业学院 +73699 何友易 山东杏林科技职业学院 +73701 秦秋灵 吉林化工学院 +73704 黄雪萍 衢州学院 +73706 陶小霜 山西体育职业学院 +73707 吕冷安 江西环境工程职业学院 +73709 尤妙菱 长春工程学院 +73711 杨妙柏 巢湖学院 +73712 李幻波 杭州科技职业技术学院 +73715 何维 安徽工业大学 +73717 姜海冬 大兴安岭职业学院 +73719 姜曼柔 洛阳科技职业学院 +73723 许以菱 郑州信息科技职业学院 +73727 钱青丝 江苏城市职业学院 +73728 陶向萍 河北交通职业技术学院 +73730 沈小萱 内蒙古民族幼儿师范高等专科学校 +73732 李盼香 山东威海外事学院 +73733 孔夜安 常州纺织服装职业技术学院 +73734 蒋幻波 廊坊卫生职业学院 +73740 华访风 青岛职业技术学院 +73743 韩梦岚 廊坊职业技术学院 +73746 尤晓槐 晋中职业技术学院 +73747 施凝芙 黄冈师范学院 +157 王伟 中国科学院大学 +73091 王翠安 天津生物工程职业技术学院 +73449 孙博 中国传媒大学 +73450 孙问雁 山西大同大学 +73452 杨幻柏 常州纺织服装职业技术学院 +73453 李问雁 山西水利职业技术学院 +73454 魏绮菱 江西环境工程职业学院 +73456 韩幻波 抚州职业技术学院 +73458 何语蝶 安徽三联学院 +73460 朱梅 台州学院 +73462 孔元菱 赣南师范大学 +73463 "华 + 平夏" 北京大学 +73464 施绮菱 安徽汽车职业技术学院 +73465 孔小萱 山东女子学院 +73469 沈秋灵 晋中学院 +73470 华谷波 天津财经大学 +73472 张军 滨州医学院 +73473 钱香菱 大连交通大学 +73474 黄夜安 黑龙江农垦职业学院 +73477 施翠安 沈阳体育学院 +73478 张向萍 福建师范大学 +73479 韩若婷 吉林农业科技学院 +73481 李雷 河南工程学院 +73482 孔含卉 黑龙江职业学院 +73483 陈小萱 河北软件职业技术学院 +73484 施安雁 河南艺术职业学院 +73485 褚访琴 郑州大学 +73486 钱冰波 河北机电职业技术学院 +73487 吴紫霜 山东大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73491 朱青丝 山东华宇工学院 +73492 钱安妮 赤峰工业职业技术学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73497 朱夏岚 安徽涉外经济职业学院 +73502 黄秋灵 安徽广播影视职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73505 姜盼翠 山东建筑大学 +73507 姜寻南 北华大学 +73508 陈晓绿 安徽审计职业学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73514 冯静 浙江建设职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73517 蒋念烟 浙江越秀外国语学院 +73519 秦香薇 山东华宇工学院 +73522 曹半雪 北京中医药大学 +73523 周雷 上海公安学院 +73524 蒋梅 哈尔滨理工大学 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73531 杨安雁 上饶职业技术学院 +73532 "孙 + 紫槐" 淄博职业学院 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73535 沈青亦 南京工业大学 +73537 张绮琴 山西青年职业学院 +73539 孔如波 无锡职业技术学院 +73540 赵之山 常州信息职业技术学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73554 周青亦 江西生物科技职业学院 +73555 王青亦 河南牧业经济学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73565 张雪萍 山东工业职业学院 +73566 严小霜 安徽新闻出版职业技术学院 +73567 褚水云 东北电力大学 +73569 孔念烟 安徽绿海商务职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73576 李靖易 内蒙古警察职业学院 +73578 王南莲 日照职业技术学院 +73579 朱淋 厦门华天涉外职业技术学院 +73580 卫梅 安徽职业技术学院 +73586 李雅山 上海商学院 +73587 褚维 安徽粮食工程职业学院 +73595 华雨珍 安徽大学 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73599 金谷云 邢台医学高等专科学校 +73601 华盼夏 牡丹江医学院 +73604 冯妙春 吉林农业科技学院 +73605 吴天亦 赤峰职业技术学院 +73609 陈沛文 山东青年政治学院 +73612 孔觅荷 唐山职业技术学院 +73613 秦雪旋 上海电力大学 +73615 蒋雅彤 温州医科大学 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73620 严冰波 福建体育职业技术学院 +73621 吴凝阳 山东职业学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73623 朱凝芙 上海海洋大学 +73626 赵访风 渤海石油职业学院 +73628 何秋灵 河北北方学院 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73631 孔幼柏 山西工商学院 +73632 韩曼柔 北京体育大学 +73634 魏尔芙 山东畜牧兽医职业学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73637 尤南莲 南京工业大学 +73639 金慧娟 辽宁林业职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73644 "何 + 冬云" 宁波财经学院 +73645 韩冬亦 山西警官职业学院 +73647 "李 + 念寒" 安徽工业经济职业技术学院 +73648 韩觅荷 安徽工业职业技术学院 +73650 施天巧。妙旋 沈阳体育学院 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73656 蒋寒凡 吉林艺术学院 +73659 黄访琴 郑州信息科技职业学院 +73660 曹寒凡 山东城市建设职业学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73664 姜冰波 南阳医学高等专科学校 +73665 "许 + 孤风" 山东财经大学 +73668 华平绿 天津财经大学 +73669 曹绮琴 浙江交通职业技术学院 +73670 钱幻竹 南京交通职业技术学院 +73671 杨凝芙 焦作大学 +73672 杨雷 安阳职业技术学院 +73673 金雷 天津冶金职业技术学院 +73674 蒋飞绿 上海立达职业技术学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73681 褚小珍 石家庄理工职业学院 +73682 李雅山 南昌航空大学 +73683 周采绿 山东城市建设职业学院 +73684 赵醉薇 中央美术学院 +73686 何从灵 厦门兴才职业技术学院 +73687 许含卉 北京师范大学 +73689 沈凝阳 烟台职业学院 +73690 韩觅海 厦门安防科技职业学院 +73692 陈又晴 江西科技学院 +73696 卫海瑶 上海体育学院 +73702 郑紫青 扬州大学 +73703 李白山 天津工艺美术职业学院 +73705 褚凌旋 沈阳化工大学 +73708 秦寒凡 北京工商大学 +73710 蒋夜安 金华职业技术学院 +73713 陈凌旋 泉州信息工程学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73716 许春梅 常州大学 +73718 华青筠 哈尔滨职业技术学院 +73720 沈军 北京交通大学 +73721 施友易 山东协和学院 +73722 秦妙海 沈阳航空职业技术学院 +73724 秦含卉 皖西学院 +73725 许凡松 福建医科大学 +73726 吕代云 山东交通职业学院 +73731 尤安雁 天津工程职业技术学院 +73735 华问雁 安徽工业大学 +73736 李春文 安徽城市管理职业学院 +73737 秦绮彤 山东外贸职业学院 +73738 秦大龙 长治学院 +73739 钱慕儿 江西枫林涉外经贸职业学院 +73741 褚寒凡 合肥学院 +73742 许以菱 福建生物工程职业技术学院 +73744 郑幻波 浙江育英职业技术学院 +73745 黄冬灵 华北科技学院 +73748 陶灵竹 江西警察学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +73901 李访云 临沂大学 +84050 余波 湖南信息学院 +93135 张岩珂 三峡大学 +93884 杨佳 三峡大学 +99213 张雅媛 国防科技大学 +106286 王浩名 国防科技大学 +83962 黄胜 湖南涉外经济学院 +92684 周启航 湘潭大学 +98024 焦科元 三峡大学 +99355 施禹 国防科技大学 +105217 于晟昕 国防科技大学 +107302 王元超 国防科技大学 +108135 杜景诚 国防科技大学 +57502 朱雅莉 长沙环境保护职业技术学院 +109334 袁湘 长沙环境保护职业技术学院 +148394 赵新元 新疆师范大学 +201329 刘安婷 三峡大学 +217015 付春龍 四川大学锦江学院 +63944 唐博 湖南工业大学 +177875 罗佳宜 西南财经大学天府学院 +207993 王仕吉 贵州工程应用技术学院 +27073 马靖仑 国防科技大学 +57110 王玉龙 湖南科技职业学院 +57277 李隆禧 湖南科技职业学院 +57280 陈涛 湖南科技职业学院 +57281 张金炜 EduCoder社区 +57386 王震东 湖南科技职业学院 +73590 吕幻柏 石家庄职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73592 许青亦 河南司法警官职业学院 +73593 陈觅风 沧州师范学院 +73594 杨凌旋 焦作工贸职业学院 +281623 高硕航 延安大学 +294889 汪林玉 湖南科技职业学院 +91682 余梅 三峡大学 +183371 方媛 新疆师范大学 +73465 孔小萱 山东女子学院 +73466 杨若婷 辽宁广告职业学院 +73487 吴紫霜 山东大学 +73491 朱青丝 山东华宇工学院 +73492 钱安妮 赤峰工业职业技术学院 +73535 沈青亦 南京工业大学 +73536 "孔 + 平夏" 沈阳大学 +73541 金翠安 中央戏剧学院 +73561 沈念烟 山东师范大学 +73566 严小霜 安徽新闻出版职业技术学院 +73590 吕幻柏 石家庄职业技术学院 +73592 许青亦 河南司法警官职业学院 +73596 "卫 + 念寒" 东北大学 +73597 李友易 长春光华学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73655 钱沛文 沈阳理工大学 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73694 沈安煜 呼伦贝尔职业技术学院 +73741 褚寒凡 合肥学院 +73896 许谷波 山西建筑职业技术学院 +73897 韩翠绿 通辽职业学院 +149345 杨永锋 陇东学院 +166733 聂丽霞 陇东学院 +310242 陈鑫 牡丹江师范学院 +310734 李吴洁 牡丹江师范学院 +19008 童四 国防科技大学 +57502 朱雅莉 长沙环境保护职业技术学院 +73001 educoder0010 天津医科大学 +73449 孙博 中国传媒大学 +73450 孙问雁 山西大同大学 +73452 杨幻柏 常州纺织服装职业技术学院 +73453 李问雁 山西水利职业技术学院 +73455 朱维 江西水利职业学院 +73456 韩幻波 抚州职业技术学院 +73457 沈大维 南京信息工程大学 +73458 何语蝶 安徽三联学院 +73459 吴梅 内蒙古交通职业技术学院 +73460 朱梅 台州学院 +73461 李天巧。妙旋 江西中医药大学 +73463 "华 + 平夏" 北京大学 +73464 施绮菱 安徽汽车职业技术学院 +73465 孔小萱 山东女子学院 +73466 杨若婷 辽宁广告职业学院 +73467 李谷云 外交学院 +73468 陶凌雪 河南农业职业学院 +73469 沈秋灵 晋中学院 +73470 华谷波 天津财经大学 +73471 钱香菱 安徽体育运动职业技术学院 +73472 张军 滨州医学院 +73473 钱香菱 大连交通大学 +73474 黄夜安 黑龙江农垦职业学院 +73475 冯淋 江苏建筑职业技术学院 +73476 蒋又晴 宁波大学 +73477 施翠安 沈阳体育学院 +73478 张向萍 福建师范大学 +73479 韩若婷 吉林农业科技学院 +73480 吴寒凡 商丘工学院 +73482 孔含卉 黑龙江职业学院 +73483 陈小萱 河北软件职业技术学院 +73484 施安雁 河南艺术职业学院 +73487 吴紫霜 山东大学 +73488 "华 + 谷南" 上海第二工业大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73491 朱青丝 山东华宇工学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73494 吕真 天津生物工程职业技术学院 +73496 王凡之 曲阜远东职业技术学院 +73498 "严 + 紫槐" 安徽工业职业技术学院 +73499 周若婷 齐齐哈尔大学 +73500 蒋翠芙 巢湖学院 +73501 黄觅荷 江苏大学 +73502 黄秋灵 安徽广播影视职业技术学院 +73504 赵之山 北京经济技术职业学院 +73505 姜盼翠 山东建筑大学 +73507 姜寻南 北华大学 +73508 陈晓绿 安徽审计职业学院 +73509 孙天春 鹤壁汽车工程职业学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73517 蒋念烟 浙江越秀外国语学院 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73520 许若婷 北京建筑大学 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73525 许梅 营口理工学院 +73526 陈平春 安徽水利水电职业技术学院 +73528 姜梅 安徽理工大学 +73529 朱幻波 上海公安学院 +73530 "郑 + 谷南" 山东外贸职业学院 +73532 "孙 + 紫槐" 淄博职业学院 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73535 沈青亦 南京工业大学 +73539 孔如波 无锡职业技术学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73546 秦山柳 鲁迅美术学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73554 周青亦 江西生物科技职业学院 +73555 王青亦 河南牧业经济学院 +73557 孙梅 山东体育学院 +73558 沈婧婧 天津美术学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73564 赵靖儿 民办安徽旅游职业学院 +73565 张雪萍 山东工业职业学院 +73566 严小霜 安徽新闻出版职业技术学院 +73569 孔念烟 安徽绿海商务职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73576 李靖易 内蒙古警察职业学院 +73580 卫梅 安徽职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73583 陈海冬 滨州医学院 +73584 吕凌雪 燕京理工学院 +73585 "许 + 念寒" 江西冶金职业技术学院 +73586 李雅山 上海商学院 +73587 褚维 安徽粮食工程职业学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73590 吕幻柏 石家庄职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73593 陈觅风 沧州师范学院 +73594 杨凌旋 焦作工贸职业学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73599 金谷云 邢台医学高等专科学校 +73600 秦翠绿 淄博职业学院 +73601 华盼夏 牡丹江医学院 +73602 陈元瑶 武汉轻工大学 +73603 韩绮菱 亳州学院 +73604 冯妙春 吉林农业科技学院 +73605 吴天亦 赤峰职业技术学院 +73606 魏从灵 南京邮电大学 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73610 施小珍 山东商务职业学院 +73611 蒋含卉 长春大学 +73612 孔觅荷 唐山职业技术学院 +73613 秦雪旋 上海电力大学 +73615 蒋雅彤 温州医科大学 +73616 朱怜寒 哈尔滨学院 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73619 赵绮菱 江西理工大学 +73620 严冰波 福建体育职业技术学院 +73621 吴凝阳 山东职业学院 +73623 朱凝芙 上海海洋大学 +73624 许夏岚 黑龙江大学 +73625 韩幻竹 潍坊学院 +73626 赵访风 渤海石油职业学院 +73627 郑友易 沈阳大学 +73628 何秋灵 河北北方学院 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73633 许青亦 鹤壁汽车工程职业学院 +73634 魏尔芙 山东畜牧兽医职业学院 +73635 吕念烟 厦门华天涉外职业技术学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73637 尤南莲 南京工业大学 +73638 黄雷 商丘职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73643 严映容 皖西学院 +73644 "何 + 冬云" 宁波财经学院 +73646 姜代梅 苏州高博软件技术职业学院 +73647 "李 + 念寒" 安徽工业经济职业技术学院 +73648 韩觅荷 安徽工业职业技术学院 +73649 黄千凝 中央民族大学 +73650 施天巧。妙旋 沈阳体育学院 +73651 孙问雁 北京联合大学 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73655 钱沛文 沈阳理工大学 +73656 蒋寒凡 吉林艺术学院 +73657 华念烟 浙江旅游职业学院 +73660 曹寒凡 山东城市建设职业学院 +73661 王晓槐 景德镇陶瓷大学 +73662 郑晓槐 辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73664 姜冰波 南阳医学高等专科学校 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 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华谷波 天津财经大学 +73475 冯淋 江苏建筑职业技术学院 +73498 "严 + 紫槐" 安徽工业职业技术学院 +73500 蒋翠芙 巢湖学院 +73516 孔冬寒 阳泉师范高等专科学校 +73520 许若婷 北京建筑大学 +73529 朱幻波 上海公安学院 +73531 杨安雁 上饶职业技术学院 +73532 "孙 + 紫槐" 淄博职业学院 +73574 华爱童 廊坊师范学院 +73599 金谷云 邢台医学高等专科学校 +73613 秦雪旋 上海电力大学 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73654 冯谷波 合肥幼儿师范高等专科学校 +73001 educoder0010 天津医科大学 +73450 孙问雁 山西大同大学 +73451 卫雪萍 河北公安警察职业学院 +73467 李谷云 外交学院 +73476 蒋又晴 宁波大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73493 曹慕儿 乌兰察布医学高等专科学校 +73497 朱夏岚 安徽涉外经济职业学院 +73525 许梅 营口理工学院 +73526 陈平春 安徽水利水电职业技术学院 +73542 严雪枫 山东体育学院 +73548 吕香薇 苏州高博软件技术职业学院 +73554 周青亦 江西生物科技职业学院 +73556 褚大龙 安徽财经大学 +73558 沈婧婧 天津美术学院 +73564 赵靖儿 民办安徽旅游职业学院 +73570 "吕 + 谷南" 山西戏剧职业学院 +73571 韩若婷 天津科技大学 +73572 "赵 + 平夏" 中北大学 +73579 朱淋 厦门华天涉外职业技术学院 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73601 华盼夏 牡丹江医学院 +73602 陈元瑶 武汉轻工大学 +73608 钱天巧。妙旋 鹰潭职业技术学院 +73627 郑友易 沈阳大学 +73629 魏冷安 昆山登云科技职业学院 +73634 魏尔芙 山东畜牧兽医职业学院 +73641 赵采绿 安徽财经大学 +73647 "李 + 念寒" 安徽工业经济职业技术学院 +73650 施天巧。妙旋 沈阳体育学院 +73655 钱沛文 沈阳理工大学 +73658 孔从灵 枣庄学院 +73678 许妙柏 新余学院 +73683 周采绿 山东城市建设职业学院 +73691 褚痴灵 潍坊工程职业学院 +73704 黄雪萍 衢州学院 +73706 陶小霜 山西体育职业学院 +73707 吕冷安 江西环境工程职业学院 +73715 何维 安徽工业大学 +73716 许春梅 常州大学 +73722 秦妙海 沈阳航空职业技术学院 +73449 孙博 中国传媒大学 +73454 魏绮菱 江西环境工程职业学院 +73456 韩幻波 抚州职业技术学院 +73458 何语蝶 安徽三联学院 +73462 孔元菱 赣南师范大学 +73469 沈秋灵 晋中学院 +73471 钱香菱 安徽体育运动职业技术学院 +73477 施翠安 沈阳体育学院 +73479 韩若婷 吉林农业科技学院 +73480 吴寒凡 商丘工学院 +73481 李雷 河南工程学院 +73486 钱冰波 河北机电职业技术学院 +73488 "华 + 谷南" 上海第二工业大学 +73492 钱安妮 赤峰工业职业技术学院 +73496 王凡之 曲阜远东职业技术学院 +73503 张平绿 泉州纺织服装职业学院 +73505 姜盼翠 山东建筑大学 +73509 孙天春 鹤壁汽车工程职业学院 +73510 "褚 + 孤风" 吕梁学院 +73511 曹之玉 福建林业职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73521 周天亦 常州工学院 +73523 周雷 上海公安学院 +73530 "郑 + 谷南" 山东外贸职业学院 +73533 何迎蓉 运城学院 +73536 "孔 + 平夏" 沈阳大学 +73541 金翠安 中央戏剧学院 +73543 华香薇 安阳职业技术学院 +73555 王青亦 河南牧业经济学院 +73562 秦士红 应天职业技术学院 +73568 冯映容 天津交通职业学院 +73577 朱从灵 内蒙古师范大学 +73580 卫梅 安徽职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73583 陈海冬 滨州医学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73592 许青亦 河南司法警官职业学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73606 魏从灵 南京邮电大学 +73610 施小珍 山东商务职业学院 +73611 蒋含卉 长春大学 +73614 沈爱童 德州学院 +73616 朱怜寒 哈尔滨学院 +73622 孔以菱 苏州工业园区服务外包职业学院 +73633 许青亦 鹤壁汽车工程职业学院 +73635 吕念烟 厦门华天涉外职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73651 孙问雁 北京联合大学 +73659 黄访琴 郑州信息科技职业学院 +73661 王晓槐 景德镇陶瓷大学 +73665 "许 + 孤风" 山东财经大学 +73670 钱幻竹 南京交通职业技术学院 +73671 杨凝芙 焦作大学 +73674 蒋飞绿 上海立达职业技术学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73679 褚涛 盘锦职业技术学院 +73681 褚小珍 石家庄理工职业学院 +73684 赵醉薇 中央美术学院 +73692 陈又晴 江西科技学院 +73696 卫海瑶 上海体育学院 +73697 郑凝阳 山东司法警官职业学院 +73700 郑凌旋 北京体育职业学院 +73705 褚凌旋 沈阳化工大学 +73709 尤妙菱 长春工程学院 +73711 杨妙柏 巢湖学院 +73712 李幻波 杭州科技职业技术学院 +73714 黄痴灵 上海出版印刷高等专科学校 +73718 华青筠 哈尔滨职业技术学院 +73723 许以菱 郑州信息科技职业学院 +73728 陶向萍 河北交通职业技术学院 +73729 朱秋灵 台州学院 +73733 孔夜安 常州纺织服装职业技术学院 +73738 秦大龙 长治学院 +73743 韩梦岚 廊坊职业技术学院 +73745 黄冬灵 华北科技学院 +73746 尤晓槐 晋中职业技术学院 +73748 陶灵竹 江西警察学院 +73896 许谷波 山西建筑职业技术学院 +73901 李访云 临沂大学 +73459 吴梅 内蒙古交通职业技术学院 +73461 李天巧。妙旋 江西中医药大学 +73463 "华 + 平夏" 北京大学 +73468 陶凌雪 河南农业职业学院 +73474 黄夜安 黑龙江农垦职业学院 +73478 张向萍 福建师范大学 +73483 陈小萱 河北软件职业技术学院 +73495 黄孤丝 山西青年职业学院 +73506 曹半雪 辽宁税务高等专科学校 +73507 姜寻南 北华大学 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73514 冯静 浙江建设职业技术学院 +73518 钱军 中央戏剧学院 +73519 秦香薇 山东华宇工学院 +73524 蒋梅 哈尔滨理工大学 +73528 姜梅 安徽理工大学 +73535 沈青亦 南京工业大学 +73537 张绮琴 山西青年职业学院 +73546 秦山柳 鲁迅美术学院 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73557 孙梅 山东体育学院 +73559 姜平春 炎黄职业技术学院 +73561 沈念烟 山东师范大学 +73575 卫凝芙 山东胜利职业学院 +73576 李靖易 内蒙古警察职业学院 +73578 王南莲 日照职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73586 李雅山 上海商学院 +73600 秦翠绿 淄博职业学院 +73605 吴天亦 赤峰职业技术学院 +73615 蒋雅彤 温州医科大学 +73619 赵绮菱 江西理工大学 +73621 吴凝阳 山东职业学院 +73624 许夏岚 黑龙江大学 +73625 韩幻竹 潍坊学院 +73632 韩曼柔 北京体育大学 +73642 卫晓凡 山西传媒学院 +73643 严映容 皖西学院 +73644 "何 + 冬云" 宁波财经学院 +73646 姜代梅 苏州高博软件技术职业学院 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73662 郑晓槐 辽宁工程职业学院 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 +73669 曹绮琴 浙江交通职业技术学院 +73675 钱凡松 太原理工大学 +73676 严幻竹 首都体育学院 +73686 何从灵 厦门兴才职业技术学院 +73687 许含卉 北京师范大学 +73689 沈凝阳 烟台职业学院 +73690 韩觅海 厦门安防科技职业学院 +73695 陈雅山 吉林警察学院 +73699 何友易 山东杏林科技职业学院 +73702 郑紫青 扬州大学 +73710 蒋夜安 金华职业技术学院 +73713 陈凌旋 泉州信息工程学院 +73717 姜海冬 大兴安岭职业学院 +73720 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辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73664 姜冰波 南阳医学高等专科学校 +73665 "许 + 孤风" 山东财经大学 +73666 周香薇 鹰潭职业技术学院 +73668 华平绿 天津财经大学 +73670 钱幻竹 南京交通职业技术学院 +73672 杨雷 安阳职业技术学院 +73673 金雷 天津冶金职业技术学院 +73674 蒋飞绿 上海立达职业技术学院 +73676 严幻竹 首都体育学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73678 许妙柏 新余学院 +73679 褚涛 盘锦职业技术学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73681 褚小珍 石家庄理工职业学院 +73682 李雅山 南昌航空大学 +73687 许含卉 北京师范大学 +73688 "陈 + 平夏" 上海出版印刷高等专科学校 +73691 褚痴灵 潍坊工程职业学院 +73692 陈又晴 江西科技学院 +73693 王淋 内蒙古丰州职业学院 +73698 何冷安 山西艺术职业学院 +73699 何友易 山东杏林科技职业学院 +73701 秦秋灵 吉林化工学院 +73704 黄雪萍 衢州学院 +73706 陶小霜 山西体育职业学院 +73708 秦寒凡 北京工商大学 +73712 李幻波 杭州科技职业技术学院 +73713 陈凌旋 泉州信息工程学院 +73715 何维 安徽工业大学 +73716 许春梅 常州大学 +73718 华青筠 哈尔滨职业技术学院 +73721 施友易 山东协和学院 +73728 陶向萍 河北交通职业技术学院 +73729 朱秋灵 台州学院 +73730 沈小萱 内蒙古民族幼儿师范高等专科学校 +73731 尤安雁 天津工程职业技术学院 +73732 李盼香 山东威海外事学院 +73735 华问雁 安徽工业大学 +73737 秦绮彤 山东外贸职业学院 +73740 华访风 青岛职业技术学院 +73741 褚寒凡 合肥学院 +73742 许以菱 福建生物工程职业技术学院 +73743 韩梦岚 廊坊职业技术学院 +73744 郑幻波 浙江育英职业技术学院 +73746 尤晓槐 晋中职业技术学院 +73748 陶灵竹 江西警察学院 +73897 韩翠绿 通辽职业学院 +73449 孙博 中国传媒大学 +73454 魏绮菱 江西环境工程职业学院 +73455 朱维 江西水利职业学院 +73459 吴梅 内蒙古交通职业技术学院 +73461 李天巧。妙旋 江西中医药大学 +73465 孔小萱 山东女子学院 +73474 黄夜安 黑龙江农垦职业学院 +73481 李雷 河南工程学院 +73482 孔含卉 黑龙江职业学院 +73487 吴紫霜 山东大学 +73489 吕天巧。妙旋 承德护理职业学院 +73490 朱妙柏 安徽中澳科技职业学院 +73492 钱安妮 赤峰工业职业技术学院 +73500 蒋翠芙 巢湖学院 +73505 姜盼翠 山东建筑大学 +73507 姜寻南 北华大学 +73512 褚映梦 九江职业大学 +73513 杨慧娟 江海职业技术学院 +73514 冯静 浙江建设职业技术学院 +73515 杨元瑶 宁波卫生职业技术学院 +73518 钱军 中央戏剧学院 +73523 周雷 上海公安学院 +73524 蒋梅 哈尔滨理工大学 +73530 "郑 + 谷南" 山东外贸职业学院 +73531 杨安雁 上饶职业技术学院 +73533 何迎蓉 运城学院 +73535 沈青亦 南京工业大学 +73536 "孔 + 平夏" 沈阳大学 +73537 张绮琴 山西青年职业学院 +73541 金翠安 中央戏剧学院 +73542 严雪枫 山东体育学院 +73543 华香薇 安阳职业技术学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73553 华雨珍 周口职业技术学院 +73557 孙梅 山东体育学院 +73561 沈念烟 山东师范大学 +73570 "吕 + 谷南" 山西戏剧职业学院 +73575 卫凝芙 山东胜利职业学院 +73576 李靖易 内蒙古警察职业学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73585 "许 + 念寒" 江西冶金职业技术学院 +73586 李雅山 上海商学院 +73587 褚维 安徽粮食工程职业学院 +73588 孔雪萍 济宁职业技术学院 +73590 吕幻柏 石家庄职业技术学院 +73595 华雨珍 安徽大学 +73600 秦翠绿 淄博职业学院 +73601 华盼夏 牡丹江医学院 +73604 冯妙春 吉林农业科技学院 +73605 吴天亦 赤峰职业技术学院 +73611 蒋含卉 长春大学 +73616 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+73508 陈晓绿 安徽审计职业学院 +73510 "褚 + 孤风" 吕梁学院 +73511 曹之玉 福建林业职业技术学院 +73512 褚映梦 九江职业大学 +73514 冯静 浙江建设职业技术学院 +73516 孔冬寒 阳泉师范高等专科学校 +73519 秦香薇 山东华宇工学院 +73520 许若婷 北京建筑大学 +73521 周天亦 常州工学院 +73522 曹半雪 北京中医药大学 +73523 周雷 上海公安学院 +73527 何友易 浙江理工大学 +73528 姜梅 安徽理工大学 +73530 "郑 + 谷南" 山东外贸职业学院 +73532 "孙 + 紫槐" 淄博职业学院 +73533 何迎蓉 运城学院 +73534 秦绮彤 泰山护理职业学院 +73538 孙梅 商丘师范学院 +73544 严秋灵 哈尔滨科学技术职业学院 +73545 金大龙 黑龙江工程学院 +73546 秦山柳 鲁迅美术学院 +73547 沈谷波 安徽黄梅戏艺术职业学院 +73548 吕香薇 苏州高博软件技术职业学院 +73550 孙凡松 南京中医药大学 +73551 沈翠容 北京农业职业学院 +73553 华雨珍 周口职业技术学院 +73555 王青亦 河南牧业经济学院 +73558 沈婧婧 天津美术学院 +73559 姜平春 炎黄职业技术学院 +73560 "朱 + 白薇" 安徽汽车职业技术学院 +73561 沈念烟 山东师范大学 +73562 秦士红 应天职业技术学院 +73563 黄博 河北建筑工程学院 +73566 严小霜 安徽新闻出版职业技术学院 +73568 冯映容 天津交通职业学院 +73569 孔念烟 安徽绿海商务职业学院 +73570 "吕 + 谷南" 山西戏剧职业学院 +73571 韩若婷 天津科技大学 +73573 沈凡松 黑龙江粮食职业学院 +73574 华爱童 廊坊师范学院 +73575 卫凝芙 山东胜利职业学院 +73578 王南莲 日照职业技术学院 +73579 朱淋 厦门华天涉外职业技术学院 +73580 卫梅 安徽职业技术学院 +73581 姜谷波 哈尔滨职业技术学院 +73582 魏觅风 济南幼儿师范高等专科学校 +73584 吕凌雪 燕京理工学院 +73588 孔雪萍 济宁职业技术学院 +73589 王又晴 中国劳动关系学院 +73590 吕幻柏 石家庄职业技术学院 +73591 杨采绿 泉州幼儿师范高等专科学校 +73593 陈觅风 沧州师范学院 +73595 华雨珍 安徽大学 +73596 "卫 + 念寒" 东北大学 +73597 李友易 长春光华学院 +73598 姜安雁 江西财经大学 +73600 秦翠绿 淄博职业学院 +73601 华盼夏 牡丹江医学院 +73602 陈元瑶 武汉轻工大学 +73605 吴天亦 赤峰职业技术学院 +73609 陈沛文 山东青年政治学院 +73611 蒋含卉 长春大学 +73613 秦雪旋 上海电力大学 +73616 朱怜寒 哈尔滨学院 +73617 褚雷 山东化工职业学院 +73618 施含卉 烟台职业学院 +73620 严冰波 福建体育职业技术学院 +73623 朱凝芙 上海海洋大学 +73625 韩幻竹 潍坊学院 +73629 魏冷安 昆山登云科技职业学院 +73630 钱映梦 承德医学院 +73631 孔幼柏 山西工商学院 +73635 吕念烟 厦门华天涉外职业技术学院 +73636 "杨 + 念寒" 石家庄职业技术学院 +73637 尤南莲 南京工业大学 +73638 黄雷 商丘职业技术学院 +73639 金慧娟 辽宁林业职业技术学院 +73640 何半安 上海立达职业技术学院 +73641 赵采绿 安徽财经大学 +73642 卫晓凡 山西传媒学院 +73645 韩冬亦 山西警官职业学院 +73648 韩觅荷 安徽工业职业技术学院 +73649 黄千凝 中央民族大学 +73652 卫安雁 日照职业技术学院 +73653 孔南莲 浙江中医药大学 +73655 钱沛文 沈阳理工大学 +73657 华念烟 浙江旅游职业学院 +73662 郑晓槐 辽宁工程职业学院 +73663 秦香薇 青岛滨海学院 +73666 周香薇 鹰潭职业技术学院 +73667 吴谷波 内蒙古工业大学 +73668 华平绿 天津财经大学 +73670 钱幻竹 南京交通职业技术学院 +73671 杨凝芙 焦作大学 +73672 杨雷 安阳职业技术学院 +73674 蒋飞绿 上海立达职业技术学院 +73677 "郑 + 紫槐" 民办万博科技职业学院 +73678 许妙柏 新余学院 +73680 尤幻柏 辽宁装备制造职业技术学院 +73684 赵醉薇 中央美术学院 +73685 郑绮琴 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湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +155717 程冰垚 湖北师范大学 +186516 谢江鸿 湖南科技大学 +198523 章楠雨 电子科技大学中山学院 +82942 王天顺 郑州升达经贸管理学院 +270899 谢文达 广东科学技术职业学院 +15399 李倩倩 湖南工业大学 +141645 大数据191蒋志旺 山东交通学院 +153100 沈佳为 湖北大学 +337537 王靖 黄冈师范学院 +364682 陈鸣坤 长沙商贸旅游职业技术学院 +377895 邓郭薇 湖南环境生物职业技术学院 +377923 刘金康 湖南环境生物职业技术学院 +153100 沈佳为 湖北大学 +44403 杨齐伍 邵阳学院 +103903 文士章 华中科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +224699 郭佳睿 晋中学院 +251409 王玉 天津科技大学 +329255 刘师杰 北京工业大学 +340254 殷明宇 阜阳师范大学 +349250 邵慈航 三峡大学 +351377 李永江 贵州财经大学信息学院 +351792 王子安 北京工业大学 +355694 尹晗 三峡大学 +9505 沈立 国防科技大学 +30552 Weijiang Hong 国防科技大学 +104604 易海波 国防科技大学 +105709 张宇欣 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +110424 文烨 湖南工业大学科技学院 +110426 孙奥 湖南工业大学科技学院 +110432 王豪 湖南工业大学科技学院 +110438 罗崇佳 湖南工业大学科技学院 +110458 陈勇 湖南工业大学科技学院 +110468 李宇 湖南工业大学科技学院 +111706 杨升 湖南工业大学 +134958 1902石溢 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 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+81153 刘兆峰 青岛科技大学 +104604 易海波 国防科技大学 +106836 胡安 国防科技大学 +111706 杨升 湖南工业大学 +257322 陈传旭 四川大学锦江学院 +257324 叶善福 四川大学锦江学院 +259731 邓榆峰 四川大学锦江学院 +262170 蒋智洋 四川大学锦江学院 +262181 张志文 四川大学锦江学院 +263895 余洪丞 四川大学锦江学院 +141645 大数据191蒋志旺 山东交通学院 +141645 大数据191蒋志旺 山东交通学院 +15399 李倩倩 湖南工业大学 +82942 王天顺 郑州升达经贸管理学院 +141645 大数据191蒋志旺 山东交通学院 +145407 张莹莹 山东交通学院 +15399 李倩倩 湖南工业大学 +44403 杨齐伍 邵阳学院 +81153 刘兆峰 青岛科技大学 +82942 王天顺 郑州升达经贸管理学院 +104646 龚梦一 国防科技大学 +105709 张宇欣 国防科技大学 +106007 张玉栋 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +141645 大数据191蒋志旺 山东交通学院 +145407 张莹莹 山东交通学院 +186516 谢江鸿 湖南科技大学 +251409 王玉 天津科技大学 +323644 吴翔 湖南环境生物职业技术学院 +323818 张建春 河南理工大学 +350927 李永辉 长治学院 +350930 刘旭宏 长治学院 +353629 刘欣玥 深圳技术大学 +377895 邓郭薇 湖南环境生物职业技术学院 +377923 刘金康 湖南环境生物职业技术学院 +378417 晋玉龙 襄阳汽车职业技术学院 +378420 崔明冲 襄阳汽车职业技术学院 +378421 杨云梅 襄阳汽车职业技术学院 +380837 徐强 襄阳汽车职业技术学院 +380853 冯俊杰 襄阳汽车职业技术学院 +380857 杨红 襄阳汽车职业技术学院 +380861 马广增 襄阳汽车职业技术学院 +380864 师润香 襄阳汽车职业技术学院 +380865 李家修 襄阳汽车职业技术学院 +380866 朱涛 襄阳汽车职业技术学院 +380870 徐梦茹 襄阳汽车职业技术学院 +380875 闵克露 襄阳汽车职业技术学院 +380878 张家乐 襄阳汽车职业技术学院 +15399 李倩倩 湖南工业大学 +30552 Weijiang Hong 国防科技大学 +44403 杨齐伍 邵阳学院 +81153 刘兆峰 青岛科技大学 +82942 王天顺 郑州升达经贸管理学院 +94742 吴为文 桂林电子科技大学 +134958 1902石溢 湖北师范大学 +135382 胡瀚中 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +141645 大数据191蒋志旺 山东交通学院 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +144714 1902温浩 湖北师范大学 +145407 张莹莹 山东交通学院 +147513 龙晨辉 湖北科技学院 +153100 沈佳为 湖北大学 +155717 程冰垚 湖北师范大学 +179412 黄婧颖 西南财经大学天府学院 +186516 谢江鸿 湖南科技大学 +198523 章楠雨 电子科技大学中山学院 +257322 陈传旭 四川大学锦江学院 +257324 叶善福 四川大学锦江学院 +259731 邓榆峰 四川大学锦江学院 +262170 蒋智洋 四川大学锦江学院 +262181 张志文 四川大学锦江学院 +262728 陈子豪 四川大学锦江学院 +263895 余洪丞 四川大学锦江学院 +270899 谢文达 广东科学技术职业学院 +272605 晋炜 四川大学锦江学院 +323644 吴翔 湖南环境生物职业技术学院 +335158 陈雷 汉江师范学院 +337537 王靖 黄冈师范学院 +354505 柯檬 三峡大学 +364493 柏雪 四川西南交通大学希望学院 +364501 liulong 西南交通大学希望学院 +364682 陈鸣坤 长沙商贸旅游职业技术学院 +364945 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+337537 王靖 黄冈师范学院 +353629 刘欣玥 深圳技术大学 +364682 陈鸣坤 长沙商贸旅游职业技术学院 +377895 邓郭薇 湖南环境生物职业技术学院 +377923 刘金康 湖南环境生物职业技术学院 +378417 晋玉龙 襄阳汽车职业技术学院 +378420 崔明冲 襄阳汽车职业技术学院 +378421 杨云梅 襄阳汽车职业技术学院 +380837 徐强 襄阳汽车职业技术学院 +380853 冯俊杰 襄阳汽车职业技术学院 +380857 杨红 襄阳汽车职业技术学院 +380861 马广增 襄阳汽车职业技术学院 +380864 师润香 襄阳汽车职业技术学院 +380865 李家修 襄阳汽车职业技术学院 +380866 朱涛 襄阳汽车职业技术学院 +380870 徐梦茹 襄阳汽车职业技术学院 +380875 闵克露 襄阳汽车职业技术学院 +380878 张家乐 襄阳汽车职业技术学院 +44403 杨齐伍 邵阳学院 +81153 刘兆峰 青岛科技大学 +94742 吴为文 桂林电子科技大学 +134958 1902石溢 湖北师范大学 +135382 胡瀚中 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +141645 大数据191蒋志旺 山东交通学院 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +144714 1902温浩 湖北师范大学 +147513 龙晨辉 湖北科技学院 +155717 程冰垚 湖北师范大学 +179412 黄婧颖 西南财经大学天府学院 +186516 谢江鸿 湖南科技大学 +198523 章楠雨 电子科技大学中山学院 +257322 陈传旭 四川大学锦江学院 +257324 叶善福 四川大学锦江学院 +259731 邓榆峰 四川大学锦江学院 +262170 蒋智洋 四川大学锦江学院 +262181 张志文 四川大学锦江学院 +262728 陈子豪 四川大学锦江学院 +263895 余洪丞 四川大学锦江学院 +270899 谢文达 广东科学技术职业学院 +272605 晋炜 四川大学锦江学院 +335158 陈雷 汉江师范学院 +354505 柯檬 三峡大学 +364493 柏雪 四川西南交通大学希望学院 +364501 liulong 西南交通大学希望学院 +364945 任旭兵 焦作大学 +372487 王新颖 西南交通大学希望学院 +9505 沈立 国防科技大学 +30552 Weijiang Hong 国防科技大学 +44403 杨齐伍 邵阳学院 +81153 刘兆峰 青岛科技大学 +104604 易海波 国防科技大学 +105709 张宇欣 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +108877 文泽州 湖南工业大学 +108899 刘俊 湖南工业大学 +110424 文烨 湖南工业大学科技学院 +110426 孙奥 湖南工业大学科技学院 +110432 王豪 湖南工业大学科技学院 +110434 肖哲 湖南工业大学科技学院 +110438 罗崇佳 湖南工业大学科技学院 +110439 刘凌志 湖南工业大学科技学院 +110448 曾玮 湖南工业大学科技学院 +110450 李呈芳 湖南工业大学科技学院 +110453 李文浩 湖南工业大学 +110458 陈勇 湖南工业大学科技学院 +110468 李宇 湖南工业大学科技学院 +111706 杨升 湖南工业大学 +134958 1902石溢 湖北师范大学 +135382 胡瀚中 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +142124 邓超 湖北师范大学 +142576 张驰 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襄阳汽车职业技术学院 +380870 徐梦茹 襄阳汽车职业技术学院 +380875 闵克露 襄阳汽车职业技术学院 +94742 吴为文 桂林电子科技大学 +108877 文泽州 湖南工业大学 +108899 刘俊 湖南工业大学 +110424 文烨 湖南工业大学科技学院 +110426 孙奥 湖南工业大学科技学院 +110432 王豪 湖南工业大学科技学院 +110434 肖哲 湖南工业大学科技学院 +110438 罗崇佳 湖南工业大学科技学院 +110439 刘凌志 湖南工业大学科技学院 +110448 曾玮 湖南工业大学科技学院 +110450 李呈芳 湖南工业大学科技学院 +110453 李文浩 湖南工业大学 +110458 陈勇 湖南工业大学科技学院 +110468 李宇 湖南工业大学科技学院 +111706 杨升 湖南工业大学 +134958 1902石溢 湖北师范大学 +135382 胡瀚中 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +144714 1902温浩 湖北师范大学 +155717 程冰垚 湖北师范大学 +299687 周有维 长沙理工大学 +82942 王天顺 郑州升达经贸管理学院 +323644 吴翔 湖南环境生物职业技术学院 +186516 谢江鸿 湖南科技大学 +323644 吴翔 湖南环境生物职业技术学院 +377895 邓郭薇 湖南环境生物职业技术学院 +377923 刘金康 湖南环境生物职业技术学院 +15399 李倩倩 湖南工业大学 +81153 刘兆峰 青岛科技大学 +82942 王天顺 郑州升达经贸管理学院 +104646 龚梦一 国防科技大学 +106007 张玉栋 国防科技大学 +141645 大数据191蒋志旺 山东交通学院 +145407 张莹莹 山东交通学院 +270899 谢文达 广东科学技术职业学院 +9505 沈立 国防科技大学 +15399 李倩倩 湖南工业大学 +30552 Weijiang Hong 国防科技大学 +44403 杨齐伍 邵阳学院 +82942 王天顺 郑州升达经贸管理学院 +104604 易海波 国防科技大学 +105709 张宇欣 国防科技大学 +106007 张玉栋 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +108877 文泽州 湖南工业大学 +108899 刘俊 湖南工业大学 +110424 文烨 湖南工业大学科技学院 +110426 孙奥 湖南工业大学科技学院 +110432 王豪 湖南工业大学科技学院 +110434 肖哲 湖南工业大学科技学院 +110438 罗崇佳 湖南工业大学科技学院 +110439 刘凌志 湖南工业大学科技学院 +110448 曾玮 湖南工业大学科技学院 +110450 李呈芳 湖南工业大学科技学院 +110453 李文浩 湖南工业大学 +110458 陈勇 湖南工业大学科技学院 +110468 李宇 湖南工业大学科技学院 +111706 杨升 湖南工业大学 +134958 1902石溢 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +141645 大数据191蒋志旺 山东交通学院 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +144714 1902温浩 湖北师范大学 +145407 张莹莹 山东交通学院 +153100 沈佳为 湖北大学 +155717 程冰垚 湖北师范大学 +186516 谢江鸿 湖南科技大学 +299687 周有维 长沙理工大学 +323644 吴翔 湖南环境生物职业技术学院 +323818 张建春 河南理工大学 +337537 王靖 黄冈师范学院 +353629 刘欣玥 深圳技术大学 +364682 陈鸣坤 长沙商贸旅游职业技术学院 +377895 邓郭薇 湖南环境生物职业技术学院 +377923 刘金康 湖南环境生物职业技术学院 +378417 晋玉龙 襄阳汽车职业技术学院 +378420 崔明冲 襄阳汽车职业技术学院 +378421 杨云梅 襄阳汽车职业技术学院 +380837 徐强 襄阳汽车职业技术学院 +380853 冯俊杰 襄阳汽车职业技术学院 +380857 杨红 襄阳汽车职业技术学院 +380861 马广增 襄阳汽车职业技术学院 +380864 师润香 襄阳汽车职业技术学院 +380865 李家修 襄阳汽车职业技术学院 +380866 朱涛 襄阳汽车职业技术学院 +380870 徐梦茹 襄阳汽车职业技术学院 +380875 闵克露 襄阳汽车职业技术学院 +380878 张家乐 襄阳汽车职业技术学院 +44403 杨齐伍 邵阳学院 +104646 龚梦一 国防科技大学 +105709 张宇欣 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +251409 王玉 天津科技大学 +323644 吴翔 湖南环境生物职业技术学院 +323818 张建春 河南理工大学 +350927 李永辉 长治学院 +350930 刘旭宏 长治学院 +353629 刘欣玥 深圳技术大学 +378417 晋玉龙 襄阳汽车职业技术学院 +378420 崔明冲 襄阳汽车职业技术学院 +378421 杨云梅 襄阳汽车职业技术学院 +380837 徐强 襄阳汽车职业技术学院 +380853 冯俊杰 襄阳汽车职业技术学院 +380857 杨红 襄阳汽车职业技术学院 +380861 马广增 襄阳汽车职业技术学院 +380864 师润香 襄阳汽车职业技术学院 +380865 李家修 襄阳汽车职业技术学院 +380866 朱涛 襄阳汽车职业技术学院 +380870 徐梦茹 襄阳汽车职业技术学院 +380875 闵克露 襄阳汽车职业技术学院 +380878 张家乐 襄阳汽车职业技术学院 +15399 李倩倩 湖南工业大学 +30552 Weijiang Hong 国防科技大学 +44403 杨齐伍 邵阳学院 +82942 王天顺 郑州升达经贸管理学院 +104646 龚梦一 国防科技大学 +105709 张宇欣 国防科技大学 +106624 李新元 国防科技大学 +106836 胡安 国防科技大学 +108877 文泽州 湖南工业大学 +108899 刘俊 湖南工业大学 +110424 文烨 湖南工业大学科技学院 +110426 孙奥 湖南工业大学科技学院 +110432 王豪 湖南工业大学科技学院 +110434 肖哲 湖南工业大学科技学院 +110438 罗崇佳 湖南工业大学科技学院 +110439 刘凌志 湖南工业大学科技学院 +110448 曾玮 湖南工业大学科技学院 +110450 李呈芳 湖南工业大学科技学院 +110453 李文浩 湖南工业大学 +110458 陈勇 湖南工业大学科技学院 +110468 李宇 湖南工业大学科技学院 +111706 杨升 湖南工业大学 +134958 1902石溢 湖北师范大学 +135397 1902邹光普 湖北师范大学 +136074 1902胡世豪 湖北师范大学 +138089 1902朱易文 湖北师范大学 +138764 唐文霞 湖北师范大学 +138776 1902刘贝宁 湖北师范大学 +139371 王佳 湖北师范大学 +139373 汤智豪 湖北师范大学 +139401 汪琪 湖北师范大学 +139411 翟冠琪 湖北师范大学 +139460 李坤鹏 湖北师范大学 +139549 毛韶宇 湖北师范大学 +141645 大数据191蒋志旺 山东交通学院 +142124 邓超 湖北师范大学 +142576 张驰 湖北师范大学 +143700 孙钰清 湖北师范大学 +144714 1902温浩 湖北师范大学 +145407 张莹莹 山东交通学院 +153100 沈佳为 湖北大学 +155717 程冰垚 湖北师范大学 +251409 王玉 天津科技大学 +299687 周有维 长沙理工大学 +323644 吴翔 湖南环境生物职业技术学院 +323818 张建春 河南理工大学 +350927 李永辉 长治学院 +350930 刘旭宏 长治学院 +353629 刘欣玥 深圳技术大学 +378417 晋玉龙 襄阳汽车职业技术学院 +378420 崔明冲 襄阳汽车职业技术学院 +378421 杨云梅 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b/user_portrait_analysis/user_label_analysis/data_process.py @@ -0,0 +1,153 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +import pickle +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import data_before_days +from config import activity_analysis_path +from config import contribution_analysis_path +from config import user_label_analysis_path +from config import learning_ability_analysis_path +from config import professional_ability_analysis_path +from config import programming_ability_analysis_path + +maplist = { + "上海":"华东", + "江苏":"华东", + "浙江":"华东", + "安徽":"华东", + "福建":"华东", + "江西":"华东", + "山东":"华东", + "台湾":"华东", + "北京":"华北", + "天津":"华北", + "河北":"华北", + "山西":"华北", + "内蒙古":"华北", + "广东":"华南", + "广西":"华南", + "海南":"华南", + "香港":"华南", + "澳门":"华南", + "河南":"华中", + "湖北":"华中", + "湖南":"华中", + "陕西":"西北", + "甘肃":"西北", + "青海":"西北", + "宁夏":"西北", + "新疆":"西北" +} +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户标签数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT id, name, province + FROM schools + """ + + data_schools = pd.read_sql(sql_text1, con=sql_conn) + data_schools.to_csv( user_label_analysis_path + 'data/schools.csv', index=False, header=True, sep='\t') + logger.info("用户标签数据1下载完毕，共" + str(data_schools.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT user_id,username,school_name + FROM subject_user_infos + """ + + data_user_infos = pd.read_sql(sql_text2, con=sql_conn) + data_user_infos.to_csv(user_label_analysis_path + 'data/subject_user_infos.csv', index=False, header=True, sep='\t') + logger.info( + "用户标签数据2下载完毕，共" + str(data_user_infos.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理用户标签数据 + """ + # 提取学校数据并将学校所在地区的分区标上 + data_school = pd.read_csv(user_label_analysis_path + 'data/schools.csv', sep='\t') + data_school = data_school[['id', 'name', 'province']] + data_school = data_school.dropna() + data_school['area'] = data_school['province'].map(maplist) + + data_user_infos = pd.read_csv(user_label_analysis_path + 'data/subject_user_infos.csv', sep='\t') + data_user_infos = data_user_infos[['user_id', 'username', 'school_name']] + data_user_infos = data_user_infos.drop_duplicates(subset='user_id') + + return data_school, data_user_infos + + +def get_label_data(): + """ + 生成用户排序数据 + """ + data_school, data_user_infos = read_action_data() + # 提取之前所有用户各项指标的得分 + user_activity_dict = pickle.load(open(activity_analysis_path + 'results/user_activity_dict.pkl', 'rb')) + user_contribution_dict = pickle.load(open(contribution_analysis_path + 'results/user_contribution_dict.pkl', 'rb')) + user_learning_ability_dict = pickle.load( + open(learning_ability_analysis_path + 'results/user_learning_ability_dict.pkl', 'rb')) + user_professional_ability_dict = pickle.load( + open(professional_ability_analysis_path + 'results/user_professional_ability_dict.pkl', 'rb')) + user_programming_ability_dict = pickle.load( + open(programming_ability_analysis_path + 'results/user_programming_ability_dict.pkl', 'rb')) + + df_user_activity = pd.DataFrame.from_dict(user_activity_dict, orient='index', columns=['activity']) + df_user_activity = df_user_activity.reset_index() + df_user_activity = df_user_activity.rename(columns={'index': 'user_id'}) + + df_user_contribution = pd.DataFrame.from_dict(user_contribution_dict, orient='index', columns=['contribution']) + df_user_contribution = df_user_contribution.reset_index() + df_user_contribution = df_user_contribution.rename(columns={'index': 'user_id'}) + + df_learning_ability = pd.DataFrame.from_dict(user_learning_ability_dict, orient='index', + columns=['learning_ability']) + df_learning_ability = df_learning_ability.reset_index() + df_learning_ability = df_learning_ability.rename(columns={'index': 'user_id'}) + + df_professional_ability = pd.DataFrame.from_dict(user_professional_ability_dict, orient='index', + columns=['professional_ability']) + df_professional_ability = df_professional_ability.reset_index() + df_professional_ability = df_professional_ability.rename(columns={'index': 'user_id'}) + + df_programming_ability = pd.DataFrame.from_dict(user_programming_ability_dict, orient='index', + columns=['programming_ability']) + df_programming_ability = df_programming_ability.reset_index() + df_programming_ability = df_programming_ability.rename(columns={'index': 'user_id'}) + + # 将未统计到用户得分的项目都给他打1分 + df_merge = pd.merge(df_user_activity, df_user_contribution, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_learning_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_professional_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_programming_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + return df_merge, data_school, data_user_infos + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/user_label_analysis/data_process_jw.py b/user_portrait_analysis/user_label_analysis/data_process_jw.py new file mode 100644 index 0000000..1dc9c39 --- /dev/null +++ b/user_portrait_analysis/user_label_analysis/data_process_jw.py @@ -0,0 +1,170 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +import pickle +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import data_before_days +from config import activity_analysis_path +from config import contribution_analysis_path +from config import user_label_analysis_path +from config import learning_ability_analysis_path +from config import professional_ability_analysis_path +from config import programming_ability_analysis_path + +maplist = { + "上海":"华东", + "江苏":"华东", + "浙江":"华东", + "安徽":"华东", + "福建":"华东", + "江西":"华东", + "山东":"华东", + "台湾":"华东", + "北京":"华北", + "天津":"华北", + "河北":"华北", + "山西":"华北", + "内蒙古":"华北", + "广东":"华南", + "广西":"华南", + "海南":"华南", + "香港":"华南", + "澳门":"华南", + "河南":"华中", + "湖北":"华中", + "湖南":"华中", + "陕西":"西北", + "甘肃":"西北", + "青海":"西北", + "宁夏":"西北", + "新疆":"西北" +} +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户标签数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + select + t1.id, + t1.name, + t1.province + from + schools t1 + left join user_extensions t2 on t1.id = t2.school_id + left join users t3 on t2.user_id = t3.id + where + DATE_FORMAT(t3.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + and t1.province is not null + and t1.province != '' + """ + + data_schools = pd.read_sql(sql_text1, con=sql_conn) + data_schools.to_csv( user_label_analysis_path + 'data/schools.csv', index=False, header=True, sep='\t') + logger.info("用户标签数据1下载完毕，共" + str(data_schools.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT + user_id, + username, + school_name + FROM + subject_user_infos t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + WHERE + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_user_infos = pd.read_sql(sql_text2, con=sql_conn) + data_user_infos.to_csv(user_label_analysis_path + 'data/subject_user_infos.csv', index=False, header=True, sep='\t') + logger.info( + "用户标签数据2下载完毕，共" + str(data_user_infos.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + +def read_action_data(): + """ + 处理用户标签数据 + """ + # 提取学校数据并将学校所在地区的分区标上 + data_school = pd.read_csv(user_label_analysis_path + 'data/schools.csv', sep='\t') + data_school = data_school[['id', 'name', 'province']] + data_school = data_school.dropna() + data_school['area'] = data_school['province'].map(maplist) + + data_user_infos = pd.read_csv(user_label_analysis_path + 'data/subject_user_infos.csv', sep='\t') + data_user_infos = data_user_infos[['user_id', 'username', 'school_name']] + data_user_infos = data_user_infos.drop_duplicates(subset='user_id') + + return data_school, data_user_infos + + +def get_label_data(): + """ + 生成用户排序数据 + """ + data_school, data_user_infos = read_action_data() + # 提取之前所有用户各项指标的得分 + user_activity_dict = pickle.load(open(activity_analysis_path + 'results/user_activity_dict.pkl', 'rb')) + user_contribution_dict = pickle.load(open(contribution_analysis_path + 'results/user_contribution_dict.pkl', 'rb')) + user_learning_ability_dict = pickle.load( + open(learning_ability_analysis_path + 'results/user_learning_ability_dict.pkl', 'rb')) + user_professional_ability_dict = pickle.load( + open(professional_ability_analysis_path + 'results/user_professional_ability_dict.pkl', 'rb')) + user_programming_ability_dict = pickle.load( + open(programming_ability_analysis_path + 'results/user_programming_ability_dict.pkl', 'rb')) + + df_user_activity = pd.DataFrame.from_dict(user_activity_dict, orient='index', columns=['activity']) + df_user_activity = df_user_activity.reset_index() + df_user_activity = df_user_activity.rename(columns={'index': 'user_id'}) + + df_user_contribution = pd.DataFrame.from_dict(user_contribution_dict, orient='index', columns=['contribution']) + df_user_contribution = df_user_contribution.reset_index() + df_user_contribution = df_user_contribution.rename(columns={'index': 'user_id'}) + + df_learning_ability = pd.DataFrame.from_dict(user_learning_ability_dict, orient='index', + columns=['learning_ability']) + df_learning_ability = df_learning_ability.reset_index() + df_learning_ability = df_learning_ability.rename(columns={'index': 'user_id'}) + + df_professional_ability = pd.DataFrame.from_dict(user_professional_ability_dict, orient='index', + columns=['professional_ability']) + df_professional_ability = df_professional_ability.reset_index() + df_professional_ability = df_professional_ability.rename(columns={'index': 'user_id'}) + + df_programming_ability = pd.DataFrame.from_dict(user_programming_ability_dict, orient='index', + columns=['programming_ability']) + df_programming_ability = df_programming_ability.reset_index() + df_programming_ability = df_programming_ability.rename(columns={'index': 'user_id'}) + + # 将未统计到用户得分的项目都给他打1分 + df_merge = pd.merge(df_user_activity, df_user_contribution, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_learning_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_professional_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + df_merge = pd.merge(df_merge, df_programming_ability, on='user_id', how='outer') + df_merge = df_merge.fillna(1) + + return df_merge, data_school, data_user_infos + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/user_label_analysis/doc/用户排序分析模型实现方案V1.0.docx b/user_portrait_analysis/user_label_analysis/doc/用户排序分析模型实现方案V1.0.docx new file mode 100644 index 0000000000000000000000000000000000000000..e64669a2e3c7988ed6d756d1796e16cf26acde7f GIT binary patch literal 1436275 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['activity', 'contribution', 'learning_ability', 'professional_ability', 'programming_ability']].sum(1) + q = pd.cut(data.label, 4, labels=[1, 2, 3, 4]) + data['label'] = q + + ''' + 此处为另一种思路的代码，采用k_means聚类 + ''' + # cluster = data[['activity','contribution','learning_ability','professional_ability','programming_ability']] + # kmeans = KMeans(n_clusters=5, random_state=0).fit(cluster) + # data["label"] = kmeans.labels_ + 1 + + # 将用户 5 个维度的数据作为特征，上面切分的类别作为标签送入排序模型进行训练然后到处预测结果 + rank_model = RankNet.RankNet() + X = np.array(data.iloc[:, 1:6].values) + y = np.array(data.iloc[:, -1].values) + rank_model.fit(X, y) + user_rank = rank_model.predict(X) + + # 根据预测结果将分值转化为排名 + ranks_ = [] + for i in range(len(user_rank)): + ranks_.append(user_rank[i][0]) + ranks1 = pd.Series(ranks_, data.index) + data['RankNet_predict_value'] = ranks1 + + # 根据排名将用户设置为4种类型：'学习懒散型', '学习进步型', '学习优秀型', '学霸型' + data = data.sort_values(by='RankNet_predict_value', ascending=False) + data['rank'] = data['RankNet_predict_value'].rank(ascending=False, method='min') + data['rank'] = data['rank'].astype('float').astype('int') + data = data.reset_index(drop=True) + data['index'] = data.index + data['final_label'] = data['index'].apply(lambda x: iflabel(x, data)) + data.drop('index', axis=1, inplace=True) + + # 提取用户 id ,姓名，学校，地区 + data_user_info_1 = pd.merge(data, data_user, on='user_id') + data_user_info_2 = data_shool[['name', 'area']] + data_user_info_2 = data_user_info_2.rename(columns={'name': 'school_name'}) + data_user_infos = pd.merge(data_user_info_1, data_user_info_2, on='school_name') + + # 根据所属地区，将每个地区的用户的排名 + areas = list(data_user_infos.area.unique()) + df_area_rank = data_user_infos.copy() + df_area_rank['area_rank'] = 0 + df_area_rank = df_area_rank.drop(df_area_rank.index[0:len(df_area_rank)], 0) + for area in areas: + df_user_copy = data_user_infos[data_user_infos.area == area].copy() + df_user_copy['area_rank'] = df_user_copy['RankNet_predict_value'].rank(ascending=False, method='min') + df_user_copy['area_rank'] = df_user_copy['area_rank'].astype('int') + df_area_rank = pd.concat([df_user_copy, df_area_rank]) + + # 根据学校名称，将每个学校的用户进行内部排名 + schools = list(data_user_infos.school_name.unique()) + df_school_rank = df_area_rank.copy() + df_school_rank['school_rank'] = 0 + df_school_rank = df_school_rank.drop(df_school_rank.index[0:len(df_school_rank)], 0) + for school in schools: + df_school_copy = df_area_rank[df_area_rank.school_name == school].copy() + df_school_copy['school_rank'] = df_school_copy['RankNet_predict_value'].rank(ascending=False, method='min') + df_school_copy['school_rank'] = df_school_copy['school_rank'].astype('int') + df_school_rank = pd.concat([df_school_copy, df_school_rank]) + + # 将用户 id ，全国排名，标签，地区排名和学校排名提取并且保存 + result_csv = df_school_rank[['user_id', + 'rank', + 'final_label', + 'area_rank', + 'school_rank']] + + df_school_rank.to_csv(user_label_analysis_path + 'results/user_label_analysis.csv',columns=["user_id","activity" + ,"contribution","learning_ability","professional_ability","programming_ability","label","RankNet_predict_value","rank", + "final_label","username","school_name"]) + + + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['rank'] = result_csv['rank'].astype(int) + result_csv['area_rank'] = result_csv['area_rank'].astype(int) + result_csv['school_rank'] = result_csv['school_rank'].astype(int) + + results_dict_rank = dict(zip(result_csv['user_id'], result_csv['rank'])) + results_dict_area_rank = dict(zip(result_csv['user_id'], result_csv['area_rank'])) + results_dict_school_rank = dict(zip(result_csv['user_id'], result_csv['school_rank'])) + results_dict_label = dict(zip(result_csv['user_id'], result_csv['final_label'])) + + # # 保存模型和结果 + pickle.dump(rank_model, open(user_label_analysis_path + 'results/user_label_rankmodel_dict.pkl', 'wb')) + pickle.dump(results_dict_rank, open(user_label_analysis_path + 'results/user_rank_dict.pkl', 'wb')) + pickle.dump(results_dict_area_rank, open(user_label_analysis_path + 'results/user_area_rank_dict.pkl', 'wb')) + pickle.dump(results_dict_school_rank, open(user_label_analysis_path + 'results/user_school_rank_dict.pkl', 'wb')) + pickle.dump(results_dict_label, open(user_label_analysis_path + 'results/user_label_dict.pkl', 'wb')) + logger.info('用户排序模型训练完成') + + return results_dict_rank, results_dict_area_rank, results_dict_school_rank, results_dict_label + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/utils.py b/user_portrait_analysis/utils.py new file mode 100644 index 0000000..52a3556 --- /dev/null +++ b/user_portrait_analysis/utils.py @@ -0,0 +1,66 @@ +import os +import logging +import random +import torch +import numpy as np +import datetime + + +def create_logger(log_path): + """ + 将日志输出到日志文件和控制台 + """ + logger = logging.getLogger(__name__) + logger.setLevel(logging.INFO) + + formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s') + + # 创建一个handler，用于写入日志文件 + file_handler = logging.FileHandler(filename=log_path) + file_handler.setFormatter(formatter) + file_handler.setLevel(logging.INFO) + if file_handler not in logger.handlers: + logger.addHandler(file_handler) + + # 创建一个handler，用于将日志输出到控制台 + console = logging.StreamHandler() + console.setLevel(logging.DEBUG) + console.setFormatter(formatter) + if console not in logger.handlers: + logger.addHandler(console) + + return logger + +def get_file_name(fname): + """ + 获取文件名 + """ + return os.path.split(fname)[-1].split(".")[0] + +def get_file_size(fname): + """ + 获取文件大小MB + """ + fsize = os.path.getsize(fname) + fsize = fsize/float(1024 * 1024) + return round(fsize, 2) + +def set_seed(seed): + """ + 设置随机数种子 + """ + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + if torch.cuda.is_available(): + torch.cuda.manual_seed_all(seed) + +def get_before_date(n): + """ + 获取前N天的日期 + """ + today = datetime.datetime.now() + # 计算偏移量 + offset = datetime.timedelta(days=-n) + re_date = (today + offset).strftime('%Y-%m-%d') + return re_date \ No newline at end of file diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..7584d7b --- /dev/null +++ b/utils.py @@ -0,0 +1,74 @@ +import os +import logging +import datetime +import psycopg2 +import calendar + + +def create_logger(log_path): + """ + 将日志输出到日志文件和控制台 + """ + logger = logging.getLogger(__name__) + logger.setLevel(logging.INFO) + + formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s') + + # 创建一个handler，用于写入日志文件 + file_handler = logging.FileHandler(filename=log_path) + file_handler.setFormatter(formatter) + file_handler.setLevel(logging.INFO) + if file_handler not in logger.handlers: + logger.addHandler(file_handler) + + # 创建一个handler，用于将日志输出到控制台 + console = logging.StreamHandler() + console.setLevel(logging.DEBUG) + console.setFormatter(formatter) + if console not in logger.handlers: + logger.addHandler(console) + + return logger + + + +def get_conn(): + from config import host, port, database, user, passwd + conn_string = "host=" + host + " port=" + str(port) + " dbname=" + database + " user=" + user + " password=" + passwd + conn = psycopg2.connect(conn_string) + return conn + + +def get_month_date(year, month): + date_list = [] + for i in range(calendar.monthrange(year, month)[1] + 1)[1:]: + str1 = str(year) + '-' + str("%02d" % month) + '-' + str("%02d" % i) + date_list.append(str1) + return date_list + + +def get_file_name(fname): + """ + 获取文件名 + """ + return os.path.split(fname)[-1].split(".")[0] + + +def get_file_size(fname): + """ + 获取文件大小MB + """ + fsize = os.path.getsize(fname) + fsize = fsize/float(1024 * 1024) + return round(fsize, 2) + + +def get_before_date(n): + """ + 获取前N天的日期 + """ + today = datetime.datetime.now() + # 计算偏移量 + offset = datetime.timedelta(days=-n) + re_date = (today + offset).strftime('%Y-%m-%d') + return re_date \ No newline at end of file

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b/user_portrait_analysis/learning_ability_analysis/predict.py @@ -0,0 +1,22 @@ +import pickle +from config import logger +from config import test_user_id +from config import learning_ability_analysis_path + +logger.info('加载用户学习能力字典') +user_learning_ability_dict = pickle.load(open(learning_ability_analysis_path + 'results/user_learning_ability_dict.pkl', 'rb')) + +def user_learning_ability(user_id): + """ + 用户学习能力预测 + """ + if user_id not in user_learning_ability_dict: + result = -1 + else: + result = user_learning_ability_dict[user_id] + + return result + +if __name__ == '__main__': + result = user_learning_ability(user_id=test_user_id) + print('用户ID：', test_user_id, '学习能力：', result) \ No newline at end of file diff --git a/user_portrait_analysis/learning_ability_analysis/results/README.md b/user_portrait_analysis/learning_ability_analysis/results/README.md new file mode 100644 index 0000000..126db85 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/results/README.md @@ -0,0 +1,2 @@ +## 这里面存放模型训练结果 + diff --git a/user_portrait_analysis/learning_ability_analysis/train.py b/user_portrait_analysis/learning_ability_analysis/train.py new file mode 100644 index 0000000..d025187 --- /dev/null +++ b/user_portrait_analysis/learning_ability_analysis/train.py @@ -0,0 +1,72 @@ +import os +import pandas as pd +import pickle +from sklearn.cluster import KMeans +from config import logger +from config import RANDOM_SEED +from data_process import get_learn_data +from config import learning_ability_analysis_path + +def iflabel(x): + if x == 4: + return 5 + elif x == 3: + return 4 + elif x == 2: + return 3 + elif x == 1: + return 2 + elif x == 0: + return 1 +def train(): + """ + 用户学习能力模型训练 + """ + logger.info + logger.info('开始训练用户学习能力分析模型...') + + data = get_learn_data() + # 根据观看视频个数，作业，作业分数，考试分数进行聚类 + df_cluster = data[['user_id', 'watch', 'work', 'final_score', 'score']] + kmeans_model = KMeans(n_clusters=8, random_state=RANDOM_SEED).fit(df_cluster) + df_cluster["label"] = kmeans_model.labels_ + df_mean = df_cluster[['watch', 'work', 'final_score', 'score', 'label']].groupby("label").agg("mean") + + # 这里使用先计算均值再计算分数 + # 将每一个指标计算均值，超多均值得1分，未超过得0分 + df_mean["IFWA"] = df_mean["watch"].apply(lambda x: 1 if x > df_mean["watch"].mean() else 0) + df_mean["IFWO"] = df_mean["work"].apply(lambda x: 1 if x > df_mean["work"].mean() else 0) + df_mean["IFF"] = df_mean["final_score"].apply(lambda x: 1 if x > df_mean["final_score"].mean() else 0) + df_mean["IFS"] = df_mean["score"].apply(lambda x: 1 if x > df_mean["score"].mean() else 0) + + # 将各项指标分数求和汇总然后根据打分函数进行打分 + df_mean["temp"] = df_mean["IFWA"] + df_mean["IFWO"] + df_mean["IFF"] + df_mean["IFS"] + df_mean["label"] = df_mean["temp"].apply(lambda x: iflabel(x)) + + # 这里使用聚类在进行打分 + # 和上面进行相同的操作，最后返回每个用户的学习能力分数 + df_cluster["IFWA"] = df_cluster["watch"].apply(lambda x: 1 if x > df_mean["watch"].mean() else 0) + df_cluster["IFWO"] = df_cluster["work"].apply(lambda x: 1 if x > df_mean["work"].mean() else 0) + df_cluster["IFF"] = df_cluster["final_score"].apply(lambda x: 1 if x > df_mean["final_score"].mean() else 0) + df_cluster["IFS"] = df_cluster["score"].apply(lambda x: 1 if x > df_mean["score"].mean() else 0) + df_cluster["temp"] = df_cluster["IFWA"] + df_cluster["IFWO"] + df_cluster["IFF"] + df_cluster["IFS"] + df_cluster["label"] = df_cluster["temp"].apply(lambda x: iflabel(x)) + + # 将用户 id 和学习能力提取出来保存 + result = df_cluster[['label']] + result_csv = pd.DataFrame(list(result.index), index=range(len(list(result.index))), columns=['user_id']) + result_csv['learning_ability'] = list(result.values.reshape(1, len(list(result.index)))[0]) + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['learning_ability'] = result_csv['learning_ability'].astype(int) + results_dict = dict(zip(result_csv['user_id'], result_csv['learning_ability'])) + + # 保存模型和结果 + pickle.dump(kmeans_model, open(learning_ability_analysis_path + 'results/user_learning_ability_model.pkl', 'wb')) + pickle.dump(results_dict, open(learning_ability_analysis_path + 'results/user_learning_ability_dict.pkl', 'wb')) + + logger.info('用户学习能力分析模型训练完成') + + return results_dict + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/professional_ability_analysis/data/README.md b/user_portrait_analysis/professional_ability_analysis/data/README.md new file mode 100644 index 0000000..6264ece --- /dev/null +++ b/user_portrait_analysis/professional_ability_analysis/data/README.md @@ -0,0 +1,2 @@ +## 这里面存放的是数据 + diff --git a/user_portrait_analysis/professional_ability_analysis/data_process.py b/user_portrait_analysis/professional_ability_analysis/data_process.py new file mode 100644 index 0000000..543a367 --- /dev/null +++ b/user_portrait_analysis/professional_ability_analysis/data_process.py @@ -0,0 +1,146 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from utils import get_before_date +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from config import professional_ability_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户专业知识好数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT id,name + FROM repertoires + """ + + data_repertoires = pd.read_sql(sql_text1, con=sql_conn) + data_repertoires.to_csv(professional_ability_analysis_path + 'data/repertoires.csv', index=False, header=True, sep='\t') + + logger.info("用户专业知识能力数据1数据下载完毕，共" + str(data_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT id,shixun_id,user_id,score + FROM challenges + """ + + data_challenges = pd.read_sql(sql_text2, con=sql_conn) + data_challenges.to_csv(professional_ability_analysis_path + 'data/challenges.csv', index=False, header=True, sep='\t') + + logger.info( + "用户专业知识能力数据2下载完毕，共" + str(data_challenges.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text3 = f""" + SELECT shixun_id,tag_repertoire_id + FROM shixun_tag_repertoires + """ + + data_shixun_tag_repertoires = pd.read_sql(sql_text3, con=sql_conn) + data_shixun_tag_repertoires.to_csv(professional_ability_analysis_path + 'data/shixun_tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户专业知识能力数据3下载完毕，共" + str(data_shixun_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text4 = f""" + SELECT id,sub_repertoire_id + FROM tag_repertoires + """ + + data_tag_repertoires = pd.read_sql(sql_text4, con=sql_conn) + data_tag_repertoires.to_csv(professional_ability_analysis_path + 'data/tag_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户专业知识能力数据4下载完毕，共" + str(data_tag_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text5 = f""" + SELECT id,repertoire_id + FROM sub_repertoires + """ + + data_sub_repertoires = pd.read_sql(sql_text5, con=sql_conn) + data_sub_repertoires.to_csv(professional_ability_analysis_path + 'data/sub_repertoires.csv', index=False, header=True, sep='\t') + + logger.info( + "用户专业知识能力数据5下载完毕，共" + str(data_sub_repertoires.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理用户专业知识能力数据 + """ + data_repertoires= pd.read_csv(professional_ability_analysis_path + 'data/repertoires.csv', sep='\t') + data_repertoires = data_repertoires[['id', 'name']] + data_repertoires = data_repertoires.rename(columns={'id': 'repertoire_id'}) + + data_challenges = pd.read_csv(professional_ability_analysis_path + 'data/challenges.csv', sep='\t') + data_challenges = data_challenges[['user_id', 'id', 'shixun_id', 'score']] + data_challenges = data_challenges.rename(columns={'id': 'challenge_id'}) + data_challenges = data_challenges[['user_id', 'shixun_id', 'score']] + + data_shixun_tag_repertoires = pd.read_csv(professional_ability_analysis_path + 'data/shixun_tag_repertoires.csv', sep='\t') + data_shixun_tag_repertoires = data_shixun_tag_repertoires[['shixun_id', 'tag_repertoire_id']] + data_shixun_tag_repertoires = data_shixun_tag_repertoires.dropna() + + data_tag_repertoires = pd.read_csv(professional_ability_analysis_path + 'data/tag_repertoires.csv', sep='\t') + data_tag_repertoires = data_tag_repertoires[['id', 'sub_repertoire_id']] + data_tag_repertoires = data_tag_repertoires.rename(columns={'id': 'tag_repertoire_id'}) + + data_sub_repertoires = pd.read_csv(professional_ability_analysis_path + 'data/sub_repertoires.csv', sep='\t') + data_sub_repertoires = data_sub_repertoires[['id', 'repertoire_id']] + data_sub_repertoires = data_sub_repertoires.rename(columns={'id': 'sub_repertoire_id'}) + + return data_repertoires,data_challenges,data_shixun_tag_repertoires,data_tag_repertoires,data_sub_repertoires + + +def get_profession_data(): + """ + 生成用户专业知识能力数据 + """ + # 提取用户实训进行搜索，将用户所做实训的大类挑选出来 + data_repertoires, data_challenges, data_shixun_tag_repertoires, data_tag_repertoires, data_sub_repertoires = read_action_data() + data_merge_1 = pd.merge(data_shixun_tag_repertoires, data_tag_repertoires, on='tag_repertoire_id') + data_merge_1 = data_merge_1[['shixun_id', 'sub_repertoire_id']] + data_merge_2 = pd.merge(data_merge_1, data_sub_repertoires, on='sub_repertoire_id') + data_merge_2 = data_merge_2[['shixun_id', 'repertoire_id']] + data_merge_3 = pd.merge(data_challenges, data_merge_2, on='shixun_id') + data_merge_3 = data_merge_3[['user_id', 'score', 'repertoire_id']] + cols1 = list(set(list(data_merge_3.repertoire_id.values))) + cols2 = list(data_repertoires.repertoire_id.values) + cols3 = list(set(cols1).union(set(cols2))) + data = data_merge_3.pivot_table(index='user_id', columns='repertoire_id', values='score', aggfunc='sum').fillna(0) + + # 根据用户在每个专业类别的得分给用户在每个专业的能力进行打分 + for col in list(data.columns): + data.sort_values(by=col, ascending=False) + data[col] = data[col].rank(ascending=1, method='first') + data[col] = data[col] / data[col].max() + q = pd.cut(data[col], 10, labels=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]) + data[col] = q + + # 数据库更新时，专业表的名称会增删，此处将删掉的专业列删掉，新增的专业加上去 + for i in range(len(cols1)): + cols3.remove(cols1[i]) + for i in cols3: + data[i] = 0 + return data, data_repertoires + +if __name__ == '__main__': + + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) \ No newline at end of file diff --git a/user_portrait_analysis/professional_ability_analysis/doc/用户专业能力分析模型实现方案V1.0.docx 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z5g~s>G_*XBs8velivvXQg=-JXR#gZxvct=W-p4A%V7g z?4ep%wb|vYVVFo=-`>e|G0yu>GKTCY+T$`jOAawMXLE#Tu~|3IX*e`T zYq2aQ%(D%!AZ0&U%<2l)zC$TyDVUKo7K@t%KgM1jP#{}*Jow3Oo%@1{az#9)Tv0Px z13gG-Mq|2jzKUzurj$&_%WcLQCAFoL69BtDjQ{8|sC))zSm>GAXvjHQ=vk}%dOk^s{*wSd z5~uD043q$SNU($a+c62wTGX)8GqGl%|MmSlP~W#&?lZXMPVnOp?{6>w;FlZzV^zYx z(BLkPttnWDU#89L`#budos7Su-4FhT{Z;C}##sBM%0 literal 0 HcmV?d00001 diff --git a/user_portrait_analysis/activity_analysis/predict.py b/user_portrait_analysis/activity_analysis/predict.py new file mode 100644 index 0000000..f79118b --- /dev/null +++ b/user_portrait_analysis/activity_analysis/predict.py @@ -0,0 +1,22 @@ +import pickle +from config import logger +from config import test_user_id +from config import activity_analysis_path + +logger.info('加载用户活跃度字典') +user_activity_dict = pickle.load(open(activity_analysis_path + 'results/user_activity_dict.pkl', 'rb')) + +def user_activity_predict(user_id): + """ + 用户活跃度预测 + """ + if user_id not in user_activity_dict: + result = -1 + else: + result = user_activity_dict[user_id] + + return result + +if __name__ == '__main__': + result = user_activity_predict(user_id=test_user_id) + print('用户ID：', test_user_id, '贡献度：', result) \ No newline at end of file diff --git a/user_portrait_analysis/activity_analysis/results/README.md b/user_portrait_analysis/activity_analysis/results/README.md new file mode 100644 index 0000000..ffde05e --- /dev/null +++ b/user_portrait_analysis/activity_analysis/results/README.md @@ -0,0 +1,2 @@ +## 这里存放模型的训练结果 + diff --git a/user_portrait_analysis/activity_analysis/train.py b/user_portrait_analysis/activity_analysis/train.py new file mode 100644 index 0000000..3ed29d8 --- /dev/null +++ b/user_portrait_analysis/activity_analysis/train.py @@ -0,0 +1,80 @@ +import os +import pandas as pd +import pickle +from sklearn.cluster import KMeans +from config import logger +from config import RANDOM_SEED +from data_process import get_rfm_data +from config import activity_analysis_path + +def iflabel(x): + if x == "高高高": + return 5 + elif x == "高低高": + return 4 + elif x == "高高低": + return 4 + elif x == "高低低": + return 3 + elif x == "低高高": + return 4 + elif x == "低低高": + return 2 + elif x == "低高低": + return 2 + elif x == "低低低": + return 1 + +def train(): + """ + 用户活跃度分析模型训练 + """ + logger.info('开始训练用户活跃度分析模型...') + + df_rfm = get_rfm_data() + rfm_cluster = df_rfm.copy() + # 根据 R,F,M 值将所有数据分为 8 类 + Cluster = df_rfm[["R","F","M"]].values + kmeans_model = KMeans(n_clusters=8, random_state=RANDOM_SEED).fit(Cluster) + + rfm_cluster["label"] = kmeans_model.labels_ + + # 此处计算均值 RFM 模型，每个用户的R、F、M值同总体均值进行比较，比均值高的就为“高”，低的就标明“低”，然后通过三个指标的高低来打标签。 + df_rfm_mean = rfm_cluster[["label","R","F","M"]].groupby("label").agg("mean") + df_rfm_mean["IFR"] = df_rfm_mean["R"].apply(lambda x: "高" if x > df_rfm_mean["R"].mean() else "低") + df_rfm_mean["IFF"] = df_rfm_mean["F"].apply(lambda x: "高" if x > df_rfm_mean["F"].mean() else "低") + df_rfm_mean["IFM"] = df_rfm_mean["M"].apply(lambda x: "高" if x > df_rfm_mean["M"].mean() else "低") + + #方法和上面一样，#将三个指标合并起来，生成临时列temp，表示RFM综合指标 + df_rfm_mean["temp"] = df_rfm_mean["IFR"] +df_rfm_mean["IFF"]+df_rfm_mean["IFM"] + # 对指标进行综合判断 + df_rfm_mean["label"] = df_rfm_mean["temp"].apply(lambda x: iflabel(x)) + # 此处在使用聚类RFM模型，比较的时候使用总体均值进行比较 + rfm_cluster["IFR"] = rfm_cluster["R"].apply(lambda x: "高" if x > df_rfm_mean["R"].mean() else "低") + rfm_cluster["IFF"] = rfm_cluster["F"].apply(lambda x: "高" if x > df_rfm_mean["F"].mean() else "低") + rfm_cluster["IFM"] = rfm_cluster["M"].apply(lambda x: "高" if x > df_rfm_mean["M"].mean() else "低") + # 方法和上面一样，将三个指标合并起来，生成临时列temp，表示RFM综合指标 + rfm_cluster["temp"] = rfm_cluster["IFR"] + rfm_cluster["IFF"] + rfm_cluster["IFM"] + # 根据定义的打分规则给每个用户进行打分，1-5分 + rfm_cluster["label"] = rfm_cluster["temp"].apply(lambda x: iflabel(x)) + + result = rfm_cluster[['label']] + + result_csv = pd.DataFrame(list(result.index),index=range(len(list(result.index))),columns = ['user_id']) + result_csv['activity'] = list(result.values.reshape(1,len(list(result.index)))[0]) + # 将用户 id 和活跃度分值提取出来并创新建立一个表 + result_csv['user_id'] = result_csv['user_id'].astype(int) + result_csv['activity'] = result_csv['activity'].astype(int) + resuts_dict = dict(zip(result_csv['user_id'], result_csv['activity'])) + + # 保存模型和结果 + pickle.dump(kmeans_model, open(activity_analysis_path + 'results/user_activity_model.pkl', 'wb')) + pickle.dump(resuts_dict, open(activity_analysis_path + 'results/user_activity_dict.pkl', 'wb')) + + logger.info('用户活跃度分析模型训练完成') + + return resuts_dict + + +if __name__ == '__main__': + train() \ No newline at end of file diff --git a/user_portrait_analysis/config.py b/user_portrait_analysis/config.py new file mode 100644 index 0000000..acb7565 --- /dev/null +++ b/user_portrait_analysis/config.py @@ -0,0 +1,36 @@ +import os +from datetime import datetime +from utils import create_logger + + +# 项目根目录 +root_path = os.path.abspath(os.path.dirname(__file__)) + +# 各子模型目录 +activity_analysis_path = root_path + '/activity_analysis/' +contribution_analysis_path = root_path + '/contribution_analysis/' +interests_analysis_path = root_path + '/interests_analysis/' +learning_ability_analysis_path = root_path + '/learning_ability_analysis/' +programming_ability_analysis_path = root_path + '/programming_ability_analysis/' +professional_ability_analysis_path = root_path + '/professional_ability_analysis/' +user_label_analysis_path = root_path + '/user_label_analysis/' + +# 随机数种子 +RANDOM_SEED = 42 + +# 创建日志对象 +logger = create_logger(root_path + '/logs/' + str(datetime.date(datetime.now())) + '.log') + +# mysql连接配置 +mysql_host = "rm-bp13v5020p7828r5rso.mysql.rds.aliyuncs.com" +mysql_user = "testeducoder" +mysql_passwd = "TEST@123" +mysql_port = 3306 +mysql_database = "preeducoderweb" + +# 之前登录的天数 +before_login_days = 30 + +test_user_id = 201 + +data_before_days = 10 \ No newline at end of file diff --git a/user_portrait_analysis/contribution_analysis/__init__.py b/user_portrait_analysis/contribution_analysis/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/user_portrait_analysis/contribution_analysis/data/README.md b/user_portrait_analysis/contribution_analysis/data/README.md new file mode 100644 index 0000000..809920c --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data/README.md @@ -0,0 +1 @@ +## 这里面存放数据 \ No newline at end of file diff --git a/user_portrait_analysis/contribution_analysis/data/journals.csv b/user_portrait_analysis/contribution_analysis/data/journals.csv new file mode 100644 index 0000000..8849ecd --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data/journals.csv @@ -0,0 +1 @@ +id journalized_id journalized_type user_id notes created_on private_notes parent_id comments_count reply_id diff --git a/user_portrait_analysis/contribution_analysis/data/journals_for_messages.csv b/user_portrait_analysis/contribution_analysis/data/journals_for_messages.csv new file mode 100644 index 0000000..069a177 --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data/journals_for_messages.csv @@ -0,0 +1,2 @@ +id jour_id jour_type user_id notes status reply_id created_on updated_on +112689 432151 HomeworkCommon 21338 11111 1 2022-04-12 14:46:19 2022-04-12 14:46:19 diff --git a/user_portrait_analysis/contribution_analysis/data/msg_discusses.csv b/user_portrait_analysis/contribution_analysis/data/msg_discusses.csv new file mode 100644 index 0000000..a3874d8 --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data/msg_discusses.csv @@ -0,0 +1,8 @@ +user_id notes created_on +15583 讨论帖 2022-04-12 13:53:39 +21338 2022-04-12 13:55:10 +21338 2022-04-12 18:35:30 +21338 2022-04-12 19:14:20 +21338 2022-04-13 11:46:06 +21338 2022-04-13 14:11:00 +21338 2022-04-13 15:11:00 diff --git a/user_portrait_analysis/contribution_analysis/data_process.py b/user_portrait_analysis/contribution_analysis/data_process.py new file mode 100644 index 0000000..88535f2 --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data_process.py @@ -0,0 +1,99 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import contribution_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户贡献度数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT id, journalized_id, journalized_type, user_id, notes,created_on,private_notes,parent_id,comments_count,reply_id + FROM journals + """ + + data_journals = pd.read_sql(sql_text1, con=sql_conn) + data_journals.to_csv(contribution_analysis_path + 'data/journals.csv', index=False, header=True, sep='\t') + + logger.info("用户贡献度数据1数据下载完毕，共" + str(data_journals.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT id,jour_id,jour_type,user_id,notes,status,reply_id,created_on,updated_on + FROM journals_for_messages + """ + + data_journals_for_messages = pd.read_sql(sql_text2, con=sql_conn) + data_journals_for_messages.to_csv(contribution_analysis_path + 'data/journals_for_messages.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据2下载完毕，共" + str(data_journals_for_messages.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理用户贡献度度数据 + """ + data_journals = pd.read_csv(contribution_analysis_path + 'data/journals.csv', sep='\t') + data_journals = data_journals[['user_id','notes','created_on']] + + data_journals_for_message = pd.read_csv(contribution_analysis_path + 'data/journals_for_messages.csv', sep='\t') + data_journals_for_message = data_journals_for_message[['user_id','notes','created_on']] + # 连接两个表 + data_concat = pd.concat([data_journals, data_journals_for_message], ignore_index=True) + # 清洗数据，将'\n','\r',' ',全是数字或这字母的评论删去 + data_concat = data_concat.dropna() + data_concat['notes'] = data_concat['notes'].str.replace('\n', '') + data_concat['notes'] = data_concat['notes'].str.replace('\r', '') + data_concat['notes'] = data_concat['notes'].str.replace(' ', '') + data_concat['notes'] = data_concat['notes'].str.strip() + data_concat = data_concat[data_concat['notes'].str.isdigit() != True] + data_concat = data_concat[data_concat['notes'].str.isalpha() != True] + # 转换日期格式 + data_concat['created_on'] = pd.to_datetime(data_concat['created_on'], dayfirst=True) + data_concat['created_on'] = data_concat['created_on'].dt.date + data_concat = data_concat.dropna() + + return data_concat + + +def get_rfm_data(): + """ + 生成RFM聚类模型训练数据 + """ + data_all = read_action_data() + data_all['value'] = data_all['notes'].str.len() + data_all['value'] = data_all['value'].apply(lambda x: 4 if x > 20 else 2) + # 计算 R,F,M 值 + df_rfm = data_all[['user_id','value','created_on']] + df_rfm = df_rfm.groupby("user_id").agg({'created_on': 'max', 'user_id': 'count', 'value': 'sum'}) + df_rfm = df_rfm.rename(columns={'created_on': 'Recentdate', 'user_id': 'F', 'value': 'M'}) + + df_rfm["R"] = (df_rfm['Recentdate'].max() - df_rfm['Recentdate']) / np.timedelta64(1, 'D') + df_rfm["R"] = df_rfm["R"].astype('str').str.split(" ", expand=True) + df_rfm["R"] = df_rfm["R"].astype("float").astype("int") + df_rfm.drop(columns='Recentdate', inplace=True) + + return df_rfm + +if __name__ == '__main__': + # 取数据 + latest_data_date = get_before_date(data_before_days) + get_data_from_mysql(latest_data_date) + \ No newline at end of file diff --git a/user_portrait_analysis/contribution_analysis/data_process_jw.py b/user_portrait_analysis/contribution_analysis/data_process_jw.py new file mode 100644 index 0000000..2681697 --- /dev/null +++ b/user_portrait_analysis/contribution_analysis/data_process_jw.py @@ -0,0 +1,159 @@ +import os +import numpy as np +import pandas as pd +from config import logger +import datetime +import pymysql +from config import mysql_database, mysql_passwd +from config import mysql_host, mysql_port, mysql_user +from utils import get_before_date +from config import contribution_analysis_path +from config import data_before_days + + +def get_data_from_mysql(latest_data_date): + """ + 从mysql数据库获取原始数据 + """ + start = datetime.datetime.now() + logger.info("开始获取用户贡献度数据...") + + sql_conn = pymysql.connect(host=mysql_host, + user=mysql_user, + passwd=mysql_passwd, + port=mysql_port, + db=mysql_database) + + sql_text1 = f""" + SELECT + t1.id, + t1.journalized_id, + t1.journalized_type, + t1.user_id, + t1.notes, + t1.created_on, + t1.private_notes, + t1.parent_id, + t1.comments_count, + t1.reply_id + FROM + journals t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + WHERE + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + AND DATE_FORMAT(t1.created_on, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_journals = pd.read_sql(sql_text1, con=sql_conn) + data_journals.to_csv(contribution_analysis_path + 'data/journals.csv', index=False, header=True, sep='\t') + + logger.info("用户贡献度数据1数据下载完毕，共" + str(data_journals.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + sql_text2 = f""" + SELECT + t1.id, + t1.jour_id, + t1.jour_type, + t1.user_id, + t1.notes, + t1.status, + t1.reply_id, + t1.created_on, + t1.updated_on + FROM + journals_for_messages t1 + left join users t2 on t1.user_id = t2.id + where + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + and DATE_FORMAT(t1.created_on, '%Y-%m-%d') >= '{latest_data_date}' + """ + + data_journals_for_messages = pd.read_sql(sql_text2, con=sql_conn) + data_journals_for_messages.to_csv(contribution_analysis_path + 'data/journals_for_messages.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据2下载完毕，共" + str(data_journals_for_messages.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + + + sql_msg_discusses = f""" + SELECT + t1.author_id user_id, + t1.subject notes, + t1.created_on + FROM + messages t1 + LEFT JOIN users t2 ON t1.author_id = t2.id + WHERE + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + AND DATE_FORMAT(t1.created_on, '%Y-%m-%d') >= '{latest_data_date}' + UNION + SELECT + t1.user_id, + t1.content notes, + t1.created_at created_on + FROM + discusses t1 + LEFT JOIN users t2 ON t1.user_id = t2.id + WHERE + DATE_FORMAT(t2.last_login_on, '%Y-%m-%d') >= '{latest_data_date}' + AND DATE_FORMAT(t1.created_at, '%Y-%m-%d') >= '{latest_data_date}' + """ + data_msg_discusses = pd.read_sql(sql_msg_discusses, con=sql_conn) + data_msg_discusses.to_csv(contribution_analysis_path + 'data/msg_discusses.csv', index=False, header=True, sep='\t') + + logger.info( + "用户贡献度数据3下载完毕，共" + str(data_msg_discusses.shape[0]) + "条数据，总耗时" + str((datetime.datetime.now() - start).seconds) + "秒") + + +def read_action_data(): + """ + 处理用户贡献度度数据 + """ + data_journals = pd.read_csv(contribution_analysis_path + 'data/journals.csv', sep='\t') + data_journals = data_journals[['user_id','notes','created_on']] + + data_journals_for_message = pd.read_csv(contribution_analysis_path + 'data/journals_for_messages.csv', sep='\t') + data_journals_for_message = data_journals_for_message[['user_id','notes','created_on']] + # 连接两个表 + data_concat = pd.concat([data_journals, data_journals_for_message], ignore_index=True) + # 清洗数据，将'\n','\r',' ',全是数字或这字母的评论删去 + data_concat = data_concat.dropna() + data_concat['notes'] = data_concat['notes'].str.replace('\n', '') + data_concat['notes'] = data_concat['notes'].str.replace('\r', '') + data_concat['notes'] = data_concat['notes'].str.replace(' ', '') + data_concat['notes'] = data_concat['notes'].str.strip() + data_concat = data_concat[data_concat['notes'].str.isdigit() != True] + data_concat = data_concat[data_concat['notes'].str.isalpha() != True] + # 转换日期格式 + data_concat['created_on'] = pd.to_datetime(data_concat['created_on'], dayfirst=True) + data_concat['created_on'] = data_concat['created_on'].dt.date + data_concat = data_concat.dropna() + + return data_concat + + +def get_rfm_data(): + """ + 生成RFM聚类模型训练数据 + """ + data_all = read_action_data() + data_all['value'] = data_all['notes'].str.len() + data_all['value'] = data_all['value'].apply(lambda x: 4 if x > 20 else 2) + # 计算 R,F,M 值 + df_rfm = data_all[['user_id','value','created_on']] + df_rfm = df_rfm.groupby("user_id").agg({'created_on': 'max', 'user_id': 'count', 'value': 'sum'}) + df_rfm = df_rfm.rename(columns={'created_on': 'Recentdate', 'user_id': 'F', 'value': 'M'}) + + df_rfm["R"] = (df_rfm['Recentdate'].max() - df_rfm['Recentdate']) / np.timedelta64(1, 'D') + df_rfm["R"] = df_rfm["R"].astype('str').str.split(" ", expand=True) + 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